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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'Engine Condition'}) and 15 missing columns ({'lube_stress', 'thermal_ratio', 'rpm_x_temp', 'temp_x_fuelpress', 'press_balance', 'oil_temp_squared', 'cool_vs_lube_balance', 'delta_temp', 'cooling_eff_index', 'fuel_eff_proxy', 'oil_viscosity_proxy', 'oilpress_x_fuelpress', 'total_pressure', 'rpm_x_oilpress', 'coolant_temp_squared'}).
This happened while the csv dataset builder was generating data using
hf://datasets/bala-ai/vehicle-engine-failure-prediction/engine_data.csv (at revision 9b47bcbc01fa178723a6f729c6b6a4436a6f86bd)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 644, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
Engine rpm: int64
Lub oil pressure: double
Fuel pressure: double
Coolant pressure: double
lub oil temp: double
Coolant temp: double
Engine Condition: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1152
to
{'Engine rpm': Value('int64'), 'Lub oil pressure': Value('float64'), 'Fuel pressure': Value('float64'), 'Coolant pressure': Value('float64'), 'lub oil temp': Value('float64'), 'Coolant temp': Value('float64'), 'delta_temp': Value('float64'), 'oil_viscosity_proxy': Value('float64'), 'cooling_eff_index': Value('float64'), 'oil_temp_squared': Value('float64'), 'coolant_temp_squared': Value('float64'), 'thermal_ratio': Value('float64'), 'fuel_eff_proxy': Value('float64'), 'lube_stress': Value('float64'), 'press_balance': Value('float64'), 'cool_vs_lube_balance': Value('float64'), 'total_pressure': Value('float64'), 'rpm_x_oilpress': Value('float64'), 'temp_x_fuelpress': Value('float64'), 'rpm_x_temp': Value('float64'), 'oilpress_x_fuelpress': Value('float64')}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1456, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1055, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'Engine Condition'}) and 15 missing columns ({'lube_stress', 'thermal_ratio', 'rpm_x_temp', 'temp_x_fuelpress', 'press_balance', 'oil_temp_squared', 'cool_vs_lube_balance', 'delta_temp', 'cooling_eff_index', 'fuel_eff_proxy', 'oil_viscosity_proxy', 'oilpress_x_fuelpress', 'total_pressure', 'rpm_x_oilpress', 'coolant_temp_squared'}).
This happened while the csv dataset builder was generating data using
hf://datasets/bala-ai/vehicle-engine-failure-prediction/engine_data.csv (at revision 9b47bcbc01fa178723a6f729c6b6a4436a6f86bd)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
Engine rpm int64 | Lub oil pressure float64 | Fuel pressure float64 | Coolant pressure float64 | lub oil temp float64 | Coolant temp float64 | delta_temp float64 | oil_viscosity_proxy float64 | cooling_eff_index float64 | oil_temp_squared float64 | coolant_temp_squared float64 | thermal_ratio float64 | fuel_eff_proxy float64 | lube_stress float64 | press_balance float64 | cool_vs_lube_balance float64 | total_pressure float64 | rpm_x_oilpress float64 | temp_x_fuelpress float64 | rpm_x_temp float64 | oilpress_x_fuelpress float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
634 | 2.61126 | 10.453517 | 2.771041 | 75.86364 | 79.245834 | 3.382194 | 0.03442 | 0.034968 | 5,755.291929 | 6,279.902235 | 0.95732 | 0.016488 | 242.79376 | 0.249797 | 1.061185 | 15.835818 | 1,655.538681 | 828.397654 | 50,241.85887 | 27.296847 |
856 | 4.04384 | 5.829366 | 2.460446 | 73.860133 | 71.047078 | -2.813054 | 0.05475 | 0.034631 | 5,455.319174 | 5,047.687295 | 1.039594 | 0.00681 | 211.679449 | 0.6937 | 0.608442 | 12.333653 | 3,461.527289 | 414.159419 | 60,816.298785 | 23.573025 |
