From dc141a5ea57d102fce18522c29f31016f2ae2a3c Mon Sep 17 00:00:00 2001 From: pavelkomarov Date: Sat, 5 Sep 2026 15:52:38 +0100 Subject: [PATCH 1/2] Add the JOSS 2.0 paper, its comparison figure, and a draft-pdf workflow paper.md and paper.bib present the second-generation package: its design, the seven method families, the capability table, hyperparameter optimization, and testing. Figure 1 differentiates three simulated signals with two methods each, drawn from six of the families, with hyperparameters chosen by `pynumdiff.optimize` at measured bandlimits rather than by eye, and make_figure.py regenerates it. The table and figure are written so JOSS's template cannot break them across pages. A draft-pdf GitHub action builds the paper on every push, and the README gains the same figure. --- .github/workflows/draft-pdf.yml | 19 ++++ LICENSE.txt | 2 - README.md | 4 + paper/make_figure.py | 62 +++++++++++ paper/methods_comparison.png | Bin 0 -> 301888 bytes paper/paper.bib | 181 ++++++++++++++++++++++++++++++++ paper/paper.md | 119 +++++++++++++++++++++ 7 files changed, 385 insertions(+), 2 deletions(-) create mode 100644 .github/workflows/draft-pdf.yml create mode 100644 paper/make_figure.py create mode 100644 paper/methods_comparison.png create mode 100644 paper/paper.bib create mode 100644 paper/paper.md diff --git a/.github/workflows/draft-pdf.yml b/.github/workflows/draft-pdf.yml new file mode 100644 index 00000000..97bbba60 --- /dev/null +++ b/.github/workflows/draft-pdf.yml @@ -0,0 +1,19 @@ +on: [push] + +jobs: + paper: + runs-on: ubuntu-latest + name: Paper Draft + steps: + - name: Checkout + uses: actions/checkout@v6 + - name: Build draft PDF + uses: openjournals/openjournals-draft-action@master + with: + journal: joss + paper-path: paper/paper.md + - name: Upload + uses: actions/upload-artifact@v7 + with: + name: paper + path: paper/paper.pdf diff --git a/LICENSE.txt b/LICENSE.txt index e3bcbc62..0f6ddfc4 100644 --- a/LICENSE.txt +++ b/LICENSE.txt @@ -1,5 +1,3 @@ -The MIT License (MIT) - Copyright (c) 2025 Floris van Breugel, The University of Nevada, Reno, Mechanical Engineering Department Pavel Komarov, Univerity of Washington Electrical and Computer Engineering diff --git a/README.md b/README.md index b6b11fad..5af3865f 100644 --- a/README.md +++ b/README.md @@ -38,6 +38,10 @@ All are ultimately smoothing with similar runtime and accuracy, but some have fl All methods have hyperparameters, described in the [Sphinx documentation](https://pynumdiff.readthedocs.io/master/). We take a principled approach and propose a multi-objective optimization framework for choosing settings that minimize a loss function that balances faithfulness to data with smoothness of the derivative estimate. For more details, refer to [this paper](https://doi.org/10.1109/ACCESS.2020.3034077). +![Three simulated signals and their derivatives, estimated by six of the seven method families, with hyperparameters chosen by `pynumdiff.optimize`.](paper/methods_comparison.png) + +Above, three simulated signals are differentiated by two methods each, drawn from six of the seven families, with hyperparameters chosen automatically by `pynumdiff.optimize`. Reproduce with `python paper/make_figure.py`. + ## Installing Dependencies are listed in [pyproject.toml](https://github.com/florisvb/PyNumDiff/blob/master/pyproject.toml). They include the usual suspects like `numpy` and `scipy`, plus `pywavelets` for `waveletdiff`, `tqdm` for the optimizer, and `cvxpy` for `robustdiff` and `tvrdiff`. diff --git a/paper/make_figure.py b/paper/make_figure.py new file mode 100644 index 00000000..8f26d3d7 --- /dev/null +++ b/paper/make_figure.py @@ -0,0 +1,62 @@ +"""Generates paper/methods_comparison.png. Run from the repo root: python paper/make_figure.py""" +import numpy as np, matplotlib +matplotlib.use('Agg') +import matplotlib.pyplot as plt +from pynumdiff.utils import simulate +from pynumdiff import polydiff, tvrdiff, rtsdiff, spectraldiff, butterdiff, lineardiff +from pynumdiff.optimize import optimize + +# One color per method, fixed wherever it appears. Okabe-Ito, legible to colorblind readers. +STYLE = {spectraldiff:("spectraldiff","#CC79A7"), polydiff:("polydiff","#0072B2"), tvrdiff:("tvrdiff","#D55E00"), + butterdiff:("butterdiff","#5D3A9B"), rtsdiff:("rtsdiff","#009E73"), lineardiff:("lineardiff","#E69F00")} + +# Six of the seven families, paired so each panel contrasts two. Bandlimits are optimizer inputs, round numbers a +# user reads off a power spectrum; Lorenz is the faster signal. Comment out FITTED to re-run the search (minutes). +panels = [("Sum of sines", simulate.sine, [spectraldiff, polydiff], 1), + ("Triangle wave", simulate.triangle, [tvrdiff, butterdiff], 1), + ("Lorenz $x$", simulate.lorenz_x, [rtsdiff, lineardiff], 2)] +FITTED = {"spectraldiff": dict(cutoff_freq=0.0625, even_extension=True, pad_to_zero_dxdt=True), + "polydiff": dict(stride=7, degree=2, window_size=41, kernel='gaussian'), + "tvrdiff": dict(gamma=10.6015625, huberM=6.0, order=1), + "butterdiff": dict(cutoff_freq=0.05, num_iterations=1, filter_order=2), + "rtsdiff": dict(log_qr_ratio=3.81328125, order=1, forwardbackward=False), + "lineardiff": dict(gamma=0.00011125, window_size=53, order=2, kernel='friedrichs')} +#FITTED = {} + +def main(): + fig, axes = plt.subplots(2, 3, figsize=(13, 5.4), sharex=True, + gridspec_kw={'height_ratios':[1, 1.6], 'hspace':0.13, 'wspace':0.2}) + for j, (sname, sim, methods, bandlimit) in enumerate(panels): + x, x_truth, dxdt_truth = sim(duration=4, dt=0.01, noise_parameters=(0, 0.2), random_seed=3) + t = np.arange(len(x))*0.01 + top, bot = axes[0, j], axes[1, j] + + top.plot(t, x, '.', color='0.72', markersize=1.6, label="noisy data") + top.plot(t, x_truth, '-', color='black', linewidth=1.1, label="true $x$") + top.set_title(sname, fontsize=11, pad=6) + bot.plot(t, dxdt_truth, '-', color='0.55', linewidth=2.6, label="true $\\dot{x}$", zorder=1) + + for method in methods: + name, color = STYLE[method] + # Order 1 represents the triangle's piecewise-constant derivative exactly; without it tvrdiff goes spiky. + ssu = {'order':{1, 2, 3}} if (method is tvrdiff and sim is simulate.triangle) else {} + params = FITTED.get(name) or optimize(method, x, 0.01, bandlimit=bandlimit, search_space_updates=ssu)[0] + print(f" {sname:<14} {name:<13} {params}", flush=True) + bot.plot(t, method(x, 0.01, **params)[1], '-', color=color, linewidth=1.1, label=name, zorder=2) + bot.set_xlabel("time (s)", fontsize=10) + + for ax, pad in ((top, 0.17 if j == 0 else 0.04), (bot, 0.28)): # only the headroom each legend needs + lo, hi = ax.get_ylim(); ax.set_ylim(lo, hi + pad*(hi - lo)) + ax.tick_params(labelsize=8) + for s in ('top', 'right'): ax.spines[s].set_visible(False) + bot.legend(fontsize=8, frameon=False, loc='upper center', ncol=3, handlelength=1.6, columnspacing=1.1, + borderpad=0.1, title=f"optimized at bandlimit {bandlimit} Hz", title_fontsize=8) + + axes[0, 0].set_ylabel("$x$", fontsize=11) + axes[1, 0].set_ylabel("$dx/dt$", fontsize=11) + axes[0, 0].legend(fontsize=8, frameon=False, loc='upper center', ncol=2, handlelength=1.6, borderpad=0.1) + fig.savefig("paper/methods_comparison.png", dpi=200, bbox_inches='tight') + print("wrote paper/methods_comparison.png") + +if __name__ == "__main__": # spawned workers re-import this module, so nothing heavy may run at import time + main() diff --git a/paper/methods_comparison.png b/paper/methods_comparison.png new file mode 100644 index 0000000000000000000000000000000000000000..ddc0362bb37b2f1c754b10ebf40a05e54f875e18 GIT binary patch literal 301888 zcmdSBc{rAB_XT`OR6;ZwGbBkURHO`L2u-HSJS&lT77}GB3Pl=)NXE>`Pzedqgix76 zlFVi9TW9q=@B99a@4xS_?>>&_cuMa3zOM7!=iY0twe}UNad0ma0|x^|QA}#8N?H`P z*pi}XI~LR9Cw^a~_uzjruFATu+78EDJYMIpJV0DJCv1 zCN9Ej?dt02BC~n3-M_yf=HPsMvvVu$BtB({qpF?@MXfC-|IygLa+9NIC`wIfw~pt{ zZy!B$R~~JnA3mjb_h|M~_sRt{OB48i96b5@z4^X(YzF7WuUEvz9y=f|e*OJ&i%{7g zK}M{BMy#t&?bcj*;>|+$GWp3LCB@&wzLn?fD>~iW({n}gc)iG$oi4rC`l^nUR>;Jx@w=!1q^8fEkLW17%|Nb63JFP^>|9ORl(XjuY?@&^y@@M?tPvhrb zXQ4pUQq+8@i$&dqfW4l-@t zyt(A(r&EFs`!21O?da(__vDGf<)Ir`hLnc}h4$PfB_-siM#b*eigz4)-tc>YMs1tY z^PMe&A3 z&M8_+470PduX3#R>7*Tb`Qd9>|_(iM|^SH&vl zW`5F8>-Jt$N>Y!m`+$v?SdG}x4D}f4QV!$T#?aRg*PP}v^JCCya=3Gk{o($tezTq# zPuYHd!s(+~#>&plIhtS9_wAEZm;Gn&D-c4$ofmoJFMj`6%sF1wabeA7hHT}e=C}6_ zDStg?YinC~bH|DdgTkN-7nV{_UcY`Fma*=?gHA&1_eDhCycx!)7!+d4cx`{sr_xi2 z_`Z~*S!=%y4zjLU6MVekcIQa&d5CB`K#E^gjh zTU#3@I>n>7R+=2XRfm~4wpP298j7uX>o(A&d`reHET=uksy5+dOODF@3x5w!ihwx| zSG4Z)OFV1duGnz!-6l3#f3`h=Vf);6IdgJyN*0{`_n4(vdQXk6zsR*Cpt@SM#B*dp zeSLk3Uap{w`?tkXQiXXtg+`8FRC~?Zb?W;VBz7pgbPmGduc64 z+g@em&M&VMJtv3xqN1WYdVA?jOiUKi)0fxOsQ3A;VxUVtc#DBbF)o!6JaBy>Rb5^E zWPWbOX|Q!$#q;Nh=9TBI-zGEp`1-mvB}0|)k!L;S*iBw4JFu~DJt;fY(&{ByWd(RJt(H}xv_ z_@TPnvOAkcEvmwv-q*fIS>B5*$j@&SdYgAb8ylHu|MAiLM{b)aUIBrHw#}K!mX-oh zmoIB3sxXcBzg6MP=pFXU}L$PyMWVVD@Zl&FXjA7SA8J z^c_4K9NaxM*7u;WFgQ4P5mqros@-SB#fuj?+630GkGHCgq5K~{l+K<_%PK1mpj%o| zl9aSw%(x^r%U#xQmW@-&zT)(+x!^_1*79!Kwkk6-GeskQLF&=0ioG`5kh!ad!%dD&Y(hlc5NUE2~9x{d;P!(o!*-O)jn$)#u&5 zef2u~2Y&HGyGXYq|}vff)M({Jyy69OOd z=H%o&INq@KTl-@kDfU_ZG&z3%8FQs%JI`V00Yj10+?Qsrc6JL;fyrHQj*lTLk zYId^w66G)B_Vv#0K>FA%W(%6KOtQA`Pr%3MD^#6Zx@NflUL3!)w61OGDq)=`%_gVA zQ4S6bc%R$D_hVpa=#tuHL9^NzQ8szM5`Fo{T7C7mvX8yw$atP@|54`VE-$SCKi7>% zGY!iYNN{XF8Dd=O&Bw<_<6OjL*H)lBH$9ObWAwn3MsE5GQp~-38Vk`fyg z5~7}h(9~YQOA}Ex{WWbtv&UHP0nK&;htlZdQ#fqrN7dBS^lNnu4E9lXRl+&cPy*gy z3o5to_(ivHp=xMoXq14OmW@s7R?BLZTUG}7HtW|52&|lpU9T3kc9$n_zFpgqzA{P` z_Z30zI@`|B&@i)YKVBz675ETiIrg$m9tE^mvLHO9S8 zJDPPD`)tzZ$HmQ^gmc#0@*S1z#MgKC6YTANiHL~Y#fekz@9#h7K1))t42oRnK)?+t z2OCjIyVk9my-&{2zCm_MLVmO{JSt-JNatj(W9Oc1pNX%H`UA43exzGkSw;6voDU2P z%(HwEWq4`ban4IzJNOT08tNUtr5MB*iRFy8y@fA%6T-UAwW;&-X92rUC3-TB9sau8 zeWzVB-1^77gt%qBby7_p`(?(dm3mLyb?K|`(LZENj)P`<_w!5nG3;AR{agJC?LVgG zf5>_~FI zn0CST^6;=@VBzWc*`jypdXlBn=70eA$I47wa;y?QT#}y`@;Y_OHlzFUAvxBzbfe|&zkXp=4GEg zeL7|zZBG(wYrd^pro7jvfXYR#(3dx)5mUvGv?B2aw+H=@6b4E*OrEZSplC^R^AxJqkCH==Qc5mS4Pk7T=5xOFF zo9$`|Ny%+ZYEhONM)&XE_ni28_;!zRnNKJJXpi7!v$|MuuNZlhxw5$*2KiKXb{yJsgRlK6jM5;tp zL(7{t%NFKX^S7<0Hhffv3 zJbsHQ>sNPZWIVoysYeU*$;qt+fP02IK|^(RcIuXRW>?F^Z*}TY%4p6_MMB_tWI&4i^<4IqHGMb7lewqXgpjoMXUl^6uKTYqV6J zUpT0ai)D|Jjx{zlW%V`N6DKxKeE(>m|H$>eD`4ctb?ctpnP!kw3_>1VXn9;WR>m#W zwc`m*f8907H^5YP>u>E$Qyvg*?{IN;jzZQ;K61n@j=GE5&h8qPx{~4CyVS#*G_NAe z=^5F0=TO$)6uI=>1(Z=o%X9^mRr#8PRgEgZ>KZrX2{qiMmZ#^#trk^`n%_|XSJys! z_ACh%m+eDYRXAswvf{7lfvh)(fFwXu^$iDaMr^lh6_^`-woD6EP2lL!qZw{&QGAMG zS1%M!2p+sCG}xNIPv-P|iR<_m&Hk|l`J=Tu;@;!dwNt!2K&z1vGL8GmCC=+j@*6+Lf>XnAm#~)plOS8k} z*!d3Ll;+#9V~3jW%#UbtU{8$ozI+3Go3wO|m@2ASq~F}c(HF=K?<^b~Hdj_w_Oz(< z~NqC;FV@F&U4YR z1GO)c_FYwyb$C2iP&JJOJU?;!_U+}=eZRSBjvk!f^=sCwS>pfh&TiW9iK^)xCS^W) zS5AC<NdFf@oa+TRhuBjo^9_cFRaP`E+r|coq9MeMyRdO!DOSLpo(ov`{`ds--^*PX{oE9 zZ}o0uWUnckB`d;kZcn$g-0ZNTW_@#WbHpWeHpydQC|e#LR}rbPSu#2qhDBO=_mS?* zrw|L3+wSM)=DK#4pIb0=A>=&I?;fPUrcpS5QCsS-Z{NP%ZOSm%7w0#9-}T#j@$d`9 zHyI>(X{*;B=|W6#SRqcgI(8`J7ofuHA$`U)<)Ego=sEWCdi3#~ZknYLS6^7Z!9V21 zoEq*pv-l*%JJJ7kuWb>zfh&3iC-utOk}R>c_6&e0E~04zV^RXVihAF%Y5KK;ZH0%f zY%(ZFZ;}AOS#_&w`}XZ`aB$qd|3r4`GB3rM~?7M&k zA2`8q_O^u8`4rpN3CiC2POW(-^s_p(wY3`qB#vb0Cus_9+O#iKFE?385(r@zVlCa0>MyPNX+mSYHymtSl{S_7Olf_66(1-xgVbvydUXxZ&*2n}-G)-VH&#~)nI_yjY|7;b)2=4>hQ#rY9_^vdi0-$#4qqFt1DmDr zGAxe(jM$t#h!pH1x)bF(-~Yo+9a;%XiEFMuzUkd^v-|K+Q#5va)=Y4N+|2$f4LfGt z>ixq=+E4ETR_x+9Dt2|Cr2cKsh0SFwz7NrX(c7i%J8~puaW6eDQn?1w;mywg1-F&a zbhBBRDCx|m^vQ4F7dAr<3PKNTePHK}sHlL52o@x!MFf)pAw00ET`id>(S}G2z~0%2 zU=w3^dF8a`C|_88f_u55;N{N1WpXTIYc?C#d7MJ8zb?7`)Q~JA$5vI_9q235jZ5|G zhTdn>E?Kf<>Qh$P&0Du;+a}IZ^g_e%iKVetJOWXJfqLqDcGAf`atu42~K&{4JgF2r-h?t0GQJnORuS?yD`? zyANG%@_Q3iRn^-)z*!fuPzr*VPkijVvQfLDq`y{e$>VZM{|HQ_)YR*LxX@6boKN)aR^u02`0P=1|_D`MMqEH^{pkB zPz!Q1-z3qJSPzC3yA7G z0HSB*+ZBTQtMgByA*g)l$#8DLFVxbqpJ`d>q-iNJlQP0>0B-3FNcUBl+uB}0`s~q9 zMsYCLZ#$m#tvcp~rPsw^CWXPin`4sOCPuJOn*F4Ij^BSxLM20T5Bn|CTa8(6KkTwfEFSuXu~TrzqxdYl)X6VJeCYFEVj%zk?|Aw!4>w^q2_DMERpKceLal zfAHYJ6P&PD`L;(Bzazt6Eip0S}lyj&1HtBTGFUa+bezmS2c(i}Q`|!0M5vl1bFZQ8xj-3Y1=wNZL!zzq2q2*$91x@Mhk7FKv^Se>HoAy zk8>$LT z;i5$src6%HHQsGt4@t59O_-^pZ4T$ywg*sR7&xl~9f#-KM6=V(4?F4!5bJ*LcuUpe zaeP+!r3aEP-MuT|#AkpKTUwwQuHIC*qJS49VzxuO93djoj%1YMD2#l5vErtjFUP$@ zaaE|fn#udw8M$RvqEKnun)tD`^4%EAJ*2L_M@5C+|J#kTh%9y;6La%~){^^|;!wrZ zm-W1|t{TP~r!w8YcL|}gt9Ir1b=`?p^|%2eDJiMapZ6}<9RK+&cv(KP)72Xl6%{`D zi738=XZzm%_!4T6LX<$Yr39-h>0TE!BM3u~r)WSolfc;}E9*4+S?z985{SXo{yPXyDhs zY+G`YVq*lBfKaxfVNbmkl4V?4lUo)W%htX9)mem8M^{(Ce)ChuNtMTnJV!Nu`9_R)M$*mAP1(?p>%)f+WE%nt znxi@N4{OT(UVUHYwY!9ZmU`hRW!trFzjZ4QOp@TzD(YR<(RJ(AjqTU-0jOOtlnWln z+Pu6`jooc)EQMsO6zC&lPpToSIemS%ky1bzSK4vv)Tun{*9*{LJ$V|qNF3rp zq}sEZ8V1BdQ%dm`zxtS%7*wOhgvh+Q*`y0GSc!r}r7Sxt;rv-OqYY<{Fe?(!CxqjD zrbaz~d}9Zj?buVZ%G1lMUxbH~^8&hj+G^&C`izst;G~`KPgKk9vibS>sm!!3SgAWW zs-B~tm!Ny}2gFFy__2bUI~>*F!b!G$F(Oa#esLg9($H6hv3Kd;3{l^3q2vM!Yc%tY zx54)>?qo`lXL$_5IMYqmXOac@dz*e+-EOy=C#}>?jm#}9oY2jRXYKboc@WhxR?hcP zti1E*5O#yhq99Kce)L60N7F$(D*e^Jlm4!j=C0pMZKTs)!nysVZl*)sU`y`vl?Rqz z-)<+IjQV!{xL40GJ6(Lq>V-Lh*O-b{kB^Q@djMR?Vxuc?_r z56mwn#(cc~CJlv!-eW6RQa-&Sjov^ga0{>#f7NGuFag)495USuT>elK$xQ%k;&YX2 zOg`)XxZzO7N|S>ELRa$}falMBl^o}dkUgtvw#;h|eD3&{*R;5#J%C^jyeDjQb=iJJ zS|fTMxep58UQ>5#=Ne?-a&Qhp0cX)!I)GE>^lgXAvIY9!mtVdBJ?5=1UmjRj8;IuW zVF+oW>;0FiMGZe)#Itf{YhkLxl6t5?nwpyWwQ5mk0e?cb)|1Ts^7^)=`F7da*^@uo z9LDx@&&^J`h}+djiMg?FwT_5gi)OC%ea|Cs-1n3G>CX@S!AIsNrXJtDSwy$#IgT?3 z$YkrNSD8jT#TTkrTMNxk_3_-YI+~%s{u94Q2-LgC>s~l9?@Lb=8n+F8EIvAv^GGLE zX9>Q30mUWn#|7SmmLilkP=(H>G{)+X3m2Xt#fZo>uoiQSD)>1`)Pu`p4h}@RjjsG_2@^>Ol-aNk_Om77awB_j*l z{W#lw#+VTNBi~vGK<)q?uB@RE@x`^&sheJIZd^ORkl}!n)3wORGiaWcgQqBu6}Nbm zWg=hlqt&+ScuaKkImig6HCHy8-?+*BvUiL1D_+uhp?`h~%=GG^lZ6jR{@3gZ0Loa|Qw6#vhJR}Bnx1E_6n?T@_;Bi3(0AokRrCt(Prek`wQT{z zyvuX=$z40}OXVPkA9#+KQ!OoQXtF{GfzN2b25}7hLN|mSi5j_#^z`Azqb6pMEFdM~ z`=zQba$i6tdq(Jz`EDXQI(ASoB6p^&Gil<{{W}% zb#|5@SvcEpTWwHk`Ropm*2{T($5{!+$ubTH5Tv0#I~TE)D{;D<{>>fIjiAJSy;WpB z`uPRX**h=L|wO+5f(bMjLOJH$05fL~B_OS$BH*uc)NZUf8zg=_wR31AWEcom4h zk=L)EM^}~rVGO+wpO24^MyBBo&|{r1E^h$s_zby&Ay3{{HHxfP7qlKK$7Jm+n5?l6 zVvzDg->Mp4+0BCk%tM(X#vmJA)W0TfQPlyIUJgEjz$Y#lSJmSYlC05=%ULy-OrSYY zqu$M+p=%<`}*JBTfcPa(tMz-t5*^Bg!WHu zgv2h|dpRm9uj#m*ohVJjZv;JplDWkHb9eV;+ai$T*(Rq?|JpV1@+A(*HaQ+NUiZ-t zXkj(BHBFEf%;@p2`C_3$bS(?=H_6E8TeSc9@k0yrT@uLZeIQM228bSUdBY)_ciK1x z`0U=^WEYd5*)X~JNsH_T)NN}~BCO}Puj+Y>PFNM>mVVpjtF=pe{;+tCE-ovY=|Hu< z(?13pC86#N?V|Bi4}^jF4KNY5=?!&tS8!L2nfnmi>kelb8<9Q%E5AMllCwHG$K}+E zw{LTw*!fHj#|yRLNMu++2)v75OU-Y1^G1shF*>=&4!pphMTS7O#Lkb_ZXTQP5<(){ z->qNY)O3V==I8$YjacY|7IWq2mb%Cq`<`qoIFR@WKe7>R%P^1%w|$9fbwbqkTU>4` zK!j66vNzL5{6p!*7Q?u02-wJY2$q>nMhOj%3C{?X2rr^sO|LX=x&(UrTxTWLc zaBj7J&CfM{mjctA7Xx!dhEOw(wpzT#mr@>n;T_VJOIV|Yq1!;Ku9_HVb{hI5iwv2P z;n0-M4pKBeCPN__dFwahZ-oF-1QZ69PQ$yCdl-;!YtXKZ7pKSj1F`ncT3hu+PC+EM z|5OtC<%@NA4%AR7wPG;t!C7U~4CsB$^>8BX+snd{%F>t`%&e@=LFkPKcoIBeVEnZy z;{s7M%gV}ZYAwvoS=ia{zxF$R{5X>2p^TGGe^8R_XXhQHmP9%&sIDJ(1F1=<58oV zZ|KzR3-0`EyZH~^fBEz&4QZ&C$+q z%>@e<5Pi1;>9;6m)8ZEkpM_vUSA#gBr(D0jTLOXiQoZd5K)4HG&TGUBNgK^j>Z_zP z?pVDXN>kbF=sws7y08q=r+$c#)kh+PXBy7%mkOcDtqMSX; zyK$phdSOlusfV9@#tsl27~QQ++nS$$)Tl(nHYqp9>SE6z)un}74fgkkqDkyVZa%V< z+MWc`5V&*!+R|;vMZ}B}>V~L^-FjjG2bk0?5aX@82`?PlDzw(b}}8 zx529-g!Mgyg;)4^F9KnAlGHvsHRjY=PN$@zLZBs9 zIz>NU7_5?u?-@-9B6CNe>o?3z47Hn#d!_o(6B=fMEdfHKcXaWopJK>-;-}|*khjCw zB?X%sbik03t_+Juqwu>{oRoO6veR5iNx1^0iUj~3R}Pl0ys>fB!Gi~jLZ%iLm-`gQLP8d+MlCcjFn9-;*PH|J zKtsK6X^BT)9kljHCIAX6C+AZ1Av)lwhb~m33ll$R3e-oO4e#97Z`ja{dKe+F1o!cF zvH7ds-j_F24;=~y6^inel^@0@p9nTDr0|@%>xcI}$y_!m~_CB!HZ z?rT`=&V*$70HKZ^YU#TwBn`vIe%uP~yaB<%dv8Ba#Mi>2frFLc+*4yS@$*~DiemS{ z1=P)*9?S=>Z+-p#)2jx>Mx=xhKxL%RJ4n;#+(m!Fvjh(e4R!P8O^powZ5cg)c1lWT zW09~PeY&=rVcMnXNZjc0B@`|aexhV!yVq4ZzpDcZ1nZOk7y@to`2O(%m|Z{yRO~LS zn@?^ym=E$AFX!9$=T9LiI{NTf;7iarXxux~74=9IQcCxzOuVFP?ldl)Yz=;YfR_8F;M(`zkAE()(z+W%S$6SOvO z+O!m01xiSh?$J_jH$vfo1UY8S{^yrjR~`MY-|mNM9t;x~GnceKTs*u`JJNF>Jn+AC zX&F5;SICkTf=`}4eHtdZ9w!{Hgf3OVjf?jD{Tsh<5^fDG5JJn$&Mq7v<{3zg4=?}x zGJk^k|C_Dy*#8&r=C!0E&Odh0-so%BLZSb6fyIzUD~R&UNRdPZd200VarEXcM)LL_ zq z@}XD4o2$tGm1+OpQVK9VLpoH_x;WWWtBHvV*(nT|`VI~_edC%{tD*;{zkK=PlYjZ2 z)eA}4LfTpK3af{e49e$rBGq_!cql0=n_=~I%Y1f_9tqWnS44ynGyr|08u{AaFCD{w z-~JuN;z3T%@-Ya0pW~0R{ffZW?x+tU5PexWv%p+iUD3R;NENhNXXRxcV-PsSi%P72M@DT5)Ia!^e+H z?<@avX-Y~}_kQ`m{PS0p;qiWL${!w^YX<+dU7r8=dIiUjz(@x|y@D4{vM}hM?+W?P zbuyB^4mmIpTp{$6yw*oUkAJNN&9Zy{{xIES4IxJWNHn$dptu~-kHN!a_4ODLf&RR% zh5aYkx4C`QK@&!+;C|>cNBb)We4l@4zVsq$UIRmhN!Sf3A6znS@%DfQwYX=w@MI1`? z^iKj2ga!fuuqeg}k;<&kBDv!&UX#GyL6!-~ZFR|D5E0QBp(E+5%6zNGUs@G9!8x z0%INfo~*&@F*of7MAd=z`G4Q88Cpr+{pNvlk2?AMrvY^Mg;fEY%O)3`IdewZZ}wr) zjsHX$vWL0e^Z5)q0{?0Q${~dC?E| zD4|)1Z+73l!K+*-kLBPgBj7?tua!V3UYP<=iF^>=w%NS%hXuQ88t0ZzLSnhZHAVuf z&e2^y`(G=l+1d4WF~9Kk)tikO!T-V5w(`V@6O(WezDnA+2B2>xU_v?Isq@Eqgfx7E zyYvg~!-0+C(JD-$N=4qjovG;#JOFX89CC0<_V;)9wLOPQf4+L;X8ZdSU~4@d=Nkm9 zeqI7?Z4e|t;^51b#ZSmzKAryMODjibik^4tl^%4`EQLIH_a`qR*M zz{3a^sVVUH`@9n?;27N0hJA4Qu<1y;|JAEkCx3z*?=3c#c#K#ecprKV_a7E%y99% z2H8(cu7t?GEO@{XE{niRgK(nY11mTkO5(G>qpj>>`!zEpPjA8UpM{Q8+oDL%x{4Di z1>x}|-?q7iRy@gyr6pRqtD><&2J#f z^k9+Y;k6~i8j@*9c(^k1-aCn>I_bKa86|t-6*M$h%FD|Mr32vGCM4g0el`(oQpox9 z0q4%qA!6wvIeh?mN;#|rYZIK8x0O;ro2vm}hp+Ag;^J^Kg7*!%n)HmX;T$QwcnX9u`D{xG zcG4Cir+4E-6SFfJoPcA==A+p9^>kRGN|;qI5%H2p{63Rgdh2gpIKOI>d2^-_;bfJk z&>e>cH-XsR0~guk&z`F$y~Urp_CyK5e!k|#X}Xs(T7c}xCU?-8Q~t!fCm^6SJMgKr zSbqvE6A21iF#I4=g(Gx^=Yp%H`Lj z#|f;&htg1GlU+-}8}Xq!kW7K-5Qi*BT+DPfWZvVSS0vwLs|4%)CCiqrdA1Z*zID5H zae;sAwbNmS34J%HZ**mqIYb~Mg00`IG(qx&Yj>+L4THC`i&#x+fiBL&;`J1qHWY=Y zIM0xI@47t3UOYo7CBrDNitM*D!e(r-s#!^#os_AW*%^;^-!)KCp2O9)HAi1WFJ~b| zRM{_cjvyggD1Q)sX;w4CV`G6xNWZ=3ZEm0ykPkR&p|o8>LW)1}Hdz-wO~FIA87T;K zWFm#4Q0nlOtD0X$#o+Iy!-;T_QcOcY!0LR%HI7iw-ao(FNvQ$7JzoQCdGb!NS&9WexMRXrfMCe6RLj34lJKY(f%RWbTFwe92?}4f}ivXik z4}dz!98=y6M!YdV{0gyFk^loXFxS)3S(#~E%5ZIe^2FdI0^Phif=@T!W)&hi&Q?JM zVQF^aL@4~8UD$AFy^mVG@w-1B_`t(LNDPtzNgPC{CbS!Bj+?uHM|aqtdAE zTL6Q?Ctwb+1|tTKUs`rO*loaxNiyMpEC~>b^QbJ^Rt{7-ZWFxmYf?fI_!gCnA(Ejf z9v&XjNm3OKbfl``ZCyur)QU}xT7KT3ixw&sxL0$g{6ut^WTo< zH-sr6K=hsT&Yc%vu$xLq#&+mmy}IcrGga|`k8=F^-H1{^7S)83n$fn+{sS8z$#N?< zCwKQMSl0tdk-(PkR#2c&V9%h*P9(mdxWhQVa56iXJ_}+Z+fTR?>IqDsEST^SGkSCf z#SrU|V+UpBY+_eOif3!=eEEGcPFK<8v=wyztI{wsJ!2HCbt-K92l@JwvtF z9VDcuhP7p$Bjp{_bF;Gq)4`xY;0RhJaB5RFo5&f8gn@bE;$_SB?%A^d1}(xwFBlFD zsdn|0Ll2VBOl(oNi^ux;Fc)8FJ zb=upPh&%Onhj>3bH+Pe!lvqtV8xFl9>~l?0J%}VG-kpi(O~odJa1Ukpy8L;aOZJnYykdzRQaU04XOzJ8? z)+z|1EX$V%K&=S;+TW79f$D%?w6er&3}kv3l4Bw^nwU`X=(%A#r6IgA968?OU(VpX zcca;?!vBeRf$SWamqLb_ux~&|M=s@QbMqRcV$x`#Atad4*`NBL1{Uy(h1_5el0z zN*09i51sp3bm(Irf?pL86@3j*&V@l1J5KPPWF&PG5QP|a2ty`hP#}Uq5dZXa5hC8B z0Ka~J6g;6RKn0j10>`^_A@zm;b9^o~7Ul@T#3Rr~Cs-6ul*`Id7*3bMi}bGeHmtUc zsLy+$xF979#u(`8c3d^_drANl;gC*BVFBS4>>?9#z^U1ObKc<+2vBb(?lIWpyNid) z6w$q8pZ?{SUuZ_;hFPfj(%$1jz!~R&fsKYN(A(8q>e|W}0)qgXi_wllN=3C(QlHQk z@y|#dRMO$Nk{5rKWGGAXAVl*BoLi*m?Z3T?9fPkSp`lOFrJ;7QVE7A{eTN7QO<)T+ zi3`U1Q^^jjGFcF8J3nYb3}Tj}5Q}40B%@6@Sd=Cwcgg2qq_B%?WzWNsNuU}z7{L31 zpyD2;Kj+b3#rqny<{t}Ys2`71#Cn5h4(T12St|&q!5|ABd8s{2oYIz zHm_nrX?zAF5c%~)zM*6jwqhfDt~#C|>y zN@#}y9zT{RZ-I>|+zx5QN_FM{KM!(YSB z$0hAZAy7389F89k2H;o+a|#@0TZXj}`4Trb2Gcfdze>NlHQ8 z8uEV#B1@rbm`pF?+&u-Fj1HbY>IqO&=lAdSy{lPQ-Nu%ua<^q!OqI6678#+@4-yN`du`|oAHL;`n&6bFOV9q{7`OppT3U}=G= z^S(n0=5TUy0`*6ZN2<sC}5GEM_IUo0Y=A-s-q8Z!lFxy8MKW(nobeuOzpH}{UegT6T(DciX3&|JYB~0NSE&cxcH*n^Dzw$a*G?jXv z@85>^>fF?eCB)KyUag-0o#Fq!pMfmX->KzxzopPUvwg-`|HPq=a<0wJ9l` zd*0HrquJ~C2Pe#uH23F^do07gt@b%}1NkOLOB-P+#Wgp@{Y@ptigg?U>OW|1kOa zNm}jX{k!oj0o`M0Cz13z;hhw7e6UEejWC?Wt1+&4K0?mOZ?}CtT-@tY>y= z#T-&q^#|DjXTjEj#HdS8rInN~2&hedNxXy$VW!|rW(x=iVBz3kz-f^zyoifY-D#Zk z``)9SF=WJv9%3PQ5{#aI6mmmTu^b>z5e@-(@y??!P5_Lg{6UtOeR$}k(y~m`sRIv! zK$->s0&e__#h+{sv`~wxpfy#jVPCgtk)~SWz|fwy_Q9?Ho056mkWN@l(nqrQ2a`Jt@C1sa)sc6({TqUWuj-qq`gVd@V_$)?4g zn#*x!iFSRI)5ym0q~h_tH-S&>l$2|cmh!~fAx7g)ZMvGslJp1vdo4r)15%Q>Rwpz8 zri2M>>hSRJ6U@TCYnm8rTZ8V2mLiR!N(+ys+Lf_0St#C3Qu!`1mtj;`b~Czm`SRt2 zEkY5=-i0HMYgx?9+@!l#XL*0kk;K8F18wawe0ugNmal#k?^f!KM6ZI5LLA0PRq;}Y z6~@nTNt%(rIb<9LiBu?1G!%RuwEOnGyz7HG%0*-*;nm$ie&K^xmR&sai%#b=V;%-x zUU@!A*AUwJ6~j+&uG`1mpS+)^c`Oa~_@xlB;UHe5aO#dqy%kvCH}5a13pSeO11d@H z*dfjqoU)h@GU#rWP%z>vgXXAs1Ueb1tA@QHTeM=YTI&U+DU&J}1$Iwms(F27I zIOkcZL_~wL?RVvpN4{xe%GyZ^i0s6_$Qdz8_#Th z_H14AX^j4E_UsPbuNudvm`A7f`A2era|;o~Am0!U;-T+Mfo|6CWejyLbRX0w#0fh) zySKx$I?2kouU;O2*CcO1V;Y9+ELm_q1T>RiGWf5hC?WaOFr<*{@rRX^lAjM8=w*T-jp0y(0E|#9ZrT~Hlaq1IW9T9*^3oUxDbsh5h^zzShD`+UV+@AnR z*R_ZwXo&&?V(#9&4BQ>Dm4jEUkWgGu8X9t5(%6AxnfyM9Rj5vy_n%ttMc}>Fpf?B4 zr9LnXVIe$c8dI@mnZFLk$r(KeTETvXZ}*dF*ZD7;Tb<@-z4B}t8Ng~Zdh$j>G$0K> zykj=IxoXTfTbwE>p+%;ti+UD~r78;ar5I=nMDt?bqzrDV6h zdTyu_3#!Zf;Bq{JP6atk=^EICF**@`;Z>fcCw9$>ywD-4ToQdEH)_KEL>S&Ef8ei- zfjBu|;bbEtqlwJsj~`{5Pjj{1I=?_Mz<;8D_QfV^e&huLCSiO5eOxgLAVUDNkajX7 z)qyeri>AtM=J1qv#I+AvE4APxx(Enh^)3d-Zf~5w()aOZv-mW94@>08ed9x3US7M! z@caoVVnQ+U-s6iQX?8Ew#R%1i_gl|Ny{P-TzcroYE(9!m>-nU{Nt6K`cVndIp>xmq zrU@J-iUO7dA8;e*gwnbC2wt!%#7Vpkk4HdBqj#G}lLl7b9L33IH!)cgse~B92wHY` zcPIKDWjZz5g9#W82%Jp2gcIIa!63;|OT0+v56q!y6xpZw#2%_t1Q@CE(q*44Kv$oi zL+}tNyoPwCV|TnwI(vH7CqwR73~OPD&(v}RAhJLJpy`h5s!Em;C7-sg^^36-uKVxB zM~0;Q!9iepBYXn=($P(O?=DjeS|GkbQR{ZEM|A{ha02Ff*|wjI)!(9mc7a%YNPmj{ z(h&?9w3pwlfP%h02MExcmlFAfz4C5p6UrT3FT!Q-742i!Xtwga(jK|DDeW~HYexug z;iFsyXRCMV$vu!eL?SDQkIgGQib0AgMq zMT4kUzo%^<5#JjQ8w~{p|AXaVQrDqo#oUC|DUp(kAA+DQDrkuK@fb^j)++GQrAw`f zyD=wC=ny#l_uz+(ty*Yj@N58Mkv6DDFjtsXtP>Qzjr#yj%0^CyCxxO?k7S%D%(ERR z)jWC*t&t?$52)t6n7#+=m3reh@zVOY<{!e-227qHSQ7Yy6=VJuY!EEZ5e9eymztXS z6qyODX>T?@#RQ#&WdI;x`1M{M8VWN2jc+_)lYvFN?g`Px(5~_zKL#S`NtPz46WkqI zbQuu2C(l1iT)wASQL;zzFx3^Gxb8#ATiz;xp_gcc6~ea=fR z$Ns|;QXep;r<2~m&gP5}e{^j0)*7KngEyCRaGZxWNcrdIZzHpkC8HpV33Km2dfzlUSM~W04N<|FGAlJbxr?}&NMMc;V3G& zcN97cZBIh}xX=%|J~q#efcoiw%`MGf>>wM9HB0Q^nbrqef!SP&%KyfeN<@2u_Hi%j#?cwqj6;~If}TvCkpT7Q z!UP@J**Ef{Ln)&F{Wp9yTbg!rBOng*{yyWfl`;ZtBGp?Sr)Q1fMs_DYFMEbKQ5 zTx!5}h&Fljzft!2$;7rrVWH*8_YY{$zz6LY)K1Gvu^Qm}=zMz!zHkf+@%MTRwyv)) z{{H6IG4_5FL0!3^V+Se=Q>^S2!_C z7sSkM^J+U%Ce+H^w|g)W5eO=3%W0-{T9Gb7EbEQVaHxC93W%x(G5M~2(%UF!Hvs0B zXhWUwqu5w2V&XWtrHmI{O%GRris0pVBv5|d zZbS)8S`vJXo$5NdW}==TGbH#uYD&ZrJ`nl?}YubUIzWbGRQ9H&>PX_`$_PiY`a5F$^^}E&9cPi<$6I;e*cZcLmq45A6qx zn1vg@i>CO-jT`#I=iXqTkQvJWB-sV(m+TcpiHhlfoBL9}XmDrVMLQ|&HF{V2`8MlU z6wW^_F@mJf6{0JDEyYVX5sI|_G+xVIt6WFPC5k3V$YF7u>`NsrBh>mY3tsutq{Wp# zI$CX8&7$3uFHDoo~C@@$(Ain4)c;vjjhz@gn(2(c9r8yf;*J9G+t9mnkUjoL+8 zPEkkqrha7+z^?{`hli`M17wK%DA(JieExf#Hht2}277cSosE~NK-5F@Q@od7U~>3C zMl&J5*SHa<18Z(!&t6E=`dfkw#rpbGR8Z$7HoCWxz64rUQl~L_uoOsqay?-F!+||Q z-5@>@cyuJwaEYz$z#b-3bk7QCB{g8Jq!hfpW#sUzjKG0vyW7?8oR@yBY2h2h6lxRb z+kKX@5Ck#5lwR-qnX5o4USnl>WJD26rJbK&TsHsI&~Rw~1_6OP@Bo|NMqN6$u5ZHB z(eZ(9UuP!`W}@++lW<#=M&2WY6%qchW`%m{&7XOAK8KIJPs>dP7_lt1zU6@j#>-Cq zS!p>)#Stjy7C>+|+|podA;e3Q`KP?Rygkd*Au0wDRV|!zLyR4s_al1vv7FoI?T0Ky zrrrH|SHFwSRcwWZ4RA%h3r?|a$ytwloa7RRXHu}-%0VV5$6Pr>f65CkqJ|hmVqy1! z->8rw4GSYX9_1hs*{-eB8#6Za6<_k_q&jTgRQS865>EN>-D%&mr2;w+0l@_;5AOVZ z;ct=!+BXrlpU4%EUCAhNb_tkB2rabu9?dLc*}y<89UhM0pr9^vl-{M;iFK=qQw7QN zLJyP+Ir5wi8NuWy>$P7Oj=ha|%wy%Rg4D;%BPSB$fyXN}`{MZvi71l^yMjeG>gfb; z>TgWDTD2n+<|Me?nJFMp#CB}jeWmqB>IWX*0)dWH)jy%Pg--0+`LbJaQ%k-w zELpM}p+*ss_zS}G_KXg9fhCX&hl7pw$XyK~^0-Fv_F@l*j6X-=A&x>B9yyYp1~-3I zk&)QdXV76q6{}D=Va+<3vwa2YHO^cqw!QX0AFiLGTQ0#wk0aZ2@9jks!QYJEdJ`wl zCl1x6FTggxhHENptt-g-98uM$v#ooNSBc>Mhz_wXT930ANJb$UTr~&fNvrnJaQY@G*g%j(m zuZWH-dDtXs04*ggEzP@Si-zrvMzeir{p_O(G+&Ts^dZgB6aUi!T3T{(c%)O~hnK=y zxa(AAc|47XJKV(=kkAyo1x)PZ!D%^|l{{uG%Npsm<&wsSqhvzio1Nd zF^~qtx{!iF!vX^w{464czOAsyqr-)2$?gBmY@bf9pvK5u8ACO=k}!Xhlz-Dkp$a@C zd43?4X{Gl}$|T%DJmle1;XSzKW7Y>ooDlxvMrbt*8zz87Sa&~w-y1%Wt!kX1A$6jC zzI=#*xcHwON;||A=~uBo`t;shm{&rO`OI%pc`CZCG*m#1Tmmq_NbTmwe;zAJY*_I0 zorAJoZ_2n{alxCz?Qfi1UC&;=e7RoA-PyJniH2y(;*YV}sNd_F-IrfeH?wNc!xL9x z*KRSTi2CqT4vLykGVZ+2Y@fP6O7Mk#(BZdwFkK}Uqyp`JkF~XRd||kH5IE0xWCb$y z40*MF{(!82fIvvyHj0=y4Qqi{l=sW~%|3k9s;s2*Zp$fJ&DYNv*>x1iy5do!`2-MB+LDCk-Uq*tC**{%XkgHCd0j0)$^ZUi7U~qf;kDw`h_X5ES!11sFj^xzJx%E zCV~=SnJ~s0{&BxVBrra7;)8XtDatmF68{Lg5E=?*x2==KXVvc!JSA#sit)H(Cl8D` zA{B}oC8@6xH@qSSh?nr@d-xx! zO~Po`+1;JEI;<0;?>NF1P?K!>b6iew9@*xo`vRj)C?tb3n;#Dr=H><>=+WFjzwieg zA3pRJhg);kH$tKz7!!|vRH}Rlkw^K+1>|+k4`=KE0Ks}(@Ur4vvFcFj(;ax;U?9K= zTmJ9IRfyQ`E1!UoJKxpuuYs^*Jpw5^N&-T)LJ{D|aWgbm)s-@~l+8KTKDacE)~ggl zeJ?VAK!*KpFf~;goyOM%?J}h4t2md&Ey0vp$an&}-}mupOe6_04djmZ2_pVch!+@q zYS!UN9cgq6M6*Un-Pc$CND$dFu#W=H4P3guettEC{hsf8TIVob=&q!fJEa)4J%ptW zYc~Tr=3cjUZ7J^Jlbj=Pr@6U2v#t2rcn~npDXL8&Q6j&+)2<6tl|A_*J<1I-$itqE zNuL|WTxe{69FjeRG88~f8RBzrM8xih?#|9{u$C$XY>N?W)RB>9v`S+&5&^!$lYdrk zADMDLjma#TZUbooF9>5}qS8ju0#jihzg*m0|DTXeOZ6;^p)$irx%3}j7S;%|=(;J- zr(PYFK$Ti$MW8a*nc;qyZ1CL)5BeYDo)CC6V-Dvub*qOx@b>mDdZd*`YV446bc>U6 z))75loZqVXLJ zE}L2)(G$?NB|?MiN@GqbzN403pwT^NBDX5Q**$LHk0Ftmfr3TCE~OWoP(}190Qcgu zmzkoXpG}sgem^vl!?0+{<9C6!3#w?%V||biHX_=bhiz+ zX=ZXV#BJv|u4u7i@y4lv7iFs5MMo`#@9D^`nt&;Vu*;-{9qj$=iKzhbx*+^)+1UyB z9{zMTwpNXg&&hlBGvh>e<1k@_0FVw23%iRR%M`X@^Qdp-7Ie3&nwmeBWgx<>+xYlq&C(=h@PzuT zdh8fY@X^;_Kv^Nk{^;kT2aT)wdeC`$hRUB2zV{JDE)@lYcJ{YHX=}ATT+~B(-W>6r zu6Vk>f>eU&q0zg*u;l$lN6aOf2Vd!Qp8EvidkC-m&aQ^B;y3WIz zS3b|ld51^hk0H6QDLn_E-}7K*?$?S1t4;^Go{xj`dhra8p~B-4tR>BrKEJmUP1ag;AHEg>TB{? zZgrBu(u91WaLbGNgnbhVSl zuDRkVsj9253SQoX+V3$I7+_CBco zlxvZ;(Mv&*=82?{@30n+i}8s8fX_ZY+hwyE0M~<$#7uhYVE3$T2oY$+{Y6dOXSN6m zwXS&_%;PJ!j|}}IOObu4C>XtX;a19Zqsi@G%s#BNC`xzVk5yXh$!*g%8elq~`)7=; z>z3{yd@-(Npny>X7))<{d2P{KRBP$Z>WBjL+{yv6pez$F80}L9Hm%P=`ob;UjQ_eS zo@J9+m2(QRmK+s(YWyEVs?PmPD71(=3n(mz;vsz3VB3OUPs!X(*XY!gM<{*B)So^W z_>)jQL*_U`ng{cb!x(L`N3Z%p95)u-Wk8Tw>l2I1Enudnu^-)lS>F(Re z0s%NU{mbnf#@!*iX`2S?Ax9rOJBLL0kAQF2DLU~b6tDn(1z$JI6aX1Uudj#9Wrpo7 z`z2j%3Oai^cy6Zff<+37i`TO0q`MLS| z%nG$zlaHssas3{bHM~Y~yCp#TQ!*OWr5{`;>gM*f-(H#AN2&(Gp#11!k z`{e6xsIqEK^!lnmm%g!u%mEYaihs#;-dvW!*yIE76pDq(Tw|ojKVt2DRH1#yxfBXf zQxk3z(T)|2hGZ-=zBb{tzy46m2Tf}enng?&dhyoef%MgX;mI>&-hqa58v z6RYk9++x@O1jo^`Zi(7`_+z2qe^U=OqQowI4fdNsiR(e4_ibO9qLZ#pPot%^T?#62>2!)46-^zpK_P=?i?^cN% z#r(V=VU&oP7+Efd7;4PMLnyMLN&U*6mhpNVQNK@C8M5;O^)5q^3Qr|t?=)^?sPVI zf(zBJYOF|};*Y1b@7~FAbIKNIf3{kpqkuH=fQ<0C{%3wdxkm+KW$iaNT#mTS(xc4< zrGSVi1K;cveH>F3US*MMR6F82!430$g!N94=rkQ(@b0OjEBaoV%b?M2}!@reK?EY(F zdjr84U5&7WNO~J#A9x9<8WrNNO;TdE2Wzh-q9IUAd`tr{bNKOUAL=gd!nzyit05ow z;ph_LvOYk4N9%fT`~+k$gzm8vbuz``8Xqx;!PPj$Htz56B}Bvu=3CbpmGR{LrCDkN zqIkJ1jnVLMbCz~@v!R-Lk8k!HWEp7nkJ~u_xdcK?xV<3jwr}5Dn6Kp#B$0iduzXRF zkbf1hRe3}SXwm}EbKAN%g-l6GN=v^fWjWwybCOZ?sDkcZSOBskN>V5&@1gTzEg^;r zL!>32?_;2JmPH72CRu4Omt1yq)LCEEWciZG_|^qn`z=%~$hIFqR?*=bd-9!>!eBZ& zKRe&y5G;fp2|zB)zBV^&kH^!s?$W?Vr+R+#zK?q9=V!iCt_|;2Y@KUl*Hcg%6ZeDi z*ON}DkqQmAVyJ{B>1A=T->!oEF8^u$r-wTY#(Dj1Wf)QnFyElJaIsaY4dnsU!!M3;1ih zM9mS>8A+>*n|kosO~+ zz7)T<3g!+{ph;sYq06_#RhGW;)u{N2nniK}JOK!}|M_hDoj}m5{LW)sMpQlMBs&L{ z$i!Qt&i|U%7)pFIV)g+z3!*BOOP4M^YtKW4hllPJdFpr``Phm7_hXOz4dEdUqFbgU zRHU>#8qi7-AMIciWFQidxFU4v4wBQh^-hQ4c_cs*BiJ6mfTspIx8H3SaD4o`z<8|; z+6hQP^=p&m!ghkHiGL^AjF7c8fJi|KK6ycbrvhK7>u1y@Rx&kr?=9HIsdq`D(E%lg znVmD@x32Eh9Wb7ewARdd8$-8vAyG8N=Kl>_LTz1I$NTU~o`Rc&NOp34C5UBZkZTc= zIPU&?Okq*WRZqEfHx)*P=5(cwYSt{cz@nKEWMJn0h<(O>_{Sk!$sCgc^#gDAd+}*f zH#Hv8Pv^`(Z;H}!=Z+mgy}hQSHIkhjpMk({eU>qL+BAb4E+AGR0BBEH{dXdK-Unzr ziAd_}SLwzv=Na2{S`$J^#ZcF4#aKh{BM>kH&CJ=pe&?fXJ9cb@2uTDcb!RfD?S0cM zYK7J-pKX-rK*9rf!?mdi;g4)AIg|az2$P^@Ooem)02`*C=e{G%S*A+VaKMq0laon$ zBU%UhU%R*P7r9fBqy)EHK9e^`h~*U!rGKkFK%rwfqgfG>yZJDBD8e(r7cMV`wfi{~ zo(4H)H2+X@Z!fQNXgVlYt{u_+sT=IgLO;5TD>1SBlS1y#jJNR|Tkg?D5RN2BW#mBv zs3of5g3@t>Gfw1Af>;U)I=&TZa526FsmB9aI9PR19qxMOi$UvNkH-L5p)Jho(%KWs zLj<#UEBNej6n8Fn>!oFU@;E>=$OXP+eZ~9c=A5Q3-iNi#z*0rX(iZvdZPpLF-D8Hw z>miOPzk))3x_Gd~InELSA84%n9BW49VHnW*wucB``!f`R`F<|4X@Cz1B5Bp#X}~7f zQxZoqC0GB|`{C_Q8)r@aB3HPTUx7B2=q3whGU9B>q$uCfK#$8EF-4VFZDEW=%)`+8 z6XjXk&5T3tDZYjKDX^>qR>qB49?HK&J2+HcXo&H}4dmLryD}gv^}BNCI&4a^$3=x_ z6JjO#!wd`zV7r`v2LjSkhQVLxXTPKIzF;M?MW4nc@?9yUI0EXL%bZ4Mmhm8f;UB*x zdT2YV0TYlo5cElBi2gRp;43VXVkDjEP&#fYYwPD7be03~E@v;oYrdw}>ecQHu+QK8 zU2)UCfD-5>q@K6FHgSpG9Uj*`p7Hh?QYGTv>&TsAR$2)!j?DxXqkhKH8hy*o#2EW0 zFKfo6k1x1Q0e>y{wh0Dt_|~;!(%Gm^Z0t>&SVF$({q?|78lDJfo?(ig8QwZ`Xkc`d zUPD8pUVtLREf{uCIPt>Tdz1v+HJ8OjSnkEPgAZ_^_0FaKA_;Jvz_1(Lk8%KN z$d_=Y!p9wAGaw-tAD3iMbl=Riu`w}3$ciz)@>teZ_n^JmON?vQcympaSd3EGjoTHW zx88wm8uXk?r(IDIU>yCi$l>aIh)DX1bkWO~X<53WJesU$9gGV-Iky{bBUc{dL;8Q)MCaJ}B$@@rBCAkc)m$@HObH+EiAN)W z^hf;fN}gGUx0htdy&#}zsCxI&Ht1N(FWI39mO~qds`%y*eI4Hz(PM#u;U0B)Bc+9adbU~M~JikkcO)A^h zXWBAj&9@q-1HoTJz*2l#`1Urf)bM75T--@9n@?+d+~+t@qVPsAfUyTaH1hD}#7ee^ zMfOw2$q>dqq}oDhz^xjwr1+UHgiEMX1S7CViXP3S`Br*S3FEg@(EC9X705^E#L+yP zs-Wq2c(afi*=XOvM0<-ZPI~TghMZ`I`xTm^!S!p`dS+z_d5*^QVYobLyiMCWW${oN zYcRA43>c^UbUvE-`q#|#G;{4gLR|&oV>8ya6vY1^$P8$|*XO=mV+l*BfJ+{7BNYXe z1}zfp!$EPvJ8B{OIr1^gF~Ghp>(U;|)_d zQ-L32+n$K-dpq)eXP0IL!L3PP9zYw!0J-L6g$P}=w*RC+5jOb8Q5w9e?$S_t=*T_| zyCkHusax`lWev87+IzB{z`o5pow`n8=Z&AmkEuN|j{ipBSH#v&5r^zLHX+Q(Ljy$L z^-#dRM+Br*8-`V=f~G!K>NzgOOme@lO(ep9C{js^p!7n!1JO@%Rain@bYij40rTLT zpNp}un<$w-^Aw~UwOn()eqEj0vV4t(4 zxWf>l6H+VTD??f#)iO^2T9snG6ENe0muvkB$z=N{x%C`OB2N%8eB4a?3wDM`gJG|E z5u9IA`BR9bClU^8sz1}GvD_pPP@kCxjsg5|gAi3}O{M#}d2=Mcf(ueUiPzA-aPK<- znNq>RsW@b~meOLg&AHALOHQVL9N7jHRGM+#w#p`cxYm)KHDEucZ4Cgm*c-F{@Ay+_ zU}`OPzZM+UzT$YEoBR8nkBPa>+M$A7ML|1r8(wtkPtBG0if+RY5gXJ*WG>Wghg>qs z?k};Cc=bxkbJVRBQzTm<%Zyzq>JMHw7~-~60I;E0FdUiz=4umGKk^wOh1+DfE}CKP zm-!}2U2#!+Wf>wQW5G-uQf07}3(!JsxAlJ@cv80IX4KZ629gK6H3JLRw3At^ps@ya zbQl1{z(NK{_%Rl*Ypvr_3FRq}{es$ixWE{Zq+%LT2T-NOG_E<8`-!H5T$kbeu>|c9 zOo5t*uH%pihWv8K18SZX$X~Axgq*C|_yE6*&v}F!sGeOPJMb;SNC-IvEK&=90#0^F%1@u1gws} z@^^9LnfIKRT68xA{rp^%*Ea6^y1^JbW4QV>O%|wKteMYi%R=cbh+(3nMuZZWd>{ZHp6p}e0 zna&=gM)KJT?%{gM^Za~0Hb0(2Kxl|GoXX;6Di|^R`Qkd&z(YjSfiP@F@kGg$8b|4x zk=KV7gbMFy%M^iFKn9@T+ZH1P0Lim?+yyj>jFlAOUbBhpG+23r#SxboJnL#2 z8jf=ZKZ$Q2?P~am98b2vHIr3q8)q?$F-Ivyc!dCmPsT52d>p)GZGAIM64zMFwv8U1 zWepINbE@h1Hn7VpX*4)_IYLG|gs53{@|^lVx)GY|N*vI!ue2YNv8`mWGA#qg(DkMp zy()&!3`jDRQX&;bC3ai%K*)#>PD#phPWS&I1dP?6Uw;1%5v02>7eH4y?m~?N+be9u}hJTvd)qR%6;&VkqW$ z*fkOrH4jlk#UK3em$2HK>aTW6`0@_4;)PB~A^p z`AO^yaC3F_>&e4|D%fw%W&Z6-XH; z2Nb1~#xDvA3fgYgY@`y92w0#fqfg_04fFB=zF^9?_VgcKR)Ad2<-=v z`VjRxJ|r<6Ap%r#EY@&TBw`y_&EAEimsoHhHz-N{+*KA;MF0nK2w_z4jVAx-ccBk(~{8 zf%0^#+@!=v97NwZPznWn2`If((|ZI+bv=F(uQ3-0%`J)PiLK{^FbgW_; zO=eb(^x)x^n*DbPrKPQHE9Ey#p5ZbG_N`+&|&*l9qsV2zCz%YWxVzbWRRZNzo%gIJ)0DPT&}8O0Q@NmqCW zYK$FwfvyvCg~2U+=SMv^w0Z`RYH>$P-89QH#hpd&?dcb6upxB2)S&Nl^6TR;ww+#D zwXnYGd0w6Z?pwtTF!vkZD(dm{kLF#0w)NGxK`0N1nHqK1V040cV!Po@G%>BKhG5&M zo3WItATN)(GVMQ|5ssL?*m7=W#tSn_&r!>WjO8tg#h~$Oen*uGkaO!447{JUd0S-c zIoe;Q0V7W|xEdgE-f&5G>kG*Jxme`T@mwzKXImBaE?cS+B`zu$o#hz&u+$fBIszDxK+s7T{0pJ3X%KICy&j|*H!Y#bg? zb(RJ4Idr|S?~WLE=VSJ};h^D_oo0MyFEbr+pvF}@`N|u~q#V!%*%C{DQV4XlyPw6& zU6*J%A1CRoek9TvwiZ?6NbeUP5}XR3t!&E z&-~dB2q0VX2J%2u;NjVeFw7ubzsODw4&&d-OpGjs4G-rC72}tbwDT}CN+FnB9O#DB zsCQ^+Eu1G~sW>1?yyc}d%l(aT7?Ab6u3b`!84jKSROY3*`@qoSFI`=%u-;^x!YFL| z9rCv?aexn+hXYYB?2}1ZkGb4wiPi^?hs!itUu16Fal{AYi-IvdDIN8e>-8ytg&W1x zLO-n%#VC>|)tP2FZRKKhzat|*==iqUK~yZs`}-yK48BZG`F6~}{NvSM4Mn3s5a!W; zDbcw>fdOL!TC{db2((JZ$n}JEfY>&TMP@YrIJ<2#HT@{q#OIHl@RFxO1%>Hw5-MVh zmdn9rD5pLk!0M+X?u}$XcHTxxU3+%=w=w*=uC(@+@j{V2?yDq#} zEmUqvAS)^dZ{G`9hPrBHDGn+y>fE#@{_$~Ov%C={umg9YweOEPG+Pv07Qws$1r*`o z4zW2xyFJKno`=P|adB~xME9|%efAJp877#C?h1i_%GeTkRfX92QJ*UIN!R20!4Ky= z;G-_`1r9aDt`~1c9=NY_8|?fK76_iZ`Da2!`u@{-ofS=Shp&PWI0r$KxzUWW2v|n3 zWCiLu60V~e_&sK)C5)i!<$(G*<&?^Ke79yK9+9}I)RP6=DQP9&R4S9QsK)@Xeb3sA zDx|&Cya3LdZa4Ty{jn6?7zowq5UhSh1o8lzl4MK{l(J7j9si!KT($>kAZO2*QLf z28}k*gnzT~?2=hl6cCn|&Lkx!Ixc^B(KGpk&%%lLW}yNkv;B!w1`4df7>QU8wOtdO z)C%nBKHdTwN8*KdHt>ABJYKv!