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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 ({'label'}) and 128 missing columns ({'Col35', 'Col10', 'Col116', 'Col14', 'Col59', 'Col5', 'Col40', 'Col93', 'Col6', 'Col20', 'Col60', 'Col90', 'Col89', 'Col33', 'Col45', 'Col42', 'Col54', 'Col108', 'Col128', 'Col112', 'Col49', 'Col83', 'Col12', 'Col95', 'Col98', 'Col78', 'Col56', 'Col26', 'Col43', 'Col117', 'Col70', 'Col88', 'Col119', 'Col106', 'Col73', 'Col118', 'Col11', 'Col55', 'Col39', 'Col94', 'Col30', 'Col86', 'Col38', 'Col79', 'Col1', 'Col126', 'Col13', 'Col21', 'Col28', 'Col36', 'Col104', 'Col67', 'Col91', 'Col58', 'Col22', 'Col81', 'Col101', 'Col71', 'Col44', 'Col37', 'Col87', 'Col53', 'Col32', 'Col15', 'Col19', 'Col100', 'Col121', 'Col57', 'Col29', 'Col27', 'Col23', 'Col34', 'Col113', 'Col96', 'Col76', 'Col8', 'Col77', 'Col99', 'Col122', 'Col103', 'Col62', 'Col114', 'Col7', 'Col9', 'Col68', 'Col64', 'Col25', 'Col109', 'Col51', 'Col63', 'Col97', 'Col61', 'Col110', 'Col120', 'Col18', 'Col65', 'Col102', 'Col3', 'Col85', 'Col115', 'Col31', 'Col92', 'Col16', 'Col107', 'Col52', 'Col66', 'Col105', 'Col74', 'Col41', 'Col4', 'Col17', 'Col75', 'Col82', 'Col24', 'Col50', 'Col47', 'Col2', 'Col84', 'Col46', 'Col111', 'Col80', 'Col69', 'Col48', 'Col124', 'Col123', 'Col72', 'Col125', 'Col127'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Sheldon123z/power-system-datasets/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test_label.csv (at revision 9fd1fad03e5a505ebcbd1f628e79feb33aab09dc), [/tmp/hf-datasets-cache/medium/datasets/78042195160244-config-parquet-and-info-Sheldon123z-power-system--99c571a4/hub/datasets--Sheldon123z--power-system-datasets/snapshots/9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test.csv (origin=hf://datasets/Sheldon123z/power-system-datasets@9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test.csv), /tmp/hf-datasets-cache/medium/datasets/78042195160244-config-parquet-and-info-Sheldon123z-power-system--99c571a4/hub/datasets--Sheldon123z--power-system-datasets/snapshots/9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test_label.csv (origin=hf://datasets/Sheldon123z/power-system-datasets@9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test_label.csv), /tmp/hf-datasets-cache/medium/datasets/78042195160244-config-parquet-and-info-Sheldon123z-power-system--99c571a4/hub/datasets--Sheldon123z--power-system-datasets/snapshots/9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test_label_detailed.csv (origin=hf://datasets/Sheldon123z/power-system-datasets@9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test_label_detailed.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
label: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 369
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 1 new columns ({'label'}) and 128 missing columns ({'Col35', 'Col10', 'Col116', 'Col14', 'Col59', 'Col5', 'Col40', 'Col93', 'Col6', 'Col20', 'Col60', 'Col90', 'Col89', 'Col33', 'Col45', 'Col42', 'Col54', 'Col108', 'Col128', 'Col112', 'Col49', 'Col83', 'Col12', 'Col95', 'Col98', 'Col78', 'Col56', 'Col26', 'Col43', 'Col117', 'Col70', 'Col88', 'Col119', 'Col106', 'Col73', 'Col118', 'Col11', 'Col55', 'Col39', 'Col94', 'Col30', 'Col86', 'Col38', 'Col79', 'Col1', 'Col126', 'Col13', 'Col21', 'Col28', 'Col36', 'Col104', 'Col67', 'Col91', 'Col58', 'Col22', 'Col81', 'Col101', 'Col71', 'Col44', 'Col37', 'Col87', 'Col53', 'Col32', 'Col15', 'Col19', 'Col100', 'Col121', 'Col57', 'Col29', 'Col27', 'Col23', 'Col34', 'Col113', 'Col96', 'Col76', 'Col8', 'Col77', 'Col99', 'Col122', 'Col103', 'Col62', 'Col114', 'Col7', 'Col9', 'Col68', 'Col64', 'Col25', 'Col109', 'Col51', 'Col63', 'Col97', 'Col61', 'Col110', 'Col120', 'Col18', 'Col65', 'Col102', 'Col3', 'Col85', 'Col115', 'Col31', 'Col92', 'Col16', 'Col107', 'Col52', 'Col66', 'Col105', 'Col74', 'Col41', 'Col4', 'Col17', 'Col75', 'Col82', 'Col24', 'Col50', 'Col47', 'Col2', 'Col84', 'Col46', 'Col111', 'Col80', 'Col69', 'Col48', 'Col124', 'Col123', 'Col72', 'Col125', 'Col127'}).