814 | 4.073486 | 5.25712 | 1.866571 | 81.84007 | 76.715591 | -5.124479 | 0.049774 | 0.024331 | 6,697.797038 | 5,885.281866 | 1.066798 | 0.006458 | 199.828369 | 0.77485 | 0.458223 | 11.197176 | 3,315.817354 | 403.303085 | 62,446.490879 | 21.414804 |
379 | 2.724639 | 4.712955 | 1.981593 | 77.09226 | 76.106727 | -0.985533 | 0.035343 | 0.026037 | 5,943.216532 | 5,792.233873 | 1.012949 | 0.012435 | 139.100492 | 0.578116 | 0.727284 | 9.419188 | 1,032.638137 | 358.687613 | 28,844.44948 | 12.841102 |
868 | 2.672809 | 5.273917 | 1.905387 | 78.475478 | 72.088361 | -6.387116 | 0.034059 | 0.026431 | 6,158.400586 | 5,196.731859 | 1.088601 | 0.006076 | 324.750788 | 0.506797 | 0.712876 | 9.852113 | 2,319.998008 | 380.188019 | 62,572.697756 | 14.096171 |
486 | 2.751187 | 4.981189 | 1.947335 | 77.915084 | 82.366213 | 4.451129 | 0.03531 | 0.023642 | 6,070.760329 | 6,784.193049 | 0.945959 | 0.010249 | 176.650382 | 0.552314 | 0.707814 | 9.679711 | 1,337.076882 | 410.281654 | 40,029.979533 | 13.704182 |
584 | 2.017893 | 7.132055 | 2.591518 | 75.530132 | 76.892572 | 1.36244 | 0.026716 | 0.033703 | 5,704.800789 | 5,912.467598 | 0.982281 | 0.012212 | 289.409341 | 0.282933 | 1.284263 | 11.741466 | 1,178.449556 | 548.402073 | 44,905.261931 | 14.391725 |
642 | 3.9584 | 6.737429 | 1.969273 | 77.925034 | 66.415888 | -11.509146 | 0.050798 | 0.029651 | 6,072.310969 | 4,411.070175 | 1.173289 | 0.010494 | 162.186319 | 0.587523 | 0.497491 | 12.665102 | 2,541.293011 | 447.472314 | 42,639.000077 | 26.66944 |
1,041 | 4.521053 | 6.210473 | 3.187334 | 79.197006 | 71.817446 | -7.37956 | 0.057086 | 0.044381 | 6,272.165821 | 5,157.745594 | 1.102754 | 0.005966 | 230.255604 | 0.727971 | 0.704997 | 13.91886 | 4,706.415761 | 446.020342 | 74,761.961609 | 28.077877 |
1,427 | 2.843245 | 4.407384 | 2.191826 | 75.031977 | 78.144296 | 3.112319 | 0.037894 | 0.028048 | 5,629.797586 | 6,106.530996 | 0.960172 | 0.003089 | 501.889602 | 0.645108 | 0.770886 | 9.442455 | 4,057.310274 | 344.411955 | 111,511.910378 | 12.531273 |
1,123 | 3.211094 | 5.409431 | 1.711328 | 78.549739 | 91.426048 | 12.876309 | 0.04088 | 0.018718 | 6,170.06155 | 8,358.722322 | 0.859161 | 0.004817 | 349.723971 | 0.593609 | 0.532941 | 10.331853 | 3,606.058424 | 494.56292 | 102,671.452331 | 17.370191 |
965 | 5.528486 | 15.001236 | 1.98097 | 77.003742 | 81.298834 | 4.295093 | 0.071795 | 0.024367 | 5,929.576242 | 6,609.50047 | 0.947169 | 0.015545 | 174.550186 | 0.368535 | 0.35832 | 22.510691 | 5,334.988949 | 1,219.582966 | 78,453.375167 | 82.93412 |
486 | 3.98722 | 10.195593 | 2.41434 | 77.262093 | 80.299991 | 3.037899 | 0.051606 | 0.030066 | 5,969.430965 | 6,448.088612 | 0.962168 | 0.020979 | 121.889128 | 0.391073 | 0.605518 | 16.597153 | 1,937.788961 | 818.706026 | 39,025.795801 | 40.652073 |
579 | 1.883619 | 7.229599 | 2.422351 | 75.585566 | 66.912858 | -8.672709 | 0.02492 | 0.036202 | 5,713.177819 | 4,477.330526 | 1.129612 | 0.012486 | 307.385382 | 0.260542 | 1.286002 | 11.535569 | 1,090.615362 | 483.753098 | 38,742.544608 | 13.617809 |
690 | 4.396677 | 4.546554 | 4.79766 | 77.070856 | 86.781604 | 9.710748 | 0.057047 | 0.055284 | 5,939.916846 | 7,531.046822 | 0.888101 | 0.006589 | 156.936335 | 0.967033 | 1.091199 | 13.740891 | 3,033.707385 | 394.55726 | 59,879.306877 | 19.989732 |
707 | 2.823438 | 10.330139 | 2.366586 | 78.438727 | 68.779584 | -9.659142 | 0.035995 | 0.034408 | 6,152.633838 | 4,730.631197 | 1.140436 | 0.014611 | 250.403097 | 0.27332 | 0.83819 | 15.520162 | 1,996.170317 | 710.502634 | 48,627.166001 | 29.166501 |
