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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 26 new columns ({'feature_12', 'feature_7', 'feature_6', 'feature_23', 'feature_18', 'feature_24', 'feature_3', 'feature_8', 'feature_2', 'feature_9', 'feature_14', 'feature_22', 'feature_5', 'feature_1', 'timestamp_(min)', 'feature_16', 'feature_0', 'feature_15', 'feature_17', 'feature_13', 'feature_11', 'feature_20', 'feature_4', 'feature_19', 'feature_21', 'feature_10'}) and 128 missing columns ({'Col109', 'Col23', 'Col5', 'Col48', 'Col72', 'Col106', 'Col24', 'Col90', 'Col91', 'Col85', 'Col39', 'Col45', 'Col68', 'Col37', 'Col111', 'Col94', 'Col87', 'Col116', 'Col21', 'Col93', 'Col33', 'Col35', 'Col43', 'Col76', 'Col128', 'Col32', 'Col86', 'Col25', 'Col36', 'Col46', 'Col117', 'Col104', 'Col89', 'Col8', 'Col19', 'Col47', 'Col121', 'Col26', 'Col50', 'Col16', 'Col119', 'Col56', 'Col123', 'Col55', 'Col97', 'Col28', 'Col15', 'Col118', 'Col124', 'Col31', 'Col29', 'Col14', 'Col65', 'Col70', 'Col126', 'Col44', 'Col114', 'Col53', 'Col58', 'Col64', 'Col27', 'Col10', 'Col92', 'Col42', 'Col9', 'Col17', 'Col77', 'Col99', 'Col71', 'Col49', 'Col81', 'Col38', 'Col80', 'Col88', 'Col6', 'Col62', 'Col22', 'Col105', 'Col75', 'Col102', 'Col1', 'Col125', 'Col18', 'Col96', 'Col52', 'Col60', 'Col108', 'Col103', 'Col12', 'Col100', 'Col2', 'Col34', 'Col59', 'Col69', 'Col84', 'Col57', 'Col63', 'Col101', 'Col67', 'Col82', 'Col7', 'Col54', 'Col74', 'Col3', 'Col120', 'Col112', 'Col13', 'Col30', 'Col61', 'Col113', 'Col66', 'Col78', 'Col122', 'Col115', 'Col95', 'Col11', 'Col107', 'Col73', 'Col83', 'Col79', 'Col51', 'Col110', 'Col4', 'Col41', 'Col127', 'Col98', 'Col20', 'Col40'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Sheldon123z/rural-voltage-datasets/PSM/train.csv (at revision d239d1878687d96bb631576fcd26e916c8d44996), [/tmp/hf-datasets-cache/medium/datasets/90702963089957-config-parquet-and-info-Sheldon123z-rural-voltage-b188a366/hub/datasets--Sheldon123z--rural-voltage-datasets/snapshots/d239d1878687d96bb631576fcd26e916c8d44996/KagglePQ/train.csv (origin=hf://datasets/Sheldon123z/rural-voltage-datasets@d239d1878687d96bb631576fcd26e916c8d44996/KagglePQ/train.csv), /tmp/hf-datasets-cache/medium/datasets/90702963089957-config-parquet-and-info-Sheldon123z-rural-voltage-b188a366/hub/datasets--Sheldon123z--rural-voltage-datasets/snapshots/d239d1878687d96bb631576fcd26e916c8d44996/PSM/train.csv (origin=hf://datasets/Sheldon123z/rural-voltage-datasets@d239d1878687d96bb631576fcd26e916c8d44996/PSM/train.csv), /tmp/hf-datasets-cache/medium/datasets/90702963089957-config-parquet-and-info-Sheldon123z-rural-voltage-b188a366/hub/datasets--Sheldon123z--rural-voltage-datasets/snapshots/d239d1878687d96bb631576fcd26e916c8d44996/RuralVoltage/realistic_v2/train.csv (origin=hf://datasets/Sheldon123z/rural-voltage-datasets@d239d1878687d96bb631576fcd26e916c8d44996/RuralVoltage/realistic_v2/train.csv)]
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 "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 674, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
timestamp_(min): double
feature_0: double
feature_1: double
feature_2: double
feature_3: double
feature_4: double
feature_5: double
feature_6: double
