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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
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| 5,483.525554
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| 1.030729
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| 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
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| 1.04999
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| 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
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| 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
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| 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
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| 6,618.010075
| 7,306.279829
| 0.951734
| 0.00809
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| 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
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| 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
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| 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
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| 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
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| 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
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| 5,614.807854
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| 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
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| 1.056045
| 0.008657
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| 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
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| 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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