499 | 4.237938 | 5.19752 | 1.561667 | 76.660087 | 83.861419 | 7.201332 | 0.055282 | 0.018622 | 5,876.769002 | 7,032.737612 | 0.914128 | 0.010416 | 117.745655 | 0.815375 | 0.368496 | 10.997125 | 2,114.731215 | 435.871381 | 41,846.848126 | 22.026768 |
700 | 2.946622 | 5.100845 | 2.015737 | 77.140404 | 74.759147 | -2.381257 | 0.038198 | 0.026963 | 5,950.641935 | 5,588.930074 | 1.031852 | 0.007287 | 237.559367 | 0.577672 | 0.684082 | 10.063204 | 2,062.635302 | 381.334823 | 52,331.402963 | 15.030261 |
789 | 3.967424 | 8.73506 | 1.681298 | 77.01658 | 79.795167 | 2.778587 | 0.051514 | 0.02107 | 5,931.553606 | 6,367.268718 | 0.965178 | 0.011071 | 198.869107 | 0.454195 | 0.423775 | 14.383781 | 3,130.297311 | 697.015578 | 62,958.386968 | 34.655684 |
1,018 | 4.238126 | 8.273003 | 1.617142 | 77.053007 | 78.434893 | 1.381886 | 0.055003 | 0.020618 | 5,937.165872 | 6,152.032382 | 0.982382 | 0.008127 | 240.19993 | 0.512283 | 0.381569 | 14.128271 | 4,314.412396 | 648.892134 | 79,846.720697 | 35.062032 |
414 | 2.959878 | 9.779071 | 2.704704 | 75.193618 | 70.866775 | -4.326843 | 0.039363 | 0.038166 | 5,654.08025 | 5,022.099803 | 1.061056 | 0.023621 | 139.870162 | 0.302674 | 0.913786 | 15.443653 | 1,225.389451 | 693.011222 | 29,338.844862 | 28.944856 |
954 | 2.016859 | 3.514317 | 2.123193 | 78.44476 | 74.049494 | -4.395265 | 0.025711 | 0.028673 | 6,153.580298 | 5,483.327591 | 1.059356 | 0.003684 | 473.010397 | 0.573896 | 1.052718 | 7.654369 | 1,924.083472 | 260.233377 | 70,643.217467 | 7.087881 |
1,200 | 2.584647 | 7.104494 | 1.439068 | 78.971899 | 76.239123 | -2.732777 | 0.032729 | 0.018876 | 6,236.560854 | 5,812.403807 | 1.035845 | 0.00592 | 464.278315 | 0.363804 | 0.556773 | 11.128208 | 3,101.575891 | 541.640384 | 91,486.94706 | 18.362606 |
723 | 2.847779 | 18.21288 | 3.116209 | 77.298042 | 88.598069 | 11.300027 | 0.036842 | 0.035172 | 5,974.987299 | 7,849.617825 | 0.872457 | 0.025191 | 253.881141 | 0.156361 | 1.094256 | 24.176869 | 2,058.944446 | 1,613.626001 | 64,056.403865 | 51.866263 |
937 | 3.541316 | 10.704341 | 2.888997 | 76.600056 | 72.102083 | -4.497973 | 0.046231 | 0.040068 | 5,867.56865 | 5,198.710376 | 1.062383 | 0.011424 | 264.590174 | 0.33083 | 0.815795 | 17.134653 | 3,318.212869 | 771.805268 | 67,559.65179 | 37.907451 |
474 | 3.812962 | 13.472693 | 1.666002 | 77.838465 | 74.424184 | -3.41428 | 0.048986 | 0.022385 | 6,058.826562 | 5,538.959195 | 1.045876 | 0.028423 | 124.312473 | 0.283014 | 0.43693 | 18.951658 | 1,807.344075 | 1,002.694221 | 35,277.063316 | 51.370871 |
1,484 | 4.695227 | 7.098034 | 1.33657 | 74.223201 | 68.957024 | -5.266176 | 0.063258 | 0.019383 | 5,509.083544 | 4,755.071222 | 1.076369 | 0.004783 | 316.064971 | 0.661482 | 0.284665 | 13.129831 | 6,967.717128 | 489.459335 | 102,332.224299 | 33.326884 |
1,119 | 3.223373 | 7.793733 | 1.689749 | 77.653993 | 82.166274 | 4.512281 | 0.041509 | 0.020565 | 6,030.142601 | 6,751.296535 | 0.945083 | 0.006965 | 347.150779 | 0.413585 | 0.524216 | 12.706855 | 3,606.954645 | 640.381983 | 91,944.060281 | 25.12211 |
692 | 2.198147 | 6.763849 | 2.909702 | 73.582929 | 71.041773 | -2.541156 | 0.029873 | 0.040958 | 5,414.447486 | 5,046.933574 | 1.03577 | 0.009774 | 314.809179 | 0.324984 | 1.323701 | 11.871698 | 1,521.117721 | 480.515853 | 49,160.90722 | 14.867935 |
1,011 | 5.085095 | 5.451618 | 1.3622 | 83.722624 | 74.444864 | -9.27776 | 0.060737 | 0.018298 | 7,009.47779 | 5,542.037758 | 1.124626 | 0.005392 | 198.81594 | 0.932766 | 0.26788 | 11.898913 | 5,141.031398 | 405.844931 | 75,263.757383 | 27.721995 |