feature_7: double
feature_8: double
feature_9: double
feature_10: double
feature_11: double
feature_12: double
feature_13: double
feature_14: double
feature_15: double
feature_16: double
feature_17: double
feature_18: double
feature_19: double
feature_20: double
feature_21: double
feature_22: double
feature_23: double
feature_24: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 3399
to
{'Col1': Value('float64'), 'Col2': Value('float64'), 'Col3': Value('float64'), 'Col4': Value('float64'), 'Col5': Value('float64'), 'Col6': Value('float64'), 'Col7': Value('float64'), 'Col8': Value('float64'), 'Col9': Value('float64'), 'Col10': Value('float64'), 'Col11': Value('float64'), 'Col12': Value('float64'), 'Col13': Value('float64'), 'Col14': Value('float64'), 'Col15': Value('float64'), 'Col16': Value('float64'), 'Col17': Value('float64'), 'Col18': Value('float64'), 'Col19': Value('float64'), 'Col20': Value('float64'), 'Col21': Value('float64'), 'Col22': Value('float64'), 'Col23': Value('float64'), 'Col24': Value('float64'), 'Col25': Value('float64'), 'Col26': Value('float64'), 'Col27': Value('float64'), 'Col28': Value('float64'), 'Col29': Value('float64'), 'Col30': Value('float64'), 'Col31': Value('float64'), 'Col32': Value('float64'), 'Col33': Value('float64'), 'Col34': Value('float64'), 'Col35': Value('float64'), 'Col36': Value('float64'), 'Col37': Value('float64'), 'Col38': Value('float64'), 'Col39': Value('float64'), 'Col40': Value('float64'), 'Col41': Value('float64'), 'Col42': Value('float64'), 'Col43': Value('float64'), 'Col44': Value('float64'), 'Col45': Value('float64'), 'Col46': Value('float64'), 'Col47': Value('float64'), 'Col48': Value('float64'), 'Col49': Value('float64'), 'Col50': Value('float64'), 'Col51': Value('float64'), 'Col52': Value('float64'), 'Col53': Value('float64'), 'Col54': Value('float64'), 'Col55': Value('float64'), 'Col56': Value('float64
...
e('float64'), 'Col75': Value('float64'), 'Col76': Value('float64'), 'Col77': Value('float64'), 'Col78': Value('float64'), 'Col79': Value('float64'), 'Col80': Value('float64'), 'Col81': Value('float64'), 'Col82': Value('float64'), 'Col83': Value('float64'), 'Col84': Value('float64'), 'Col85': Value('float64'), 'Col86': Value('float64'), 'Col87': Value('float64'), 'Col88': Value('float64'), 'Col89': Value('float64'), 'Col90': Value('float64'), 'Col91': Value('float64'), 'Col92': Value('float64'), 'Col93': Value('float64'), 'Col94': Value('float64'), 'Col95': Value('float64'), 'Col96': Value('float64'), 'Col97': Value('float64'), 'Col98': Value('float64'), 'Col99': Value('float64'), 'Col100': Value('float64'), 'Col101': Value('float64'), 'Col102': Value('float64'), 'Col103': Value('float64'), 'Col104': Value('float64'), 'Col105': Value('float64'), 'Col106': Value('float64'), 'Col107': Value('float64'), 'Col108': Value('float64'), 'Col109': Value('float64'), 'Col110': Value('float64'), 'Col111': Value('float64'), 'Col112': Value('float64'), 'Col113': Value('float64'), 'Col114': Value('float64'), 'Col115': Value('float64'), 'Col116': Value('float64'), 'Col117': Value('float64'), 'Col118': Value('float64'), 'Col119': Value('float64'), 'Col120': Value('float64'), 'Col121': Value('float64'), 'Col122': Value('float64'), 