diff --git a/docs/internal/pyneats_units_audit.md b/docs/internal/pyneats_units_audit.md index a622019..25548bf 100644 --- a/docs/internal/pyneats_units_audit.md +++ b/docs/internal/pyneats_units_audit.md @@ -22,7 +22,8 @@ cite line numbers on `dev` before the fix they describe. | I9 (`segment_duration` not recomputed after the speed filter) | Open; recorded, part of the low-speed filter work | #75 | 2026-10-21 | | I10 (a failed attempt leaked columns into the BADA3 retry) | Fixed; fuel-burn rejections go through the BADA3 retry and the altitude fallback (maintainer decision); no change on the NEATS_FINAL sample | `fix/performance-retry-isolation` | 2026-10-21 | | A10 (airport fuel file units) and the missing `q_fuel` magnitude check | Fixed: a supplied `q_fuel` outside 35–50 MJ/kg is rejected (flight fails; a wrong airport file stops the run); no change on valid inputs | #77 | 2026-10-22 | -| I11 (fleet step cache shared between runners in one process) | Fixed; no change for a single run | `fix/step-cache-per-runner` | 2026-10-22 | +| I11 (fleet step cache shared between runners in one process) | Fixed; no change for a single run | #78 | 2026-10-22 | +| D3 (fuel flow derived from `am` one point late) | Fixed; changes fuel, emissions, contrail and climate results only for flights with `am` and no `ff` | `fix/mass-derived-fuel-flow` | 2026-10-22 | ## 1. Outcome @@ -523,7 +524,7 @@ is identical.* `datetime.fromisoformat(...).astimezone(timezone.utc)`. Also **clarify the AO template**: UTC only, whole seconds. -**D3. Fuel flow derived from `am` is misaligned in time.** +**D3. Fuel flow derived from `am` is misaligned in time.** *Fixed on branch `fix/mass-derived-fuel-flow` (see the follow-up status table).* 1. `am` → `_derive_fuel_flow_from_mass_if_needed` (`bada_model.py:705-749`). It runs when `am` is present and `ff` is absent. 2. Expected (docstring and comment): ff[i] = −(m[i+1] − m[i]) / Δt[i]. Observed: @@ -539,6 +540,13 @@ is identical.* 5. **Convert in PyNEATS**: use `-np.diff(mass, append=np.nan) / segment_duration`, computed before the speed filter or with `segment_duration` recomputed after it. Regenerate golden files that use `am` without `ff`. +6. **Fix (2026-10-22).** `ff[i] = (m[i] − m[i+1]) / Δt[i]` (`np.diff(mass, append=nan)`), so + each point carries the burn of its own segment and Σ fuel_burn = m[0] − m[−1]. Measured + on the 5 golden `aircraft_mass_col` flights (`dev` 6f35319, BADA4, uniform 60 s grid): the + old total was 0.03–0.67 % low, and single points were off by up to 107–287 % in the + descent (top of descent and descent level changes), which reaches the per-point NOx/CO/HC/nvPM indices and the CoCiP + fuel per metre. The uneven-grid case after the speed filter also needs `segment_duration` + recomputed (I9, low-speed filter work). **D4. Partially null optional columns are not filled.** 1. `tas`, `ff`, `ee`, `am` → `neats_io.py:93-94` → `pycontrails_interpolation.py:108-112` → @@ -856,8 +864,8 @@ for a separate decision and were not fixed. results do not change (fleet before/after on the 4,959 sample flights). - **I11. The fleet step cache was shared between runners in one process.** Found - 2026-10-22, while checking the airport fuel file (A10). *Fixed on branch - `fix/step-cache-per-runner` (see the follow-up status table).* + 2026-10-22, while checking the airport fuel file (A10). *Fixed in #78 (see the follow-up + status table).* - **Defect.** `FleetRunner` builds its steps (parser, performance, emissions, ...) lazily and caches them per process (`_STEP_CACHE` in `runners/fleet.py`), keyed by (interface, name) only. The first runner's step was reused by any later runner in the diff --git a/src/pyneats/steps/performance/bada_model.py b/src/pyneats/steps/performance/bada_model.py index f4cee17..4c60a42 100644 --- a/src/pyneats/steps/performance/bada_model.py +++ b/src/pyneats/steps/performance/bada_model.py @@ -784,12 +784,12 @@ def _derive_fuel_flow_from_mass_if_needed(self, df: pd.DataFrame) -> None: When airlines provide aircraft_mass along the trajectory, we can infer fuel consumption from the decrease in mass over time. The code computes: - fuel_flow[i] = -(mass[i] - mass[i-1]) / segment_duration[i] + fuel_flow[i] = (mass[i] - mass[i+1]) / segment_duration[i] - i.e. a backward mass difference [kg] divided by the forward + i.e. the mass burned over segment i [kg] divided by its duration segment_duration[i] = t[i+1] - t[i] [s], giving kg/s for the whole - aircraft, clipped at 0. fuel_flow[0] is 0 and fuel_flow[-1] is NaN - (segment_duration[-1] is NaN) (see docs/internal/pyneats_units_audit.md). + aircraft, clipped at 0. fuel_flow[-1] is NaN (no next mass), so the + total fuel burn equals mass[0] - mass[-1] (audit D3). The derived fuel_flow will be preserved in the output (like airline-provided fuel_flow), while engine efficiency will still be computed using BADA thrust and fuel_flow for @@ -809,11 +809,10 @@ def _derive_fuel_flow_from_mass_if_needed(self, df: pd.DataFrame) -> None: mass_vals = df["aircraft_mass"].values dt_vals = df["segment_duration"].values - # mass_diff[i] = mass[i] - mass[i-1] (backward, kg), divided by the - # forward segment_duration[i] = t[i+1] - t[i] (s); last value is NaN - # (see docs/internal/pyneats_units_audit.md). - # Use prepend to handle first waypoint (assumes no mass change at t=0) - mass_diff = np.diff(mass_vals, prepend=mass_vals[0]) # First segment: diff=0 + # mass_diff[i] = mass[i+1] - mass[i] (forward, kg), over the same + # segment as segment_duration[i] = t[i+1] - t[i] (s). The last value is + # NaN: there is no next mass (audit D3). + mass_diff = np.diff(mass_vals, append=np.nan) fuel_flow_derived = -mass_diff / dt_vals # Negative sign because mass decreases # Ensure non-negative (handle numerical errors or unusual cases) diff --git a/tests/data/golden/fleet_5_flights_aggregated_output.json b/tests/data/golden/fleet_5_flights_aggregated_output.json index e486598..9f3dda6 100644 --- a/tests/data/golden/fleet_5_flights_aggregated_output.json +++ b/tests/data/golden/fleet_5_flights_aggregated_output.json @@ -138019,16 +138019,16 @@ "engine_uid": "01P21GE217", "gaseous_data_source": "FFM2", "nvpm_data_source": "ICAO EDB (T4/T2)", - "total_co2": 171877.31463984394, - "total_h2o": 66874.29629920129, - "total_so2": 65.29052787838327, - "total_sulphates": 1.3324597526200668, - "total_oc": 1.0881754646397213, - "total_nox": 988.2069725882398, - "total_co": 25.626356234657617, - "total_hc": 3.9308059746846555, - "total_nvpm_mass": 0.7506572600350425, - "total_nvpm_number": 1.491999243010342e+19, + "total_co2": 171992.8197693677, + "total_h2o": 66919.23721692528, + "total_so2": 65.33440447079494, + "total_sulphates": 1.3333551932815295, + "total_oc": 1.0889067411799158, + "total_nox": 975.7408960195585, + "total_co": 26.868320463459106, + "total_hc": 4.046610104220639, + "total_nvpm_mass": 0.746560709933569, + "total_nvpm_number": 1.4835639178470277e+19, "climate_impact": { "flight_information": { "departure_airport": "KMEM", @@ -138040,9 +138040,9 @@ "aircraft_type": "B77L", "flight_id": "FDX5067__tc_mass_no_tom_no_lf", "arrival_airport": "EBLG", - "co2_baseline_kg": 171877.31463984394, - "fuel_burn_kg": 54408.773231986066, - "contrails_ef_J": -254895366784508.38 + "co2_baseline_kg": 171992.8197693677, + "fuel_burn_kg": 54445.33705899579, + "contrails_ef_J": -258231343762392.28 }, "climate_metrics": [ { @@ -138050,18 +138050,18 @@ "value": [ { "horizon": 20, - "EAGWP_Wm2yr": 4.145680829113036e-09, - "CO2eq_kg": 171877.31463984394 + "EAGWP_Wm2yr": 4.148466812837148e-09, + "CO2eq_kg": 171992.8197693677 }, { "horizon": 50, - "EAGWP_Wm2yr": 8.164172445392587e-09, - "CO2eq_kg": 171877.31463984394 + "EAGWP_Wm2yr": 8.169658939044965e-09, + "CO2eq_kg": 171992.8197693677 }, { "horizon": 100, - "EAGWP_Wm2yr": 1.2760171838862014e-08, - "CO2eq_kg": 171877.31463984394 + "EAGWP_Wm2yr": 1.2768746939677856e-08, + "CO2eq_kg": 171992.8197693677 } ] }, @@ -138070,18 +138070,18 @@ "value": [ { "horizon": 20, - "EAGWP_Wm2yr": -5.858862323297133e-09, - "CO2eq_kg": -242904.7397718546 + "EAGWP_Wm2yr": -5.9355409623546806e-09, + "CO2eq_kg": -246083.78782565013 }, { "horizon": 50, - "EAGWP_Wm2yr": -5.858862323297133e-09, - "CO2eq_kg": -123344.46996415016 + "EAGWP_Wm2yr": -5.9355409623546806e-09, + "CO2eq_kg": -124958.7571022038 }, { "horizon": 100, - "EAGWP_Wm2yr": -5.858862323297133e-09, - "CO2eq_kg": -78917.86534613595 + "EAGWP_Wm2yr": -5.9355409623546806e-09, + "CO2eq_kg": -79950.7133937861 } ] }, @@ -138090,18 +138090,18 @@ "value": [ { "horizon": 20, - "EAGWP_Wm2yr": -2.0151610608981226e-09, - "CO2eq_kg": -83547.30766575964 + "EAGWP_Wm2yr": -1.99839442189076e-09, + "CO2eq_kg": -82852.17337855556 }, { "horizon": 50, - "EAGWP_Wm2yr": -2.4823794072847994e-09, - "CO2eq_kg": -52260.61910073262 + "EAGWP_Wm2yr": -2.461725395946021e-09, + "CO2eq_kg": -51825.797809389915 }, { "horizon": 100, - "EAGWP_Wm2yr": -2.5315652737705366e-09, - "CO2eq_kg": -34099.74776091779 + "EAGWP_Wm2yr": -2.510502023843522e-09, + "CO2eq_kg": -33816.02941599572 } ] }, @@ -138110,18 +138110,18 @@ "value": [ { "horizon": 20, - "EAGWP_Wm2yr": 1.5680898985094282e-08, - "CO2eq_kg": 650120.1900951195 + "EAGWP_Wm2yr": 1.5552819109954603e-08, + "CO2eq_kg": 644810.0791855142 }, { "horizon": 50, - "EAGWP_Wm2yr": 1.5680898985094282e-08, - "CO2eq_kg": 330124.18915987964 + "EAGWP_Wm2yr": 1.5552819109954603e-08, + "CO2eq_kg": 327427.7707358864 }, { "horizon": 100, - "EAGWP_Wm2yr": 1.5680898985094282e-08, - "CO2eq_kg": 211219.0057259467 + "EAGWP_Wm2yr": 1.5552819109954603e-08, + "CO2eq_kg": 209493.79189055233 } ] }, @@ -138130,18 +138130,18 @@ "value": [ { "horizon": 20, - "EAGWP_Wm2yr": 4.181934659836348e-10, - "CO2eq_kg": 17338.037561510566 + "EAGWP_Wm2yr": 4.166346550924989e-10, + "CO2eq_kg": 17273.41024429929 }, { "horizon": 50, - "EAGWP_Wm2yr": 4.181934659836348e-10, - "CO2eq_kg": 8804.072968076522 + "EAGWP_Wm2yr": 4.166346550924989e-10, + "CO2eq_kg": 8771.255896684188 }, { "horizon": 100, - "EAGWP_Wm2yr": 4.181934659836348e-10, - "CO2eq_kg": 5632.99388447784 + "EAGWP_Wm2yr": 4.166346550924989e-10, + "CO2eq_kg": 5611.996970534738 } ] } @@ -140052,29 +140052,28 @@ 213.36 ], "fuel_flow": [ - 0.0, 6.977918004373593, 6.714480061747599, - 6.2487410109228225, + 6.248741010921852, 5.9988302650473395, - 5.671127719938522, + 5.671127719939492, 5.378081366799112, - 5.17232323125063, + 5.17232323124966, 4.6833586401276985, 4.525033903912602, 4.159341389936162, 3.9105521536276986, 3.77371140953425, - 3.5897702919183456, 3.5897702919193155, - 3.0982806481401592, - 2.998382379873268, + 3.5897702919193155, + 3.098280648139189, + 2.9983823798742377, 3.229767761496866, 3.26267969115385, - 3.275691384274008, - 2.7068084190648127, + 3.275691384273038, + 2.7068084190657826, 2.4208197684473514, - 2.287633770125588, + 2.2876337701251033, 2.2876337701251033, 2.3380738401276178, 2.356415683764984, @@ -140085,11 +140084,11 @@ 2.0958677382281166, 2.0958677382281166, 2.0958677382281166, + 2.0958677382276316, 2.0958677382281166, 2.0958677382281166, 2.0958677382281166, 2.0958677382281166, - 2.0958677382286015, 2.0958677382281166, 2.0958677382281166, 2.0958677382281166, @@ -140101,9 +140100,9 @@ 2.0958677382281166, 2.0958677382281166, 2.0958677382281166, - 2.0958677382286015, 2.0958677382281166, 2.0958677382281166, + 2.0958677382276316, 2.0958677382281166, 2.0958677382281166, 2.0958677382281166, @@ -140111,23 +140110,23 @@ 2.0958677382281166, 2.70711606265686, 3.1146149456088703, - 3.1146149456088703, 3.1146149456093553, 3.1146149456088703, + 3.1146149456093553, 3.1146149456088703, 3.1146149456093553, 3.1146149456088703, 3.190026114281985, 3.217448357435933, - 3.217448357435933, + 3.217448357435448, 3.217448357435933, 2.66504024091167, - 2.4466463343793294, 2.4466463343788445, - 2.4466463343793294, 2.4466463343788445, 2.4466463343788445, - 2.4466463343793294, + 2.4466463343788445, + 2.4466463343788445, + 2.4466463343788445, 2.4466463343788445, 2.075392970107108, 1.972705869351436, @@ -140141,20 +140140,20 @@ 2.0113888377784557, 2.0242831605879474, 2.0242831605874625, - 2.056477933495383, + 2.056477933494898, 2.069206099528431, 2.0819229658988965, 2.086161921355718, 2.0918925681942104, 2.0945482338021977, 2.2299830621312138, - 2.31417227974113, + 2.314172279741615, 2.31417227974113, 2.31417227974113, 2.3150653148341616, - 2.36775438530943, 2.3677543853089444, - 2.4760555609468913, + 2.36775438530943, + 2.4760555609464063, 2.3141163980365187, 2.291365741728805, 2.29136574172832, @@ -140173,50 +140172,50 @@ 1.9578809288180006, 1.9308649810254186, 1.9308649810254186, + 1.9308649810249334, 1.9308649810254186, 1.9308649810249334, 1.9308649810254186, 1.9308649810254186, 1.9308649810249334, 1.9308649810254186, - 1.9308649810254186, 1.9308649810249334, 1.8882415173759606, 1.877585651463111, + 1.8775856514635962, 1.877585651463111, 1.877585651463111, 1.8775856514635962, 1.877585651463111, 1.877585651463111, - 1.877585651463111, 1.8775856514635962, 1.89224528336199, 1.9079159243570758, - 1.9079159243575607, 1.9079159243570758, 1.9079159243575607, 1.9079159243570758, 1.9079159243575607, + 1.9079159243570758, 1.8675512956998621, 1.8675512956998621, 1.8675512956998621, 1.8675512956993772, 1.8675512956998621, 1.8612739502908273, - 1.8597046139383262, 1.8597046139388111, 1.8597046139383262, + 1.8597046139388111, 1.8575520169402202, 1.8516323751949433, 1.8516323751949433, 1.8516323751949433, - 1.8516323751954284, + 1.8516323751949433, 1.857404920119734, - 1.85900158148191, 1.8590015814823952, 1.85900158148191, + 1.8590015814823952, + 1.8803197074555404, 1.8803197074555404, - 1.8803197074560254, 1.8803197074555404, 1.9131829868643158, 1.9131829868643158, @@ -140225,28 +140224,28 @@ 1.9248437242567888, 1.922632018114867, 1.922135512654495, - 1.9111078283565197, - 1.9020851775683696, - 1.9063993308731975, + 1.9111078283570047, + 1.9020851775673995, + 1.9063993308736826, 1.9182632524631724, - 1.9075205454758057, + 1.9075205454753208, 1.9043690317072712, 1.9039487360074419, - 1.9115214920811316, - 1.8929219775289918, - 1.8867409342419705, - 1.874125612799253, + 1.9115214920816166, + 1.8929219775285067, + 1.8867409342414854, + 1.8741256127997379, 1.9029607697079578, - 1.879420212120749, + 1.8794202121212342, 1.876468848604903, 1.876468848604903, 1.876468848604903, 1.876468848604903, 1.861859845771687, + 1.82777217249386, 1.8277721724943452, 1.8277721724943452, - 1.82777217249386, - 1.8180643596856194, + 1.8180643596851345, 1.8106407381254637, 1.8106407381249785, 1.829410183772173, @@ -140263,6 +140262,7 @@ 1.8469686974412374, 1.8469686974412374, 1.824211541491483, + 1.8179170089943606, 1.8179170089948458, 1.8179170089943606, 1.8179170089948458, @@ -140270,7 +140270,6 @@ 1.8179170089943606, 1.8179170089948458, 1.8179170089943606, - 1.8179170089948458, 1.8179170089943606, 1.8141147541551619, 1.8098766108271471, @@ -140283,12 +140282,12 @@ 1.8206168919302097, 1.8206168919302097, 1.8206168919302097, - 1.8141670550476798, + 1.814167055048165, + 1.8125545958270475, 1.8125545958275324, 1.8125545958275324, 1.8125545958270475, 1.8125545958275324, - 1.8125545958270475, 1.8125545958275324, 1.8125545958270475, 1.8125545958275324, @@ -140297,12 +140296,12 @@ 1.8050990285904844, 1.8050990285904844, 1.8050990285904844, - 1.8050990285909696, 1.8050990285904844, 1.8050990285904844, 1.8050990285904844, 1.8050990285904844, - 1.8050990285909696, + 1.8050990285904844, + 1.8050990285904844, 1.8050990285904844, 1.7934293833372066, 1.790201609117988, @@ -140314,25 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@@ -1228702,20 +1228702,20 @@ NaN, NaN, NaN, - 3.993958399285156e-06, - 6.046501209660127e-06, - 3.647956063156525e-06, - 8.524318469868139e-07, + 3.993958399285142e-06, + 6.046501209660113e-06, + 3.6479560631565114e-06, + 8.524318469868004e-07, NaN, NaN, NaN, NaN, NaN, NaN, - 6.341313477047462e-06, - 8.224869457570053e-06, - 8.529651350803245e-06, - 7.1666317492342385e-06, + 6.325660844381475e-06, + 8.224869457572248e-06, + 8.529651350803232e-06, + 7.166631749234225e-06, 3.693487364368392e-06, NaN, NaN, @@ -1228725,42 +1228725,42 @@ NaN, NaN, 1.474049820270979e-06, - 2.823842134781237e-06, - 3.5229467650367865e-06, + 2.8238421347812233e-06, + 3.522946765036773e-06, 5.232267243171432e-06, - 6.424084599683596e-06, - 6.677259072189648e-06, - 6.742707801333721e-06, - 6.38956370725212e-06, - 5.828218727926613e-06, - 5.284927789279141e-06, - 6.392876427611227e-06, - 8.03566089792686e-06, - 8.790220089847711e-06, - 8.117968545966547e-06, - 6.403986982910704e-06, - 4.078667651745667e-06, + 6.424508086884632e-06, + 6.703067947872744e-06, + 6.742707801333708e-06, + 6.389563707249301e-06, + 5.633064661109494e-06, + 5.246368702732021e-06, + 6.3928764276112134e-06, + 8.035660897929367e-06, + 8.790220089845272e-06, + 8.117968545966533e-06, + 6.403986982913035e-06, + 4.096515291549185e-06, NaN, NaN, NaN, NaN, NaN, - 6.728990219703913e-06, - 9.755388419094422e-06, - 1.23904343626131e-05, + 6.728990219703899e-06, + 9.755388419094408e-06, + 1.2390434362613086e-05, 1.5150446411889932e-05, 1.596317865434449e-05, - 1.6197261572582138e-05, - 1.6108472380962887e-05, - 1.575983167005737e-05, + 1.617464543430016e-05, + 1.610024986796389e-05, + 1.5759831670057355e-05, 1.5607093651374993e-05, - 1.547234154147934e-05, - 1.5135085674442255e-05, - 1.37660773325009e-05, - 1.2324928094009476e-05, - 9.554734571674684e-06, - 6.037306042034466e-06, - 1.6849388872344933e-06, + 1.5472341541479327e-05, + 1.5135085674439666e-05, + 1.3766077332503462e-05, + 1.2324928094009462e-05, + 9.55473457167467e-06, + 6.016449372710985e-06, + 1.632128448178684e-06, NaN, NaN, NaN, @@ -1229484,20 +1229484,20 @@ NaN, NaN, NaN, - 0.5209368594442182, - 0.6006084855637748, - 0.45784756869226945, - 0.157214724180167, + 0.5209368594442173, + 0.6006084855637742, + 0.4578475686922685, + 0.15721472418016488, NaN, NaN, NaN, NaN, NaN, NaN, - 0.5765872192228116, - 0.6291148928774104, - 0.6276341804816912, - 0.5812268448216098, + 0.5759837492246118, + 