>2@(dam0eIT$m9+7Af1)AE~D_A=rKr<;3hyE=lw3 zEgi4R`}8(c!L0ag+Y+sS5db8cp1rvCtwVc+Q%Q~d6TjRx7_6u>^*cWR=4KEP2iiV= z-ry=CjT+E4XiP`Fo7px9f`vuN3wJ;$<M;|ln;NyBkY}&9}k{F@&Wxe>y z#4sPI)IH~Pk-MG*CF76-r5w+%7^>@^$3 z`kT1OAf+sP8Ya?%;ziEI{5?TA&!21g+kJ*iVi!A2xR^wv2mn!=x3=_5E%ytZUN{=c z%ilijHwfG=jpi(0En?)2>1LJh-zLx$|4a0)Q8{;24;hz*{J8e=7I1+C=o%qf#uWlx zY7JT8fG|nADNLa-#WR+RHWJuU=~8FZ$xf!oAX*XYI7uZB_QW*}Zue|!NSle9_rx+gRR6HEOl;~_NjZfA0KLYp0pR6v*{*bbMpfrD>Kc)M z8Fn0@1iLpvme(s^vJ=CtO?`PiaDxZ4&Ek@D$m0N(;DqR1cc5|$k+2#W5gb~+VP?h! zZs@)NBtyHV+Vuc2$GY3Vb$x2yg1v;3fTqiDXQ%{#H{S@I;YkipLFJ0rPydAe>*$&z9X5Pe;dj^WY~ zRT=IJRqY;3Gb)5f)#W?i5ypTD41X@f%mY-ho#n;68WCyE!@}n4LUy0O5P-p4)`s?zz0-vX0l4Jwk!gC8>np4?`B@7T$fZ(>akc5CbH^JjRUVZ{zgxT2w58A=a{XtODrSUYkwHr1qEf9iGT?*`p z7F@rI!+Tex1h@*5Nb=)1bHTvwO2Pf8_=6HQC9eTr_`E2Kx6m$3V(!opG)BoH5{4r1 zFIcY^H+*Riw)bFbT!eB|=;5;m(si$zrFm2rShpzKKUGsm^N4cA{G_IajzU~dK$9s3M_TZFz@~@AH$;IBi0K4 zaJa0=N_@esk-aLc>~SErA8+&^h1CD_T@C+qz8M_Zyy5%}=3XJV+(j%t=EUNw)Z3<(WX5v+a7Zw`4JT6 zpjcMC7NHg;Mi+H*XG|>Rehp%;GTPq?;(ule*4U+2#EKL}6;`O~IN)caZP)%Z|@(!!`Nsov=VemChV~z>vZwUKWpiTnH9C?=+FRKgjKC7 z6%TSZE6fb`;9cBke}ZL-FqtaQ(}!xb@uq@C$j6o4<`+LSa^~DN%rWztKSG`lTD*ax zK(NcY&J>}ce}{gD%IfNECLFdLCzrihAM+UJ$38-u-}7rd?i~@bA9$go+i*^U>}S2oPE;wab2?u9|D%?i z0cwEh3RY66w zb)OO60Dg7%67IK0j~>;2>)}r6bm$_(-O|4eJJrFAP5Ct!&i4cflv4FZq~z*YbXPH| z{R!H8g_;=tS!2gt%ShI>6vQ=iaGoiSJG1lhh5sD`N5F#Y5wHvh?F@DVpPps1b8zH< z6%zxaZ-j^M3iDM|Kr zEU>vc$+l6DpFdr%M`KGWqMHAj*9bwI4c}3ihv%$taVxI>B4CScc1dNgOyUuUPJFDP zoMCK=G9hk3bQ*HEx6wJuWJhx(VGu~;x?qSCBL?o67t$ zqMQkp!ZWi)pd*RY-dFaHF=#vP*e|6YNPOu?sX~FVy`0d9(piu*KS{n}fB`;25OFUx zf0_Alc1b-<7rBqXeDGRGKxia;zLD=PK{Yu2>kAt(1@xlZB8=VF1!GuUaL(3tJ*0Qo zm1SiA1?ZzNyywA)>_baHs#AcRnAgdWg`8lMDk1oYU`4X-4x12*p=)XUqEg#OZq1`! z>ILf#6C7IL>1GSS883t1O%x_vO+gIb{P(zf+ysDgMh|vx6yhoje?jUd_wf(kEL6AI z_lf@{sNdOx^H0*OKcz9Uidj)Or3~gVOO&jg?D}+F&xC1mYHG6_6Y2@C#iOX53=5pv zF)s^v!;ly{fM&|9tF|_?bS9nFf@~WYI~_(g5>J|$d5jPC_4VZ-5sLf;a?JYqqCP17 z%wqZb5MNo$`FxbE2;rX^0{1}ensL^uV*Ac$~^6ni$G?4gpYx{h2NAa^6&dZK5~?k zl4q}G4BQvZqzPXB-4NWf7qrVOBW)WX5~g@!-~{gRx=Y<^4Wv5N;i?_ z=bbpuak^>EcN8?G1bhcELFCAW;N`+Tgi$h0j0X!&`OBUtZ|S#h@v$RiZoY{$DZauF zuj!H$$caGGcoli86xRlWgf%C0SnOX8Ek`(U{G0gwVM5_#NS7? zm{dcPXD=n-g6>`p(&i{sY=3@9aatyWMKpjh_*-vp{M8K;u=riouBNy;aqL3-f zJ%*h@NaTqqw^_UKFF}7!78!A;{6;G{fjLwH#1QD#;eX0aoRiUhnZou5+|R+DuYdRY z^&~8~bFP5#K-Te*qz|zFe}%#OO_b3F1r(nU-S2+$ruPQ6-S_xHdDao~?1c-dr&-SK z*FLM)xEa|5OALw(&>^2LynOqQQa1`m-lh?hIk833a9WF|aDo zmmEHhZ*P^RfzqVEzJrDA>pmS3fV!3W<#8^q(&_#BI7D%yYS^Bf={*M`d;Osv<`(eQ zbl7wlghyZcDa_iLGn`6HUVJJlDH-j~lKjAfI%ji#84_;A6$q22yNK`VmD7CuJ8vv4 zE%~26>Nd;FFAdiYUo_G^eD=K63AX+02DiMy6Q9I zf+6CtdLy3Hc-Bu&xfB^ab28WuHf;b1d!QPLnXT7I4V~n0{ZYk8D6~KYbW9Pf~WJ>0y2^V2M-grdnEi4efa#QX!@%|O}o&CZKe>fM&#%-Pz$cm z*t@Uy;vZZlYvn-c_JYPrHbJWwNwfknrC^1_`c<6i;InfOgIc#gYWp|abaI)s1AkJl+!z5vzrzon{4`RUjg4|gAN&(Tso(EJ{2_@33uS%S%K z*3`xr32L>_X;+C@^_|do$uq*smvEk4>>c!Nl16>1T;A7ohBRYWhlo3z90P}r3Uun_ znZx`2bDGKTnvGJeR(~)B0I8R`I_$fi*o08e?K1^7;gQ(eRnpZh>bc?|RSeoiO0N_~ z$vYQe)^pD9P#K0ow-JdFF)g!sN1Sd;QBCE5^#QYZ3W4LwfRppoNkDbo9X(slj!*d^gmEF`gXFcKkodJ>HP19>4b-c5)qF!+TbcU zwGRq!Rehp!{95cb_e`~d_$p$Ous!7%F*8~OSaIYbQ;7EVyq-fZoSrzw4j()Q#ER@U zOZw71H`0DW6B1cn_J^WFiajIKiIEGstwaS0sGZ_jQgRg58v!R@WM}Ue6v}hjN$w+H z4$;$J^m0i*Qh@}Vok^?`J7C=fn$=_i17kQH zI*R>xP0Q$4irTn(9aS}i4G0jf~ zW@ZY3zP<-@%5VD_>qYy~Fu&WnS3H^9{#uXBZ0yn_!@~BcFG~`ZjZsoF4Wo4>jqbm6 zQ{O|ijrkN$cMP005h;3cfJ5Ccvb6`V{*Z3^3dyC&#HPlEhDsD_8*>aa|5~o8=nx-9 zmLxvz{D%PBn7f_RNOE=VQ@Lt21e&E4eZq;P1JTO3$G#bK6oC4L!!uFW9%UVfx7OgB z4dNf$+D(;&#_Phm3I@-i8Mw{9x|T15r}A3iOgC9x2}4(=5;iT?sAwlU8B{O1H{fDH zb}$PY9Upw4~1LYPi6$Dr<~DwOco_Zw)9u2Gruk-{$q zREiRhZWzoHWs&}(T{Vx9dcU8WT3L1@7HF@xV66)CW3%*iCHUdZp;so7b4N$VszqE@ zVxk1p=-YK3*4w;+s%Z({6OkheF4wPL`p6XvmueK5%6}WDZ*CE>Zg;L3*hgBZ z%mc@~gaU_K19!5CS$U%OUPVzmlem#Jwpk4LE)B$svQaC-2M@Mpj8RYR%N%CrV|J?y zyQKWSm2Mq6ulG{<1+ge3hz&ag2UHY{92A4Z+B@EWlt@;=QR36meCqN# zA6*ufs__vC;x0CQB2?r$lhN6DB8MSOj<$je1$>0ysmznd21`%rPq@P6Gj?;2-JJli zls0+MSG@7{_vem?MyR{c__y|CM~;-vaJ_ua?%CbbtaN8Y;N(mXk3T4z8!Y^H)$GVI z2*B2$;7N3LbtcwyUf(aRJ;&AYd9y2Kck{3(Ce=^yjn5PVvT&`k{8^EzHcOcKVJe zQ%Q1l{}|CU6p;GvWHIrV9wy%mOV#f_eFcI+S>Om?kQe`08-~5rq6a#yHg*hR{+?>j z?rRLj-Q7RyNeuq;yR+3TnOd{08VmZOssF|N`<#V*dnv<~&Z!~>yw0&ddqFwVUJzzp%x zU~~rtMCP1#eNCN?4FRRI`%=8+e~OZ7SA2T1ln(r)3Y7W2j#bPs^a~WZclnCBimu4u z)Mj5rRE^T>R8|0}2Fbn68dl0Vk};MlpCJ4)u&c!F5Qro+vexlEFeJ%6#wU6}%AUyj z;S=F+w)DF>SdqBLq8o_`L%yIXEgqw8`3od%2LyTCGoUYrwhqfC7_jMf2^GpI!*sWE zxLmPjwdd>CN4g?(_?W*YWR1bHfsVLg%0{t<*&n7VwR2rN>rw_!)bQ~0!TWBFHwb`= z&0PzGV^Hyg=(Y?-QLG*8%$8%6{=|95>?(#Ps;um&%wg;b6^OB|f?d@Q?v~OIm6eX~ zWqx%P_|K_d_WOy58zcyJQEOuRNTRU_!S+K!VeuU zdATEu`~%mtm@H?xTbh5L1F~~UtiT4uoEswT|@q@ z7Im&cjUjIiT;IZ_DP9h^zlzA7wN693kPm&R&Uko86Z?e!P6Aqb-dgv?>71&ANW6+M zA6h9!woA(q zj!W7)(BFTVOQbzR-+zj}E=7aiFqh{;d~m8zLfRcx3$41K-FN8iH{?kBow{IJbI(2) zuDJK1AJR$vsy(ZM=IAGLEmp85CUW`j-5dEk)pL>~X?%;S{5l~h=_@o9kJTa*T z2lt+<O}Mw%!XEmnRynE4`)1nl)d?dd?{09A~FTp(82!~ zBb%2{`PYvq<*=s~J_7fGrxvU%GPia3U|HNHd9^E)7=WTKJDL8FyL871;<-F9M&11n zbE|4-XnVOoZjTrrv&OmfE4=?wMj|zzpkO&#$vRgLD0Om}-~L^ZiW&h1K|G{DRDi6z zN}9=6@yU^_>}Q^_g*?zCj`zH6fA#E!|LLl>U3c%@rs%I6-Kjt? z-eIkQpsvJ0;>=0Fe1{|I?e5U)vY9zkH>2wfnZhA`!%zB2swU{1+XL7V5hMSYu?Ve` z^xK6!1u@fZnNwdA#B4T$iV5y3+$t`Th%#hX1^ijbB{#eYnK|*30wnsWMU5~!=TU1> z_=NmlUHQ4H^u_}r5_J#()d)_LdNK;fRn7&_5wsWA_YJ_ z0^XMGm7{^3Cb72_d(@2I@ZaOBV1Ypy>}eEh$N*bgJ7j~cVh&Gg{v*P}f~%8i5g4bh zcg&60+_Y(bRH*-o%_B4OHM?Eg#A;RmA;GVbYn00 zf_!*4h$2ma5TRIOw-6zpp!GEHjjIzZ7ZAK3Ou`Pb4lbO~nXzlMQZmFrR zeh1?@=dTQRo=p@L46g5xyo&)-=nP>P7zhp=p*C*(uxW4`;!88l!K(PkaHyr>r9!EB zodz)c;G5{{aq=svC({xEV1H0Omp#8sJUzVPy~*yHtq~Pb?%}iq?re$DS)x(a_Mm!-Bcd zc2hP(?K|`+3M}a-cn<0BCcgnt|7L9HBT44z9LD?z{){lC0mV1c=!E&~sVAJx*K{7H z=Jm>Og{&oG0beFw3SXeXTPTZPi4Ui2|9~b*iEF)H_E`@6w}aUqmKXD7#O!?+Bw*2C zxN+@TPU{fCb#9?>kJK5vZqSp@o8Oaon9Gh^0A(!Yb3SjtMyx*3vb*)hbqce`@92dn z6o^cT7T@!7pGT`Z2tG+|hvfygI$cQ}y~1DIbWr-m>zuS7r}1&uDJA z>~W6G0=12{3bncjscD`*pVC;fX3e8kTP5UM0h(N&Q4m%FF;wi%D8B7&Z3+38avR?72Z8nrCq$o@`A`$< zE>va`v@Af@ny&Bba?oZc{BvZg(A?eBrn+fHMWTit3zI1dN>|a?{E;^)S-^X#nnXXL z8m4Yuxt#IAN0BSAl5sSj7qc{FIk{VMb5GVe)ot7U@#+D|J7~!u7TMzY@wwMe^Nz-2 z?FSAj?j+d#ccaKhk7|GR@G*OmET9R~PD2a^3Je>wtW9ek=lcf+7Id#ORoSy^*R4M< z5OqO!d=Z^{dwJiU-MhP-aTYm)n=%7>U%<^eNFFM+3ikD8`e1G;2e_i?fw6Cm$YcT^ zGyyTy+ca1#06PSl=iC5H;%`Lm*Hd2+(Pn@)WNjuw99cHHYXtY%A3=(Iec0Lt@MdOh z`*g-&eyEQT{%@RNs0KZC22NujSCFapO$1mLtjycouF^N5eCa3Vl;|npy<@npA;^2WvN{~m`*pOx2OOu)H_WZqs=?~n6qMq~-FnM&vrF!-$ntSGz4-i{`gb$`ZUpcC)FwJO|vmFTpfI->_;Jh@qJI6OiIJC1Qec)vU+Tdv6X|#KL^N2OeSk~Z_x6LS z6pv7Pnno8;7IF06v> znL%F7x@zp#Z~AlxRm$KWRKr!`h1Yx!nyOU69T^^;d6`uV1LcqR9K$r8m{k+^V9$?D zW|+1@{{D$Sl6Lj#;2Sq7&oPiflj7fY%IbOdFGv;)J`MSCH2*-%#%wF;oCZI$pMG_H zeQTuU*H8$x6$HWwU!fNT%)+52wlI+SLGuT0b%AgqYKZwf0mj<5 z zdd)POt6vnkLcRhTVOGK3C_h1fLZ^SQqGh*O02SscM`yTv!f%GF7T$2P@ToAvtcO~Q z^$50pkN^Sh1YCg*0WDMtg7H~u=SW$^8DwA(YgG1-$xkkX`aFP$tMA#8W5^!^$>*Q$ znJ+1;F;1pOz-bG`mrMtpw17tIyH8ViChXY-NI9ENtao4C0_tSYb!*<;ySd=gA-ZKNpWS`~ z4exEUsK?;_O`#|$DG@&KhBN92DC)RwIY*`jvCuN?2tdvyi`y*Rfr?y$@zUs* zSKIJCD#BQqeDD6x_a}Qm&^pM1xXPmPwa94=Vo=^yXMW{GwZcRCm0cjp`}z4%_ObqV!xguc`Eq596DWF4N(Uk7}MgiG3d%qM+= z6KsOdHU1Y*w6=B1>7Om}SeE?Q(sCJiGuNCrIz@m#huqvd9Q`x$O!07tS{DQN2a|YK zSvD_Itu+%Iy6f5B+O!Jf{(?Hl6SgM$!;Ruq1UpA{n&oKhCmc`9!kl**i$QZiS#U-- zaN7QTI7inCKm>R%6)8Pa$k{O(w1U^bbNU{PPr+`~-!s9>v~G~2wzihMfx_GOYjm82 zXFlgyGB74$)yn&v?QJT;SpXmr7?f&=N7&8tG=4_=$XX%(7q;yU-`g!zst;f4rTljW ze#PRIOzJ`CAIMx7Vx^834m%AY(!PzO+z3zfAvBzZ*%?2y^qZP|SeVV5+PMWl-6qp6 z7}6@XfsefwmhaC`>htf8#|bD^3J3}+LNCqlefMs#m}hivlIGy>FkQMH9b5|&?^?cy zQ@BUJs}^zSGTCW}G(r_mU-AXP{?V~q8=I+)AYKqyDuI7n$*5np!p!v_cb88;gBkuT zW+5ZbH;Ce%TxkFQ&PO`D+M)`z817*;+3+&m+3*2mcMxMnf~sHPFf{`dW=}VIW<+Paz0&>(9{O%+3@ZkI0Kzh zfN}qZ*|bPtIfmpJViZz$)?}9>?7hsc=oeqHhQ-V$oD7=BllH^`ABlfGG5v}G#tmD8_IcqYVrTZC6BQh2-@Wvnj~6bxjs zR5GpXD%l5i4(e9(_+OjuumhaK5JhKD|=*Sk){(b-S_wJQxr`cS|hb+3Nk8; zyBZ#;olI@?0AIiPGBYzXrW+BnNzC2@*yUr` zkMF#Mf5lAXCA!8m)7g4M4s@>&Z(Xx}-JJ}cx2dv#A;CuRF-0=+n z5tiQ-%FTRQZ4$`O|NgE^4`#7mV9$rl0Iev)&~d1ox3QV0`w;`mejIfSxAgn7Y`$}pA^l``^xqDZ1Cbx zsQZOsbfZPf@t{CXMEj*(d#1o_|JS~e!D*Vv10VlfKF`~~O6_==l&y4kwF z63!OE_xoYuG~~=~qR>2|v#%wexAFlh=ZXBmM{=~U8ZWR}z;D6-5Tg+vvn}_-T8W-4 z^se~XV3x05BUXP9FoJl7xfzAs#Tg(l>WS49y$ro|I2!IH6=h|l>Y9u`YoJBY1^9@BC(DI=r;BGM@&n1Umt;pa4`vdEx z)O=cf!`JV9=`V%O5aZ38H><7ITD+;l9*96}W@U)j*YG2p*Yu+iHL4N$1cROS<}l^6 zdwROSFKn>>kvAA+50>+CbAzLztY;>~q|Vn6FSocjhwzbT$y7{s)~4G6O&5IpOfi=J z!><-75qxttc*+0!^7g^+f_Q>sW9=`GhkgERgi0JP3sGx39E;d-^~IM8_}aW>8*5+Sl66!X!vV@@(*~$uC4wd(a|;QoC?9( zdyr^Okwr%@496Fp3rGI4zw^o;kRTgqCE&Re4AQ1l&xn5G;q0a5kfDqkpAnirEgoOt{GrpJq~>aJTVV2Fn`EsCuO+fBI^b!X z)U|zB?_LlTm38p(J|M?rUZg{0nj56O3tB?JQr`f6J0+|*1Yc_SNTr^;?{1c$EC=lE zO>7=~(y@&+WTL?OxY{cIYlB~0_hS+tRle_D0+oQj$s;qDj;(ix=|!KW|8T&PWWzTo zL@XaA3216=G0o?H99g|nKZ)La#r)W+cpGMBWo=pt@H0~N^Mk9{f*K<#Vur!WOe857X$C(%Dz7qGELcH*XJ{KLJtW^Js{um+b zx|c*QUo4aoJx9woLy1^X?qn2&a^#)=kOW@FcjREEh4GI8hYmop`Yc1W)9;S?h(8V zuUp6?n)f(%bmB@wk(F=d$E4p8xZ{;VvFnV$L`K5e2dLd)g&vwKd57LsV1atos;WtZ zAJxaFOD}KPUAb1+?)>YFTX%{Ft%4B2C{^3nl17p;Axs;ltrfY96ZnurC%y(8CC*xS zM4YtVzp!fQFJY?~J_Gl{aJ8BJsyD+@mDii8YV;JNgHlN7GPA`%QUvoXs5b&0L}#N& zAu)$+N(0ecWh`ev@5c779nsO$5oR)0p={3l!&p($_%mB(Y4iZ<$+QyM|4w2PN)&)+ z-;w?(D}%qk@om0~-XA~p5u*ww`}+>LQcHi$Mh;@=w>C;s8SzPh z#Ha7{x_Al%JT=SdNVGrN&513CUfY_TFd6NOzo;1l?;Bj2Ph)!|J>N5Rgeoe(d65>(dH5%qxR1n|^uaCzGKJHm=5guo7Uqok72c$rlSA8hm|- z@aWH<8wDSx`0IC6Op=o7tCbCV$I1H9wX520e;Ha>TucNdk>ZIF%<SaJQ8}R`47iOn~{TY7jl%gJ9#d#cSYVj90W($ibduj)s1!|oyt>X0OL-A_a z)Z_FSk6oYuQn_*Cwc*=WVBLfgBn&pupME&e(F`mM{`k?0$(@Bec(;d_SoUtp)KE(L z$&qRDRvH~Pg>NYkmpNm3Wg&yd`L6UW`O8-jnBiQw9eVZ+0H+uIC36 zXq}DVi9-vaa4a&XC4$WJS?8R@%nu#wNiW94=I^4w?B9dX#S(?LR^c7M?2a%0KKS0j zE_uaA@Id;l^P*7|U5m)nLGNdHk_6 zepa;R{UQpLmUSHyp!s4Nw3Trzt+xKy#0~X4 zm7F64|2P!Qy5{QL0G!R4lCv3sXTjgA65qY^iI(XJ{C5 zzTKpR*Q%+TK&nIDso;n6bGgdKwJFcb88ei1gWH&ylV>>0_d1|h`{eQWhJL7|e4H#0 zI1JbRO+PoV5uRMGGKt}emQXdR`IwP@U6`v8OZz= zQU8aj|BmbVf7{3LC((|!CK^;;p`}I9&@fUdEzy!Rq*6*nv^2Few5Oz~D1<~iO(_ix zCDM>YD$@73_x@bB-|xTc{kn`i?&~~{^B8TuhCl%89e#lCDO<=CXl0K3Od-f1T!q@= zX*nVj(>znD4(+z5Hq&fFrch)f&aMmULw)cC_5jgha>z+SQJSG1!br);y@h|{aYq?=SQ>KN}*?1QdFq-rtGV&Ag78& z3T3Y2H$$6a)Z7zkPlaUOHY=65eJ(g`WEG*9AKy#OJ#}eFPtw4Tpm_fs4Nz);i~BR*K#vxFhj;Bg^zW`5n;K&y>*v2wqs`!(MlHYzX(ncHc6 zNG>iqT7@w&Y3aq)m9+nN*^yXB5Q9_V$ls2?tgl$3PYf0vnpcY&Guu;~p5XJNYawq% zWiIJKWj@}HEQ$NL%e(oFM-7Qd@2iY4PJb zLzn3!@Gs(HFbz?+Dp^yU+5ITII1Wu&iD@dlVrnb*mLKr`_CZ0Xk6m*ZAI|0}#If7y zYVwZcJ%VT*g*Y|k`ITiJ08OIh8&AJD^UGK6tFU+&1hS9G0&G=y=@f z^u>cK>aHmXOoNEJ&cy68$Kt{QA%ZXSH=Z=6*9*V8BMt9zMDy4Tm60Y}{ONoK(bepyjKQ=W(3)T=)IugX4 z;{)dwP=~tAP7Ga&)p@Ni`gc1Dx)G?~I~z>G)imVMY?HE-3kRZ(cOz zr$0~0EQ3cnV#*!XQB%kKfDn%~OR-A|np~&pi1e4FR8!(g7xCvnZTH)Xt!w`6`Ew3u zsTsNaaNi)w`#xkF@kIrVyaq2jfsKBIC6dkFz2`p3zP5{i|}O0fNYIR z*+(AQT+MY`4aIv;a7nAAr=~`bYKh$az~-9&4M?gAP$Ek@aQ2TXK8PZj03Za=9XNN< z5CMdO!XOO{SY-CbHIn{XC;uJRq8fv=hyVYF^fUnP5|>d8VyT~)*@rZ{0PL;|U}?6C zk%s+Jm<*#EwD-(dyCqI8ZY8s?9-uHcYHv#1j~ZNLN0yZNEPb}E1MYqx9?c~kYQ}qc zdmqX6^(Da&*)=@yTwlz{&{vex1azewfU_oP5_sS1Ud6iYFvzdszDjH2d@wUVOMBBp ztW~Mbj$5o>*bk2am<9s~lf5?|$dH){D?%!utSzwreht!s!YH4M?#S$#+#Re zoyEaa!6uZzz?z}Ey#&K7J2==mKM$R%-C7+T5*{x629N7=y-*NqZkMlHVdDYs+r>8GI+qM}ea|5wh!MoTX>+p!9?npa2p;THs;?@ofOf)X7BZe^{@vK6OuX&5z%uEr z1oO;lX!G=!=CIuCI$Ww0Brj||Q+_tN>@B}3l~Xj8VL$ina&@I<>AzzMryD9zeZ@Zi zpeiA5)AtDFNsPOJ^T864cVDfL5Jn7lV|U6 zOKr5l<>8dx_gNYn>mW*DkSq?9-mw1!EpbVW0IEbefa$FQ^)8=we_I=y3qM;x$o0rR zo5vM=p>kp64iIH9l%z_;mk@>~34f(l^>jsKYxI>_>iZY)>3t}(;>pXRc{JRdFGkJZq=M?u`Wlp_XE=l!UWRv(`_F-wejK)1CLWu z8da-)sJa0fhw4t=iHS`$YWMQ(yX_aI*h9}q$i}>ewHWcyCR!yFqc*cvyPnU>FP3ccvOY#f-oK152=%0FM%LM$!=|nnUp$lnWait^cK(z_$2vevF_jy5q!yQ@BCEfYx zZsfILMkz|JULE13B>sN+Z;1i3NBzBDHzQ67WNsp5M|MYA***LB;Ox5m*lY;mmz+Pk zq0_6fx2S}K`q`Si?`$4-++geh;VN!a`9FQ8Vyzh90Vh%Ohy#Ln+Gln>mPn)9cj@aL z;%o#-{&hkM2ga3Rpn=TSdOSxVdv*>%JtPuq1)~5?Cf<5Zden`iK8taRj42No*oF5m zRY;g--8y4KJKH{X4>N$ILh`xyW$olW=xe38c(gNt{$u)Z4f+JMZHK!_83Xvr9T}}y< z*lr(Qd8ii8oLd|;=Q`Wo%-izietUY({wy+^P||GF&pUTGj(EM}pTxJk*(~UB*<6qS z2tc>h>2POk>oU=wx{iy`8odUfECFAVcLTYU`aEHp0Z%{IStLof4Wrh&)^{#90quqX zzjC|SjQ6>z)c~uCnzVA1M;6Dn}r0B;4_oaI^TOd z2e9ty+3sF0*TeRi@akX>;w8Pn5u(oLOvUprdZl=8Dn=QsZx%5VVoxqCE7MPLiXs9M zc23SdC(XO(Es%6hVn=iaA3`ugf?{yvUPCVcHWNvXz`;&p(+6PH4<0QI9La5tQ*pZg zF7uc+EnS9J(sm8=B|Zny0#!?(YYnoR5)GhVVf*7}bWIC}|E*!5t?ft=ItrTsfB|~C zx>dGA4;X2P8pc++@%s$w0yMfq?*3*kcNt`RlSK`)zr7(O7fr9gLYy zD|ef_`(n)hM_orpJtYGOF&EOa#EvD)GNIbze2^?;6>b@T4FJ9*FR4r@WapDm?_OKy zI=zCnqeh<&+%C_N#|cf*D#E)2-;NQ-P4ti&rp(fGndt@SpwI)%5eRCBC5ArWQ&i*b znZ?Z+>kImDJHkhFlFvtIi=spUJu)&5#+1!hnCNRyWmE{xMW?6VBuK{WRUq%gTa|W) zAssJRYmjW+h=WVjS)#U>m}vkf+7As4MOVWl4L3btry^4tUy>LPf+xoAs@><_{#iZs z5-0s_l|4r*cQVHTjt0Sn6 zh=U|lNsscL6n7~sURRC{bRK;E3M4b)tc+ zKvU)=BKkLApfR7v<~t@N>OXj>sz7^N({onyt|Idlv_~R^ra+0{iT=7bxJdriDuGZF zPlN~Il=zEdKF9(IV#gn2H!+4px)O}UrUqa1i+}m_-&9H)K04up zIvOXhV63E2`Wgq{tLs4$Rr%IrppCt@H#N?%FGv3`67sg3bENajWlmxxROzEY4j+ba ztTSiK(qo*sn zATaAdfoc`|Uja+Mc&^#p{QT#45fdR|?7wu6`OaMcx#lliC3F5ljg|pfvFyE@Pet{z z))5_req?Cqh`fSn4Cn(EFnNNX0>uyR7^ApYKfh4UBwB|>kUGdvrHVfm+D{az1zYr9 z4c1LxmqTFa;iMrfS(qZB`=QJnv8ILcI*Ic^DO$#b8D+$Vky7q3qUyl zru}n9rW<>HBfuySMu$mtSVj9p@+qj!&w!ymTb})Q<6V5d-%IiilL|ci`1?cr;pmElhxU<5JH74eeyX(PBUE^B$9`uFbGaU5m z(LkPyp41iXu3;S+@9Y{0VGxm^*JT(_p4^L{798CSB0*d`4-Nj9x9;IK<*AUc@4JR z1x#M7`cd#4Q_aHaD zDd#iW)aBgV++HWm#uGWVfKvfA+w`MKUW*lZG4~1uesi+iM%3DCGYk@8k5&(~g<>)A zJKpy+h{9VJ>qyN9(};6rPaXw`l%Qz9Vb*DK^q2Dv;1|dS+9i9}Kks)DwlNIP*HZRf z`D=XdRW!5S?-%-$4u=jMqNkf%fmx&_$Zm;9hXr>n2-7&sGlqfeVz`!nw5{-RqzLi#2mwhg;C(K`E)qyPw#j`)l+&7H)K{;7GdWRRs`w+iXYh2!+2A# z^G+s*VXU751!0`oBRiFF?tnumvqDt3DWF^&{vK)@YJI%GKnzbiGs-v;K|>ajG>BmN zp-M*3vS*1_1oTcPBsXxb_TAVT4;$Pu<+P%kadFVleMDn$<_S^oLn@bsWMBzd~B_oFW_ zq}}Y)7q}F_*CZk(6(bJ)#r0UV#ElaC`<_`NSRrWO@{SUYyD+`oy-L;SRFPb4lW`At z`t)h-k93rvOt7~Tn#3qwLpthX_>lax^Tu!PaiLK9#RG@l#LsWZ})}+ z+#Qx+AW@!tO?7n9QI3VTBjB}BII`5D&<{Del{1WlK@jmEI12v8;@$c0^rtU@@Azxt zivfo%1Y_4X4C!QYso@AI=v^WLE1V;T59vE@7lkQ4T_Up>iD!gj`JpM2)=ajgsY#Gp z96u+nCgDGUK|%B$h0Z(ByYpFVRw_Dk9ReG;!4)23!yGN_p<2SKz+Q>me21IUqUSGtmqDMRaR_$KX1w4OzU+x3#atnVIK>tSptd49{dU*P_ z^{*ht_V2>z%^b&uzj5WijnQwTlo}n6B>53g^m4oJbg16<7_JmC?x>AWfL}aPKr=rd z4$KDZ^lNzP+zLnh{r!oAgVe@^5s6^$+53cUhd9kJoY3BaCJ#E$196_8KUB1~_%cdL z^Tyq^o5VR>H5)R0P**zEvYob2TmUwjY10@(iDTP7uN-w)N2d;}rR@cGt|%>G)4i{8 zT3Y2qqP4c(I>dq`H+YqY7OtTFx&T(_iy<>NdK0ooGFvgyCp}qd%k4vJ2=nM`Ck=iw zn*p>3If9HF6>w@HE-aG%n^SQ`GyRIrmO$uFNuUihEgh0~H}~{QvwpadFyIMs0tHP)4G;nn1YLRx0z7Peo7Xe=lL%Su5A*kK zKfTXEgue-f=%2KC$ z2i0ET&5)21hulUqYd0P{BU(TLX#}bKnHBr&nkxZdsN+9TMBOeyTUlu=!+vz8=xKmB zC^6_KqJF@!Yj}FvsWZgh!yp}3{JqmdJWwyDii4`62IMzqb6=nK{5n@h$3pY5_%b<_ zc&p8c@2(zsqG_1;3%qVk50CPeRyt8N28Tc3W{&&rI^GBoKQ2EQeYc(KN7YvXcVGBC zGoh=qd9lkYTryF=mal1@vUj+y=w~vzHhywJKy0^JIV0-qV#^3VHuupJhW_pE-Wjm& z7_6;b4<5rKmm;T|<;qzoztwHM|IF_M@9LLg>mX6EHMn9eu$>*BH6?}s7RIH{?4JWx zq7bgh`Cj&Cs^)vo+|!C6OcQ6_JG^hQk8W&<+>nZU3HzCC*$Z$yL1CYLebc2x19TXL z5aAgVBAP-RxBa>Hzi}167w~IIqYW<@o%zXuXLA2gJ6e4`{qsfqPCmoLFUU-34*5px zCr!a4`X>NrokA=l;lXtio1bK{^8Ee-$GZ~jZIq{Ez662=*%L)ZdV2%(J}dhyM3E@; z4G#)idr(fcZcR-Z{uGvwA)p#75PC6_-WncCDN(09FW^ zOJFj>BgT;YDzE%?dvJ1dmUT=t=iJ-2+RrNmx0h+1CsCX=g)Zw%>_%FVLe%mgeq(_kv~MC1X~gC?hluY{z_$d7?@4} z=V{583T&51Bx(n9PwK|ewr6>30T zOwH{x-$dLJE__@|`R7T;^S=wAK!TH>|0sJN4pTmIAR-(L_&jKa0RNZ%0}_<7Jf+fZ z)$`m-nyAP{i@ed&KX~s_5g-7tk%R{3JO@04y_JeffHAV?V+$w_b&cEXkM^*g#`h4I z932^9{K2z{9_mx*fRf8rO1MAj%}47D2jHgoWeqjIf+kCE2@X zpK1vUy8bts;_`D`56=$4S}l^4J2W17SQN_3FH zj;?zHFFmGtNI#6>0m;9%Sq86#xMZ=1-EYa5IhnXqKe;&F44y7Gp0B|31xYj2mUW8k z+bVYQcxn)GzOpU;8*ym{dvX?DA0%_fL)!D9EC4XVh0;p_=$Z|_>vL=ZUK`Sdxjs#K z@0BY9VCU8B*0SKplN{wDS^$BZjM-XH17PL`lrH!UBsXmJf4^zxXONwQsQR~S%;r)E<7+uHFG#8(rTj)j{z8rT8=#wz)Is1ro<;sr>ppt}cOpU-3URK%(!IOahJjEJv^!v>IL2#$ zZB0vsVyV^BbkEWtVdSELivEFmg%HJDS0<=NsUOpyDq1#pZ6S!6TOC~hHbJP zRiqT%d2I+{b>h9DWrlx@>EGM8bq$}(+P}LYzGa_h6m6(f(vk0J*Kq_!KDAm8{a5v% z{0Z*98jDXD+{k;+7e+YbY?->E(&ZU?tS#a7ZZ7{XxJd5}{Da*Ir752ogv5uv3TwuM z!^=;j&;6;Ka5qj=Z!NmpDyX@&J}JAi1s{3lbY4hI?URXG)}6a)nnqVn&F8)+xVLW8Y@8~~TB5ocGDXRwau?Fz(9zf3z7L^bHGb;4 zEri(=bI(HaXD5m~-W;tR7~luIUq`dW=Rh}fqJ&lfOhAtnw&!maTLhrFoNkKRZ<7D)FeWHbSF$@BKBay?k}R7%w-0JV<@&)T#3Op%yN{ zaA7V&%#oUd$~rc5>KzhhU07U<{)O)}d~no3bVAY9n_lxYoG@^T^f|Aq5a9)iVXdd2 zOL+*{Nye%Z{CZL&oGbH$mPGx!PU6Y%12E6drCoSS*=}l6#^2qIJ<9RDAoM-XPRyA) zs}mfVm+4D8Z-JeJ!T$I1ot$B{#9=_pd7#3OId%`0b$hJKkDGH}7xfp`Tl3XMT2u!u zdSDCRlT^>y)7q$MAQB*Rlus&6a%t+`?)aFqhHY=Yl;2kE2!J_*$euwmvWGgy>Q8T{ zXXtK;QvtXY!J$3?L&NA)lADNO7ZnAr17X1Q*AAEOh5Q(NmrIy(m_6Hd>rlr%quu(@ zFo|-$YS;{>)Ud%Cxhg0@m@U9;I zZQd5%7yzDw=D3`8I%AFjngtvggxgN)>9N4V?QDKTt1JI(7IERCxO<*ns5iX{nr-Lw-GTebq?d95 z@!Dlh8?0-(VT+rbcAQqisba^GM140NS>pmGL!}46Ngnju(;s9*4XB1O!x}=$UO>eh z=2h15^HjV_Y~~x39u3MMaEL^U_fG5R>N2mTqT(-Y>FB=y45>>XF(3^T1Gg*7ecwc; z-Q3(*Fi(Xrj#VuUuL>Eq$lgynV{xbd#f6X8nH*Fzd*lj;xHXj3KEIILP^s|F9T8Yd zM1b*BjcJTh;DiuD&GY-9Y3ng)?@_XDHRcrx zp>F`Au*}$+iIEiocW+zfKL&bwdCTR%Z(c|+`}X!#wi9;!oD;-vvQ5cv1TI$_2o0;F{<`Wv8A7b0WdjB%mA!L;J=bJZhC zciJuce&TUrsb&mOSAAZStAF=ZY`D+7!HC;{XdFJc6`u1PAHZ-x)1n@3oR-_^uc(%Q z^>D58fik(oqih{yeGDS&e&T~WRreXE;h8{TK`N_4yhI@b6F>VNJ0FX`i~7q-!Tw#o z%Ig35W52jlzWAq-Y{h}!s8eptg&;S=Q2)XlzkASsXzZ|gc!|$^4hjIEX)w533p|jR z^5cdW1|qQVf(2uI1{WZ<(HP~qW z+3Xjxo=~+lE?|iE~6|uO!g|QY=IO^tV?mIGZ@L&mN-Hr>$ ztptDpJ2ZS3`AnByJtwYFvC5`xs;a4(Z}7ZnKgFbWL-vI|a;q9y)M$^j3{)zs#$|y_ zHY%2PTz~PZ@-e#CoV>igVp;ak<=2s`N#(uw1=;D_iXUZ`M%70aRLr2-aeeFa!0d5k zvyy^T#l;w0*sy=6!-C($j6MVMB1~2STIc9{6E*pXqep8Zn%M;+kUl9CS_Ww{C%z>e zCMF(xR2VK~TO$tW=KD0dsmM}TbfoBN&JR0fG=9InF}5iPR5Qrmao@E8kLC=-aT6;0Vkh_DZXOVA;wbO z=FdGl@Fr|QalgGo8NfU^#apSZ@LF$w1B_01+OLvp)H0(@azg(EC|?_-ZJS96LNbaW zm9~a{KczBRwW9{%K^F%Ksh?}T}n;@4e6lH0&(`T8qtiKx#&p4tkC4XM2lCW@1P#K#n-XRg| zf7rA=f#=l_qPiIlMRnK>jTN{rqR)6AZ#9BG3SO@{j=M(>gxUfNd#7lsCw>^dk&Qp# z)Z%E&)>-n{Bg)E5e0sS0OG&oCkp8Jtn?dPNX(F`=V50HIv~O|^IZ7pODjtd#Z;U?I zdyZdho@q~m1l!``;sOZvlAzP0N8$h+NCrVrCOMk#c_=N=+c zZQ+OpU@Z!nc@eqjOdaLrf1Gz%9l4c4#@g$yy91|~O*QinVRfIcMc--*U} zlcmI=`Hngi9y=R|T?~{QGc!)WBb=aM7V0%lMUotM33{f6t*jeMiJ)up!{< z2B_M^@l81Hr6M>qc=^JxvLq|fR^iSI%MH7QP?m$9X;Pmc8=I${Wz3*9MqM7B2%HdP zgKVH(s~Q`he~VvIW;1j@u?moz=+tR+$-BDq^klMiu2$)oxuP_JP5f5)w4hZ-ug6+w zWy*oR5J}>(t~loM{nH&$p+%3aGz)WjXs{8~aPSB_d>G~y>RVh;4lr^{tpo8OHNs(> z3tWR>aRiK1*)CbSS=^k?*jW;ML&&F+M)@ZHujP2abH!ko>i;9JAOs*wJ59OVt)(-Y z`OlGFlh1b!urL;5^^UcD4Kx*#?pkn%LQs;ry>{tiQ1cqE3xB^kO`yJI!Q0k0&w`_~ z;Q#z64Vk2-u%!F~C|7u&zYo@Bw4R^pC9);>t&=eixR;3i7=hTFnnDOimm5s4!9J0# zx(fdvV6k;|d!#mdJJL9XD5)z*d{Ij5f8yU}t?BzR7vNHC+m1P=J!9!&G4vc-t<%A+%6}_sHIe!?m%WbpzU)-8lyL66; za}p4RueJ{yyh8Jxl%-4Ukv1lcvJJ%3{4DR#dM*r@Bi)yAr+A$UY}R=HtTvL;ju~N` zxJk@I^IZvMN9=6ZJ%y{H&*E4DAxlus916O*|KF3uH5<-QHrL{iEQCPDr3RzlsYz<#FMG9xWU+g10`ZggLwB5mL0lU?sP=d<=cfxqxeB*jP3GEIlisqg6Qo`__(}) zo@oOa^HT6sekuD%_lylk5N`=6$|9B$`Csd7f4l0K4pSgp^Sh~-qf%%^4V(I#)xG$_Ax3fVMG8ZhL?)~!Ys_?~~M?McF z*RmThv)2QQvuT7LY9eycKb&>jp_HB>Ayu3B0*m>h(T$b8+{!}0;XA9}{dT1~1ajy$xyLxr;E zKS>GOVk5O3x65mk6_D@<)DllNA~5b)^(W0s0xVNMkYl`|?mHc&-YdX)oF~D-o`&Cj zpYz10Vsa9HZSHA{;@`>5oOdm>a$M-R z$|K!n?u4%4@AHzlFXM9lgEDg*OaN$4WWG6{H%K=D2s#T`lnm?rq%LcsZ;=4qo8ku; zNtiXHucFAfWG%Ue$0V)mXkRn?c~PSRwHZK>)u2SrQm%Rz&nua5S~`VW!;4Q?uom}I z1kQ@~%-=64V)>4ltNqjLnqR^wJjLf0>e+f+h{T?`$O&D8doh4qGCRYDxDgRiONjL( z1bJX6N;z<;iFMSKg5BL$Aj8xMYhP5Lv5M$R#z6W$;1N*RNOimm%vT7r)EGSK> zboVXM9eg68*o7@wFtC}OeI5E~5X$#qb{ETI#Ow2xmw~QJ>#!__gM0DE$Eoc|zM{6Z?yXw@;^cL%1Be&16}8{B@N;=0hMTGD(rq>Bu1n`z zy7QkIQEIzU-O>(S`LmNa6M@AF^A*B>r94_$nP=|M+~l*w*$lVJVFf%DkKH+Fr&8v8 zbd0j-pIL*6xeFyX(dpqQgpb#E538twr|9LZKuIP1h4@59+`gcutpl@lE#^I?r_6+! z@6?5--dFFeikrcpNaozzb?C|{aoxXg89wJQD5Kj&CSq?O+tDCm;?h039G}49COt4p zx|mC2cn+#i9uOuyk|j2=LF%#|dDo#xfe9*fz(a$^xF#&p?6f6e5P;OI0=`kwftl{2 zWG096`=%};_OWav_qEX`cuuIGAC8WVCC-eaxYh8q1fQzEEtP-v@q3h(qv{doz&1ya zv-YPjeBCmEzBOasT>z!X`$WJTiUp8lAm_|La&q0I-fUj)4P%nb9-0Dc-tDS_yyaio zk!?e!QK-*|?G3PuSGdhuzFnxgBbl%h3g7>8m-^m!SIrI&AuAQl2H~Jd9K(8S$D;Qo zs-AL)YtFztoq0E*7-u3PwZ8!O(r6*4W@oF8Za9 zz~L!=*tjlP)``5zzAr0mG}L~jsz#}_1Xg&TiSL~>eSAIw2os?$QvC3mXM-d`@<=Ex zD=+U(r!o(BKDO9p*Tfn+n6J^mOg|-|0Z4fqH)gNxGz@G4dKEBJ<&kx~fxnFdh%~X$ zCNq2}bzbA?X}IhmRCw83d5`T>N`6{e+I6P=HUGA6-segApBekBKm$dX+nWGNd)f8i z!LF&qhYzJORwk!QN9oRyq}3J*_3B3MYyaN78Zsv!rmG!;}~&2%4+ItdyY0+ z>8XZuhZFPv^ZWkxmIP)+x7m1Zr%I`B$_vH|>lNQ24~=iej-f^yskd7S`sE}g ziN(nFNeD@Z`YG&v*hbghZbNOSRhZO;c0pp;SKZ%p7q^+2sJGoIwd{ z??Y!Sb}>%R8Kzr8sdBQrur3bga zUB!iNb6y*0yWkavr4^=gGXYDf1%uC2GnoyRyI=?8*^0SR*+0NJMJG1x-@hNj0Tpph zhNi7*W!4tnGT_-Y6}U^vJnqEZM;Jd=*XTrxBtS^&fX8j*8D9?%S&VriaX)T)sAceC z*XiwjX!NuU=qPpwGO}+`e??BVch&(pb>45HruHL%EP2kBZJ9;mHq9Dbb$nvzE;EHzfKWoZgQu z0D_ahawWG7mtfqLAB`e5i+Dt8@$877+K+-2iwifom?QS`5UOCZmXfc9EkH+4uL^Uq zv$_!eh5>J|#Kcv2pb3Y85JgdsySCP*HD`q~($_B0x>p^^>{)BL*a|}1&tUB6S~4s> z0Ps=4l~7m1eg%HMziG=SU58S{E0yA5FrN76yoPj@01&8jBgKApIsb1XjO2ek#Ki+e zRXh@1*JU2d7^jIXHR3-~aLh0@Rdyjqj+1qYmfJ_RL87~=N{@-{h)Yn35!Rl`Hz=sp zop$}a8zM(`of82P1^ntvhxb_LZ-?_q9f@;vhH_coPVE_ZX)Ioc*S~QIwhXw|?c5jk zd@|#hxYXps;220^_1xgwBfx8OB6R*aG*=-+w4p`&VC6lW0Dh z$7Ie{GPS`L1s@n20{(mOISEhe>hiBm#OP%8-B<7^wBSs*eDb+*8r>kuW=Z; z%KaG4pg(>zb_Qt$Xy3?$j67kB&syu4KgOn>-K(g0ThuN<9i-4U8Eg3xVz1g9=Z>0S8g=mfsf>y^9R*aUwEat9z!Wgi1j{A;q^h z*2ExMB{Ol8FFU;|zr=CT?(56^IQM0GnUr7jM>XbofPP4_YH4e~LX*^Ds;Mk?yyz&j zh$5Fqag(Eo{*#NAbzwaFrj{4__RIWd-&{KGeljI3?Ns4zBDaKURlApkNeV?~qZAu` zil8Ij-!*pcnI!uk9qiBzJa*Yy;1v*5{P9+!mX#KT*VgPgk|AMS(Y7h;pV^k4wuqgv zP#k9=zK0@y>4DGEm6qjyTx?w*@f)tci$Fc#^m_;aZjmRq@bHA9cYG-Sm;Tq@GnMPR z8WL3RzEnIkK8REaeRLCMMz4g)^aB>$!@xbz86XS%d6(dt@uuk-(V^WZpZEcHiTZ{1 zy#@!L2#+H7_=10nZ*~L4O%{~4PY{*xOw z!Gp;V?&-Hr=sUa%fkeXC0CRSHL={Y+W)IK=xEuo^UGNRCug4~lXWb7~5LUr&2fXWC zVELds^C#LF`O0O*#`3Ip-LFBWocy> zk6i^e%}a33;LJylUr%}{a;4)HkD0EU2n_g_O8?@YBgqv}dmR~L+45*xU*T{f-Fq-k zS#q~#q(ou9wia8dsN-QJei(!gGuB&Q#wQ^>2HXI^=y3guTQNE0(};LqEw8_XBB7y_ zS!Aubxw%4U9sGh+ylOZ&I0Vpd#W_Xa4^T0`)Aal_pa6NVAHuM=E^&Cj3)Yp^SXWZA z5#|R#Dof1D;VJ#4sH;#QzLi+8g2JKgg@)uhT}vIYsw?GVX10)4+j5kPXO}bJR#Es* zQF2S@p79^AZJ*cca`=aKf=E{yX~>|z(Co2JdcVFIjV$y+bJN+eo6s)?@!P8@`%e2uOK3qD^#_k|zq1F$zC0~kU=wW{vx*^j?N z6O^7cq7kvEL!C|vP3JQxG5$UFbTb=Uwf3b>=#L_^{j=M_D~O5A1ENhlELr(0&x8|Ld?yQIT7e+XKO1|avPWS~jA$@?ZPpk(E@H18qqhND`$*Mp0NPMc*S zX7=sdHzk{8harKyP9HJP01lx26y3MR3p3RfoxoF9Wx;nGiGtM`>aM8RSnK#meWT!e zPJ*&fW21>BUwU@?1E6i-h3Zg`^zm##?Z&s)gAt6EwUkd|W0vUG2-k;_d%Xi8DN}4t zK|9ovrZLDR(3Z&%rpT10aemcQS{t)YlyM1iA8UUK?ASq%C{Ie^zsr4jS*Y&vxj`LW1eb4K+R65>< z7P@>iZrnRzmDc*nSzUb{A#>^v@TKB0j2WlK?<%{S`S``_cqJ$#L!tbOa_p3I3MsO< zC|IDu?KpNBw%;Z*H@+UCk>w`|qnpl%^gga?h6){!IYD8zEX9sfg^ou{^(s0BRb_h0@=*a@t?~ehWHW~ z9EsC<=?uuF;2(~f{(n|6)Qz~FAG#cM(!@Wy@dw7Un0SRM5F-?Hj%z5O5!c{AlZ-o* zf>bC3>v0jlK_vh^b?=kBNHX}7)}aogM)~G2y_nMjU!WshjxBM1>W2MT^utP*9~Ab zN1%tLkWo_UE(r-{yqz~A9JJTOQDx%Ai}`_eP@zArEzev*H?WQ>Hs>R6?X~;?low5@4ks#tbLeE%qT{m14q2T zXfFC$&2Tf&{q3-qUVA`H6M0P^IJ=~1-G_=nT}0LzU`IH%oUb4Q$@ zzwm-?A^8S-Cb~kem`GCAP$=5!DhBuNy!ZNQY$jLGrYt4JieY}rB`UwV*)*lxVqHz} z(&TlzaV`n5KRnU>M#`%f2+V>MbcJ#al4wCf+E~Kgj5qpMSc2<^)hwk^)Wyfk0PKR|OW`vys^5 zXuigK1jE-y?i_`O@M}_<`tk5VKjC3_0!X&kF-&(b)Z?SDl zivS=?UQ|?G#4aGBfGQ(JoDmXRT+Vt11_4-^kNBL(`YP)9BExPzL(@;mz<)e(FJT+; z@FnTKe;46INKZ6MKsw9s$D5*1&1XB=F!z?meh{ z4MsP?7g5q%K{vDAcN2ayX&X?Ht97>|O8RGuzWvE`oAt$K=%T6#uMazJAM!3q<6uaw zFX|Clu6#??#egX2{?7M1li!RxC{HIf6h!YEwJUShnF2TV%q{(Lh#XN|r9zZAziae| zG_w}A&-4e*iKn2riP3p=qFCr0xIImlN-LDyD+LIMS!L^<>0@=6xF{O00#=8xa6ozV zKEg(U911NF@nyxA(S@~;nGpl!mfX+4)XK!9s$6TnZ52O%5Q#fJ7P;Xg20x>!@%+0W z38RGo_^E>_n+Ye4M5#0Mm*=M%J9bhnDNN6P9q2x>g4Q=ml!+oA^q?Zc+UZyEkameN zBZe)#_f7Mr)1*qf@!N^PF{KLE908daH}C7I+w+hKmSrRlh|rKp9YzXEq-dRe-g+tE z_;LD~;n;)O%K6=LaEm))zk{6~pRvZ~o}zW(988$2=vavRKT=d$@+Th>_v}?(2T?A; z$>gZ=gGxK^{XHLLU%Ys+M`srUOJ>eaOS8!dUVf_K2kQ#}N}es<4>loos)zNqHqK8V z@n*Q}Hxm^v^PQY>t{NH|ns9$8jIw6|L1nA$uP{%1+3NI{pA0JG88e#BQdetAU+!*>edT@d$e`9JLvCAWJk-2V$H9RoKiq(@7V z$uNmUbn|NkypcHXHY;cbdP|!$2=stTh)P$Zh>n)_f_&S4Lt@ht&Lz1P6Z9DKB|r}Ef05oQXXp0xd#;iA#H+w;17hUBcpu<_U->K8w=haH&IQY zey`r@?5q5uzfaIaqAto$|Nc>J?aT^EHp`c>1$CP!kMee0GJswKhxMq957<~Z2Ud6l zH{5-w1jkvd!+|EC!|ZXA)Cb@Qy?v`pre@g{JV$mge-{HWt-jCjI;>^`LT7-rZa9`OU2aGv?N67aMtuP!Ou*-y}Qe%ce#&hO8X05gPy|86&A-PN~^5v z0C&+dT!SRRfDB2e`X6sZ(MMvyNweq!2b|ia46K+HUVw$q$oQyYTb8gPY<$ zEQJZIL9;3(r8CZdi(1}AXv&`lhS@Mc25s>wztBV5dRQ8T&b|CWN+UhHORY&iV< zk1Qj?{qw{#xgsPj?>dIq`+|jz(E#Dg0E>clg;DvjJ(mRZ+N5DWtC#?YIpRnV#^Gy0 zahAR}(ggB1G|=@>a;~93K1wX3&Q@89J$kVPVNW7&z%(rJG%pO%Wt8GVc@qxa9hL5m zSxkf0@s1oDkZY~FC;_@JYctG|~Y zG+}X33{*Z6K5sIF9+$T}R5de^N+2f|2r)~N=L_FIY{XYMH$WP1#%CJ zjjf?ToD+fi4&+%LOl>+89tf;6QN&7)2Dar0-Kmi5)b$mCt!CH@hVV|_v8zB+kgjck zmo*V=VBikXaG%2)!h^Yfke0CPjrps@<>>b}eo7U5UC7mmBF<{mlzT%2LTh-GO=Kqg z?R}BV23rX#DKF$>g~1nv*JltYWMqQd<;#k&`MBTdzYV73#D|gi-yEG3PAfsMAU*!A z>oOkY{{aiT&?@!**JaXL*E>Mp82C8;M_twbvRa7ys1di)s-g{lm@*Mu0}vYYmdy8G zZtXQoB$k>wyl+~q?Hpu$Cqda-1&7YuC<9r5{>KabgYJ}WtOD!jN0?=y<1yg9e5`ZU z&z05RDZd>0CNM7EAKBBr#Um~pU!G(U`h9=-zthh65n4n7Z;3hgmad0u_x0~T%QzgJ za{+UY>5l*7{sprbRy7G_6*FYTI z2$oN4Nr5Z%-1O4Ig2mF$uRY~XypW@4mw$m%81C^^J13>Otu-qoBtt#@beX+jjA`0L z-4QiAw-BFeUgrs01WJ|==|x!8&Z2%3*t?f^)9zF6o-J<@gptGo?BKM#fZmJ`JbSz~ zLWj7++dT?&9}z0}<<$2`jF_Iqd!n6`UU-hzxpw=I!J7$cexzdwc=ch7XHjxd5RkA_;nRm(n(_| zVLSWMO+`h;L*$brXRn`B*2dHAKZ_nRJ^1_gFCjjwR2miJZ>YknQy(QDD7Y4c$WHkl z10`kTX5wiO9s_B7^w~`1!vihuomhHw+f;s~%ZhHF!v}o!!)8!5bNnz2+{oM|i@s^h z^+>8B2WX^^7)^9pKYiSLShAzs+PzrIV4nWf50T^$70W0@NLnqVpHZ|_EU?C?kLvlAsa(%0qV1# zPq6I*0s=Bt4YlUD`aUssIX^}XMxOr*vm*!bnGy;yw%LnuN3C|SV9kmpSnaE^FCMvO z<=a$~4}W5q`XUQoA2?lX5oT?{Op7dL^o>1?J_##KXE4sTsoVpzV(<#?MmX3Ir{$4i ziHKf2CJhxpo*@Zs&zQ@17{2KB1@UxNsA_W{qSpt|%X86OZ5*i-iWkQZG+~#}SR~g0 zYqu0nYzsDR z3MRPO6miqNI5WtPQU`6s&Un+?Gb{f87X#(k%PJV%aQ@;O_K(s&3l}1-hcHhp!RObB z^HAnF!1D(CWft_8SmLzmm?tMkL)Py?zRvyi7={4Cr^GG3L%xSYyF!iCx3j|0TFlJM z87}R3!6e*1A9<^_^yiQD--TJ*=hY+N;ee+b7iVn+dRU^}uR4?Mu^;h8;YO{$X6jxx z6t$Me4)wFTpZJ6_NQCn(2(_>9BEk_N>_zAN&mmfFWImwI@JipH*|k-Tc2IIcm;d_^ z&Iwz{HWUbikAyi`$fbyryXql7z$Y+rEdDw%5ehhy(4FDHtcp5;GB!t6H;h}|BpHH> zs1KPy+yI%Ep7X`Kiz6f({`M)X)@Sb0)e}xip-)T4wSvct5yK8@Y#m zP4^r9e@uOMJlB1{|5r*Sq9P-Elv${xL}ny=MOmRz5-N%)DSMBkGD3u8B_dHmRwQMl zQY15bWW?|JcAfJ$zrW78ulv4=&wIUI&-Ie{9yU`4dAV+?1~WwgtQxG{hdPbb*Xn05 zVNhAmy+&z~=G(gOwlW3s^R8B7!xKSNqtW7=g35QztO7UP{BLQE64l(@OAd3U<;~jd z%7<9%H9iayzbFa=3P>olxQvVPP>IHuJdA1~Sfn zQvmpUaGVVb2MjpE&=mfJ#!IjlSH%xV`h6jodrI{vk5Kcr#qcp6Xknk=#Jn?S8N(fI z(6Pt_7QzF-dU@l@L}aDgv4}~Gq*aZ7coFjkwbk25cZp7wea*p3>%D;^sp393;)YJ% z*fGw=#wH>rhDJd+7pcI$ZFo92Gcqc~%x&gXj%S_&hE_WRSm+^AFsk&&AYgep?|562 zpz1t4`}W;s`MKvg9GkqWM_FC^pD+p|dv7DRye8cuTmmFZ&IY_*T1l8Oy1)q);ASTlmop3b%B0;gr;mH}Ip<)JiGQ zwPfu=3<&`dPiCMJK}dmSq276AlpsWGt}hQeY0fEetQTQ?SOpQe%K&5dfv_#)lwug4 zeVTZ)AWN*Z&`E!)VBJn#mnLPST}@wu2IcT1@&J*7go5PQ7#c=@k#DxJEhZhf z!>K_MG5(MM9n=hui^Ocge&*jhgTOcv6_#HHuZ%!l%u{+zPR`R6Ylv_!0RL$Gcq>!@ ztfs9y4$$z>H9=j(N0)UrJn87p+?b@>ShL@A>4;|z`i4b==q|BGEb899j6$7)wH<%3 zNQ8Co#TCkkYD{|2Y+gGCwJ)M0W24xY;8q|IhVV6a_lYHQn{Bp`u$bv~`ROLPEA}8J zxc!AQzx;eZfBpr$NR@ewTy*BRgH(TiMsUp0;AI~=j1raM7~I|lnHwF()>9N9=TI~G z(8qx^M+tzFq#B`kfgT{}OTJbVS*l!s;T%nUC2WZAurq}w+rv4VN;?%(Jz$S5;N9;4u#EEau1_O2@_u?HNgpg;53u< z=y;6A1^4bdJXQPOT_?$?z?rrqVM{8+K)(seMpL{LG=&(FU+6Od-bP`8oR=M5K4 zDO2F9lp$H8$Bc-U-2+UVBJ}nUM*j83TQ_i>vj5E{C@4sLHu+T<#B5EwHyKoAeR=RxKvt3M zm(AC7U3G=%l(@$9g+jfvM-9!(cjCrD=u2eEA`TK^ou*0>g8Oi_)vQ>&mDVBynBEJa{D}j5D4>q3kR~^~c<)O?j zkAp`>C2{P6Mk*pA$(T{9h=&!#b(9br5mNH{!XJvAbo$QF7uwGSf`x~t<4@_tUIEKT zr;xE%zFZh4{1v7~=KBQ?@A!=wc$KBI0(zVGI3c^O0++-%)KEXsj>~w?@4^4^11|X! z^@H3~N#{}80 zhWIrS-2g47^7g0_o?FhHuy=22 zYu8iA1hj_4LzaEcg}x52zhK*12W#bt8Sb(>0CA%XBz*Vwk)|8!heinHFkcLe9TZ9W zXrPL|d4$b4voHm+K@T99WJg6XlmlVSMQ_RVMx?`ac;1zLXqjtP7i(_kuNa5)Lnd%7 z}zc&AW1o&itR3x`20LA~yuM-e3XmN0(K7H0~LmG|I7vze9zEbTlr$pST1l z(erQduldNVI$Ltcy!vppX3QB|+lP3r{!X>%)Ry3DUJQ1dTlez%`M1V_r|`f{;-}u< z?2KZ-2TM--@q-|ujDU9_lR1olbj~3SYw^D6n&iGpfLQlvrRMrGhTBv`1)2^ge= zb>+HzbEC0Z2rgfA^YZX`@tfTC^*wIL+SJfciM_7gk-)B}mD{psj8}<jO|R zk~FZ719#pek~QMuy{NChd331=f~&8PIYj#;a>$r`IcGM#h;l}tbLnpn!^bcT zQ=8Up!ogbZpVxjqJ%rUD>9*=_0N^TtvVPd}=B*~wQ5UsKA~7xR<+w>c3yE68yq{oB z*_f;ajMsEHmb9$qB9#t7R8(sL+B4gZ?v)&~9Zr@hZjVIBf=g{7h?fmY*=?ux zBx~u|>NuP;G-QJ5F_7_|QkF{U*k%`HPnMC7Ae>5A?dW@2Fj%$s7IgF#X9+RSKx9!9xJ~!dikf?erQZI9 z%!bI`7cXQ&Kb#cGthCimpmSW3$>j?$ydrgOd=k|P*iV& zM2P>C{O2frl5isFWJSmQcd8s8BuHp4*e^X0IosN5uICnv`wh|qh8{k5E|cEg;49A{dJNkKkgDM?JYu@;`#_okzn891q0bx*8Z>4&W%> z@FwgVx)`7)t0@XN>csApFAfbYKq!z_#C-u};rny`$@4oG{{F=*`7Oxc>GGJQ2YkAo zLK1|Ol$Ev05(NG63w2o`wuhurZ)@{ck_;tj$u)lfg`=s-vzVmuV2e5h?M(18&a~*? znR~GN;#eUNf%ps_l|pq8CAO~%VogB5anWia>^?ZQ&NF(<4*?49?-Uml0Gh->gqftQ zPH9Tb)C6;S;BkX?+egTEH}8C(Fg`V<0(Mt@4)kT=lVI9mJ3+u}KhHnAt9b8K_uyci zUKVOM7Fr+gW6KZtQ$_Qx040>!6he+wrx8+x@B(a+xa$oi4>FPH!6Q+;h@=9Q$~;tVy|!BUs>R$JDVttCI_VtCAwK?BiBK@mIImEPM9Qf z|Gdp(QL5oXgVC?lC>XsMI=HV7kWCCCu+$UJXd8A8pyXixx}4XviJO}t!!WbiPQ^$E z=)-WPmN_Ep-bobVp8JbtoUpFAS-O$Jb{J||QZbPjT_U0-LlqF5U4c2Eaee5GNg|9F zE|L@90&8)*Bi=AB8l*rNc*aPn6RmZ1b>1do(ogatGR5Ahl+$k9SPhz55-3OhC|+Q< zjy_eCm&6a<-0#Trh6JhtkccYKB=K3^Yc^cwdUsc{110*{(!Xmf<0t;?JWlUmD#WxE z<{7I;CkJJjEnYmqP3|$j!-Ym(SD)AZb3T!~zQ4GedQtjngUhhnu37trPPpV$E0% zNIGzR`uCVG!r!LhyAlr8-MR!ZAbQ#WlSqmwY7cp{i1K?$rF&+Yke_1%KBs{G6z=zz8B`^exgPB3oBm1 z_XlWXNn3>#z4*}$+G0ZV!X8w3^_%z`^hHP5jtk-0&--M}5#L9lXmXACG4wQ5Lc64&AKrGHX2< z2cK)TdQIV#Y7jR;Xe4emxuEY1m3)V<y>q)^lIMs zHtUqe!TUdfMhVpU!&(XHjP<9zw^uD3LXzb{)24(+(!b4q4_cv@A441&rOsahcjhyD z)w^;i<0>T2iwFtjb}XljaGok3I-epCC^3LBlrW)hT$v>b@i%0RD~urByRWoqBorKT z1!*1{%AgVC#>R>p>-+s8H1)&u!FDOGg#;8bhf94=Ams+<{lR~0NJe4bBAmnK9^Mm| z(6&gi4fOW zft-4l%W@2b!S8gDa7uKJuneCmEO|h!9Af>PExD?y>SvUWJZ~>#W^1{=sX~yA z|6%AD-Y-QkZ6Ojea6t;*vTgqFzX@`{9VI?MrE=Il*e1 zzOZD}Rg3u3Bq)fzq_hm6(#_J}2M@v82jX&FQ^nHIaH4Z3@@}Jbox&&_RRK%rB`K|e z?1)SO#8juZc#VP&SfZ18zJ%#kR=;I2s+(!rMCr{Q;PUV|-i*GBVVn(@?&R2Tn>Q(c zd(i_h#?}+%gG|pUgC9X_b3QcBBu+>=tncJe-fOqVM6ceraAv}+C z+oXe8elnV+5-=d$hd5)t>x{d51N4AE^GK=^kIZ`oVJxbwWKqL~@Tjz`I4K(6E8*IrnKDD99?{ZIW1G zz$1K1j3D>*c@a5);YYH$mdx=#m2JDg-)L{c-%pR05S#h`{dJ8n=#UV{zLJxK0abZP&at@U$Fox_uw<%2trcLmOf&S^!NJ zp*%=pL2U{8yO3717_VQ`YkG@^Vo7U=lWwy5P@$2jqk9 z+~|AZD7y!b+TM+;A=v_{5yaFy1cm15)`HF8<#DO1;V+~TO0mSmfz7BK<4QW~)U{id z$pBe&Hk&EBC6~`$9&T^`QC9I``S`cu>CY#NU%YTijv$xTfq2WORI*Amom7yi3(ObX z7|!SY!!T)X39lN2j->RjEkt)myg8+8SEM)&U5{gBB<%(+TZ5O}|F>tVwOx^BPEAA( z!rT~?LvjzuAny*Ct{KQb-MZ6Ey%ll=dJNu@Ec+=K+)DKtubzMNVOVY8 zUog$G`EdGEQXT%rBUcaN-<}%oh`K`mN>KL?Q|#hZic?QD{VgW5-y>G-0~!F8x}DtI z|E$NvTgjQc!bd84!2Dk>4EHB#$y1 zv4uIs{4kWs_=pd_BgvFy%U!+emtNtrPi-;hE{c*#Fk?yh`N70 zX=9RW|1c@lw|?Ws)&*I4_(hQlNJ5eFvk{L)q;Vve7XL3P%Ga%1r$7ebfQrhpEMJ-I ziENPCs~ahyTylX39wWIzarSmYFP{oV*pI9EfS zS%T1$#`(8`xwaOca`vz-lJqS&l-cD19P!9<%zwuH@zY;xosc%1{}p}lw${pgGR<4r zs?N3z2O4?lI(5*zRgv@)n0|=9865+$K>bp5M8Gy!=e5WydEj>7EN#H!vpmFhr_BV% z^j~k24yk^rL5Q!J$onW9#dtNhJfyS`PT=7Zp0 zc(R-is$)Won8l8=lfys0#w0k-TXdo#CX=~@;SkmJ$>n?_qzJtJwcd9s4Qh$)O0?Hj zRWX7sjlifM2+CjXtpSJ}%m?3`s^ zL-i3bM7{?$DIlG#UNawhVnEBX0D0gib(_iXaWsj^48sAUg_z3Ro0HMESB1fyOkcqW z0=U;GWV|XESZ4o#07WceL7J}?5?TSOtQ=PJ4ru9>FPRJ@Uz4ij|5GX)_=I>ILtGj2LJl>kDE{`*c!DZ zfMg#0`C1~O>WAhw09!mVUpPbW{Tt|WkxW3Xz;>#V-8X}Y_F-ZV|H}}`NB{KxgVOWjr!G|zMt;J7uw7}Ycw{!oWJkm7g8bfL*{X7Y%#z4 zRCfpeNM})4&3)YaDyXF2yIwGlJr^s5;vt^{Mg?>X?V4w5TJM0z;>M2M*rTG6CmzG0 zld+JEcmnlgQ{cagC=qPo($CEpSwd-8xef+9YG|EZhdyaRH@xv?hPM*70l3)H5bPc6 zk;m;zq~T6PAF=M3y(#k(>jt@FxOK@>DGc0U8}>1c3yHEPD4=i{6o>eCs%9=R?aIW1 zxVegj^1$Uh$+n`dg(sM3;H5LxR(a&^&>sEv(hmUV7ef>1Q4W}HL^+JD%_$`kn)*YT zbrS!}h&`HU^4p6X6Px?;ji!VG-B(6T$L%?Bo`3`jXP+nBzkhCQ4!XDikhzdiQ#!isw>911yroOjR=$XJP#LJg%va-#r+Q!i@sj9^WKZn3 zK=1*dA{cfy=v&hC7Q3>85w@{HD$VdWtK^ zN{hRz*eSDwUWlO4_iS^Z$-r!a0Q6%+PpNfZ{YH?SGk_HsZ>e>^w_NG+^aJkiJb%IH zoyL|Duv0CV_2lIn=Qi+n;yQ5(P6T;qwL6}-lP3jE7YfI_fM{ed?oZI4H3xr6WJ<$Z zkPe1cEh1msWp*W21wO7HkDlfijYbeu;hb)~&?+yWeMI1>j*bd~9Rd%NtP8BsJ0J;T zWJrohu9whH*4tYf_X-HCUV%Ed>;h16829S*2&?PpcdhNGk0QStZ$)yu9HuDvjVE7( zuL$?%k$dqU-`xLjS#U;;w0Q|s!|HN{jK;u)YAz}$cxg@Ob?z>d8nNNu8bmDM`bz*g zgXLMc=`@F_Q0w7uVPC|cncs1KoXG~9!