'Col123': Value('float64'), 'Col124': Value('float64'), 'Col125': Value('float64'), 'Col126': Value('float64'), 'Col127': Value('float64'), 'Col128': 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 1347, 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 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1889, 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 26 new columns ({'feature_12', 'feature_7', 'feature_6', 'feature_23', 'feature_18', 'feature_24', 'feature_3', 'feature_8', 'feature_2', 'feature_9', 'feature_14', 'feature_22', 'feature_5', 'feature_1', 'timestamp_(min)', 'feature_16', 'feature_0', 'feature_15', 'feature_17', 'feature_13', 'feature_11', 'feature_20', 'feature_4', 'feature_19', 'feature_21', 'feature_10'}) and 128 missing columns ({'Col109', 'Col23', 'Col5', 'Col48', 'Col72', 'Col106', 'Col24', 'Col90', 'Col91', 'Col85', 'Col39', 'Col45', 'Col68', 'Col37', 'Col111', 'Col94', 'Col87', 'Col116', 'Col21', 'Col93', 'Col33', 'Col35', 'Col43', 'Col76', 'Col128', 'Col32', 'Col86', 'Col25', 'Col36', 'Col46', 'Col117', 'Col104', 'Col89', 'Col8', 'Col19', 'Col47', 'Col121', 'Col26', 'Col50', 'Col16', 'Col119', 'Col56', 'Col123', 'Col55', 'Col97', 'Col28', 'Col15', 'Col118', 'Col124', 'Col31', 'Col29', 'Col14', 'Col65', 'Col70', 'Col126', 'Col44', 'Col114', 'Col53', 'Col58', 'Col64', 'Col27', 'Col10', 'Col92', 'Col42', 'Col9', 'Col17', 'Col77', 'Col99', 'Col71', 'Col49', 'Col81', 'Col38', 'Col80', 'Col88', 'Col6', 'Col62', 'Col22', 'Col105', 'Col75', 'Col102', 'Col1', 'Col125', 'Col18', 'Col96', 'Col52', 'Col60', 'Col108', 'Col103', 'Col12', 'Col100', 'Col2', 'Col34', 'Col59', 'Col69', 'Col84', 'Col57', 'Col63', 'Col101', 'Col67', 'Col82', 'Col7', 'Col54', 'Col74', 'Col3', 'Col120', 'Col112', 'Col13', 'Col30', 'Col61', 'Col113', 'Col66', 'Col78', 'Col122', 'Col115', 'Col95', 'Col11', 'Col107', 'Col73', 'Col83', 'Col79', 'Col51', 'Col110', 'Col4', 'Col41', 'Col127', 'Col98', 'Col20', 'Col40'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Sheldon123z/rural-voltage-datasets/PSM/train.csv (at revision d239d1878687d96bb631576fcd26e916c8d44996), [/tmp/hf-datasets-cache/medium/datasets/90702963089957-config-parquet-and-info-Sheldon123z-rural-voltage-b188a366/hub/datasets--Sheldon123z--rural-voltage-datasets/snapshots/d239d1878687d96bb631576fcd26e916c8d44996/KagglePQ/train.csv (origin=hf://datasets/Sheldon123z/rural-voltage-datasets@d239d1878687d96bb631576fcd26e916c8d44996/KagglePQ/train.csv), /tmp/hf-datasets-cache/medium/datasets/90702963089957-config-parquet-and-info-Sheldon123z-rural-voltage-b188a366/hub/datasets--Sheldon123z--rural-voltage-datasets/snapshots/d239d1878687d96bb631576fcd26e916c8d44996/PSM/train.csv (origin=hf://datasets/Sheldon123z/rural-voltage-datasets@d239d1878687d96bb631576fcd26e916c8d44996/PSM/train.csv), /tmp/hf-datasets-cache/medium/datasets/90702963089957-config-parquet-and-info-Sheldon123z-rural-voltage-b188a366/hub/datasets--Sheldon123z--rural-voltage-datasets/snapshots/d239d1878687d96bb631576fcd26e916c8d44996/RuralVoltage/realistic_v2/train.csv (origin=hf://datasets/Sheldon123z/rural-voltage-datasets@d239d1878687d96bb631576fcd26e916c8d44996/RuralVoltage/realistic_v2/train.csv)]
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.