697 | 4.58614 | 5.980066 | 1.411176 | 76.482926 | 79.626088 | 3.143162 | 0.059963 | 0.017723 | 5,849.637974 | 6,340.3139 | 0.960526 | 0.00858 | 151.979331 | 0.766903 | 0.307704 | 11.977383 | 3,196.53954 | 476.169278 | 55,499.383378 | 27.42542 |
563 | 4.61394 | 6.511851 | 1.640371 | 73.730509 | 74.400183 | 0.669674 | 0.062578 | 0.022048 | 5,436.188008 | 5,535.38721 | 0.990999 | 0.011566 | 122.021264 | 0.708544 | 0.355524 | 12.766162 | 2,597.648171 | 484.482925 | 41,887.30295 | 30.04529 |
882 | 3.981534 | 4.610832 | 4.091422 | 78.324789 | 80.388539 | 2.063749 | 0.050834 | 0.050896 | 6,134.772631 | 6,462.317175 | 0.974328 | 0.005228 | 221.522106 | 0.863516 | 1.027597 | 12.683788 | 3,511.712946 | 370.658033 | 70,902.691248 | 18.358183 |
919 | 2.524388 | 5.262508 | 1.560854 | 75.0724 | 77.914513 | 2.842113 | 0.033626 | 0.020033 | 5,635.86521 | 6,070.671283 | 0.963523 | 0.005726 | 364.047153 | 0.479692 | 0.618308 | 9.347751 | 2,319.912815 | 410.025735 | 71,603.437135 | 13.284613 |
508 | 2.649771 | 13.77961 | 2.124557 | 76.951287 | 73.155234 | -3.796053 | 0.034434 | 0.029042 | 5,921.500643 | 5,351.688285 | 1.05189 | 0.027125 | 191.713947 | 0.192296 | 0.801786 | 18.553938 | 1,346.08374 | 1,008.050576 | 37,162.858953 | 36.512812 |
576 | 3.634043 | 3.993163 | 2.701828 | 75.820912 | 84.370682 | 8.54977 | 0.047929 | 0.032023 | 5,748.810686 | 7,118.411952 | 0.898664 | 0.006933 | 158.500709 | 0.910064 | 0.743475 | 10.329034 | 2,093.208857 | 336.905901 | 48,597.512734 | 14.511327 |
625 | 3.347637 | 8.21048 | 2.389763 | 77.431721 | 74.826085 | -2.605636 | 0.043233 | 0.031938 | 5,995.671415 | 5,598.942999 | 1.034822 | 0.013137 | 186.698287 | 0.407727 | 0.713863 | 13.947881 | 2,092.273254 | 614.358111 | 46,766.303138 | 27.48571 |
1,320 | 2.460606 | 6.232507 | 1.655347 | 76.172532 | 80.888912 | 4.71638 | 0.032303 | 0.020464 | 5,802.254651 | 6,543.016065 | 0.941693 | 0.004722 | 536.451124 | 0.394801 | 0.672737 | 10.34846 | 3,247.999383 | 504.140709 | 106,773.363682 | 15.335742 |
1,065 | 2.980682 | 7.989947 | 2.358523 | 75.667198 | 74.257403 | -1.409795 | 0.039392 | 0.031761 | 5,725.524787 | 5,514.161902 | 1.018985 | 0.007502 | 357.29958 | 0.373054 | 0.791267 | 13.329152 | 3,174.426331 | 593.312701 | 79,084.134206 | 23.815491 |
383 | 2.450984 | 4.52132 | 1.675139 | 75.25322 | 86.457624 | 11.204403 | 0.03257 | 0.019375 | 5,663.047161 | 7,474.920673 | 0.870406 | 0.011805 | 156.263125 | 0.542094 | 0.683453 | 8.647444 | 938.726919 | 390.902609 | 33,113.269827 | 11.081684 |
936 | 3.520735 | 6.521204 | 1.128547 | 89.241175 | 81.057789 | -8.183386 | 0.039452 | 0.013923 | 7,963.98739 | 6,570.365188 | 1.100957 | 0.006967 | 265.852849 | 0.539889 | 0.320542 | 11.170485 | 3,295.407649 | 528.594364 | 75,870.090682 | 22.959428 |
620 | 2.364693 | 6.088848 | 6.287516 | 77.442036 | 86.720841 | 9.278805 | 0.030535 | 0.072503 | 5,997.268992 | 7,520.504278 | 0.893004 | 0.009821 | 262.189398 | 0.388364 | 2.658903 | 14.741057 | 1,466.109525 | 528.030057 | 53,766.92147 | 14.398256 |
825 | 2.922278 | 13.23025 | 3.007005 | 76.947925 | 82.774509 | 5.826584 | 0.037977 | 0.036328 | 5,920.98312 | 6,851.619325 | 0.929609 | 0.016037 | 282.313003 | 0.220878 | 1.02899 | 19.159533 | 2,410.879638 | 1,095.127443 | 68,288.969851 | 38.662473 |
1,022 | 2.661488 | 5.247992 | 2.75108 | 77.459595 | 81.898691 | 4.439096 | 0.03436 | 0.033591 | 5,999.988885 | 6,707.395661 | 0.945798 | 0.005135 | 383.994283 | 0.507143 | 1.033658 | 10.66056 | 2,720.040691 | 429.803673 | 83,700.462662 | 13.967467 |