_%;qy0xLu~4+auafTx5BO=>qUTFP z@QH-?Vtez7i@z6XGxBi=f1{$-xA2wTCwYTbmkV^~A4=UWQR*az!H3Aa>riUTB2Gs( zWFB>&FZ$p0{~)agJtsd2o`QPj4S8kJa{PeWN)^`4&k0BEewvX}hftF(^y zBQa{Mip4T~0>ITeN5@g?CLST7nxxY7_U|QlAo2s$WcJqN>L4RVD+X7`(HIBbEVGxc zAz~y)d~h!P4`&(cECvlD1BD1sQySl{rQULlywm8P_WWhR9J>7sHkz5jrSjM0QfgZK z(2{N4APl(S1Pq{D_)musB;Y#So-{j0`GM!__zeu4qlw2*R^5W6#&zDD^buNEAwUpb zIC@lM#Em4KERH@xwsc??ct#qO~t+rH2%|04Di zQAi;BCpTC7I<~AQikq!v+AsvVA#Q(EG+-3Xiw);&2-!JY3_uwD*KNoX6y>Qefqo{_ zqmT(~Bv*k!qDrMnRo0Tw0G+=xG(mq&GXl`k)v+Hp-`{42D@n4(?t5wR=SjUzSr5H% zqQ%`Z;*Qw9!=5^6?sNJ`mD`Nw?CTHiErC%t=ML?0OU-S2`SRrhGe-ymh)9mIuOw6+ zz9X%n93VN{+sG=jLesFrR>Wp?(t$S>H8VtGiBDNG4=D`mFY_nwCB5X*;5duxnTp7x zma8tOZnaeICENRvo;Czgo1k(2_#Ey4r4 zLzjsg=^PXAcyuW#=$}rvQPFW8U?SpuVYD*|k5&hSg{c951fc{@!y&uK6Eo!tFMQLe z1M(nQ*}be~lQHy+m5o-n&K|GK0eb6#T601GvYtHOo_kZ1{R=y2a+hYwziG>c#}d(0 z;9@`j(*(LtHM$doF$Vu3^Q&}Cl{1vDswlVhz^3Szfw9ZGUVUFLgn>gwAqEi?w?Xrq zsM7svjG~`bm3}ZQbZ;+R;jyq$!pAWlh8YP|W3vdyKd46I#-<@<76uqRuv*LuyEO9a zExf>$c2&old>xv*@C3kfT-Yw}v87e~rrhjMDvu)raU7BrY%}lfQayscFIdAgANWtB8*3Q*XT$Au4esz>T6aCq zgJ+V8@{XOv@%{CE^2A=U#}Dqk0^n$|eS-X*Hz42YhfUn{5Ne<9pBWoG`PJ{qUW_@= zaT;|I+968xK!5wi9mq?giSW|*z432;FQunC&9|;{kNJ8Zj8lMBI^C>TigId-wmSDC zYkXw3^CAh`g)lsFf;`NiI23YhLWsJwSLOXbNCn8t{e7SgcX%l3X-eIm&A_jF&+F*u z>}s7&k4n1C_PjsxC2^1fmK#5pduI6CC&SL0?4q! zn}A|hV_qHyYrO;|N;W_wFfJ&Eey+`Vh>-p{97=ZE8h z2#AXdl{jLN?2kgZ^I+z!V&~hVs@qU_3j8^Six*>&?EYKcs#1xl^TSKt?@_z%U${qI zy&?E;0U%!wwW#r1Y162`Fs)ql$oS=j8HYyOAjvlUs;?H$GV|Z#=E_6uNwTL^9Qqvt z$I_vpe0-?<>NwxZ3f5Gj)*=`#(Ff4_R2+j$6Ot&^I?YO}OGDAvU_K<2nv5cqIr~uj zCRFW^3J{YPMdMZ!Scomuny+Vi#sQUw(&dvZ&xWSM&qwukC=W=T(_<-)db;f{yn>)| zmh-N3ozycM?R@Qce=50MwaV8-_k26E=!|dPEUW#VbDN{mk2D+$(QDEC#Cmj3p@~gE zUe$L-S!-oIMqRx?9$NJWvkc$m%FPRNUk>L-FI+OW82KdE&@hs)e=@Gme*k4(H=vaH zWoH_mu42-_;L*)2nrh{Ec020Y9VsiHVz=e3P|QN<3yb z=6<9A^L_pGYpH^*i^QYuF*mADiP!Ay?a=|LWnBT9deAc=u=~ujTsA1Z8yXsj#R`EZ z8YfLb!l|>!+I`?jbvR|Z4+J99?!z-`@Zza{YG9pRb@!M;fsm(bZ|$tp?!yYc(whb*sMz3{Gd3~CUI={Kx8{S#2$050 z&8!z8!AlimDG|y{d|y$C{tOAhtHS?Xn}(dR2OF$C|I`M2CO^n>;EAzDIZoSo3IZ)? z4eeU9*l>8$a)(jusG-OkM+abyx{)Lgk@03o{(J~n51|*{VPRoPP7Is$6d&#U%Ukr& zA0)Z|;Z#D%J-f7?`<3wU1It{`Bgn@mLwC8r!6psj&Y*0Hn;^g0SoTNatc2G#m7-{=CD)=<|om`#W>7%}JH)KY)i6QhNQ~ zrC`oS^JH2VT%DRl_H7#}(b;PqvOh1LZ~JJ-HTSR!;7m8jtL}ETXTflTqsR)4J*_~) zyr%e{am|gby@#%$y4J5Lc}i}9_=9fxr86@#zW462!800o`K1K5PkYN$Pj;r%nPAC9 zO~Jmd3nxz|jiq|xw2{~^T$v_C7vigTy+zOc6U&iq@v0;*$Xv(;L%o0h?yxKdJgKUr zq*PWq3K*)=9%zWk@#C2u3Kkq({##R-abi#H9?pS-YXptiP_mbo;JicMA0 zBuU1@g7UtPOeD9q6XAJDrDi#isD(=aPVF_30t2rOeQd&e)r=~h%qGMrX=3D+K;HjB zkH3s4>Z<{Rs-`@WMj`{@emr2tBJ(xLlv1=XB=SH7uMc?|v5@{8<_)C>6S2&3#U6tbC>%d(?B# zt3wg}&^op&zA~S*YxAq!cT>6vgE>q9YlMf>lLc!O; z6|4xmBzf^k1&eC&9ooGeBD#+npl$`)#MF|X=N_UZ&yzxk7Q;h4yE5O8-rL^=$sk_1+rq(vctgdR12ssm0AiRL8Hu%V%$ zwDp9@h4qKTun`R}ia$gw?*NZPSTYh9s+(iq_QE zdkj`Tt7~%r)yDIC9|%iW=GceAs{}8Z=`iozoOE<8Fz=B1bDcX>76_qu2 z7H5A!X+rn$EE$A@hniXWA~8Qgnb_naYqQw;rL$AiHia~aKtSUA{tX_D6d<&YwR?AE zKutq~;W-o={xkdjIF^Ea)gGMc;wFh=`2z2BUHkEI8%z z@&e|RJ0sg__}fbs3YoJb|3Q*!!-fqoF>BCSCch_^L8F(Y*n@nm;r{6|Xx_<~Kc~gN z&SXXpswu(~{ceok!1M9~kL9svkXWBJm&0@yTqm1bFu8Mc&gaj(m!9m>ee(-D3-dSD_-I01A^^0>E5o}CVf#i!%Xdis=pNnS<87n4*EktvKQJ;C!;p+;>62XpYx zB(~~1Tnbc_n3xzMu+q1BDN;TE^baBw&>!;bQpwx#cT&W_WHX z`C;$zXH2BhtA4w5Gj2Ko;ZM2C)V zy(W7kwdqnccnd4sCX{??DcCbPnz7 zM0BI;$YSIi{tTZP>Qkh0?XJCEo3w#F+h6|@`Eq_dGdW%|6%uw#t zhE;P33KMKn!N|7*^3Ug8jvJk1I6t#w!Wi|_8aIvZd+)sbinl?W-B_LnNV?i%PnLZ? z;;BW8#dnPcd&?i=HI%>~mbZlCqoTvDP*lDP**dswivDtD;>}SCW8mXUt`OP3-;|em z4j?1cY-<$eiljtE>mRvHlLr&asol$pc2Im)ffEbTQ?hBvRz#MM-UiP`R zqxCwh!H87X5#z=q17^bZqjWS@2oZ!o5f#APg4@8j#+` zE9)uE{64FR@{9@P+srO_ed<(CUh_)J!O}JVrLmoDjLcE^y{N=MPcOdprifd_?hoYA zw(h|0t9s#IO*8UGk!)7bQk7dF_U3M|8H_o=y&WQFHalb+m?xyvB&fExw+pRSt??Ca zc0E)QDGHC%h847q8eJ9g}{`c zlN5@msOZ#a*P*7~?fClZP~Tub+(OSBoYFucj ztE<4+ZSo~49n;=;ywS}m{aN_kswdhv5B+$Jfm#l3MgP%0{P0i+e|;EV{Yh?J^nPS) ztSCWn6EG?Nyq{06y4CDwcQ>EZUWB@f6y)HUm9nghgi05sYT&>kyFSm3|5=%$8}(QA z7%+#Qtg(ti0pLGdSXj8#VOmAiw6Q5i;E0p6vm)9I7#^s2WJTZOUI;!O3KuLyJ>586 z)(IXlp~<0CY%0Yco=+Sz@snvbJgLuYs~>yKy^qD{=GIIs_>9Tm=HW{)gg8IL%l0@t zG$xP>E|liCQkaDUI{L7qf(|CqgN>>LlJ|U0E{zuuO2g6u|pag!ryI22?B{kka zN3>8mgc^8UHpt&UkgnsOEvYFmIbHGw3V+ad^?MoR%WKZOBjpA>Ihw{>>$uVGk>J0o z%Z*}e^RChnj$0ybq<_SPuCygwQ>7{@bEE#mD?c(83}%=3nPN=MS;TE)Jr8t;M7ixL zbG*R${Nm20{i~m6bH2i}!|W@v-)-VizlV*#w#^{d>ihTZAv(=~_r!0oj4HWSigwDi zbF+91R7>TrjF^=bELav_R4o`s-SHOF8v92x0;StBa25UPyaP6NXX66I6=c~r6$sSp zTBnEROvp{XDlN4-d-h(R=Vs>1`w!)yE>i?h@UySa53X_lITWzF&+R86XiQ83X}I%3 zp~%}dEw^DajV)uZQd^zn$@d&d85NI2Y98gzOf~9ct`av~V{3O!%w_#dL|EJiAk_2c z&reJ|)}_LBdL$vx2qjf;LedW0_@ERvwV(*t_vKo|*^HO9G0v{8)d;1koPv}b>YK;Y zOF8B*eZgV`44`Iax^Kmdcj0SIm(GPR1?v&XN}(Kt*b)!Nm7DAALPA5UfofGwAuL(b zguPDZJ~lU^JNI~A$AK1Gm5lS`jX9kuciz_5Z-Cx>OAENQ!`E`W z(b}uf7@O=?v&)popp_C{r&qToK2srxlxw|2da17;+4@fZt`+y3Gu^_}K-9bP+qBek z-yQO+4Qvh%B7!2Ypp~Ng#8^D#70W&2#x6-1RZ>SYhPi0Eh?-{WKl6monm7RX;!qRuFb z*RpkaCwpbYf2|T=ZGG0$5qKr)Izo{o#ZLs5q#zq2ud%w8)_WIANDK*yUa8B0L?K<- zN}ufb?}m4F=fwX;*-ru%B|Qf|3PS$H{)jrEr10XA$T6IvpgB-%L_{>Pc->b(wsqo{ zpLhrSvIv57_$0+4>^?<=ZsB*jDe6^b+A=^xwqMC>jW_FxEA zGX5A7{8gw$scab@=OP>>WZ{U02El=u0CNlRvpBZyvtdPR&c72y}6sP@MNd(aaMhjE($aeZII+giu<>K1uElPSd z$SUp(^{Q20u({G0eS?PsQ%kO0yOwe=ihOCcV$bV-^xL*uIAXj*qySqg2Na~Bho~sP z3ppTQ*#3&8(UFuwyg9;Uff~Qp&Gq0pT)$(-V?JhEYY|kO{a>CxiG|oNwzczj=}k#o zk!=54fg=;(Lvy54lDN6rJ`fg}sL7SZU^dkdGzUHWW9Kv&sv>9V9GgllClbhU^ zB5;HZC50(E#kCy8FUeZ3EI=-}dW43GimirQ@s5V4e#s#r^w;NlStLEd@S-3;Xj#p3 z>=f`u#A~by=X5%eq~v4$S?KVf-~Ze{uyC78hRxEd7{&s}&`z2plDbNX%Kfk0CTUQ* z8?4jleBo@9R4XFV)!YqG6eaxCgxQR2t)DoD%tI&+xbZJGPG0M^O;0-btFsLi^oQ~r zHzdjO9=vP7IrmcoExzz7#XWa)K3_g50U{ZM9#xIJBY+~B(ZB4N91MP#(%~@G@IfOQ z}M6NI(9v{_q6)NJ6=@WzkmPs zk*|65@WVbH{yut5Trw3GO{bnMItfnfTW45s2eV1g6|uCy3?zMSEZU<-2@SXvP@;m_ z~&TZ1?y`DecOCgc)Xc=y+H;eEu$W5V+F*PRhy+K9&zIHFb-`}vdUM?w(D=@!H z0mV_l`40UCq$@FFqUD5zlN^!Obh`lTvO06-SQdMg&_aS<%&TtrX!$~%EDk(?%qhr= z?$V`6>${<`{(%YT1%kd$VK4Q!JZ8Xb6pY(VoXIXthkxp@;X zlua#Yr*>a`cWlnD0eKFU_%k*v?q=t6_%+>;0-_Wt5ZluL^`7qMTct}^Lw>m zYu1xORKhqgXOXr3efR|bXH)0T(0=HhWmv!d4WO^-%*Bkr>!ASwWIRmOL6|3u#ez1? zU4Dz-V>kKQj*OwZv(t0e{9yAQb_@*;uEaZ7xd_hLX1F~MMaz~+Y!)Bvqi%>ftPwC2 zq%!Xcj@_WX{#7`>^~CILcu6r~K#*eF*7D*6E zeXcbt0Gdbt-s+mjab$AF$$K8x#LIYMXo9)5F&cEr)*SkXc)=Yw5Re902qiQ#o_)*M z#D$G0VzCU_lLqJTghr%5oQ$)QCcr3#@RfeS^oQ8vw(=<=)Fv0_NSs-_-+HMq~8Uav7_@AY*6%sj5 zb=8+=dEb>kUyOdG?f6|RW*^`yWc5g?=8^qghy7l{6^J_r z6aeGUon4k(Bu1hI7nc$Y?+JBJpP*0*YJ-y;xC={5RjOWaK3+)m((hmf6Rs(9AGoZ( z^2Rx5?cSpI=JCMG4A5XCzXRnLg#yrm1R+R3TtN&qu#$VM#|tIK$HsL3 zjx6DSvZCPqvy6Sa0)Zr8SSP5vC~>jNQEY3OFa8*4GdJ`~pPB zth|N@!oXi`UD%oFFbRkN($467<@%^YG|&sEC@3gozf%T$h;v5Czx5=rZak&C9&3XF zh5E#a6BGrQh@rNn*O$JBsz=f=?am!$z`5q>&*uAYtz1V^Rd+qA6k;|hraj!}barK( zUP2rb)CTwGe`^%Oo&5;G>J-}RV+?HCFhf=jL8{FzKJ9{Xd|MJ`oS#~2en}e_9Z%KlTFHzU5=1Xqx~?ob)=a-*}%oR#;CD856CSE z-o$VJNV+{4q6!SZNL4zO=#Rot;_#O;v+xxs6Qy7RqoUv+DFG=r%s$33)SzNGc6Ra`(KwMzc9f}= zz_bV-hDD{p7N~-5dU%oV!58_PN5r$L!Wtn57{f) z_m@r^)#HaFV^Ac;>%${D%lv6?m99>#y}?~uW>2v~Ur)nXs3LFm68A1mr{l>AFFHQ{ zx;dMKJ9mr(*k80eMP7lLfl$R19&vFk72m!pAfZ)Snvf9c;Ug<;T2%HG1e%T9f#3-) z6r}k-H3A3UKa>w{rcQZiFum_C5FyaJ#6U{4YCwjQV7X)6e^CGf8baZsPr+a9Gd~-S zmUy3ezR9oBGZ&qmZ=y8D-t~o%%6|^^m70b|px%&iq`*mZ$}3-mW1iCt8q(F**?y~V_ovawb%R0cQMNylarHMaz?)v-@>pQ;+e!~;EH4W_R6bfojOo8N9aOET^_=G{|Wcg&1$}p!L4ASG+%Y?LY)6e<1HQ-^Q zR+w?>M%(i7oTZA7qJ?+UuktYX2CV?(QZRraLn+3_4I{DOFBU%d7-mzw*s91$hC(&M(F@}&~m}t21^j4cTxy2`9-#N%>MG8dpuF*YY zwqEz(f2U#o!pGlN%F{0!=RJFN3)B&`?Bc)0&0a798fboDe&NP4DPHZNCWC@C=)h(# zr3mxmW!lEbJ^&-5qRGAg;%YqH#T(7D&mCWyk92IZ|5A{_YE0*4@;IGlFJyUot1scv zT8kAoC{FPB_63C#+79+Gzbp%C+cU+&runuJ2d^9M`E_O?eQ`D-BqT&BhR)?}O#l7& zHQf`8vK3xEpvZ1`tt5+RD!B?R-PbYMT6h&MM!Tc zQwVJyP^G|aq|y8Qt2oYo87omq@n*w$dmaL19Vet7Yp{-3kf{Qqr;P z$Q8`Yws)B>z(xvO2!kdfoxVblPb9ct?%S?&@kU4qTZ5vBq5xkFAgMHGPpuovfcl&; zcVXoPfwd{Nv!hXXBOHZrWA_dJanA{PdV<}PbOgopMAH#Ob|E%{+y+2@_uGkS9mWhn6L z#b14Tp?$OYEr#A(4G0}oVSFLoxm6HdmsE21r=FB_6|Zd%JZv)1_<&3P&!_|WTGH%w zw6!AFIbI?A0uS}A=)1Iu*d2jc%w9jA*<#BcF2y_{rXFRM$D^_zLw4@lv?$ICWWO?; z!5kmJ2OKjs1^1L6$Xm0ak~=%gp96*KR+OdS4Nx7GGH6aY*S^`M?RlpAeRLUsx&4s( z_;bS%6m zRNB|nv9uRz&gQZQaF5`2e^XVZdXkeu`)<9LzMPJ$oZQth3Q$~BC);qyXu&%9NHNVQ zBz`5_TB-CWrv_9tM1GU6!)H^A&)0F~zSwRp*kr151+kx%p;-PXUGjZx{h>rV#Aj;% z_YwJS37y;YqnfYFkbs;^v6$&c>H>ngQ%;9hYK-| zKY#~G9vXTi09_{b+scqESa(u~58c1O_xFU7ii%GF@9x`o;F^T?1pP0-S?IkVel9H8 z)BX=v>3>1OZ{I4Pd?A|*L^F`49ZVQ_F0G8VxL|zH!nb!AH!&anzwh|@Re7312p))J zu&xv@1f!6k>vOX#?ChBnqvc2#QyN^jNxgQJ5c}++w6rwsy+EBfnWW1Oc9*`NYP;*< z8cgUb)G%mj^z!O7hK7bjEw=IT@QaFW0NG`IT%LNZo}z6aKHD|m^bf)LSuY`6AepK3 zalNP0xpN|*T6d)3Ubo09Yx*V0bIYI3`z^EGjx#-W1X&&O^71l!XB{1pQ-iE%E}~Wq z{}wI_hwoeFSXx174?rgJ^Yg#uS97x-#YjXl(kylaBSC*Iv-0t6k*XXm%Xp@gdF_T46?JQC>tEP;s-~b_sZ_q` zu$+)nHm_kj^AxGd2(mMIG%~kBgs-Kc=>~L6TmO8&HmJF=@$on46sk%QYMF#$0pm@? zjZM#@;1C^5Cj=!@B(yvGvKA1qrB-0j@#RY(g+JN5j_FUz#HjFc!ysyOq@TEFn_mC4 zA3t7At~o&?5 zx-JP&IPJ`SjwUKYQ#>sU{ID~%0W7`XVFMGVtuxKc>umR z>V{ zuAsumbOCHr3@d#fXwdPKYd1yErZv)LjQqQ_ffdY)pVGr`YTTZ;0ii!#O2E&AG8d=b zvWx>@p6XyiISlQ|YQ+LaP($3RxaiQdfIEXwZsq!P(W^KDLGwR zV>;XM-2SeKart%6R9-88T6Tkiu)6XyIMN_ts42)1Qv;Fqy(9jYpJ)aq+M*XSJD+Gk zHm4AG?|Ct7hNl%T-Xr*ud`6?M2!36;!pp%%b|=|EvT?$oK&56>L%LufEG z?n2FvsNVQhu8>@bSX@Dv-9Cw`xZy9<4;gKfG9N!h3>>Dui?~W&!Sk_)C9ZAh0K7mI8gqR{C7XD_(fa`!iVVY`1p{9U=u6rIyE&lpJ~H2bc;YY@SRqLf8!cMC-{4Q7RhTO zwqgCKi6c07Iw0e=dm8utO^B$*PsII)!kINK00j^yze0vd+h^n$^H>bAhetenIslZX z`}umwNpSNLF;-b?qt?OvxUPGV`WzU9&JqkQ6>* z#x3FQpl`zKpt?%{x({H*<_DQPVUVwo_82qWlQC4q!>tOpoki-}K4fWM#ebtsB}?RY zSH-!<6sw|2Mx$|>eX2R|IyARi4SrVulYpC zfeuZNx)tQ@PB3fDQb=j|>fx2)_K2Z{Q(*o8Tv*@7rKzWP_fmQz#1;0Rv#kfS!t-aZ zI6Le0oA4gd&%VhA5%&s8G_|}mdkClNL{HZwW*GV>If_FB<|{9J4l&)Nd|2ssQP1oM zbwIvX!~6G_d<`o!jyZwSi@`G(teAKB7dfkGG+FG~v^1g55kls}!9 zP;v%fKLie-siqPtYsz2+L~U!0Qbq6Y%?Eq!jkB4R0e8c&W5C;Mfa76>7sz#+{9m#A zpX7dwAmL%%)Oz^VAb;F5vZE+a7h}pux}`0H9MO?~FYV7rr`z#pL>7S_=!RU?oC=C9k}b+NTlq! z&Ig1SX_8;i)NG2COi?eQl97=iE_ggJFILt3n}->(F#W;32MsXB-ypm4wduh%1WW07 z<$=Lu+2cQNqizB$dGq;m7cLDQmFV&*H^wJ}3(q9vtUm6$mI^c$>4JPCz3?^Apr%iK z7>ojWYN(9?WhU}U?2%}AXmri4A7s?Y_&nNoBzkRW0cpXW^9<5DgHjM9yGh*D;wly^ z{A0*9@5QzX9`*I;G(c@r! z|6LM6A-{>4QdU+*1}u3EPvv1-x3(+HW0kT@@{}|gwn=NM(ASfR@o&yZJ{+L>f9$<^ zSdRVo{(BWdGK7c>AycNxoCi@Ek|BkVA!U9-$dD*Qq(sO(L@GsO$dn;MdWuXbN=3;~ z5s{?Seyu#8;ragdK90SQ{X35R&%XcgIeI>I-}iN0@ArGHb*}R~*ClZI70v6_Q(jfH zILNftdCj7Y-uZgDoydYxrc7^h<3>{L?$)+(r)%q89g4A9EhH%S3z~v>R@wfn011Y^ zYg^o`M9lPTzB_BOe(lGJiHWWKt{U|3(>gu0R%&v)$rGXBKs@s$v+-Vu>C3Ypiv|N> z!Sw6%d*BK=iSoTi+d$RP0oBif&duADn>2JyapJ=f-z|86p0C!5At9V8scK~cArQh5 zVngd;w_{_~yWa()+&~+VchHoY4mMk&a}OP-(ZZ;Gr!@N=)F445L|ib&7^UTooSV* zTO|Qc-v$&OclrQ*dV1?V9lk=H@A$`x>gQIOXr;95^>bih%3Y2btEC+h^cOBS=p~p8@9Q$caDGa*{q#o{4N;)!|qa2q$U;rEA~7LFx< zD%=K~j1aeD2&DOek~ijk%sKBs-*0{Yt{o?wt8PX~BU-e*?%*uDiU!a^cyrHn!lh}g z1J||dR(yHo+)lgQj|5oTmn1g(V}*hEY_S!O!8|*2@#02~I8jhgyaduO59u2CIJ93e zMF6&>`}bA|!--6EUc`BFGkr&A%zGCe?OPGsZvMcX6QkE$Pu!O3y;~lnr%yS0tBBfP&Py>IAX9RHua!0A z6t#-r`eEJ{o_FY_Pq(*M(Jh@-L5Q8?)c&ew7=Iv>V$KZI&sedO#-@KXos4Zz*StQ! z0LbE*U0G0^`>Yf6<&l=7@nh+bb1cxjeC_tK^^pL9w^LIm*{8$#q*k@GOgP?p8EOPv zyw|VT9C|Y$q5p!ZsovwNEo>NBVCl56pzDOw%|yV;xi_8uhgdt~9#?zvX2wsp?4!A*xb2%(Rp|+PlI%{cOH1Be zGY2GZCJxA|eyiQjAR!8NS)9>W_`6~fE4orSC`zd6558%sy&A1r(|f+C^47(@x0NcY z<-iud`3I&*2Og77seP$$wSD)Vi&+QjeuGq^{&IQ9MbmSk>Z3a3n!3+7E*1$s!+Y+0 z6Fy{CM}v3Kx_))za9OPHr_`)xC^(*W((9~00m zFy?6g z4Em^IajLA;iP+)2i6eJ&3fCxPlksU-czU1hs`6@m-2nzGUXZ_d4eME=_)z0cr=33I z1s?MraBw>H*ogD;=F)YDMJ23L;uRUC`;1A5He z5%akR;k1%>_Z?X_C$`o3StHBa#m^IqxIc{5jR!9Z-{D;*|aJn{zhME|t-sG4P6DMSlwPiY% zC)#&x>tDv@85NSjl)!ZIjrn=ku#0Zk zaeeK3@$u?35gO-}!JSgC9d_d4bwqxRx=ro88v%j_nRQ8F?|O2V7QZUu2$i`KhO3Km z#~tjyYJASc!rRRe1hpWEGe13BpRoo52O8Rq0$>%bHDCdw<7#rRs`>Tr6$vdXqrfU@ zl~n_)*W+IH`y=PR+jjDi$gNQY`7wSfcb>a`&)g zPl9SHL;=tw<*1s7RYRcW&)_g7XTTMxD zCk-6kp-%KAjW~mK-1EvgmM9+1!o&fcdyr(_`iYm;^>uA$dwA0Ch}GGfwYQO9l6B)P z-D%z$mVbrm^!df?fR5u9ytyRq1hfxp==K|1f&F8A#lVg1yijdxtrh9w>fECLr2CU$ zvWGtW>yr-b327mm9Yuj{^J&{K9l{fO^nkrn83T<^BU6GqyuH9}6vOp1i=sL=nkE$m-Rrwbph2aUitwY?C3VgHET( zsCNJk#jklEK#!T>S(;k4*dHb=Yej*O0-Uhv$$5RWKb{4bIALw`el^~dIa$q7`wTocQ2bx8tXx08qj~e&-hQy<9 z(@#yg+6%$7kJCdNBaIUK5i*~HO^Le6{CL7~E8RcaqGFbJ=Id)SP>c;Uk8ogQ=Xas@PcJkyZiaef{Ed%m;6&5vw`hj?*$tgFp zyK51JynPtZEd&Dg7KB3`{x~`5hFf2~;i?Kc>84~zk6kP7zAjFFl2omOg}An&`MjN& zSO=t3EN|*z>dE0R;;9W(NNbpNXx(_{u+3OYu3Ntzk0lX_jQ?h7(nzI-0?0y`vC`f% zV!|KC@9sH&{`}ye%WeixIF<+pFPpppxa=O?3vF&PIOAO<-*k?uQyjwCFJK zV(XCni^I$%b-DA8>oYfMRJlS_!R4U}0DuHA)I#@Y?RbHOWKqqiD&cll>I3u|IS=3L zZ|HgOLla|Fzju*8c5Dk;zH})Hx82&S9#A>*02}9h!kUgaIW{g4ByTxw&6s0^?oc_iLbRT7@;G3S^Db8twv@G7w?kechpELDj}(e;5V9 zKO-Z9Cdj)1=%j}2*dRH=xBJ{ZZ6imonj=P;i)YSn{uu}GkNEmD?j|m+d;2XveJi84zP>vBQ#FOljCt_j0dl#(vNj`1+qY>scT`Zf zaVfhPr6#U&oCZ}CSdoS(Q?OuDBlgK;PrMpyDWLFoDb63ke6nsB;8kdaCn7%dwG|o4 z2?1Pjob9xj+;OElO$iU)kft2`{l^$>p6yJf$degL6ks)o1&z+zZAxCOnN5$ds}ugV zkh@cclj01xoZ?feOn-ZS-w#?iyIkirDn5KNXwrg|zqtNK*H*w@)8kDA}JreJYt8I@qI$k%n3FtH;dq+m$f$>&!e&&A&R;(e&`I zuqm3(aFocH=A55T!@t8Nj}x`N~smTokAQc2+6Sp(XSY+~x2{Uxq0D>u~kY-^AFin9^IyE!{x^+pQ7!r1Lz z-|B;@>#n-LavTW0H|c{{5!vwdgD%EO*4h%u3b}ie=ZYV~uB03YjMKl?Bm zsx>q;Y~nB5_!}(?o4>G%|F-J=(wm3?SUfl3(WoexwuKsX=)r?#Yt5LH{?)kklS5_2 zKiF;F@Om5|fXL(&j{n_Vr+8!36`CG$#=ZC*Re{DU&UZ{Wt1BS+<8zG9c^4rESekmN z^C|oXwx8~iUX{*yLzq}XaibNfYh*7uq!6=-vMaNPnYq@gUAvkBoh{U^>w%WIYtpXZ z_?~lNnp&p@R?d1SpN6T&BTZ40HO|l)OZyj;uSuV_say*34%sxqNLW4WCFhT+Jrxs3 zAB*tZ>2;?5+}FgfJ2VfSX`T~phTN}PqsDZTA+2Jnk9g6edG(Ule>kcH@%1N!Cd57L zwx!2~OJ|=R`hrXMh^mgl(ihjl`wz6Ls|>TWyu)d6C-V65**A7?5ACqCqQz)SOEaJf zk$0cE)GCtq&bU<uF{d z^)Yk9X9NK5cvk!~6PN<{o(7TnA(wIZ6!M=VJO4}$VI)%@+ zw_nS`RC~E&QtG$&1Z;i5zKI#xAa^qDO~-a~3&D-kl_*T-Q zo5kN3>$h#)xW6*ujAb?xQX{7*S>5!%%yG2Hvd%5zUH zqP>RFJ%3H3J?c%IT6U#?lTIkmOkd96kTaI!s&rblv%yRq265deD;$Bzavdsz4%8M^ zjMQ5Vu#FG-&?hwEa?r?j?OKn7eIs>8)eIu=)J zV!c9w$GEP00t#NeI#RTzNjQ3+ePva?9(-Zcw8tC|fJ)IT5q)x?4XhT3|Awj&f(}mtW;M=&dI@!#8|zKQNOs4dBW7wr4~zRm zmsZqeV+Miu$Q(0qCMAY;=n{>!t?f3i4&9#L=F58IS6@=-aBN-zh+U0fE1;IP_*B^j zsXrLr$kr;*tmfsYsCn0A3u?}^rVHyn`bh5KwQ&f+r_WrtxV65;kLeu`gk&G-nq7ZW ziLNPhI1#TS!?YK9ronis)L!oDmJM!QG3F%O+r@< z0sR>76^Yygn&OH=c4}z;#VfRiecd+k-89Nu=|86n_80-Wbz{?DGOkxNxoKgFto1}> z8NCO^Lyn~8$s4@9k`hkY`_!K1-!k$_;`0Ls<5p0|_vq@5F~ERbK|fv<%_CW1qQC`zokQT+&Xu?;q`9~G&4&T4>H@ggEG#>ZUt9;;#+2W`yzloh{n2+Pw{H?RZm{3q53Be+GcP}q#&n0nUH^;KwGf9;65juLrI{F(qWJ&T!>SNvbsK*Iy?d3M8O|8TTT- z*z7nN=s+DGi_g8~I5+wx@zwLqM|!4{Bgb#|&=0SCT zkL+;F+jmor4)ekA4p0?i0I~#y^4xSSx~#Ak+O_$C_3Ll{W7&5bV4F5FnQz5&GynGC2d&pw z|NV^|FkBOmEY^ii-bn+expOyTsG!7+s(Hd2S&tBunY)5?wi$;QmRaWp#aptn%^d%v zdb=LxW8zsgt#FupiRgpP@5#O*8F@_*jAa8!v*p{T^t7bAdirAv>;D;7dE*9|*(hfh zk1FxiJZW~9Q6105oSM}0(50un<_}@niemLp@o4!BGaKzQUA9Hu`ri9jSZ<%UjKm_? zzchnN_w(;J>*H5n(@MqvyisC&-zEphU9eK7&8^nB@tzqi&w_7PzJj`3%-P<{@#8`T zJbW#XIt#CL-@Y#*t95!qng|cV3wFhq74@6cTVK2OrY1(TV0A;51eV2mjgydUX|f;6Qr|b`)A=oaMW=n(tmqL*q@o-fDMRt@qlpe&T8kjzRjy zV-h!IpX)Gfb!_hMH{{=^CE(6qFoNmuU>XJQ3LJOmBN>~K|9)`P^oS+D+O}`ssoFsK zTAO;^+IV8XPPb*jTjb3=m1AzC9F;Hi_Ou!W?8!FfKq#?kiX`{DamuvBWrd_nw?KUf zqBEMe7~T5zqjt~z9-fZ8Eu4$N9#%L0zB^`~)*M)m0b{KjulG`~QOEh%z;Pe5__H%- z&Y0k~J{kafhSr;&)I(EimgN-2bXUIoeNA7!?>4*N6-$1VtapD!wbuF} zjvue@(Cc{r-T6+>I9?SFkVF6dbQ%vSsc&_(^@u6$hwm8n@3%4wsx`6S%294LEd8V3 zY|`KU`h2INz1+tC^+U~8ww>R8!YMWfzP4C0K`1@sZKgY8B{m9#uKL*vQ z5_RDocl_^H;Eb)e?^nLd_KVt&PW7)d5jx-Rm(6|Wy?rZx?aA(cfG}!H=imJII|R;v z7C15N^?fkKq`QHGy;1}^*0lQK-~C8G2!kZy*LsgxYYGkP_e-nIty{McA$aHw=U)@F z5Me%Mo(&_~R(_P~iiJmNcBlXTuU`hqZF+pOjn%H&>v?CZ$FY{ffWEq9=!D+WsJy-M zW$$`{0L9L2JYi)M5BFcZnD}yFT*%5UJV&P!H%fWrHm|R*b*+37HkN1iRH?kAxjy|f$l6-2 zDaPvanh~qr+$?SD z%dfD_$YEBpB)2giaTcpJ$3%*zNi2lU`pKl)E=8b^4^Yf$Loy^lPke z@-x2HYgqHCIze^vV*MM3>sSxE`SysBNA$-eK{t zKZ>Y5c2kPl2XEeN&VRpIMC~V9d9gN+;1>8iu57=`P#m=a-II; zYU6GSgX*8J|5s1+UpMa`UxsyVA&1&OU;o=b`~Pe;#s2#g`S&;a|LWHK|6lKa_fheG z_u)?5AEo@)8uuK8QMw=tXoQ1;f{uXf!TD@M@#>d%k-XqG{PB8?8mYk~#MtcS!-sWu z@BTBSJqt+xgzeKd|6WL~pNM`(RMQ-GM;EW;Pro3VjCuBKTuvdPGY5c86m#SDX5!c{ z22XSZx~~wyuUFi+`+CE7SWc<&pEnC!HxC$BW;4;^@x{_yMm5oB6VA(Ll1o)ZFl8Ym zytH!;`i!~1SV;Nl)r6+K0iGfy>SsP31zTh3RdR_?rYyf4mqTE?=0CRnu=VtvZ_){< ztoSd=WK3;CRYeA`|0pThJQGMFblk~CBCi40b>M5yctN8Q1E>bqR(w$<3+_Ll{D(t! zMJu_h{t@?=O!NHD-VXhN7WFWox1v43tq=ME6$L)LdIIe;4+zw^;Yfp7W1C26?)Lq~ zY{dhtO6P_s|IHj1|09~juRk|4K~->St+!%DtUQ8#gAk{aQwoK*@?vc>V)u})ZRHws zdXKPf>`~Yb@C8pD#p8FtIPNcB%)5QEZ{=-o$X$|wazx{!VDah+lF{n+yS-7L=e6n7 zsV)G#_3GDGr4e;1qr1MoMRp-wErx^0Nb+zU;;H7odh_i)?J$&*3BwAm7#oaMy{L~Az$i8D?n)&ZO9ulIepcy~9tR-zs^*l*{tRCO`PkO?K8&6`c3W&%CI9%Bf z<6&!zopdibxsk`)={|VBDjtUp9ZD`}4x7T6&iBI$Ey{nVhLzcR<@c9=jQ93lc(_I^ zOaavU4cXVC*JNNwi4=16dYqaL)hxVY)RQnh5l21;k ztH{LST?wECK6nryPdi3A8{45W6W!-`C9Kx(l%(=4Y#t5Yu>l>xYtY%jghgi@CVX#c zE7FEgZo+dC7(X}%4k6vXdCx44|Gs6Ri||#D=l}b)U5zB3Vq8Otez4a$%|gtkq7D*O zBR)h9c+rVCJOQS|R(NG9%4fz3>72@!ui$9>ce4C@Ee~5?tyUu$3Zp308=a?Kv(0e@ zKokr>>+LDqv#K<=;nV2S29?$a^|H(j5Fv_`gbZ_P@@t`FMuBDjl??N9?Z9Kl?&i_U z4xQ4iO&imWy2miG5b3h;h7heV19S6C7-{#&we1%qIws3^GuQk_`qV=jMIv#_bIncu z0<5uOMW4jO{eAdzXuY>^J%xbOW2u!a`cMTL)xYi!XMq~uo4MN$o(>2P50|@pyJ6)8 zt57mro8@d`b?}>kkdVxCuYc2Q-n=#fWsQ~tUM878?$EBCd}Zmzh4}>b zcDXkxy=P3G?CZh=Xi=~7@_gREf8V-j>QCuiyRBXgayuh8a843O1aB$?FFrmasrh`D zlo}D%t#_QI148DE4M+^o7h~eBf-*+5#51YSlD8UE)0R^j`U?Mr1qj!AZ&U|Y>*e9k zrnE8tV7&V0w~o^4rhTi6&r&7EiY?{vcdN~Z4)xhomyX58Q>RYF7jeyPnm$GoF9w(I zC#+x@wC+k%c6Q>ywdc<-+3wnHH9Vj!P!KL*BiBXqsbCSGD1Z$YeIUx=)TgE$EmA(v zc36Z#AQFC6Sj21fhSMo-MGNm(N;y^dRyKC{qzmfwJH}n5g@0XUcromvAyD+_wTRl4cXn*U(@!D0VKvZ{rY~yzJ}^vQ z=jN(&B=SI-u~wh04B!b%3s_Wba9%^F6u_xL@vfld_CQCQlk-s5s4qo;)s0$!2s9X9 z5z_+P%U>kjJzBBtUGO5KJ1g_Rthkq9J*H*GxlYXPulV*}4+Ch%bx128il(yYJr8v@ zd5nAo9&2wG=l2!aD?1+4aLxck+6YAjr~eW5YySK*JR=9Lb2A9zKB7{v>!zzKlcmhv z+^%I5P(ax{uieC`DlsAdn)S`k*BXvm*>@qh<4|#kPPRuqz7-&_DZI4XM+U85npyx* zwTMV;cfO`t_3GI?A(;$0sVdpNs?zI8}3dZ@( zT{3l;)u79xYCC5D%DraNFbyivAd6)xilUv@8c`>DMZ)lFi=flY;oTts(^gc!&;WY7 zt}Og|UERnju~tX@8Yy$9CZ>Tz@xZ-7o&&)WL&pZI3(pnU8i%uHuV24rMyj^hOK|4s zoeotwLdRuPA??866$dizj=VreiJTGOdBZZ6*;-m`7=>m<$_ML(C62&c&H@ zUgi=gn$NE;@5YHNR6jA@%>N1*9A8Tv;=({2pvAvoFSA*n?7e;>W5n* z15WQMj4-O46GDRt=E^ZneeK>04#t=k9F$>Y9KzCO7OE}2&TJ09`Aw3BL+k*4md%cJ zOB>u&sZpg@#n=`t*PU}$O=>rKsE*2e-ZN+>NP~YZ8z|pN2 z!Xm6q5A`0I65R1k&R3S0Fo?>Xpow~N67(@P4uowl0THi&<7XB?595^RPg}YL zy^DL~0W!*qkaLTDMvLMWy9KCfkVc`T|<8l^bA^}ph^lfg6)c_M{J)=$2S79W) zilJhUS6st0bUkQthX(_hU&wIUmVB2%JM^H4RfoH22D9+lr%sT&qknzZp(m^{e8(8X zYi^%!RnKa5t6;owKnrfiWm@&oap-~zGfxwszS z%5#&JyO<8Lh3#=Nuqa+)w9z;@Wm;Su^)pY6rcb4+T*2C+w5jU}iS^*~T zAf-<~WQ(>6GZ2D{=wJGPtwNBlhmVsjw@er{VDe(PMU1eCtGbHE?DnfD<+l%e>1-#b zF1r`PpeL!WqOjo9iGRY~A3Q`UDRv{gK(E`xV}>GrMpzZ}OV8Ec4b_Su#@LLMe2_<~X}&BbZuR!q`A(W;4J1Qnn8GIo7QO|2Rz|B@wmtl^kO^ug^#($Kx+p&ND zDStjCxbMnS@qeJO%$Lm*2C7<)BXbW0=mFm%g3QDbSa_;G&*3;x( zoQV7W<@0OP>lf?dlU9mP$k?lg%idX*_qNP@2)#Nl)^Qj|<4)?P(}lg`ZrvJ`8ton( z^Ya{M)Uy*$um`kR@Gd*M&E0$Ve4Oz5J^6ikA|{sMdv@$-t>TAW;j7-Qav)VJfu z+1Qkgb#;yEA-oTG%Cp3kvElcyPuDrf{qq)nWf+^*MNGl>Fe)l=u>i?)33vM2ei8VB zgjMI{uyA3wUz~sSl`u}f)Wa6Tcj$!;TCX-QVG0g#9U%a|`x>};K+5_7Gar;p6`xH< zIJc2g*!nif3E$+xHUD+tp9;QzNRVbkT}U=&2V zC5&)3&wciu&JzP8eNUb|S=9tHoI{RIPNyOdQD7~_QvYl@;jBk_ay7gHT%dz@QSoDL zsm+adbgXPHik-kHixDGsN|$_B!56w>oqjbxk#Q1+@Rjmj#d#^C?FSr(Kk+{hseu zQ3Q;H|1>7`^q()z>8JHC>RYPuGg{z@BsD`Gxt7DKdRH%&RDjHud807iAwLwN}D$JR5MZ|MebyA?VRj zG?@EDPqGq|?|tUtyLbm_$QODt;v_BDgY=`th7^*XKnOyK6A^uOdGlt?7Ud>&+?5~> ztQ-qsm-7Beu+QEA%msKZS+x1^YPyGw2}71QqnQ<|2`5`W#>3R)wCpkGk;$LM=-cFI zCQ8jokLt;W*+7M##hLfFjrGYQ=k3EskCutE2Fwx$e>uVyfQWMs(%cy)z)5EvxBQ0v z<1}2RD(RKGj|{8al<8-}_~fgI3Y%GLx2c28$9s!cOOda0_>z8&Vy}&=y)r|+{_5Xn zyFX*j;F`Y{a*0h?eKBE?up^#~1WRWoK*+=;Y&!?xTBmh!H8ap;Z2^(k(>aG6dP|@g zn(ME~OMajQIJ2sFf%4+^24NNRbvL3CVX$zw?+&O?T~>;43mur4vXiC^#9Cqz40iDe zlh{T>Uw*VaWUNK8Bh(32wIDJm5}IRnbLRZ{r$1VVmbCAu&)_FAn*(~fJ-N}0HMF4+ z(t3c=9HS{sx}wjySc9D{X*?%hEHojWN=^lzN!N z{^`%laq!el$*x{gTXFlPrAByt4#`;RW~4K6#frxAzaPNIZ3INS@)%uHy6 z*_I;1dN~!h(h1gg>W8hGJRq5u%2~ESvf0TOHDKq+{gicy@5m9(Z%M5;YBX6#%$yFV ztb=vPmgn2LPSlpk^c-mR=+uNw1l{f|;{agOH{u5W06Y^m8k+iBKx48uu=@Fos$X~# zkV_B8{(|PM9pF~D`AHcCtB6`;rZWotpfmaWUMvgF-pR?A^(4cw7A;+RhcoFj{@M08 z8ZchMxKU@@BWKcOBqBX;^l43@h;{@a(}d3os@9x^o%C~W+$ub;WU_0R>G|Xq9 zorBH}{n?_l47t3X?$zqAh22v|&vm#GM3!{2%jgCBsw=}7>ttiQn^^Sh)Z_`Ox)Uc& zvcU6bjBPnd#b3nY4_^a6UAL)OtJY2$DY{g0BVB2&#GIoHo207S(<#;FgEpphzY5$d zb}GY2y~gbwxU$gkOL^a8M+!2dyWs*dSam7BQHKwAZL6mjYS*Z7Xl4?oyoTBgIPg&Vh&T^{w-HN$56uJn3Mj7Xl^Tv(Vn zHD}<&9+4NL?f1(GvExpZVUt7%Zd_~eFE*FfZg%yk!Y^O8E5k4gZ1goJV&J%aQ2;L| z&-LEXxw}7cE4A>=?v;wiH)dvZaC(Om(r#33Q|u=ak!=tq)*O@X8^P7DM8D70Z39L) zJZw~(yzS#)&ILPk7{22hr|}3yj~d0Z1X=<)62^))C)(U_EwXS_f7H`-2qkZP37FbW zm^OOK6G%x7Gdf)&BHxgRyvscTe~(U1mt2eH)$~XrGxIF@*<$|c?v8Knx$IB*8sgom zyEw8Bb4o|Q@;z&f-t3JU<9e(v_wv%)OfWvksd_X%-jc>$?dmys6&4K~ zz9R?-HVnV^tc6e7nr@8x8KO7*3Drki+Sp{Q+qrvc71d_{9JMFqoa`4wjVu{ z51XgH@)z1YQi29wzb+0hdf>OcCAIOx1I9QQZ}-U0Pwue`iP*K22frd}T7~x>_8?a_gc67>n^~yt>eCC!{Z|NoyxYyhc z7|jOT85jUunoZ55{&nWPrRXKjMA}%|*`UA)j<(i;{3yI+h|t(ETaq|bmo5Mk z=;E~T=Jy5$JXCy0XG+ATYyQtL(hvi~CuMAG6%2diG}xPE++_}~Pun8`yvGn;KMF{uhO_F?L%SHMvxxicLz`*Lfga7GEK% zRaK;CfZId(nfuHSqPnPlWZEIgSgNRL++>lS5%UUT-|z)OSnAZ=RFPAAUQ*~)moHd) zy+z^JHbX? z>{+*x#n-50)f137tQUlwA0VZAKB1?QY!1Zn8EU27wG~$P_cT9%{OuSaQaz0i>@f4` zquuZdrNtsh29rNXrfLCR5^_5keQ$blL3mz~-yTK<7Nx*R8M8M9UXer$_Wf-ZriD7aw>2=R!-|Xz{3mJPt9=5a^bQ7?=2H+a(ubRqD zhE%|4E`jrJk-!u&n~$;uj%nJFP7d9?r7$u8+VO#baXC+If$nT*RFGIft?(u)pI?*~_XI?kM9tW<`{ZbSx5#)DIhU?tBdsju_jm^#k=RcowBH{zVN9ctlPRW-K z8|KFT{*EXg;57#Jm^Ln5+aU35vR-t=({*!@Us}{IE0n_YPHgPFmz#S1{*v*h7T94a zVsqNA32++$*&Mxt*6w%XQw)}-Ymb={;rFZ~Sc6TSq62%3?+Hy_n6I2nw+L0Ck#^&I z-#`oqu&JS2+Iz~41)clVAzhkr^=0n-+_&%E;>>odeSq6KpxO(0+Q$}XykFD*O>p@B z)UD_jwGuC!-Fl&2$!b;yIgHq#l9sD6Ucuw))vFn$J6sZN-htTOB!69;KAPJaxK5Zv zK?aRZolyIuq=fX`BEhETi5$C-c~`IbwH!JsAm?2CX_<9vz!^?OP#fo&x|P-SCpIt}L6r8@o?1ql-U8i>K2R#+@JyB<| zjg;n{%kD19WtY50vl0((=Cok6Zau=9IW)%U^XJzhU8fkU4yI}_DSgDAyjBr2pB?}B z-0z-o?~;`~Noo>9JQ3s&;7OWLlYEUFh*i+`;ghr`Oh~aSKKkI@woqMZhuxwALh&(d z`0zngk<UnssX|{ZPY2~xg zn>fYXI$ihDMTc>w&$T?Gz92#R!rvStU^PAeDSm4L1YZNDA^Mh5dWEd$(yv!;>SWXv zCzg2JqzFb9>j@q?9fUxCkIv4nDW+?7KhwS!)nOuYmc)2~dbO#Z_U(F+)Gu09-(HCr zj4&~L`%)?={XN*&X?o-)E#>0X9n${#!}Z&+``8p-A$f9}zUBRF(*ymMcP;;sUDvHR zeYtkedH%63X&2^KR~RMcseNx$`oI^4N_oNah1h1!4FE)v0ZWNFyMx`w_uT!NXn$w% z%8ka|SfPM$(+K1t0V!ZxtF_PilM{Ky^VXHx|zYouKzl~sw(1VtW2jTA)#<@x8e20y8f~Ch>KH4NfM+z zx}E~qZwRzNH~1K|Z}seU39--X;5tq*Q@i|-0;wzv+`*I;4-V2SG0a*sX;RYxaM+Q_=h-cL@!SdV?4Th-Htu!Lx>HkR z_Bp-&#|^cW=U4O_y9dV@zzBgw;7zhV)N3!6Qx?=$P4{Zzv3T?Wn)T}GhESOMFs|ek zcn>m=$e2D?kc-kFxkqI$p1N&*nXg>VfG{!j#dQH#`g*E;A4eINg?IKxF1%7>r7PexF}TMW=6RH5V#9Naty*(IhRO%)kB&%t7yx&{Wm`k^EA zA4LN$#W$}?`uxvx7rUCO1vZ^DXHEw+Tq-C~#NtA~V!=v8C1yAo)0e9TRb}wZM#4}J z*04q4+@cxC6zCw6x~*I3zLkav92l3bSHo{yK@10BW$=BWxK|o1n{N2$dh$#83IiqJ zHC8@@i0^`MF_b&S@9tBd)0K;=m8ltvik6F1-+YVdWNKn~_WJGHjgVQ|Aa_&@C{A~o zTJVRB=>mkJjHWQd=Xo>oOa{`|=19c{|p zFJJ|^Y4{mm?$>E4E1&H#q}|jc>zYi=u9UQwk!M(pj~XiV(NGB%hy+WglAmA3$fPw$TQh|!13T7r^ zOj&kA)q`ddHhUfv+=0+Tr2mqipD$?uvFlA*X82zS#6;xChHitC8I{KPD;et zY-U1+#ec-(ZX>rno8-*{n>@riUQ!9Yh>nn)-8PzZ>oQ}bfm}CpBzYeV!1P~A(f?LFv)hgPO{Sa9|k^mWp(|2q2UnH-Y=^4uBf* z8H9W~Yx4)Q1!QKmz;SXDNN)lEKchtV)ZO<|5Z;Q?%!+!=nr-1U4W#fS6}d&W4OX`n z-Q+8J5Ef}oa<9E#-2eUL@v9j&*0?Hdc`?=xn2%*O^r?wCt~{iB-0j+v7u6QDP^+qt z!;}}bCvY~!(iM@><>c+EoHmLF9blQcCeBwj3nnA4kTO%k0l;9#x4q{)QW#)sWzmt2 z$VNIHGuS0G)FlO06buT6{7CrLfG#U}8Evccv!9)Af3kDDbnfP0O)IG^hrj-}_{GT5 zIe-nxsXd(#a7l;L4Zj;1;rWH@C*;?liT)$AqP#k@Ks=`|Nfl^V=0?))ZX|#q>(!nw zLAyyb(9&NU>$m=Y*=JZt)POBwwcj0Y>o1cA?7DpR!|xO)h>8)ztmaH$Ftf4o|B>zt z(ug&VoTt0yT7AsVm+_EWbb8l;!BPJ!Akr4@q__!Mq>1Sz3qOYH%lu(mRQYXw&5ZKF z_7hV^kNl)Fxo;Q^0k=p%SFs|LOq1i7mY|9v5?uXX*&**8rqp{=bPetdWmqO2 zuh&kqS2JpzXuEn~W&5=UiJCuyR)7PBK;xg|u5T4sRjp1lFMK&Qd358id}M(b&Q5Gb ziDw$wo2oOLC3=UHGCZ8|*=ewN3YeO`+gelP} z>p*zWEM=&UDW#;rpU(|~e-X7Cq4JhPA6}9#aYx95WRo&III&4BruuDTWs9{I1Jzmq zkk`?@y5=VySgi&Om^!oa$^On@_8i^jGRSYw*LDGiMwd_RdYrBC_R7JiNAJE4b(}YA zN9Xo!wJaonume#s+7@Q}XnyF_y?X;8tH9Wyc%qU#YScFOZ*{x~qk*Zb`t=|34bYB3 z&M)kA!T@SybTe!#h$L0SqcAnHqau<_vaj{$&v(b4Oi%iM_YmQ~g4hGn7`%ETOazj4 zB2??(eb+!_ptBt%n0EjbOD*=^yxD5bBJ1O9WC7FTXF`^esh#v41c+DH(!crA?&~ls z_K^%TlHoQI-3Siyi*@RV$jPNeKo^EY!(kf4pS?^^H}^hA%9V|vMEqsY#A#i8ymV?0 zE0+aJue4a&asGmoTcnYT@VgNf14qAp=IA}JqFj3vx#*A1{Ho?y-4UCEd3HnhwvcxG>YQ6ofe0o%T73wdrsNM0)yh^!Edk5C`n4 zo7@s0hj$^jHg#KObA18;`rsoW#<{t@OqTu1=g5W#Y)*zT25@QDJ*%lwG`mbBBKE;n z-c>kbPgZ1K`716?kTStfNPfQbMlvp09$(oEQTeWm*318Ke;|ViWldzH5G!^S98Wkq zetG}>KaC#@52(C7q4S^bdR+7qyrUTz!eg*ta)z)e!jNJkTVJkga0kp!*s*`v(tv_x zQj-iZ>GTvGau)p*F)$KZG3IEH0bY^FbI{ApAXsgp*D}YA=ASn5T5SLWn8@&K8We~X zzh3+H$Eboan%7Jd-8F4j4268heqL%}p-$W7S@~A%L+b;JnqOI*GX{!~;k0L~4qQRjMjwW0ThM@wyA^8 zLH!+iSkqJ$MWS_xhKwuW5z4?kj9H-Q>hNE}A`gXp4IG}h(F1 zjI9%&{r-=RCY%AVE3kgA!Y*;KIQB11AAf7huv(%WeKWfuL)3P6o~X(?5sWDVBM59V z2+@*_!dp5J<@KKr7;+b;a8Pe3d}3CF;ZaCe;hkt1Q0B!_7b*(pgpkB!f+@JP)CjD5 zbMjHLYfHPat#8XsWq(uyXtQoy$@Y$WLvwQ*093|T$jE0!NfdO6%tnO$l`^NwkI*Hz zsDDcvaI39wudy(o@i-l}1I1!hd7A9PeV2pGHaak60@5d-OiYq_E5dqfqbuP1%yw+N zdv|_g6qt8){^r2O9Z3urSXcR6SQsO=!~XPxIx`;h9+iE=*kIuLWp1`_f~@P))Fh!a_B(%k4=qXqv_ zNNJhvtkhS&kj@pF8RBFUe998**;t2uZL0o`kosog`Z?8Q1yW zzZ&Q!Cff16iP14+;sUb&UXxo`!xoAMtf!N901TrP4=DY_&9A5I%*;mug~^O*dZ=)E zE3dp-;xzYPo@{75m2SzZ3!HHu?mKqEr4nE$u*5AO65mkH5WxB;qVK zP2zj!5W8g%ID{tV9`5BO)uEOtif{&4W9_qREe6n`bnWiqT>0SC{W%+7 zb8Ch4SIIYShO{K)-;1>;m7HDln&xtoMAXeD)j#zVQkx`i?K(97*S*%XDi^RX=Kv5_ z8ei{ry=^DWs^~m> z)+|xG!INd8x(R^%7}oQ(U)vp*%1HxY>ZM=p1Slv|9DM$JS8VFtGn zw`Or%0yx|}lfnUO#u$=jjBh>J$j6vJIONyl&^bh++frkZ#mu1Kko17;291Xlh-6V! zAX%@y(s$?>y?7r2je{7_F*h#EXK)EQdmH(7bXFSPFdYrY5&CW*O&Yd_RchBunLlL2 z9~A-a8U&5?mo6<|Q`Xl!QGgLj`(WcnVau6LC=rXa1Ec1vdn?GxLVP7=24!HIY+}nMFF}v zx;PD5;L9kNS{QZV2Bco}fro-Ux(+p%DJM52nT!L`Dc;sG5Hl<1PcQq*jA|@T;$7A_ zJCpM;&4pp&)hW-lz7h()FjN2+4|ev*xmS5F0H$n?1#ZTe6WvkqX2WNr#=`je!jpIF zEKLFjcQG;=tE#KwM;178N;Blo9ox1wSJmy?uU}r|6fEGYnw)@nKB|-)>#z;J7+-$X zHW5-Ax}>Ez&V;f3)Dv(m2){SYyyPRfF}-+5Zasdka>}?iQB~KM{$`%hwbiBLMTZb` zfk~0c@ZuxKmpd&cYYON}s9F624e_M)eF zth~AT3rt)16X@R;_D{2ezzSpG7qy)FS4tl!18`uEL_VNkyz?s{KOj8u;P&mUaC98P zDsGTqv$|`C3Yj0TA{Oyts3dG5pcG5)_)Z?qO&0kWZZ3E9S<+p@{leb>S5Q1e--UsC zd5FcW4`0LD_}m>8;KDT0l+!Fjby4oPHZ)_wqlW z{Zvutj}M^{LSOFUMa4tn4BuC*2IyYYz}RGktLy&oYi1_jXV2#pTR{s@3NNnlW_-Mb z<2@PoCru1`t1@YYE3w~rM0Fhjvf53~AjT_iq5(mah;sy9S`W~F``I%sPPUM)qYld- zk?!bkdiR1mtxSjHV#|=)m~)&P*(^?Bhfx8K3pvp4Nf7zy`xociGZ)K$_g|;4b6n`B zYcP+n29E-x;|Q#1LJgn*o8m*p)<$HZzkw8MBmHSLF?ocF#p*aE96aXj1*%MZ3-brZ zD|rsEikb~@BU0~{HW31|gWKA+GnFPM>AFCE5XSSaj~ZlyzZcb?_1w!lNQTABR|bAi zAg@@_y3N(ZisI;s*ObBcBeLpiY8g|Nkxz2$pfee4K87qB8gOlPggDVgc4kxC^qn?- z_TB-jjd$asf2K2qAXH$nfg=@o{r>%&{27fV1J22Hb0W{q4Q$u}!lIbI?E3VWMxNlW z_+&Mrqg+YU?|SvL08cFbw-cO)*Q(5Jj0|{+Fr~-joMZSjYR1SpN0&{c&C+DcAlJDZ zs)tWsrwZ4JSR|3Qhk!MGr#)Th24nrnlP6!J;YY;0P1>(r6c=IWYDtq7JEm~RhzWk6AzB0pKBdrX|=!G)m~Jc5e>JriazM_ zdYx$B+VLz51+(HtDGEt4%nP3!K|c6)!qh@V6qA;w13Gn=)w>lSybaq2);`SZn|$J9 z08kER5#3o7XtiufQ?4!!D|M)KttK%FZ!LL`J=J%Onl%SOQxt54#hs0LFwQW$M!8QW z9Tvu%_(DM~7-PE|W+F?JVYM{`k;D-u`00(|aEOdCZd^}kA1D*GCtWx(?1BC<{c%np zG*l+2Ml^t&P9-iOf8ys>!|Suz#ggk(ytbB>CwO%g1;WMAM=Kg(fy2S?9c_N2{;UNH z1Sbytr9*-x5FS8kr`j&{b#z2dMi=%7%mOi2?A)cO^uq}J!61g}4IfO3;J-EE+CQ?5 zDvAU>5)_G$$}7$a%;>G3f8uaa&JBz>=b#&1_enZv&Z1vGT`pg_a*Nwan~NME7F0|$ z7^eawpxip=C3nI5`Y4-?EdPmdjx(Q0B(tJalp6bEIY3QKc9}FS=gKHPXO1mB(tbNhka&t znG{(sa|z^_J1ohwGw!PQSeVgF1|)(M3zWwZBP_xhhp359x*34E&Ja)eAGs$Z3~){h z&f)9bk|c+3COrajFPU`&Hi^-c^`Y|9SQahid?a&VevvW6yJKg{fbc{y3%V_bq@WST z9|O)cN83<2{AtS2T@ibdL#?W~qn zgV_dRHG`dkE{lm$#EcxH;l`mWK{ABP$?-vrVy)3VB#|H>nY6Pn3Jl3kS*<+^cqI^G9|2=1FN%H6mEJgL8nj`<23>MF zq5|B3OR>g9(v+mXg{)JUtMm$`Is>;*9A~evdbXm1vPQYd6Z!Hfy`NIAls|rjK1B}Y zIK33qSe^yh>{j7sO2SHdI|e6o>b)84bLp6{3uIO|p!3yG`wWzrKC2mXrYpbu!O-4_gYwYE1;}mZP6F^uX=}9zkaezh91i!#n5o z@uWr4)Q;SPyBFp>MYmt4@ch+l^No{;<(i;3x>q0cn*GQeX`V;^_vsT$a?(QoTJ+BZ zv;NnaMGht3|B_4@fFHxg4cy)FAIk)0WF{?%hB(7uCuDbNCA3ox5-4Tr;0)aN4i~ad zc5)!qXD`}A)%#RsZT`_Aj12iz@%(DR=g9~4w`(4Wt1 zP0f4u(6uPl>a2ai$5b8fbw}3OXj=Jg{nkQNPp{SW(MCD>1>5Ws?>kzg25m1c{$u6d zzD~CWXuN8SV z&;02At7y;SF7NxOT`(H-aT45XMOX2nubRAIl*x-fds&SipWJoLpS>m@TXRnYGZpR` zYv@VnZK#)pLQzwZAp&<$+@)Xqfaztu!Cri%x-x?ZHFa92fdi*0^}v{>rub?b#?07 z-pupc z_DkIIh}2#A#(ZdTNxAjOXH(rb(INAu6zr5{Zf@Q&O(a(GrCZ$d-m;}3H1EP6_xD@2 zQ!ycjSQVK$?}GQH7OunIFEzf@Ys&I;7b(S5J=m*ZUsoV;JD>URYDCM0PJus5;R;k$ zoIhSj@s^fS*C|n#f30TmbR&y@?~>{5t?qoU`SKdqrxsisy>w~h3V!jAi_^}|@Kkh( z+x|1DurCz${gUI(%xgur>$T5=FXfb!lw@W3bZdlPQUqSytq=2{b1rjMMx3ur^*1+Z z)x#ofvyXSfUiPlD;d@f_0*jWb0Qd()r_tF8`}19&-kD1t_HW&}^L?kQmoi)voDRSp zPR*O&_osnesIAOm^X7;R_;q0Pz+aKKqSKI|`uDn;%8VHxOf9mTEc*F#K0E(~n&r;B z(sygCx2QL`hBL`_EhQ`L_~F8p2P;aWD;g+w8jSwqXy;Y0)>f~oe2LXr=v8;X4-*-+ zd2h|zeY5>56-k;cT73GRO7BgJn`oUn+i2g*somPPz5DTMfp71OIY}h}nE@lu3;l5$ z@ne)BO^r*@PJ;)p6RG{ZHDa)>+%a!FLUD+J%o+RY0mKd?lO4bNaUA8%QKw&eTU!ja=`4I zoE+aZqf1M}>mQ1L-h092?@7}Z{5fqUx{)=}-6t?oZG!|>Q{}s1#L3f9@lFT8|1LQp zAIUDd&@9`bRjXDl@+>SYUd9&9t2pQ!+axeDGICIK8hz>wdc#}y=wb6FC#Pe=sqrT- zzu7UOsv;C6`wNqFmf9_zU}x7^DgE)BH1H0o(XNW#hejPgczgA)%ikR`R~JvA8JT_d z0nHh4#LoI2b*{4yl(w z$){@G{I&mO=Hj6heHZ}zCl#qU7JjT?IDr*l*YkIItLgsrS54ow<)G+CMGx8OHCv*!~{@%3G1Ox&0zm zS8GDHU|g)`tu&4sZ2P0IM#h@bkFG73fRl*KL)b0X$_f)!pqy-#V01dV+*KqId#1W} z98j9yJ=)5{<`PSyUIk=&6$MO2Quxk|YT?~2ideUzXA@dXY{LO&xTb7{z@&fb)n zG)P7$iR=`LZb`&$lyv6;D?OHBNtr&%M(p>|wKDnr zJ65i(`wRP~#>Q$aU6^@hya<6oZ`zDq#A%dywGh|b*Gr9R_aYA*V2U%Is3mG~$94%k zFC?;;fEdwbKH7Q+-Ftjlo7{V8Fc5|jRo%m$wo<$TXKawFx z-=eFh`}6m4P^8XHQf>DhKBR|At(xmx*F|80?67k~rR&}oDl>sriw*p0At$xcy4IPU zXC+pOr1h%{n|?tu5i=2FrbG@ zyz710B;d_!@$uoX1-C$Jv3@Rf4cfZyJwZ8nu2WG#feQ-m0{AdG_eUKkS3$!O4k%Vm zFT*qxdAvMyg%A@609_&NQ}W-QttM+9;aicchbhG`IBK1-o|%|Yr(RSynEc1^qd zo-hCPWkZ*1n+auPz8eJbo@i@gw1Q1fD0AnJf$O%-J?5E8kpk= z)z#NmTHiDY0+{3#lCMa93j`Z9M9+Z}T&AJ1F$GwO#g;~VBhDh5i7oPa9FD%X9g~s?o&BL}o(ODq>C%+UF~isUEj_(>OOR9k!b1*Ngl8B+${ zi3|~4)vKxwU6xR$>ibbKNml-RY zb2N6UTuLNgP+Nc1jynMXSiwZqN@oO@PY{Nr%w%oQV4!i?Fn^xnyMq$XdI==o$B~?7 zA}qR5`LU!#o-~0Fw*W{vLU9_IwEqFfScATFjM%+Gyn%@HbL2t}(hDwRg*@G!!y?A6 zt-3yTlV7Jie-E22RAC|c5#gw4$%J3$ESY+M&_}p}&ZR@xg`tQFypTjA1JtHHi#Wp# zV*~o7b>6Typp5vB0UaW99cn4R`NQS?5Y?BHCr!S{b5l%kvWNs{sCsz-+tlhL9E z`flKvAWqcf$aK1pmb+seMD^pwp1-=UVzHAG!e+*jsdq+9oIj30kcBkyGIIUZM-+bv z#Cd$-fP9b!=O+o)Si!W@yMOWp_-5XTnRn&Xcr$pXVrfg>Vx0S@<>3yn zL%4`@@dOTMqJmQJGbc^RXi&fF@^Y6W4Hq+VgGz_|4?!~B?sRbGY?#Eul?Prz@r6#u zn1f}>$Tr(Y&;#D!No|CpjQIJIH%&^3lDIy2fcqgJBeTnTJ|w-8*F5)W)1OCb8w$#7 z-Q1+n#O{XzZF|3eN=k}Tr$fF4f>l9Z*lxmu51uVjE3Zk*@4f>0$bBS(z(K#yUeJ$s zpm+_9E&Lu(f@&e7WO4;rFG&s_9v%f_MZ=lEd*pw8j&z5*wB%125Z)SyzQuq%=DU(a zN?Tt)7=S%-*jE4A@afYDV~_qQnCkB<^)d6W^d;C36k;TDqe3nHqlhsB)kM6Ho~{g< z4XUbKv56N(7*ddDCFhj?Mnbyu>E|EFFuvj8@ne7oR`WU##t)z1jc$0kYhWW8H-R!r z%JlrVedX5vc3wDCNn`4Eniu0G-P z%<8y_t8Qth_i$Q1$^V|Ck|MwR)3yEF-?kq4g*Rx9IehEo-JP!fhzw-$?Q+Y=x<~Dh z(mO^};Y45n5p|T0m8mIrO&HfzvdhrsMdHsR`*Ju`m!K=>)z`B>KSv%RndWxEGt8Lo z1J=|6Tg4p-&4;l^gHxU**t-Q^AI5YwOreG+0j*#(uX6(BnLAV6dz?086#_QvPHg#% zb-f%1G_a;V(nxP*B|z~qK=Jf&t992f@V#}UX^EhD2w|iZAY;4^8o4Ek{&cb*f< zRfHQ&F283fH*(DV%Hfz|vzJoAB-7QqHsm82!$YLiM9N8+tgahR!jb;;l7~Y&0a5Ot zprRwWKV*Zi_+o(=NOLU6@58I(DJv?4Em%e`kP=fB>j<4yc7#uQSq(-u5+RSAkBR%Dtl9G}d?5lvOm?OmnNZ`MJ zI-+AE&1N9Yxkh62=BxNfyF(d5irNBmT9bXGg}b}6olNzkp_`jkdY&~0`x~a!;1nHl zVj zl zf;wVZqhEG@*BKWV(shpDB4wV@#!eLM_R<^13i_Dkk-s<&6TubYOakl)$@L>+qV|VgzGa4D;vWR zuHZP0`3)^1yGO91mhvvyQ8dVx4@by?k?cmNMv?qptXq4X-5pEXL%K3L$E5VCrdoZA zer05pEQe?SBc-~sZxKU1m|xX^`VB{3UF)A8{v}ecwMqbeoMG@$~0D}C8@PLpx zRQQPKUP)g^LIQ2JFqu<`rWDz;gDlxOISONmr*?9ZRFJ!JJyOSN9Jm%@>lbIs{o^ut z9*BW#Ux?%g&91Wz-%I@X5~Nd6jhns|mI>sKZ6i`6upwmp763rPsDa^wIa(A=KcH*+ zO$&gH{L~WB?m>?(Skl%hbbDR$S7bW06{aT$?YMR8)?}AW2d_IlUvu1DSY|zA!_t>1 zMsM_!6QANmO+^BE0*z?;*;dQRya4=&KHT13$RkoxQ;E{px}1nqedpC&?mcd$hL5nN z6KWA*od?QyB2EErNmA}lRVzhx)U^Q3wEmI{V~)+(un{l9mEZ74ngy0H#E4V+-H^5j zYG(H>bXrMlqqEN4J;of?pB}%)4E5$klKg{@_=$ZS)xT!V8uh$;DB27ROm%gWO3Lz+ z?LyW1SPNlUAG&T(XS%(;Jvk+X)_hfj>yHeRx%XtL!006dFTx2(4@v@3D+A?