Col1
float64 | Col2
float64 | Col3
float64 | Col4
float64 | Col5
float64 | Col6
float64 | Col7
float64 | Col8
float64 | Col9
float64 | Col10
float64 | Col11
float64 | Col12
float64 | Col13
float64 | Col14
float64 | Col15
float64 | Col16
float64 | Col17
float64 | Col18
float64 | Col19
float64 | Col20
float64 | Col21
float64 | Col22
float64 | Col23
float64 | Col24
float64 | Col25
float64 | Col26
float64 | Col27
float64 | Col28
float64 | Col29
float64 | Col30
float64 | Col31
float64 | Col32
float64 | Col33
float64 | Col34
float64 | Col35
float64 | Col36
float64 | Col37
float64 | Col38
float64 | Col39
float64 | Col40
float64 | Col41
float64 | Col42
float64 | Col43
float64 | Col44
float64 | Col45
float64 | Col46
float64 | Col47
float64 | Col48
float64 | Col49
float64 | Col50
float64 | Col51
float64 | Col52
float64 | Col53
float64 | Col54
float64 | Col55
float64 | Col56
float64 | Col57
float64 | Col58
float64 | Col59
float64 | Col60
float64 | Col61
float64 | Col62
float64 | Col63
float64 | Col64
float64 | Col65
float64 | Col66
float64 | Col67
float64 | Col68
float64 | Col69
float64 | Col70
float64 | Col71
float64 | Col72
float64 | Col73
float64 | Col74
float64 | Col75
float64 | Col76
float64 | Col77
float64 | Col78
float64 | Col79
float64 | Col80
float64 | Col81
float64 | Col82
float64 | Col83
float64 | Col84
float64 | Col85
float64 | Col86
float64 | Col87
float64 | Col88
float64 | Col89
float64 | Col90
float64 | Col91
float64 | Col92
float64 | Col93
float64 | Col94
float64 | Col95
float64 | Col96
float64 | Col97
float64 | Col98
float64 | Col99
float64 | Col100
float64 | Col101
float64 | Col102
float64 | Col103
float64 | Col104
float64 | Col105
float64 | Col106
float64 | Col107
float64 | Col108
float64 | Col109
float64 | Col110
float64 | Col111
float64 | Col112
float64 | Col113
float64 | Col114
float64 | Col115
float64 | Col116
float64 | Col117
float64 | Col118
float64 | Col119
float64 | Col120
float64 | Col121
float64 | Col122
float64 | Col123
float64 | Col124
float64 | Col125
float64 | Col126
float64 | Col127
float64 | Col128
float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6,164.060563
| 6,593.366242
| 6,873.162555
| 6,960.731803
| 6,832.581479
| 6,520.747749
| 6,067.94706
| 5,551.07211
| 5,041.671882
| 4,599.550978
| 4,254.612079
| 4,003.649628
| 3,809.287165
| 3,613.856929
| 3,351.1478
| 2,954.94768
| 2,399.626443
| 1,676.642066
| 824.437899
| -99.316409
| -1,013.460166
| -1,846.441169
| -2,537.388045
| -3,060.670672
| -3,425.901593
| -3,671.523487
| -3,863.750697
| -4,063.452509
| -4,330.432888
| -4,696.731278
| -5,153.80335
| -5,670.678977
| -6,180.078001
| -6,610.452123
| -6,891.315988
| -6,978.885834
| -6,851.803116
| -6,541.036538
| -6,088.236766
| -5,572.42984
| -5,063.029533
| -4,619.840563
| -4,273.833148
| -4,021.803067
| -3,827.440859
| -3,633.078175
| -3,370.369273
| -2,974.169064
| -2,419.916626
| -1,696.931829
| -844.72759
| 77.95875
| 993.170052
| 1,826.151747
| 2,518.166867
| 3,042.51749
| 3,406.67925
| 3,653.369702
| 3,844.528823
| 4,045.298265
| 4,312.279904
| 4,678.577187
| 5,136.716947
| 5,653.592513
| 6,162.993053
| 6,592.29832
| 6,873.16291