926 | 4.023769 | 8.90698 | 1.753711 | 78.035056 | 81.447592 | 3.412536 | 0.051564 | 0.021532 | 6,089.469949 | 6,633.710285 | 0.958101 | 0.009619 | 230.13191 | 0.451754 | 0.435837 | 14.684461 | 3,726.010314 | 725.452099 | 75,420.470433 | 35.839633 |
758 | 3.635973 | 8.612594 | 4.991061 | 74.050831 | 71.843185 | -2.207646 | 0.049101 | 0.069472 | 5,483.525554 | 5,161.443204 | 1.030729 | 0.011362 | 208.471845 | 0.422169 | 1.372686 | 17.239628 | 2,756.067221 | 618.756167 | 54,457.134086 | 31.315155 |
972 | 3.124232 | 6.554847 | 1.894652 | 80.572759 | 76.736655 | -3.836105 | 0.038775 | 0.02469 | 6,491.969569 | 5,888.514144 | 1.04999 | 0.006744 | 311.115429 | 0.476629 | 0.606436 | 11.573731 | 3,036.75385 | 502.997044 | 74,588.028174 | 20.478866 |
857 | 2.627537 | 8.841238 | 1.130811 | 80.198149 | 68.386121 | -11.812029 | 0.032763 | 0.016536 | 6,431.743122 | 4,676.66148 | 1.172725 | 0.010316 | 326.15974 | 0.297191 | 0.430368 | 12.599586 | 2,251.799086 | 604.617972 | 58,606.905286 | 23.230679 |
487 | 2.730183 | 6.292673 | 2.798752 | 73.761799 | 83.355365 | 9.593566 | 0.037014 | 0.033576 | 5,440.802964 | 6,948.116823 | 0.884908 | 0.012921 | 178.37565 | 0.433866 | 1.025111 | 11.821609 | 1,329.599255 | 524.528048 | 40,594.062604 | 17.18015 |
1,115 | 2.463577 | 6.764073 | 2.657332 | 76.229416 | 92.485425 | 16.256009 | 0.032318 | 0.028732 | 5,810.92385 | 8,553.553812 | 0.824232 | 0.006066 | 452.592013 | 0.364215 | 1.078643 | 11.884983 | 2,746.888847 | 625.578171 | 103,121.248719 | 16.663818 |
515 | 3.706905 | 6.084796 | 4.738294 | 75.751212 | 90.412117 | 14.660905 | 0.048935 | 0.052408 | 5,738.246148 | 8,174.350926 | 0.837843 | 0.011815 | 138.929549 | 0.609207 | 1.278231 | 14.529994 | 1,909.055968 | 550.139268 | 46,562.240327 | 22.555759 |
597 | 3.493871 | 4.278638 | 2.152846 | 84.691156 | 76.261661 | -8.429495 | 0.041254 | 0.02823 | 7,172.591944 | 5,815.840958 | 1.110534 | 0.007167 | 170.870178 | 0.816583 | 0.616176 | 9.925355 | 2,085.840749 | 326.296016 | 45,528.211695 | 14.949006 |
625 | 3.517158 | 9.034119 | 1.701086 | 75.064717 | 80.701022 | 5.636305 | 0.046855 | 0.021079 | 5,634.711746 | 6,512.655029 | 0.930158 | 0.014455 | 177.699807 | 0.389319 | 0.483652 | 14.252362 | 2,198.223483 | 729.062642 | 50,438.13905 | 31.77442 |
749 | 3.379445 | 4.377736 | 3.016 | 77.047933 | 88.563646 | 11.515713 | 0.043862 | 0.034055 | 5,936.384007 | 7,843.519469 | 0.869972 | 0.005845 | 221.63339 | 0.77196 | 0.892452 | 10.77318 | 2,531.204077 | 387.708221 | 66,334.171176 | 14.794315 |
854 | 3.046016 | 6.86104 | 1.252787 | 73.392475 | 87.655168 | 14.262693 | 0.041503 | 0.014292 | 5,386.455401 | 7,683.428524 | 0.837286 | 0.008034 | 280.365282 | 0.443958 | 0.411286 | 11.159843 | 2,601.297851 | 601.405619 | 74,857.513703 | 20.898839 |
943 | 2.042534 | 3.918224 | 2.121771 | 76.986203 | 74.210794 | -2.77541 | 0.026531 | 0.028591 | 5,926.875477 | 5,507.241873 | 1.037399 | 0.004155 | 461.67909 | 0.521289 | 1.038788 | 8.08253 | 1,926.109856 | 290.774526 | 69,980.77828 | 8.003107 |
610 | 3.705538 | 4.348259 | 3.50053 | 76.06661 | 79.749636 | 3.683026 | 0.048714 | 0.043894 | 5,786.129096 | 6,360.004375 | 0.953818 | 0.007128 | 164.618046 | 0.852187 | 0.944673 | 11.554327 | 2,260.377923 | 346.772095 | 48,647.277704 | 16.112638 |
749 | 2.501936 | 6.059382 | 2.913548 | 81.351153 | 85.476779 | 4.125627 | 0.030755 | 0.034086 | 6,618.010075 | 7,306.279829 | 0.951734 | 0.00809 | 299.366937 | 0.412902 | 1.164512 | 11.474866 | 1,873.950287 | 517.936469 | 64,022.107823 | 15.160188 |