`a4emA z=lh3QCm*mV4K;VM69r>svgLu6APd?94zo>B#$43ot4M2pqUaf{KhM~UHD$JQ_uqbX z`kHjpQy7KavGk8aZ^P}kh1r!sXOYo%9%-5~v>NF3CZjUL=k0EmI+N1$iJlN@7pK{; zkG!57IefULa3F5OPqW};j!>w2S8qO4p&?ot05s|Tg9l4+CL)*jnE_3ya_ZFM=1pxb z%e9TzHf`#;7g9gJ5~a!#|NNcmdVlVioK_qK8nyqSW5usBkU;`C_7&bi)YxUGwoguqs1J6(xncOO zEMeq@jo0=k+1U~|qN08&sA+0y`kS4@RW$57g*o>i_c+fpPL3)q{6ej~Vgj11k4V** znTIb?LKfjv%_LLM%HRgFd5VK|ELdF>9%Iq5&<#=K)kWL^g(b+pY;Hcc+lB}I`Lm3N z(UZXf^gD2J^32IxLr}?lkUMY7$+oOzM!Vm;UHY`L3(UERMqIb1Q|Bk9E-<`b*t7tD zul|MN-F{@y*eW&Ltoe}vp6d!ySXB?xV$&VDAy^S42$IK1tVhT~ zqlkG;+aoxV>|AlUXf9>7@$nu>^q5g|J1l!6I^s}1XBY@j#@me3n!cIn#-II>-gcfj z)cXkCNZZjlOR@FDZsjhbi!3^_#F1IDuUXUTwSWT8v-H&J!R7j@7vJ3Ndkw60tElLV zS4ho|n`Z7GmkQ1ug|;A8&>-0vkN*z)lkWs*fp>yC23SY=Ucs-ui#sPtCu!2PHVS*~ zW(?}m^ycpDv&E(xZXep*zdOlo^P1BQ4GlN4+Mt881Xmbg%>i_cD2f5NpYbs*b`t?Y zThe{(B-QMeLBwu)WG}IN8@JG#u}*c{WKpynX@Lgj{6u^mosl}vv~_lpppW36D^PD~ z>F5Ly4h6atQXp+Od-q{P%l5m|FZxBMJ(+kP$HYB2kfzs{bkmf8Ie}o*&5_X(vojwA z#q%gX-3RYqns}ojS~z;l&~Sx8bSX2796hU_pWhAZFy$cRL+?1W`ii=pLyC4h;jGry zfIA_o4m>PUqmmyIE^X%4ZVg!AN!##x#%UerGWz435`%Bner?&VQ@*n>H|Ap`snM2Q zSU8^BGZS_pO-~5Led)`DiD`pxThL>L5}=0I2||$tOXprhd)i))i@okWx;i=)C$ikR zZrP2GEAS;uCy0BGU=UZb&i3S1Dr9nXr>UQV-hEU+dpLpVz-Awck!AvVQH`H*2 z9pt#*Rr2Ojqh4#ghfS9&s47G zOj{A3K6@MqlTc`$>uj9zhn}UOg&eIcIIys{+dTT3It!F7d)~UH@l&s2O!wF6+YW<; z^1{L)kx_#;UblQ3+|TXtEKx_#fr*L1gQWWnLK*iiEd0T%2X9}42x+*}-|uje+7y#$ z-uq#xfWvDFChh;!*bb{)7m)w{Led=?Dq`$pNx02S3p&z2MkFX?qY*hK<o1{RdlCCXZ z);~K*ZF-6tgeJ4iK0~3-BBvc=vfg=af=0-c$gDsFe%9Ww(dkcVhtR?6_r@vlt1AAK zC8wuP{|uA7eW<~!=37}f$Yb!bD^{+|0+QG7(%+yxThsYs^XV3*eZV8TE3c#E3M=Y&NzbXdv44qEuRSvzGK8Q+vb}SUh2>(9qtP06w1iJ+DYgx z?t&rI$Hpdx&b!A;at=B;ZQZu55;56%qIZw{RLe1UL^WsRqLz@BlJ*-XWTZ<~O3FPaye$*MvstY-f;oEL*S*MC& z*?lS*&A}ahLG!sy?X${zP0xD9_WtQN`D*;-|(bq-*th(R<5~sMk+NP{(gRBo;hjA@hue~ zG%Yc2?nA6lgH#Pka3In|OCa2)jSrsAIAb;yW$LkaXe%4u3;A2LZ}y@A`k8@ktnRos z*Zk%*z>&yHz7c4crpvP7Bn)%}a@!@GIr>(v+QB`oDNn~f#5P$Z>yN9In5sC=G0k{>I<$*t7vW^mnog{h2-52v!Y=A(eU zkq&K87yA>#B&jW1DT`+lAeT*GJj6j}0ReHw7W($svt z_l#Ob+af^#Tq2y9qCGY{kHl-|P|ye96U6n0w6-t&YQ8`qXY1H@`x@}iuX`7wmvNK&Sz*JWN;XwR-0$v7is{)A5e9zo|LRR3n z!CHI?Ts>)t1ZFVdsuLD(AFia7)dlTblJLBEZ#G?&@ zkOUA<5MLxfKxBGxwbAL)z)r_vCj795Y2^KcK8^X7e}DQj1Y9++eEt@{@Ov3-`C{6} z)eWMZQC8+F<_{|@Z7a)cvZ)3j{2}>JAcmkyLw!UL4^rH7xBUUHfa#_C{KGXySJO!( zHywSf!?fetYg0`i$s`{o%KdB=Qf1%z zZ<=|IB)&em*msLS_!9__7^qsx^qv^#UInk@miZS0*L)7dAPmhP#P@X9V?ZwWEf#1M zcOQEEh@fip!n1|^P#nD_dDe&4$O z?tU_I4u#t%w8hlocZC5~SSQovME4Q^3W@;Isz69Zh@@^jeQB7smf)@MV{%4{Otk;d z1`@XEbN!TPsyG%5;kS|3C=rwp^aU>pM>N7dLqsE9w2}2X8I~rfr`?g4lF5E}^L?O7 z_JHdl&Bt)X+kheMQ;zF$cVM|dZ@>mE3vsRF38+Zeca=adw3$7!E}=(#aHxo55QBZk z)8*hsD+q#(+JX%7I9)om7WpTZRLX-b8R1x(#=x5hI!;)3?8~mRZ#7NxiH@BhbX()& z$yOl5FJ|x(L}xu?kY{=L<=~BSM;GAY-c9l$JjMu&Dn;yvDCe%nm)p=FYnO(*U~TpR z-mQcpoB#*PiLaHf3xKnNj;Al->W(UetdXo9BnIE$Y261QOT|jj65n;E?xeoe%FExJAu|jQE6txJ&l}pjDjcPk@Vp6# zg=JI5Hge1ex>h)i1rR(BF{&2#Ox`)PCoLu!&C-OCAkY6d5FOTH{0TNT?&SyK8S_ z*dZak5ZBj0Ih)ev{uEaJpj`=n58cPsKA+s$#NiDBli1?hD~YMWaat}KFUohAG*4jf z^bt$}$IZ}uvG!ZS2oP3a(g_3*&qab9$&SFTe#F71yIGNSen4rV5+z0^{4+>H4&c%K$gn_c z0!Sn2r?7q|1vTKYF%8PJ*9wBfk)=fdL-O3gAOw+KcU<5po%mLBv0iWml`5+g0uU}& z5wQi-K+p(%BhHwB#YR@16Y%TEg+8A~nZknPGVQ}gsz7S%c5bf`@oTqkCI7xa%K}*j z+g^rmSnLdoT0B?oVMK;CXgqBY$K@{?I^kYLDZ%iN&zOsfj=q9)K@AVe?7(#a3WI+o z4^;0WsI+&GvZ(D>2U4mvaONT=;%ha$0`qmP}UycS1&3 zH01pw)kBh^i}Eqtn`r+~m&==iVKFxL8qHNSTj>j`@=mP}B!DN74JpoeU=MuAgN$NE zAy1pA^p=@{r+S8Tt+cEgk{^*jQyCYQQ$8UNIX*3Z`w*=!3?*h{yFqyEL-)RXnDtIh zj7vPvO9_T#Bj5Ws*J;>L(E0)*yj)uZNzw|+CmaHkzvi^7iDyj1!aQQe*p#<3{;<*@ zT4CA*7S@ov{wO*EQfeP;C_ATt#j{XU4Gr%!Pya>+-5@?Rdm#=|G_m!J+!-IBANhu2 zemUg?PX8%Kl>-NYDLgps6y7O-v!nGTnDFns%gJe$J-3WUyGxCbkn4e=>Gu{t^Z9`F zJj9D5ueVG*EGW)PdF}QMzw8hNs!+q*=Kx!}fAn!cr8x_<_-S*iR9q!unob~ea1Zo? zWT+UPPVbBZ6Q&qGS3$Rmf$|CRyNN4QijBiKrh(vkYdC;7R%{^`LC@<7GY@OygphqE$Bm{&ncaIm0N+Qjp zQ6`CxsaXywsm<&lZp1syrAGBgvo5{Tx3L`QU3n)mlgoJb+IUoI8%Z(-I)uGF#Y~??rv+3LJrbDapdOlOtQDTpLr$M$>2B23G|SeudFzjOk->U{WU{uW)Zn}D!Y0RP=Xs=hC|J%veC2BY9RYn&kM)m41){r; zAP|Xbq_W zB|^Yo=uipGim?0rC-+tKKtUw*QnrsVew2)}AR{|~t=e+7H0~&7gp%kv((xeVj--hd zC;w*0f{*kBeSrk9;n2m|rxsAFiQPVAT7Cfl2pLC}Zy=zmI%OFGzuv4`?rNkb1CrK1Ap8p3ZEnRd2VW$j72IJJc}rvg-DzvYA11exBI2>i=ur8>yeKglhrEGz%a&y}IqiLN4-`8QJ}nU)i7^sU zecUZ9Kqqi4)CGzfK-tPRbluWcDy5`E5%QZ+xJsw zD3pV$dvu_8^O`0xs@C;kpOoFr{88je zaDuTSjjFVlrgO4U{Dn+A%dTw)>AffQm9{o3rb>}FO>zZp>%(BCG9d>)j}wWQ^Z|=} zg{cr-n0 zi$w3~@ZCs`aeVh7OCkjkIS}fyLx_$RH3kuWDE#RmUjy0Ewi$|*0a3t_@OuI+m1K1v zIuz15mz^$6J1zbdk8BB29Vx8QOVI0pjkQ1=CeEE$ZXO_0!soca`A>EXxRyN3pPcah zUL+BsRrlX0M%1XRWiRjrb zqjW7)yP9?~%ScKKkmfZM7U)>|$#|VVp~j+z%ytu>5FgOXN|>}9ZeE<#{fO`^=yj7y zBvmDmj!d2hxCI&A$>(eTHtA~{5!oM(aTbc$iD$ujj!fkLOD!Yc=*j~1DS6FkCAE_Y zOn!cLsAV~J0uk;SrZJ(LqXuOumU}2^&qYS&kef$-9n3ZwJs}$)7%fpAk(3*C0XZ_s zxk7Sn9QgME8W81O+6T<5=i{T&UuW6-)Qvy+8@h~MVHONU8S)alWs8FZFFh|4CqGx} z(V`j*9TSsi>to!@fD&zQnjRg6=njPqvQ^u^;J73BNYntdF;Y@e4KA^VFOik9sLAMT zSo}HKofZFUFrh2pb2UN?Orlw&-`T^Xu(Jp#%m%RNq+}+A2%;}V8TQMhz$Y>YSVLd< zE`4|L#WP7-J#`5=yJ*>wjhvJG&pXE;1UI5 zEB^gvZQuVjXp>xO@Yerh#xDE+F$#6X|1mXr>8*#k8(!(5OkN2auV*OaE`mXZ3W4+} zyN(?P1p@7NAJ(4=6tiq>Y(({Dj0#Wd@%n}Tj@kZuFDH`a^i z=x*RikUKXz{37rx7XBt;Jb{Nw*I`PQ&j0wJdfm#t9}SF+_(?!HM3AshD8Nd(=S=ZS z$siJ3!vtz`OUM}9A;E#@kjzB=1ibcCP4vG$A&ZYp+XxdZa|JeU=97_Ght)vw?eUpo z!r^s3c5WVE1|(}tU=cInWRHAj0|kQ4b-e@%0gZo^z*b<3w*qYFdQ$#(^7X$jg0y8M z@5^Wts$9?XS9uO?ZR!$BS<yI{#8~^cJ}Y|=KA_muf8p=fPep$ z{7amNpMqiv%^DP*?b{oMrGZLOd~wLra}gj<)9&xU^?xrbS2kLBIVH6>W4jRC&7O_)sOl2eiuJWb`|5{S0?guN(GkKQr>{hBCH|u0w}&fpYq*17r)NX z$kkPf7@kZ{PQG&_?m>S)w6B^gtND`ioAe12+5?OT@->>wRq{P&8btu`?!mM;KoD>A z9LYRM9FPWCCzcW~=2x$@h*67LA}cy!s}O4FBkNl_n*KEjqDtR+=csISmWYy&Ku~ZxG0T3k-2tkxA~o;vdX>*sT4Ih{laK?w6s_l)H| z0UrcbQZMdEjC7M_IZ{+EwAT|_m%Jdj2vI1g&;3bpx6N+x7oJU-Bid{85F`_u2#E%^ zXpxnzB%obyZ|^&MzJDGm9#PKq0G5Q@4X@vkBpEfKPd?fm*8yJp>>A5L3-ew0P%S1b zs7}6|+)Uwt7aCZ0dJ4(kcI_%`H$@hL(5VP%(luySp!e-UF+*hjhM!&k9>IM7oY%vY!%uTPO_R3rmaz@qKAU?l%srYM`rNfRYqO&k1bMy?<_Qq6bkmO z@9UFGC_tF+7Zq_r-1Ul@8!G4cUmQ+uakA{KiixV{r6S7;OQ?u)fLImxzbWl?+!x9DuzlMwHgC2L`<*W{LekX`ril7 z3F}+Ry^@lyVb93=C8@0|D2SdS?{@t6B_%{Z`^PwHMKU38`;r^-D1W>_h$cX5d?KwoSQPI&H2*y#se1o;7&emVZG<``EjQ+`tr)qS zmQOlqA1MEQ9DhGaIL7q9#`P{<0`31X0G^~3DeHKbzyLQ8Tl%TnvHx7|KmYBJM_%mP zL3(>nKn_mIEVwKYpbfwKsawv!Up~mr*C;_q5hPhC$`YYmj1YL78-od`sx4a?>+Z=x zH%*Wvk21Jdk>N@t!vqj{zirqk%az>A-;cA~q2(hQOf6&MC&I(&BG zx-nY#z8o@=#xy#{_lY-%ri+-=BtL$9Dk=Iui%xt0Q3E}H%~XkrIlt2PlWp4iX=m(Y zE(g=9GF(Kt)M_a#2Lm18qUVHiuiz$^meFESp2gdi1&vc~y>CLA6J`!StJfw%g_xDyL5urT`Xg?ixa7% z^je*Q2ielgW~t;*!C~W*-_+E!4|aYlbFq~=QvCdA;Zo8pvc6gukDK5)47?@jXg|RR zt*=Q;SYO)y;{{7G(m$Jdon_N?|Fl-)As$jM zlj;u#Ihh56_Pi6uXX*u^=D!d-hZJNDfC&`@3zGK{+j?kjtI^heb!cd4?Md%Woh(;+ z9xF=4`o2fF%(^;X;YN|y#3e4l7p8o_lJru=-6zbu&VO$rgX(%5@LoRb#ez!6JHT)e zR!iuItQmKMYN--^tVYSYi_5>I`)=L#>S9T~y?O0)g`wBzIyVX~9p-SA&=eq2grO6`5+yda zNG0NUs9k#D!`nvPZU#bOEnY?lBNzno#f}kgU0V`StM#g0>T}Z820}N!lVE?+F=csI724D{mv;^f49M8JkgY-+M#G_VdVACgtitKSGK6P5 z*i(gYtJID`zZkmMhD%G^?QNp}Mxx0~hf(p7j!W-UeaE{ahpb=>)#47Qkqhm4qW5uy^ z-nfC4xn!>WR)}-=Fuj3< z?C3gFK^_oupPbXUyzUX>_`nfnK;~t!G;7pLHsz*Rs4#Hox3> z^G%3|U`ja=vQa?Je{r417Dvf%o@+>2=HZZ(X6kmyYX(G>I*@P z(Mp22faxF(iR4OJ+PWpd+y8nom9r!3iibZ@;ZCd-L_@6M-J>cd;VnU zbfm!YNAYbY9%Wy{`7b(hYA5!8`9e#%9$9MZ_4?#aG%7BmpeRh}t{p{pTTi^?%Vaa< zV|J^#X*gains7c^OK+v+-zpV(+dv{XSS}iq2W~ZmYAipGl~$L%vG*@vqV47K`+&Hc z!g#OB2M2t4|-NvFvrfA-r67 zjq=i~&E9|Wicy5$QainaG5{j#>kC7JiSZ9iQHz! z7A&Zyo%>3bcPo_jKSVzkph@hQ8OTpbS+O_xiz6r5(G@2Ri)mUET}M0CKniBsW^HSm z?_`IFCk651i-Dp);vZNHD5~v#S`Q>>t`A7#$i{$JYRy^#&9G`4Z4Rg?TJyExyUXS& z>I6C-mp^_ac;ameBc-A{ZP%crEU&qP0QCt>c__*l!rJU`<;s<=ytGwjf?6G`wS{&E zsT9mEfef*BIkfOEY+U^Pj+5SBO+5-^DjV9u8$Y;`7l*85e z`P_7Qy}mLtZoga=k-a`Sz*aS=oDuzN_&7VXyWsnh6=z10IG@T%1%;2jOYZxzAv#&U zyEt%lP_hGQ=ckyXA<(qV*4lbok~+B84<|;cE3IDjzS#+>xkN*iU|+N6h_nrgzQ1DX1#+6K(FkPJ9g=( zLcip02i8G0IL+dE@WJ3h_anzv*}&0$Xlr(k!duF@v=#odRxchY$}!H56;e2qo~YE1 z2?G`z5@R1s{jey+gUtK8%pw97+;QW@4?gxdr)VJ#ceOK#;fUKuk7#H~IBx8Sy5v)R zedztwlg8<*)>;jJlx^CLa$EI(M+syGZty?7NnPIa0YvZ z@KloC*whp#+^F^VRzP6zAc#lZKrE|#Yfgi`Cp3d6C*nXme)xg-*hDp(;J9dFeQ zeUO)*K+luo@adwjo5@9^*Or!Wl*HVkp$HOtm@|liRX<%8l&_sGsG;uQ%y4XAPlm)E z!Fqg>*b+VHszlxcjzzL4PNI8UvCTkuE&IB4=L(80VPRg*w?82Mg(sPZhVt|pZ}7(V zOMMlN1>In$wd!1^DW`iW;gHdYn=t((*|Dsy@(WK~>8{5(^#T?CRNa81@#5(0l5l z{?^y6TCB9>1X0Lvia^|kXqzqUWfC7B-;BRWICd-FH$>JYVp7)TfXspI2R*nI_?8B) zbbG(ah%sUb&*AhuePOg9DZ_I1yY!vKMNRwC@cPvR-Az@7U70V=MYVETjqGBQmxeb{$*S(#NQJ*Nb03>XJr%K6+@_vEEN5 z&TN7!69%uc70~CpoYA~C`Ci!1g7u~N(lnhu7p1>hrdO2^BXuWw?30tX!UVzHWZZ5S zD{Cw#lxQEPjfGNKPQ4at=3iFW?5M&0X2UL}dAe9F6@H!I%t7rZF3g!$wziUg%eZ8& zhS=|vhIihbz4O!2t1eY&QItc*WHb8}ZY;T{kX0mmH~H%d%KMpGxgX2tAHDQe*So;z zdSFS&qa!PoR|2-MYGdR$!y;UDPkv@yg!ZvMF9Pyu8&#L|wg|x0OtFn1xq~f&0TXo* ztPax3a=UUg15UBBkDD&&CAL`7rG&+3|Oy=_U>oiKf%POsm& z4-Jb=i2lXQDl+{KVIsPUt$LJ6|4+3HEPKQ=Au-!iB@FTlQ#Aj`d35KH8$^oq$ z5v(%zVkX^PY?gmkYj0R{Y+tk5eQ`_VZmIeL zTvcg6ZHem!!vV!D+3MQHa_cDf-X%NLq%AB{$&}_9{o0mD`8l;^ZukZ#tK=`{_|66? z0sv73^M>RF1M_Wz7<;S_{uAGUlqDbhZCythk!gdv)G(Q3c1Nkptd`VM2d$+j%0bFj z>U@;mDBVjFbs1i~D+lsqsI3JW)@CdgtvF2dQrDo-9R}Hs7kmDqJhU~KE&3p($Ehz} zvo@+$VcD~#!t3cMa<1XN53ciAU3|m0y5WkZm>Rvu2fa74TiBMz2%06PpoYgDdw`HNF}S89lTX&>=_`f=@y3x+B#l0CUf=^PRQuE=4e<>(}4SBLjiAT{-Kp<`F1~9!suIX)rW@cpJECx^f;bxo(svDc_Md6 z$AHzbm4>#W{-6lxQDEH;)6p z=n}OIY89EH-nRyKy*Nryp6xb1tI0G|6#HDzuj}Zs{&#Rp={v{A#wrz;CU4?lY;l#I zr*i0Mwt&9v_u_J_JG~7BFXYHmYzoA=Y(;h@oy3)^-p$H9lS!yBAiYCLwFgpsuoXtd z2US1sjkZQ-R-uTbVQfxARZ;E7+}2Ci3{D&o<$Ty?K1Y{$zb*OIc)xDlw$wel1YYEw z`gVG`SRGX-b(BuzZ-bGceyScwJCkv|9F0F{$R$Y1TTRaUR%>@J=cyJPsj9nS=bo13KS0)S7 zr(eiapsm8Ww|h0@{>1 zAIry!m#zC$J>tLpNXT&LLdwxrj9ioTVkrNhVaaK;gr^1%oiQxHD-<56 zb1v}n75RZF75yh`rrsx2`h~o-TYK#G___$e+(~`5ILS%$hh(B5-q`bN5?FgL^9=`E zE*9Fj{rML?@!AC&SwWy92 zsLE&{p`b~W>vRiSE-PAK9Gk13ykx(xOBE_pGQNC0GU*^&sArdVn9HllXjYSm_0*oS z6>NHq)PO>(w&dhwWzEoqJ?qFx$VW8*j;)BDq`Vhr*kmjX$Nj87wv{r`yj|@N??^}) zZ+}v7P0-dz$COrLBYye1%sf_Bb650mXHt{Zr-eGbDK;6%-hv+dT4gjKg!5zLpMe+wMq-~Ye_C*B9EHr4vEzFd# zuYdZIW=*VGVCp4-?aenEIP-m(ef!fF<8H^Djy6iJlz>W*J>B+|v26_Zotsui++TT( z_wn=kwj1W+9_3lX9i~weAJ!gb<6R-#<{RRAM{A_5wYN_zGW*c=R8-`pqbtbJP8@tb zi&uGaC%D=<TT$V@YFs$tC>dRf=2LI37HA zuyvbyzYru@v@Kkwj;b##S7DuJILf$@Y&zAJBC2inlO_?K#ITPwDJP@?>{o@o8nhl% zu`chFi593FeJ|DDU7Kz!X;tutJGU^}K_KBF>)r}IAAJuW_K%pzRKKf?$Dr~4+rOM> z2QmPy$j3U{@uPnlo6Xg5T@$+c+zQm9qAirlb#ma&#}lDV2IHcm$i?)BA)KcGET8jA^wruky6dmP(qBVYJP2ChPTW16HPc8-S zvQ%|(o#G()LwX^g4rA)Dg;=NwTt&)Nma0)N6QNY|h*7!}slB}!dk1_6qWmLExPcwt zjU3z<@L_XmS3{iGAb~T3ljkFP<8%|!eM7FCAIMccdFZ=M?5j(1;btadr6yG(JpKk^ z!G?ZmFAUN@%Z6lD{n_+s-c?g@|X#hjaJ^xOIpgY@8sxFZW~O%XdiGdc}L zB)I=f*;1xA@XB;4uDNVdP516)hjhC9mDAIwX(`Xt&Q>DS4(= zdF|@G%G8%PxK+6V(yDNK@9WP9dh*^^V@vjBrhi|%jM1>iz>Z3#-pRkFdRCnvP>@W2 zXvo0MCw^L}9FGX)g#^p7VYMj#Tv>;fqf>=JTE*~sZ%w{E0nq_*`+ySZ6(g{`3shT$ z70%m^Pu^@4j@F+^xk_8C$(KK*8QmM6mlq;YCXr3 z@Wn#poK2mq9|NW0L5kRK_M<^(23cJsc=!+W?dI_ZQIos_)ec167vZ5nxpDKRB`ji4 zhr+D%!0^tnU^#X`=e`qedxo`4Og{8pXKxXQ8Ati+InX0Az9PH{vy%*UPTQoipMPOY zxpjkcU`F=CYRhZ)+?d0-^9C1(f^C(G}6k>*=i^ZiTu1839PiZA6${K`R)x5lHM*dG*P@r7qFFkpqOQlw|-c(Z^; zG>f(g@$#JMZh`8(-s`w(3m?)fnvbG9bQGK)Mh|&g96=Jr#f`am6O9IpaN>u-al3!q z*Rq0obG7pg;d*wqGuCs$vZ3l#ze-R1<|ckbCQ~n0#wlde%Y7V){!g$Oomdxq&#zG~ zx8`)j^D>8B4Sg+d+34O#U)UQ;AFyvdg|e68QQIh==e(+}H^eI;y4NuKGXtOb4P6Gd z?Ps&7+GCs%_b2CXe=gu*{dEk;1&)om4>c#U$Uqs97CyeAI&$S`pjMj3% z1a?G;i9#R9gncxw|HbH~_rDFUTa~Z8{Nsy=EK|3K0*a|d0wMH014}4ck97t&eB7A) zVO#2lhWLq+J!h%gMMU<25r%UIZ{wlmhXH?Vj|gb`rQcsHm)*L(ulMEZhVRh~=(Y>k z@v))rZerZ(Ac5TPa;hz?i;3CAkGPAiRjgiTviFy0`m5jcWsEJV84xGA>>q%TZxeMc z%V4Yb{fZ5~!$l{tl?U$HnA6)lRg$Ha`>Qbwn&($Az#~G5ty}8`+yD_Zz23<;SuMq* zBAR-C*X`C5u^P%X&lIz!;Xl|C855Iww`cY0)$p%t>(C@6 zgJ;U=AjX5EyLtNR%4l0|jmW6&t)3ceQIK$A`oYiJZjdJ+8p9zGY#5Vyhv&GpP;)pR zj;v}al_0$n7&szz*n5jh^o<)%pSG|{?Z!5(0FG33T~MbJEf%FaWZt)|7ryQ^5>xK{ zv$*`VP*F~^C9nlC_3_1PiW5(AWniN=?OeJ@zq-aKKPF}u`?@z53D>Ce3mO9gcF zryAr?DaLvd_r&t{EOM55Uk}iDC#1w7!8~@xrWTkN&GxAAH=8fA$E<${Q-U2c`aKc8 zjA46Nq+)Zcc2%YvSg*ybaN_Xc$>97`+ROv*Dadn^#jOl#K${PBPY7Iy+z%!S7HsTd zIP9maA*+m!AJ3A1^Q1QOjcmX=h8vq+s??_+Qgz5s%})^%-JjKVvCr#ja=#9m$!%O7 z^1Iy-+9fP-BYx!QlHr#1cSh#U_imTl&K4{6lIDi+)jb{~dYpm59i`xSISI)F%dD?| z1r1Vu<;qKzzXSw^n;CZwqkHfpeC46)AztZvK_32E4X2ZI>e!EO+q)W~R4KkjK_M${ zqMlAU&rOW#KWm_nC~b(6g`36`4kH!SDPAj~Lzf0B&Yu8Fm}G!m#`&BYDLxS2SMa;B zsbD%L?dK_5X4FdEP<_cqFEx@{uf@%jHu2kV$VP%My~gY7^^p<#jK<4bC#bf&SIF%$ z&(@S}jJn${$Y$s|U$hP>+~9*Wy|_(T)Q@#;#-^ssR|Ea;t3L9(dv{|Oq!Gjo;TtRs zigRPg@TyR)@#}&<5>^|#hZ*YzU+4Q6OwsZJX%6mSH!7608`FMY8_7k(!Mit*6Z=lv zTI8F@M!f55qDbVKI?B+8+utAOy@ZdtE2`L3tv>#EqSM!tw~qX7?Pyvqi*@F&dpm9Y zO!-v7Y)sm%eEwxUe_S@+JfFoOYX3MOWB3i6DDn+jTe4c2>mrs!7_u&x8u_Z;x<^hR zWbA6MfUQD%_Zrq$oh`|sc$6ZK+?3TO>S-b`SPj^I@8Z^;QZ$866x-R&{l9z+nEV^F zj2jbKwC7x5dxhSEUWm^F1#%Bj&yX~8*L5e3@o(376Q8_)utenm+badBhk|$LD=^w+ zkK-<@cJB%Gqs2?C>hvmdm#k!6dN)ntn8)4APRUDHMkUtXQ%jyKs4*V=E=$U7GaM=# zN>=5-Zc4b__{x=7(fhOSn<>5x3a8tTGjIep*5saOymM(h6I6nIc16FLL*>xf=9d#C zrO%TYuReP(Hh$_0Z17pv=q_wB67IQ`YMiA{=>6RZ_M7LWDaN@(@cSO-p~ zI+wLC34O44-Lb9AK}9_*Hp=wcjo)tbs<_phi|Z`?)AJpxYw*drm&%=6TEz6FlJz>5 zoxOVXDgjS#YzCG*2UR&4x%mmKyfSQS@7$GYGKv;C&J??py#1-SEsPu-UMp|Zf*WOF zPxxMB0%nLgNbgb5b9?_*zQhNaE3~tC8$9zFIVd`NgM>Zet7}lVYHn#`-xhwACE$QT z+MzeJl!L2RCb3=L)jZ$~fffE~p*Al!R&B|WlI9^ZESp|&@=ZRp@0%Cnn%ziYQTTPb z?hD(1dOM?$_1YHR`n0zNHWj{%)QDzj?&?paFT*Atw8(yrKHeAKH*N4jqtQ}KHknqO zvza{{^$6YoOr7|ZdTu||VN+fgsWACL*mv0v3;p~z1{!C?b!1f}dPN+h*zEQ??JU@6 z6XlYpzGn{&1TWAb8;;%N8M_ID|*A*?bWm*W+ZA=Tf|Y$va|nO7@K%FEpU{Ns+gT*OdP2iK4hp^jx4vU z=e9Ozy%^5w*74%qNz)wjdbSjq9Nik1axR^?p0jGUzdai{^j+ExFv=T*A5*T{w5I!X zjrf#2O`PQMz88DM>Npu_UStksrguq74XWL*8P?;{iHHDxuHW3AsVah)p_XaC>0a09 zbuLS%>#V%9K}^Oq`}QZ~G^EHYS-8EsVvSWe=SFrJHTP5G5k-r~YzRgL)apSG2!9r9g^l67Rst=z9Dt5(i{4m zjKnED@w=}+cR9+#>S~Xd94cpa^X5%h5hZXKs;cJdZknqfE&TP&%#q_M<({02#mYRQ z%JUx@{jOQ-^yEEv+{TpSef`_!;fCSo$|*0I6`uX!;dXv?hq%X|NE=kNcI~m91uHj`=uD)n0tJ&%iXRdd**sb7ImQKSFc1Ex`Fh|H)Z6KI_ zlO$%V#O{1qlu_&O@@ysJXMSoqk?=rVy97Nn+mYlCqY+Hp3BoC*1g0z!j5>dz-zMro6Q+&PY|HY5)A^SI*kgm+YY^ z6_Q-wZq*2F4H_`Xw(N2_d``8vW$tc=5{-ACO4f|(QhP0nW4f|6fra}eztwQkjK$tz zNu{^ga=OgN!G+%P(ARb0@e8hUOMF)<8iw~Uci6r;Z{PZ9b$t*+Dz{({T7D1+Bi=s7?CKp-~xf8#_0;O73M3+O(z)OTKU+m}O_5UiLGM zppYxsRQ7(|?ah&1E#)sP?)_|xpm|Rx5zy}Q_IUr~T+8A?G+>(j%=fe5>N(GS=l0V0 zu`ZiiAE0hRtM6aRO-AkM#FT$~hW1=E|HXHL?N7k0izaZA%xU&->2Mk){MpUG5&fI# z)s|4ZJn38k7=wFe)zjvO3|?{ar?>EA;+7SC?og^O_%Z$3hp2(wsS1tiVk-2@dAl4N zp0&LfeaPI13isunm`9s`1gQ(|NxMEVElAf}cc#oFIZHR0#jMZg?PgKYRiDia3^<75 zfb{+lh90a7F&`j;O44t1O#Wyr)hu~Q`_71^nQhpCH?iBP z{hWt2Hy!okGVBrJU<({If;3yg`Ta$TH0%eEZ=Qgz#3xJ*r@O<&h3kSlhD)sK>eSD5 zpAXeo;m@m&+Rx>xCiElhpFRH{Q*Rv><@bGm4=LR>^hl>N2-4Cm(jg%+Aky7PNaskS zfP~T@AxL+pDBTUxf&x$#r!Q@up*IrlmHtiASY;SOkuFKj*l^7T6nFD@hP z^-l;DbsyFk-L)b2_f42>s4IZo88s5+hXA8cANGxCvy1;e;-uMNbzh$Ec>FOH{E0m_ z!=lb)a=(oM@{N-p?HWqDRby7~)v(z+v>0w0dV^)lt`$UpOb$Hc?h&mn*oX$3evt=k zwB4pQa~JW%-Cty)ht5QW`7B3ekS2Zp;PwKP{gDirBW`YP6g=TWraUUh-S=!;fb-2w z=`91J!;jTsq^9rb`zP{6iYu27otv+~$R%k}8K`S^ivPDfTlH=&q)=2?#urwV8sM%gkVPESSn@0R^CKb;%?et-P1}c zCu*QqthM$9^8Nc^cS$WllA4RVI`;hbm0NIoV9=LGQte!vn(Yft*miuA-wD1Nv%8>k z2V^CQOive7(hXyzvFA5@q0{g%HvTz*J8|}2tM+?};_0`1WfrM=IA5FYVO2Xsd)M%8 z0Je^dic0j#A(-*~Pcl+3C^jt(6tF@H&GKcvVed}r&eK<^^DaxCunp6)28ndcm4sxf zBV)WG1lufjK`2Bz=+u6G0_N!r>KDKq1t@J$*zqrx_9%r#>c(ckh0y#Y3Dym8eV;th z;rZ*bDg6q6Q<2seD@xx*`e{%zdVg`!4`_s8dFWzag9%iUK!i9!8O+QG<)k7Nk~W3H zUsnuv-XP%!`|@Ia+!12_ZjFk-nhbE@X=%M3zl{bB7Cj@g^n0I7j=i6#EsK5Vq(`{{ zICJ@rsLLdlO&QkfHPWng_5H?Va}&DjOjN$iK_D4cKRW!}A_D(~JychXKbt*{<0n-n z0>d~Mxcdm9`_GP!J8IaLQ5d%6l4(HP+opOXw>c#AP?kmQ8y@9(a|(~^sKXBufWGi+ zB{H2FlSv_`+SyrHQTU&gqK@Dn8q^apAhOv~{dQ3m4Z5Z!qgi%nMXVnicS?4l9spF+ zfR)uPd6xV_S3U!6JjqaNArBXgBOF}Z5Y2O930wE zuSKhWK2wtQbFsS7raDT1&YZGCHr;4AnT4o%x6C5TdS` z(^hq}Rla{n1FpyX0`5*}N3LxJ)5e#=`GOc_&L_wcc`+sh8nF@5N#hp5QNfIULk7Ft~<;sdv4F=4KpM++>~vpt&O63K>4Wqgetbz z`R@k7VAz{2EJ$#)NEp;GUW4+=ja6Axw&ue)GUm{H7KkIB}VQ z(+~8~M<==MKAW_+6ABZCq3(6CcmmM9n)q4$4!*ki^L{^@W-PcUY4Cxb?yq0xzq{?~ zni49aQ7(}u+Hn^jZWuCu_DX%lC7iMP9Ul1b?>iYB{KuDz3G+{aLaw<7_@6CC(&9hU z&Fw?9Ta-?fkgg22wm7QA#1PA@MdLxFwanQ3etX*ZRyYrmX_zzH(XNppweT?RTVL3R z0)H+QwvJ6MijQcSqsm62Hk#QJC2@BYkKaxRL>#V!>0)zU3*SCp*Wdyl+~A z0`0k)e@p{{_9MG?AotvBVDsR18As+R3bX3w5EOqeVf!6T_^Zx78{i4@>&8}FH~2B& zps*6F11l2c$pgXQP>FZ7YUBp8dwH}a@f zUJRKf{{H%|4UxShKDw%x--h1QuJFHiGcL~_jRw+$OCU=Y!%r(4;9xbCkqJ2!`EDs) z2f0ILV+j3F@&FAoMIf)5#tohE)zGd{?F2_p*=@xeQ-hgtFc0x+vJGs*N}isc!N&53 znNxNO)}P!vzMKD84OV+TF=>nO=qZgMAu+L1*mS1GNrPtR+dmoLKLI|^(;E9?E^Nx> z^}<^}W~uV6Ee^ImJgm3K@Y#Z72}xmr#;8n@x7l?%)w`2*$=J8vSu;09-0e^}@P~jG z`K|jGdEczrPrp!C{~?qPANXlrl;q$u0@wK)iBNp8EB0|}NASsWP!}h$O^`~aTDum@ zH*QLvpt2e_hgNPwXst+2OAmMcnboPn9Mh$Gv;*R8OVI!Q_|TE=Ppgle6?Nl2ip-0L z5d=&-aG$FF%`_Ly@vH0IF+t5JnSs5oexfj`i~%F|jT`JZ_-h zQe{O8GxoSN)-TxGJh*bHBP74}EIp&Ky6&->%Oity=;w8P($8MF0>cbo^*r$Rk^qnK zqWLvo%+1z2zMt^~#Q^w~e&DuypJzSEICXbKR8xYXUx`^Yot>a|Alr>jX!wd)Lkv7067rEWeV`T4{U}9)!9>)-Fphx0@oFPs-7cK zz+;_Lvp+d8PM-DNH)oy6+y{aRt5>vb9+fXOC3UHU4Y>78!(-jUFKRE}Y_DH7!BPf40TuJ_J5y<`F!iXML5!QyA&^9bg1 zS^=Ky9d}cZF9xU?SZ|gg@#Udk%M-y|tX1*2Vkz5bg&ReW#7hsXOV5k0$Mb(r)|3F0S<>)7|l0^-ztZ zaZNSwD2^_v+hN_o{&MuPC>pL@%8dvVy-R7PBPrr6S9+ zWhnQ)9X0shqL+_~qeD20DUlOgErLK&pHkYH#gQ)?9XfM}HS-<$zlYV8A4$?dn~q<3 z)*OB{KRUYl(FL>Y@C{Qc(nYh_!ecNAjI{6C&k%hoFIWHT@1HzhMvOPj*a5|=7AX=T z-JxR3H&76n?1C=3fyBzm$;nFzY)@Wr#Y}<_)X+w5b=Uw6T7!E>S~XmRnMVtdNwskuIhf)O`g90gO@{~9&rPmh(4J)vr1O% zRGjL+58gT;9ipU8afkSL_n%Jcx=p!mRewzE+6y%a2rz$BQy$bM{q@ja{=xP4bH;&sF-uCd2#~lq!-Q za?Xo3)avQOve2N6D9^upHf!)npx%I48##AvAX1l*Qfw;B(olu>xA679Sl(fP!#nY% z-!nA9xDTF`J`8qm43e{4{RhAFwAcKhG|1sF+Zdtr>DsCt{m)~Szx}eZdj0EP|CAja zXBzZ){lk~UMLfqM7+1{Kb^AmV65)aVW#z+2i37PTitf9K)&S%cPAulW{daQI-%;0vrJUvWHPffO& zj0WwrV;0uk0W+g-S#iNcohxm+d*rAna`^uq+1JBkb=}kj4ow;sLYma+=H+X}9?Xr! z!Lh^iyDFa5!-DCp$8y*v7<5^;m-L{@e_P#&gZFCQQ%)y5f-ZL=Co9aHoRiNjP0?c% zxdsjlQlY1HgT6Y2vb&_4NflE9M%|4aq9Htnhk+)j#`orsK}6gJExrTCzE|QmvG!*P zlLVc|TVFRc|KKDBdL$A2?eHJ{p_xx4U+KD>$W7vRz&nNpvDLF{@!w|CyvNq$$VB=s z3aR;WZbS!oe+rMDM$xhZ&SSR6vRWEwdfJ02{5tOfoeUOn#i*zFLb|iNWXOqr&1kTg z0PGNvXxP$PhY6`t(}#_eVqroCb3%F%a2S|@KNirimc;=Ug10u3`9ne^=(8-k1IJ{M z=yH@-Oylw|l3O?B8}t&L^b`?cDQf^ph&m-$Klc|T0F_GC*P*K9EmzjBtiim};1(q? z_C;FaIh{1@^*4u;@6QKCBR5@tE&uOg?EK? zMyf9fpFuR&Rujk#JslsgDx@*n>=DR6YbcWG&#&)ymX0_eL#~0lScQp7dX&v81G!>d zvip{yT1cz*HZJ~RSwwl@xoMzUnhP0@)(=DbnACn7Qi4IY>q7fRGRU`ZFYMEUM7d9J zpXSm3HUSdZOM-y`E%Dk@4b7Km9PMH;710KH3u}YwfnOsBd^So902fOTUDlK;AyDk2|N0n<|WX2o*$N4xlC!NJ-Z& zUV>4(AZ3f#Nb^ z(9w4ol&aQ*zxf|KF?^oVqNJkoJM>XS-!-C4fTKw`Oj$Lt;Sd+5Z}ct+j}*uBFt(mW z`0wm#?mF6KsI#Yqz#vCxP(P!1D}F)4CZ*lh!|&!`>08XxZk?H8Q>t^Q?Sd8|&_^a8 zTGQ?1yInYwr0x0L>gwAg%_g4B1xXLQ^E=+Zj81{SC2P?U?HgOSs7j?~KED1ZEBwAi zC|QFP*t=FiP55{iikz6=Ql-Cdl|?S1il6;zbm@PJL2b2IJGDd2by(><8q}f>*x_9U z{rjwAd)GZhf!P!^#H;37K6F1TJ|v}?D3-MweQoWVxts%K>0i93Z*h!IVJN=QP<3G} zYu?$$SNpDZPQIw+dnjX5sMB~9+E3x>@-a@%7X zBq_7-dqPlDz77KB@uhoW3LepT3RQ?Ff9IHCYI+}?*4VmXyY=vnJUY_ty2N*L@`9ZgsU~OaLXUh13oS;H4R-6y}hQFCZNz9U{ zt3YpUKxgh>CAadfP0b6;Yn~ukhDhTGf;rGtQS~r~e+LEGfE~~JYTPPM-MqNze`dw| zb~MJ}7x3^l`cit#zX-A^TSwvbKk>~(G`2U!zAZ)T1Ou{I7DC-w{<&KH1?Qc0J(2bi zaV;BTzdkf*ID+z}YwPM$LkAmkK@OW5N`83dQFG=m0~)ual*@9y^em}z5j#8o)%SU& zr9(SnO45B4^uc=w<`Q-{64~`g2&6QeG$>^$)KqVys_@2-w>s<7fxW~z;rKuK_!Pii zyA_||8jmHxgwP;_b1zQ>zzhwOe(JTPY$`vxTz(Rg_~jEBDXgKiDuhZfA)KS(v7hyfaA6fD} zhWkCKQt4H`(ty(>{R)O$dS|>?p`1}QuBeh4DJgkagNEWcp>f7a5?j|NMD)B6bGPW- z4;yqiIA2p5uo1=k1~p+(w9f{pFgyP?)(+OeEhmWvqLf2eob4sJwP1q}r)g(U4QkO# zZUb}?40vHzCId_Hb!wDg?^*|%|Ef!l5SH&W1*GHG9_hnZ2KSX~x@>tO>JY?V-rl~i z{v%(+2*^%=sg|GUVn$ApLoguH-1oX&0?=-PoM&U!iX`8Ft_jP>l|bYp85;W3uy`Dq zXR~VAQ@S>CJAcUz@i5@%>HvBSYSg;-6MGor$$|1VQAY$#}>QoH8OMUcV8qLDtir1~Z@SP${3E z7jixxzoZ}?jA|rzMM7)*DiN5tDpN2(P2Y?^AsPdnc*w3JEutxf_vZ%+C~^ju_^VP^ zUs-v_ATNI}M=ek0s12&w1sveapB2E4sL2+QTp+RpHg#e|J zkTM8D2QaccV)xg=pl@hyB>Ons|G!{OB;B#>O)f{uwPto`w^pfemljl@d6)Uh!+B!+ z9{uO%B}QNu>9NleEIl&?wWpk7za=~qAX>1%{>6<(@51Mq`xquB*3{WA!8hm|;-y(k zvPX8JV`8%S1^cTNd-CA^@dsUo&~cMc0Y$Iao*(4b;NX@Bc>PSBY4heuhNA%U{^sa; z*gNydj8ZMlZ&e=s9(Jzy`Q*VsKcXHBjtdzi{72xwLE{sxBYsZ@&q2cbzgH+`)M#5v z+n>qSOQhv1Bz5b2|00)!PaC^O=;x>LoLL>;fLu$?ks3y!Ie$9O@~i^34A&p%s5}+U zfr^fo4=OriFZdOGRXmgD)t>I?*K8sp2y{L{t$WA*y}uL&hYP$^JX&>|&@6x3 zywYVEhfkiQ3vuBO6D#Lf zUvIha|D$OUdBFQ#H>r-bqvF%FCUD>Y4tY;aN3dQ3{*zn1`tmX?|t4v>BKz*R7`(_9+hxLg3b zbpzl(A{BqQ-YtTrbkvWG)E!^29f5Z!%XKA0M8noXpU(@I(t)GhmSvJkzPKWO2r2MU zjbM^91ZdK*JbByPRK2QV1Q=%Wn7v5MP~NZ?pM<^LAEB#G<_IwIP~=O)z2QwIK~1MvO*K4RLrdLI^m5Td>wp^ z&r#q}FvVaS4;6uqr@wS>a~>WVB4Ju-$b1LhEqR7`V78heBU?V0MV3e$J!v6-^saDp z>8Btosg^5@bEqs#Vb`_F4M&#lEv(zJeyx=wNab=63zqTZDR*olS0X+sL4nJY6(3B5GTD&O+lPkFz?j<}83fm90o9

;xk;6pi^u5_<7J2qcWkITXo<)O9R)B1iZYAQ{03 zmhyqZNf}2~-ht`rjFpB1Kka64MtSS2BeK<}ZBzD>A8q9~HGF)M>G5e;I zT+Y?aPv&L{ZT(V*Py3@uY+)z{ezRA_=?y50Q8_rMfLB1!YUtcj2OgIHVO7)x->S5SFUERHTY#6>c zUlf%qG&#t`s4`dfF(L(QzvXT_O4J!uQnUVdOk%J{M|2P>swRbj=Ae9vSS?Ss3oh%a zmj!Ae$ZG&pWiNP3-sI=s_YnO}oTS13@8vZSA}wIuz5S4%{7!X5>12?j?Q6y7RgqlI z@jD;yzc{}~eThH3{tXK&z3bM5z7H9Zb>j>!epT2~ny?7d;<}9S}E*=y$py zdc%S7e7w4q9njWMObG!LgRhRkn`AjiIzkQ7JqXDqciK{&SM(z2XhlSWnrbGA?Suh{ zAciQY5HKGaH$y9ibl;UM#&OD%#MQwO0Q}^4R1lA?fsNSJ&B+vmf(A2D8#v0Q&PQAW zP0`_xw8pBBz6EnH5}8AAVomC+8RqIt;O2BGx-Ef(+PPYJfK;W=Zip+TB^pGZZ!j_~+U?XZS2Mz4??)U@ddw&!1fZ+_= zh_J4_k7z9i#=<>xhWEl4Y zG>SgQ4)bpg9Lc*0qxyT#Giu-Qd{&qQkW4}36cI?F{$iA{lB06MYm~GD>Vr0&jDD#K zHWBrE6&i%GbJ(!p8cXu~R&vZG*;aUWz>z341)e3qozKsY+EQ*&_AjBsWlj31;}nlW zjJX59oEm;U&AN4}ofC8TX?fpmhljaf6){K#j9zb#pzxOHl&MRd-(9*t5z>7VOr*Yj zWjAfFUINa`Drr_uMg3}VAHf^VyhMdW^E_GLvjq)k@y)*_GhF4zK4u=y`PG%z6LX01*C zKd=saU2`Ki^FhC>r#Xdh@T-{f;$KxJg`ym=Glv<~iSV+rJ(T7cRQ@&z$Xulp{fFdR z0Z$kxxWi_%exVp0@lsCyz~8;~t1+f(x5~teh}%^33;83v;}_T9ZmT?H0F$v|+WjKa z^_k;eVYQG9Kp4vl)@98%&9kY&O|jLr^J&f820nm8VpbPjCCObHI19(ay8jysmR|CeAv5cW+>_MsG4uFUPGjj>HF=ME&cqA-tdMVeSEf3Xx~iOF+bszyyT*hs z+GQPLpjxKc?fyqj80w!!A5U)47#>93*hC;D)zUWWCX(2|A>PHN7E$03Z9GW!}t+9M+Bs2k!`|$;U_vB&OAto$KLh*raIEo}P96a30JUU19mIFxEkVJ}w#Z zi5GKyGd&i#WJE?+9RY5GK#=^=G`XW1mUG7=Z?|b+S@!^^-UJ>N2SjbnMIe*oh zmd0TQoi&Z=Ume03^MqfM*lK7qK^y6+=bl&L`vNnEtRYdzbHCHY&NIb+m*QM91-((h zGC+p`lg;8_Ku{OR@2?|Xn_$3Y^D*92GT)z@t1RC$lQz0#x1pf_j=^!AB||DqlYFyc zyZ>kwGccp|P*!^y9aRB)#b|8Z;-*dpw(|@^{m*$>32j##C^_z>yNd{_B3~jFSmTR zj%H}G<`NE;TNgIytG{cam8p^Vh0I4_Jilh00)V9s8>=T(B?(O4%WB`tvSu*Dab)2H zugf^V58_E=i?1DL#Kae-Mqo93;)`WddmdF_2E6j}`@$cw!oiQy(8-s00{YIKlV=R5 z?=Fl4r}|a((kFg|LAK=cIxv+vC_sv1u$A{4fgQzbgppkyYQ$GiUS6Ki`b=^;6kwer z!K$m5v8*v_f~;B-CTVpt4ysqpDo=}EZ{$hZko5ES$vSJA0*TF2PBc5d;< zt?^A1gLw3ad2``aun%etUG9&YZ8h%Xood;5H|NqRB6=6tWOW`2qk zDS0f3gR;QWWf?o%^yTI7Yt=MeO0mdr*?e^IZbPQ~<^&Ivj7nM))05M2exJ4{P7zQr zxF#_4{HZJvw2xH9@POKMbv}`WC_kjM*F@&YIjF9_;ShlwXYXG>)wX9IMpxj-LKB(5 z&0F@e7b2a=L4&&R7_DE|c3eP&rocS)=J^dO;s+!Z{l`om9BkwG?z2JTe9p$fQPg>8 zuVH75ORpkeCm;3Scc0ferftxvEhMqiE+~hc?T1Q>1l~~)z&q~f3r03v0W9T`_t%fN zz{>GCr1mezaO!V&E`xkeE(7%0{@#s^4HWPNXjOAx48xX1h?USFg>o;XDN`UDRYqtI zl0x@jm?+yzeYv!CuWFycsz9Ate1DV#3QpRdlczJ0t(*g;c;UZH~xC}?}|lK@A16TUs`dA zO^ufwH_a~9>K>*N_G@9ok7{XgzmwXEc{~*?A{c8%UoYhorjh38wi}IiY6EZqv20av;{m{>W70UZ+2MsC5Dzetwif>R_!*GSUx1O6rxn2j z5L7<4AvR=CpYOGF&<(7Kdzjn16>o0w*U^(Nk3l*WART%c*H3F=t!e`{rv-En=!nM@wK((ygx;yOhSUx zGmaKDyJ1%+Tkuolg)3Mu_xb!BTyaB1+Y>J|KJh5^yW47tdg(7b2s0S8li&>ghKCF0 z|4^h@2hRoVrYCd&#}PS-P*mQrWql?^m}hFWxBQD@+b^VujLZ#;5O6D6or{`(H%!=2 zu+73a#uDDSZU8uOkao^^Jy8Pt+!c39dmUc$oGs6o;@@ZBhuiD6m&VQtA;!Qa>I?2n zmZ%r~(u(76&UBFY6i;S8oCRaKKBm_0WI5=ujC6R*yRnRU79xQX$yO)(x`9iVEh@-) z+iEes|LSj76|=8@3T@&DnVwWrQhuVE94^52`lWfX1_FiC$mC7?l<8&i3; zz;3ipe-<4>9Im=lzx^h>88a${a_&u=DF*x|mG|esF`C^wkV5O1lG6r6gla%uMRCIY z&ks6*j1cC3)L4}Ie6|Hh#3bCJ?Q{rZP-I~CcE0^8h(5(>Fh|1HoOl7e)EaCczxwR` zQXy(c_VzbP;?$>S{1qOzvaD-G|d3ghGJ#hq+rq(Bl^Y)dAOk!8tZ+SeudP=W`PYnptQ_-j-W zN;)fBndjF9!f1$;R-ccJ{+}qza5eP| z?lJ4G%S(~P7=%lIak{n(&R*6~D&!pi__~{m%3+B#&Rws$(4?lG8EfPjYUv3bZ(FM^ zxWv`u&gj_})!&X2Nj#p+cjJ!Z9FU zvcUFwt#H;j6GPM4HnQB==fXZyBu-03Uu_W7`R{i9#MN>pZrzls-4 z{=Pl=P<&-tSJZ;5rlS>@+oGdYs^O_}iW@Ohm-P;V3)_=9fZzL6{9V<82&mH|)z0SbYf=-lPw^~o`dR=sIdGzGTJ&4Fn7s>K% zxr@4!)OvE7O2|D(D%ajKO+B@7;-QU+M5S>frXfhE$krp*1n=t}4C>ZwT zY`;`Q5a3?-gZNG{78%87&&EF%7$9-r&C!b%>5^A)lAoYJ zWTfDmnwpAu?oFmF5E2ruq0U|aV5`Te;3i~un_{4{#?h>fCPz@X4P@{x&$1f3d@o&B zDet}K3V|RGt_!#ZI4vm@2IvcxivjTfgI6e zSzVJeg-T0YfBEDZ`WhssZvX~&lwtvr6&IYny$j3d!U3nrAF?hodwMmd{o0K}S(?8GVB^METX^DiV>~oNS{TUxcFA!Xt^E5eja+uss~Og3b=C9`lT{bZ zOGcb)ts!k?Wasz^houGSVWvJ+hFPPx>G`jk3Xb7j$>&9V1`$nP4Vd8bRXn72TN;lGF}cn__h3%QlpZ55N|x; zvFzy--OMxi`HQh596{Fs8V2(XuOQQ3xQm2D&<&^zws&?05tKc46huA{Kz5Igawc8_ z>LLC_78VS?{N^Av{o{RJ?q(t^nc!i)OQ>d*z~69UTzO2afkyeKG7&0`E+7H&m2)#- zyn)iWx!m1J(Bi&KUlg+yCAteq#Rujj{QQ@m%U(de_DwFYeZ)nTB~LbPF2ph5Gon6E zEdZ9DZzWd|@4?q4hqF!@tVdjAHDrI@s^cCa;L*~|RSs@yXHS=VEMR?nzJFSNfs~eC zAV-lxB7%2#_xM;TJC+E8f%v3kxJLmdkl{Y5`2%zOt51TVFlUZlQ4hgSGf zT;=l@k`--HB%$;3&pkXnE#9-_8{ixcWK2@9T`t*icdRC8AGONMPy0?qKM}m1yWqQ+iOYh;3ykT& zGXl)mr!T%{ZHUx{(_l(#C&(%Oir?pMz{T$r;8PS>N&>l?_%i2n3pTY+tF3>M;d|_Z z*H2`1%QD>QtAAHpy7xd8IhG0xx5Hw#54GE1%E-t)}Ms7j*g@L?NdqeLiv~eEy3}W#x8az0h2D|0g(#AcXaghkFcP%KtJuNI@laa z6?Lq;x@~J~V+4lA5?#FT-Mu~8Td!??eJ*rpGQmyT1*VhF`nAt?gg7h}sneJ5E2E<- zAS{duSg{Ofkx2HF&?s`Bd(!hVbyUyt`HRQgf-(`AhCI&Se?H2e;9QKsDrz+P6Axuu zH^G8JzHMG~Woz-5GSg`CkqCaE#0%dJxY33gAhlo%E-7kRFPglrI;R}wlED6gX&bU6 zg|l0Txo)`j-ioWB(3(JEd~a~dv>Mkl-C1_3Qtzs1VrGn2W;o`}ViMcZVqHt&P#g1y zpI*&x*|}+P)Of?J`9$o*5GjufD}u7X}vF-OY7Yg{WxR8r#bwC8Ii>NiRm08vZ@C@hhYmtA+K4l6P{kr z4$m=IG!a2bSmOw)c5s3Mf8oL}li2d0AQF0PCwQ>y*YJxwG6*VGn9XUh>n%?9)QiL& z9C(Y_ao9EKL=5ZNIY1@bPdP}hQ%rnZw*udRr&?ZJmOkx5|)TVZx` z(vOIDv0svS>!?5X&xU9~q)#@D1}0cp4gQYlX5yGZWGHc2vJ%{_M!QnhPJJXGXnUAg zN|c8ZM1#T*QXQmL-$!k(AF%Eo)CZA9;Wd!af>7ZwsQg&{30+uet%m(9#C@r^;V41> zpj}BV!?W)zbJdZ?mr2|ESAuUSccofYR_^x7cu%gDC5y&eN_i4K{4??oWOZY6YFS1v zif22>k7Rm7HkDH_*`PJzoW`4pWmhSOO*f-QohKIo6eVx+UyqW0J&LjwLuByMgCLz_ zfd5Cu>lpHuw}XA4cSq_%RO0S(0}>1(+HcjSdayWXpz_oHk8tP~7v=Lyh60LMA2|Gs zdmm3S>c8^e$~ind^xaR={1rG(BgV(u{{5B82Bk4U5W{KSbB103)dxCnLa&3Jmi7S5 zN_X-q!qI%t^A%NSoT^@!99tAV#nNPQMb$l_&Yw6}HrU{sK zzb~#8ptvFHa$%`h^Q=-~-FrnaO=&i1+1w}+N=EK?p>d)e>AWg$y80>e9L_&Kc4&6n z8p6#E!N$f$Zo8Ril3jj|1#GRtt+KnTES~M^saUxQeE3n@wNq=t2rzV^B4{7D#;V(d zE*vTfrAyPL&S6x7GRhgOA^OrN!4%JTLY8<`vapzZv+p+iKCNbxD&4ySQP^T7!IV&$ zJ~yv{sE-FYHi{AY=nl>qZNd445rn$Ja|KPz8*F+#%`mGILk@jYEh&A64W&#%)2(x= zDE-6wU5C=p*1p&t7aUzJ0k2~Gx^xG_QX76~z!S+Nn_F)zElq>Ehh13?%!TjD@aYB? z#Ye6c|DIkZKg;*jRGe<9*g0X8c%q30N~eej?8&JqK1YoIJ9#o>@1t47B(X^z9zgT0 zTb~@?{foX{QzdJeiyB0-- z-sEFHlJ1w?$~^by_wT5jeP)DjZ^u5HMH`kC&T4Kb3bcdAGqOnp&0>~AK7@B9k-lmprY5+7QctH&@g>}(QgrnGd-ihHlWEX#awatATyL88O}--YvCi(-ZDSF zg!YDpMNKwtgD`bPjs-XOQ1f2ZMo6!%jg}5rVd|O?%>!(54MRKrtP>jY-W(j9ca-?^ zVHDV%eL|`u6bK6Z!M1+F;rQuf+ozMk(hAw12p#hYgR5`qIq^tjG(W}A45sivsVIFA z0-p~e27fDm(vE0Z%s?tqatzoO4^t!5F+WkXzEmJ} z!cqTqc`fyDzmhet=CvKwv@l&@);jY{uUTYn%#U8wqQF{9ril$FIRa zpeA26oK{jdn8ix4&V(Lbvz1#zg6AA9bB$FXYqYw`as zw}MWx?NNK`N)z01@qecQh&rO8M549G7eQz%w>vNY)JG)+FGxwbA_LfQ@`LT2m&zZs zpG4|J9ILoIbgd?PA!T{j_z=`4(O-gXqvndPW52;L9;Wf(CiEAX)_{#r7)8eR=@(x{ z0}01K{zGj*D721cH4O?jb{u%@kAi=uHD%(fN(@>W;M#dGXR9L7c-&vtxlQjF4JjZk z`oz;7EG;eh?vKU1qOYyF{(1C~A)WP0v^!G|+M^^0#Ju%N&0Y8jo;V^77jN2}UXPV! zn&hxb_vrz6D7&RUsD2PC0C2t1616AcgqGt#Cz4e zG1vQ-XnG~D2Zy2HO5U8?#a6Wq7O5{0KsnD%Ti z>g1O~gA3J~W9{jV<95tVtUld4h>Np~0;Gw(wc`D;4 zQsAWsnjCY7zJGw%>_P9VF=MS>OlY1!0kc(265F<@Ih+oa+IQWAsTP$a*YMpN|Ib9e2 zK~YKurF+L3e`32zcCLOnncDai$#wg_*2xiUvf-Jojki-(ebDLa~4a< zHjg3dvRG9)_B~|b=0h*hjuiwF0y$=hBwRplLi7!ZEmDV0)mTg<#5#!Wo)#(`d9%l= zUowVZEaPpsbHEVV>2XI#P9zg057Mu0U1cz#Mx38)?d`h(1|#b3^|YudXkDXXTaFqw zhyuXnydNNG4Zm}|{I_f-%;TGv^n@K>>HKlox>${?4zijT2NT_83kOcSV}xA$rWyzBQ+7 ze(<;cQOIUP{cNdZl}{ZrgPyK@(`g09aOOh;C)Ip(zlO6RXBB?KBok_c%gi|m2mCqF z%pW&7Jw1;|qi@a6;pYNo$6YD?0I3K*T-4wNJqabSS~YsBmvu<6JIpi9p8)7j%eRBE zRj>Wq7=E9}zH=RBXx{!)%Uzl^>jiV~^j{+$@lkFo*S~f1kAQ2`aq|MSPxq zA&z`9QA^K`h<|d+&N<=qG15%__vP2LCQz=$OL8D~0AV<>^ryd6oWNll@ccRE)|rOovh z!;Gd&8cJ!1yuT9ufu5iISXCtT_Hxq6RmFaX7wiMm3Dp?Z{Uoamr!2i2itFsqrLY9%5RB=RD za)GdqI`h|Fk=9zt+eGPCoxK)DLm+#fx9wvw zH~{i)&=Qxl%G$lsOXMQn(R_cwF)k%En8v=P$Vw)|iJ*_A|H}TBb^f++Y_BUm-rgni z&wC%^DQcIzLoA;t0VgtoI7=TN->0m@*7-?nJE5s%^^+!#wp{J(?eQx=>nqH13Wy zInlCDC@&@?Ceo$#fA{(bUujg! zH8kDg{j%^8!2pMtho_PwiqSc-x=g!ID&IGrDGI>)lcI>Re_N05b$NN@)Ope@t>8j% z9tg@PJ{qzko!2FmO!+g#XEq%AXDN)NVabVAhZH5e6fiItus*`!(it&`2?1Ak{%?WUB!GI9=4x#?^-)EM$?unL%|AlhFGs8|W5;=KULH1l#G)#T@=)!(bRjS; zQmnSK5|ST-$;CelI$vdh5xwNA(GiwVX2!+CJy_NwB7#cDyQ#OnRhdI(BS(I)SF5NV8`fdC zjUSuGGh*UYE&NelK1Yu(sHkw16_9C^;~M2LBIDrJ4h?-uGcjXS_8{ZbkX#gj!)%+v zmQ`0p&z8!f`GXWEEu8xCG4!a*T;j>hFXanYhsAn{AaBvh1o{5)Ki0$Vh}Yf*(wS3t z&6)?1?ucZ(QGWaFQe~kP`H9WY@NVdwT=K z9Zy?6nnL6Z-W{cCzaAtrN_(r$j(_x0dp=ASCZdf#@9RyVMm8t15+I6z%+;{*`p!JX z646z0R%+}fCcwn=a8(&4r0gmWEo+feOlB()N5;u^Fyo*zVAMLhye0WbueiPPT{YPU z@5#aG7__=}!&;}(S_~Wx`B6;|(INU*?8Ip!lwTL(Kj!9!ROLD|S7a{?%h=W}e#3;S zAC8D4W*zFe-ng^>_ZiL(WmD_Gg}c$i{l*{4D4xCRb(a@3r-{WyA327-nX0YLmj75_rOw614|*^9mIsl^?9i3 z&YPCsOwz`&XvEFDEWwA{Y6Qv2g9A2;hIYtXM8t7o{eF5LJ`?_8%3sW30)8E!Srmxw(v_%5$^%yTPkj^OC4UF{;>4tNu@8uvC<3ibjM)<}Q>p+4Nkl z|8C}07GTXh`R*Rj`J~w}I_FZj2CxMGgzx^jVdKQ?nZlz_SPE{NWQTNgd$6>HsBuW@ zPs3Q)H3u@Sz)d+bnP;F1cQNc)e@|ClDvyE2rCF9*e~RB=5|--#XAj--2{y1L)z=Gy zF)*A?khcobglraF`xzi#I_JP$`4{kf0Aw>pX{qJe_NWi2Fr1Z1-lY&>F~BLj<`wS0 z#j0(6Y$OJ5&L%Nf54LgOHR?MS_D$g4H>nK!!d~ZI5lL3A#~SwOH`pgmiJ<(wp^~M= z4?gHTcK0Tbc7F(_`D%E(WjSg2RDKuM?f)+3&b@QU-CT0)$_BuPsd@9&Z*$Cde=@y( zV{bH=hZ6?{ZqYu{6EUywfC({TagvCOV~@Y}6D9dm$IEOjdkJ3`F9Nx+YQKhx-bbr! z^z~}E)8bX9J4}q-Yv3V}FN4KbfPi(?%M&T6!_DnZ4|l6158>7v%pb856yWj??PR78 z>&3#FDjCKu+Q_%Bka`x>N-5_P{c$ai_fBswlt3s`hc+WB{P80$H8(71L1>(SmW)t- z15SSdeZ|ke2QiqZ z5Tpc@MoN$nK|_vgE))u{c41>t3>VnY22w5AOF%K^}FwgCEj4x;i zr*gdWvWf8{PpW6G&$c>ROhS2Rr`Yj2g=V8Q*-`2}eYX~7J)kEa@8&X1jPB5X)qC!a zk)qyGcRdjQO8>9iC{Pl*N1s-?P^u>hvhR^(wJ4a2;B3e zN71sXjcQcHxajLTjCn7GrR14=x4k-8bh0PVKhuYbw|Z!y;4`K6aGeg+R#ioWgs6O6 zV`M=HxA=OMSwN*ELEpKlze_k%5e|QX7Ro&Hj3S0r!&Qv;#~B@2@L4_lXBkB2ba(j% zzF9r#9k*V7ecf>MBC~%^rwlxrvi_OnFsnFk9zuAlaTnT+V~Y{a($^^LLi++59WZ3I zO^Z;XeqQ)25{;VKBaL^;w)W(I1FIf34*xs7CivjD-vr-|I@9Ku4n+iFPS#l&>)_GE zPeN;FEVLtW)sy%{`cPMH+c(JIKHxX=5ldz7Y^(YG<@hZLy1c=19CY_xq) zsz<%Qi7G>Ek{@1>)ST7J{5aN2I(UN#F|S-gncq&-xOR8PitP6R6&(#nv#x)1>`yd9 zP!lLLia(Bq&-R|(Nl4#<6&xw{)h@jZZ5)C|_4DLhbIj^91J&9``jjl!ei#TxY( zDoR^5zGnU6&2ba{4~;Mpz37w2UdDyY(yRRYWKt{?q+e5Zd8BT|!!TXij4MbN z*XV1M6<=_j5J$^0f14`}!vgyaJMlLmS4pcOdMk;sbO==>ZZcYcAM2D#MwBOd2#wA))3l#@$`d+7DSJl8)=)Po@y<=ZG>nK5fS|x}` z^_jUl4F9q=Ge78uGtbYV;3GA}y5snR!g~3}wg}nIaDk>io=Fs*^*8=^$?LGU4xOUt z<^XX0??*LKI)o#HoZBEpd6aV3x_57DEouE!w9&rA%uK@91%i0X1kr7Vk1S~kNJS{4 zL5K9UOWUJp_{AgyQ=d{R+IEYwjKWCLIKk=577p#@YZaD?(6vsen<0V|O1s3=e95e4 zvMPR`M#Eo`5=QMPQ1jwN*(3K{ys9eh@7E4uw3D%B1sN$7lBh?+MV-IoCPfY!12O7l zSHmT;nbt}yN!fRsxQqb%$;ZsLHoDIpyrus4 zhP=VCu_0v4m0j|kWQ{X!`i^P<3D+y)P$^BhN9NJ$9JGh{maKg#J7V7!Yc) zM}46V0j(mZrth6EG5Ig{ZS<}C!`b;h*&=YemgaW(i43_ECgNC7Y@d);16ucg)KMJU zZc=Zy5lJ*t_M{h@r0#3~#7QR?ELI!AU-ptV)q<%fKSJIdd=u(OVH(Tc6M~0X(=|1^ zRI5FWqK(1pdOhVr98-f(e5ontk4|K}PW5+8z|Pi^--xwrHy*ln))ZD*)#N|vu^DDF zkS?V0HRUs&Hi5eP5m_os2HzV(2=jfZ)>fNCIe6SJS~TPrzn>WbvvP4Ey-+VF0$ScG;D>B9H3DFy#t!fek{yZlan$TI}@wCZ7Z?@wd$QzSaw@D0Y3i5eD|%u zwB2h}w~W|CL2F}?pJZ6IR7Kw#d)DF-%u2!!T@mq0PPAm!IcB)7R5<%ZIK8B=ESg4C}{8 z%73Ryf5az9YeRY7GYAs)wEs0l>DA8nQs|W=Bnn4+RyFw4F*|ovS_rNaV@C+OW@V+4 zkc>{7CqmPEe>yW1*_gp&h>eRB3~XFv?thgV7%y_WUM{cPt4_*T5e3DZ&_s-`Oevjn zI~Ch3hSpYBV&9!vW_AT!%d;FB=LYMYtVIsLAGrH89N~(F#)w)vRFYJpq{wZw;yQ+< z%x1|a*h8glV78U2?bqF<2~RxQ9C+EEEm%5Z2bd}STKD>1TW#t;viiq05!atln&JPQ zz334SR^z5H6?Ip9sz5M^ZLK9FThC0Oi=79Pw~9A*)AgA(WG5;o$PB@=MlP_Btx93= zm#D*LJKXlJvHjK|tXP`x+F!|2*El%ueTX}mnafn~7v~rDj4ClrS?eAJmlK9x zA=xrDg#LJlI7>Ezl!pPdB|)9UkijCF=aR^lM|!ihQlFZS?_oy|0641qD(uSG4?Q@G&`?XkxNW%ZGG5y@>Ck&jKj-IlgX! zr!jaOE4Ndzc;cL$n_Ohdx0LETPvDNUV8<@&Zc_4#CfPix5#s8(7$6+L#oxxE$${g@ z+Ffn-{yFAo_-Z2f>sQGX>znKEt3NGqA?T5D@8UvTXm(!xvo{-lpJ>L7+*D1X_iHJ< z84Qpbs(!gWah(5Qr;mZs-8GC*kt{cvb`b}10TT{ZemGno?!Ei{7=M~M^?o{!>0dzc z!izrC{ogSJsQh-V9(X-Se~=VhK<_I;fy!