0.6291148928774727, + 0.6276341804816908, + 0.5812268448216094, 0.4165371394448807, NaN, NaN, @@ -1229507,42 +1229507,42 @@ NaN, NaN, 0.23616127708392962, - 0.37745673339884095, - 0.43520573209472274, + 0.3774567333988398, + 0.4352057320947218, 0.5423882075028498, - 0.5986771038654966, - 0.6139073575358218, - 0.6215495332960881, - 0.6071456410718741, - 0.5801967292039698, - 0.5510303018196341, - 0.5852361404092714, - 0.6261193680415711, - 0.6364042894790511, - 0.6065135442224882, - 0.5419666834539674, - 0.42748915559080986, + 0.5986929417978956, + 0.6148213359096787, + 0.6215495332960875, + 0.6071456410717688, + 0.5718794141780836, + 0.5492180033484254, + 0.585236140409271, + 0.6261193680416441, + 0.636404289478987, + 0.6065135442224877, + 0.5419666834540577, + 0.4285581111466986, NaN, NaN, NaN, NaN, NaN, - 0.5589913251765883, - 0.6462641026080632, - 0.696385040018856, + 0.5589913251765879, + 0.6462641026080629, + 0.6963850400188558, 0.7328557592341887, 0.7384466405142216, - 0.7371808970145837, - 0.7350833275541229, - 0.7282984587044222, + 0.7369100929895039, + 0.734983888024171, + 0.7282984587044221, 0.7241663808608737, - 0.7207026554584267, - 0.7135979605667404, - 0.6914867555447171, - 0.6670096212667891, - 0.6109150358737779, - 0.5016299511607227, - 0.22234444230407013, + 0.7207026554584265, + 0.7135979605667054, + 0.6914867555447567, + 0.6670096212667889, + 0.6109150358737776, + 0.5007648031381008, + 0.21688703564349593, NaN, NaN, NaN, @@ -1230276,8 +1230276,8 @@ NaN, NaN, NaN, - 2613455311932.4585, - 2627474882921.295, + 2605690155976.642, + 2627474882922.428, 2651192764700.722, 2659855167963.503, 2660925139412.9014, @@ -1230292,18 +1230292,18 @@ 2727484828523.9297, 2718329099803.014, 2705545419796.4844, - 2697791430568.4434, - 2693540078205.2134, + 2697969741594.5977, + 2704043155952.998, 2699250040305.957, - 2695249127911.892, - 2693032817953.8135, - 2620265455030.4946, + 2695249127910.781, + 2614710283752.8, + 2604567667630.709, 2612078615651.5625, - 2618724765800.644, - 2623857562111.4995, + 2618724765801.763, + 2623857562110.3784, 2629205226252.4507, - 2621114276297.4546, - 2620105648910.635, + 2621114276298.575, + 2628657795393.0044, NaN, NaN, NaN, @@ -1230314,17 +1230314,17 @@ 2626493048953.0864, 2619392168015.409, 2613669298627.8394, - 2605316829901.9253, - 2588407410920.068, + 2595836229906.2793, + 2584969786115.9033, 2576166548733.8223, 2568061866199.405, 2567357837728.489, - 2568475214475.3945, - 2571882374812.43, + 2568475214474.3013, + 2571882374813.525, 2571970942707.6416, 2561339145237.249, - 2550190297706.3516, - 2526516296795.9937, + 2541511967889.392, + 2505125299990.047, NaN, NaN, NaN, @@ -1231048,20 +1231048,20 @@ NaN, NaN, NaN, - 1450353296793.8938, - 1668470765296.9375, - 1268247241440.9932, - 433554952566.3379, + 1450353296793.8914, + 1668470765296.936, + 1268247241440.9905, + 433554952566.3321, NaN, NaN, NaN, NaN, NaN, NaN, - 1506884930870.222, - 1652983579507.117, - 1663979198171.9268, - 1545979226957.88, + 1500835185357.0898, + 1652983579507.9934, + 1663979198171.926, + 1545979226957.8787, 1108374145848.0203, NaN, NaN, @@ -1231071,42 +1231071,42 @@ NaN, NaN, 644835753454.688, - 1029507513769.5404, - 1183032405954.1594, + 1029507513769.5371, + 1183032405954.1567, 1467455930560.9604, - 1615105960485.8706, - 1653584071827.7935, - 1677717602801.6145, - 1636408759614.4753, - 1562488832615.7524, - 1443845664533.0144, - 1528682807469.5132, - 1639634295437.9104, - 1669834207509.8042, - 1594648580262.6628, - 1420556611278.7773, - 1120066751411.518, + 1615255441476.9778, + 1662503425500.4458, + 1677717602801.613, + 1636408759613.5168, + 1495298985317.962, + 1430475454002.0032, + 1528682807469.512, + 1639634295438.8025, + 1669834207508.9224, + 1594648580262.6616, + 1420556611279.6216, + 1126532619644.671, NaN, NaN, NaN, NaN, NaN, - 1468417366993.062, - 1700241874159.7854, - 1829050467004.4424, + 1468417366993.0608, + 1700241874159.7847, + 1829050467004.4417, 1919636636023.0203, 1930055312986.89, - 1920589797674.2927, - 1902695132684.8752, - 1876218126808.7336, + 1912897917565.7595, + 1899911143824.4763, + 1876218126808.7334, 1859704067472.4443, - 1850301611162.9265, - 1832858674815.8628, - 1778422599001.6892, - 1715529364404.6106, - 1564760595797.5256, - 1279251834488.986, - 561756856983.2498, + 1850301611162.9258, + 1832858674814.9927, + 1778422599002.548, + 1715529364404.6099, + 1564760595797.525, + 1272699740273.2585, + 543329200230.36475, NaN, NaN, NaN, @@ -1231830,8 +1231830,8 @@ 0.0, 0.0, 0.0, - -11052412219.019398, - -12704943638.37384, + -11052412219.019407, + -12704943638.373854, 0.0, 0.0, 0.0, @@ -1231840,10 +1231840,10 @@ 0.0, 0.0, 0.0, - -76902389728.70035, - -572271983565.2565, - -547049113809.45166, - 188414967016.58682, + -75820902665.27077, + -572271983565.2072, + -547049113809.45264, + 188414967016.58688, 0.0, 0.0, 0.0, @@ -1231852,42 +1231852,42 @@ 0.0, 0.0, 0.0, - -54813124006.48545, - -647805396601.4187, - -1925151700199.7578, - -3599195403019.7344, - -4858331619541.181, - -6019699776146.806, - -7107718782255.48, - -7885872384492.724, - -8437032299934.326, - -8951286014171.967, - -10679926090971.715, - -12638611455831.979, - -13438680329186.926, - -443308492739.254, - -41238489225.99723, + -54813124006.48549, + -647805396601.4188, + -1925151690332.4797, + -3599197916662.284, + -4859852106182.21, + -6036942744269.399, + -7108001633745.805, + -7882844654703.231, + -8093301885051.127, + -8880786750112.072, + -10679935775862.08, + -12638611418683.943, + -13438696934585.836, + -443308492739.252, + -41238488543.930595, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, - 67282174385.20669, - 6079190419233.078, - 8569971452115.062, - 10797151588493.25, - 12245790719773.66, - 13581477830233.06, - 13545157408805.418, - 13103749940602.441, - 11969541091054.076, - 10643400875806.992, - 9799041126466.01, - 9365258384080.738, - 8782106478380.89, - 7974227510244.099, - 6496735924473.06, + 67282174385.2067, + 6079190419233.084, + 8569971485345.654, + 