610 | 4.2298 | 5.423975 | 3.072547 | 76.692504 | 79.418284 | 2.72578 | 0.055153 | 0.038688 | 5,881.740182 | 6,307.263873 | 0.965678 | 0.008892 | 144.214533 | 0.779832 | 0.726403 | 12.726322 | 2,580.177695 | 430.762813 | 48,445.153393 | 22.942328 |
349 | 3.025148 | 8.33602 | 2.979573 | 77.128701 | 87.039148 | 9.910447 | 0.039222 | 0.034233 | 5,948.836573 | 7,575.813267 | 0.886138 | 0.023885 | 115.365877 | 0.3629 | 0.984931 | 14.34074 | 1,055.776636 | 725.560047 | 30,376.662617 | 25.217693 |
891 | 2.850596 | 8.154001 | 2.811349 | 83.800868 | 76.86181 | -6.939057 | 0.034016 | 0.036577 | 7,022.585449 | 5,907.737898 | 1.09028 | 0.009152 | 312.56514 | 0.349594 | 0.986229 | 13.815946 | 2,539.880852 | 626.731263 | 68,483.873066 | 23.24376 |
464 | 4.664719 | 6.96606 | 4.725405 | 77.456771 | 79.127255 | 1.670485 | 0.060224 | 0.059719 | 5,999.551329 | 6,261.122538 | 0.978889 | 0.015013 | 99.469865 | 0.669634 | 1.013007 | 16.356185 | 2,164.429779 | 551.205241 | 36,715.046478 | 32.494717 |
955 | 2.395127 | 6.369333 | 1.982329 | 74.624433 | 80.349823 | 5.72539 | 0.032096 | 0.024671 | 5,568.805989 | 6,456.09399 | 0.928744 | 0.006669 | 398.724542 | 0.37604 | 0.827647 | 10.746789 | 2,287.346515 | 511.774767 | 76,734.080573 | 15.255363 |
771 | 2.309491 | 8.236678 | 4.619532 | 76.958766 | 77.399565 | 0.440799 | 0.030009 | 0.059684 | 5,922.651693 | 5,990.692715 | 0.994305 | 0.010683 | 333.838312 | 0.280391 | 2.000229 | 15.165702 | 1,780.617755 | 637.515286 | 59,675.064877 | 19.022535 |
871 | 3.191391 | 9.358875 | 1.294106 | 75.356114 | 80.564482 | 5.208368 | 0.042351 | 0.016063 | 5,678.54386 | 6,490.635713 | 0.935351 | 0.010745 | 272.920911 | 0.341001 | 0.405498 | 13.844372 | 2,779.70134 | 753.992929 | 70,171.663569 | 29.867828 |
1,052 | 3.541473 | 7.53083 | 1.432205 | 87.069788 | 87.813984 | 0.744195 | 0.040674 | 0.01631 | 7,581.148029 | 7,711.295719 | 0.991525 | 0.007159 | 297.050715 | 0.470263 | 0.404408 | 12.504508 | 3,725.629395 | 661.312186 | 92,380.310768 | 26.67023 |
675 | 1.932625 | 6.730167 | 1.345992 | 76.570302 | 82.552358 | 5.982056 | 0.02524 | 0.016305 | 5,863.011124 | 6,814.891833 | 0.927536 | 0.009971 | 349.264126 | 0.287158 | 0.696454 | 10.008784 | 1,304.521733 | 555.591148 | 55,722.841738 | 13.006887 |
1,034 | 2.199228 | 13.756577 | 2.151955 | 75.032227 | 86.255252 | 11.223025 | 0.02931 | 0.024949 | 5,629.835086 | 7,439.968532 | 0.869886 | 0.013304 | 470.162826 | 0.159867 | 0.9785 | 18.10776 | 2,274.001854 | 1,186.577006 | 89,187.930775 | 30.25385 |
613 | 2.306297 | 5.756438 | 1.761585 | 74.932022 | 78.07323 | 3.141209 | 0.030779 | 0.022563 | 5,614.807854 | 6,095.42928 | 0.959766 | 0.009391 | 265.792851 | 0.400646 | 0.763812 | 9.82432 | 1,413.760261 | 449.423729 | 47,858.890137 | 13.276058 |
658 | 2.613013 | 7.390182 | 3.069503 | 76.342558 | 87.847442 | 11.504884 | 0.034227 | 0.034941 | 5,828.186159 | 7,717.173101 | 0.869036 | 0.011231 | 251.815661 | 0.353578 | 1.174695 | 13.072698 | 1,719.362256 | 649.208577 | 57,803.616968 | 19.310638 |
884 | 2.286296 | 11.478891 | 2.494915 | 76.98549 | 80.892102 | 3.906612 | 0.029698 | 0.030843 | 5,926.765718 | 6,543.532231 | 0.951706 | 0.012985 | 386.649873 | 0.199174 | 1.091243 | 16.260102 | 2,021.085835 | 928.551625 | 71,508.618522 | 26.244145 |
874 | 2.707494 | 7.566031 | 2.025857 | 75.234218 | 71.241471 | -3.992748 | 0.035988 | 0.028436 | 5,660.18763 | 5,075.347139 | 1.056045 | 0.008657 | 322.806525 | 0.357848 | 0.748238 | 12.299382 | 2,366.349868 | 539.015153 | 62,265.045339 | 20.484984 |