~?;$$=Zg%(eY7MOk z?LdRNgR}}Pb(;R$lbBu#Bl>T($4s0MG#Wf*-}a@-n*ZN;*kro8e&RCCxFRY((5f&k<3~S{nOEt|W?z0u&hM1q zV(WjbroM7R_PW90HBvd)yVQxBm&(sfDQ2MXsV+VpM_c`rk38hjveE?>44Q=n9N{nM z%ho)|Um_+c45T7b-BmEPQ0$b==}D6npj^QZMIAg70J+04Cx72fj^84tK$) zV!*lil?!hgw$PZgc75FA&tzt(%#v*W^Lf51&0G-jjudeZx$E`tp=t%6#7rsMc)_WNpF zmVyAczQ1f`KI`EWg{;`zZ9h`v92ci~1z&k={7Tkt#s8%*^^_hZ*|_4(sg`VF-~+@b z{BvFB$WYAV>l?+vY?#%vE7#af1Bhh9O>7T81zb}z4(E3bKv}qijTMuoYV?mOzpnQ$ z5I_ixIV4|5eetjeasGYqVul>9seBUo{2#qDv3mhh*2W+b*EGphj933-pgcWmnW8&B zRpf)0OAa)W19g@r-(q4@)d68*SbNZU(Q|c*O{?-(E=!&MM-|KLE@#)gH~FKTZ8-ogP)ba)K$XZ!OqgrhA3GQvb+bBX5#pCCD3xv8H8 z>*6Q&`bp#p@pwzgAJGw@Qi>HfkPM4fGM@h+K0hlSc6s*PB+G6x_i07MiaBTk3P#2*%i)^$_ zumJvlg~+Tb8;#WExau*~@^d?fg6CwIWU!TecpCxXKzlQXYge4*$pjXFm!jynW6K} z-S>MrdO_~F4J{B215z)-ldss)7#?VB^-jm1OV8Ag)Q(y_5c~UA=e%>9bbk8)$kR#_ z(KN-@lU-A2%{QSBddiyyk$gKoo;QY$wVc#r-cDC40~&XlW_8lk^dW((Tlw928a^j6 zVbD4vf}dk7%g%k_FEArOxzWQ%kEUj3tn}-@{B}j^^M*g5hu%9=AFW=<2b?z-3?>Hs zvjR;SbRf~RM_128V6Usczu)Kg2+PS?eGpB{vezTQ*WaM^^RYlQqt;$9GM!3|S8`LX z8kcNsy%Z{cxGvs`OU-X-GfebrBFz)lb46ereir0P#z|&atfe*zribWg0?lHekrdJ$ zVMQio!K~Up(3i)u#()*)*j=epg1x8CmcV+e#_|W+J$~YKDEhqojT6D^FhZHd6yQEt zpdAZPuX&!-VKh}TioNk5C-7wsDnZ_>GQA1!hp#_yZ)ccABQamKH(V6DcDRKd<&rHT zco%{zm9^JgI2~(UwMf@JM3M>GU=<{XTOd?7Sys8@g zwm~=S8^D=OhHuNH(xl1=?$%;zlGH^)T=XJhLE$G8=^WWgabIja8KknG)IiS<^q(T) zJh}h@^v3g@i@H@Y)tRJk2AA*oqD>Jiwj(3r)c7vaq4RGaPa}U{?yt!;liTiLft9<6 zDAIhtpOsBK-ud9mH^dEyqy&K$vL$EG7OprIZRKtw@@>03gh{$iW+y z>i8!juU@<$k>%@N3ixChB8l}T%;W;&k{B0>8U^cJaZ~Bt{DVt3Jks+et$+eM{CLUz zawA@XTm5BiRD+FnJ3f1%v_)I6f|dF3* zq1D|nGDR3e!%^qbb>U^$U7gql>p}LubC^isOS9*-R-hC3N9`sJf0~Eg9c`?=@JSyI zk2$F2@BzPeqwA);*u`3?t+TU&o*qTM?>1Gy_LBm>g&(ItB^lZrq2xM!S8i44b_>f2 zHdo2PYxM=_g~T|1cOSaM3Lc)ztgd83lx?S1b=Mn@AeM?^@^7EuSm>b*Bjg^WF35&O zN1PPonU7cmqbUzlL-iIHvM}x8PdBBeFw;@g$PT0JLt3!4>u1AC-eN~-eP%13Rm2Vd z<8Ua~i%6;ow81Ynk6q6CQQutpXYq<1Gk=mXo@7iliRi}?&OceX@UceL1YM_=NBmk^ zpP5LCvqhq}&07P6yfVMV@{PZ4;UKH;EYyyLHP*2*||M8 zrjpcnPAy2%c5}fi%c26UI@yaq854NJN5lMYwGum}ad!ueO5(0BLpYB>jEqyAY?Q-* zf#TaBmq7diY*Nv?QI({rxw-I!1bm+`i_WRPo{kOOVInFR-0pW!)ai;0k;a)z1&HL^vIpPa zCeo)XuP@pZn0$-ift~m)B^?zPMkz`?O?G*eEm`$V*JbtU$`A8vG@6=8Il+X3QS4j5 z74u2)WpKFGLWo|Gn~hFLNl!9Tu39d2|XknDz&Fd6(c&&1`(lOI2x zTo(ZQ10rw{0)%5|@(KqcPKcS_^_9*PqAg{=e^IwrSykebiljn3d%(KMm=C(q18@4~(e2?8fbXgC zF;?zw|89c&P~6ba5KLKe>XwXQQx8<<+RpPfiof~KLm%WhA8#tH z-jqropdGlXfEZ=t@Nb;7S|kbPeU$keuwzEH)xlhgAtY z^-d?HeW)>_G#2`bZ-QNO-@bi5`D&u_LK9Pmi-%s9yA$>pumnG$zEjjVOHR)ugYD~_ z%w(s&S>i{GMW%)xJgm-$JEWx5@Lg=q`QI%_+7|8BWsKFMobkuIxzWWso&@laW6=V+ zi_pTuk6N0KNJ?3O&L4orm&ZFsvKEv7(&w09$Tezyh7f3!kmpFsRseoh)_8;8Q~&j@}aZqL~LC z(I|PFKIjzfZ_xS%w*2QO#rsFqi*tw0}LGLw!OnlFd%s*}D`Fy(23VfSc z%1cf+tntk(_t?F?z1`*KY$f6d&lM4;GEb>;G3(lwM5HC}?|&Uupru}_@OQsHu>>9B z@?t#JTQ2azqv0VPrrw4)5#24HPGWb*ZUkH6&bd!gspHa5W>8|#w_e*Sf@OWrta~n36MzimhJy(vdfytEh&}QQqwtT}OsJl4h zsbpquY5IP<~t0#nB=%dX|K z%oQ8_PHv*;YVA0Rjfoc%g}Ub3%h!BsSh2x-mW}nD7m3BsZQ4eZp028C{F)HXI;N1s z*Q5~?hRI68}G1y>v`yHasivCmK;RZ^ah#z@JMkPDFX64>L}(b*bs zvLxM>Osc$^)R|m53GCa2YR4{mxhBreBat*|xs8Vds_iLBM z3p5Y+Ro}O25z9_I@4v^bVfaA4^xb4AR7MRb>Qm6BW1oOp?=>hH;rJ}=2VydZ*WoIb zwGE8xMDO>XU?Hrs-&8M+WgOr9#(dWLH+FB(6A4)((Z54xcJQ+ih=kT03I4xB)cp9F zBCAURS{mk6^Q9!gqkh5noX@4u>7muanQ^y5%>%lY-~d%-?FLQeJEx&)wY{h2Ujno& zFA77`k7(d)vgG&H(Us#R4GVAPE@$Vk7Bj=A8UzKY>HI^mNutG1Ou6sNs^S`1>SSz> zOf;oc^UTcxA8`s$?2T>dH2naP4TWjN%0EN69#3dh28ZR)nTez>)pk2Ia&i!jmB3taGOfv?6UZrhQZkdHZ%$fMUoDS2j2h}=SMlUXA6%A5Q3@YECyrNCI{-tW3`HH*e2-G?|&_KoK_4fq|Jm{f?XaFm(N zm7%E4TT3ihoKI7Mq`}@!O@fz?O&<6%EOkOs8x~+Z$gFIch#43X7PdtZGe|F!9^V-A z&Et94xOkc9!yZXaDAP0+({y%Ay~8OBOxMwJm_0RxDNUPN)C(8##a6ho{z&a@=<{%i zILz9)`L}Uq37L;uELcAqV|fYDg+i$6JAaRE2>2x)49UnQ-wI9})-p=Prmis$Br6Y)>K}hP3M6>8>_PGph>Sr)CUBPn$8W&D zO*)=2D)sx9P(==COiEs{iS>L6Zz1V%qEu6+#l(wNkGkl`|o}j$6w8(hmQwDm#^7=q5*B#y} z+4In&s@1~bODPDHWmE6x_YVvBn-7lycaL88A0HnR|D(WBa2g@jdf10uJm}Ac$*J4H zylmER#T+onY}<@fkRP=n-o2MRV#oZFX7QhFCXvng??+)!ZIlJJuyEvMJ=aN;{H(Sar1nMI(KoYS0x~DvbkUvs| zD27lASUN>Jg5Jw2CN?bnwwSdDcMK_T#~x|29E`E+;9vOVRoZKr6fi>ELkd@oTsn$! zo6widGN>EfJSl9?!J3#(OMly##3&*n^1lO^pKvdpyg5sJ^QXklXa~-9>hI^rDdH(l=dYwQI8h)xnXNSMP#x_rGr0KDIFq?{i#TmtE4^-CrJq`>IHJmlXYz`_ z!)9VqjUupn9j^`OfAd8!DhN8S#I?7JI4-qnnYBc?BZXAakfc%8$^~g021V4mAt;9( zzYSAjw+)kSsGoUH#A~6j&mAa^EhC(TztBZ7WSV85XmoUZ!_YrPT-?1MTkr4r3MGo0~Ju9xSF8Lz>Z< z8K-7^$z%{YA*qOZD7bQgfN%ip0DRfrfajM+VDqpb6}5h~y9-f+PIQuAIgx{wQaLSL zJJkF-x+ZRovz1?X^JcU3b*0N)Ed<I8wrCP`{& zXiTNC=d#5zBYjSDS8IZzZ6@-1&F;?3G};KtW(j+^b|y;GqR-={lx&qqr<_7;JYTN} zTGl?o)|q{%oM9Wf>*kJ(@=E+!FYfTWJC<|h!#MrpH(u0k@BgI60*hoQ|BISAY`X=t z^IV=ZSpSw=2%)75lCl`Sh{=y=B2#{+o)cQ3Z?d1;GFe$w#m`y41`1z`N`aMQBUwgg zw!0q4B$ewJhw4mnt^xp4ebp|)R+iZx9lFLymPC!mbJ>3@ovdE&*(f932+O{#lhqU& z9CSw_vH3YIAATMGB!ed9LzT{@6uGf`yId`Fx<;E9c*U9~>)Uoiy=U=6fPL_3Y2HW$ znBk`16%|QQz&*UY7?KrXK;PNYeZvLza6;^Gm+!Az$Oat+K>=&3HjB40JHUG==@RJE zzYKj!k&{&G|J^zHa;|;tk1dLa922FAUGM7|dMkTokNf`zDf912P9Pg$O@cr(4#;fR zC6CRl*^%tWn-5%I<#;+nx=tBy7DcBY z2#~S1K5z5`cIPtFrXQ8fuP;1zECMgZ^1`#SD;AYFT*$v2(IvlVJ&ZnDAHyiI>MI*gt!jA>XS$e%`wPX@30?c)t630Gc{64ibGc`;j2j zl?!9NS)^fl@_g~v=(Y+g?V&KbLB`3CR1NZfopXXOQ>^-T?@$UWq;V-k-%Dty#aYUU z=l1B-HoS3_)#McuGtO{Y-|KOO76f%$EYr_gsf=c{)WR?$MlxnXTyC7nHZV!ZtJ#N_ zrUOz%_e|H6(-%3POk({;#68vfIj+2+SUz*VILUEj<^!j_e(lR8Ae-{5&ALA9AUJyS zw*wfTnU{9J-peMhVBq%s=&wd=?Z`CIHVysP*$~o(G7sM+Onq&@L~0HxS1hI26LI(c zu+MJI$Q|4d{*-{mDgCSLD1`_YeX1W%{$X48uP3@)lTax_;D*;qevE9$tb{$*lM_b< z?s!^aOB6V-NW^-B4hM1^5;(Q)Uw-vCT(q0DoOLnV@lh6qYsH_`s)5_yG>OBOUTH^H`CWNqP`7t*{ zCI79~%Z-nUXkt`SQqsvM;SUnmozKM)R#9v3nZhX!u$C;v2{g(k=l>d6Er-_GJdbsQ zJ!5&*oZo9-T&to*ME1z3;Hzs?IMa4e%rD;~XPqOS>k9+m$i`dnv^lNII<;|J=@fQe zR$j#Bd-7D|5yARIW>87@U%gzO@VSvC*9kI(6Ow;)2^*$RjXS9S-$NiVPGwSxx2kY( zLFd^BIw?9&wA$^}rTk|tUWIQO@ra`frF%C1Cv_yQG8<5H?EF3=XNpcJcwiiG;rk6C zScdii>Kezvui(a&b0qmIzvUDT*sRiMuZbc^bTa83wH5nDrFNME;5FNKPgS_~l^M zukidzD{xh}`ejiWQ#WbE$aH_^_q8#X<5pwtIHQz`$2E^}Shv8_sX(k4Z+%OL+L}|% zyu8v85ok75H(kF+{*a(B^@a6U*OBXN3ER)4iNjWeaNObmw0l6Ks>(#ASozB^o>&!E zrSDDMDU{0iGGS9kl0Pk&ngh=}Q?Xm{OJMw?in{eMa?oWs65{nnpRmVHwqbM=FqvF& zQ+1y5LEbAK{FP9A*0;`N+~@DCb#-_qW3{@n1*8)Y4Ka(@_DG)pui8@Dn(T9u%OVLzg@iRHqpH2 zum7%V>A;uJ(`+e{T#tV%g#rL-dN+yQ{>Hpb_hDfg!<%iCz{}^mXg(|}5%G2yn7_kk z!=X=K&4be)zYC{PQjxT$vS zCLi8Uv_5~P6wauYfa>-FxXR){9WE$?1%0ikpxfYLX-6W`Cy!~g>o}Z;)9Z!WyO0#s z$J3ut_wvuq&|2I@-eRiAN5+{`Ve=P@tA285Ls9I@;IWIMo+H)wvfG9;P$+b@HMvRO)%67`TQ!Baf>67 z0y}dIjj+(rJS07;_^f)16N&jTU#_O5Va;ZD>xE)mhC;ztzM;D3K?$(_&66KaPTKMV zmVANogsb!af!pH=0g@8vVI0(*1<))R28Kd7+Eo=xB!E3Q_M^hO;kMukJNL2GJ&;Te2 z>R&L}@c#Sm&U-$9r#Vwb_TXY_FYp)^O(4VZX^kjuBXs?bJ^1n)e{yX-YsSkK4ydC#p6sZX-k#VttZmSjIqsXCP|L81k&)HrueXPGaLwe^QkO?QSc=-@be){GKb|y5ojH zmQ*ZR=^-ea8K#cfvbk*Y}!Abl3v1RLSJClDH;=Zn_yTu&N>E}QvbTF#31^S#^k?u70x#78V4mZ!^S=m~|Nzdy?jhk}Fp{S;f7RRdR| zkBo~TU$uN%ZEI(cd6ZN%V8A&_3LlS?W>Qfeq<;VrlOP{Yd$L*G)u29tmrxW|Y zHlFizqTO{~`$2-u3xu#f4Spm*h5LllA6p9ndHm}#>%JQ|S8ORAws9;!F_Pyr)YP2S zC(2FNEm!+CyX;{Wp(piRm-{G9g*Q$|mBO~!s3Q^cBJD?EB z7P)L~c-)us)Ox-#+;%>|$Y?M6bH+GMdr=VzNb{o;5fyb^4g9;lo$EaGPAzxs^m5Iu z?LIBA69i5SkMVTJ)dy^GsLZLRvPHRA3yM`cu;3aCy;ZLW>l>VlN_;`2r2Di^funhd;YXoAiA>4kj2*8FD>mL7g?l0I)!%CpJP_0rs-!fd zjSLF75Gj^;9?a^4^X&j-FnQcKhfyEU@>EJI3BhI2hovCYTVS4fKa~8d3H$RGa;Q}I zi9Z@uUEHWXij*i>(nAi7Nc3Ajs!jB>bjx;D;5m-_Qe{j7uJw{AFPlRqXhpXrNfc}0 z;dK0!U`f4~q+0sNU;@a5yg?J|JpJQ&?CH{gi_?O;IDpSR!jF8gdUNP)(|H#|#=(5k z0fdR&~f!l0T{kM0^U@kYjlI8D%74faXol8Jt<<~Z94ZqSZy-9S7n$d?&%dsW=i z#f@B3&bUxkPU=PNYSoPHS{TyHTMCe)i=i1~L%0`YrcghKdKKtRnW zE+z)s(YOO&k7emXwGdscDXbg_%thNMKr-j)@*g>-eM&3{Z6n>`xZ`i$55-+qom6!9 zqKXO)3Uc8#zTmpL-yWA}ziIdxL$LTQv%2}}=l2EDS|*y9UJp|Y?;qa{*}H@vgiF2` zx`89&epzCyXkSjYR{q{!_!XdU7PR8KBc;R4TA~2;;rXXAyX2>AW=)h*@vF?qS6xCIZ=b zVQnqm^Q);u7a-5$_9Rhb4xxaz>Zu#!u;vb^7-(0l=>+xiyYYev zVLhJ^fzDHh)6I(`#Z~Nn#Rtp_obT|IcL#y40*4g8kI9J)t8go`RUpkgnTv7GJ<+lF+TriDQ7nzQ#!#qM z=@K=Wk;lrhJV@l5{7e#~cn+Y_pnN{y$R3!RYf=A|mNszbsf?RLs0LH=&_!cDlig|n zkvbCdox$oL&IM$KzQlMDq${la+XfLJq)Qb5^{zM7c`Vc|3ao?LDF%wfndpAXSLaMqt{cn;PO%arQh?Y0S>JSFw#O z0imR(6cNR=3!z|<`9~%du&<2@!%0(Nn>x0X>fD!%?Rq<}-9d;iI#u!)$rXP@cpwFz z-kUzXKil;jFM<0N0%?c`YiG=IFhKUh=8K*CdKVs{KtK{&Dy!uc4IpdKeAmb)F( z-i zR+I)!Q`i4A?5i`7nlciRzqhH*9ehDKfG~(=OTJ0R(RK95!gAPSLL5(EM0R4W)7u zLSf3#lEHzVfBT0468yd_E=Ge?39S1JQ$r)8bz94kLq#kce&DZ}7(M8%ptt#WDlH0! z+q?k4s(dA8G%*X*YmW}-38kMFApkpOxQ~Pzi$O)2~tVD!ZALXU+DY$&sa9I zR~x7gAGK*J6AATBR93y^IGaZ>_I2l?c_LU;IyhynS+8$8!3Sf0AOp-+myOP=62|_& zK43=nx8B`epMW(#@a6E{-d^?}XAn|$y5x5M`fspw!?9G9wHPcbcuEuJO-ys?Q9c>l z>5rg>T2+eNi!SshMlOJ(d!q`6{ryD(j5u^(wsEu4d|u}12$R2BBrZv+FcEe*ArrfC z*r2u!yJQF&ex%jVmKT~7gthrMg@s3{{wUnQC;=9_z)t_tk>7EX!EPx^P+y6`+Z)Qj z&RXVEv5zS+@5Ou+n1jDl%OP*+hCTVm;YkKy;rZIIZuZn{)r>=)dIEpSw%YBe^&jtjqz|?1hSTGMbXT#3BODlt4UNq9b zmiv%nmH`Jyce7W!d;2HF%7edE(jd42@=j$4{=**SX(X;!B6G%~25bVGe|pI|6)?`h zsVo{3R|_h=ojCloZ!Ro4Z+vPbfazJULGVjDiiCe5^@vP5pq(a>!E`=#rD~V4Q>%jU)UkVfH==e%;PgEbR ze0A9$1S6k2T?%kra8g<5QbU)O(DpQ436w2mP;g%$ddFXDK;+!zlcuJpi^Ufx3PI`N zb8q)>R#eO@^~{1TGcQ6iJ+uM-Lk=jZI$In3KYtD;nN+2hTBebt*b1E_d!dPnEb;oX zc^=vN_W}En2z7#B_A-vAqQX5Xv~So}zX3i}+qCnz59i+Z2oBqS(T6RoZ?0<+=a!bl z_RM7Z5A0vuuUly(VH^gi48^NJq-OCJM+I$#3I5cCASWht^jp>p_-C?!0}8vZNyDtJ z!cCG;c}Mh*4iLCQ{kzC**MB&*iHBxoagz3$6VgkCQ*cUDe0E`KcAJ{JdbMr&m@HXF z9;7njH%Q1N86O|~W6&9~Svcfzfsg@a^bbDz$=vEKuJhfDhD+Qw4%w`%o$8wZySt~v zF}N7h3z7?r6RwLwRv=s7Zq%QP9{Rn-c|MazUFhUNdV0BIGJfIa2aN5?t=L%F`Olgh zXM6SjX=KgBKn-&r^%!}P>yq@fD6#3HL5~syMKakPJ*V-BjAPYWXW_(v88UM};(vrm z-wFiAEX$zm6N5nf4%*(K>-(`!m+IXSeSKYzx7WUGdgA0w$u0)hoVVJ;Y) zugG`|ie5Hk=&lHV?(e$}lIgAG`ycjZKe=SrNS$UJP3Lg^a3S^1XU(h4I4Z_&){RMp zK^b_vHu7No21idiy+KQEzy%A>x~PqV3-gw&emZZl{)ue`x*2U%aNeb|_NEr{B-#O= z{7J|OL_}ENT>%FMkl}(@JM3SA&LHfSvJ}-ZTQI#}ID-iU9TcHnwHP6PhO^qop(M`Qvm zDcZS85+(p-lGN0~%b;fdn&W%d3B;ZM1rojnVwRIHG6d_13Jxc03z;X%e`p|>(tEmS zEvr9{q;|JNlW7Ch%qSvghP7f_)=U%+yD((Ug&`sCNEb{gos32qdB3!D4&fL>A03pP z($nQzkPHPWcRy!31qyY`w6kt5Oa@DU!o&jjf><1o69ni_aAX5Oh?U7+xaz=3=m z7x%}iUTnHA1zhZ8faHF>Ie8Xz`b@vWiwh#Dt9#EMU;HV59xveV)g0vVUz7)3v4D(j z+pgy;aH91whgLmR<2uIJu`N_4$+8~w@nn8C*Ek3xbSYLv^DhViH1BssGv1nw{Af;5E-jLfmZF=v0ewY_4gC84- z^d-dzSk51|{iZ3e2p(`b`Nnd7e%@E4EHw1CfGf}3b}**T%hjL>5ogbBCx(vTMboxQ zZmOa$ud0&hiDMm?c%Pt&lr`ax#5K@a!#Dy$Smm*;_6cIK!O^6Pk3TS2qgZ=7>hize z9u&WKpcfJtc+>GSk615^5RAX77dJ;iiMdYgSRiop`Q7EDD`3XBJX7!EWkyqslY@JN z;hItdl8FHG3g-dg4_}A$>{YMx|8orO22oVRL~YDu2F^7TMDU;mU=`RRRJ{JbPe>Jv zzd%yCH;y~Mi2dIh#L3EiulABc!=Uy3L4<5VL>a~(&L$}R%?y7k!u9QzPyd8>+1#g_ zl$xKl>_VoV8M%OxLH#K6(doyxb=5^Pd$YfOqL_P+Mmuj12QISE4eXlla2j=b09dD9 z2$OGO-feRUYK^r}@@`Mz|7^6-oG^%f->LhST!v9*Er9 zM3g>Y_&xkn)cY`RW`|HZi8L$N22C0;j&>=z-_GAQu}H-L|bTd>WC`dZXr7coM)vyg3pt@J z#;|VSYGK@1Po>N68O5j4umLCNdXpQ{T#8%a6Zw)-`OL-2QGV|cqUMR&>-hD4-A@Y^ zHdqIAqh5b(i1)2%IO+A2^A7Ro-?mY;OX8`M;h2D<{QXx%qDl@yNRKJd&l-5+LK>=x zuY{6A%v5=h-mjY%f1_usfvZTDjF67qG%_xK!f8Pli$!>SCMM1t`O8bg4sBtfLR`!c z&0eUxy%LhkU}TWq3|;3HOtLD|nw0-q%&gJq>o`v?kA<6|O%pK59Kr+36y4=`-G znLG$iQGGP}5=i-JkL1Z)F$=g&A~O=S&S9IAL?CjY&Hw|Z8WR~w>xbF0;>Q8PYj1ag zZZV#%_&f$Y?uuF4*G2(g`8H7fP0inv&PgPTd!EIl;{onDaWQ^lV z>&n8tOw-?k!YhEB0NJ}AG*k+TRwg-;vZ%2{-1`b?2r^JI*iR@^U+hMs1KzgLoVpj* z@s~E*1S4HNz!?ksK-7@U$faSA?u2`El%!%LxtJoLy8V6S3aP3p1{pZ&!#wif!Ns=sk%}mBl9HI&^Vn$Lugg7o6CXpi`E+%;h|r2k z0n!4OdD}09@`5*wlkFg>sEU1PNO|7inTlIjTLiTfmlq3-@AuiSUnf*94Hx?ors9%{ z;L(8R%UZe!$muArB!o<5bd1FTL$}N2g0mI9yoG^-1BcFsr=xy6KJWd(#Cs8RcXYQ7 z3gLDS4hF>kE`@T`wMw_-inwp%g8T#8`$Tu}ara<6zmU3*&$70WF?B+okfxM4dQ~^u z{p^)~nY2!xt-IV>{Mn8BtTcz6BO(P4AUk?yfn)@@t%a|`us>)M)76N?#-CHJ=n6xE zwmTFNYrW&%Q||8rT^~Kyc%Rsi@KG+QcesJPpZ>v@3BCeb4`f5-mO$zXU^3Q{8a46J z+qkLX^B#;=GJsp@+Z=&%NNO6MdNU#=BO`@sYA_T)k;I!1^0cPbR~{jEV87_K z)_i3h@h`jgpQR{>2zWoqC@D~06JPpawZyp20Rlu1s8!_VjaPXMSJ*-G`2woTbfTj8 zy4;^7UG5!D}l!hbS zDBaxx(w&NQhalZ32uewVfHX+=yU*|c&iKI@oe|+V&))aC*Sc19IDr5a52Iz#qnKLa z8ke!89Q|OxEjZ}ex81w@VPDG1V?Y)TPXj!fTe|iAv@U6zvg?VH&!$FI1Y0k#63C2U z(smp^Q-tY)XzmmJA|G)0@}3Qh>5uTM|3vFNMxejV%lM=_A;E>~xl_Z11XhGKd=A@} zx7OM-Up{|U;3`#qSu3*HPd7KrPv%wf#|UyYS8Zr9{)tIF6r0$ct!{F0G0w5b!#@|v zUFY~s81<%pa~MF#AS1sp8X=hEzNEjGsWfgUNeBI+aTiH1k2yBafByEM{Cx%c3d*}2 z>|BQNq{}q*zxl?w<5E*|sW4rz+gT7ro!iu~JZBUrQ2l-+;c>Vq#1&#UJ=i%*41a5W z$X)=imtnk|(|-%U_$q&z8X^~aKuKZ?+uMD|^XtgichC9&qGugUalP>FmEd3m_&C+A zBCv$iZoFp{5gB>X^?2LWdcBpcVQd`V^7X*+YJMUh0&vn~f%cc2T~$&}I9JY3Fia8;iDxAhE#^j9B8B4>4|y2guUUI1{n*9&@gne@yK z%&pX?nE&9zXIzuco{7avo{t+0&bl|zLjOTocod*o2SUUD`Lx6Uc&@yhmbvU0oU-qn zaLDjYx0s|NTp394?ba!bXEYv=yJTwvaWC4bFbV{QpU+<)edF1~@%pn10OoyiKbz zdFmC3)zaV3mfMJe-Ps0=vmrs*vxhFlLH}kNI0{)d?WL(C}q;IX8sb8c~ zOsoH3vDVRSjx7wXxq#baG_o^qu%LlNu3>!%<=Fi=U%pz843l;D(UE11r|5*pW9bpxn7G zy_;QI_C1m{HC@qsF&`GnrN=|%i3QSw4g{Vb!h#wV!NaI1T-($BWX@g`8nz0;!CpMw zVQAaJQZ~(u*td>NugoU&spDUEKhp_QN;)1L^CkJTb{ba1{8zQ^5SSQq4mv>kwF7EN zgososDkEV4uIK8_e-GJkii$cd))q0r<4Gc=!B)3&?InmUlsCHMI6_WF79>rAy{Wj% zp&+06k96LRUQ0volfmM&Jjk1<&)|@6uwp{BV|a4LuQeLSi5Q2?WZtp@wkDr+RP8kE*Nr#Lg2C~>a`xtgptNPa(@d@jP<`% zUSy(5ZMeo^%PRSZI$LOt{xR|OqZP`qn6Nm+pvXC#Leu3yiRajFCs&%5&Xfc3pv4Il zaO6R0Z_hS0L4iz@QmwuLEnT(E1oeM<>;4F%pEL+EMle3lIN;6KF>~b-ftAF(Oq|Tb zhY5CDknnu(noStHKKWE!XMg_ZX9y;h(T-;SC|LGu zLP_+`qIyu$!`?TGl^0heX_#(TV^-pS%p2D3~o#m_x7bPV*XtE1!wOPJe1MCEY#>4VL8b@16+PvuMLy7c(cP(`z>|v;Ne7Fn-ai3c=u+l%?18kex0nX)-5d1V zQt1IiC=TF5&Rb8%MO?=?T9ieG8h#PU20NvXh5z^F+))dRDJ-Ocqle+mEgu7;ciui# z6ThYxe>iz>34}WUBz`1lnWLW>L+8n|W*ja^<6B$=MZJcgQCjo!y3&?vI+C@lbAfDVMDDm_r#l$7v0Te5n*5t*PH^8&m^85geYV7@c>)?YGHAJz%T%TaF?W zk`aAt-4WQoFJ)fVvN#S^n5{5Tt;9}FPDRB7dfHG~6@3JTi#;Bef|2?3y@z=z~Qgk zwWF!1B<>J?3zapEk^d9IcK;26^;@WkehB!7ifC`SZq zv=|xai=hAjP!7ndAJf96kd90uqN)KqOVjR;zk)ZdVJ#~bjV`a*B_n_!K=U%ZTln6b zwYwbS&42~W~2oXjL(4YM8?u`qmhc5k<~zo#Y|5I zY&X;z?G=)~s%m4zsq-gZ%711cgaJ5chY?GOLtBMrr}J??YG^_IMJ>H>RqeEL00#vX zj~q#(BWBMI{tUIA(zT_q7KkHhK7E@*HmE25!2BAw&cK*zDDot}E8tr#0GGqoGJz}L zc@H|=NrmzhoOqMkPqcxP)kB>aKhrZ|Kv86oci@+6{D-B;6Nxlmsilc*$~{LFuNJ4h-) zgG6fl7QgeNsiv^0iFhc1s!y-;U#h`MtI8ItP@a@s4ue*X%1=Vrv0bTRFm^Iw{fupz z+ov?LEdV$Ze0zmv65D_pcbYqx$=~jIGzf4KfH_<@mHaZk?4719o@k+>%P0w@xL+&G zDI-!1S8^m}{5Yg{lwl5R6X;pGJl3TWRTls8?x3;+>k#9|4y5g`If##7@Hmv);Pq%L zenuwlBw`i$K+F&6{!B{*NGOvlE4Y!gg({oK+fB(iD|5>ZPAHvxT|7!NwW9f9jy01FV0+P0BaOK^5=S5#Ar02D*$+SrNL+k zED+cY{y8c-FBvrwG5Qm6(sil&w50d*c1TaDcc+@h z9)zqT`TFGt9w7AaapgDsI^I;Im62sIzbNt7el-6;oGD6Gz`y3eF+hA zg;+fpOVJg*n|;}**|bz^Ox&oyBJ8|oRCXEi7&H)A-RT#3MVW|?3qvLc%Q2Ycr-@uY zWH#pPuq~BJo(|`R`K@WHCy*RfrXtp{chxWP*5Z!2o^e&p?O7y=pbOKIQSl&+-SvAR zSEvQ5X!RufKQrW$9Q5owrGmpw-JeoA&etQu;c|5W_cz`SnIp>4m#Am6Gm4}#w`bZm zMa;WJSh!5XQLLqoVrnce=!-Z~IYs^du@{kFBBE-zB;?*ZgJ7T(SSQG6^n<5Z5)B+y zb6zq@tD5wHLU4AO9B*4Tr`Q2WN}XL|i#)F0zbmC(NG zn7^g$>VMNofX&mQ?hjQLSj7G9>xAgD>()Pco~KXUfY&H+ zb-dp&vEKEt*9GqeT%CMHJ>VR0N&%>zitl7`1|nmBx65&g%P6evqF88h|dd0es3v*gaPx1 z{&gxIO?Ln=o`XqHXe2_}A6nirC;_Jl209P?RHRj*)N5l*%5SV^zTW#aXTV&y9z#k^ z`ExX-1HJ0zOV62bNtvsKnxo@Er9>!RQ9Epo#!TN$iw!|abAeEm3ug8l3%K|dF&l=LvxgN5BZ?dP997rY9LR!2kFfd+ z&0SHShKxFhqyhjA#<{4uhJy+)c@%Zq6G zKk$Ok!^{kVBP%6vDW-#FJI5`XQNj)VRadAb@n8EeE zczNi8nwgXPmv#=hW$0EpaIi}aC%4u8w?9hHw;3u-_dVOhecT|P^O5A8ar!(k^sw{p z<|dTu!tC+XI2^~^!h&bwPbxbCAuMd29nDG@MuyLT@FL)12^&kLChtpTqCm28y)|l0 z1D_I>uOIt}Na}y8s$K6I*rhJ?8Kh4%!O-#Jo7Ug-rlK1l0{<^-!bu9rhYaP!waeSd zxjD2I;;tXF{<$VaT>(d2Xhr{UJfwE{dkJslSt2jQOkif$@C4 zsQtOXs469*dth1f+qAH~CxA}{F3iF<47%+VAdhLk+-xrJ5U10MMBVFj&Dqbp{Xr#a zgLal{@^*W|>^NBX?9uAUpvg5~*=wImF%Z&KS6@ZlPL%ABWvl-V)^KJM&wZ^fj4$Zo zrkA3)CfQt&-svAz<(&m4`emD$-gEk2O9O5g8R@*U5I=ufi)o$v(U{t*-%U)XXoiWk z*9y=IE)SPZAKCzplUwylBNDAQ%>8D2T!1isF~><;e#0(jGJQl;2!_{Vf%jrc+sq`P zeGUXcEC(>E1}8vecovCan8a}FebTOv%Aav{G z%~ICk)g^9+RHwIZ^LnC@lo%bG>mHSo=_^gXzBaw^`D$Zp8?2U6H`tpT9xpygt6fSQLIx14K)|k6pB+VV5W1bHQNFEDVj}AZ`XEnm$k%&?VUTMuSlIj- zO{2tRC>$N&^`fSv41*i7{neT>PaDe1?FL_L)hj;O9a0{FWMX+3s95dDj4qW2RP7QV z4H2^x0hFugZ5vBbQCjVhU>1v~&aM=jjxOFd60va)!u|OvK6NK|BSv71_F7XbX&3hN zI@e{%N$iS*Bc9CQtoyVUGut?w$Yt&n7{)Eie3k)>PQHt{cD#A24}$9 zFiQ0Fi|M^A1_Up&{T%@spMT5Vcg|L?_;O|JUC7SSET2pgbg>fu$o`$x;`r{}d5-uP z7=Sk9s<1{`=R^F>##>%!GJ(kD9zSwAl0y87!nTjX|*LqvjuI zHX>=UAsk0tQF4z1Z-9AUZX5;p9x@Js|q$D8anCn4P?!#XHz6FQ|{#$4bcS#UA ziN#uggCuJgw!38VmYiN0y}2wCmH|UtkU?_^UfXr^Le=|q>_3g2$|cuhOn8{>AE)2i zs;GX06FqK^x~QGK`Y0d}co|Lg*Nfk_?@-{rhH;^7N_ePQV6j#?4F|;JCKK}ua^oB< zzK^5xglHq#>@bcI(y=QzRa}@Iji_Rc{_Yb+7?7(r8UbCKrdvCW5 z7%?#<-5R|*H+p&`=ZNuhbEM^FmWn#XyCT-LVX1dbU8Dx6AqH-u^NuJ*RA zBQ%9HW`{%Cq%8?jY#@C2Atn9Tfgz(7WL8qk@;oE`SSEV5F~^I<`+-r}a6XF$n86FOa=aCrGjpzT0sl>>fB4R zFAH{k;U*-HchPepyd%-Z$T*Z=NSBhP6qmQt*gvl$lTUs7ryHwK`aSwU2m9tCSnidwQX06X z<2cFf>oXP_l!wI8GYuCwq2J0GxLB1kAdt@5))=?*J3qeL;~OjG@JQ1ZeTfX^9s6^( z^V9p5h;Ypd=t%1-?3e>b(1_ zhGX%zw()j1+H3bQVdM1Z9{XA6BlJRaK7r|(XvCxEkn>4jO&3I#(|?=&!xXUk;LA4{ zynA>}N^h%CF_VUb&8Gk3oeP=G{g`6h%2)gvi3{Yum8PN2plRvA*S%?+Vua`#1T2hJ z$AU`Qi9I4P=GTjMw2}av1Zd$o4!uHqi9PB6M*9W6yX9lsm5H*Xm30v=O_lIhX)j9kM{u11#RwW#4j(`840>eHuB)s2m@yI9x5Mw6$-ZP9cI;4LEOZW9CY7dI~G z8;Lxnc(lI|C9Cuk72-V)I$j6fXK^GHkDM|sURZ4M9WGxkcsut=@feH{=x?Q-qCt{MStQ+6(}kT>c%qDf&w*VIVYoK>Ya>*fRL_ z$u)K$B>#Tj8ZH8(Km^_XpmDbE^ME+@?gHG33BO>wo(zy~fQIH@v!-q%3?PxZX~92R z0*Ov~Zo}BhJV&qZ&)bj#R0q+V&>m(67iP^7#<35Ul|Q4)&@I~t#;HQ_LV)WAN(!Xs zj~^L-DcbVEp6L?dfqsmQx9^BO4-RI>v37Y|@6~Ax;zE~8J%-7UgUf7;jXyIvc}ot~ zetY)v-oi(tbGw&8DJ~>#&dhZY>q#&qd4zr+bhHm=#6qQsWUuZ6mfk#pjB6rF5=%12 zER(ph)`R{CJoUM2oz%9xv~n2w<2-*UyY9ciyeS!M}_j&`VEZH5r<;CKToi-bJ*FlJ;BaZQN(5lkj}tX%5;c3oPS z$aGoQTWKS1ivN9{qsV%->3_?(*sSe+IH`MgwPGU0nwejF`}0V3UE*PlMJvU;-Ui@g zUW#0XfMe(5WXBLmk*!#Eu3%c87fQPPn@TF5r$L#C6AVcfoOC9hwozg3YsloTUttQi zF`$trE$hEW+Wd(p2YRy*!=|i;OqSbt9~dQISm)0NpI*u=+h&-51v9*@TEXkC0I{b} z=loe@bG_c)@p=hgX<#9*M5OPOcliIAyl=3-6LodbW}EH>4S^%q4L94btLgu@p+iLo z)~oKe9kocE)?@X2f%v;R91~DeG>X+-@V^dHYttvs*K%wRN}*p zE{Z=SVKTQ5XsK!Ayvm@5)wCXI=5x5Z(n#vL!}_5+IZ$;lL&WRtq0*gF}Mg(c8zX_aLAQs5e8PPd;KhKk!-p z&96^z6Wra+Y}ZW7%9nR+AZEU@2A*s_EP3TL6zR5PA8Pr-Uo$K}kjafS9kGy_dGKLx zUm*(S!f;8lg=S-c<4utAx&aMgE4l7xukiVXEk_xU)J%Wvw$J{a5Awye%>aAVtVwI_rYRB_d=9%SHz zhW_@p)scDYelBaz!Gb3RXd)t$)gLsqw4S6FbSG)lu|fZiwbsTZB&gPTy7u7~$mxJw zL^KZ?4W?$c^B0&gVMop!E8A0+cZE7<>i$=cpu~dffY=!+3D&zQX53RhFv_t_+dE^P@$SimKXh9*DjpfzvI0#p##r z5f4i5QqSH4rT7Fw;8M?a`1ew!7}fcqo3nCd94Q~w$Trx)ahf!xkZ7H&31gfNE{>9*Fg}4SBqd4Tef0Rsb2;goVJgFbEvys5Tg9uL# z7Ote|R=o~~U&m4#U%077jWN{^RD6De!4IXnn@`;z90?LGY zu%;azOq7=_ET^p!ph=(7>;5(aTR_5ROd^7&)|R<5NpVyXr9@(4VyE-_-kUbKdw04R z7_Ex}fEr0}yB;(n1;`4LXjq)&mfB(R3L{KT4IxF^4o zvo`}^1%g&Ppy41y-Ap+(aa6EXKN_P3S`2zaNn+o`&=CzDU4{Z(uf4gw4B|@;selBcH}1o*2I&pE+nBU1}b|Bv8#35<+zrBDi#pVV^-`vo_PYWF z??kZT@dN+Bf;pfEfo(>7QeoSCUn3mjrQXr1?E#E za@T1x-UfYk8wZD+N$%|IY)oPHCoiFOgvBwgA^21har(jrF1O(knlXgIG{0y=e2NBA zv{|9h?Z=5z7C7*BuF;lIca&uR$!+CyvmOm?_}bc9QCz9@k|m^@i~H3+U72h=D~GAY;*VVVtB^=XC7b^J93-SpE7fQ)q zWx(j0FBF=v@j5XU4JrR_x5>q~30A_44oU-!B2?Pv^fv;#E=0emrZ(IBEV;^5hu6Z@ zUrkt*N^x8+VV#qQTe5PiK8I?v#BAqU1Z!H3B*zdC!+?h&xttJ#_`k4`0Rcw%bJjoU zY#L=~&f(6gL*v9SJkUItM%wjF-I*^+I279FRpaR76u}(R)~+(LnQm(GLqR5(SPkg` zMIy%U*-4yM6sE%6pVd&_hq&tkiDy#Gx!wG=|0rlmNihB~Nq(RC>_O|XKNn0~kNp1U zIU1}VS(PR%{(=+&sR1HHN5HaQHxfBf0A}ntbrJS4<_vmn({>Df)YZW`buYFn?(Q4( z=C>T3c(?X|twQ}gLlk$zC_1x=Y$*RWflFS5B&1S0f)?pm=O4Y1Q9e}2%B0$-&U>%i z@n$c-`DiFMH23D8_cY;lvYYD+w{_k-vQTWd5i}lfWqP<8k|^q#s;&{CappUt158)Y z)iYbvIJD+McH@?ghxq-^o^m7>oi~8kZ+i6A_8nxcD0l*zLU+eA-#UGQroM&=@mLT6 zCu>=B!;FZCz&bKuCxJ)AYF~fC`IpHq?&`!?(@^M^%z@d*bbeLOz}>`$Ob&{dC<#Ek^&{!g5VNuvoBz^;!Rt;F>B%Vs3l%-3ZaZTP5-0J^yDY`FpF*G$D(2k7Ol5JCM9NSl!D{gsEXQ_N3s6 z*Fp?WYnGOqUDLYR%V6HP&QLR5wuxOI#B3>QZYJ5z>8os?^?{5t z-e8-m7$hRT;bvrpfGFF#?+5Y4WS*%V!xUmQy_}gc9T#a#=RHX~WA$_=-Z@FAm z@)Qr@3f$N5yS9A4UgLB_{;)~d^~%%mB$h-wb$xavP{*|M-$!g41LvG`8U@6MU8UKA za#f0jXKN#r;LYzqMWbc^<3MBG0A>c@s#b*U|2P7iPOcfY6 z8#H_Xa;p!TWI&|G`rZESuAMYxP^47Y3xjZ)LRnMKqSI&t|8XNB{2%{>+j|s^{=2Hn zYOs^3(lyR;2NU;z12`Y^rhUZSFa|8=B=213xz|BLN0_=kk8mu%8tFZ zwa2Yl?{svo`pZvGS_+@~@$C=EM%&Tr90(|=;}(^ZcoL!ybgzn+Oi#6zBH24TF=DrE=@hKb7nuGW|1fkhIdYP9z z_!Sh7dGv@eD}|fc9o@Nt8@~%&DMN6`L5=3io#=r2V+MbR7#O<&?P#pksp(&Y@&vGi zEJ92!R`RU|U9WVhialUY`6oxluA~iD7c)5jO zsnaW*pz+ACU>nM%Dof&N(!*1ycD6I+ht6+sDI_HalLXrnYR-`AEQfF)&&#@z5p#yx zV4}(RKj?>O3lv=gaqEkUxcYBm!453#cRZlF_oI~(y}$dD*y*?VonoyjXZ~B&0V)4R zbz(-82o&P>&kf;&$HbgA_ zO9?cpwUt3>8&e8xk@(vVUG*0}Nx9&a-*@*a%8Y=6VlKlB9qwLK;)yCk1I@8`>FSA- z)R@wxzy2ml#)o_W0TIY*vJz)zBi38NLCX1@B;7{jNb7rphD|RsJcx_<&Dp!Yf8`wq zK#K{X*P0MH60JSLu3q1BnG9okyycE zXV@ADx;lG@F&c9`R9E()tOV?uR@YF{hw!l)O0sY$ z6sEF|MY&dM`LalgYDEmNFt?uM$ld$aR8_s0^Ud1^=z~yg83~4hn3z9au9wbY!AL3J zCaggYIfUB`bY5D&*|r0yT^BH6>Umb<$%as@e07Ww!)Vx>BJn#PavtFD-0vOCJ-2zi zDSeuyC>^4oq_g<=J^lEqCShD@fi&dP<9l>DPM`bNSLIBd64moYp$iYYQvTNiL%)yz zeK;U=a<v=N761L#AMIe~|535j+jUr-xm~v^Y(SmV zFmaLsvm1kaI!t94^jYkCv>(4J+exZB>aQk>qb2h&X9KzPg+(hVfUSXL8l`NWf_Pc@3a-T%(O3Fx8*SyZkolb5!? zOr3k4CnVq!EmqGB3&X&!|89+BNJ%OY0Ya_sX|nu<>!34W@DMS&Jo|ihwwMYrT54R` zjtyKf)R{}R1EZUs@E4u0S^kQzEk}P26ik;%SyB$WcJL(^!W1})08#?c&AkngX*hA@ zZo3?*8iuYyx*{Y-MRK5EJCP@L19b=3l&kc>YtluZy{ZUDaX^pg1)b}FYs&>v_sds< z0_)onkKW53j7riS5(QlzGq+a$l%IY^1Ma`Trzr~L9yuM>a>=Q;@(FdS))L!N9W!=! z5`d`2P0X2&nVOn<{A&HB5k>c91%X95zhhQ@!~|hgC_BrXvNpZUM&E>{ zARHbDerXdi8z81sLqnZC)y*3aI%I-%h)62O%{ar6$W0_8s8|W`5>a|~mLaH+RC(sK&CaHvT?Y+eIw(` zRZhFiI4X}7XqfYJoBS9%7M}q+D%9x zrWWEAn|Z;Ps_^2aUec~B**lPJdl?ugL9fsY*dmb=prXZV%y7B>*Y|8*z@jrRGE<+j zaN`e^9=rpbTOG!zcOeWzB*uyO*hMJ&!yx(HF(l~T=H(JCD8Y3Mc?)VImW7BD4Gt}M zBV75O2enuZ6*by6gM5y*qSA2KXTpHqe?*pUgnk!Ocyxg-ec^xOQBHC{aM5Ncu5!)f zzh~Q>9lsL1_@acrTNR;4863~-_2f4m(d$*c(jr25_1K){`<;+1xt+KNlTRHOkl+D} zo_K-fR-01AdT^A4LW^-UD2J6h_?6PgMu=fiIWIMcw&m9iv$CEp`d=== z0lmV7n=>LS*Q(mu+N)L0{%oM7arq>{bG3cto>Tm)2ba@IO9caOgOZ05yVHQ0Dcj}5 z1qa14rMo(cA)S4jiYLKsgbx&V6nwt^DDCdfi-M|J9A5T!oSw2>%fq352q;Jb1Iw`! zlTKEq%^_t`?zCuTw&2C6vZx7$g&ru!eKNyc6aFf}*1Q`-EU_8r%=sOMbSRmQS0I_< z%BWSpEfa{A&Y@_J!7Exh&o^3+Y?<>xzA1yh73&*G*9vZp3jqN$43A!t5B~{=qof=_ z4Xhzah!=$ru(wIeH7|k_N2&i^>;`wRUB@7-=58YJqQMdGW-%SY;vV%Pp+TfZZvi8c2}Z#pDb z*C$GhW0+DpNZyhW2GuZ4U}IcsF#kcRg;Wfh<1)HGBs6q><3NVEexG__l|ZJL#+(HW zEgPjJ_2p-=1|{O~%?q6L9(0kDt@^1B>=@zi)~j8;u9yk`LwBXc(KbL-_(4-gZXdsY zLWR-v%^<7>7|pG%1rz{Y4XyrfNZjGD;M49=qk(A*2s^(3Rm-2xV22HFhdc&vW1*w3 zWxJO7;dnR+xw58wQH-8aH-raDe$>i-CZIrIQ(1erD3*7RbI*o zI(>qPQE{L3UvKB*`r^}Xzlg+&!EjYK^+alFRmk)e%HLUc5p)@0NdHS1P>)2E);(W%4n70OYnePjwAt{7#BufO2eSTPr^5uuYX z9!HKB+|)p%Jut3?g?WBrmXx1Zkxs>4Y0@^j}JQcu-W#?A(PyFeB2;YBgI)B zRPAasbIgp=%RBsGYU+0X#r9~s>g_7sqf2S$qK^&a{e8XHSbatcV;k?qqlE7f72}AG zDR#bLVc*+4N)Ib*_bEBs)Nmds$nB$87WJ$mp>$oux;L-P)^I<>)y1ofL(S3A!;q38 zRa1%;--SS@fNH{$7;i4?;?euvYTt@a)*jX$rO%afx96=Z$}7r`v{$~YU5Z>%B0Mc( z^$mP#cu-OB1~qKY9@-u!lve&XD&8>k=1XxR!s=)mLxhyv`RlYR_A~~AaIA02$DFe( zD?RHcsDa0*Ai#|Twp}N&rgw-SDi1Pofp4qrbjf*?Fat3djLzmabL!ulbjalr%HQ z7ELca?K+3?dC-8-+}^WO@SdVIv9r#OUCFI1$w;5DGV&!!T0M5Sl!0bSa4uOtQhMN+ z!It(@IyyQpu<`wVkECG9G@C%ry9YhZL{ep2uXRWi})0#Tr>~b$@1w3+^tC)k$Ta)xlO=Bzs9UZSZQIwsehH zU+Thcnj2zSn@6N$MECbf;esTcH?BwI`SYOZii3vr68pG&lX&l4vVg8Gi%O;ZiO8S= zNk}+O2o_rMJj}W&DZp*`or{x7Ki(VmZ;2&PJpHTNRy-M6d;mc+Oqf=(g*qzxaVlG} z4wB^N<;k(8hLjMV?dF`z@k7InQMX&0ze=K^rkBt2j2_<@5A>}Li`BD>iwXXlM=jgFHD(h*;=M6QwhtbP89^4!j zZv!u^^T8kfgV0z!#Qn})2zoeVhM2wW7H)2Qo%UB%DlfFxFil^vO8dm#-f* zaLQ5p`uf1VzY_uSANN4ysDm)5ko^{(G#~h^^$9)>Z{$B-=bwON&!=QrW1>Mzjhs}2 z`tnfU@TgX=3S$kTq(XLad?^ecBv_f~7+TW?bWUrcigF?lZI)1Z=+$ zSglKMKOqo4W_v!k!10e9i**lytm4G;;5Tym*o#?5#TX+VQD&U%Ax>JXuB{LXDFdC4 z$dcX0o=f48)B$s%AEl+bzC1nnCj{ws@*(K*J3(G_zomM^HtUz96sHu{BqWS%G0J*{ zU|3d^LI}7-8?0I}2BEGc{k9OfZ1UIvjMqu&gyrSyBTV^?tj_H|tKWY=i`U|c^5g)8 z3(GN|)xEx&lrYDt&Co;(zH(3~)f}sKB1SBID<_(#SAH^0lpkfSGaN;7|F9WUWvvJX z!66_JN5Oa9pfmI%Q%dM4w6Tu3FuqDp`~>4UI=MFnxrs`zJTb#qs@IghI2xe5g~g?E z?%8EsyuLr9l1VezH+e`~PQ?Bc`$t?@QRnp<1F$T-$V2Gro zEMJ8YPhl+dEjk|0TQ(Xx_7pvuCod)2YS9GNI?M2xPw0&b|1q7odoVmR1}^BFrwtg- zuCb28p?WRXVQ$pKKdO~7B4PmexttDme1xnvj283sqdBe=3f*bl_OmL@qUnKH(zVSL z`3v_6zbcXFgoK2U*(xv;`(ErLn9(B%cz--mq{V{Fy^>wz7dAK+ZU@_AhS=1acdOk! zcaki!RvGglGKW{pe+Ge|k}ZK~cJ^6dxdDY@#nswiln~`OI>F>_?D2v8ZM=mI($$t) z)^X(HKRL7)=5oVi>|8V()A_t=3+D^j__i63b9+l&?qUf?dwr{$WZJSrf%o6tuPV5{ zP8+2jb@y1fypf71PIP79Yvz_3oGWF*A_q>3tKdN!cY6TAXb|{_|!v{VyLndDTA_%3ebV8Tv1HsW!k) zuz4F;_5CS1$&n&xU=xZI=Ce(fC2lr?yCxE-MA&y}p6paH(rk#k;iyshAm=)=0g(B0 z#gjC`&nZcv_-#7ZS}rt|V|Yk~Wk+T&UJ}W+-hC&Vp|c@k1hEX0U1YP4&`F!dqRl5k za5!IaadDbu6Hn}`oL?fx5ds}`f9R{*R!_VVXXgD@l(fqbD=gc5S{9Q=UQ;ojWHFmSdCmr;6NFGe-^%H3y^LG z;IO`z!XPJvCceP``SYg^Z`*g}TIhETOqxDBHXdp@J{qK|sw$f#9vAB!Y_L=3v;PYE zTv{_|Nr`QB`VxBsDxzSi_N+_|0@Q87Ba_@u`v4Y`tq0@OXy3eIuS|*`xqJ$V%Y}4=zU6eu1fiWd60-xZADm3yopJ%I;oP+hdGSeRuCzqDuv)D6bin}!ua$Kb=JZGX`2~sw9 z1lliEiiwnAzI+{;R?p>qzAm^YKs82yinEX4=tktj!)DAHmAI$7{&(5LNYM7|lMK{r zp@vlVfQ7husTT3*@jm<8{Rh;WllX}aG`&-wQ+=ORWrJ<3NE29Iv%q50bGOC?x;25v ze;#N>+zER^62nGS^$-LIL_tPUJHh#3Y)psu($&nFh!IwcBrhHNbI1f;#gV;RAo){b zAtApmAqM^5bY6B0atntMW>`iV!}!rbf&4IonDf{3nUMSyw=oWA81&iujrD<8h6eM{KN=aW_tCQ;Ex`0fI}Ghbw6pg%J(+_?rVm#8w16njhbwmo`?C)JrQOvURgV z2z=%i^Cs3iDuSVC$a^@>hEov={i#GI&ki|vJtrcnN4OnOW3`4F<;pT_@ilOyUmlmQt6e*`TzWEK>qM9%34Ezy+#lU}ikCst(Sh z(sW|z8A(C?79ZA zkz?sxmX8njya}H2l@r-z^AX^_%9Cct2s4O)dMB>$*U<-SNh>m98aMAJQpe7|TzfKx z%P)t)#czZawT~*8YFj?n7hx^VysNwe=6f7?=_n)!G(LbFdae7m>i%LIp@_$R_r<{i zDUpM-y?q~W;T~O`vg7|r-ZUx7P9qRTo617c(I{kAlx66zCfO-V(${2mi7;FO&nlkO zme{d_lha@jUs$}%P*SC*q3K|#oI+1`_sfAw=)Xy^Jf!dZK?v&d_3zXTZNsr3Xfdpb z95c_+gx?kJ>P~GZvb7k3r`~mkRdSfQBvFHl1zJ!5jS4BK2}GorC3=(4`Fn1aMr~6$ST$Q{LEsM* zFiPZ@)(kcDil(?I6=eHX>2D7x|M!Vlu9m4j3d6x)d7SXys>?R*Lg8TRd&4!mgzGf8 zx+xfN@xv9;oyRo(eA7yNvmz9T*x zxzPLdzdON5Mq{H;e#lDpA2}aCS1L%&_JAGH`?*+CZwvZFeOytf=ZQb`iknB|Pv@IK z4g_arRN?5=RHQ-4yLJ+q`I*Nw^ckak?C21!(cuqT&a)(CfA3w&(Ht}T*im&p?;4aH z*AT(#(%9nRkzv+(B?C;{BWd>KWo5E*a%dp!1oU!;fg#asDsX;&J6k%9^jb;a!~9Ef z%7bU|hL{(;0^3SAc_?bUu)}ptzw(^6v zANp(O=3?&d-keZ98yrlO%Wez6{qn@p{MH!1g?*rwUVT3=K^#+y0gef2^V&4H>GNSE z%*SYbE?Ho3DLh)_ielBP{|=yXLaE4yA<2XsMk7MpH8;fTm|{!)kb&KC-hLRO6GKL@ zhFpr*$Uo-)(lpBScs7Rdc1P)=!SY&Ue)FY=Dh72(-xaA_STL`tS~PHDtkx3Bh;B{1 zjJT^ju(idZj>%uKlfE_%dFJUvX0$xfc)7pHGf4-sca$d}l7eehZ=U0FbFvaCL0MvN z=;p~Lh%x;|2^!d#5JV`w=C{8QjlhR5EMeA`#08^nL)WRi;(KgOSVj_{Gl0@OP)*$vP zTX__4Ms7}(SiH(Ln!1gAaKP}P;R*VC9dTfS5j-7|Iai2-86 z%nfyIju3#CHqceHza#M}H-fSleq|R?Ez)9juDK?R#H{pE zjGwg;1;TJ`OSLh1UfUJ4gKJ2m{JK4+arx#Kv+9Z!7qhgi(346RPK>y|kc109bvMedZnAl>4t}s8$%8Ypo6lc>JJh*Y#QiF7?}+6F=xbv zGhm~Gzk`zrtsbpZ(0Uk^ln2e2icnh+H!3kY^Yg=m4U@LT1G6-?U}EVHu5_=VViW#2 z;wT2pjtn1usHuSnhn2>8mmc8MLNKiBKec#=cY*tQ?c0*>MNsRq*}ucFfxa^Lws*RN zRMWW0VM7XoKCiCXZ~F3b){HAfaj1FBIMl&=vp4_c5%3mPC@(=v5{TEVqqntVO-0J` zh5n_bQ7pLi5cq7S8bTod&8a3QX!GFP&~(nsP=VHVE=k}(Z8T!dlyf<5?4MO(EtBna zYqcwH;Kc&oSx+u{na1}E@T+4yEo>%oHUwyRq#u2I_J#!1FP$U1u!_h)JYrAJBWa}cWwLY^?ec{pa6muU+s~JSr0;IV?&%)F zZ-Bp%uK$t*GiTu>mN!EPQ||9q6Oxzj0kR<8|LxklDQRVZ%}`EsND1`ICnZJ3q1yPI zb2$+`r<_mviB?H!F3XveFCwU~5`i>Z6U|T>bo;{$3Rl@}ELHB|E6xVO8r{O&FOApE zuko&q8r%?tKYKO}dA0PX^a!c6XC+A4X&lkpOOrd@#GGo)s4zon(8*wH;@9SXuoV=? zN6yQB3{Jh$pVS8Ttg=0fBwBv<)|xVAX~`nEn-xKqi$t#<{m@~(QrzCY2t%=0e?c08 zrq`+L9h5iB9Un^vEl3cL9NVssAc;l88YYm0hAIA9oe-cGJU&1fz_lZFALgjMGCjZ>r5mJOT?>-xKv5`8-2Sdo%C4hkf4LekTp_JPt z=V#XCu>u~c80Rc_e};H+0#rq(OToOT^K8!G^Hlhe zaE7>YeE^{dYW=)2dvaP|&!)U2!&`NdBV44L7ej;n#6}DWfRu|rxWJX()@BBptn(hC zE6Pa+-AP&m9QW0wJM(W~Q;U}*B#x56((2)gIu1`h`I~$r6Nch;8p#+%3ytjT*vnRs zK-^S#$Gj3Jt-ajtnm_Awt{*cM)d#4dkwn?P@&b2gNI=7`0~AeKshhRRO{F9KYjt*6 zCBYb6Yx4aMu*}o|jm2Rs@I1{JNqp0d`fQMBWt5vrFBVsgFaV3v z(72wSiG~$EtO*VwCX(okGp47)%G5GK?ETy9L(*c@jEqmvr~uO98n*v@kd7@G>u|Z>t#n0W|eeUt|`=XVf>MS}d%yHT>1(W#SdJ_MXn@CCx6lxOg zieia3j}CKG;-xT!RWKLx(?9+aiLu=|Ji+(q?yc|DvKM^}vDBPPQ zGV}QCbz8@(e@2rV(QktD^gaI)0frDw3^R2n(Ra=*z66rrzqarA`$O7-9PusRFKC=6$Nfl?IuNI>M3Ezr?t}uLMcpHW)m@GH%V(9ZV1& z5TBKGPxw$V+5mt0CG?Hds{(Q!+J6P~wcPL6}2OcN<& zc8N`Gr*t)ea%ReY3K6DqFD))EPAbP6gpk*8BXrRIQJf~XB8H9C~+44xFQt%z*UfXHn9JNHY^y>aU~DYy3Qmppd(;XApx^1Usy4yuz4_D zj7i_O`8olAf75Y4t(rLk%Qkpydzb_^<0_>Y(x5LtsBFilrs-bs!Eo@`w<|aqNKI~R z$LXrV8O+s^NhoAy7shEwa%5lSj(a6nIpIvA?{>mR1n15)8)i$8YlCBAo23xLhWf_& zF-HjFQAx8xWsUS!J({`U{9N*Y-TyggQn3ox!I<(&fDsms{MA~40dQ(lm{o;)7dJwg z6%`&Vt}Sb65N9Kw4son>j2>8Ttf6Qz*&u_li)cd8$f&#Cq_IJ?1a@Q^uQPPw&~-(K z0MYc2dZKamG^ZGqWVZjOn(#v1n-`D*B2cdNy(9N0nD6aMgFSgMRLedgSW$8X`bm%h z^I2hXgKk}90s%nzJMc9<-E@;wrXy42g_j}uR2UnJx zWmQdjG0MwZUG{8L{cMTF5BgH^!~MmRufYyuQ)7?OWjo9DE8M_c&o{rap);T!fvjn! zC!A-gaqw2Ii)vA1RK$vFHuN(I-Vnvidf-fQiJ)QN^{GRdV9QU)(|V$34x2Y;7(PAs zt`P&?3tWiXYIj6v&VaQLGA_<|^pofYhaE&_Ws=A2ppU~2NTVa7(7p25d0q*4e4Ftg zhPAA(Q^5OE3`|-{7#@VNz>T4qB^HA7iGX?$ExmJVemalwUG|)%4qVZdIflS<9Ekxo zd;1KPJ9B%pfV_+Gxy6g_-|ZLtjn;<0G;JIF8RIz)6)@4wbuhnE6M*jXPCz_(M6{AW z$}E2F=!i=jSn}Ow%!bXR4zG2OXc#P5U1*OagBc}zdG!sLA{~+5!9cNc{1AH)Tig zllI>lVz2k8-fSAa!AKXd>_0jZ1iLSBoZ|6A@;XSt?Kjw$^B5*ZyVv{oIu&a{I$6VBc{-re$`nGiJ~CoTc)!U|M;&;yL|%$2Ou2! zSc7FX;eUD6%#1~n9ZPK_NAxlEI&v{LdjE#I^W!I*sTZb6{v5?3q9Ik}o;%@lkqKSN?;M|=e#nBUrJjK2G`%C zU$j4Jcl#ZPx|9#NR8Y(XE_2C!ZgAdXT(u9~^i#J~t#?P@J=EHLlwTuJxI3g76a4F2 z`U{FMx_csqen#L8WI48<9TIu^6el=e|3zBtSRN_g zY@hgRCIkfY{my9Xa%A-0H5-vk@>{-b`^?Az#-IfX_Yyj&+*)N=sY^;=vq>6&TL$Zp z3?JK*zgt%~|Cg?+Tbsv;YXKbpPsbe26lXQvJMqpz5mXry+b6$d z;lKatQ$!%SKl5_UkK6#4G9c2WP*k~G+Kv?;;&Q$WmS5h!k-S(5ySN++idSOrMF%Ua zMKxv6nO#ui*NfP%ovll!{PUiggcR@0Lf;to&4+>^{EHBTjyi}E)^88mcgAQXh-rRomZC5qFxENEG|MwFD zR0W#{xt$r-_JjidEA-ri(zL}Y*0*q6mN?ij!$0lN87*IlK00VmL2Of}F^-5G4s~BR zs|q$|SZS&c98<{Iy*w@<5j@sn5g?!Kn+Cn#-rC~%2k+*4^!-D62VYa0RA7tc}7?(Xhl##rc5Fdvh_Qow0l?&V}zO%dmeWXgPRO_0}D z7fz98W)ZKIq^1TU<^yCK^F_-pnH(^j3hChSVHhhN*9Tz(>$1F`EvK#N0^K1#A#u%MZ`jsgkcyU8F2&v`y42SROi!G}<_AuL z#_eb_>M#3;bq|H4TQPf-W4LbY$HvsoZq1Wz4B(M-I!A3Dq`;4O5qCOmL&GnL`Qn_u z$`{ARTJsdwM)I(ahTgv-&Lg2krP6 zbw!*!v;Fvc+i2;!BD%g7ZZe(0jKM}|ylr&I&9cE7Hg&mPi=sI}*}hxUK$#0t*-x6zm;4`E4QBguhPu|YwV(wt0I*NJFKN=hxZI_R zRe?-TPqXm-G2*GQ8cP^*;^KBT^>~^&)Qr)Ihx-L#-fxHXH)U))Oue+(gAQUn%WB`i zh1gia@n!(*88_hBE-(n*Pu1A-rQL7rf}8(D1j-#ocx|zg20)mvLKi1%c`Ws2Cuq=w?tv-fKfT@zz~2A|@Do zduZU!sRWhZBQtB_l_h9jbqL?R@cB_h{c;k~pSQ#Rujp6C04f_Z0wUuR5&Fxy@?#c5 z>UjM!p44`_r#mh+9xDQpp$q#Zdm8$TNY@cim6K`9OEo54JcvU22qblegK^zwFyD1D zTB|G-ZiN*}R4~z#VS)eTgER+1<$hcpxc`!hit1rAI|g{-BQQHkf~32LpnSuoLOiAC z5l9_kSOz@uLrQvrkfbCsBX^SvLA5SyoHqQz(!Yn`NruXHID;(wagrWvqLx0)=ismL zzq2%UQ8%GyP@DW<@Z=Qk#1>RxGMf3*8%%~D(L0H}YfsD?P`Qz~lfEI7c-}i{se!+K zZt>o9!Y%N;#?hN>ili*TPwJ55^cZHFcNnv;RbFoD#Gi zU-Se@_kYN~gDtggOZeDc=zJS`uUV1@f1A#Nz&4IRZmI%ZK$|+;SvHC0lv_sU2oIC% zs~Ijepr{@apSC2om*%~@s%dW{6>&0YyweKo4KY9v7n$wTbWC-dg<4)AS+0*0+rwG5 zIA&g)HFEoc9n&%Lbfv%KlEd>~y6!F<7;9sF9$ zEF&D>0*VF(?kH-45eFBq6I{b%Y-+IV;7(hSbEyvwvYm2AoD}RmF_HBwWP2GrM~F+^ zEZ)!I!cmG1udreJ?;SW~e<|S48bN_KGnK{oA@^=EQhm)5Qoiv0 zUb)I4)$5hFbg;dl4DBejF<$EoS=35q=&@>{FDb5i@~**2B~RWUM?v=I7MXI|&C?W% z=zlT}mHGkiiOn>t!U$QS*!;bk0*cJZmup1BBE8gUq6@49=yMGvDQ$UJOxS&VsTDhCeD2M`TVqjNmVgT<2=7$6;=Y><`9J4(Xt(Dos#^L_=ZG=g~g zzPs7*cx}8dDV+->s>@n0pP-5}>Ez0$JJps7F*4iHYxBg9`YkoT+CKU_Eb!qvSrr$U zkZl9bdKo0AylIyA#lx?2ZgKN}|KP+O|3|e%c178iDp-e?)@+MowP6cy!7J(V(1lJ! zDW$1FZNN77io4WlrUoTWgxA##2U>|^`O(qsX@aY<&Rf>}P)zzs?ZMzgwZV5hKG?%w zzGeSNJO(cq?srD5iJNR8^u~MNZyhCioV3ue!{BOB?bC^OZ^-I+ZS3u_A6)xJ<@rxb zAyiP7XHYrP#EizTejy}dB(SEb?>vZ#FFV%8op)Q<2E?NF4EpBdb*-uFoF8eQCs&e( zGjkbnNWP|0-`b^eHHBsA3zmXQNr_abS7d$_mjqaKTxA>GAE$FlKh^2jmJ}ai#}4D> znT~Pt9g+nHZK%p%DSHHR;aY}^XcL?IZg2So2l&!|e_PL2u?*6V8)Z;lZjC^ohto8Q zziqxNkkhnQn7?6XXmeJPC`oWnBw92OmqUQuU8Q;B-U6-(xrTC-zG?6)}nq(a8w9H(*=JOxY ze7DvjiBtK4+wmyfRfeqG+=xn^B0} zLC5urfGsxMr2?U;$Yq~ZDB|;v(GYeH4s8Li57*b@kp>!(*w(RBeo~=c>gI^{&OLtI z)l@@^E+8NhOw?S-&bfP%&A3|^Ae9ZKD{c(g ziJEM#xA6YnUi5f||HS`nhcd1FGIi~{7(_Xl!O(e2XxX%3+iC&^UU_BQaQh7A7Tf3R z9twGPOKL`%U;3xb>JHgM^+eZfxU@v!{a2@dzVH9%e`Yo%($LTVIy2BA0idVQ@{Bx? z3!1)y7nSu9@O&s`W#Rj1bnlHws2y25JnV;A5WJ!&X44Z$Kdp=UFa~<`0^?NV@$qpC z`@H74kd8j>MB*q5Vn!D5JOgkFIA%yJuD+ddHxB}TULG8?I$Dvn@BJTX_Nmo7HV}Ed zW`m4Z*D+bur^o^i8_r{KIzm%yY9XRhW790aLx}_$90V$Bqo^9xh6Hzi2=v~Q9~_+W zPR|NSai-NLQg_JTCx-!W2C%GcnIM|GAgf!agePKa>yp60)FeZx!g6vvgTPap=%3vJ z6$3vnk1@_a_t$JvvJoSR1hOGh(Mq31J&DO7EzN1=WWm^AzO31@#al+Zx!&kyvWo4nATpwUNi>XT3$`OC*^3IVDW2}r7jNeNQ zj#zgm=F6RZ2av(Ke~n{H8>oyu450?^LXiM-F(ftCz4>i<~@tE;P)B*n(c!U7QM#(7Ru_=# zss{hrJtc+VN8l50bFuupW(#{Lz*dur_k9>AZUE%{nhB)hiqOs z_EI<5A}0p@x9I)#%_E+Ez5=Ynhlk`^=uaEUwMtp;NwADloQwZGgrdI6xu%1x00s#2 z?