10797133820176.205, + 12245540355060.404, + 13544357297883.01, + 13541927279895.162, + 13103764172949.334, + 11969633597249.732, + 10643409966988.746, + 9799022603427.646, + 9365197679517.697, + 8782129332504.529, + 7971951360178.462, + 6469156926298.57, 0.0, 0.0, 0.0, @@ -1232640,10 +1232640,10 @@ 14760000000000, 15840000000000, 16920000000000, - 18420000000000, - 20640000000000, + 18480000000000, + 20520000000000, 22560000000000, - 27900000000000, + 27840000000000, 30120000000000, 26460000000000, 26400000000000, @@ -1232663,13 +1232663,13 @@ 21240000000000, 22320000000000, 22260000000000, - 24180000000000, + 24060000000000, 23580000000000, 23520000000000, 21300000000000, 21240000000000, - 19620000000000, 19560000000000, + 19500000000000, 0, 0, 0, @@ -1233404,7 +1233404,7 @@ NaN, NaN, NaN, - 945.757557543508, + 945.757545790267, 881.5737718428352, 882.8511938793924, 888.2718253543437, @@ -1233419,19 +1233419,19 @@ 944.3481804899825, 907.5437586493421, 876.3367301447282, - 856.4065022939425, - 841.6549187677099, - 826.317107681536, - 804.6395238895116, - 771.2765618000741, - 741.0465724717343, - 653.2764032559041, - 616.8210147372332, - 572.0715358341779, - 681.0083777331756, + 856.4065023154124, + 841.6549237447882, + 826.3174228580303, + 803.7882310250853, + 773.0966949934948, + 741.0347746900601, + 654.2789506614479, + 616.8210147378687, + 572.0715358485663, + 681.0083777247797, 668.1184651463029, 927.3442258006554, - 934.0530447113772, + 934.0530451802883, NaN, NaN, NaN, @@ -1233440,19 +1233440,19 @@ 927.9601029381288, 811.8319315853632, 819.3123030418101, - 779.6808466852628, - 747.6110207029792, - 753.5303476978505, - 737.2396536428544, - 737.8508591448327, - 709.6482893856961, - 706.3223946257108, - 719.6850675046809, - 711.203996157945, - 752.0426167198026, - 748.6742363481098, - 774.3200887736947, - 765.5148995072942, + 779.6808466936926, + 747.6110198782168, + 753.5303669563539, + 703.3626338672154, + 737.8508591441878, + 711.4244453825318, + 706.3223946309456, + 719.6850674928379, + 711.2039962314491, + 752.0426169301783, + 748.6742423669169, + 775.1044043346211, + 766.3015541240188, NaN, NaN, NaN, @@ -1234186,7 +1234186,7 @@ NaN, NaN, NaN, - 165.75710673998555, + 165.75720581373884, 135.81421537489513, 135.0797531369628, 136.032393155683, @@ -1234201,19 +1234201,19 @@ 117.32664728685745, 118.5795029566259, 114.8997017040175, - 112.49316229140176, - 108.77620510212334, - 104.26258727068708, - 100.02110882738691, - 96.83388711887636, - 93.53822234291115, - 88.3340481225193, - 84.08478349946458, - 77.83684723215435, - 84.875834238691, + 112.49316206476128, + 108.77617077626014, + 104.25998974996442, + 100.06926769928762, + 96.78687474024521, + 93.56362808621202, + 88.39601614046333, + 84.08478350010004, + 77.83684725234941, + 84.87583423029506, 88.32332019116038, 159.47042045218936, - 234.3295339691897, + 234.3295344381008, NaN, NaN, NaN, @@ -1234222,19 +1234222,19 @@ 602.95019096747, 491.56269414597745, 500.1278138533757, - 472.9181816095044, - 449.6497029977932, - 453.6758699501651, - 447.3677938360143, - 448.25318636105055, - 428.31194856901845, - 426.4839993359454, - 440.84263096723026, - 442.2361465403712, - 476.85892762392285, - 484.0891207768482, - 499.6436366986492, - 491.19199545818213, + 472.91818152432194, + 449.64970364832806, + 453.67916437411844, + 427.46906931732735, + 448.25318636040566, + 429.37576105544673, + 426.48399934118015, + 440.8426309164618, + 442.2361465759181, + 476.8589274894671, + 484.0890767570565, + 500.14080429330505, + 491.6807602818848, NaN, NaN, NaN, @@ -1234968,7 +1234968,7 @@ NaN, NaN, NaN, - 277.8839416503906, + 277.88397216796875, 277.4788513183594, 276.76495361328125, 276.3270568847656, @@ -1234985,11 +1234985,11 @@ 252.8661651611328, 254.2434539794922, 255.19175720214844, - 256.1455078125, - 257.2279968261719, - 258.4236145019531, - 259.15362548828125, - 259.89691162109375, + 256.145263671875, + 257.2645568847656, + 258.364990234375, + 259.1544494628906, + 259.8904113769531, 259.5901794433594, 258.9841613769531, 259.3583679199219, @@ -1235006,17 +1235006,17 @@ 239.55128479003906, 238.1052703857422, 236.0723419189453, - 234.4088134765625, - 231.44508361816406, + 234.40769958496094, + 230.74111938476562, 228.6746826171875, - 224.83094787597656, + 224.85296630859375, 220.4182586669922, 215.79037475585938, 212.60360717773438, 212.49830627441406, 212.82984924316406, - 214.30686950683594, - 214.1698760986328, + 214.32679748535156, + 214.1930389404297, NaN, NaN, NaN, @@ 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21927.569590804807, + 27511.162865715858, 5224.430519789173, NaN ], @@ -19210,17 +19210,16 @@ "TOTAL" ], "fuel_burn": [ - 0.0, 429.4656751144794, 413.2520202952437, 384.58746221859474, 369.20635754981777, 349.0374483302585, - 331.00150267832214, - 318.3378318614559, + 331.00150267826393, + 318.3378318613977, 288.24382558319485, - 278.4995093438192, - 255.9924546176917, + 278.49950934387743, + 255.9924546177499, 240.6803748160601, 232.2583207723801, 220.93740868824534, @@ -19244,6 +19243,7 @@ 128.9930968785775, 128.9930968785775, 128.9930968785775, + 128.99309687851928, 128.9930968785775, 128.9930968785775, 128.9930968785775, @@ -19257,8 +19257,7 @@ 128.9930968785775, 128.9930968785775, 128.9930968785775, - 128.9930968785775, - 128.9930968785775, + 128.99309687851928, 128.9930968785775, 128.9930968785775, 128.9930968785775, @@ -19271,34 +19270,34 @@ 191.69331160088768, 191.69331160088768, 191.69331160088768, - 191.69331160088768, + 191.69331160082947, 191.69331160088768, 191.69331160088768, 191.69331160088768, 196.33459693059558, 198.02233705041, - 198.02233705041, + 198.0223370504682, 198.0223370504391, - 164.02361070355983, - 150.58225377567578, - 150.58225377570488, - 150.58225377570488, + 164.02361070353072, 150.58225377570488, 150.58225377567578, + 150.58225377567578, 150.58225377570488, + 150.58225377567578, + 150.58225377567578, 150.58225377570488, 127.73294877875016, - 121.4129282477079, 121.41292824767878, 