768 | 3.930076 | 8.669401 | 1.477826 | 76.457608 | 74.763685 | -1.693923 | 0.051402 | 0.019767 | 5,845.765859 | 5,589.608628 | 1.022657 | 0.011288 | 195.415581 | 0.453327 | 0.376029 | 14.077304 | 3,018.298219 | 648.156389 | 57,418.510249 | 34.071404 |
509 | 4.205848 | 4.837473 | 2.154953 | 77.518505 | 77.975902 | 0.457396 | 0.054256 | 0.027636 | 6,009.118676 | 6,080.24126 | 0.994134 | 0.009504 | 121.021687 | 0.869429 | 0.512369 | 11.198274 | 2,140.776496 | 377.206347 | 39,689.734011 | 20.345676 |
1,101 | 3.768244 | 7.603122 | 2.460418 | 77.582597 | 86.8136 | 9.231003 | 0.048571 | 0.028341 | 6,019.059398 | 7,536.601141 | 0.893669 | 0.006906 | 292.177781 | 0.495617 | 0.652933 | 13.831784 | 4,148.836295 | 660.054408 | 95,581.773578 | 28.650417 |
712 | 2.488928 | 6.077248 | 2.020301 | 76.521619 | 87.466333 | 10.944714 | 0.032526 | 0.023098 | 5,855.558199 | 7,650.359457 | 0.874869 | 0.008535 | 286.065819 | 0.409548 | 0.811712 | 10.586477 | 1,772.116519 | 531.554601 | 62,276.029295 | 15.125831 |
1,538 | 1.88755 | 8.339654 | 1.192507 | 76.501763 | 84.450975 | 7.949212 | 0.024673 | 0.014121 | 5,852.519767 | 7,131.96726 | 0.905872 | 0.005422 | 814.808438 | 0.226334 | 0.631772 | 11.419711 | 2,903.052249 | 704.291878 | 129,885.600288 | 15.741515 |
396 | 3.502444 | 11.759858 | 1.726093 | 77.975622 | 77.278335 | -0.697287 | 0.044917 | 0.022336 | 6,080.197622 | 5,971.941125 | 1.009023 | 0.029697 | 113.063581 | 0.29783 | 0.492824 | 16.988394 | 1,386.967849 | 908.782213 | 30,602.220826 | 41.188243 |
479 | 4.612233 | 6.27422 | 4.158132 | 81.535353 | 81.038839 | -0.496514 | 0.056567 | 0.05131 | 6,648.013753 | 6,567.293464 | 1.006127 | 0.013099 | 103.854028 | 0.735107 | 0.901542 | 15.044585 | 2,209.259536 | 508.455521 | 38,817.603991 | 28.938164 |
651 | 3.033 | 5.965319 | 2.428607 | 77.4185 | 79.098577 | 1.680077 | 0.039177 | 0.030704 | 5,993.624201 | 6,256.584891 | 0.97876 | 0.009163 | 214.638293 | 0.508438 | 0.800725 | 11.426925 | 1,974.482732 | 471.848214 | 51,493.17366 | 18.092809 |
1,169 | 3.151479 | 10.445171 | 2.762797 | 74.082075 | 77.768837 | 3.686762 | 0.04254 | 0.035526 | 5,488.153777 | 6,047.991988 | 0.952593 | 0.008935 | 370.935727 | 0.301716 | 0.876664 | 16.359447 | 3,684.07938 | 812.308798 | 90,911.770301 | 32.917741 |
441 | 5.480847 | 2.612642 | 2.707713 | 78.002638 | 75.551796 | -2.450842 | 0.070265 | 0.035839 | 6,084.411579 | 5,708.073858 | 1.032439 | 0.005924 | 80.46187 | 2.09781 | 0.494031 | 10.801201 | 2,417.053499 | 197.389761 | 33,318.341974 | 14.319488 |
929 | 1.937725 | 5.647741 | 1.166759 | 76.458844 | 78.046233 | 1.587389 | 0.025343 | 0.01495 | 5,845.954762 | 6,091.214475 | 0.979661 | 0.006079 | 479.425638 | 0.343097 | 0.602125 | 8.752225 | 1,800.146839 | 440.784913 | 72,504.950392 | 10.943771 |
1,411 | 3.518329 | 4.158887 | 2.044416 | 78.023885 | 86.243027 | 8.219141 | 0.045093 | 0.023705 | 6,087.726677 | 7,437.859623 | 0.904698 | 0.002947 | 401.041544 | 0.845976 | 0.581074 | 9.721632 | 4,964.361845 | 358.675003 | 121,688.91042 | 14.632332 |
606 | 1.793986 | 8.889421 | 1.372721 | 75.714098 | 75.842171 | 0.128073 | 0.023694 | 0.0181 | 5,732.624648 | 5,752.034838 | 0.998311 | 0.014669 | 337.793449 | 0.201811 | 0.765175 | 12.056128 | 1,087.155345 | 674.193013 | 45,960.355371 | 15.947495 |
409 | 2.279944 | 6.168619 | 2.689319 | 77.633378 | 73.99291 | -3.640467 | 0.029368 | 0.036346 | 6,026.941319 | 5,474.95075 | 1.0492 | 0.015082 | 179.389599 | 0.369603 | 1.17955 | 11.137882 | 932.497018 | 456.434073 | 30,263.100243 | 14.064105 |