%%Wff92v^3yw1Y*X!tz^7Isw-qMjd@IED?C-E#Ll93f8L``RBdapjmjg#?+EluVL zd9H18x=3gwQ^^?=h@92lUgp|rNbo1<8Yy_v4ObO17?|59J#`Ot8 z^{!CJpA9xu)_3U?Wbx02i;+ZkvT21!MH-#ae;h|17N;QlI)nT=ei zAVgylXphw28AvcG4QgS~6Xa42c0AH8A3h7m|5+vfB>RL|GY;|T*?VtuoVPu0t&1zMG_1xQ!T{C9dvelr4wA`K&K zY8=1~#zFM6nFKgO8!VLTAo>%sTp^jv3GI`P#%n;l48bjlhbH1LgbFRO=vO7I;vL~q zODWI&C2W##b8E;2O)3r1;VcN{CF&djbTCd%&9*yY`#)3D7zE@5liw2;_V%sX0-WM* zEf+wNK9nLoKy*iff_b7W%mi>&GVffxf^JppZ|8Q^y58)?xYjHHS>t(``ffU3J-lLOD%}26X+Q3*@7KJ>sOG2B}CP)s?Eya9{ScPU9hq90M+AV{Ic- z)7Bl<7ln-!4%%`Y&t-q+@%mHLu;&iPovc@eIFnVX(uXqXsW*fuLE-(J*k&zx3EF(J z!cyPprl}@6p9v3!XZ{FJm4W`yMzj0q_MSxk?a;bLx<4a2uIH;EG%t@j1nHU9=jg z^|(JnhRRrkTPU(bOflB8_owE_wH&F_pVSC^hUhZw0D)Y=rZWbXgHLvnks13H)g30n4J$y|IfGA;9A6PZ89Eb@ zuzKp}4$gRM^?e!DC)TPkmG#A4BGlQ7)$pWVX~wVO3g?&bX|D_Y7qs<^m?1?!`vFwo zHW^gkyeM_|-$Lyh{4W?C(H}cwW#-tu)}UXgYQAPQ={Wf%;N zdQ@#UB>n7+Vp^OdRaKVxaq9cWfM-?tOFc0oVZ;*;5nL-R`poy#ZKX47|L9<`6?`t) zviMAg7Yf|rUq<~j*b-R&sXIE|wd1f*jg|LuB!3H?=A+yYh{<9VcWmx3a+}_^Tw{u@ z8%+VB`PC~AGbt}cPxgQQZnvk?4_(l^mH6L-F5U*!=()63{`0Ky0VpOBT!u?QOY6J- zrcFw&l-givFVmT0Vl;lm0VFHk=&OKB20!t~Rbd-w<@d?KL2~5&o3-i); zs7fMtzbE3cG}Sx1I|>%AXgF z$}}bSKfN4Q4E}`n%g1ocXJ_RcG#)(}K8?;<+1ZVoyQskpvp}GY6MyrA)3&DE`T58y z$jAHl?;iw``4py?&i_7!?lr{K*g9#0v*vZ?t-)RDsnPkWgsd06oIqA2&)VZ}4oLmtBZE6OKLn4)zh5hXh;?(`KO{{<@E^X-OcTz z^~Fb=GhT5bOi8L}%a`6yJQi*~g``jT?)wk_^(I5B+Va{defpNdn-cR!g)9_gv--(* zoC#Ilwf4lGkxo74%3^%J|5s$%P%+PaeUxJ1ZtHaBBpix!8+PwUz&QVzCPO$0@_xdl zX&$!%`}-+AT?DcydKQ}+>Pr^7@vr1WHZYk{E}cNfmmS(^SR%{el%-y3Q-%q7z~qyu zaK7%6!$JXkeJ=Y0s6pw(+yqJM*{(5CA`|lLj4HdI={(K*RYwF94(SU{&hk=aB?;j* zEFN13ai^hz8O&_2ruJJxx$}hb!&!Vd*g5_iIs)cstezLB5 zXaE5UvGBVQ_R2G=lP~&z9onRP1sIO0180J={D_0v_BGKr*3$d|k97J&;Z=~diFQde zHX`-)zUp9xOAFSw8Sj1MY)e8?LeXWbizZ;abi5c>{G+?E~*2+7?AS&W> zBZWbuF}_Y288F1c?3zKP8V+QfU7$0St)0Czyrt#ki}orKB6Jk6*^!#inpko6IrRy? z$znqk>J0k_i0MM*l+gFyV;}TwE2eV~iR;caxwB;Ztl>O>^;GoqebJ;GK$rC7f8D+h z*3yT78IYUXSnj?0YSt+G?k6C{g9Ou6b(M44_!G_sC%C&yqKMEQR-i-}ekOtKCE7m2nMr`Z+dTAMxI-CfPbSukGn00x~8 z-y)*%uQfhIVZM`5oAU;PAZY1enn%aiMfsE>!$L+%ig)fUz~QmK&#E+7$}zbF4n5|4 zOoRb`fh<>46aANjL#HFJBD8rr{ zGQ7#{>0qoKm7tw-%#`8G!HFWiMiV-41-7NM8=wkZ+ zqTRO^^MNae$$E1Dbt?QS6qkDMJ-=PVgCsHOKhm$g1|~^hW3oE=R=D+w47_elsv{Hw zn|x|o>hQ?X{wiqUI2JBWAe(n_$rBmR!et4Hp~5iv%cFnUi4 zg_z$zPVkgA+rL~4IsQ4Lfo#;yLtUF2@rg8_6!HL%`Aob2lNQTGI}+HO8Apx86(svu z6Ux66#pMvNxhECiIQ*x|?aL)pN-DTU% z_Z19^map&r{rmZ>04UR>avsgUG@V!@ux6rGQq?_PSn*x>V*NAgyw!v%9Qi)*v+AN- zvst4NuZaq12MsS)bVF&FNn+EA=!LTW!(Kc7QEJTi)B`;xf8^?N^rOUgsv_8E6m7|P zuov{&*bMAU>a6c&Iz_1ZpU}fGgHds*LnE=P6IOxg8 zvq7W1716hu{Y2tVjqkLlA{G{cfR&V)XJHgsv;2Z>A~C6w0_8Qe@|KvXZ+rZ@(hI&JJ4Js?XYxT)hY+%;ri(=Fb!3ito=YFFrWU^U1S`ri3T zDcLQwe#*g{FDs$TG!0z=1BGfiFW8EC{S%eD0AsthDCbziH$Df0FUodAOIvQuv74Q; zQ%qIzZcMM!n}d{YS?o_o)cae*@efMxp-Vrn1dd|0PcFJ1O7|sR@Lha6s$Rcf zP0k54-?y=!X?xY*z89bNC=liRcAy745=m|Vz$9JWY3S9BAw}S!+FQ-%s(5G+R@uHQ z=Ttnxh(9lniq8d;=J4#M;lowMx{9rK?JiZ2!h(ca;Y3=y9hzJZ1Cr+spLa<&HWdT$ z>cdA6`fq(A@SjujAix%s1+M2onN%Lc1yKB_9E24Xp}Y-V?d&2K;(?;^J~dR2z)v+S zmH{S*wvr-t1gLdFGb1r7*>f!yh89#+5zaU6cP0!ObUaaM-)gM-^MDLc-2V5wwrA@M z;v8&Y)n2`bO&y$wAFm=YQv2C5OXi~((o~mM^tgF_jPj#rI#mEQ{8xNiI;LPSKQ$zbXG>`%SeX9XFg`g+5>ED9GUYyq&xv@H`^smhcm+r{xLuMzrb77N5$w2^l2C z{%j|)J_kmhtq$0mnFXn6%u0eefsn&vAHh*$m~%gNetzPK(Lov;pdF*q?2Lh`Xe2Ub ze)c~WEL4C( zG&SLQ`qb}Grp`a7@ElDU)CgQudh}?gwO^y$ypkSBxi9?I87zo!1&lXAP4FTZSm;+y z{p|4JCL6*DqJzvF1x0qqzu`!fc-tlR7g~mfhB^kG;Q5zFphR{#(WV8P=sfGN4&_4B zs8|_|Lr~|r5Rgb`70}|D;D7KSq@sUL!os=oOFpYmefC9zp}C*~CkGn1zh$s%6t&!q zp1c{zLt@Fv$r;sJ_vH_NHTt*3g=i8XZlLomfAR9Th=g8@6HAiEo5^z+OZDzQ=^$S| zVaK+4f;{wtwrYZW!RvDuv>I_=nn&$5DBD=bGh4BrAtjO0h^MY<1DprG^QWajw}+|a zJ8TLX!`utUjY2m&v~N+UdXwp^ZzM98PK>en4;LuMLP)W$p6|p%K58VpHS>Hh3jj6t zUC+J-(Uld3?i3=Em;Tg>G*Q0C;6{jrgE`FXFH^}51j6tfmq7>zJ5_hGLJ{ors%O5t z;s43iA<1DroOH(nUs8ajZJ6Xc7K*rhW{Bd9`}Vo_iWU0{0Il(BU@ke?4m6t{$B;Lw{L>cNyXv9dK*Pb(B*``c5`{s6mSUx zS}DpKdh45%=Kl&sC?(%oN?KC_g~ChMCiD)eBBhEtTUOvJmj;LF)BFMq9vCiVN$beX_V z67B81>3c3e%ic(P?UFr^HfKPhnCFbv;W4Up;qPvLb~zl7s9LnLKB%2j^dwK}?!}Tx`*T4pDe#$jI=g=h3@%T&|}Pna02FUFRFWlh|Z4*q;6t zcIZ_Na@ZfGLX`U7j%U-_v+|_Go%9XG5uG`N4Nz?ZSm6 z!%x2wf~Gb-r(zJ-_mJYT7RGqPM93(G2tg1e4w;i?SmS);MMxBF)09U{z!vKetmyrxmV3XlSR@^Ex=n^{&{WIb;gCfHBIp-18PQxv-xiOL8} zXo1Cxu%yQ-ELP1%(&x>cq_C@}I0qkYuip1UMf1 zbpXx;S27s2u!oS?PcjMkXFevZ0`5>ohWDCZZM?RfuWdyfjx7rq2!3-IyZ*;~YZ4fy z{u4|rtXQq9z5=^YjBV!pm^4oU9Q26d40V8wDZgElDn^uy7tQsdS^enE=Dm1 z{Q-(mp^O9hWgm3DYet2gt#kg1?2>1XyO;Y3QlBBNLtPe5R}>{LK^$su;KcNLW+zC9 zfo<&?X34Mp2v-@bnMp;WLZUW|(nhen+H6%|0I;7!9jNOK&P4312kY80PgMc^Kk!Ct z;VPTZWUgeda|6h0gup64z5V}@7ayZR55_}bFBIN^2j~Ry> z%!|^Xf<=Jb_ zj%hC{GBQTFR_YUcALB zkWUP7#i}e9^Ijsu!#yiwR5EtPh((ns<3Hgzs^iiYbLYMQ+Fm$V#SA3SDc>Mn3y44x zk5VYm_d~cscVlVop`jvBoAtm2yHfIl-Pv2ur z6?(A5O`7iPl~aX;g+G`2Q=$RS+n_Lyp^=_e&U2mu%!Qwg_QP~yH9TiG7x;R8R9KCb z_^U1R64h5GvSdf2@66wRy}z1w{}cFUyg85IWux#K*e(oies3RE`@t|FlOmV3CuxMQ z?t$1;owvJ@HQ8W7q;sy2Z+b3F@T}k4HG-2S>>zOj7brkvz|2eMmH}w#%@_0BkY`ZL#>pUy@so2?rxwZo^1b`b81y1NBI1_fSgvWLF?h6 zm&NYd|NasJSugGKHn@FEv*eDFGxhqzw%KIkhk1>^7){tOvHAxF+*dkLDvu&23~X*b z(oDHqrA+1YF@dm0XQ)!G_%;#DBaMxjFpoNUa*(Y#f|c1?VC~pPyC0Tb+<$y#8Gsh! z^0~DjKk}Xs$%6K${fX0z6_gRgNh&*ptrY8^hF2SV8mppIPe+++y6rEV?(~G`>dQmd z1IL0W0sD@g8Q5Vde$CC`vnTBaiqi{!I-IoGT?153;6LQ!TH+h)6-lXvL-&BQi|qVV zmXDfp`k!Jh^E=m$Go7RxNG0-G>{JQMXMG2bw9=DPG_Q)z6zsuT~ zq%In+C`OmJ8?mWEMi- zv9AgnD$SdhDGX=+)yWMAnygj0YI=PwbC+>8}| zHkg2vv1{O=NTE%gUaO=sh#PQl376ItizFx)vigr-MTC+se-83 zD&MhGsn{gH%{9^aY{QWMphKKULCt$BKokd$ilqDHBy#;(KY!k4+1uLGt6JZa7nSqP z1c$x{65}V>Pl8@uP`BBgYJ&He(mV|w3$@jR${nQ`e*ZdWg%^R3HB8ED?9#xSN2bNT zFR}W)H>s(YtzS)L5CY-akd=56LJb)ElviGg!ev&x--mQ~iuiKyLak^O#k7o|HYp@c zo?VSRzfTf*N{XX1K9||5Ks`O=D|!~!*{g zHr!aS#@KCyvg5L4tVN-ARPMf|-!+o*u+_n!kIOQj{Jd7T=}#Z0sPQ9KiPAlirQ`Fr z-wMf*K5#`oJ4#_?h0+u~Gd3_2Y3Ow4$F$&opc*K`UkJ&3O8OS4I_$D$mfzMwZLI$s z4>j#;{NXlZ_O~8B5EcF;sEotywQ6)j!D;g!-j%mUaGA5y5o36XS76ayC3VvuXWH-k zKfy*_cA1N`;P$DqF|NCL_%+eR(MxhZa>%R5IHS>`@!&wm>g3HE548^te~HKp*Z7eW z%?7w~an@agWjRM5{6AoXOO_cMTT_+GR}475-Y$|i)~{{faN$sc2+tSi3YQ^p6*&+4F_O`_vBCPVi5~ht!aoShi0eU))0BF?fPZP2%KkP*2MUE- zPZqcCRL`NpJ0!az1s1v4b$J_GeTavle2{zAi^~;uV<|h)X*#@Hb0k(x$ zmQTMt!kLPqtoo;PwEE#daq_#9>aV7A<0?aaa{u##zBmFNzH=_jNmg2aPQ745yRj)K zLhv*-ihs?wW_y`A2c_o1$4f{5Xk4L~o%GjC(@|7xAIhKI-SJ;9^nYk8T0Z{rsDSz< zT2b7h02u%b0D7#xHRqQk{~@5b5|^4%z@qn1^4k1WP~2L#B0tt&9}PM#{jP}urQ->u zJKBQZ?{AMkXLjY#`P6Z4ezU|c3+wJFTW@MV)1q$R$$H-$76VP!J9!m7B8**(l29lv zch%27*n2_->-_;lOa#!+uT+$l>R8{ar-`8WzQ_=1(ilhiCO(0K8P@nb9IZ0`n46a+ zrL!ouQGH=cPMZt?Q@o9NrSgVxf{D~I7IEnmj(j~TzB;pl_|}obfk1LO!Irq}OK~o~ zcj=bNV1JuSs}UEqPzVRoC&98>rdI@*cqp06y)J`9;)Kliq2L*2Rp>h^;}!_V>f$$LDghF^(A;xZQE{yPwYBY5A=_& z=om-gMChTd3=4<@#+YTo%)>HoaxE{M?c(=)2VPH}kn81?l8Np+D(JRqGsF#viTaWj zKfBFeX@0;n!&C;9jri0!iJe5GD<~#K>J>2GvjRo_-`ry3k0kQA?>aGxD$IZs;|5Bx zq3Q7EAxkN&LIxUvpJ>`n$V{#w%K?H23VD~-hpI;T8sLh0<16b))F5`VFp;cHAAkwmBQugLHpNiiVj*pQNuouT+u0V-D;VBrK;Ed8{UpCD8|w6ZR}2?)c--82iD@Ibj0L83HqMAX-Qby8PTGo^}t1BY5JYi}7>o3Ghig%FT! z#EA`PHVdu|Gbk=)iT;n)7J7@awGik8pjC3|Z|Ww*^6(D^h12^<;2n10jM3Sti+S$k zG_sIAiRi6Mb|ogG-F?Y4{MRYn0u))>ySQLN3fTyFF7M#(`n_{8N{{S}b$H6LUmgC= z*dqd%cm~1m!cep^?+@2c+TS>D;_6~NoVFle?#>(T0N*wDuemymANjNVZ$4X=op$C? zqko zRsL;4?SmTiSmlLDu;xsL&r{R1jk!l`eY@}XYLnX1BH@^78>}M#d!BhhbW8;M*@;A- z2&9Q)c4AZiq<||rki$Ii*7EZ)rR|LKXSBd8fa*2EY(>y7#5syg27=r@AUCx*pJI>C zoKHV}ukyq=O|44L6o0V8pfrzme0Aa)J)FSnzsHhFo z#V1#&)w3+@b?Q?#LKSVJ62T(p0Q(Tn`W+MqLpf>IP9?Pv()+z8;GJDp+#g&*Jhze2zBz?~Ij34}r zVr$mxF%Kxsih^0)YW?}zsva6Dr$)?V**&1=rrWXA-@8uk?U>HN2w`_yNC z`?>?6-Cuy6SdWleaZqWZ@p(%}vW=n|gds)YYjC8+TMt&vaLp;S%)vvMDcs+v+*vhr zyrn5EY9d)0#g1ifmU?dn5XNoIA?!9l<%B{|M6H%8x#?LPt^Gi5{^j$}Uq@OHL0M5t zB$6`Z^e>mz0Q;EhZ{a}dzL~`ZQnrZQu`L`efR92%5G&r_xGD7*)n1Y)!3RzRW+()9 zJD*-e52=uaqM6v5lj-$K!f7!C8^Nlh4lWy*(F(}adzq(-9dJY=7Kc}vlw03Wd@ zR4$fFd2IYy06e?Mm{XZJmmQ`6k=rtjz`Rh7)U8aS5qErW(MP`8aqtSzD9n*DZ368` z24#z`4~<>le@P_hadR)Ru!{s-*4l*42BsX}R(0L83Kh#`HL=gvmr{<|hqV4x`_fZ) zHrT)Bfv1ORkni^GUVit|aXz^AsyF5!NOGXZ@e#$iPf~jMSBt^6^}p0@qKJ6ztOCok zB}H&f@Ii9n@58|m(Owm5+mU2u1L#X;PBeS50@$*_-(#^U9S5gaJC7D=zdc)Akk-Qt z2KMx=IX?zfBQ*sPFhgs#=W=UX~|Qgo`7PbXr&$tZsVp3XeJZ*gZQ2iu}$ba)3ZcEw(8z^(_L>3 zAnN))>Pl?%indiE#dC}ae%{_QBDVTpYX4(l<=u)w^dMdxJTx1ZeWqAq4Y&^2A3|(* zNW5;})Q%)pQF?`8S@g>$wiNSg#M7>yTYga(Yv~RdWxo4&8Nj)RqSyb7?S zcmtFkt9|KJ1oIinJCT|lqJ>ez11%-Qj8S9oqZ|TbyZy|VQsI!;xqtit4)c5Ld6uK+ zM^bXa-@X-b7ct#Zukv%U`0A-ykB<59*XxS-B&697d{c;b*<%kB$NJ@Z5yAHDI`S;_ zXNG|4Fi69o>gw{cR+G=|uA^W%>&tj|;%@)9KI|`j+J8ot6VG4YuQ|Cf45M{D520?d zE*$>LertO9)?}#b>lW$pESMds6D{7*E;y-=67>u~V8ob2L`2sU@<7gA{$C~tASU;Z zj%3~3UYI@JEQ2zRO(2*T9hH9Jz=X!+@N}@kzGf$<#4>rrHZPa+&et;%#uE1tdB`TT z`l7Q)OAhfmPIukpu)tagNyM7a=nsXm0T(au6Ddl#?Ol{_t@SH_av|ZJA>f0SICA_A zS77AZHc--P%B*RL<~9}IesBahPgiD=t#0__VGmn)i5dF~2*XetDzZ-K%Ni@9q;VJO z#%WZwa#22I@r7diTOh|M@}Z9wBkA#i$0Z17#$paHe|jG)GX0m9%d?vio?u(gja$X7 zp|sbwRrVE}D6uX~PaPp7=px<1FAI++n+A*IKgFk{HBA!w?Ck9IqWQfpXs9UpB-_H3 zo)Bf-aPjVT`TK%l*N_f@o}1&qZ&kSf1)n%`iQwPW4M8`SdbGkvj)QTF{NqBtgVcC@ z>ZknLJ;_UJ8YOxSw&TsPf1vxVi34+bj7rmwQ<)TgLkd1n4!RTW7!-PuI9buk!GwsV zN_ukhsOF&rd|L1DO7uihehq{nBLhKO!)Q8{5x90{Z zfz)*Q7mi`y_h=V$5UES;c6yKJ*wVy{AVOf82bB}cM}u%K5l26VsHv`jSSv;(6fg~W z-tj6Vp4G_^PiSN7EBOZ}w~^J5kSS!^e<@M4pCNSfM(WKg$Z64%d()H3?2I|zD$$I6 zExRmbDueeG3hNMwgYg;eH_JYe-^eNX6qGAqLTEu9-;%E2kBA*;9}?RNg6uQrxAmQZ zLqpVj81jOS-4<`og8s#KE?p6|_9R(%JVx7#-%0dJ3=uni@Uiq@r{L#O77z$)%ZDbu zKNcga4k?EbJ%tR$L4;wc&N#Xu_-{?Q)@!gdp$WdW1O^zBPIts4$p`;PWycphP_&9< zM5HY4uY86Du}tnc0MX@7yjqWffT9TB@GI7~kSYXDI9^^}P12I2a&421(!KLZ*3f&j zG;plIhE>|Tb8rGtTc}NFLcTuG)pUTT8UWddEJ&`*Xg?U-!Fkl>C^f#mTu@{c$TDj* zDSORB-pVS7qlF~8ms{b`PLHv}Kqiv2Ma(xOgB&By>0v89w;SFOH%Y*EcwwflqLN(- zY2e<(5tedJ`z)I#_$+$3+)Ax);-+k~mR`QhS(&vAgp3zSp;4M@;7mHauc$zOqTco2 zul5)B^gRFNO$qj_{`>7si^!;e&N?<3wGnR00MIX@&G`{0r8oI8#l|@b00=<+W?bCL$@3hA|Uo#kF z)kh>5jl+J%8Ioe>hZ*&jS!0(PrZ=uVFpmfaQfxb}Cd@mIkRP)|&)$z3WtM8O*&{jm z5q^0lOa%x+zyNRubPkpxI)9o39^Ew2rj5%#{~&S`8!rABF|thCx2DmyCN&8kY+Y%k z_=Q%plOfa1T_2^8q$Ho^7IrBCN(Un$sZD{h?QzN$-iV#5AS+G(ZV-z4f#ld#YQ@=` zGjw+XC!A8VZn(NEt>9I^&nAL*cVjj}S!<|G>|3-(PfW9DfK<<0d6RMq_@@X65*NjI z;0-cu2Od#R89J^#Q63G2!2uvMC~<~KxFYDX7%5_wJ-Nv$xI;7Yz9FbjAY?NJvn}wa z$cQ;*{zQwEOiDodI^PV(4+kX)_(*V(fDC^jHj&lR1#WPQ0w87hJtjc23^Gk8U5;WE zw2&KMQaIChzTH1vLZ99>rof8CC)G_p+z~=VN@Nfju^N3`jgJIh>&;rLl>8@sPBE}> z1TBXMzevl90}01mURM?>DSYU7#VVT{3RJ;r7ZlO?0XBBJDr^!4mS{D-W zn43Y|kUYqA3NMqIz%bxc4y1Ee5CJDTa%HOn43U^%?+=Y?z`>%RWM$3T*Q!FHPUQlB zNe!YEXIHs)ijRGfWF8nDVFN)}zJM zZ~okL^$PJZd+TWTj({&%)E^ODe&tn$7WEXllO2f2+<8*gmgin+Q`vLj6~&xVPf}jjjXEQVglmSpN`|xS z#6(>QVyIMxDn>3UN!{O+lGG?qIF6~#!T=jmqLb$+28DQDwHACox%s=D&K$ys0{OSD z0#O4hvo}9Uo@V7_M$D%k1=qg6dcZ2@yw*wZ1c+OzHH-iaSAoBj&8xjNT~L+SaJ}FO z`5oVKsVsy$*9d>y9K4*pFTCGCiTcm(B-%Xi4;60TM8Q>nL@+YS;6vDs@rkjM>s9%Z z^=U7Vrt?y6Ro?)x>$Jg}%HbwXLkw6J#>(`M3|L&^HUI^_ZexX=W}+xZfPe~E)ID9) z?9d8oK!=W7NnIqAH>0yU+YJI2wcHCl2-u%l14FNeRCH3KNS0D!`%pa`M|38ATgU=u zkjrWJ)guTT=I{qEE{}UsN@ENZR$MnaE>@#vwl-rpUt^4kJrGa|{?;YR8OwFYm0tOp zU0p5WZNIDZxB_zEU6RGMGIbIyA+1h*hB%-hw|*s99G8h^;KMJ!P5(cxm0u<- z;Uk#6DP{v=2~raY#ga{@1`g~QNGPOkTHvS48dn~E=qb-bjsihRyitM5<$s9)e!kw5 zH~zIi*e1VS+(%J;_t#MPH(@(r`|0nKq*qR^PG{#uac4a&m2j`hmNqDw1=Cf+FU}J( z{BaOc;}sQ+wH|+)bE_#eUTTpbB^fhZt5Oq8(&i@_73F6VTJy7>;!5#1;w$P~kzm5x zb@B<2zzO+O7@5aJ5pp)e!C&9=jc-?)jPTSpmW~)DeECPeL)j)iUtB0)-?J0fniz`M zzdP4BI6C6G{^tz%(S_&hf0xbsJBRei%WYyO05pY;PGR)0!i7nMr4& z60ayNZR9x!@^+FBoSr^$+s1P&!7K>WL1&R3z5vxvconvMYN#0LI?o^x_DIam&W3!s zd`jU{idvZW%QC5y?BJWJ&71T3>si(s}pqOsFf?tUQ zl>^%#Cb4%S^fRr$n->FSmlvk<>ePC&c`=Dcp=y)@O!oFaZ{j_4x#Q!sAg8`ecP9dD zygjL&Y%3zHk~9H_ya)qNH+QXZ$K0Qs@$JEJiA&z;H@G+#zN!}9AIZHGn?s#^=hFjy zc!bTacAwchV=L=#+*o0i@qUMBw$eN(@s|=+kls@pZ0IzIYUV>&BV!k`6xn`MjQAR3s z-1<;pt9KoGOXPR9RR-`qB`uu>jc_2|L*pxp2Jx15f2I!js@6`oy_`8RB_C*v{>g$R zrK|f2@Qzw8J%*)OW{*55;RB;=m=J>&Ti2oJ{HD!z_03w(q^^(`-8_ud<+Ib9!_l+4 z2l_*P!T;G>_j*zcjRO3CtQB~W8Qd@V+Guz_}F_bIuxFP;OY*<+U2eEUEv@|L*wuA!) zsyQb3^iL*tsaNsG??vor8dgqM!A`G{(#P#u)N%b(IYxqkCBMkWU+D5>i~|<}#-+NX zed??jTr-e33Ob3`on&Q!Sjx)bkYp7wn|9rPVRIgHTy4yE9;P)I8%~CJ=eV{a_Sxi* zJw)rZGDYMU?6GDn;wji!P&R3Ny!GdgE!2rw`;`O+3~U(CNzRvRK8Rn!-f;~2;3s%s zt}C&^bg%(al538Y$^92}(I8XBv%f8R{}iLU4(&LV5kihbdi`1oyF=^o+T!e6zYM*l z1Z^S`@*2Nm8lTNo9S&MV%xP&Mdn2bNF=~zq8dxLl>Iq#ppTzy|nG(c~@o|9VMmMVt ze7NaHnA8NzRMoN)z*AJP)ngt8&EPsw76lNFR(Hk}5dhk3^iDCBz35)ite=JZkGA0r>z z`}rD|Kby;vLCP!B-Q;WT;s^S;d4HsrR|5Wbf;E(iZ82I^j{PbyrpN9+LSUR!+_V7| zpByefaQQ)_>ceWBLUXkz1_*T~6dZ#A&lhZHM0rwichXJbC-5AlZha(Jrl21$?N&1Jm-VB4!4Bjq;FVS~p51~_6e3Db^3Jq46 z8dlshzdBm@fR!=dOkFz-H8t127BT*G`3ZcG!PQF9B#no{69|+xmSm0VO6Q~N4^;X> zpKrih=D)kf&OqClFf~Vw-nM#oHu#UA6u<>)yNhgMwGcH>WXkp@k2xU3Sdf{tVDDRy z>HNzvxA=mV70#|Pv4Kp}%QsodzPj6|M;v*7N!&S5l`PPsCEM`6>(&8Yl5@aOVkkMT z^fmLs9bD;bw5X#xzFL~e6F)5`H@0Ml(>(wFUIY&>#cyh=s)mO__3$#+z42AM!%mw^ z5@+1qF>ticqWsLQkNfW~Q12#hAJEtD4yUgx)U?w`r)rZo6qTy6~qP2&>^nZ`!Xf+}ljhUfD6iFRIH9;Rijn@(*3cC|2#42b^z~m?@M|Y~|K18eDFiN9`h;XDD(F}(py81kr|dNj zt>KQ+gw@X^>A3sn0kyT7pDd}hqht8wYWvY7fc8f?|20Q5I#TWSF00S>^w-GMcZY6X zBSfazvFHElm$z9B1b;{hL9msNy~{<+@pg!0{WM>Sw}J*v-P6wI2}^zS1CLoES52FeT> zgffxz6-!onj@uv0(Kr&X2PX#yL!A|lL=&x9X>SGKm&K47Rj^+H1NB9@A%)ZVp^}oK zg8MRMT6Ts>s*4P0L{VYZ{!@DL%W^E#iAbO_yp6xD1}ev0MYV$@%b?TP2aU?nDIY+| zTEqJ$U}&aL!pmiEFuu5gOx7T=>C1FF`4ce`b!Lfxx>b(#_8c=3ilJ27N4bc)GnVW1 z#$AsvA$bs~;u)MipGoAaPX@XL6QgV=rl(38$fVU9DK)1zGG_Y_kac0&zvs}r!0cQ; z5G+(izEWXsCMs3J=i`=NLFr<v6OqI{|q2ntGGfCn~Ep^>7Fm+GFW^hQ*((O~0ENVLK1Df}_9R9WK=UCQz0s z`MT!^5zcv!UsSDEGU<7D4}wtG&72HWxKAM*(0n-zItn~Ks|pwQMKZwr)Q{u<$9e$L8J^-Y)@MWudx6f-BBPO+ej#bIROOn@GYC_ z62`1H;P{{!wH>AG#f!TK1g+q5c25>=BMgc(kQNWPbS_p#M34+QPWxI!agOs0(I=NG=6DG@7(Rn#t>ZSGbvw&;WZc;`C{oB2HrQdk3nDt1h~kl>Lf%_=<{;E`b$b?d2w+h}urt7FA!2K7k!c}iGCbrm z8dfSx5cbzI53b-Z%!G->N!oQoyN4n9tY`v54D?xWuIe)vHauD$f1gXqI1*DAS%t7`ku%kxq%@Xb_Y0jAu4PIH&$X@pKh;8OV%l~$WA`L=&4 zdd>R4z&O5}IpFW#MKndyvzH-3EI;l(93`9b>$|vh)suu=wV^jz2KY=lDz$Mm3SOsn z^`B&sr6`df^@CqQu!8y@IL@5*bKnPoZdO~~8!(TKP5-+jnMUmj&exwv?juI(XpG_{ zm?o4W-tcYe=SU+900z&&MJe?rS*$XRiPP63j0UeJWVLK`Cp42Ww#_aW z!r~zz)3xUP<=8&Qh6)M~QSe)BtRr~+Pg`)D$ja4&adnjEeY;TiSmaY?*x5T-rKl@V z0wYc!y}Wm#0w&jV7v99brqzpdc`=kI*f;Qg^<}$vY|DF#e@HNO$E2@s=y*gTF4!RY zf_f1a|Fb+g?hiFco|98H|8RP(bLR1fy*=6aAtDCD?6E;#up!OnO_a}R%r^(ub*Yt} ztAE<(Ep?lVX?H^-3G=88(i5Fe_ioBlvJGM236U3GxcAoF@4Jr;hqhp-`RE+WjJ%6I zTk%NR{!hYfpVW+W4M%8r1-C^TCmRD~`w&CfbxAs!bvB*9`6YxQ-Oi9+8|Y!5GGjeM znbJ+WV<7caxUuYvis92X4MiWF(_(RR`dBK)2o-8Z-~0#+I@vo6Si%&$Q{5~H91q0D zisbZh&L-@v;^iqzpL6=_*QGJhT>9hynf1lu{MUFvO(p8e`I4ehdVP?HZcIlg)SS(+ zvf)Ldx&7N@f~Lwgg`(C!fPx3H{s)m4dslbAy%@18tzk6f8_Z&6U8CCmqtWUuKeY)L zisnF1aDcGHt>noV`or?9|1^60_ESOB!@~jI*5}9nXy57SxV>b&aa^D{lzT0J1o>4O zcOTG=_@pgA`v>;hlyWiNK#0Q??(i2$vqH2(6uWpcb<54fs;IZjn1l;`Go1>gI0S@_ z+v+MP+FfCP#wj=OzwpuFzoz@;1%30jA zoyYsih2gYvT0OKOkn^J3ofTqzel&xQpqsQeH0UJzXZfPa- zG8y9PJ>&e-i6$S)^IORNNql!OXhtkj!uj=J*YMjcdR)W@M>jm#)W01n@m8?l9swb! z8awvfeE1?ZL}>mVv3;ZGYZOwq z4Q~<2eVN>ljIU4D&xG9tfA}w6t%2n7yLazq?lsFkubDC645%hv?JcIzP>~67jJ!-swbimZfhkhKgmU8Y|Paw&@p%`;-y zFO?70w=;EhpDf8HxXS?QD5$<(;cgULg_X!n(dCgef&QI9i?b0F)z2!E3JByooXSgt z)NMzqk=z_?AbOs0fs7Q}g4FchMX~;^st2LhUm5wR{r19vm=gO;-T|g-`4)CL&?B;O zu#X{6=}7P;^~tq9Eb} z5lXx^c5u-GG19$9G?G{?Wg!e1T_4ZL3Sb%uM?|4$1mGR8p^rSTGtnpsk-qS;FcR8A z;alM4ozRnB557Ip&r92Tc%Xzh(mW5xgM5!+SOk6LbuPY4F^&<$-|SsGlGzwX9qiu> z-2p`UI~#NT@&%F8?5>c~qxacy%)FppJ*kc>JRZOjt=UJDs`)eU*JOrsJ`81&>O<+@ z46c1h;DI%IyfZx~%7Aj4w}r>w`zjNI-pJ&P-@(__$88-+;#Ya5u`vSm=l35yf9yCt zV&@c-&D^^w2{X|4f9eVv<9!*fKXIy!h@5V$QpzPkCeJpS!*6Fxb&{sFFY{%s!SE{O z&G#()@aJwYl(&j~KNvR^WJYs!mpX!u))u)O0iQsFnDp~s>}~!z5TB^W0p=0L-t+vE z5y54X2m{V200?@XBz{T$gu#AVhJe1z9|*d-9w&WQTf4b-La(Q(XSBkfy#u$aAt5b| zJS_ltX67buj$=U~w&>xC>{fAUQS59_m~I0_Z${Ju6c#GnRiTerHRjx5B~c8mDz>_a zhic$9K^z8W+c#qMh`V!0l#T7Hj6sm-*A4(i1|x-6YW_!586Tm_Lwp^9de)G=7m9?G z$Ta8oUtT9~rn4L>0GQalVnzl()H`$_(}$C`i|v}n>SOg1I>sY>=8(?Eg#8V) zImA_#M7DHNYTN90yRvCl@#3pXPm>Nli{k;%X$LjSNuUR~9DZxVMmW7YpC`L}M13xmLT(==0bAja1VjmnxW z28T0pcy#pKCxfo8C6rUw&d8tJXGaI31BAZIeY#$o$yBYUykadJ=YJYQ4RS-Wl+x=7 zd?`@>ilj)KpPZ5_T~m}z4;I~t{>oOeMk@Hw-a8F5l#1LB0HDR0_ksJi^tF>x#_z^M$Wp zJ4*{zOn{G#AHhPYVYso`acr+*{>boSP}MhU*Q-xP({{e*7J9A|%{YbgcA69WWF+3_ z@PvZ#hN*VgqeVy8_teBU4ZbJxi6Q~D>x-Uv4-c2>p`nZadW@E~wsT!`<_k4>Pf=(I zP&9!gNKX`h>~(Wol{j|mbg52^23uf1A_CUgTk z4)C?AwKj0|PElmZ6bG1Q7z;29#wf~=h5&XmL zETCm_Q1?+$YE&)^wFUQryWojB?(dTzw2#k70s@K)>rMD@X{m^h$)m)=U)va-NP5gZ zq$0C@48C>NuRLkWbaV)|^f*TZsB!on?zE1{G^j;~p z$O2nzB&FhHM1;=(jzXLYsy`~N^G%T0x$TQkz~=lgQAd{cxoh9&wPTgSHpU+yV(YQ$ z(m~QagCu1Y+i7{dS&UMnS2y&n%_-j4;Q4DT7ru^VOPsz>GcrsKsSAF`x4W0TC%CQX zj(dzSotlzu=*N|n994UwJNgISS46j_R7-lfg-MB2xmV(BWv3dKfzdurt530T8Ad{> zI_{yG=SLYzp~E*y@h*zhS1kIy^DAs}%}z@&1Ti6h^Xz*h1i|OQM4$p=kj(YJmnPvc zbt$BQSC?1NJZr?T`~eOa!a(WVpAa)bS@w*newf)rQU>Dd@coz=&MQc?5O-z6r2b@Q zo-JdZZxi17kTrg>HGSGh5_e(e);*^$(~t@{O87x<{~l*(Pz&}eJ=GRJmA!=AFNY*P zF&c7(-Ny3$e#FiP?(#pu#>N#q2Zq!0_kd3;lS#gk2%l-3zN(Bag zzEDh#2d)y*lxaN}xm^OWVp``cd<9DnLeDoBUZ6#>+MgXVDDEAap6g(uLw zOO!{_?mJ88pmtxxK*# z`sb3#fvQQY`spn$1;cOl1pC7ivd`kA*zg)D<}|77#?I4h*C4zaNP(d%_&bD!7DdDt zo2Lt0z_MKwwk|^E-Xw*cX(qVCTbWg%xq(LhK5fJWn z$8zyQ)+IMijYDWv%>p>E&n8%|8NErTaWKwgfsdpN=n{ts+hnBzOJM|*;wfBU1=8lU z{LXRedyc6{LFaRUo>M;}ios}i^3dW`4<-Pg0F(n>HF3IwU?MFGL8_T&Pab68?zsa# zFA_8VO;q6ZLh8RBeQ_EMSXj6(-Ecw4<{K;u6qL#ApwypPRw_Xyyly;txX|#Lc6`XN z5)zwiv+6S295~b*C?r@-Xr4#4$%v;u3HPo<-546T#+i(Qm`0h&knkZEdt3T%u0WO1 zK#dbb3OJTW-_mFuWkLd3@f9KU2|BS-_n+UsS@0NWM4~oUfVAteJR7#{PI}y-(#@u2 zW(vYzqz09(Y7t082U@HXVd{#X0h;W<`}Fh#4RiA(oP~wCw$Iy2Wh8tF&EReNGukb1 z`?)=6umsO1cW^TeZl76vE?0f(UII?l)4r3S`K8i1PbqDmJTXuz>HC73))u`i(!{Cu z^~z4jGp$Twu{ARJkmW-!R`3qE0AcjC;2Nti@G2FVp!xA9mEjAwG!(6jI33u~{C)7J z2n&_&$6{A(|B9uv|D+RGb*ZZDx(&zC)FipL$eo`l=g@o+LMwm_Rm93?i;DVlT^Mn>={ z5!FCjXY6?PWbot1k9k+-YJfh}7<~WVbg+>VPX_}G2UIklcboI&$cXFHvIufOh9?JS zWz@?21j(dNQu#%)x>wfbaqg%bFD`1Yu16<_cYQU;HY&t?Zwh#lVvkOuOgfPNx{0Gb zUiQOl{+hwv9%*7GK78gn z1f(Q%FUsw%r2OAfAM7bg(j~Jt)qyi3{nn{BA6`6TrQhxbnI=TQP{s;hA^GEwxV7_f zXpx?^EOT-;dFV%&u8h2@wf`U>A%j~IO7Fx{lE)rSO~O}RQIWEMNtpf&^{!;lx7~?) zdypvYHvr#vGV9;wOw9fI)G~03sBmB^gX75@{q<{%U*CZ#=v78|D&bZlTOjT9|BramVf(%kv-4xu z2mjPL+)SYz(CT#>gXwG!Gn*PWrztohw6nP)9MN#2d3tmg0Tn77bdcYk7da`vZ;f7dsS+4B9~8IT%(ceQNvRbz(J8T@XjT&9ys6w;!5&HjUbwM>5m6nfiH zy)P1BsA$Rrg9#3R3h3}%lOM*8h?jqoPlmZm&Oz#`{I~v0ik?_QU|_40g%7Qva^KC< z2QiGzqAiQxsCv_cN{BAsB*NZGyu~+WF`U-rhKBbnxoJ+2vmryaaVp*}sIh)Z72Brj zA>zZTYD~~TpKT419xIH6HO!qYbT4oR7U^u{;yp*K8_|H`lQ#-RW>w?|Nod6 zX9bsay6xKsWA9aj{Lkz4FiQAkz1)409S!L%jAK?Z^8#InZ)PAb5#%A(Y*v*?1R>vp zXRDJp;en(H6q!r_0p;1oIqCkJJT*5QqtPgnlPMDC1vYzyAWIhjWdurb!4tN?=rHse zDFwRPC8dWYU{Ny5EGkWG=md}=N#Q>=CVQDjKHt+8es_yEK(~5Vbh}@B zRg^yGX!t1tU+-4QdbW>vb7qcOhpPNP#4HWv2n$LCRhV+ARQnNgacbJr~1;`oIP(nu6U z3XZyl6NdF)1r52UJ*9sAgI8K1S6H|=x^2P}1_z~l%}seQQBjEVW#rGlU81fBGywzt zsh3uib$2LLtl4J)#a!!l&grvo}NwMC({KvIeI z;tF@<`>Y%Z8c`Y9@molE6j4>|R#QR8p*J@k4mQ{ulrz0*ZzCoz#RtK!6#FD;GOkJSQhyiNd}?7BA07h`*%pE)23th z;#vrT-A5*}w=V=?U%i~2`$(#EuQybv6DL@Es}W-3 zDfuXv77AX0Bm=xF()O*GoaOa>Fz^5<(CtsOaQ&KhMq(P{b?HX`eVszFY!0l`5qZ@A z#!KxW1lA#1HPS~uA%&7%HiFih>iZOVtqVNIldgu%5txnj3L_u03Y~(Z-Rec zLwZ5|>Zz*++pvnIZ+PtkMV4lg!>h#r$}}a*)zryJMOLgDLC}gL?b_+wH(&`4=q= zhx*Y61L<)zK1MeH^%HE_hAC?*61C7$6dVkPgZpU#W%6BRaZcJI)ndYj5|ef&(4@7W zJ=fCXi2*pI7N3 zp=LmKp4q-Upfd?Kd5RpMf>GbnE7-`w=FBrR73RZMK?5BqAb6U81rObxkRu}5lAx~X zj2Og*j5ABw0wl#tJ2RPHK^U0#G3bzU;$0Tu)pl#guAKzz342S>^3zYFAYPNt8uzh+ z{MQB_)PUOPh8?e9&M$WrZv$seksp%+Gxar#f%tm&jRZih&WJ9VP3gVxviv!fVGAl| zMp&P<;FVeCz4UWka%!uhvDc2`lDYXql$=_Dh=4_M`l1ullDppUS<{SCD8AOm_MO(e za4ccMA5OE@RntlHoeyhWULXU*=vz$tlF8P^BklvbDi?>cuD5Y0%MFSTK?Hb!s$YObQ5?9T%1G^shU4N@J$7u!e5R;34vYMk)ToS9=oON8dz z-v?$g$u;NbPm*&txx@k&@KaZYP?;JxDRMb9%0hP{Suo&BL*UNT&Jrq)7Z$6OCMslP zDPeu>cOcE@Hqm)>h5l{U-iczlQj=2*Mv!N_vD;2JXF&8qLaanpVFI++YB?g z8ZERCT@2ZNR_? zzd5ZACq)qjy+Hy30_n9gzEO;d1}#yBMkC&&WM1(Mo&IN5gC7LHU-9EecH<5w)k{}j zRZQTBy9Hlj2wAE$M2^(mHF@>+ewrAi7q-i;`{N**NbHTXK)u_fGjE-F0PIY2U~hKj zEU_=_{_(E%MGL{8pqu$0uf)JeoPy-AFBV}O^$CHx1BW$eSjAM6) zKu+61n?%0tEiH5OS^pVdu)9Y&6w6{(_y&%NVd(T*@%NBO@7EO#(a}GS|0}Na0PN+K zO@H0$&MSy^Mo8Fk+l6g}kPWQ^yG6U`>=xa+2N0@tq~)}>!S-AxylvQoYYCz@v| z?T26{siI$mpMG8R_Wqsl{n)zn6>2m#2&qLPgL)1QY##MBj0dxe}8 z=|-3o?9XND>BUS^rr4wLp^fx2-@?f;FzkE;L`6aHCXTKGhri62OBrMaolr?>!s)VM z91ZDclZ!9#895YowPvdU&_8ye)5beh5sYUEmiWJNJ3vfk$n= z%bM@4AikAqvi4Irkbb?HvFu;b?%15s&)PF~Oz`ewsY#Z~0>7(hhTDq2lp<6(fLR{x zX_(0hYL3G`vBD~W;@mx2FGDo_KHWq`puTf_?ZNA>q71F;*eOFz5tHrI?m0QFUCrh# zTjA)26!*A<4AE+oCYhaR!hVxZhG@jSB}xp!xsi=jP^Y#F@8Ul(pCy z%HbotDoo{|A7bB%gLJ5m7wL585W_NV{s7;@A>kN*+2-0~iX%laM zp>ooDBF`qPj^`v<9{V-~`|XyXA0ghBz=$)aKDdhOGkeH1JvkhmoSOdo>*)39{96x) z&H3?alH)pYIwY=`)-{aJW5|=M(Cs3=HsnMK0|{d(I+JC^8Pe#cH$T{n2!S)r0Mop) z6`MzJcAc}^oOTSbCD}aJ0R221U5v(TBz&oHwki2;L^`Y^lp}R$P&wDv%mj1_Ur&T{ zOuJm8#l|AoU@_#o*&iTMZ9&bw$xt+=*X-&{+XFxUt!9EQr&29vq_qYf=$IpP)2Y7K zNZDEh;Y9~K?_gh{ug*mF4rda*3_8=IVA$DhqL3z;;Foao!ToA-#HcL6*%dg#Yc9}~ zL&3c~vt!T%N<-~|l-O(oYQfn4RZDzWx1Y)k(|-aZO^e}g4j?9Z$s0CWA1#$*WsXR- zL94B6G{*|=SWJilN7vL%6s!))PArY_ZaaQ%bu3)1)4pC02|++Mf8=6(aabeML`{s@ zXX?DRi8-gk=?=b`=$c3_4VOD41O@)il7yUu4ZQ2NPzMn-7Uh^=N$U=0_&!- z)|0EgG7B8+`@gN0MAEfX3h(so(-JmHRDBq}Kk|F^V-tM&wd4`qa%$%*AS8r@fPvu) z%ibD>=wn%H)5AaNog3JmihA81uC$O(jh#!x441onhJOopxYBEF(@paE3>{qNKm?HC zwnuK4hfF5Gmr5|SdwrHMAac_Z|J65?&DDRow}1bLt0A>mYRu~_iN2UWd{PbPbyEJw zMeMv${Whj{aM<4yFlF{|AY2jB+hkGV0^=!HvN8gi3}}-=4qIi;Wcp6z;MJp8nE=|O zV_Ydx*R_SFQ@t2I+s5%DVHxU#^#&IKpy{hv$P9twmJkc96U!iThw!7XEZ8Ot4i2?e zTJT>T;$6t?1)U5^39%Lv?}M}YJT~gv&bj5^ zfT&y)N`(e7j#wrRE){}Y(XTa+8emaHKSu?T>fTd!y`;MUAp@KdZGz-t%vM>v>_;P( zONPro9rywNjI*zQhHU@Y`+-%>J-_&%j2J`){z2X)Qr72QFEg32<&V22Xmp98pu|3tu|w4lgJ_PGrRSKoye2y@ye;)3-45>DWCN}5E6yW zM3Lt0gY0s-wOXl|P5pxh@{{^|>t4Y>9sUfWP6fGYZX+oSk!25vuZd-AO}d(QY})zP zTsv}l3zrOXKgP1oO*ni$j{Hqo@}id(SZ~Gm?s1?|x{zT2EO`rTQV70anh@itAYh^7 zdpMY}&IvQ8e6-^OFR-zq%Aq6y3Hb0~_m?_@9^dcH*>DTi zKRoDHa`!L1yU1V!7$BWsLWqEZ$Pl;He~u4JXrpp&;m>xT%Q&4f5wka_fiD*dPt}~NZtgB+>PyE=gg(SzGT{DwL$qe@+%_>HK8|bfMbI@C@tN`4R zCAPP)E=EOEMKR#NWv>5me3IV}MRU{VE1y)bsiRvfGO!_vOt9dIi5aMAYQDl`_4B6eWc;w``qZswzWIctqG@RyX=r>~ zc=k;n<#RYCZNWJe`lam2C;&g?8RdehQv|#jvshs8#AmZ+nOQ%>N1I2C2by7+Y%qMO zD0vGHBoKsf->@(%au9mKEd)WfV5dm$F7|3DRrw?ffq^^x^KN3ydwgs$=0tidckTTFNb)Z8cXr*=;hh-M@!au+}GXQv%H#|no&TCei_**7Zf zCKrwA9O6Ibm$kte-UB#LWI;heTbwr8w2vi})yaENJIz6t>mCD!0)+Ryv7ogTAVK)Oco|BYnNM69LPL$8WDa?aQtm*G6k0%JUX zxC9oPY6=a$Pk0PpWLhTed%z`Cv%H;`FOzJajL{|zL2hhz_2MDsGiW?^H^+$+lEm`@ z3)vd$S{5-zB>&&+4K#!pDEM2c8=@qn0|i(VL~A=t$xOMr($v#o`UzD;|Ms|7rNOL+ zC0AEsBqR$-8b=0r6*0xIv_x+~bRvl0fBfDL@5fwM;*xXjv+upv zT6?YiXQ2CUMjm4JIIH}7dGa|L)#wUBkX(~}es+?#9A3s2N*tyD3w}s3xlF>M{##0UPaE0nJ?r$2HG+?1 zy+S6zT_SM*I

zf2T{2k)h{EzvEu~3RXlLgUe47K1^-Pr)Wpcz8@;6_6!8&XBu5ExAh z`>mNYM`o_k+Fm0&qxRo^&JGk+Y$PX`$|VA3v&`J&1`>MI&A3jlq*#^R!)1%0Xp=wp zZ$I|n$Xdk%^N9-RTU2H+m?5e~?)_C!sc*FEWaN8l^)vvG48&e(#&aEZQuD+sb-6`J*E6A*cx69O~ zEf@_S?i92PdHTV3cq-V`1IQ*QTc}P#MH48E6og~ux^K_*FP2MM|S2Oj&!?r=7>!TNJsv34Q_O(n@{622rxfR<&0JG0Lo8s%`!8 zP1zGM@%r4J!^YdeU7uWDTudvN&}r+I@<2W=6|Htz23x<`Re+8z{c>aF6&BDwld zGq|xX$#5>w?BFyZMMkh)Hoc)E*K2uE{U~jqA2<(a_n4Xb??2KUP5T+{e|lU)Jzv5W zyeL*U=erxaZ>OTU<%e25w?QDDj0pR)g8X29A+0BVr%BQ8|H;nNhRcB>M{SkVwb|7a zV=I1}O0uZ~)AbKh+{6&OUTb<_x5bJ7^GyiLJWMB1Zpyr|9`%d&s>`O%aO;nPHht`c z0P(TJkG~7&S3#UF>2=5Z3fXael{{WK6ftjT7zWL4ylP}FT-tsfv4ca+7q9PI_~wxg z>wDEIW<^i8OT6br{XT@N@xy7Hj~8`NY8S_Sx`0~Y+x6cyH^)5*lv}Z6&4I+jA<(;q zu=L8{U4cJX+&+Iv>9;F3OeNz|qqTK-iYp!%e9?I3ISJp$r< zhhBvK)g7OhSTAI{;nd8Ph~^JkBhC)!23A`+lD(WZ`GdZ-viVYjtEADU69y>F0KO%E>nAh-PKE=OvGjvop5Fg9wpf5u`^6y#8 z7%FlwUO=WvDwuP&CBU2xFyxkJj+Z}L(kcy>v^>S=32@qk9+&T<0U~i2UeqcrXe#JU znaD+%IQYCq<>jL-yH*EBjCusP+q!a;dykq@`CeoRWbX3oF{+nYD_ql>_lR23oXA{X z(%gK|vaVA+bKwsbMGevm0Z3;}=Qhz0bahIw zk@dY0*{&&oDAE2gvZo##z0U?Wu2GC$=v2Zv1g9_hwUvrUx}WJ8;DS6eQw%uFaAuhVJQ*NBXsSDJdt= zjf?~!bF2mLZzNYr^XS$hUTHE3e^-sSEl*t?Z z-ybhRjxLS|`9sL={!QK`;WPSuWZ7^L$uYs0{q@-Da{Al&{JOG{Ro$zp6O(2f3+7ka zr2F>IyNQ{=T5^1Ryz+{EqbK(-Dc&&NNm-w+Q&$QOOo`{y0d5Q&ce1=+Ks<6(tTKH} z0QoaNV5r<2dHChP`=;e|UU42f)E#6KSZ=WpZ%Rcws4v<{)nl?C{q{rHy%=Zh?20s5 zg$&KgUSJ7GYsPS4ll%ib&BHKNZCYJUO2=y=(h`A|n8 z?G-pM+!+N;!PR=<#c??Oq3601oTPvK@{B2`pJ~|_YCn;K1)>!1zYxkFZMtZo&{99d z59oQgG?&G#a}V>*$oU_3y)wvi(JiCI!+ZaxxQ)?PUgaz0VB$x|k8y{|JXl)n;xd< zhJs94;DtXx7D#Hno#D}m+)y5uwq;73%!y-`rigmcsH|WhgRM{8=n*$SEq2x7h7k*@ zGV3wn#h`IgH_=l9Ihs>%$2KKBAz#6pE#&&mtJc=GmfGG6e^_>;fmvx)qbdc?H9xEm zG`;@+ZjbI{_)J@B%bf4I4nlO!=a0BnK!-` ztMAFk%F4dZc4>3yKWb)3NX_dr&cX%>e8JwHAItt@RL>mgF4*l|;GW7(IH<&=6fE!l zU!$bF@cY}_kjtPh5hq{Z;Tp|-c_*ln7#f#R`wVSW?k7KYB8BHhwg1CW@Gn$v@+N&Q zvn0N_nBDI!)JHNpa>(B8p}F-h20EmIFvSIXh~gJXde10<=h(#NT7oRldK z{I_(SxsP7^=4rXQYWY+_{!x0Q74*N)KTUx(M*VnronNEw6yu40dwn#)0d8bdVy=n$0FcC#B|CJ@D+eU_LA8u(i>hBY+PFg2}A%Hpb z;tkZ=vPRQC5gpNlWp39Ox= zHuH^6H20`x+hm?}pwH4@2Lb5*k4xKvcEba-)sgQDt0LgZS=@@YlteMJk;nH4fEV|# ziM;F*+b2&*L+lQRrA>S14Ywsxq{-1h{ZZ9+DZc{P4jn!DC(Fk2Lsy27tvn3Q24}5f zY?5Y=v^CACJ#^T*4AP9+0ls`sPft2(RE{AfukZp(q2YOuC@}(PX}|3%$>i0L-#p@d zC{G}-)Xo_iQqQf~$5^`PcKD>joFDi;YFkKJjp&QxL4qbKUu-ibnVqrLwlbzO9_YyM*IkBl0}f!oL6~Y4kSH zDQShBG&>O6CyBbe>63U{!J*PCXpzvQMrro6^xJbum&b2Lp7q*)pSF72WkMsSVrgYr ze=|J3I?p`x-CFrmeV=}%A(2!9(2m7wa5Nm)j2HVgeZ6&$RQy&x$&l-@{3y<+!A~vW z4@)e#Ab#2t1A6r?$+WMFPdr_Q4+nNNJJA^T#q*Sq42fuT1(|mrgteHX2$7#Q8}xxn zV4B8U_+RJTmuzKfl-MG*myk)TgQNrt<(EF6WXk#=GL_+yR|wdo=L z4`2|guIc66*_HM_Rb^-3!d_d^yT)|hRpuudC+FM_K!wAbTe#fo&ea$p;+R{&>DEFf~_**Uy5Hnqe zjw3X#r<5ySaDEcnq+MBAsW+G&)niq*bkwKgtvw#*zU#-pFM*^opdATtXZQcI6F0Kf zGfj{KhNk=Uxh1O)`G|MJ6V3n_!^HD&hti%a;^pHqB}mp==fH8OfRsESjqtDJ!aylJ zb3DsBF(!Y`6Vln_RZ2bA?E(2Fpy=YPFEXm!MyHPWUM#*6Qlde{CIRza%(C>l^u3NIigxrkZgH zkczRTH=cnJJIX){IqTi{#cuBQxvpaNORB~Rq^HmL59Ln1ok8imSRS>#k!IwBn#1nTpYAdv`3sv1S7yKFX?JFs;9XWRDk#9VLHeew*iwlUTEd2*?Ao<0ZE3_e-@Q{TgZ3-PBq2KNfBt(b&zh z#NIXMRoA|4mz@tlqBinxSk=Le&4niW81j=lk$Z>|Z&K!Z|NU9@{mnd3Ds#>S>e(~D zXfuFRa0v|cyoVFK%{G+K+e9ICgpl@$JZ$`%0==o$04EtK{#4^R=@+>~`eJ}?8rT9x z26dNiD}VDybEo|M>nISQE%%UJZ?h+4%8a16k^MS9exXyxwk+RscvUm^4d%B>O}O~* zgI*DfUn%rk(>v_C3fxV@{_R$ftlxH4Bxbupc&!yCk*zi@F%PuNDlX17tt(|gzG_~5 zz3BA!=Ld0cuEdbE63%gw2;^dDTQJj`^wIwJq^PLpon;Y80CNN|4Xa@_LVvVp%KG)f z%R~kOlSxq>wWKwRjQ#g_hZ_+KP(p=yhSR-bTHfuL&3a%g!SkV}1eGs}YjEWtu-u8o zXuo2?>Rlp;g{Zl|i&-pKrLRUMzkSeKucX!!2bPL!gzg0fK(D~$kBt9=5lzVMLdQ_G zZKBU3UJB*i{o4k@NmGzrr|FkpR{lK?`d!F0h%a-DwdgU%dl_wUi3^PhH*smjy_X0s zNKaP-gqxVSqNb*8a}x&!y@%&u7cQhnh@kvp;VKltOxtsNbKU%z0l@wYw0STD&mh~x z3D`qD4C&WbSFz}^Edld?##?nYr`Udwrn7%h@)1e7M7-~qB@zIIq7Qc z*g=}0EPrLjMgSw$Hy5I7Pwo#Pr|wd#60hYx#SPbEDLrKH{hQ%lHB8M9P=7~W+a_ND z-zRW`ttn^K^ix_$OOB7#M+OM&Du}Vffz=9NqdM8{x3|;%O0e`PpHn}tvQ1@A6iH=I z>4N;#l%_2?El4F5q}xNEM0hdMYHL8Bd3%0ZSV|`-AdA{o*0q0`L)50^X`~K#PhG#h zSSuy@K8Gqrru1!cSDNk(77PrfE(t>D>7vKjCN>%)z_>ueP2i}E_Z}e5MLIdD#~IeV zD9tE6QA;-RlOqw}z&gbmB7~UkM;_&um7qe(cuQ)iIEvI{9h1rirKcYNup;mKxX_va zO>N4Kt1qrYk7Z8cy`8TK<%8v87#@B){+F?=YcBQ%KBIO&L>l)4_hx=Mw}$7&=x}~M zON(hWPdA#GHf(q!ynvI6Cg3q;3vbM;vRm&y?sUK1`)qZ2g$?ZnDH zfV$=4w@fs&aS4>;hU|dV2@K3`yRBXl569|foil{r0}yfs?TKPi zA*M~X9_Nz}X6KtSmfeI->Qmtrmj2Bdh;kqm@p7uxHyPiC9eI+HjddtZDyw?I)K1gI z@R|0Sz_bP1PXJ~x>kcJTVvB>vc`mF%f$!#Ly?LZp&})+AFp4Y`qyJc>`giQiN3lsM zKONN2?)w=d<=Y05C^T~+jI-?l{#ZfJfxnSdTSPviYzD9=a+)#9OQ7nX1U*KZf+0=<6#P&MHFOjlJ&f&Yj9U5l`5OcuZ8y4U)Y2Ck|p{Z$prHnJh zOsO0`xm_WFjDiDhpRfKj%z`<3L2l5KZM6Sw&D7-nc7XxG3xUA=v#9+3y_0H>MP?s7 zVadl5M9;qg5Mk;UyEUYSl6nD#z#iH}S@f-ni}HgpCH}0toxTAYJC_2fGbBxpW77j} zI5u@)zfD^+WXELY=5|{5AK1SeAli;hh}KBn3gRaKwibGU>MHQkE|5(fpw)Dhp#Zhw zs7IN(l(KLzbnl@3_=DdA5c)sj+MfKdURwt@6YhG)VD`_Bf?`4i^ZN@zrWfA1Q7cEo zAFV;f>t?3p3Wgcc8XVugCf1zZ=B5ozm1c4txhyRUyu*dbNaN$uQ$rD2ZvL&}6(OFj zrdxr@Pzbd6kr=<2N-x=asN?9i3+|*PNS9{tf;4r2EyjwOI?>9~a!;Z3dy<$%)MwUB z3y;vy&==J?kK(?Nr!pXhd{UOArx<5DeNgnn7Q)F){}zA?mN;vpMf^oXlBO-YS^U-&8!`B6aIq&fxffmI93Qpr+P8H>z6_xDFVmnNy=xFi@X^)LhY8PVCc^7p z7xIZjzI7NrN>#)I>>-qU51Lm}7F@eKmlSscW|QGoxP}>xyMtaHZ+MN!QBln6FDM_k z%8)Awi3j}NDZznJA{9Q$D~DErQh}L< zgd!GR)d6PtT0LLCetmz`pd;Y+groBEj}QgVSMF`VQ1oiSOUO1BTw|@kMaA=6fb#jn zER7Q9!SvHEGXW7wbp{VydYQrfznp|w0CHLPmAMwGszY&YYLR=>G~V?ej^+1II@NBP z>hKBvkiRz}zttYR$uu$pzXZgO{!Hr60GKT;VeY`kw{u5T<_X>VaKSQ|ARWKU=pVO2 zj63^Ty(C@(Xh`sLh3EeEKen4p%MOplF%K#po#nOl_4SMuN!QFc==wF}#T+y#m2Eu>Jla6vgyV9s0y_!5vRpdg@Hi3F%6oGCJl zH8IsEa+D#v{E!_dbs}af>XLP2|F66Sz!{(A8WR>|XJuy2yWKqfChS4YYOHzCH_B2r z6e7_8-rnr=ZoWn=ShPx8?NB1?BX>`Foo5k^25tR^7R zc(_o}NAffxsa1q_frii2@GSU)(Nq1eG5A)!Ra91LjWOnK!=NbQu)eUc-?_FL3^7(8 z|JR!7meD*WLs3)4d?4+6ONjFT5E?w)3eiZ&fO1a1wzW#K%Cp!H4G&&&pIY~lm^wnI z*cdc&rRTi(K{TofaaX70i(p?f;g1Ue==MY`iiFGH;l%0^0!x7L{_5^4+ki&$`rYK7 zEqGsCuUYnddZb6F&YE^WfZ!YSTxDm;qM@%G%8$o^;b0k-=+Dg4(jEj^u}m#hKK}d} zPOR$kKFlD&Rs(j^;#F4rb1(kS>5lJ&zRQZ&_Th{ImJvGKSROB{z$G0Jl+yll?C_9f zbg)>otw2Xd<;zPJc79M)sp%Voz!EM^=E$rR6;|TusTX-AY&7WUiG0-;EUe z34C<&!Zbrrm)5O}hn;`g_NpVlwf^aoiFk)E50TeneV zHeOzz{UaYq(B1=2s;yV_fYOq6(FgOi`D6Hq`0&33PSkUOl#c27Jz@F#hIf71U9PpB zc>^#L^Jc;i%gcFf;KHN@FPi=pV_ZXs05NkCI*(RkRe4yI6~mvTEfFgepPVZ+nEqtv z_g5?SXLOGnakiKu{9@d>zB5GU8YReMP>4(7HK{!I=>;WWpFto4;_I$395PVk{x&zR zO}ZM#Fj!lvB+e64zxJ|?*`}9tcqupm_gk^ow4=N#=9caSLR&5cssL*G5cxG7K+3j% z656p;=+krqrt^-XEO88~QtzW3=I0#S6qP@AH)k6vUALw&_XEB!Zp|&rp?`6?U;40q z*T9;T3TXAX8voRW&hnGBWnqEt3>iaYilbvu}s!crvS3`zE^RYso3Or z{Mbo!_u1x9!#*JL{K13a40Tb^F~AGJbjl5Fd92OUgopsrz= zx4zL%!q#p2_kag{E6rBLc$xv*qxh1{UM**?F$0VZfDdU>aUWb9_G#5EBMR9_^L8n& z#6jN$(VzASZY>5Z(fx96;w{i-L1pt3HOB{!N09GS4rQ>Rm{d!)Jfi_*<@4vyTQeb( zxx`49*NBuHU_+2O790WUJ6q3`6CVt~>l+5A#9y|9?+ZUrq^{A74f*ogwoFtOb>d z=i}UmBqi!`KvEkw1PDvL`cJtv8)?1b!&hh9dtJjX?4yA%-HwIbXdA@!H+4W$Bx1zvXg9&T*J(YJ& zAjA3#vvMiwc~PR7;zE;5+VjYCR@Qn;jM4h%1xRdC(W6TkPHg_44B|w1CS6*J6>-U| zUTjj%VC^d+_kMG`-tQ~o?(CqC{<&eJ0{ZOB6y3!N`C*3ers4}3e?gsA>2VFWGLA{; z9tK$I`27A8>RLu@)@T^NK-8#4-q?kMQT$iAk|}&3*f7WWpizy#Pkh)zED{9|+@f(^ z?PUDBz0G}L;WgRS7CP661IzKwFhMrg8Kd)Ol`=kaXg20ft7Hg_g$)gg_-OB$-3x9y z*3m3o_znLB-T|E6|55dpQBi(h*znMeGy@DRJ*0pG2#A!FbT^DB2Ho8)rG!W$AfTjl z_t0Vh(kWenbUbH%|MkA>c|N$7ei6Oz`|Pv#wXaZ`phOB8%z`tQY>Y1le{MS}Bc%9c zE{-LNbMff>Aho^)=f{s9`jb%7NG#8JZ?5vTi!Jf^_^E-Pgd$gF!DU~$r)@g!#ilJv zA2SH4t$%!GU=d%F@u^qWj6g0pU!h-HrV^p z=mrSFw+UD9Q+-9n`;DRb5_}$&}g=Ftb8P?zI5sU10tt7==8eBgiD3!(97QdBA!2t_gqxIJuzPt z_WdiRD1M*WLhff>N^ zO?=nf9ml?4TZI6d;WWXSx_PW7#Ep5KXb=5PqBT^h*Bxj%=z_x`SPu%asDFUDRv8sr z!ZFSQ*a#3Su)J1tprOrwgc3KR^rR*X&$V}JR3S^kaUN!d0dnEEpZIbjIqcZB>mRqB zD;@+Q>wAW|=YN!x8dotXL_%~Y;E%oEit89l)vKJB{T?`ngZG&`)%Il@I1DpuxVjLx zExUcaR1s1Zt_LwQLSVM7E&k*5`kAs)YE+|heOjRfX$hjTpF&K*I0+^}B~d8`%^tfirl)3tC%1e5{uS}lfvZ6Y^+uZ1}51oEyrIl;ZV1R@hPm^+-HSxLx_B!Wo@QFSmY1uq&%@o!WHz%?O zGOW(d&XGIsSbP!>T2>Q9#xhDfx<-f>X*olu&m3 zSG|@B&L`^bt1DOG*fRf=@2o7yo^l7AGx|eevu5XOLxJr1yhWX*=@KRqFn2kSp2ZzOL`^&yZxw%Gy=yD5m>c^HBwuW8 zcm*BY)nWfD+DV}Q34g7ailmDi&{|8(L-=-!rL#1V0KsEYtZj5w^pDN3v2}S#{&JE? zb?P+L+HcR;T+?%Ml)u9izQe+B;w9{tra`k~li%#apkRyUdN>2twoETJ79Jj8YS=@b zl(VF$is>ghbFv9^fz7O3wdKAZV0)nM6qO;6F$DeLA!U0niNY~Qv!o({b-y0dWj)uZ zfrDkCUVjRtl?y0;WieEaDgO|Yme=*N7F@k2RZ}$jdvWJe>o2$^Q6E&vQ8vys#~&L) zcD-pF*Ro3HmP1r?d!n%B?yu}AH{LwNCIXi9Veh?)+?w8~#A5@<=iIN2gEH2p>Ur59 zNtGapnzMQ<+XXlRDKioy9RhYs-VXcsp0T~*&rmMNR}m4sHa|^alf(6J&&J7OU+qM! zXmwZzv!eBRIP=L-NPByGwS6hUe>s>Y?)PFqvuaKGJ`E-Up7C=GhG@8UrVQ*rCU{?A z0c6K4Z7SZiHO9V}ed*Brw(8vCG@4O;LWMK|g+d zcv_p{hVfpn%|#Zm80HYuOQfg|4-Gs2Z6!Q{eP8DIE zdoggql*!NjaPF+@%GX)g z7eZrsx&QXw+?mqZmy}E22b#8hx|VTOOvcKAn&N||imm%k^!X9g>GWw~pe(ifb`y|C2D&sBy zxRYVaLCUbH3zAt@RtH^xxTtzHUf6Ccojxb`{5NUw{lY5+!)|Ek!oD(`Ce%_mscvUZ z6f?qJ&E5y=$fXqDH;Y_|)%XJIm&aLFgr^GxD=k0WhDN{{2S&V3BmndHB0!NP?MuVQ z$9LfMAWDJFi*>^SOrez#-++b*nj#9kODqRXz5+}y|UZX61`FmlI`jZE*>J0 zkG7_O^7oUepkE(LXtzs!$_dn$yo!nn)*O8R%eR;$RwWoO&W~P=NUG%*^YjTDem7Sj zW^9JlMX}|Ku`?w&Zb|uU4V$fbKwxGS9!B&~mY0ShmGJnDe3Xe%PaLg zt3|mCV(-LXc1l!$btC|N^=Xhl5y)5KguyIPe{xG-terjw&+imP+s&^HAv#KCkvBPhV66pOH?Sp?FToel!#awX+lXsKA)NlpT5#g=B=VCJ?U+u@$V?=fXZIG*Nm5%wAAWEbb{FZIg|vObuH zI&Ted`dRIkg*TDou_19TN526k*_nigg(pAp)4C4rCxSw~mmCH^98mm(m;ObV$Ygtv zKS0DErkRH}I!f#QYY5!OSF&*Vq){-<6q9c?)vIk`L|#{_*<8(UcaLY^mOyRF2bbD3 z@uylobNhnh3{hGPPr(a}pgD-KDD3fF3KB|?Xeg4L8u5yUMiHl9ps!Q%=hobB$NTd| z@57nX`T!LKQm58u*H%!RLmLt&Y}c7+R;Z`{dg@ezY)+jG@DHEgii?