| 6,960.732105
| 6,833.648797
| 6,521.815051
| 6,069.015565
| 5,552.14025
| 5,042.739875
| 4,600.619442
| 4,254.611738
| 4,003.649085
| 3,809.287542
| 3,613.856612
| 3,351.147416
| 2,954.947196
| 2,400.694553
| 1,677.709977
| 825.506058
| -98.248611
| -1,012.391529
| -1,845.372742
| -2,537.388207
| -3,061.73904
| -3,425.901313
| -3,671.524085
| -3,863.750321
| -4,063.452415
| -4,330.433153
| -4,696.731292
| -5,154.871301
| -5,670.678051
| -6,180.078674
| -6,609.384431
| -6,890.248291
| -6,978.885664
| -6,851.802732
| -6,541.037138
| -6,088.237309
| -5,572.429299
| -5,063.029605
| -4,619.840391
| -4,273.833457
| -4,022.871423
| -3,827.441178
| -3,633.078448
| -3,370.369315
| -2,974.16899
| -2,418.848867
| -1,696.931674
| -844.728226
| 79.026861
| 994.238402
| 1,826.151049
| 2,518.166403
| 3,042.51737
| 3,406.679621
| 3,653.369725
| 3,844.528395
| 4,045.298332
| 4,312.27966
| 4,678.577891
| 5,136.716997
| 5,653.592484
|
-5,058.773938
| -4,710.246587
| -4,357.618202
| -3,997.815196
| -3,621.610326
| -3,210.553234
| -2,753.36633
| -2,234.675902
| -1,654.480415
| -1,019.955263
| -348.526708
| 337.252316
| 1,009.705468
| 1,644.230242
| 2,223.401404
| 2,741.067001
| 3,198.252895
| 3,608.2853
| 3,984.489945
| 4,344.293166
| 4,695.8957
| 5,045.449069
| 5,383.725432
| 5,694.324787
| 5,954.695106
| 6,144.33537
| 6,243.767863
| 6,241.717721
| 6,141.259871
| 5,950.594725
| 5,688.174573
| 5,377.575167
| 5,040.323148
| 4,692.821362
| 4,339.167897
| 3,979.36487
| 3,603.159693
| 3,193.127711
| 2,734.915934
| 2,217.250584
| 1,637.054492
| 1,001.504575
| 329.051548
| -356.727167
| -1,028.155779
| -1,662.681214
| -2,240.826735
| -2,758.491745
| -3,215.67833
| -3,625.710788
| -4,001.915071
| -4,360.693647
| -4,713.321068
| -5,062.873672
| -5,401.150532
| -5,710.725452
| -5,971.095855
| -6,160.735498
| -6,260.16831
| -6,260.168737
| -6,158.686021
| -5,968.02095
| -5,706.625401
| -5,395.000629
| -5,059.798461
| -4,711.271443
| -4,357.618359
| -3,997.814826
| -3,621.610312
| -3,211.577812
| -2,753.367074
| -2,235.700813
| -1,655.504727
| -1,020.979966
| -348.527166
| 337.251909
| 1,008.680478
| 1,643.205406
| 2,222.376106
| 2,740.042017
| 3,198.253324
| 3,607.260428
| 3,984.489803
| 4,343.268764
| 4,695.896349
| 5,045.448494
| 5,383.725614
| 5,693.299623
| 5,953.670779
| 6,143.310275
| 6,242.743416
| 6,241.718011
| 6,141.259932
| 5,950.594677
| 5,688.174246
| 5,377.575328
| 5,041.348452
| 4,692.820722
| 4,340.193164
| 3,980.389667
| 3,604.185117
| 3,194.152625
| 2,735.941017
| 2,218.27523
| 1,638.079992
| 1,003.554852
| 331.101797
| -353.65235
| -1,025.080696
| -1,659.605628
| -2,238.776268
| -2,756.442469
| -3,214.653032
| -3,623.660763
| -4,000.890591
| -4,359.66817
| -4,711.271355
| -5,060.823539
| -5,399.100997
| -5,709.699659
| -5,970.070215
| -6,159.710925
| -6,260.16815
| -6,259.143028
| -6,159.710749
| -5,969.045565
| -5,707.650015
| -5,397.050679
|
1,696.564019
| 2,294.915265
| 2,829.724807
| 3,303.110419
| 3,726.722138
| 4,115.38519
| 4,487.104771
| 4,850.351005
| 5,211.480238
| 5,560.959624
| 5,881.844745
| 6,150.837624
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End of preview.