121.4129282477079, - 121.4129282477079, 121.41292824767878, 121.4129282477079, 121.41292824767878, + 121.41292824767878, 121.4129282477079, + 121.41292824767878, 123.79372537668678, 124.58732441967003, - 124.58732441964094, + 124.58732441967003, 126.56879652544741, 127.35216921838582, 128.1348464578914, @@ -19307,7 +19306,7 @@ 128.91188614227576, 137.24741114352946, 142.4289537119039, - 142.428953711933, + 142.4289537119039, 142.4289537119039, 142.48391679956694, 145.7267389721237, @@ -19317,7 +19316,7 @@ 141.02529358887114, 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101.98925677670313, + 105.07141468935383, + 107.37510526246851, + 109.8259578029845, + 111.91937846712104, + 112.63638428065934, + 113.05005265728259, + 113.07441123534907, + 112.98799364177842, + 113.50550466384664, + 113.15543919146857, + 111.74233798775653, + 110.24587276875545, + 109.627345186436, + 109.51484143689706, NaN, NaN, NaN, @@ -130765,7 +130765,7 @@ NaN, 0.7128575866367446, 0.6990472464063706, - 0.6873991982707556, + 0.687399198270756, 0.6849045111796604, 0.69770763562184, 0.7196769538742528, @@ -130827,7 +130827,7 @@ 1.0557179847203562, 0.9731156901539263, 0.9414302806989356, - 0.9123433433407488, + 0.9123433433407496, 0.8902241682018392, 0.906775458315482, 0.9445918499487916, @@ -130883,7 +130883,7 @@ 0.878392394565939, 0.8662505522514556, 0.8403330513857392, - 0.7836653116336635, + 0.7836653116336642, 0.6785259007649681, NaN, NaN, @@ -133111,7 +133111,7 @@ NaN, 10315.303325056577, 10315.870832730481, - 10315.690223803023, + 10315.690223803022, 10314.84298176402, 10313.608845656941, 10312.459436372632, @@ -133166,14 +133166,14 @@ 10300.663313303741, 10300.039269645722, 10298.12453141937, - 10295.839320711435, + 10295.839320711433, 10293.287488264106, 10290.70773227468, 10289.67521830732, 10290.031176662875, 10290.005551433924, 10289.144198229204, - 10287.840409158722, + 10287.84040915872, 10287.397424593866, 10290.274215673415, 10293.715855647215, @@ -133229,7 +133229,7 @@ 10315.954349172525, 10316.627058821055, 10317.045326162217, - 10317.742749100653, + 10317.742749100651, 10318.682670588423, NaN, NaN, @@ -133473,7 +133473,7 @@ 10945.561918999429, 10945.564245044023, 10945.808686659737, - 10946.243814786249, + 10946.243814786247, 10947.252275376622, NaN, NaN, @@ -133514,7 +133514,7 @@ 10916.306003179112, 10916.047247668077, 10916.222280404267, - 10916.928831006124, + 10916.928831006122, 10917.677063615623, 10917.986327406783, 10918.042579281553, @@ -135504,15 +135504,15 @@ NaN, 3.9990514040271684e-06, 6.047116056456775e-06, - 3.6458842928123185e-06, - 8.482786319588592e-07, + 3.645884292812305e-06, + 8.482786319565823e-07, NaN, NaN, NaN, NaN, NaN, NaN, - 6.337654155723618e-06, + 6.322044624869328e-06, 8.220091342754103e-06, 8.52375095053592e-06, 7.160332422479716e-06, @@ -135527,40 +135527,40 @@ 1.4713670645033332e-06, 2.822156716686139e-06, 3.522189312772064e-06, - 5.233107518480858e-06, - 6.4260590620332606e-06, - 6.680398708643274e-06, - 6.746838724023698e-06, - 6.393623730696924e-06, - 5.831899061250561e-06, - 5.288490920103703e-06, - 6.395333252456263e-06, - 8.036725407039483e-06, - 8.790234613675662e-06, - 8.1170790278276e-06, - 6.402799746201121e-06, - 4.0776208146013485e-06, + 5.233107518480845e-06, + 6.426481759736123e-06, + 6.706163999324415e-06, + 6.7468387240236845e-06, + 6.39362373069691e-06, + 5.637063236650445e-06, + 5.249997832196702e-06, + 6.395333252453607e-06, + 8.03672540704199e-06, + 8.790234613673223e-06, + 8.117079027827587e-06, + 6.402799746203452e-06, + 4.095421394377822e-06, NaN, NaN, NaN, NaN, NaN, - 6.733581109875331e-06, + 6.733581109875317e-06, 9.760219176226455e-06, - 1.2395497552587719e-05, - 1.5155767301558484e-05, - 1.5968680014168985e-05, - 1.6203087245639787e-05, - 1.6114614992535144e-05, - 1.5766260469772993e-05, - 1.561357812277797e-05, + 1.2395497552587705e-05, + 1.515576730155847e-05, + 1.5968680014166315e-05, + 1.6180515608227976e-05, + 1.61064085405039e-05, + 1.576626046977298e-05, + 1.5613578122777957e-05, 1.5478689441970084e-05, - 1.5141078165244893e-05, - 1.3771669771411547e-05, + 1.5141078165244879e-05, + 1.3771669771411534e-05, 1.2330400384886892e-05, 9.560488201694028e-06, - 6.043569069695593e-06, - 1.6920296101473606e-06, + 6.022754178085941e-06, + 1.639319031004994e-06, NaN, NaN, NaN, @@ -136286,15 +136286,15 @@ NaN, 0.5222258711668242, 0.6014071675326054, - 0.45839387539136217, - 0.1568854107931995, + 0.4583938753913612, + 0.1568854107928445, NaN, NaN, NaN, NaN, NaN, NaN, - 0.5770155795045906, + 0.5764135872901542, 0.6294754694056238, 0.6279228792607242, 0.5814632667806197, @@ -136309,40 +136309,40 @@ 0.23628626913183776, 0.37794571414136313, 0.4358455777625486, - 0.543188464794524, - 0.5995284877088377, - 0.6148278484447793, - 0.6225330121857849, - 0.6081434171506943, - 0.5811962086361449, - 0.5520358920310988, - 0.5860987685751972, - 0.6268309402502183, - 0.63703090647229, - 0.6070893062034911, - 0.5425277996809481, - 0.42802624005733225, + 0.5431884647945234, + 0.5995442801584638, + 0.6157390457998757, + 0.6225330121857845, + 0.6081434171506939, + 0.5729032820265503, + 0.5502286760157609, + 0.5860987685750965, + 0.6268309402502913, + 0.6370309064722258, + 0.6070893062034907, + 0.5425277996810385, + 0.4290929911079085, NaN, NaN, NaN, NaN, NaN, - 0.5599429669603573, + 0.5599429669603567, 0.6471069988644871, - 0.6971458928830251, - 0.7335450055658217, - 0.7391196714510878, - 0.7378567134972269, - 0.7357696765828984, - 0.7290016192876854, - 0.7248744621562577, + 0.6971458928830249, + 0.7335450055658215, + 0.7391196714510556, + 0.7375869875700128, + 0.7356706338076212, + 0.7290016192876851, + 0.7248744621562575, 0.7214092584868019, - 0.7143002370699928, - 0.6922095198164719, + 0.7143002370699926, + 0.6922095198164717, 0.6677673755343659, 0.6117748576704723, - 0.5026630772964779, - 0.2236281911716242, + 0.5018005737837252, + 0.2181816317042461, NaN, NaN, NaN, @@ -137069,14 +137069,14 @@ 2770204304317.458, 2764077517007.1284, 2756170593715.6675, - 