`dIpv;aRYaZC z9yF015-$l_)D1ge>-}1wfQmKYdwpp7~v3lE^yxw6)>8Bbe13gpC+1 zy)?-bD7E#ed-KiPzar&u#c7RoOrMDxky`f3E=$&FdB=fTfiCa0EbKk{*l-+`-jLoP z*9k(8?rgQOK>)V0gEE)Iq3~?^bcXUKh)n|em8JSFQvy5Z7c1s%wn*ZIul^zkPO)wQ z`j-_xfy>cciK>MM6`B^G9(YjKfc%bky7zz=mgL24i$3`4`ho&B_dkfbgS}|#v#!(+ zYjgvxEIsPnpFJ~)#0NLB3~f(8ScWZjIwSC|)4kS&cLMv>@;0_o?(b=FhAi(lJugZ0 ztN?TZu$d87A=8QP*-UAm=nz1mZgb?!8?Md7#qLr>NBG4*HIC}FfdrlBKQ|f?BF(}8 z$i2Kw@i^!~-l}JEvDvxDjRKUfX#VJU&1>x>QO7)MZ-3v?GhBRpX7$MX!P#Qy*`3=Z z*+oEY69#iVhzp6HacCxCK1V6jpZMbu=YU+e$8#AvA1Qcy%Uq!#i7=y|zqYh&QjOE*{I=fbc%5LlczZK+={z)a z+OaZ|KDFk)-$Gj9ca+4}=Fr-xCMZ4#L=$>vU%l1>faU}aXfN{Ak#QGE9IZ_`hdKj# zwz#5&THY;*uV1$Yu|!>bD*Z%hOm<}Q`fUfE0Y-R z_T1l-aWn`4Pz8J&7}(jjV-KU}i|?oQP)I8qCoZLZzG1g=5|^m%p+QDrZE&wVPN7%N zC~|jO(YfQ3i#Lm)p-uInjTL~xzHR+f1~Qz3Nf54vNTKEm*`}f-(4e9xW!!pV7{aF= z569Sur95eIDy2*$8nbj=p_Avv`+`%EMhut zMDx3jDqKG$K*yx=0x#y8BTwGR^b!|`1DBp{y1U91qZJfEnc48{2jx9wEYWTcbXhy-22VBZ2)*9sVP`q2h2I8vw_zY z7LiEHTRhpCa{WbSabCne+?yi9Ou3lZ9~?j#=y| z(!SxvL!o~;ovJo^nfj*@k!S;{WGEHZ?Pl5e z<8F#gm+UL2HTOOw&Z0+lv0EtFh`V=OL4(oaSKH&4h4M-|F1Lpv^1E`8#2qpQmTj-r z|51NsE28WFoxD5t!p_h93N1lnaH(6&w3Rbqoib!cL7C=_*rPWzGM{jvX^Bf>72YJ^-}ypaQ@()fj-E7dQw~W^1}Ia%(ABBR7VVl@}7Ts`erx3 z;6n3mRg%1tE11oU)k8HYNi|z{&<1)D{aA|+8VlIeAbQ|eN6FJ99$W|ncqWknk2xX{ z76Os~sI>T|jDnBBu0W1V;XR0y0aR{-JutG-stI$@7B(dF$oJ3BHJjdlm~YF#Y{hD@WV9^i>k_m=#{0CUb9vW@sYoOf$KpC zm2q`~u@GHkS%s^jz-Rz7Co~e%H)j~EVp1DmaGF>^^kDF*aFcw)q5F#A8XsEUnVH#dDPJ4S%yxPJ7N|v{zJKty~^--kdO%|>Ek7-i_ zR-p0xB#6=iTD9n>houc)@(7w`boo&mfMMPTMNqcCPUF2^aCLhH1Y)_o)jbqPF0_O* zG4Mm{fBE9TM+5ziq5-jf>oOufnGSckG&;&gFCWz6v^?AU1S0roR=XD1YN{BK@qZDR z)G)BOx}R}GuI&cp7t=a22NIe6y4QalQ!*8w*v-A9L29llvY(LEK)yuf+sNtboB8h6 zjxfGr(AKYI8$3|sYbuz{9u|9fYZ41~+kHSdFGGPmCJw$~>7yDyd;B<_ute{Lu0e(= zN7fT|R*6dDV0J^vx_=q+5pW;?E#eseb&j-+DSj#!F%YZ>aQ7-JpLg*Bsz3tzjZO%c zr>^I7JpcQgoP}?`{KJA)aulv!|6X(sebaiTR8RKBx^87LF$jaM{ zlh`}pTarZlSWIJ6TOOaMLiQB!antNHhU{sP(;o!6lFpIcS^}XnZOI!rD1704&szvW zrZ~Yy$HrpM28~=`|K7@A0o(}i_@4rnS?Qiso>dwZfxpg}p#;)wcWXapo^9L@O+2~_ zG}E=>3h{Z)T0jl#xGdJus?5ONS*I3S)k^>FIjH9Yj%!A#balu&}>EPkN|US83!#EG)_@a3u0{iW%-swe@B08LfU zsYW}PG!+-muR+5^NrRxD} zr22h)k@T*`1*wn#Tv+O>i}l&J8~YX64_4t3KfHyly-RFZiq?fCC1U{3sqm?-1MSmw zf}GVv@;}7%h9>mJIydm*Lbfi&@d~&STV&i`Kahw$ra;0!{2JM}>rVwHoS*^xSUASW zt@sksTA%QXsZ808l_FhCOd-{F#s{Q?_OjYqG)>Kq!G&-EQ|#sIX>y=@VWp z5Q;ppBpc_KGjb|jmLA%}!`4pF4EX!@aiLDbpNyAIS7(PBucf499jls zB7nS@blZXctYfh7u*uT`uYR)4?y*A6Sx?}#c=h|NIe)l7wo?97g7S)|A=71}Wh2cE zDY-RZ)Jpuk+yk?~FNGC>dYzqth5oC7A1O08T|`j{%&T`bDg~?6a`QnCrjaj z)2N`FYi~0i%_f2Lx=(JLJhrY4k7;7T>wl<$jGpks9wwjt^BjcvMOnycQ-Pb&P@0oS zBvsFuG=pcWVWsJV3Hm*amtRqYJijB8bLad@By;#t_6$z15HwQ*Sfg>ijZz^Q((dDP z=IGecpUhIVy2ZEAwCqu%rsPs@4mt>A%IR*uS;jiMT9>ud4v@_`?Sk7^_gPursX1_K zr#uCL7qx>e$~<5L$PpPQ1a;H3FOgR|uYsk;2oZ?*PyiDZ)+{Uz^M^g3W&Ux#RZ$0Y z!`-7HQW(zwPM+rfD%s?Ac=>ipevI-^Cs8~xlvwCNKma+VZGmaPtsZaqqfUVq!N<-V zzH0H5!H1)DBJQMMK^Qd=6-E(_tyA)|>4{3FYbMD$WXdL9xVC9gOyqk2k!Sur?~Bdi zL#g&7DJ^~K!1J`g#?9U45p8z5A%j;7`WkZ2b59MaD6=|!NWKG*TO~0`v%nD*Yk9r6 zdscIM$qMN>(iB*1zurna7_5iM-R9Cp8`1EUJkZnV+>@7|@_$ZNIx(~TfH1cBaBgGU z%IPxmz9eB&biy}uPJBE_{!2+7rjf2)cQfmuy+@!oJVuqSA7wD} z#di)~qrqH2l~IX%l*EB164a_Gx}XknqZCz;RZO-2*4T)T?;WyF#$RDv+__a9V_FB3 zLDZKj-&2PcAazQ)EGUY|En&$sP_}Co5t^eWYK@+F2!?-KK-@C2uuyu;Z&UU2IAfid zvPA+o1H&WIe{wV8DChnBsz+7$lI;QJ<&M&de`)Y-jy-JzlLT|Oj&`@{!i9m~zcS0- zogH{UDs@?dqoD>B7UBFck>h6LpBjbPl0U+>Sc7PKUAz@7bwRGqb+I_p$)K;^lqfVTojDHX%I zOb_R3H2>^vBOY;Ce|VD=#jQF<-MjDFZe!_mXE^Tl%G`&9d#gB95u5J7?qVi<@nETz z|KIW#68V7*OA>Kk zk?+ejx4UK!e`|SKJ?va8lMQ<;8uFu9v)hKACZykr=iNj-2m_KdEg8FZa@0<m3xj}r5Q za&wHM-nA8f&8x^r6nhJNYMyOXs)i7gz?kehxBuyq*D6CvC3E?mp&V%u?+V$BT&O;c z@VypYyOywywh3?l`M|T$OkX^w^-&6o{1+PJ1L^wK1WnDXmTyD0YK3F zEJuo}zQIwt#FEojuT5B2VSmB`wZiyptmBRBvyLxKj#v;Qi{Zt6nZN!Ijs-PWYTG@? zZe-S{1@|5y*3bT)hF|_Fx2K$6GW+%7lLuw&7sh@i*XS=b2EY;M>?@)xTm|wF{#{Zy zuq;Y}A0Qd*_X?l^-OMb1XI&8~HzsqFr^^9-P%N-xco2ig`Tw~qT6wJf`VFdwBkv#i z$?t1RMS_dNmd;|>O@%)lAOp|&Gm4hxefN85+YZ8G9^UMIW)|-4S$T44b11Nn9ls~_ zZPc2AQEA`ZIx1TZY{*sjyhnGQM{)u~uYBQ;AE{Rh;%rOqqBg`$^V$l2padSgxzxu> zpgX}{8)K4*T<{ujh{H4YI!KOoG5^PFw@jZ>u)noe4OtLyp+W`Ou zv>j8vZ)e^_14iVSLKf@jgCbA-NDHf1*Dd>|)j%Q`o`xd&|6J)8E^J zCauubu08w9EE5bC_T#rHNn;jRXPMSF*3&e#ov8jsN9jHl^ric=zJ6Gh;7^PWZ*5&W z)Ohm5!F$GoEEOh#+wXIfuI9$ME%rDqHT58+!Vd@H_4^tWECkad+C0yqN{uD`|RvKkf9zP$yB`}<1W-9M%neN7xuLZ#MaT4b ziEqP!*X8c>Ri}vz(Jso+>SzHKB=UZr2!*fg|pYz%GYykqsxRVmwgNrEeXedj1AN!RJ3 zS!Q@PIXH02?B9h$sA-oN!vqBhXm7WK}$ zSxw!Le5QT#Blf2xvZ0XkbrSjwvVY=2Z3q&H#C=gr-H4eI7}=Q40!Py*XQe*@=u?a}TX_O0db@-*9V=m=;H#Mkl_26wbk| z?Ez-;^l2f-$d+nm7>~gMHkGdsQ$q1(j^ai=1Ae__5N%ZUHsTgs=GEB%3bX^>W*}k9Jyz+iHkxZ{o z^4Kkj)Q=Tt%lF3>G&T7xb>YAyT#&y`e!rqgIw1UB$v;c&M7+UPjkK}JHu)%n_a%?*JvdAVgzX33Ud~8=OancTTqt7z*jn-4j#xr4WC;u!m zh&vr}F*(I{iaxRB&pIC!*k{>^$D%zD^F%dpumrMn`sP;avHgVH! zv@tlh6Vjkedz%lD7~HXu&%2BI^m@-7D|B)n12S8Z?p0#2Ab#fg6|;p2?;>IBs}nLS z7+#03T7{_6`7B>%qc)gBnfCeiy72J0)VK3Vk1Vu{o3g#Tft3*FzqR&}pW}~B(d3A! z_6TT2)QFEea~bvc+CR1vwT0W$oSd2Omr4cWs=_{b+&2+xr=;q{4x9d_Z)(_3Wa0lR zziOs}*5}pSuAq5Sn3r4w?;8=y482G$Ib00L9oZ|Py|zmS5W#c>cp~TVRJM?Z=`fKf z@g|f{c01`?Sa56o(_G1&Bi40d+Q4PGv*RsSwPGzJYoq8AZoBRK$*)iE z95PxkUx3WBqZ7x2OKtTR?WvTN{%r@IlC<2^q&>=`~yf!t@7FcZ4%_+)N5!H}<2!9m1`do!<_oGL4MreA0$wVKG@h^eCzaq}Nqm1%1 zP)78knoL1Vs)9((jRd@aC&iR)W=y>BbS*7xc`CsE5dZl{7VM)0#Nf)%NF35oXQ93( zoy5EiUL^;qu-|w&L8C#IS(Y6YbG{@@-gZm_jnF+Eb#78>`T8BlQ>__HTVgQC9(utn zR1(Q~2-r=QfOiqF(!hGngv)}lleA(o7GngW+HCSwDG|i72_vRpoRaIv06C9!W)6xwC&g(D)@wmMsY%(t#fIIjlpU5dliV!z0PO zCbu06VGPp`p%S*WET4?vHXa@{fXSB959FktdoUW3DwF4rWB34b%}|qOEqX-PVb*Ch z>G9nOKl6KxA=4TnsftxrwdbhV^y=;vr;*sx#GlnfT!A}X7Gt_o z`~H~4BK_p18ucDCyG4yY zVdW<-1awnSBMpJ*fy&{byAxH-i9aaIQ75|FiQ0?H84;$2G(#ybT|_Wc67w2Av_FnT zpVX)GghD}Mkc)b%hWZq6POA-r>Zg{79RK>7-w83g^Pt5+))~P z$3NUG4L@Dj(X4$F(YH*=lY)dD8p+*FClu%HXoJ?O)I z;KJC^(eV&))95Nq`7k5=TYP2gUX?gm0MOvQBq7IPDkV%euG@`AE9=7NgC}vEFj!q8 z-0U0w8uffjs)uH(x>sEvZ~g#;`{$xD>b!4={y42w$w?bF0#ks!KO~tOyf?cGHzX0( zW{2)fn)@+SY(&c@`GGxn`rB;{SozJ3+vUwdLP9}c*fUfJuN5k*8o_N(?GRM=BeqNr zWVUmyJGk5#B)|FipeAvoxi5g>B9Q*JW(7Il`i-34U32!nfDM$adNn> zaj>CA-a=InhCjwic@6&7kRi151p=?F{mSG4MRWU>b3#T>3=fQU>@%$QeM*6TMdS1- zyBXyfIV2aFxfk=23!H}c@9EHzLMS0T;V!}))MH<&sO8AM0B7w2;IJnYu%>9RmXSI9 zkln%pm$7gpG^l1x)Aq8PL{fWdE zrE#&H%ibBMWy*!1_xyU&lb%TW(EEF@f1o5oUF3e15k$s`Le+I&N6RZ2ALo7Gr2#4| z8K9a~c_hO){}cd42&hd_eBSrA`uVNHU9I{4WZ=B5MJYI5c6@5M-b!jOv2l=xAMtU( zNjSB){N~O55Q%kQ!I}wV7HP&>bU^{0@_lo>v)yuGc4@+xM6p^OokETX;gwGU0_^}? zX*e2{;_K=G?DVdu&k?PN4IRmUv z%o4~v5?0a^<^g3oso7L+2}b7@6QX3VR%J1_myUk@Yj_NT6+zb&sWFwXDq1wV5b^4 z_o&417k-^ClI)*jr>kZiUaV>4<21TRvJ^&Q_uQZ5vh- zJ3I0u6lR&h5+ncmGgud|RCd)E&bE250;^vkJr`6Zf(+VNj!|$IeHn*T=DoliAIHW# zi7Au;wbUmB2Lv~T;?PwY!Gue!B?b|M(kv(l0ZDx%m_|D9$tGkz4xt_A_F-IKjJqEQL7cgGJWHVa8R zo<*pDVk+=Z>|C2}ELX$URzu1)G?K)dH|8ml?FI=)9D3gH_br^)lLYRwLzph-z5Pxo z6KtI8geN7_YVMsa_j+3S+(MYnQeHaGy?&|ul=?5O%sF6ta*bt{Kd8G!2?cE1w&Pda zwnHGK7!4#H@1La|Tvudu_3COLlXyE{zixKgmfpv<&3TS$h~BeBo3r415k5*JH}33F zw;bx5fWv=uJiw zqY2v34>TPRrHNWd>4)*|m~f*Kp7)|?x) zI$bX7QEp!Y69F5sfsu~lnSR}h$(dSbb%s2H#3X}Q1mNN_Nz_E$hviHiT&4iW+(k3F z25U1@iv554Omm}7rt!Xau_2(F@@qeyTFWQu*z!MYT+c=eUCBu!ftOMuoY)}ygO>V6 zA@v|y*Yzt50L|#p!Gn8pK_=8zFr)8Y!ss#(bJ^V3z%~__p45}3nTFn9RCwMIx)_9) z7jQo$l*!AV6loY^q_ReCu5JsUJz7ovl^p_Sfi^GR7}@j1dZE?|=K6&|GNASg&vU-K z_$|W!;OK{h-^o~D-0zyIL2<(cq4?Xg@#ZDBig@UZ??0gv3+a|EXPb2$M}afAdn0{6$LpxYUJI*hRopa0m=sZt&zY| zm50-1tRUj7`Mz$VwG+!|uj4`)O=39z#pYAs`3&@;Vs5`_UQZG%@}PZ;0+oE|*n)-R{VO_@E0ve$RpZYu;kM0fuj z^!^w+JMIsR(hR(cJUC-Kz%zf$;bNqs-!C@r)lWQsy(G2hq(cxk1vLa1d9z}T-~@X} z+_{>~lkdfXA;Pafi}1{vm_|3x$v3`yn{6T*J*i&<{RH4t{$OnQ>-e>9ZykVbPpt6U z7iSv^IRCq@dQx)t;N#<9BV-gUbO(o2E!-MPeR;MEWIAO0FYaYWs7$uQpAgsv;=g}vpvuD*y5Z3dWe$>1?8LP-jI&7GsMM3(?aP77J3yo zITuteiXvo694H#E1_PT&ZdYm?d(yRd?POoZSo_~~!BPi=$!jE`@G|8ojgpthPin|z^v7EHt^Veuhz-^Xip;BK6;l8k`U6XBNYIgv*?@2_rY+=-WRn14j4!dZq?lmK0VW6wf)$0-=wOdNETMD$rEe$}_zinp(P@+%sC7ea-7L7G zl!Qh1`lW7eOUYX`p zwY0=V@feh90xYr9$|+?zV}lV%8zZ9;6_B4QT{46e(V$j(#}!DfHps>)r!)rqwuSCC zUIV@k4c_2&umW3fUS40H1=xsue*6R$T50tz-dRd6Q5b=U(k*_Xzejt_Mk+!ymWqud zi>Qx#f5SJENJEGN7o2gv_Y5c`>l%6`=%24vnnw8E4LfcWis$BRv!sYH=WeJRs`3c_ zZI5tPis_(pT?O}gZwi?LNr@L}c&7ibpjhBKoDdCt2Z{wkFbwce!c0xRrZ(Hm|C!8d8G`% z%^&vwDtvHgKdeJ&wJ zhkc2LGb)`|0=Y^}bbWn26A+m1>MWU+LSXjT#hQoc?u%U_1`Ww9+?9^xpR>m=Pp|@Uz^?7}Y8L6$blmpp*%mc5sv%F0h5f=fkI`1MT;mbRcSpOcEcq8Xo}+tuaf zLB#wsdwYURSKuP|yM+un+wn?H={9>0KGC4OYgB2g?#Goj{O?2GQVX7)Jr}(d=cCeK z+y3~@wbK31a%55|QLFLevODIrJ~=E=efd&)aZhlnPD`zUP?=pAcbtk?acb%E-P+)8 zwj0U`{s?FyR}(Q1ZsfsDM2+Ogdvp;lfqX@4nh1P2wUIRNK0xPK5$fX=pnJ-S4GC++jGZB+ z8v!mafP39-U1GGFA4L5Pgh-}ow@7lPbI&Sju;RXSL#oK+DCcQCG`onC;}Lnvg+PKX zlgcSGI)B(xQ(632hKQ)nee*noNNMxCJ%r{Y^(GbTl9OI|Hg)BF<(RWF^% z;MDD1pLeBzk0jFvgIoEUj>bSIT&#`_Kc5<4x7?{l50>OG!k4GpwLy~M5CM5apF)oc zJt=YH<^>wO1rHh>JheiAyGz~T5BMXWS<(3#!^$>~O_tdLVvJE~8L0r=@dvEfVw11} zGcyeN!S5MciP`~rS28rB0sWdP@es0WJO#_)gk>e%Yl6_i6y;gk=IU+pYgWK zm}vICRv;E>W-3lxJj|hKlhf;gVZ1+URF)D_M!!)SF@4!@3jX~T1=;A}AEzUZN}ZEj z?XQWz7b2tj?RzO^WnwTCtXC|q6kc*|hIXc9nsJleB z9U6;)SGeC3xba87>^(;)sr5wZak*dtswTqc1;4jWxjTN{+m0XFB%t z3tB4x*VAo4|KTu*s{YrX;eXiMVIh->0Z|v0S*T7?{0*lQ!=`iob*~JP`;IVO>TOfhaVgRs2R)fZAiL^x>#+aKuZ+D(iGp6#8KKH zUj5fT3^&~9{=`4P4OlzLT@e8+yVpBcwYo47=zWmZ>GDsU6+d6`=cpoyK>Ro%R_eW% z%I_v7E&T1PBTSZoNb{r}(aGUb3HPE$6B#7Wx#8jCts6CwAts_4nFF z4^PJmzS#CRd4qON{xTPat|It0rf7zs*I*I{){DHqQ%^@1g?8ue)5QLob6^KyJ?u8X z4vWPzE=%q=*d^eCjZ)Xo54{Kxdk)T1fU5 zTUNf(s`Nyr4g^(ncX#Wb{xBh*e|rG~A9?Kj))@%LLdHM}M$7CPrHac4vrn!Ld6701A}W2=PrY%YbDzuo5enU=2lI#ZR^x#W-1M zNIriau4vqS5lLKy;Kahi%>*H3G=~Mnl zVsKty$V2&dUW2H9b>JytXPSiA*7oo)t^@v$dNFH&(Ye2T=tHKX{;AN`IGFFTN)p?Q zMD{Q6ToO~+#FgkG^QLl|!E=$9m)AdpXJRO}MwxPG_sYt)R{l9b69=lOGDnHjwwhIE z=ml`+)=ggiCX(!*^vYKmlB@dhZ+LO3A?5X@rU0A%1t})s!E!6wso^CEp*p_foo6q)#s>kUJ2K9K3JEA|&ZLG77$Y2t=$sC@uURH( zaoDu|{CxG!k#WjD^vYCF{G_7J%0DQ_Ic&QBt;!6-O^lWjw)JAP}>Z6hb zFii#116dkq?6*d#03-~|@_$_ezp2+T1kVOaR$sZ{EJ!n$*UkaWFUYF6WB4eg-=c^{ zyIkUQm%(v5-BiUY=lU9~@=}Ppb4EB1(y7+|78WZCZ=bN<5ls34e$#rD4n3bEAxhX`YBeM@A>2O0NW9m+Ef9}L1c-kQdMGvZ_PD-c zJ{ayYkBP2GQSc7DEQoDzwXEIl2DC5%n#^?m>8iWLFvoX2qPEJXqJaneER|y(D5xDw zP@5QN!n3YM5(JkoO31#ye<0JIj-yISS0O#m@Q5npIZYA{=q|CINP^Q8_7E6%9mQ^M zZ`inoU42=cjdof)Np~dR7!grS&7ENF4zu7up=xa(W6M1TP29&uvSf*vB(Zu^;*Cl+q4)n4A<$N(=|u#; zz9ofCIfiDKe*>nQjw?H-))Y3>CimFXba9T98vLH)hy+VxXPQEPsp&x-@HPxcJtBy9WWvdZ^4MH zxg31;Of#xzE&Uk{_ZO9^=SUSnotsObGa$TQ#->Iwgg(i;MH8&HfMn>zP-ZTKF(WLI zGiE4V#QWVprF;SKNWu5_VD7%|juV)fEN=d$P5L{4!1UgNO-9hp$qjTaQap1q<|Xca z$eS|#HOK}$LhBN8NplJ?Pht7{`)g5E+b-~UwOZVzAfTe6EEs+iH$!;YP@+#i^X4P` z?_-AiLxvEXtlwp?LG7CHiU>)!$rsXMFs`N!Hs&8dQe5fTj^#7c;x_6PKP0 zpf(Dm5jAFVXY?P#%K00FM&M?vgnuK#W&Jj&WNut1ArPQd3h)w$>91Lyy>|5A3I7rwszq^)Fq{H)3ow_l(ESQkAK3ksr zJPHijy-eaaQJ6=wIt`x6y%`%Bj zBn_O>INIv-UV7B-$$rDcEnf)jjm(Mc3%VVyIU|`8=1<5>(6=ZES!wl5mco@YBao;@ zK9BqFj%*Es8QZLVhe9{|RR=xVV+A~NSXR1-w4H{sA*TsmOLa8XsoA=-`F+)BdIrx} zTEktGRs(?|7S)?>k)8Fo09JdutA)-vh-C7?U${A`ci#HR<1~7B=l0+ZaIQj8*Iy4B zwuOuV6&QN=`he*UdMavJm)`F@K6WEgnl}Z-f=b<)nAG?myEV{&iE`37B4+)|vbp|y z7gGYDH)+C*?8e9$iwxE)`fG$qtoUO-JS{D)>gD904BPSNRMrD|Kz;{*zqRk!@hRFN zZ|AW!FRWYLD6xoG8B90J$t=$wk~?!qeKBtPv5^DqgVy8*bz{oMml-V)wiNmc(!`1> zB$B7aJFdiaYwdpDdJ@aWb5B~@oC9T~P4byrads#;&`NUD2}kkmipK2$^yYffv3K8Z zmr8*8wKgVJzp3AlQ`)i`+)3SH#0>%tdu)6Lg}q!!ZS zMdTC;o*fd(UfKVtLz}YRD5M&li{dI3Ic>Uu1m166!htmsz9MFgt?S>&K3AsSI*3+( zOk1x2Lmwnpf}e``@(>9}_Zlew)49kB|J|2mOk+q9cMJYXI1$==^l(!%uxaZM{oDUT z(^rQ@^?hHD5-I{pN_T_ANS7!fLrHgcNFyC0FmyO{cZbp)(%qfXNH++A@8R?Pz4I53 zJ}~$0d+t8_tiASH*PZmjzHHtnp>@DrnwWoDHy`9_po(=9^|)4sJ@ZKO8EK7MaEH#emt zlO(#VF$O9)L!OKZA5dB}qNi*uMrSnLbY2`yrUI3+*(7dK9p%*W_u7RZdVccS9;7l2 z0$+6#{MZQba`lpB(_|_D&S(HIlf(3D{BDi_P~b;FY9D4%Ms3o=>55O+4(Yi4`F&N7 zEyQsswS}N8+WUKeFhQ8hvtD1r9O?ZjjIJ^t9e-8lE30!Uqc8#` zE<^e){!035dO{&(tdy_g@+g%O zG!YrX0>fB#AQ>^ub_qJ{bYe{CcNmPfbi)$usp_cd4eMD4b1;C$pFnd;pb{`@o{t6v z!eii^TVxm%N20Ock9thi)!A76_`YBLbp`Lf%zA9gQ#cNFY>#JPk0x|Wb;8H<6+XE) zS$!@t=kUpW01C;3a#I_CXnKQJ*PHPs-oG5uKXIsVXteD`l2w~=<9b+eg(U#TBGnjw zyV(2{eV8xJN0HOV?9$aYu=6ZrLhWKcRqW4^-Uy|rOYjjDnawx#U-BI(^8enqk zhphq&)1TJ0OK_0vcKU7QJ0>S58~)W$o$jdim*M%1OKpW}`}#2_gVBKw1OMFa1qjQv z)J5Fa?qWJsu_L7i65At{r%|ShBcWcuQdPNu^394_E6kq_qh5q{WMJr--3NZ(DB7+UsoR z4XGWF%AsS~_v#y)#%Ky)ND5i9ZNQVMW_v-1bf_%b)YD;qj=`fsMh~?8<7nP>_woj_ zfLFskeCiu*`!mLdDsSy~`Q=W00qV2(xCKdHmpnTE$=d&E!?i!CeMtWRC<3(it_mxZ zBPjHOR?HcotdEUL;i1OXsH1WJ$SXn-IzP&o?0d9FrSGPAe z$B84JsNX%7_I}v~!S;b32PY5X1H7Miae)h$Xm`s5u-=9PWk=Bcrjr(D zN|g{!51ja|ZFR;3XhQhlKhhMngHa;d^jDYyxW*QM!>Q!$3{*{F10Bd+WVS8<;Bp!J zRwLuQ9#C!G*qys^eAXz*03t3mKuDhe6_n<2GOOorC=O->+{hOy&0YX&1dS62(v~*! zZ0&>Is(_(^=P#F|Zl9Y4w#*eN!}N(7inPI?uX5Zu?XPy1jz-_$x3>Tp(E&XlG-gMR zoky=OTP|pi=Z-svaoa$f;ry|cfH9Dd)NTOARdT|VBx+aMT*#@w zIIk?#3$vJ53HRSO!(ohBCJA69!%cjYy_M{R@HNHd(MsgpoQCI~)=K-`)k^E?2oRMXZx{ieBZBxa5W@ng zsGpz@njO=pQ{?hp%lTaAcKzi4ck2*ct>S2ps@^m%_DmHmHJU51m_KB&cttc z*X)1iz^FHPITRtD-b>D_vxSE!0vIFmFQdUAk}*#xP;x6xNO7PU{z`NG4AwIgzO`^k z1zeZlWedYRCip3Y`?@Eh0guyIDb6al?V?-M-IlE_30R)KQ$4;}jy!m}Pb{v#!obpj zY!sHl@zf9p5a&c6>TKjOM*@Hkwtz0Uh3lfp8@GF4wBWEa%P^RdkPgtjUP>f=PhbKg zm}LDYA?R=eFpeN!fNs*Hm$$k3Q&95)v@ic-`m&vuWBv!78Jt=c$G82PHJ-bFi?%_m zo#?dfC$xJql6M{cTj-o=q-?ze1O#n+djD=@ZCwBt1*6s3)03oj$(gw2{^I-k@BH-T z7z!f?2ZsrxJrz%3axnG{4+FDLOY)DN0Q(&tL4#+39qQ0dluNR%H2G~@96vvBq_kk~ z2FV(bnHA(^WZ0hvE2c8h!=(-IwgxQ zq`%Rc1csJ|I0AMzK=N{8q_$i(z6CaaKQbPREZduHbYYWA6Vz}Ul;_1yVNU2>=sLf? z`Y8Ggs!qF|v&8KELy?Om3PoDcENNDfObR!DmMA6ZC@rP+OV+y3+?Q_>$`5Ct9}Apw=#dH zub<6@r+Etd1gK$K{Ui_t`=`Snl$~D;UnyU}l?%TSf=HeV*K1<}tHMzDkBkK!U;;e^ z=c9bN6aerqXrh>IIr~rEH0CMwth{CUcM^Y^vEk|(TzTqvpl-5>JEB1~>t^rcCE(>H zfX2bY3fqe3d$L>wTQJa zG5q~H#Ia`)Gcuuce00#@f|05+{B8z4+jVWM|1243(})L#xqqVtj-cS=Cc6kSLPB!# z!X!7aioBk#ZK*yO;YRoPr(r9s>+HeM8dnFsAc1D7lFQ#D#SV6?NU}5tvDe;kF1H=F zGi;1*2HOkJp1w?1+aW6>@ z|B91+yqE7>KWua-u=$SU7Q&(-4#uubMixv0!^AijR5-WKo^*Nxtea$pNbw=-# zP}kNL1ET#*8rawR29Qhtd55Cpr0bW>q8d>KAL4=@OPBlvevBUCxj`Y6UAlKKpCT7T zRr;}~pg%doXLV@&?Nh(g?w$X-H>hV_%XA7oLcmDgqwZ-1C$CTxAA)v$WQ$r%X9(}phdho_JLfSJGoS_oAB6);;Y|p;V?-K+GnL-qFV@b z@3TC9{}p-J*}$R`wpI%km~^OJ>Cv*C8`f9Bgur&AlGA&-pW^hK9GCi z#+m%wbePgP{xF#jo{pj0%WXM-DFqtSEvl+tk04+cKpX38*w?kgJ|m+4YO#YrWI~KJ zKnuD)jc*MDOcwVkM=;A)>jS1fSN`4l*mm@~hpw&~K-!|HpTv}9j%YCH_7lo<0}@yn z!ShPszBF~c$lRsm-z~7B8DoxFL0~A!^+oZ8fT5)%of1YRVSGxG9jjoL63m!@>f#J;u1dzzrDSJ^J{0!Qnp^KR49c(+K?!^Ye~jDtoCIuQ zHnkoL>CsZT`u6(4q3v>#%x%bg#`~O$9gj#{b?d&f5MdIeyfY#>arKm@%J3A9jQxap z7DsbE=Ex9_2|K5*yPUVO2Mz}*!d~E66Ap<;RA&1FvFol)T8IC-~K$|RRwYMgFFifQ+aY32J9i`iJe>z4c68wJF4KvQUz%@QeCG8L8W z-6Xq^P&lwLg#71cSlfJH{oms9y1o2a!SWYas$kp$k2^BR@%>e6>k#z;>n<3ie~t1A ztCNfN9sC=A;OS{RFwfe(kP{CoI&&`|?D!w~6{J_{xmsIt9p2h6z-S`}`YOXO`zf50 zKoy-{9#{zXfWE<(-PoNc0N8fx>fD(%KSPys;sn;g5O!r8qhARDI{v{){ECIjqR0>D zEts@u`S~)YUETR(C>U3gqvjR%Ct;;Rj^HI=VFzK9*>M9-FUm~S7LNcCzNey4?UId$ zH^sf>6NA_{TI?{6haL9;Is5{YtQ)?cxHr23-w>ZJ1{Q$XLJ|aC0neKBXVumuAfrbfJMNl3PfE4;C1Uj)+Y}*3?YySk+Qg7 zMuI`p{FB0uUT8k2^gfF9dd_u!bMNCG-rEHXaW?e}aNfBg7Tl1pK_8{2aki$chs55LCjUO!Qexd35C z#zDz95&giQx_oH{Bs;)Bhq=POk5O25#{4a`{?$GUYTk#ogqH!2+BU7b^Sm}N!ho~rUp{T7;Xuk); zgHzQf^%iXWfL{UTDM0&f6xcU0-tv$iw=NL*+~ca{mU1E z#}H+euIFrjTMw3860}X0{+*0e9W>XTOK~@2zo(#~{1SuwY}|)HME=n`ECsUIBC4RL z?_NFu?Dr(pT^^5703I@OSs;$i2Ng$LzUwHn`w&J=Sl&zu7A)EF8-e4aCL5$}A~i zNgP^yGlz4a^Dmrp@MfGoYPCT4m)qhpf|f&AI&PLq!+`_>ImdiV$h(`9mnVgQmdGNO zywut$17&e&f%+F79v&kzbMcTj+<@WjTRjwE->_9-9q#t%dOPou(1-|C5Zq+2p+~eK zLovyneR_+XT-n@nlTs{ob-s#pb95U+`><@r?J;cw!?e@c#lgp;@pC~%g`zm-5eKRU zNm|dz$ztge7I;(%2?YF8kezRTkz&(&`hJh0J=-+GhoCFVITmc-^hV{xgb{qC$mVU; zG|JC;QrZ&n$+B7-wzo$ow<01zkS?2R`&z@$^{rMHty?_j{s^hUsDPrPVhjS|Al4HU z5;8tpZiJ*fR$kmJB2j0cn2EJnKfP7JcKpfeyQoA;-)$`$i-Uaf0R#f^75R(*A=Td> zIRFl4nws8mJNPo;G1i!okqJjra*7IFdt)K(Q)2Z@j5AT^5Kz}G5yLiL80 zEVo7@Lm?Sg8{5k6WM=50&oxOQU)px+MByLRg1fgwB=UILlZFUJx?$8R1iJZbDY>|#jKtI~9aRmW6`Nn38mSHyE7-1R*!+_U{29L?F z{UN?Qz$7%C!?P;75{!%>oEHdq4EbV2=8I19S%xke_^rfXucfkY6X4G!-=4n0$FFJB z)74F*`7IyK6U8x||NMPF`}{cRp5|l1aMSz>_i|B*!jE4V`V4J9+mL9z$IgzS6FqTg zT}gp5w(`j<=;|&XtjDS-??w&W-b#8Y?TOU{bdL8v^-4D{U7e1!QT4?@4HT za~%>lV_>wh2K`Tq)qp5NtgP2giMN&ku#gm?ZkF4QimNe@!PqA|`N zHRb~*yosz-?l#f*Fke|L`E=0KcdQse2UPA4kxIMyt(tw0ZJ$8-ccVC7R?kp&u-NWU zQT5Yl1&LqM<)g=E7M;4&=7`nsVSZWOWQ)QwomIB*XByr(B-*uP_+}6x57;Ti_E_LW zelO1WIwd(50uec)i1N)=ba!tsj+01E)!cL7acBG#A}^udY-wq!tfRA3wEo3_fZz2v z19Ps!nA1mt(AJqD_YYC10Y@JZ;rx~$Z;k8n8#>0$HRUjL(l{7ghF^V(p@ThQ=P-SD z*K!Ucx*y|6JeAif8Z#7=u&2nM(xPZWH~dX~Ron!dtU#**vD; zl+^v~#WKr#)MecW?txfI#FX}LH|RyU@{1}T0JDg-eN~F=rY3C^VUQF4_&;c}K23cj!Zue~J$vT5GfSgk9fv7_ z1c^W;b?H6U^)UY(Wl)n4iy+Kyx;vyTL31pQNg!GjC{6vW;-HELLtIYEoi+(WDo4xKdH|7Zg;rWd*cZKnT@wY`57y(mRj_Bo43sFkeP5~H4OOwS zy1%?M>D4Yf)SyU(*rYfU{yJ`B&R&k+z{`N^4JTa}Ol8s-QP}&Al0``G4 zzRzQ>N;WXe*p?zYOa%2Mu4(0*Bk71*jDbQT_@_*<&s#O5(00!_77KLPZu9#`kT#A; zkY^`}pvFP%rLs~nx6+RJGW?SpE$oVFYWWBRHVo0RDsN*`#+0H;YI7K55SRJvba@pk zsnY?=ZUqI0cu)7XHnUz-A{3f03kr*S=Yz@Bjv=do8z+Z8PJvBJ%oUtoUgrRs`lFQO zeH_UA3JDqW>(>XT_Re^!1x0+L2CQ`F=!C;o;2%aOu}rsbC$YikR3gK z?TVaKAZQlD%{zTocdS41RsdDXC{rNHeirNd*9P>FJ*6%5!^`pr(2jnM9t{LWG*}D& zTBU4l*C|g{SnAfncy|h^h3o^%pS^x znZ^s-)xV`VvJM;lA%8`*40=9lK*j{XWb}l%@yzDUv~B91i3bKKe<0ZWI&uRn`Ca7^xY(-)89#i~GBLSZ$ymY#X8wCc&YR-+ zs3fK?Op1hOFXTKC^LJF0T_WhlRexn#NTD=W6|@p(R>3S9kI$bUphD3r`!^2|`<4s} zsg>4&VXlq=SFp|u-NF~(?Vtktjk>vc!CIvvXX#|&i=+;`+axNQdbW_G*>cf0X2X*p zP+m3l;pl~GK^-1gv@s&6NnM?Fjk%mP3zX}2k&#*&8jKxLAtc-*R)y1aDqQJ~6uO=7 zXJ{}#&SXYjT2#ytL;5QNi+-A@Cd}mm!O+|sr@ttApp17QZWkQsNlqy$ch_>p?uCq! zFS_rQYS!AMZr4xz-q$}LGq_bldCfDx#7C`ZAB;tM1cC4}Ie`|*aGGt^pI9{-ShWd0 z?C{X#iF52u?A8pR;||kH#aA^tS8Q{cncI)<@h8>E#Ho%9!Ig%$qzgf4`aKFoyD!Y_WY=UDA&*N4Y!t7Mj6ZwuhpEA5*a=|zWG+4RvHVvY#u_P;oYSkd}3DV zr*kxQe^@mTOrmjHxz8<}opi8XnPJ_~%9k@3; zZN{phHpYCJ|Laz^ed3>(_^t%_W=QH_7^~|nvwk+oHQE*4(KzBw6w z(S#pubEF@cMi|8N%GH}LS_9tnHoed8pY10CI5wi$H>`i0pO2IkWxi;pcJJGQ@TAU6 zQzqN;%B$mbB&2s9zG3F^8k_JdemfQSB(82ttM(c-5{G*B7<4_UW@6Niqv}vF80JQrk=2&ZW6uEp0Qg zA`%L)LI=-=d-QTQHgtL#nqI^5s#;>md2mAm|7)!p8R`!alR!xcZ{Oi@H#@quu17B@ z-%qOeP`~(QWk>mTtfjhWX)jL(bkPNfxwgi9e@oKISGTHYY!rMsV=^$cI7Ug+p8F%A zEf5uzYUSUZSEF%)*JHvldjqs*j{j_Q{3C@?P+zXZV?uM&5J!4wgzdJi1`Gzv zzx_VK7~lM7xKy1m1eE(Vv@|rx70QsE8a+Vao3FJ^Pjla83ZOzhdZ6=+%q3Vn25PpP zl{-5wTrUX@kfAg#=G1faGzthk(qqS4R4C%9G31~^bK%H+|NNP80?~l7mez!&M^*0N z8Se*sDGW0{D+pxN;OhfDZeo~SN)_uUDTu6W6moN{f0S4M@O|d zMYEuOQdKOLfc3~H z-L!+%%*dp8NWs*W!l-qPlL1=xst5@Jv7-iAd3iKA`*X-#X4DoN$3O~Yf4N8e>vCc` zYuj^gyVRGer3~pJ5@MR#=~E&1Y@D3Rl$3|hKVg`DCYbv zlyrU~sDf*7fGcFlj`OB}nTzO_Lon1p&Z_|z|Y6Q!Eua&B=Tx< zdfIZX!h}f3-Ki~(iO*?AKJcHKy!^|kGpB$f2ij=UN`M)n(*Ole$L(Qjmt@=jyXD1v zQ3)z8_*S+{$XpGJI#(r`tm1Th0&~T;;}a8HfUft2y!NeyZ65-^51f7wU)z9k z+3QnO!7M{jJR-Sc9P`Ll5s9#YJckYsFW$jPeoj1#6KConN?^haao4yNYW|WfDPxMD z8X5-=RM=cMWTUu&00YB*1@@zo^1UovzysIF+1$SxmRYv-Vv>%LC4g4?7Z9PxB_=Kg z#SfQyO8@EaD23g94T@|N@)eP8ifB=lp&q&@-}7~Np=TF9Y#c@xU&GznQZKCONL8$? zt-XKcr6{kS1ImTQtBO)*mBi+ESsNQ0y2Zp0{?kyszwd!^^(g3I6#e+|W7uWq>pQ=j zkH@P;S|7*b*f1^5=CvOKVJ(Pk0{c4y0|U)g?`A1!=}m|Fx2=TSM~e%)mWZykyLMsd za-&a&LFk~V^mi7V@x+2WMK2AZi8Dd(C{b0bUyrF26cmU!4E?tT6R9iR^jG#woMtII z%=!=zV5n|XkDVd?7r4Z3R{+WO7>cWlRduV(qU5HT4^&|37FOjlE=uiyP3)ZP0c1)n z#SfsB*bB?z2RTI4D-2&Ep0RsvGX7$@t?T*+QCD)4OQk=ZSRZ!3KXIwsV?xt>IH<7D z4l;`h3U>5IE|-N5e{9jyo*x;p3k!EQ2u~&>dFRvKQWuAxPpnI;j$oWJ?Ek zTf?cvuXJ61p8f53@pdvhQn=`W=7VHYh`@(gDDaz{sHaxAe)=K(2y%{4$d;&13=}8| zsoJA&jiw1mB5gS7CKg&q!Hh4vKh~?@;oEdba2gvoks_YFdh|Edr8PU=D~|ck>d>~u zgOU5+UQj*uCG} zvK>Y=zxVk8wITLJM}N9%Vb5Qlqe4^@mI$2Q9e0b4l{Z%@dCC_ZKNKwCjUn>lcavG_H+bVtlJDll!0dUQQ8 zhM+xS9y$~JnZ(=|WvrM}KYr$3X2{9Q)G~DcfPjioAR)cq$Pj~#Kdw}ou!eKbYUzD? z%2j`U%xA>qF->#edaX0E=hQ3W0iZzVXlc26&T(UNm$R!6x0sE_wF`H2#|ugTDn;0$ zKzEY`j5~YIGGExhvMZDu#z=dwBhZB={@yI-J;j?QW_tbF8s`VE_Dlik)bexh${|cV zO>lH6EUcnM9TlRB{v9Ox;&o;yfRR+xZdZkt*T(mhKNbXTpLrhK3KUFbhoJZTx?i5fG$a29*^xhic& zOd^npr9BVM--s^C#9X9esT%e;b1;8hLXpT9y^Y*wW}6D5@{$R50asb23w%Fx5dw`b z?2gTmOy86`#m#>A&E8A-H8>rpV)eFtd6^hX0fQ#yye*Q8G=4E*wXkS~j2ZEKD*Bbo zSo>I?1NXd&p8DpJt(~I$uK2&LXRw4E_fREj64sHL_a6$Fn3-c!QWkTK2;pNSy^`lm z+?~b+%Q6&5r6wdiGF>-Priq;W#^ZKc&6jf>v@qgbLlt@XQM#y;Betu4N|%{1<@y*) zD|z3KWB^Knd^K2Y5AbgML?Y~|J~uaq$obxKBh}Z}CnYJlGjIy7*l_Cy1D_T^ak)xs z!jpcb`T=L;@zoIbuFgQ0KeLw=eoWqXwGOKB&cb!1|L)C;a(*Im*2f+3;t9r1Fn8pe zhXg)8vvu$ZUceUSN|ccr4pKc#bATzr-hFO+OqdHm8Ek-(c>j5BoM57u(q1Lom&EGw z($jlz<)XD{57(gZJZwOz3NF@l@eaU`ztknba{J0frJNb8V98RfPy)N@S^U{xanCTt z#m8l9j9@Xn;)$sa?9bhLF-&QXg%rV!hmO)WeNorjhFV`@POTI^rW&ZV)O`5zptl_EI@E}Xq zci#Om)TkXiWV(KbLc!49-u~BluArpkTu=_6#+sU%jq9Lj9vRG3aOiJl2`N4i_iQro|ew_mM_F7P+ z1YNzEszm}IM9LwCG43{LoT)L{$sbbZd?xAUf!uLQq~nnlP;|$vqK(lxCecS>nJ~^| z&2ARix&IRwQVQFWa5z8)yJ=ZX=or$6!d@2JCtv3m9frt~GElOkg$&SPMM68x9sY*| z$34bSM(*h)hnk;jlaiG@Q40G{6)fBWT6Gq{jl~Su9nBc#%!vo0R}CO`n@63C`f{VT z*yVF4@_1_Es~V2gCU!=0=b#=>7LAegar4|h|K`7B#55At+ z*U%A=b91X_O5x@rJY?$@HDT!67$vLB3<`Q00CzAz(Y4PWS84T$q`3<4BV1L{RN8KV zT&uzon3$LZOYg`vn?DAU9=2&Tp$~BiRQ=2sg|{|NfSM3OLg-ik!dmMQj-H=Ab-9i@ z^V@H$XHV^5+Rco!-;%44x_Uva(7nSdZ9CZPueO07y+@kb3;`31Lt%?y=U_x!2(k+9=ullr;%=&V zkmVao)D}Gvu_8r*j_>0)8%R%{G)TSuY%_il7r79|$l1lf#nQkd4OR+(_I;_T1{%xE zWaSFc^QGxRuMX`xObRYDcnYxi{6$dzTK(1@(|7JQMsz1>YnrLkz=)qWE?-sySSdhw zi9;em+p?lU``J8?Yrpxy^@>fRiDJP(mQps;xrR;(dSZ;#i<#Ex{mG9bKo>d0ed%hI zY{WZWD{0c)3Nf(J%q~fRB;xZ>0xxP`rM5FNGQKNAg?vdn0buFr?!W3eG6Qv7o0g9k zW#&^;_2+#$JQl_qTdd@7O)tBo>VN4H!p}E*o}9O;)mY4Iz5lZT0V$u;+_eeuCac=V ztgt_nNN^!e_l;;rWcuXrw=tay%4I9rRoP_|JFT1-r_YQ@&}2Z*aAd)Pn)Xee-!}-q zW(7@kAC0&qM#XR438&O0^}@`|WX*7n0Mq{WE(+jmIPmmgi4Dp`(GJp?`RNSb&`pss zDNRNhk6bqVb>Q1ua*0f~#uv}&LMc=v!2pYn26lmel`1!9nm^6AmQf+XvG~5SR5BLhQ2%3= zwx*>$!`n`eN7IJo3_?Q9M?N6)`1cu8v7Wo+fywRC{yjW8(B}7l+~0F z(sfPTAsz@){BlpCcAE9=9*gCtPy6Ez)SzQx&2L=gFSrxsd#PTzma}yD+^$d7fS)-} z>^8YwWxb-P&t%-M_{yU@$#_R?nl2zQ2Tdz``vSOXVjf{Xyo95U!Dh=;X4U~oAy?O= zZ}@7Yh+CcBE-Sndb;NOu#ZuaJX`*2?jk?TR%xTrV*NerUteQ*VW>6hFF<@dVQqfS@ zJHRj2kdBib(}iMizt%`^^9yfE;u9#?#)PY}{>2-+( z-uO=NnyPdh;3e!xewY!Kfm(br&Jwoer-9w{_l{GgA8ew{oKIpkYg0ayQ|RdI97f{+ z+R{Pk7aUs1n&64T;)xJ=GgjW&DF#Cf7#ED~Px5wnyvu7NEBc#-jX}J4a@+gciQA=@ zV8hMYe@@;n5u7FUb|+VhW}6idxMnX@iso{Qu}{xyD_FQV*^(#L=&Yi*G*T?t1(dB% zoNWj>&7;6KL(U_jawz+6PM(uS5SkKbo~`p#dpLfhiC%vDS9Hl?h7c_h-GXa)c|+O2 zCYHO5ui#2|sjR<(w6td7Jxh|umU*iEs%x&PTYOIeL!rv>Arypl4t6RoaVqIFwuX8OBx)G>h37*r-4r69Vx4gFB0U#$EyFI)tMIk8KY{s%d3i zNT*xF^4y1D*lcQ9GaB;XwIhR5QHuYyk@3gJ@#aCn@qPw)|$-gAReqjQ9 z8bXl(+TpB?_BA$*4gu(*^R?Mxt#!wE;i-tSh9o+b*r~#b61k~Zj8lzA9n_qQMSr9t zCJ0~2$!jYvWQcn@6W>=POVgt$usNgkC9Z&e8YZEBMUA4b(NMh zN881J-CNQh= z(&Yis`!WrWfQ`GbCKmh?Zqz_1tLT1bQ$5(TOAp$4nd+`vgYU(rHCArmr9jt`YfVA@ z^Ne>D@S zaGVwCxVggDi7bauCCun^kDkPasT)1mxPwuqx9#d47Dx=Y3HJJJutXuL+hiod+`UUC z`&~OcpO%G6A^Y7Q`mylrFk1>y1YLr*=0uaV=sTVK+xXa63m?#X{UcVXgjuQNTqzAZ zfkBgpniaTFznmv#tDGHKBXW>E5~xU3r!<$2L<2i02Yf9PH*IvZ%$y6l&FUX8fpSw$ z5QNc>o=1UiaMN)MflF8biL+Xx5mnZEPA3^e-Y{uN{R-idsRj8X6p$)On>9f>E{N=ZbJ%*E$E2KT!2rO$Xg>#Xwg-}cq{`a*dV@#>J^=Std& z{)RXm;LwoSYu?~`NxyQRqDLH;^&;}NG>iC@7IwBhqNb>bFl+pypS|347DZFI$geBv z{pVfeNNVfWkMj|1nBq-BCXqw-t$JqSx`(HXKE<0vnTI3*X1p601_lPWI`A@Iv|DYk z1I~fF%mkig!nx$)tZ*4V2u1NjC^$3*rPAX|Q)XtW=i7W~8>I#@EMG(wS>I)+@e*s@s1 zZ!g>A4GSWNE?No2pgQf&(8wq@vF|1y1VY3I2Zy|j@N8$+t*SzcTA6GUvvomYP{CLN zZnki|ikWzL9}g%RyO#MW7Cp>#!iy`J{K}WB{IEk2iLF_K5Wz!#>M~M-orm)WDlkM0 zTr(N_R~$TZ_ASh+tMf}#r&wJMhv-DtJ^78Vmt~Qv=soVy zr__^ZVBnCsYL`_}jKi5DJpX1(-ZflXn8$V~fx|D?4%{8&*Hfn&#L+hqU&KJ6`wujA}|&f*WEk+a@jNfR@( zT0YE&>&|fb1E+VmQa!)sZSf8J38)^d&z?Wu8?SSX7tiMuvqE$vvPZ9U=|xM zV6t$2Jm+pTu$r<=Jskh&ln?aCraFUh{L~pAE()Dw>EOpM=&z2pq)45(#_O0S2Q}obf{%`2yic zlsWLeKQ$YDx`IiF=TMKHIJ9&dw$(V*2x=aMS9SzLh z-kyldGKNkrMUnvA5+FxNdb|tYI5!V~YfY&i$t(GZ2Gpy7PVG$T`qmAgU~(cvP)AjS zKu>9Ci_B#j{KgI|K-WioK?w&|$dm>txEc<^1}(TY)Iv|(k9$MaqWc%`$mQBN)Vky% zZ~r5w04=Oq6eFNC1fTYML3nv;pl$WT2CB0NUBCPy7aaVfj zW^m_C>Rf+j^Uc9R&XFR!+c19ald7SiA-T#!c>{jC{dgTA6nSOM_ItV|{KA=ZaUH`L zoj4iyN5dE2GJ4-IFkPuz0LuFeuLo)(&a#PglMb{6M|02Z?^?GY9+}OtppSd>Rr|mk zeqeht(p5EnAT|z;N%eTj(}%zR<-Vx#0UYS$O&95oI7ES7eqxRr_$_Q>Xc>d8l-*GM z){bSb4?zq5I7CE`3Ovx%-rn9Qnkh~2P)+-Cm94UA`VKkI&vIK*1 zxLu}xBx_p&?oeFZbYSd%@%z%kzDOTsZ}%~AUv`-FsL{&t+xE#$FpDFa(-YE%zwgsy zJr5ZT9vqZ`DOOkaooR+Ki=AaLoh#-F=$|aAxm5^Yc>P%Lcr_@d)eKKsa;clt+(-0z zusqxd#P0lo0>!~41^TT;WuKxt4iyiVPgMsJoQ!Ak-jA$vMAv;o+Q9^J@8G5*zyci& z1}g$I7mDV052CO(e^^M&8ic=F0TeGUWv>6eW+ylz zj^(#G`3fr`z`sAU&ky{zvlyu{961|{-idnT^x-4Fv6y%{%S*8C1pa#@rj;6mgoL2r zH{q#|r{);QVThMq31wDRbzNvQ8V-LwEg27-YYeQS0ZayjM<&cZ|6jD$7nTfr)KGNh z%~m3?xuzTA1;T?c6}m^Sbqg^F3f{ke-_ZQxzqtMPTy&zoeWOg&WYfYv_`%q|KYkJX zo1nKu-k@n2F=WYrJGrs>)3g85Z+uDWi${%C2suU99NCL% z=cy^q-)&`3jJK?FN3O8>YYo6q*uX(`X;nv-m6Z(#^QXoHaEUO2OhCM9HM-iL%Z9^I zTNjKB4LM!e|J`0G19}P(F>xd3G}x^`7LI2IDeCxPrRqebrIn42%B%3W17w@G={45X zAux3b3309^t>K2zo%|$vxS%hO1`WBa1~)jZwbwB<_OFXFIz%Ka48k3*Vx$o=bQWtT zi@jqjrCPOeU?SP4+H#8N;b%beLY)8EPT#v;kGyIG(UY#SUf^zBc*Uk$g2$|i+^}dQ z;R2R|ghcnXP5Qpt>q*`fWLp0n^$iX<)h*gbzFS>>CJK$H4vg3fSp5jvc6G& z*iE)=Q3&rUW5}09;M%@Wu{Uo96nSMewQVwUNqc8oXlws`j(s*AayEE(z-Kg&Zm=H_ z*Vy{w-`3vaDKZ;nW0_l*BcJP4C}{)ErulApiTfRw2g7_UOcn~ zw=W(x9>BKVEfJOI9_7t_5ux()Clg;Pyyb@TgJbKPhM~GF(ZFgC>GJJAC;1UiT}z)f zfq_5vS=tQJrDqy1A9i!E@UC%4M(BG{QLaz3>?*TFLf^XXq=NOX1g z0OYIi`vYJCJ|8l&X{8$~j?Udgg+_Qhoidi})9*$WNR0+_IBE0GXiv)9*wI1L%<^ct zd0DQQ*YMf1XF6m9T>KzNGaws4me@bNA01?w3m+G^v~;_h-nLgE z-WHepbD)inpaEpWRJ-tS>;aKxlLM$*eM@`%V^pmjfq2Iu6OAw>^fZ9Mru1J5& z;)zPoGjTCX062JHd1Eq=*=2WsfX=Pv`>kE8)N?BuSmvtgkf6ydX!d-FoS)akAm)|< zWQU@%vgrp3g?K3bZ{H_mqZmAkqoqa|M4ScjMS?d@fC}K!4K51#@xw)-g2{r!H)fVP zhfJWsTFvqPmI`x#9hQipkXEiTO(&ber^225T7C0>>%eB0A?jo++4lc6_uWBJX503d z1Ez6IsDO@*s7R6|NlYWOC+d^f@3q!md!Ntdz1LQ=yeTm@+cfCOKMV{m z9V<}YrAx{6w#!_*wcroxJzkA?!Kr~Xk;;^_?`C`QD`l%1met1TGl6ry#yXoz2jo5A z`Q3X^^mO9Ehl;~bFBUx$h^cg@x(v1zaWKT@6~+zhCH@Z^jCwHp^|N4>Y*WJ4UAs<7 z2OPCyX60HA3=HT+A!0kDY{_L)!72+&G3>Vcmh;-LNKEL%n{ABkdPb@9BV-O;%{wJP zwT@C-dLFeD{A}`u#|bkdqFT-`kbROSd{Bf*9d=AwZ13;0>lM{#e7}Z4$1=lD7q(em z&BA#}e)~*hWgIV-z4-HUK|x2=9q!tLm|zoz%;#&ZjzWTIh|;&(lC>pt~`+~7f_`XoPWIXw$!T&eoW@Y zcU5AQPqa^||IFGLAod~7`%c^~@hcZ_bHngK#S1vB`=WiZnlW+dKNgeg+aPVusv?Os zOQW)E`<^|)xO-eIKe&SSF0V0{=AE9DNH!c}Chn#r9a${3Gq{IG&{#-%kI2<|e=PvM zMF$}YoXnT*ymI}hXXTm#vFMCarwR|@`iKXMhGxkwmm5Lz?bqer z{sMKbYLSJEey=r)9`;V3u`Fh$ee{@KdDOci^S4lkEvO-2g z^?+aTN%kF$TU!rqH_2PLRDSxZ|Cb4edF0)jFG(7Ge&WU}q)-)6HfZ)l^2LeGC)7SJ zrXZIQSNN!rnv+JN{%(O={I6=>FB0(kB z-_ixRuH0N1wM_lT*K>cPRj#>j@BFqU8H?T-XQZReLHSx{={CPzf>PTgxKcK!!(nnt zTbt$3Ym;$93O#v)*S_)d@I;@>&8)sl+D@~^+5$3~-MJ+l*_VtiTzDBCe$cGyb=i&O zdtSmg6cHZI%IJ#gs^h=twrKhC>L=UPlU*h`(sg-WyfN7C^N8>TWs!VY{FHwFS@75= zC@3~DaTgxNJmyB~b=|}B6h|;QkfoKwITcVX%J{jmq=mF;RUA_qQh0dhPAL*)^0{0O zyN9wDKCK`vQ-_ZnS#s@N{!@l^`wj?Mb*Y!tPo45fOiYwCDW@#um6NQAm<7khI+9ps zen!^-d_#ji>v!FSA}f0uMOFx`d#+uLX_slbmP9B`*00Y(wHdZCR@T-=DLN!E2T``lcoq;5kGXeRi2vopGZ>E1pf$l|Y`y@GL>zYgm=wE8qOTD-rx=$Y8L{h}Jk z9Bxy^8@p$g>EFM}HGloTZpF+$%|a#hKmQy4f74s6`+xk*{r5K@|LVp?nAE?2R-7ep z{NF#bVf+5~-?;X=VF~`@XQ7zc8}7G{EO(=c3t@nGKe?J&Pkep1#`u^F?0s7gpJDSS zF&VzyPdDJIHu~=^^7Pl|Z$;mq!b9WYK%NhW@orvf=p+ShTx`d)kgF{Z|Dx={7f&2r z+g&*amiA!EZDjt$_pDj2S1sQ1x8?0#`Ngx0pZrRuO!IQQ z!dkLq<|-kwm$&@CT~J@vchA1U-Xwyg8nbkg#6XDtzY})i;IvmDKh0Uh6aMsC0ts*=+VEt+~mX>gr)=!!8h8 z;<-+IKdJ=pL>A#Bf}@_P=HLE^s)$CbW0M1DhlW6c*scWNG{EtMQ^}FQ) zB!((g2S#KCcL~Eq_fCX+@(5loO{?EVMN3&VqM^I)ihg0RirOUOhwIm`mxOJRSYMeG z_V46hGaZufujoX4Q5L4W0RM`^=+x1%iae`fW0MRWb$g6YywG<|P0h#~3zkD3Ga2pw zeh=e`?5Hf`CAp=>A4FhcpJ{0emuNB&{)zE=-7j5N}g)-$Y!aDK~trsUicc7Or@5^yH1)_R#z_|mxw0f_(Bop5uhgWOdjw^NS=E?_hVjOr#rVu zDHfZ%{vVu2Arn6ZgBb&uEx5MZifcJsB25!*GKY^IJ!NN?8hJDz660-y9NPSGYhB+I z9`IhZY84A8sDj5h@HwOw2%!hacMGy_Q=)Cj!b zKb?Jz(Jo&Q6Q3Ly}M}? z^8}+w<37FK8qLxxPHAd(E_WTh;WAceFrOhew-D(Wk#`C8q>9QN+_BX-f)^V&8h!-2 z&HF`yEEqGx=d_AnYRq)tfF&DA2l)8=M?ZP8YW1pBq)C}1gx4u%)uz})`{Gu;8?Mr| z==dU0!v5kJ&uCje*<<0#ZFky@GLrIrt--YubV=l9d>zxSs#w68&!0Y()~1+AT`CRT zq;)rY7;CXJu~6hO1-Iqn$B)s#D}H)bi>|jCY9Bao1G!v)y5|0$9UUEH8KJjH@QygP zzw^{sJMJ9!#ps3Z8!R$U0PTlTwnKm<{Xy`efH+~A&Z?CwU!*lUs&cQ{xzH+NVXC6j z@TKx_YT`F@+}m>OGp~CaK6ZFtUp9%EjHj>$@;o<0H8AbFutv(WoyXa~3PlUgC$Mg< zJyZJGN9czBR`;{L^$bo$$kdGGOF%#%`Md|kq`&!HMvIqxvPs3(N*Ju$i-Qm_9xvwR zR-}Fu48FQQMk{_9KHtNr(6KSR7LpBbqaD5?|R7T^_5}uYYy9F16$NZN9~J z{tFX%W!CvM zI)h!VdP9F%>F0Z^h1fsti+(mu>GaV$Q$}v#P_=F-@nUU zX?CMAds5H(-P`nZm(e}UJadgsPS!w}tbKFt2Kt(!aPuzV0br~CxG4Myf;AlP*qWuW zX^rci1kcFuisLHbaYF1{tlpUiaepcsPEy%U+Y?8N(pGb1Jx3yWI5`yLV4d=1d#kym@n7fQ-ek-fd>vGc$MnHRzu^_a#KB z$@@b6)fUgosi0|%-WO0|--45w7FIr2VqiTiq2>wr>8%7NJ+PuV+{zCA&L6&(q6>paFv zwxEcgszv622c;wYvD#uQsfE5|t9r@zmg1Ja5K#40?;>s2U9%ZL35sXV_2<5#TK*g6 zuok!F^+y@e0ztj-yqnkD2)%Ur6$SEzE5^ax&{un?eM6s%6F)I=janYM??!C{4N)4y zJ}}BC27?qtRp(q;c@V!v|pdwEJ%&1UB=rN`(2~`KPt(GWJ*aC(I z5F%aEy6FyjACq0DU1WpQkRn)3(^F|@T*izD6P`T2g+u)(kPg^$^{Rln;Nal)ZoILpg$66nM zs5F%h#eIks_HaG{VQ3#Pb{_s_>^Roy=YuwoZY#%|Jc<*qVq<+Me;zu-;jKuFjf{*u zW;*+d4dIJK$nY<^IEmn6K2m&sqr3}b;0{bv^lN8)Gp|C7c!j@IFJ8WU`FW#-z9=Ip zL-Qy_WK+oqYr=xubR29d`9i@;DQW3Wf?i&p2y@q8={}Psie#GVJ5y9e7zbUEZlMUT z3V*fY2;%8i>k`E%GBjg|liu*00+eTGL|}xum2T@jEW5SWc)$VDp`- zc!PNLV~Q!2X2>2drp8KKO@Ybwy;}T^jSpbSPu!p$rsNj+tNR$6?o7mvlHajgyvGJbR8d@-cbE(U3j*Iinv%-Sw9>ueCPh zy54+cw+)nUv&vVeppsn2{O_E3Ov>ETdU}E6`o1L@n|-+R8?rSA+us(?xC?Vcm)SY6 z41w>V@qZiDAZ%?Rx8@gXHZUQ+pb-bm^En(c@6E(RE^A(vFccb$T`DmTziww#5|#kU;e9 z(4^LI>6q82pNI-}dd1}nYV)ihyIK=RG^udj$i0n8VkGoQ6Dd5o_3PY}(3dUOmpRBr9yh~XBWXnY$NC<^Y!IRB34$c?Kr>D+8cSdv zb0_@=&C^ecMt+poGg&%#b3_P>l*tDBCLapQ zBxa?d`<&14yG?c77tJok5LR?@?wG_gsl?N7AyhlgXz5;r`5!;dgURgvwEB7c7i=3( zPtP7&9j*h2R1&NhZINCg@$edPFe1`Uh1%Q+ZPjiU1V{)zQ$M_!$OqplhbFmV)()YX^@AWi;lb3 z7~&Rs%4rNqr~x679*!y8PI^aXHxCpDhOk~I6`ut6=W}MC(6=sK+>l3NE zw9{L5K|KT&a6Y}>-5gQFC5>o)F`BXE$6Pt;8Qq&$_z+2pMg`~ocMAyd9V%B9O{sMm z??F^llk1>NdClst0k3Z>35mxLUKYlkRsL!%9Gh4I+z!;bLsBxip$DtR3j~5f4O4#D zTUfs00>InNrpq#oSHt+O_3sltlUXx3wrJrRsP5$INvAd&S@X>OwW6BfRL0|TmMetj z-d-*wC3Omz+iHc-ywVU1o9K8TQC!*{;u=?>CVv!&AXHTZB!%om`@1oOc0i={rg-v5 zM2e~&@NU34-WjdFy0s0%U)7Hh3=0gc7hv>ed<&LhAs}|KeBW0vy91NRTWUJjO4f z1d)MPiAhOyllfxe;t54TAJ^5Kxi;|UB$ij{pKJBQ#SQZ?0z(y=3&G{c{*fb1K!G+5 zw$(#j6d^amI)sP_lrU64Z4!Z}qK>v9rbbksaXN}}I>LvRcg#UClqk&rfP&kNjEv~v zfq{XV*3U63F`>llKtCqU9TyC;q2m;vC%J-IdtI#yh0|EkQNiWFowlF1N3rrY zSZJ7=zizxXcvNwsKbIaZ-mBN z+UlfVc@B^o`rDR6EL5?oKuv0Soj{sLv!c1@97C5QRJ5UnJ{K*VCtd|$My7;e$2+44 z<%ocDN?$(~0gkZcC3cLx51(S@iM#$>P8vq4?pv0cZ8XeAfaLz4+8B8bj* zdU6Ex6&sxu4=2%1gY3X%JS>?hfH0ygJ#L^`3}sZBk{vLF`E+6`KAWEsW{JdWFIP-U z8;tlMegUzVb2TSh3F9@PL!=&eJa-h3KHq&RLs>ljOUM zr&`Z?Dcr3VnMis%88*>~ZMEi1Ov7jUsc(ax?eqCDKYw>Za;s7HhWVh(Z-^L=T2ip{5|Qf9um+zs7U zavyy**>t{J!2i{uJtzuean(>5QP#^Y1SP+w>o=!qRVBkiCo*kPv?}G+JVy)!mT9iHRx?F_1@=U^bSx7)>{7ytUY}*QK zlII}gFP}f(x8=}-QX&pKR+HOa)4Ev&3aww;-fQ1o%u&|qD<9v#QpSwe5b_B@{KNpk zX}+=C1_Oh9{QQIvMIpU|zuqTxri{o?A2_A};@V#_)+pl?i+}&1grSDA!@qw1$0dya zr*ijyS3mimfB5cuitN$@WX-xvwD2!rJ_)^KZvK^E^9WTxVz^kuN{DCn$_eXdXb@G0 zWr+e$sl4WE?dSLf(~j~8Q;c=Dlig=ISR`YHzdGXlhuMzxgw&||iBu9zv9tv>rcir; zt1=0hWo+Auu#aFITI4NVr^lP-IM(|axSS@x-G{%s@vVLP*66RA4ElN)kXnWSuub3$ zffTa$O<{*MMuw)j3kiNf7$<}TI2J*UIs5NdL332JZh_EAUe&WU zXY|&yXU}X9lNU%n*i1!1JEQYe3@l47Q-dK3*fm`9x59F^S1AcZFIJCn68ohiIjA0x z)aUWzFt}fj{TS08fDoubh#sk9Uan71&?+7viW;d=0-dHD;h01;dxWdKtW$mY3WBm;pT<6Ml0h+a=j4`bWEaM0%Oin zT7Wm3aDwt?i;GvaGFThD$2p@Z0s2>P#M5K4t*ZpKZXKq2PQJq`>KJPvsJSKo;qp;g z&@oBGaIkculgRZXSIl-<#x;j{_?ov#LlMRbWIyFL#N5x$yMn>q6u|k{)y3A|jQk4F zDg_k~$2{zh4jLD>uj20hA zDyG*TJ$u&azky#B4U`%1J3zILI@aeS=0U-)b^_n{{LIGWA~|%Ea$WiA01k9YU42VT z<*WN58854gACp&WEB*SkCCiQvZxMcMqW6A7eh0GrVcX=zPJ(4{b&f#t|eoX6jMFYACSwXsvW ztNJ1oOB4nlP)tBu@VOmV%&~dMdl8)jT7h3hhX%x0Kn+`5nSD*|F*?x=$x|h2FcG{^ z2;;Y$#C>4Z0L>2}_M0Ms1XqisH@iz)myvLUBnU18uvD^V{56G8V90XXF$u>Mhn^5{ zgq6#JQO=Lj)4O&P2g_iF>g6u}$_ z?@I>VMR^aW?3jS6$#uO>lEg^d-f64s2&h{=J`uopcDt*@mXLeQfu=)J6oi!>kn&AT zOrD7wdf=8;pR<32U9as5<(*6jod$y8^xEe*eHg;x3N=K9d&cvVnW<1>mR4_d9~52J za~vbg!@-bL=mZQi`?7WEHX{x8X5BRjv3V|#zKAFyz=#(&{>vs&qBs(mYSAQ;D<($3e8k{?%gC&O4sE!LZj{#n(di=QJdkKVdt1X*1zq6QB_1!6s%7Ej96EN)|>@6tp{qMQuH!