Rural Voltage Anomaly Detection Datasets
农村低压配电网电压异常检测实验数据集合集。
🔗 相关链接
📊 数据集概览
| 数据集 | 训练集 | 测试集 | 特征数 | 异常比例 | 来源 |
|---|---|---|---|---|---|
| RuralVoltage | 50,000 | 10,000 | 16 | 14.6% | 自主生成 |
| PSM | 132,481 | 87,841 | 25 | 27.8% | 公开数据集 |
| KagglePQ | 9,598 | 2,400 | 128 | 80% | Kaggle |
📁 目录结构
├── RuralVoltage/ # 农村电压数据集（本研究核心）
│ ├── realistic_v2/
│ │ ├── train.csv # 训练集（纯正常数据）
│ │ ├── test.csv # 测试集
│ │ └── test_label.csv # 测试标签
│ └── generate_realistic_data.py # 数据生成脚本
├── PSM/ # 服务器机器数据集
│ ├── train.csv
│ ├── test.csv
│ └── test_label.csv
└── KagglePQ/ # Kaggle 电力质量数据集
├── train.csv
├── test.csv
├── test_label.csv
└── PowerQualityDistributionDataset1.csv # 原始数据
🔋 RuralVoltage 数据集（核心）
特征说明（16维）
| 类别 | 特征 | 说明 |
|---|---|---|
| 三相电压 | Va, Vb, Vc |
瞬时电压值 (V) |
| 三相电流 | Ia, Ib, Ic |
瞬时电流值 (A) |
| 功率参数 | P, Q, S, PF |
有功/无功/视在功率，功率因数 |
| 谐波指标 | THD_Va, THD_Vb, THD_Vc |
三相电压谐波畸变率 (%) |
| 电能质量 | Freq, V_unbalance, I_unbalance |
频率、电压/电流不平衡度 |
异常类型（9种）
| 异常类型 | 英文名 | 数量 | 说明 |
|---|---|---|---|
| 欠压 | Undervoltage | 353 | 电压低于额定值 10-15% |
| 谐波 | Harmonics | 348 | THD 超标 |
| 三相不平衡 | Unbalance | 243 | 三相电压/电流不平衡 |
| 过压 | Overvoltage | 225 | 电压高于额定值 10-15% |
| 三相暂降 | Voltage_Sag_3Phase | 105 | 三相同时暂降 |
| 复合异常 | Compound | 72 | 多种异常叠加 |
| 单相暂降 | Voltage_Sag_1Phase | 71 | 单相电压暂降 |
| 闪变 | Flicker | 22 | 电压波动 |
| 暂态 | Transient | 21 | 电机启动等暂态扰动 |
数据生成特点
✅ 真实噪声建模
- 1/f 粉红噪声（比白噪声更真实）
- 50Hz 工频干扰及谐波
- 40dB 信噪比
✅ 农村负荷特征
- 早峰（6-8点）：灌溉、牲畜喂养
- 晚峰（18-21点）：居民用电
- 季节性变化
✅ 渐变式异常注入
- 非突变式异常（更真实）
- 电机启动暂态模拟
- 复合异常组合
🖥️ PSM 数据集
eBay 服务器机器异常检测公开数据集。
- 来源: OmniAnomaly
- 特征: 25 维服务器指标
- 用途: 基准对比实验
⚡ KagglePQ 数据集
Kaggle 电力质量分布数据集，包含 128 个采样点的电压波形。
- 来源: Kaggle - Power Quality Distribution
- 任务: 电力质量分类（5类）
- 处理: 已转换为异常检测格式（Class 3 为正常类）
📖 使用方法
方法1: 使用 Hugging Face datasets 库
from datasets import load_dataset
# 加载 RuralVoltage 数据集
dataset = load_dataset("Sheldon123z/rural-voltage-datasets", data_dir="RuralVoltage/realistic_v2")
# 加载 PSM 数据集
dataset = load_dataset("Sheldon123z/rural-voltage-datasets", data_dir="PSM")
方法2: 直接下载
from huggingface_hub import hf_hub_download
# 下载单个文件
train_file = hf_hub_download(
repo_id="Sheldon123z/rural-voltage-datasets",
filename="RuralVoltage/realistic_v2/train.csv",
repo_type="dataset"
)
方法3: 克隆整个仓库
git clone https://huggingface.co/datasets/Sheldon123z/rural-voltage-datasets
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