2743936231501.8257, + 2743936231500.7075, NaN, NaN, NaN, NaN, NaN, NaN, - 2600388035372.252, + 2592661705197.77, 2614337508507.708, 2637936800877.11, 2646555892123.5767, @@ -137092,18 +137092,18 @@ 2713847404382.3154, 2704737454302.755, 2692017692698.4985, - 2684302473415.483, - 2680072377813.8755, + 2684479892886.3125, + 2690522940172.8037, 2685753790103.9985, 2681772882271.905, - 2679567653864.722, - 2607164127755.0464, - 2599018222574.148, - 2605631141971.3667, - 2610738274300.673, + 2601636732333.7417, + 2591544829293.3965, + 2599018222573.0317, + 2605631141972.486, + 2610738274299.552, 2616059200120.9136, - 2607983354323.1274, - 2606971930845.0386, + 2607983354324.248, + 2615481208262.1772, NaN, NaN, NaN, @@ -137111,20 +137111,20 @@ NaN, 2613695080407.191, 2617666405436.811, - 2613310072755.883, + 2613310072755.8833, 2606239510381.464, - 2600542883505.5327, - 2592226549122.7627, - 2575395309441.74, + 2600542883504.4253, + 2582793583917.7725, + 2571974965811.5283, 2563207980886.5215, 2555125556030.1094, - 2554417675023.877, + 2554417675023.8755, 2555516931865.277, - 2558904874741.671, + 2558904874741.6724, 2559000360741.4883, 2548392757497.8467, - 2537260030659.103, - 2513672374376.1255, + 2528625702705.388, + 2492390121891.941, NaN, NaN, NaN, @@ -137850,15 +137850,15 @@ NaN, 1446672356132.2705, 1662336030343.814, - 1263411719693.0364, - 430483562869.5077, + 1263411719693.0337, + 430483562868.35815, NaN, NaN, NaN, NaN, NaN, NaN, - 1500464409167.1238, + 1494445434122.855, 1645661330352.6187, 1656420871314.5786, 1538875034751.672, @@ -137873,40 +137873,40 @@ 641951157643.8812, 1025686995319.9589, 1178847858466.589, - 1462272957696.594, - 1609315802439.877, - 1647783133727.5889, - 1671970396942.8306, - 1630902524646.9028, - 1557354561210.2263, - 1439248174936.7388, - 1523281379755.2058, - 1633290218667.1619, - 1663120969439.6597, - 1588181564788.6653, - 1414903470825.4648, - 1115852393494.6055, + 1462272957696.5925, + 1609464564980.3943, + 1656660027884.6782, + 1671970396942.8293, + 1630902524646.9016, + 1490486222594.8303, + 1425942280257.5964, + 1523281379754.2898, + 1633290218668.0535, + 1663120969438.778, + 1588181564788.664, + 1414903470826.3083, + 1122284654839.7441, NaN, NaN, NaN, NaN, NaN, - 1463520178052.892, + 1463520178052.8906, 1693910251650.6045, - 1821858384051.6033, - 1911793976148.6353, - 1922112401651.074, - 1912691762175.9795, - 1894897773901.0627, - 1868582768637.3926, - 1852145263169.0344, - 1842780560804.5557, - 1825406350267.7478, - 1771298314600.9612, + 1821858384051.603, + 1911793976148.6348, + 1922112401650.1716, + 1905034939077.067, + 1892126453235.9019, + 1868582768637.392, + 1852145263169.034, + 1842780560804.5547, + 1825406350267.7473, + 1771298314600.9617, 1708816954883.8394, 1559042616506.7078, - 1275386934912.4604, - 562128006279.8147, + 1268865828501.839, + 543793743637.92847, NaN, NaN, NaN, @@ -138630,8 +138630,8 @@ 0.0, 0.0, 0.0, - -11021747672.644201, - -12666527344.218023, + -11021747672.644215, + -12666527344.218037, 0.0, 0.0, 0.0, @@ -138640,9 +138640,9 @@ 0.0, 0.0, 0.0, - -76007913910.31157, - -564930263685.5449, - -541435285682.71173, + -74933581010.23618, + -564930263685.5448, + -541435285682.71155, 180380439290.9574, 0.0, 0.0, @@ -138652,42 +138652,42 @@ 0.0, 0.0, 0.0, - -54538457660.891174, + -54538457660.89118, -645260662567.284, - -1916845970199.423, - -3587474389339.32, - -4842261144298.445, - -6001136989389.282, - -7085202469037.48, - -7861746179567.793, - -8414877397524.822, - -8922635073272.05, - -10644706083583.09, - -12590805436289.766, - -13385781071033.49, - -441422804940.2088, - -41088014063.328255, + -1916845948902.86, + -3587476118845.9478, + -4842746367855.861, + -6018277698295.932, + -7085215192432.669, + -7859086139398.139, + -8068944724801.889, + -8853028307570.168, + -10644702221606.734, + -12590805379408.553, + -13385771871980.14, + -441422804940.2069, + -41088012856.47575, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, - 67625475970.9784, - 6062292589854.806, - 8543134047623.732, - 10762619675726.676, - 12208037391330.723, - 13541804323654.31, - 13515860744388.48, - 13066573154721.32, - 11936667950644.354, - 10606128437540.89, - 9766944890568.287, - 9339802643888.934, - 8757867039548.171, - 7954530551066.708, - 6482306701073.994, + 67625475970.97844, + 6062292589859.158, + 8543134147068.137, + 10762614069068.186, + 12207782115719.672, + 13504888406318.203, + 13489187085063.812, + 13066668537849.74, + 11936665852722.496, + 10606242833762.271, + 9766989405982.672, + 9339796822303.373, + 8757912797839.872, + 7952241055932.754, + 6454839351932.601, 0.0, 0.0, 0.0, @@ -139443,7 +139443,7 @@ 18360000000000, 20580000000000, 22560000000000, - 27840000000000, + 27780000000000, 30120000000000, 26460000000000, 26400000000000, @@ -139464,12 +139464,12 @@ 22320000000000, 22260000000000, 24060000000000, - 23700000000000, - 23640000000000, + 23580000000000, + 23520000000000, 21300000000000, 21240000000000, - 19620000000000, 19560000000000, + 19500000000000, 0, 0, 0, @@ -140204,7 +140204,7 @@ NaN, NaN, NaN, - 945.7576874516889, + 945.7576757371747, 881.5739040523571, 882.8512124071171, 888.2717889548444, @@ -140219,19 +140219,19 @@ 944.3482730752038, 907.5440053995342, 876.33701472954, - 856.4067757378517, - 841.6551866132268, - 826.3173977049167, - 805.4893201745697, - 772.1878157628597, - 741.0470419424728, - 654.2834166998282, - 616.8210373559835, - 572.0712773526503, - 681.0082381551073, + 856.4067757420327, + 841.655191574406, + 826.317712026919, + 805.4893202163445, + 772.1878333231703, + 741.0352563381208, + 655.2858086362663, + 616.8210373565864, + 571.1045014024003, + 681.0082381551405, 668.1183096775327, 927.3444250575606, - 934.0531121717237, + 934.0531126452732, NaN, NaN, NaN, @@ -140239,20 +140239,20 @@ NaN, 927.8603089910448, 811.83236737974, - 819.3125828387095, - 779.6810706060965, - 747.6112197274047, - 753.5305485744503, - 703.3629131368839, - 737.8511221445743, - 711.4246336449287, - 706.3224757373738, - 