362 | 2.690016 | 9.815306 | 1.624894 | 77.981632 | 83.934359 | 5.952727 | 0.034496 | 0.019359 | 6,081.134851 | 7,044.97658 | 0.929079 | 0.027114 | 134.571169 | 0.274063 | 0.604044 | 14.130217 | 973.785941 | 823.841427 | 30,384.237871 | 26.403335 |
453 | 3.079325 | 8.347691 | 1.807234 | 77.366539 | 86.845918 | 9.479379 | 0.039802 | 0.02081 | 5,985.581354 | 7,542.213449 | 0.890848 | 0.018428 | 147.109703 | 0.368883 | 0.586891 | 13.23425 | 1,394.934053 | 724.962864 | 39,341.200791 | 25.70525 |
704 | 4.716561 | 7.273391 | 2.147282 | 75.490298 | 73.268722 | -2.221576 | 0.062479 | 0.029307 | 5,698.785069 | 5,368.305556 | 1.030321 | 0.010332 | 149.260968 | 0.648467 | 0.455263 | 14.137234 | 3,320.459164 | 532.912038 | 51,581.179964 | 34.305393 |
680 | 2.64324 | 3.488218 | 1.436857 | 77.405501 | 73.270345 | -4.135155 | 0.034148 | 0.01961 | 5,991.611522 | 5,368.543508 | 1.056437 | 0.00513 | 257.259058 | 0.75776 | 0.543595 | 7.568315 | 1,797.403188 | 255.582972 | 49,823.834838 | 9.220199 |
1,050 | 4.727144 | 3.978103 | 1.046323 | 76.382623 | 83.19783 | 6.815208 | 0.061888 | 0.012576 | 5,834.305061 | 6,921.87897 | 0.918084 | 0.003789 | 222.120964 | 1.188288 | 0.221343 | 9.75157 | 4,963.50119 | 330.969547 | 87,357.721836 | 18.805066 |
467 | 2.293461 | 6.479747 | 1.576227 | 78.345701 | 68.356809 | -9.988892 | 0.029274 | 0.023059 | 6,138.048801 | 4,672.653334 | 1.146129 | 0.013875 | 203.621534 | 0.353942 | 0.687267 | 10.349435 | 1,071.046096 | 442.93486 | 31,922.629794 | 14.861045 |
768 | 3.823979 | 7.787524 | 1.37531 | 80.64719 | 77.86305 | -2.78414 | 0.047416 | 0.017663 | 6,503.969257 | 6,062.654596 | 1.035757 | 0.01014 | 200.837373 | 0.491039 | 0.359653 | 12.986814 | 2,936.816238 | 606.360406 | 59,798.8226 | 29.779334 |
896 | 2.726268 | 4.944198 | 3.175728 | 79.493723 | 83.055968 | 3.562245 | 0.034295 | 0.038236 | 6,319.251939 | 6,898.293749 | 0.95711 | 0.005518 | 328.653209 | 0.551406 | 1.164858 | 10.846194 | 2,442.736094 | 410.645121 | 74,418.146943 | 13.479208 |
452 | 4.826599 | 7.299444 | 3.153482 | 74.907397 | 82.747062 | 7.839665 | 0.064434 | 0.03811 | 5,611.118145 | 6,847.07625 | 0.905257 | 0.016149 | 93.647526 | 0.661227 | 0.653354 | 15.279526 | 2,181.622786 | 604.00757 | 37,401.67197 | 35.231491 |
547 | 2.258771 | 6.162558 | 2.648198 | 83.885334 | 76.170602 | -7.714732 | 0.026927 | 0.034767 | 7,036.749193 | 5,801.960576 | 1.101282 | 0.011266 | 242.166012 | 0.366531 | 1.172401 | 11.069527 | 1,235.547766 | 469.405735 | 41,665.319174 | 13.919807 |
1,406 | 4.14821 | 4.905387 | 1.242844 | 83.809399 | 89.864285 | 6.054886 | 0.049496 | 0.01383 | 7,024.015374 | 8,075.589785 | 0.932622 | 0.003489 | 338.940566 | 0.845642 | 0.299609 | 10.296441 | 5,832.383111 | 440.819084 | 126,349.18523 | 20.348574 |
694 | 1.757083 | 7.696475 | 3.390889 | 78.944416 | 88.181948 | 9.237532 | 0.022257 | 0.038453 | 6,232.220863 | 7,776.056017 | 0.895245 | 0.01109 | 394.970455 | 0.228297 | 1.929829 | 12.844448 | 1,219.415916 | 678.690203 | 61,198.272162 | 13.52335 |
498 | 4.273981 | 5.117908 | 2.016983 | 74.529863 | 87.953473 | 13.42361 | 0.057346 | 0.022932 | 5,554.700491 | 7,735.813351 | 0.847378 | 0.010277 | 116.518724 | 0.835102 | 0.47192 | 11.408873 | 2,128.442628 | 450.137798 | 43,800.82938 | 21.873843 |
880 | 2.99093 | 7.762248 | 1.817569 | 75.969231 | 80.533924 | 4.564693 | 0.03937 | 0.022569 | 5,771.324007 | 6,485.712934 | 0.94332 | 0.008821 | 294.221913 | 0.385317 | 0.607692 | 12.570746 | 2,632.018133 | 625.12428 | 70,869.853226 | 23.216338 |
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