@LMGep&a zcWTe$$B#Wx-g}Wdh#CiOL7`|)WJ76A2hunm0hCpI2T_K3FI5aM9 z3rD|bMr?n;E1#Nci7b;R+a6f)y-#A-uJWr0T=ELVfwI=n+aVu&y`*u?*?<5W8j_C0 zO_b^e>^(9mh7>@sEmL{cu3T9j)-ugfRsvbg3P()P5e&TI9;g;YPz6ZmfxevS?6|C9 z9mU}qL$bh#A^-|>1|d`nk>QMEhX9e6X0}i6QW+LiVTV6_dd4csD5Cq83rZ2Y@A2Ek~?>O_!nE{d-ll=K~KCP<-ykaXKdhjtTyQ7rswoHr2eiVR$vV0atq<7-kpAc8cZq55{;jO1WX zHcI-&hSRAN!KoUCK$~~-*0PdH_Lz;RWdpZYRbULJ)F~uC2B>W7mECOcf*EZV5-y1@ zB#81hI=7b~u$IkdItS3ZjBOTG&KB3sNu%;=1jX#%lW5Am5)WGuL-i9J!}l6Vup^9+mSg~ ztd26Wv_<1viX6h8l z!XhX>i6uinw~kb{P^@`{%00qt2e!ahEc!U`1QuLcUo&jGkoCQ3(;Fc*5j9i5R)Hi$ zNYsQD2vCU-w?$>Lt$8_8lPjm(tq6Qe7m#!ybh^~ZS zOPm0B*~_}(sEk8-E;$6Rw#R({yTLJU0=j%RyWOmW_@Yb15xFM4n4r2#s2-K3QV~_y%d&a_ZGa6l|C#CD0`*!O=dB)_v%8Os10~l(@Y963l;<{`{lg0*7tZ1+f zKBhGJwJ#kSMv+8sO7)pR`MBg{bm@xp_6N?W$l5Sx{k7s7Mm`J0C)aI{Q*7w){*8~X zktX;9mFc$D{f^c+e!FSO_Q7_IYYq?eK4MSk^?Ask`R)%$jW|`aP7T| zW$(~=73pcxtBz?OZ(MKTGPoh9#njA9zUR&eAik3q0T3f3ycl%ps&aA7If|koXi+(2~Kh*hFD93r551usW|L94NbGUtw)r` z3Xa(zhN)V`k2L(wwCkZ${ycbao3wOQUwW3)$YDA>-4Wg0<~c1MOL)pV8t#Bt(}|}6 zEYl{9c;VPvP)~q1Ujcol&YX#ZAr!5@7 zdNqZL`6&cT)V*d3Q;CL6%N#gFEyt;#GN@nJjvJf!Z%}QNHFMHw%Y&9gHb|2ty074T z!Gp+d|CZ%sucZp;w^vCD=Is)x^9E6YR`-anmRe3kC=^#zwe)RI1y~Ylg`y25C1`_c zIZBhdvKyD7Bt*g>{Op$k#7Wy0G`vj(4GAsSPu;^MWeto3ity>g4}IyFY5@T^J=c1d z%>2^TaP&2=JDZ|o3zVF~yj=6<9F*%PKeM@q4_e$AbWs zsPX70XwuQy+9Pk*T?%b3W8{VkL3R|_bZmCV8I9xL*vL;d;|ke2E=u$#etz}`^T8YU z_7hazP<>fC08&DIM>>cCiS8%s7z3aC#hg0bs?@^bVp@`j zJ$FoHCquWt&b|-Aaq-~j6LqzYH*1wW z{EdU7iB&2<`Z68kL#t$+ODe5gu+TPU$z`ml-zB4_qH-L^J4Lm4U7#rdMPt3H$R#oo zzM0d~xRviCG3dgSMi0kx)Fah2;*llVfACpbEpZv};dR=u&9m%v3j?(}Yd3Q0tXm*n zmRk#_qFe!S4E=Nhyx;1zJ4b5=U?;VKjf+Yrt|=i1aydBOj$ zV%W7DNF@c>ISw_lF5F>XR8rv_CYimXGbWz4TE%2JxjF9)7I3}&ZE&e%CeV<6V|-j( zTwOa<6Ee!aqXvs_KT=8+;KEBHEECfSm3sG8Ow15OTb8FxW9cHnz)*tzc~j}biduzZ zP+#1JM~gk1poog}*;A|y3lxoyQmF&-b|6n=Bqrg2Gt4NIYuWYUIP(1zXzD#26s5T#3?jrt0{-^R)U$pi)Gwc0>_j2;fE;vQHHV{uaN&2r~A` zz7+xVS!{Z+>y!iHJ_w&k`MVnnR-;F$R~!+AwHUfvX-RUphjU%ZkUh~;$(%nZ zresheK?^C?@N0A-O8Mk|FU662aBsh%^(a~WRPo#>dlJ>T5h=I}QKw{9$gj2Ut?&3& z-Sm?{%Iob;$_-_^l!8%DYPW6@OPh225lCTj?VTsxb4@ylK0~yOZF` z*i6m96*vvec?Zi%pTh*=Iy$AXbxC_JNzxqNcHmUpj}%!l-@(zKuwGlvu`M4izlxa> zBz9O7)NrRBz3b1AvmlVQJ9JwyCcJckI4SmNOnCpc$O+=L8NHVRH{1pnN4Q!ma!T|0T@ z{5lUpOi1zxHsmCsj$8648(QMfUwG|-g-SD#T~-Kn1h*FY3BlR|Q&Ux@!{9`mPY-A{ z*5^!J3-yq+63ppqWoXxz)sGS@Ue45zXlr|W8q*oL)Ddt6?b=(9{$ftqq5uPkxC7Q9 zWJ&{ho%TGOiy7dtjQ15rR1=*Zbz>vu<^{Q8$*5pV4m@;aJ6&c-2wQ*kYRe;v4JnxC zwByvu_`l?x7cX8wu+YfKH$B!Uo}yCCvgvxV?^MCIu5A_RzzF43_D@+Q$KXb1J*Z62ZF(njbhiatw*1QlhimIGKO>K87AgMky50?IDY*dKIup}|z5@>)xrK==wPUp z{_7yAo9}=8g9^LGjD9nh@i~=Fr_XS{K$^@4p$llq#S0f;iYJvx(2?3iqx(y8 zz2O4c@=)Q2{q`JGW=iM+Up!~oV2BqNTLOAnH9*8`!n`3k1&b^b4pcMFS%Mx+#;XlVgtGz1Hn@Uc_AvKn(13&mejIkkS99hoecFyoBJ(Iqy6Ch4%%A{n70(vM>rAJYR4l`;C`zAZA25C}mZgB%r1Er)!#YVF$UmS^P2I>RdOh{tdHakbVZ+`(Yq zx5C8XJ6yQeB|O4mKDeB?d*R)LX2MpS$js1BAhftNv!IHa9EjWR5&B9 z0{D~rXj}(Hi|@l{IcYQ@k#Gqi*qhIF!jjD648ft=G2*!C!~=)I>?>52*(?R)AX{I| zn}CQ)s)-p5d-I5Qo7`-$m0)6MfwlV*UK887yY-2>O+K$Z;kRt3I8yJ!@kxLDv7ac= z4?E{wF&E<@*7}89dv)OcQ4BN~^5N5 zJ^F(if-@(`Fzu4R8Q5{>49Xt%WlW+EL&Lxz9_5{g$Vkv?Rd{LjIb-sPe-}82Kn(=h z^u5OStO_9FU*{E}c$BWz^%6tL5k=5s!LBiUND$qg9~op7N)XpATvjOXLg}0l^{dgz zp;)ICe@3`~cdyEkBjzctxcP9jiBd_)VZ!cue~_UlEEIj7?z*YwWH-wPnT-d#0+^7~ zU7&iv#`glQGDvzhQ@Qp(Ky<4iA3jGsL03x3m|in_l8=yP5>))V?U;xSq{fw_Iyy#N z#zYdmXq?b z8$UmOZQ&ErQ468OilIm9{IgvqI2^~n{4yZKX*ZGHxJoUcPr*b+qt8^#f{QDz+tgi7 z`>W;P{W>l=jGn~z#yq{IN+K}-RoGM7B;2E;hu$|1ti{h!T~Ptlz4q3N&Ec|atO@b2YGSEj2fSo`` z{qSsN+nICCAwA=7PxL^C)r9$-aE>ouzPRz)!^(wX7y%I2K^xzY$|zTs5pvy*ZQG6m z)xl(&?#4SpO!M&Bks>^-7jwJQ$rV_9OT8RGo;Ktqm=Wa9=1;<9nu4Bu(#MQQ!ChlH zYl+@}>ACyz|5uCO|GY$vum1PX|GK~MfA`_z)2c^{rO$@gpCQ*n{Zs8=-2Suf{{ih; Bn#ceE literal 0 HcmV?d00001 diff --git a/paper/paper.bib b/paper/paper.bib new file mode 100644 index 00000000..3e1a584d --- /dev/null +++ b/paper/paper.bib @@ -0,0 +1,181 @@ +@article{vanBreugel2022, + doi = {10.21105/joss.04078}, + url = {https://doi.org/10.21105/joss.04078}, + year = {2022}, + publisher = {The Open Journal}, + volume = {7}, + number = {71}, + pages = {4078}, + author = {{van Breugel}, Floris and Liu, Yuying and Brunton, Bingni W. and Kutz, J. Nathan}, + title = {{PyNumDiff}: A {Python} package for numerical differentiation of noisy time-series data}, + journal = {Journal of Open Source Software} +} + +@misc{komarov2025, + title = {A Taxonomy of Numerical Differentiation Methods}, + author = {Komarov, Pavel and {van Breugel}, Floris and Kutz, J. Nathan}, + year = {2025}, + eprint = {2512.09090}, + archivePrefix = {arXiv}, + primaryClass = {math.NA}, + url = {https://arxiv.org/abs/2512.09090} +} + +@article{vanBreugel2020numerical, + doi = {10.1109/ACCESS.2020.3034077}, + year = {2020}, + author = {{van Breugel}, Floris and Kutz, J. Nathan and Brunton, Bingni W.}, + journal = {IEEE Access}, + title = {Numerical differentiation of noisy data: A unifying multi-objective optimization framework}, + volume = {8}, + pages = {196865--196877} +} + +@article{chartrand2011numerical, + author = {Rick Chartrand}, + title = {Numerical differentiation of noisy, nonsmooth data}, + journal = {ISRN Applied Mathematics}, + year = {2011}, + volume = {2011}, + pages = {164564}, + doi = {10.5402/2011/164564} +} + +@article{brunton2016discovering, + author = {Steven L. Brunton and Joshua L. Proctor and J. Nathan Kutz}, + title = {Discovering governing equations from data by sparse identification of nonlinear dynamical systems}, + journal = {Proceedings of the National Academy of Sciences}, + year = {2016}, + volume = {113}, + number = {15}, + pages = {3932--3937}, + doi = {10.1073/pnas.1517384113} +} + +@article{virtanen2020scipy, + author = {Pauli Virtanen and Ralf Gommers and Travis E. Oliphant and others}, + title = {{SciPy} 1.0: Fundamental algorithms for scientific computing in {Python}}, + journal = {Nature Methods}, + year = {2020}, + volume = {17}, + pages = {261--272}, + doi = {10.1038/s41592-019-0686-2} +} + +@article{harris2020array, + author = {Charles R. Harris and K. Jarrod Millman and St{\'{e}}fan J. {van der Walt} and others}, + title = {Array programming with {NumPy}}, + journal = {Nature}, + year = {2020}, + volume = {585}, + pages = {357--362}, + doi = {10.1038/s41586-020-2649-2} +} + +@article{diamond2016cvxpy, + author = {Steven Diamond and Stephen Boyd}, + title = {{CVXPY}: A {Python}-embedded modeling language for convex optimization}, + journal = {Journal of Machine Learning Research}, + year = {2016}, + volume = {17}, + number = {83}, + pages = {1--5} +} + +@article{savitzky1964, + author = {Abraham Savitzky and Marcel J. E. Golay}, + title = {Smoothing and Differentiation of Data by Simplified Least Squares Procedures}, + journal = {Analytical Chemistry}, + year = {1964}, + volume = {36}, + number = {8}, + pages = {1627--1639}, + doi = {10.1021/ac60214a047} +} + +@article{huber1964, + author = {Peter J. Huber}, + title = {Robust Estimation of a Location Parameter}, + journal = {The Annals of Mathematical Statistics}, + year = {1964}, + volume = {35}, + number = {1}, + pages = {73--101}, + doi = {10.1214/aoms/1177703732} +} + +@article{rauch1965, + author = {Herbert E. Rauch and F. Tung and Charlotte T. Striebel}, + title = {Maximum likelihood estimates of linear dynamic systems}, + journal = {AIAA Journal}, + year = {1965}, + volume = {3}, + number = {8}, + pages = {1445--1450}, + doi = {10.2514/3.3166} +} + +@article{aravkin2013, + author = {Aleksandr Y. Aravkin and James V. Burke and Gianluigi Pillonetto}, + title = {Optimization viewpoint on {Kalman} smoothing with applications to robust and sparse estimation}, + journal = {Journal of Machine Learning Research}, + year = {2013}, + volume = {14}, + pages = {2513--2558}, + url = {https://jmlr.org/papers/volume14/aravkin13a/aravkin13a.pdf}, + doi = {10.1007/978-3-642-38398-4_8} +} + +@software{derivative_pkg, + author = {Andy Goldschmidt}, + title = {derivative: Numerical differentiation in {Python}}, + year = {2021}, + url = {https://github.com/andgoldschmidt/derivative} +} + +@software{findiff, + author = {Matthias Baer}, + title = {findiff: Finite difference derivatives in {Python}}, + year = {2018}, + url = {https://github.com/maroba/findiff} +} + +@software{pykalman, + author = {Daniel Duckworth and {The pykalman developers}}, + title = {pykalman: {Kalman} filters and smoothers for {Python}}, + year = {2012}, + url = {https://github.com/pykalman/pykalman} +} + +@article{kalman1960, + author = {Rudolf E. Kalman}, + title = {A new approach to linear filtering and prediction problems}, + journal = {Journal of Basic Engineering}, + year = {1960}, + volume = {82}, + number = {1}, + pages = {35--45}, + doi = {10.1115/1.3662552} +} + +@article{pysindy, + author = {Brian M. de Silva and Kathleen Champion and Markus Quade and Jean-Christophe Loiseau and J. Nathan Kutz and Steven L. Brunton}, + title = {{PySINDy}: A {Python} package for the sparse identification of nonlinear dynamics from data}, + journal = {Journal of Open Source Software}, + year = {2020}, + volume = {5}, + number = {49}, + pages = {2104}, + doi = {10.21105/joss.02104} +} + +@article{lee2019pywavelets, + author = {Gregory R. Lee and Ralf Gommers and Filip Wasilewski and Kai Wohlfahrt and Aaron O'Leary}, + title = {{PyWavelets}: A {Python} package for wavelet analysis}, + journal = {Journal of Open Source Software}, + year = {2019}, + volume = {4}, + number = {36}, + pages = {1237}, + doi = {10.21105/joss.01237} +} diff --git a/paper/paper.md b/paper/paper.md new file mode 100644 index 00000000..84d67fd4 --- /dev/null +++ b/paper/paper.md @@ -0,0 +1,119 @@ +--- +title: 'PyNumDiff: Practical Numerical Differentiation for Noisy Data' +tags: + - Python + - numerical differentiation + - time series + - denoising + - dynamics + - signal processing +authors: + - name: Pavel Komarov + orcid: 0009-0007-7482-2807 + corresponding: true + affiliation: 1 + - name: Floris van Breugel + orcid: 0000-0001-6538-7179 + affiliation: 2 + - name: Maria Protogerou + affiliation: 3 + - name: J. Nathan Kutz + orcid: 0000-0002-6004-2275 + affiliation: 4 +affiliations: + - name: Department of Electrical and Computer Engineering, University of Washington, USA + index: 1 + - name: Department of Mechanical Engineering, University of Nevada, Reno, USA + index: 2 + - name: Department of Applied Mathematics, University of Washington, USA + index: 3 + - name: Autodesk Research, London, UK + index: 4 +date: 1 April 2026 +bibliography: paper.bib +--- + +# Summary + +Derivatives of measured data are vital across science and engineering: identifying governing equations, designing controllers, and processing sensor streams alike. The textbook remedy, finite differencing, amplifies noise as $1/\Delta t$ and deteriorates rapidly as data grows noisier. Smoothing before differencing helps, but algorithm choice and settings substantially affect the result, and no single approach wins universally. + +PyNumDiff is an open-source Python package consolidating a broad suite of numerical differentiation methods under a unified API, along with an optimization scheme to select hyperparameters even in the absence of ground truth. It implements seven algorithm families: (1) prefiltering followed by finite difference calculation, (2) iterated finite differencing, (3) polynomial fitting [@savitzky1964], (4) global (spectral) and local (wavelet, radial) basis function fitting, (5) total variation regularization [@chartrand2011numerical], (6) Kalman smoothing [@kalman1960; @rauch1965], and (7) local approximation with linear models. All PyNumDiff methods return estimates of the true signal and its derivative as a matched pair, `(x_hat, dxdt_hat)`. A companion survey [@komarov2025, Section 7] situates these methods in the literature, covers the theory behind each method, benchmarks all methods across test signals, and guides selection for different application scenarios. This paper describes the package's second generation, through the v0.3 release series. + + +# Statement of Need + +Numerical differentiation has a diverse ecosystem of algorithms, each with different theoretical foundations and putative strengths. But there has been no consolidated home where methods can be easily swapped or tested head-to-head, and practitioners are left assembling solutions piecemeal from disparate packages [@vanBreugel2022]. + +PyNumDiff addresses this gap: Its unified interface lets users compare methods on the same data, exploit specialized capabilities (e.g. outlier robustness), and tune methods' hyperparameters against known ground truth or to a given signal bandlimit. Derivative estimation trades data fidelity against smoothness, so PyNumDiff uses dual-objective optimization, with a single scalar weight to steer the balance [@vanBreugel2020numerical]. A natural and growing application is SINDy [@brunton2016discovering], which discovers governing equations by regressing measured derivatives, making quality of the derivative estimates a direct determinant of model accuracy. + + +![Three simulated signals with additive noise (top) and their derivatives (bottom). Each panel contrasts two methods from different families, six of the seven in total, with a fixed color per method. Hyperparameters come from `pynumdiff.optimize` rather than hand-tuning, at the bandlimit noted with each derivative panel: 1 Hz for the sines and triangle, 2 Hz for the faster Lorenz signal. That bandlimit is an input to the optimizer, the sort of round figure a user reads off a power spectrum, rather than a claim about the signals, whose frequency content runs past it. The triangle's piecewise-constant derivative separates the methods most clearly, `tvrdiff` reproducing the steps where `butterdiff` rounds and rings at each corner.\label{fig:comparison}](methods_comparison.png) + + +# State of the Field + +Relevant Python tools exist, but each covers only part of the space. `numpy.gradient` and `scipy.signal.savgol_filter` [@virtanen2020scipy] cover only a couple specific cases; `findiff` [@findiff] offers high-order finite difference stencils suited to clean simulation data, but not to noisy measurements; `pykalman` [@pykalman] does not provide state-space models to turn the filter into a differentiator; and total variation regularization [@chartrand2011numerical] was implemented with lagged-diffusivity iteration that approaches the convex minimizer rather than attaining it. Historically, practitioners have had to patch together packages, standalone scripts, and academic mathematics, with no shared API or principled way to compare results. The `derivative` package [@derivative_pkg] attempts to bring more algorithms under one roof but lacks `NaN` handling and hyperparameter optimization. No existing package spans PyNumDiff's seven method families with a consistent interface. + +The original PyNumDiff publication [@vanBreugel2022] established the core method set and optimization framework. This second generation rewrites and consolidates it from the ground up. `kerneldiff`, `rtsdiff`, and `tvrdiff` each cover by parameter what had been separate functions, so the package presents a simplified interface. `rbfdiff`, `waveletdiff`, and `robustdiff` are new, bringing the set to thirteen, all organized into seven modules and callable with consistent keyword-argument signatures. A single optimizer serves every one of them. This generation also adds support for multidimensional data, as well as irregular sample spacing, missing observations, and circular domains where the underlying mathematics allows. + + +# Software Design + +**Package design.** All differentiation methods share the call signature + +```python +x_hat, dxdt_hat = method(x, dt_or_t, **hyperparams) +``` + +where `x` is a NumPy array [@harris2020array] of measurements, `dt_or_t` is either a scalar step size or an array of sample locations, and keyword arguments configure the method, making calls self-documenting. The v0.2 series preserves prior positional signatures behind deprecation warnings; v0.3 removes them, leaving only the keyword-argument interface. + +**Architecture.** PyNumDiff is organized into seven differentiation modules plus shared `utils` and `optimize` in a flat structure. Where strong alternatives exist, PyNumDiff delegates rather than reimplements: SciPy [@virtanen2020scipy] provides spline fitting, Savitzky-Golay filtering, and signal processing routines; NumPy [@harris2020array] provides the FFT; PyWavelets [@lee2019pywavelets] provides the discrete wavelet transform for `waveletdiff`; CVXPY [@diamond2016cvxpy] handles convex optimization for `robustdiff`, `tvrdiff`, and `lineardiff`. The public `kalman_filter` and `rts_smooth` primitives let advanced users with known dynamics bypass `rtsdiff`'s constant-derivative model to build their own bespoke differentiator. `utils` houses common subroutines like estimation of integration constants and data scales, calculation of evaluation metrics, and generation of simulated noisy data. `optimize` includes not only cost minimization but a whole framework: per-method default search spaces, bounds with rounding rules, categorical handling, a caching layer, and a configurable objective that can work even in the absence of ground-truth. + +**Method capabilities.** Every method handles multidimensional data via `axis`. Table 1 groups methods by their additional talents. + +\begin{table}[!ht] +\centering +\begin{tabular}{@{}lp{0.70\linewidth}@{}} +\hline +\textbf{Capability} & \textbf{Methods} \tabularnewline +\hline +Variable step size & \raggedright \texttt{polydiff}, \texttt{splinediff}, \texttt{rbfdiff}, \texttt{rtsdiff}, \texttt{robustdiff}, \texttt{lineardiff} \tabularnewline +Missing data & \raggedright \texttt{polydiff}, \texttt{splinediff}, \texttt{rtsdiff}, \texttt{robustdiff}, \texttt{lineardiff} \tabularnewline +Outlier robustness & \raggedright \texttt{robustdiff}, \texttt{tvrdiff} \tabularnewline +Circular domain & \raggedright \texttt{rtsdiff} \tabularnewline +\hline +\end{tabular} +\caption{Methods by auxiliary capability.} +\end{table} + +**Irregular and incomplete sampling.** Whether and how a method supports variable step size depends on the underlying model. For example, basis spline fits are indifferent to spacing, able to place knots with equal ease anywhere in the domain, but Kalman-based methods must compute a discrete-time transition by matrix exponential at each actual interval, while Butterworth filters inflexibly assume a constant sampling rate. Likewise, missing observations, given as NaN entries, can be excluded from fitting and imputed from the model in select cases, useful for real data where sensors may drop samples. + +**Outlier robustness.** `robustdiff` replaces the quadratic Kalman cost with Huber loss [@huber1964] terms on both measurement and process residuals, following @aravkin2013, with CVXPY [@diamond2016cvxpy] as the optimization backend, operating over a sparse problem formulation to scale linearly with signal length. `tvrdiff` similarly applies Huber loss on data fidelity, with its total variation penalty on the derivative additionally promoting piecewise-smooth solutions. + +**Circular and wrapped domains.** `rtsdiff` accepts `circular=True` for quantities like angles on a periodic domain. Innovation residuals are wrapped to $[-\pi, \pi]$ before each Kalman update via an `innovation_fn` hook, and `x_hat` is returned in the same range, avoiding the large spurious spikes naive smoothers produce when a signal crosses the $\pm\pi$ boundary. + +**Hyperparameter optimization.** `pynumdiff.optimize` selects hyperparameters $\Phi$ by minimizing +$$L(\Phi) = \text{RMSE}\big(\textstyle\int\hat{\dot{x}}(\Phi) + c,\; x\big) + \gamma\,\text{TV}\big(\hat{\dot{x}}(\Phi)\big),$$ +which requires no ground truth, because fidelity is measured by integrating the estimated derivative back against the measured signal [@vanBreugel2020numerical]. Root mean squared error in the first term can be (and is by default since v0.2.1) replaced with a robust variant, so it is less prone to bias in the presence of outliers. The smoothness weight $\gamma$ is derived internally from the data's sampling rate and user-provided `bandlimit`, the highest frequency of meaningful signal. Default search spaces are defined at the top of the `optimize` module, with opportunities to collapse to fewer search dimensions thoroughly explored, for speed. Minimization requires a continuous space, so discrete numbers like polynomial order and window size are handled by rounding, while truly categorical hyperparameters like kernel type are supported by pooling results across runs employing separate choices. Repeated evaluations are cached to avoid redundant work. A single call to `suggest_method` runs this search across nearly every method in the package and reports the best fit, the practical payoff of putting all behind one interface. + +**Testing and continuous integration.** The test suite validates all methods against analytic functions with known derivatives, covering noiseless and noisy cases, scale equivariance, multidimensional application, and missing-data handling. Utilities and optimization are also tested for correct behavior, to verify functionality like robust estimation of data scale and the equivalence of parallel and serial search. The tests avoid tautology, never letting an implementation define its own expected result: Accuracy is asserted against empirically established error bounds, with the suite reporting any method that beats its bound by an order of magnitude so the bound can be ratcheted down. An optional `--plot` flag renders every case for visual inspection. GitHub Actions runs the suite on every push and pull request, and Coveralls tracks line coverage, currently 94%. + + +# Research Impact Statement + +The first generation [@vanBreugel2022] of PyNumDiff is cited in over twenty publications and has been applied in experimental biology (flight kinematics from motion capture) and control engineering (observer design). The PySINDy project [@pysindy] maintains its own differentiation submodule overlapping substantially with PyNumDiff's capabilities, and integration discussions are ongoing. + +The companion taxonomy paper [@komarov2025, Section 7] provides accuracy and bias results for every included method and derives recommendations, based on performance against simulated signals, using loss, search spaces, and other choices now encoded in PyNumDiff v0.3. The evidence is reproducible, with experiments runnable from Jupyter notebooks in PyNumDiff's repo, spanning sampling rate, noise distribution, noise scale, outlier contamination, and signal bandlimit. Additional tutorial notebooks cover basic usage, hyperparameter optimization, automatic method suggestion, and demonstrations of the outlier, multidimensional, and circular-domain capabilities described above. Full API documentation is published at [pynumdiff.readthedocs.io](https://pynumdiff.readthedocs.io/master/). + + +# AI Usage Disclosure + +This paper was drafted with assistance from Claude Opus 5 (Anthropic), which also helped draft code revisions before and during review. All outputs were reviewed and heavily remolded by hand, and the authors take full responsibility for accuracy. + + +# Acknowledgements + +The authors thank Yuying Liu and Bingni W. Brunton for their contributions to the original PyNumDiff package [@vanBreugel2022], and Sasha Aravkin for discussions on convex optimization techniques that informed robust differentiation methods. This work was supported by the NSF AI Institute in Dynamic Systems (grant number 2112085). + + +# References From dab81267de2034ff5237f28c143ae67439065228 Mon Sep 17 00:00:00 2001 From: pavelkomarov Date: Sat, 5 Sep 2026 15:55:17 +0100 Subject: [PATCH 2/2] reverting license --- LICENSE.txt | 2 ++ 1 file changed, 2 insertions(+) diff --git a/LICENSE.txt b/LICENSE.txt index 0f6ddfc4..e3bcbc62 100644 --- a/LICENSE.txt +++ b/LICENSE.txt @@ -1,3 +1,5 @@ +The MIT License (MIT) + Copyright (c) 2025 Floris van Breugel, The University of Nevada, Reno, Mechanical Engineering Department Pavel Komarov, Univerity of Washington Electrical and Computer Engineering

IXtU_7X8{Lp56C5Sjd@=hkhNtL)v8M*&;_qVGD_n)moG?JxO7lG zbd|(v4Qbwzp&`SPvop-l)0Ju<2QUhkr$VQr6^A$h941)SNoSug#b1647W188&VLwB zBoh(&^QtrrKz$!t1FC342xc<)${QwaN&Gqe^7}t^JKSQ*&dyFym|DSF{lI$hMMdSx zTc_s8xZ=8wWk9R2=rZdH;f{_M`Qb&vSqwz7fgW`M#=Ee4fAS7*&^kVvn!YIUkNa^8Za_#H4+#5l^Q~+7_tRA=VFAUJ&?iLu~V=+sIoR%K}8RZT? zgEig7hYa);+NYfkx8I->2#qr8ym{E>xTX_($J=1r$^TwF2I?@R^Bve)GuO+1NE|3# z=jROUJbO9=r+!ZK^Ng)H%y}64F9`OT5xrig(dgbO_av>^-dN>5$4n0%RLdUNpKG}Z zW!T735F4AwCK(iv$xbavsH{^9NhyymReu9_)iZz*Y#8dx>nG4)pbQ&N6C6x{$dq%d!ehj#O6uGWMw1_B9JO zYgPWaTZxGin*;*;%$*uy+*ml2TndxkFh?@aetd>@ciW~CjsKZ1DI8T&w3kXev+g`0 zPFX4zYuq}~BE#}zc;868dO)ew;*lh^n+khgm5v2k+Xpl6ACY8eXu2}8Lb#_L3;q<4 ztf)datUzjp*PO7byhd6sMkh;BEryyVK+tZXS%?ujuNo6`*Y}s5d`ntSVw_e|K3yEA zTfk2y#gh7ab05Q7T-?a#_S+~zBTSB;?+?nZLS--(F}fX0ccpG5aL=3IwWb9Zr>Uos zOheE=`*pehG*L&U7mdpmvY;7T;yik`nUyu8-}2i)5f08(k4QRC-8*NjUVSM~@UY7{ zs#oQxV)2E{HH|pS#4`Z7ZoV(<26yJ?X)C_~ROZ_Fa>v z#WckjE?9AzBA$HZ>vS4osvcp1&Xcp%dglJYbjMh5@ks(FQMG3&01fS%R{d!hU59yyc(%mG6Ud=XP!4wh-s$bs0!MypZhM z|7@xA(5HFHhmM1T0P2Cc{cXA;o2mFxa zTSxY-slC)*)`IbhEt`VU8^+_+3k+pO;FOetU2@F-c?5FUcbiEq=~Ef$@M7Xr3Ku?v zjdRo+a{V}3!x<(O(tdmUM9!BGG5XxD+n6D7qjoyQ1H<`RdHY#$85nfSM~-S)I&6D5 zm*lwm=`)G6hn4?~(`-Rd?*kBV40dapQ!+8VP*T72H0+@{;O(?Y5shJYIkK^p=w&H{ z%cU_OVtROnn_T9HM=`&A^Ek?jtg3s~tM0mNW0RB>DWiP^i6>-UsPpUKh6g`!UDd0P4F2SU!6t)jE>a{(>tj7zc2&Yg#TD{C|xzBR4bd7bCa-FBT+A6s~S5otLY`dJP1CqPoT z{;y&IsZ@W4w8dy*skr9Txiu1Z9=?_p!aMI!P)S^C;yP{EuN7qL9kzzm$D!2uz4Nak zM^r#K*Ulb=LWFb-wj#T)%Nwk`4mZY$vN^pEvg@}Ttj6S`*43x;L2JywA{J5{?+C}s zEVe|A@0)3_xEk83c+%yvbMz)T)B3?PET(?Zihz7e?uh1p?7}P62PFT9Oo3ev{fk&Q z)!FROV%{xej`aZ`A@8~v<>x48mdBeSdz&qkgcVXO(KKLH=IkvX*1*iMwlV(T-NZpv z3J(_O%R$&r_i8#L>-RsKcz0j$#ot{BH=yUhAAh!~$i(|f^hGO^qulWDkKnOMz*ld@ zWti4=95ySR$}V>^pO$1iKsLg%Fhzd1Rx;MQ)Ea!tg9@qw^h%Z9Ccw!myjPzJU4@@*DNhby}3eThdAW zLeoF&oI*ooPs`(XB_J?4o1C}5+y(gzUO>Vl)vl>6D{6h8O+1pXjHO2+IzvGT&$@{V z+~2-#$XA;Z)*Me{CEunmS2vY3@+U`mu>rq1LmDnj2SrFJapaO30D(CO5hM!r%*RK7 z-IKSyAJs{oN{f8~>+un~<}L{$mq?R(%Mv8QSqOnj3EarBV-aAaXB6?4-N!dVMdhsO zrwi1m%o3wA_RLkcKOYrUva($-L7xln9tyVf_8ym9k!GZX(i``(E=A>396 z`-Kh|US+#GNGy9FQ~&$UOS1afrGrV-!V~NodcENOdq;bxjhE3f$qMkfxLERKI&9qr zMziVOH8)ES4?rdP#Ajn;gk;U2gW@h_$*(V~UvyGN*SGz@gS?@$A1py{yP=N-qvRWm zah|!e)7b000IhU2gz&egm@YGWnT(B^D72FNJoP^wngm7$O!j4 zPdvN|v9^3?w%UvA?3j|8<7Wlb@3SZv!WU5)HtM6PZW&vvwnf0Pw6M1Xrz zcvEprSyM6RCN&#ty$dlOuk6_t>04f9b=g_gu3~-|2TSd&-`;gF6}d!7_DOm)y}zD<>|>@FO0)BJt~y7Qu4D; z==N!jOIvV30-6y?yg-u(T8-(TD;_f)uY1t-j$u%FPdR-XKWir|XUqb>Teh}v{n;oc zk!C4}W&8%?5y*t<010{SCLEE)D{*sy8jQ(Y`*qW|Lo!;Ks^0|>rlc;=N}V=ZC9TEK zxqJ#3H_McZ*>ifuLePJ>wJgwb_9yy4Ap%^$<|an(Cbpm6jy3W_>MK?%xhKq>MYhPm zVj4g4z~O-;{>`zVC8(Y%xKUlj1{Y?Kz9nVZZsYaMv7&xwINz=pE_!G~5E$vZJ zXhCzZb3NCVn21<8Tgg#HD|U~?QANcg>Y*byrP+&uqn9_<(KT?)Q`kgC!j;&zzIcNN zYNW_m=}vBst~$6M8*0b#HcgImOdkcmZuu%4o0Q2p`x?>pYjLXjj6>dwmgdDsL{jp1 z1@ZwEE{j6R8*2KluiiBFPx*cfrq4tq{UKI~|H8tg_*ZpNtGF%efjAJv5z|A>73!Mw zos7Zus|u-rq|M>{GwXWA7{2Pd!e!~p3q_`Z-%MSg?aMVEa23~l1b7Nq3i#idQci(e zJ*P(PSYm)Ck#o?Q7_sR$8D-rY>u8S@aU)Ie^)ShsQfm=r2)$SrRj~bYzTtVIym)rr z-8-CjBeRZsJ%2PqFE-oVHlaEX5LjBAdhVmlv-Wd*WPon%_2JZHFTYz;~-^7_4=;@x6sS}*zP2zp+nX2Pq&?up0X2_i_sO;ZH}rF zyqf{y*pZW8-ON2k1awQQFBv`P+lyla2VSkYrdEjQc65$b73c%5Ap|!!3YKDKzc)lL zgD=TtTMm85{AwrXUJJgsfX^OMwv}c-`z^()Q!vY-=$x&Hw@sh;bs(^Ih`qoW0=xO6 zJd`y3+l>3k3v^vY3bUe&p)YoQCd;R%;yuMBUZn#WZ-;v|aL2yZpIW{nM5w5!7)WR6 zYh{C$e+CvFrc`9&&V?~0%!*gs0rJPc>{Dtw?;m-kF|)A~ zA{2@@Ttp9SY*F$auOq;*bz2gTiqvQE<7iCbJCb2S=HMh z-)-$*m9&wnKw!!8d{3PC)P6g~_!KcK`e2TC(>m)Jm1YG&CE~xFXJ^DjPC}m$>&dXk zC0kP|<(7Vjz=)s;q@J!rO-J`B^n=cWmEglq3=FiB+HvINKClQ#Ujv!QFAi%`n0 zFp__pJn7dLnv4-8|B2vEL1SWK%4rujN>Z|m2Ys2OZ?I7bSLMzVB^jx_@hRRAun91~ zc{rmD>6#Zh%TGc*&Be6u{!3u{A{-=n<&yIx`gq?pInc5%9#~K*v9&pPF4s*{e=H!gfEJTXxD&AO+=pn97 z?Xb3?FC7!oKst<_yG9 z1L*N8i~l-;t~|E>aP2<0f&Q=2Su}Fg06`(X^;I)I2P*6PTfBHW{3LYuVksE{ zt0w}YVl)SzR~1Kq#j79LIdZ<`tIJs>D2r~2n+FoKQgt;n5JqS#CKKyALuI+IPx*!h z>fX{L2nuAf^cd^nE~}D`h#Fl5lwPokrbTY7OYk&)>PI-of@jzhGANC{2AiURcqAkt z0%)QgKfHon`4+VU&w;e1u>l8`;lKi;a3PZsF>f`~J75i|smeeB?G2H9j5cL=vCrf- zLBTf%TNELPl0EQTMJWRl0hX*+B0ywF*MzPAdhXkPVc|`8yI1$FCLpM1w|Cezz?n`( z={I*$UHLpY$WM6|AIX&>{p#oORB447g7J02kK@cTMfr1YRneL8g)iaQGs%Cjl^_3o zc9Y7waaqQeD0Q*6^wZ=x^aQ!e`|rHPP%HuvY#+=k8#JDuf{^Z-0FDvHY-44G1wx}Z zAVPJQ!rD1yd&0}y5PGq&5jB=Bah+NQ-CJ_e+2G(06;FHO-@QI^9k~ohJ|s$b9Pr*l z_e+hQYQ`rmwC3kwm5bj&l+j-a&2eKbcoi~YK7V1c>EZi$n1%yP_Z58Kgn?V?mjsn* zyi!x#RgqSKrXWS)Gha#6P8%e)KU^VSYpXBqv#?)y)6hER?Qkj@2Ns+_IMjBu?g7Lg zO}+g5tBz`>=kr<*4%{^6LI1knjvfvPeOc(5m61U@^M;b9@QN$f4Z~7@?#${#oCo>^ zc~QmruL$gos1aEjCRM*juMHQ;ag)LvnPUzYhC$cYd=%5*k6t?o?Rb<^;2;& zS7EWAkz6Q#tf-=(sh z)w*kdZ}rJ9WOrLMn|dSeexCklOA?O8b!Pgi75obOf(FoTsV9 z)slT^QQpz?q#EZVChdzGV0gcgs>)bKpg|?D`2J$G_p9$+98V;+GQQ>xwPugcz~xc| z@tj3y@WRldivb}5j=TM24V^l<%_E&=R24TT-(m}=Yj-P3jsOoq%})}Lt4DXYM^;e0 zYQDCQ$2cEQg?`eZY%)4h;n*pqJT9MZq_|qSqn>RXG}&Fv&qDzl@bBfrUyaGwa90Nt;wO!K zMD}_q)SZYBfcLjv6I^hcg6*=QU40j~9QKZV8O z42S?SeZl;mFn#V^T3o!P!4a0oc?8qVjw*8IDa!o%$6Ok-O(gJ-8@TI%z`rCVR_#^> zWF>bj*p-ABF}f(~4ZV2IFmyGIFfEVKeqlee7`JRWS8Z0o7^pUpsG4g81SJw>#IO9D z>Rz=t3V95*@q@!z89ByhBESInB?gEkg@lB}d=E{x>atH=f|hb4M#5?x*KJr>7#ERV zt2@V!0Bq`q;9|F3HBZ$C*(4$2_Gg0NYKSMsO(J*4(^#%dvsI4`^U^j+MH(nk`bp17=?&Cg%_gU^pB9Z( z5ZdPzr?CO1KrZn-if|4CBA^BZX5mh11^&@i*8YgQn5h|8P`6(~35j*TJYI_lHlO-j zn@P5v7&6!sLHTa|?CQrlr2=X0&{o5`pP(RxnCd>3uP`NX8MAZ6W}bdNmXojDWBhC$PMEqOn&o?sasc9w({&wKq7hTdlxsyDHSsO0c&@K_HN94yC145Tmb_DhXc;*8qi5)zU}>ADpTM z?XEZY?d~uJ$$I3Uwv7Pj#FBxKtElR0#wq|%ZAsW8c9HsJx)j+ivfZ0|vGUz>E+9J} zI5eLr|LLW`)pBv0!2-o0?Pk=d-@Eo}oV+>ehB9v3e(Beq?P4CA1n{vwMH1<#>@&uk z*#plN#gt!nx|EC^AxKx#n$Otx@S-Any^;?GguNY>HBr-Oq$^HG79C4ym;W&?@vqN9 zwIqHJ)XXS`g5F;MszoX)^4qBZHVY8*eRTx}_M3ms&l^#L{)Jq5Qk`i%C>R)`zDpn< zV{6o;i;rJms=*greAKJ1+0KqrMCBX+cdRb4w!_AO4anTWK1g;>_vg7Abi%vMFKmgl0nAz`&rK)jbBP zn!owvtMfHf>j1sx9jBm13-;FqHb)&tPTIKZi$+=c6)Zc%Dc zW4bRpd`$mV@!fa+%l9EEbihDhmAC*a9+w6n7-2QJ9k6}NT2<><#bKD<{qvbQuH*Q-^WhCWLkJ$iyx1{aTlWGs+>xPFWP zH|D*uHx)(5-80bk=LdZ{t}fI69si6Joi_7oePhUARA5bLUepR<;(4$bmL)^NTU&GZ z=j@ENVDrhr$ml`hkPP4_;XCgA8wdyb4_NMAZD#6w_vMjJLiE_PWI9G0zw0i#A3{Bh zVP8q&Q}P!HeskeL_X%AX!7vaeTcF8ZzEj`sO+l+DiwJM{AJGg`MJ!J6Jo|HSpGY11 znwy{c%0m3$Ie-+$#5}qAklSNiCkCnZQ9`NtgC&rpYwO4RM>_I&HekSXNdGk~Av(vp zXE4m9XyuzdQ@3fmxW>1E{r$>L2K)~b2}8Z=&q5XFEI|p&{?R|pBG(n1!-d2&PA*=R zDyrmbg;_zLK6~>{o}kXC`M?JB(ZP7DFO!QphCTaGuQ%SS?do|6(1%^oCt@dlt@AS$ z6cG5@Wn<^|3bc`goT%V29el>c_sM6y-E2bLoqZ#TtwNs|@q-ujC{EKVg;hO{Lzf4m zrPm|NTD_g;@5NYdLSQ_?QrIqbom1PgVH76JCa%uCFqvIArX>_Meq@6`&HsooY-swA-i*96Q|tokJG ziIE_WC-h`vG^n`oT_##j@*0EvzBBkXxfkWiJ9jR+a)F=|BX#WY+j}l!;xz<_glDwA zLMLtN-?JAOkve0)e+w^PjUDv_zFvfYRzz52zO!B=Ctx}%%uoa{%NNgo~Qo}`e%TQ_;XQ*srwLH}ujKXLsZ zv;kcu?)&+=Lya_7?uo7(oHhQPPxKE_Xn}oMb03EQA1!85rVTWx1{7$5ZF-;}L?m@0 z$x)S7+3KcQj`A^=n#gg`xb+@Q;^#NE4!tplYyUlWXWZMukV9}?^rs1d8(KI4Xh