717.9449850347745, - 711.2040842747565, - 752.0427743086562, - 749.4989955083636, - 774.3205172263213, - 765.515947468163, + 819.3125828387007, + 779.6810705999238, + 747.6112189153295, + 753.5305671872103, + 737.2399502144192, + 737.8511221431781, + 711.4246336411453, + 706.3224771546714, + 719.6851315215516, + 708.5989421756267, + 752.0427745005061, + 748.674468844211, + 775.1048321388336, + 765.5115196947905, NaN, NaN, NaN, @@ -140986,7 +140986,7 @@ NaN, NaN, NaN, - 165.75632915176425, + 165.75642612265992, 135.8138570701734, 135.07980974860737, 136.03225582358763, @@ -141001,19 +141001,19 @@ 117.32634036923791, 118.57873988564003, 114.89873242048249, - 112.4921038787308, - 108.77491423921819, - 104.26103736547472, - 99.97037204966547, - 96.8098360727973, - 93.53746266949238, - 88.39226400552073, - 84.08472660229415, - 77.83693474598817, - 84.87601173132363, + 112.49210388291172, + 108.77487712313052, + 104.2584493792226, + 99.97037199170953, + 96.80976163551082, + 93.56283895310057, + 88.45315971839463, + 84.08472660289715, + 77.69541303546477, + 84.87601176603584, 88.3236071937372, 159.46887722981657, - 234.3298667997807, + 234.32986727333028, NaN, NaN, NaN, @@ -141021,20 +141021,20 @@ NaN, 602.5297039291958, 491.55915013246766, - 500.12910545069803, - 472.9194962529194, - 449.64883276889776, - 453.6766372123248, - 427.4688630225547, - 448.2530818337327, - 429.3754118355605, - 426.4843206891815, - 439.80992666564634, - 442.23552922286746, - 476.85779946583034, - 484.61054277009055, - 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a/tests/data/golden/fleet_5_flights_mixed_columns_output.json +++ b/tests/data/golden/fleet_5_flights_mixed_columns_output.json @@ -8609,16 +8609,16 @@ "engine_uid": "01P21GE217", "gaseous_data_source": "FFM2", "nvpm_data_source": "ICAO EDB (T4/T2)", - "total_co2": 177193.1078761277, - "total_h2o": 68942.5735043312, - "total_so2": 67.30982255503426, - "total_sulphates": 1.3736698480619238, - "total_oc": 1.1218303759172379, - "total_nox": 1041.0885447338937, - "total_co": 25.825929447195975, - "total_hc": 3.9880866483771413, - "total_nvpm_mass": 0.7738963463353934, - "total_nvpm_number": 1.5378342013608997e+19, + "total_co2": 177312.18532924505, + "total_h2o": 68988.90434734564, + "total_so2": 67.35505615545871, + "total_sulphates": 1.3745929827644636, + "total_oc": 1.1225842692576453, + "total_nox": 1027.4966029725624, + "total_co": 27.09454334334273, + "total_hc": 4.106989891219596, + "total_nvpm_mass": 0.7696720623606429, + "total_nvpm_number": 1.5291520016405836e+19, "climate_impact": { "flight_information": { "arrival_airport": "EBLG", @@ -8630,9 +8630,9 @@ "flight_id": "FDX5067", "bada_code": "B772LR", "departure_airport": "KMEM", - "co2_baseline_kg": 177193.1078761277, - "fuel_burn_kg": 56091.51879586189, - "contrails_ef_J": -258553521606410.53 + "co2_baseline_kg": 177312.18532924505, + "fuel_burn_kg": 56129.21346288227, + "contrails_ef_J": -261727889736667.0 }, "climate_metrics": [ { @@ -8640,18 +8640,18 @@ "value": [ { "horizon": 20, - "EAGWP_Wm2yr": 4.2738977619722e-09, - "CO2eq_kg": 177193.1078761277 + "EAGWP_Wm2yr": 4.276769910141391e-09, + "CO2eq_kg": 177312.18532924505 }, { "horizon": 50, - "EAGWP_Wm2yr": 8.416672624116065e-09, - "CO2eq_kg": 177193.1078761277 + "EAGWP_Wm2yr": 8.42232880313914e-09, + "CO2eq_kg": 177312.18532924505 }, { "horizon": 100, - "EAGWP_Wm2yr": 1.315481632872372e-08, - "CO2eq_kg": 177193.1078761277 + "EAGWP_Wm2yr": 1.3163656638843152e-08, + "CO2eq_kg": 177312.18532924505 } ] }, @@ -8660,18 +8660,18 @@ "value": [ { 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1.4964079513166367e-14, + 8.495579772535398e-15, NaN, NaN, NaN, @@ -146545,4 +146545,4 @@ NaN ] } -] \ No newline at end of file +] diff --git a/tests/test_mass_derived_fuel_flow.py b/tests/test_mass_derived_fuel_flow.py new file mode 100644 index 0000000..71cfe51 --- /dev/null +++ b/tests/test_mass_derived_fuel_flow.py @@ -0,0 +1,67 @@ +"""Fuel flow derived from an AO aircraft_mass column (audit D3). + +The fuel burned over segment i (t[i] -> t[i+1]) is mass[i] - mass[i+1]. The old +code used mass[i-1] - mass[i]: every value one point late, 0 at the first point, +the last segment's fuel lost, and the wrong duration when steps are uneven. +""" + +from __future__ import annotations + +from unittest.mock import MagicMock + +import numpy as np +import pandas as pd +import pytest + +from pyneats.steps.performance.bada_model import BADAPerformanceModel + + +def _derive(df: pd.DataFrame) -> pd.DataFrame: + model = MagicMock(spec=BADAPerformanceModel) + model.logger = MagicMock() + BADAPerformanceModel._derive_fuel_flow_from_mass_if_needed(model, df) + return df + + +def test_each_point_gets_the_burn_of_its_own_segment() -> None: + # Uneven steps (10, 10, 5 s): the burn of each segment over its own duration. + df = pd.DataFrame( + { + "aircraft_mass": [1000.0, 990.0, 975.0, 970.0], + "segment_duration": [10.0, 10.0, 5.0, np.nan], + } + ) + ff = _derive(df)["fuel_flow"].to_numpy() + np.testing.assert_allclose(ff[:3], [1.0, 1.5, 1.0]) + assert np.isnan(ff[-1]) # no next mass + + +def test_total_burn_equals_mass_drop() -> None: + mass = np.array([70_000.0, 69_890.0, 69_785.0, 69_700.0, 69_640.0]) + dt = np.array([60.0, 60.0, 60.0, 60.0, np.nan]) + df = _derive(pd.DataFrame({"aircraft_mass": mass, "segment_duration": dt})) + burn = np.nansum(df["fuel_flow"].to_numpy() * dt) + assert burn == pytest.approx(mass[0] - mass[-1], rel=1e-12) + + +def test_mass_increase_gives_zero_not_negative_flow() -> None: + df = _derive( + pd.DataFrame( + { + "aircraft_mass": [1000.0, 1001.0, 995.0], + "segment_duration": [10.0, 10.0, np.nan], + } + ) + ) + np.testing.assert_allclose(df["fuel_flow"].to_numpy()[:2], [0.0, 0.6]) + + +def test_provided_fuel_flow_is_kept() -> None: + df = pd.DataFrame( + { + "aircraft_mass": [1000.0, 990.0], + "segment_duration": [10.0, np.nan], + "fuel_flow": [2.0, 2.0], + } + ) + np.testing.assert_allclose(_derive(df)["fuel_flow"].to_numpy(), [2.0, 2.0])