This happened while the csv dataset builder was generating data using
hf://datasets/Sheldon123z/power-system-datasets/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test_label.csv (at revision 9fd1fad03e5a505ebcbd1f628e79feb33aab09dc), [/tmp/hf-datasets-cache/medium/datasets/78042195160244-config-parquet-and-info-Sheldon123z-power-system--99c571a4/hub/datasets--Sheldon123z--power-system-datasets/snapshots/9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test.csv (origin=hf://datasets/Sheldon123z/power-system-datasets@9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test.csv), /tmp/hf-datasets-cache/medium/datasets/78042195160244-config-parquet-and-info-Sheldon123z-power-system--99c571a4/hub/datasets--Sheldon123z--power-system-datasets/snapshots/9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test_label.csv (origin=hf://datasets/Sheldon123z/power-system-datasets@9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test_label.csv), /tmp/hf-datasets-cache/medium/datasets/78042195160244-config-parquet-and-info-Sheldon123z-power-system--99c571a4/hub/datasets--Sheldon123z--power-system-datasets/snapshots/9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test_label_detailed.csv (origin=hf://datasets/Sheldon123z/power-system-datasets@9fd1fad03e5a505ebcbd1f628e79feb33aab09dc/Kaggle_PowerQuality_Dataset/Kaggle_PowerQuality_2/test_label_detailed.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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
-2,553.159944
| -2,015.226816
| -1,390.334872
| -696.68331
| 34.379838
| 762.409919
| 1,448.982301
| 2,063.763479
| 2,591.58455
| 3,032.447532
| 3,402.529472
| 3,728.120486
| 4,038.544875
| 4,361.102323
| 4,706.91653
| 5,071.942196
| 5,440.002642
| 5,779.749696
| 6,056.805966
| 6,233.757486
| 6,290.381598
| 6,218.590272
| 6,026.471024
| 5,741.325861
| 5,397.534197
| 5,028.46296
| 4,664.448363
| 4,321.667849
| 4,003.154517
| 3,692.729969
| 3,362.083659
| 2,984.92308
| 2,534.960903
| 1,996.01568
| 1,371.123468
| 677.472845
| -52.579616
| -780.609597
| -1,467.181715
| -2,081.962747
| -2,609.785175
| -3,050.647413
| -3,420.729704
| -3,745.309342
| -4,055.733069
| -4,378.291383
| -4,724.105327
| -5,089.131272
| -5,457.191381
| -5,796.938583
| -6,072.983052
| -6,250.946297
| -6,306.55921
| -6,234.767425
| -6,042.648003
| -5,758.514679
| -5,413.711407
| -5,044.641018
| -4,680.626017
| -4,337.844531
| -4,019.332116
| -3,708.907986
| -3,378.260706
| -3,001.101205
| -2,550.127116
| -2,011.181987
| -1,385.278767
| -691.628117
| 39.435798
| 766.454183
| 1,454.038627
| 2,067.808268
| 2,595.629686
| 3,035.48136
| 3,405.563406
| 3,730.143372
| 4,040.566991
| 4,364.13559
| 4,709.950462
| 5,074.976583
| 5,443.035273
| 5,781.771781
| 6,057.816462
| 6,233.7573
| 6,290.381459
| 6,217.579127
| 6,025.459437
| 5,739.303086
| 5,395.511501
| 5,025.429843
| 4,661.414924
| 4,318.633728
| 4,001.131743
| 3,690.708408
| 3,360.060996
| 2,981.890185
| 2,530.915977
| 1,991.971764
| 1,366.067709
| 672.417262
| -58.646804
| -785.665333
| -1,472.23748
| -2,087.019268
| -2,612.818418
| -3,053.680392
| -3,422.751925
| -3,748.343038
| -4,057.755691
| -4,381.324524
| -4,726.127003
| -5,092.164471
| -5,459.212948
| -5,798.96076
| -6,075.005438
| -6,250.945869
| -6,306.559688
| -6,234.767781
| -6,042.64834
| -5,757.503275
| -5,413.711039
| -5,043.629679
| -4,679.613997
| -4,336.834003
| -4,018.320032
| -3,707.897059
| -3,377.250112
| -3,000.089674
|
-723.982739
| 35.726616
| 792.283916
| 1,505.759374
| 2,144.630071
| 2,693.134795
| 3,151.271448
| 3,535.855073
| 3,874.203819
| 4,196.79152
| 4,531.988893
| 4,891.354014
| 5,270.683301
| 5,653.165084
| 6,006.224612
| 6,294.136857
| 6,478.021863
| 6,536.865639
| 6,462.260467
| 6,262.613905
| 5,966.295191
| 5,609.032672
| 5,225.500011
| 4,847.221195
| 4,491.008857
| 4,160.014576
| 3,837.426733
| 3,493.823919
| 3,101.88581
| 2,634.290599
| 2,074.228605
| 1,424.850191
| 704.018861
| -54.640194
| -811.196916
| -1,524.672959
| -2,163.542745
| -2,712.047253
| -3,170.184222
| -3,554.768339
| -3,892.066293
| -4,214.653693
| -4,549.851346
| -4,909.215877
| -5,288.545074
| -5,671.026904
| -6,024.087172
| -6,310.947978
| -6,495.884065
| -6,553.677086
| -6,479.072437
| -6,279.42535
| -5,984.157286
| -5,625.843211
| -5,242.31098
| -4,864.032749
| -4,507.820256
| -4,176.826505
| -3,854.238827
| -3,510.63543
| -3,118.696762
| -2,650.052028
| -2,089.989461
| -1,439.559866
| -718.728461
| 40.980642
| 796.486804
| 1,511.013892
| 2,148.833742
| 2,697.337077
| 3,154.42436
| 3,539.007016
| 3,876.305541
| 4,198.893488
| 4,535.140935
| 4,894.505921
| 5,273.835081
| 5,656.317056
| 6,008.325854
| 6,295.187233
| 6,478.022245
| 6,536.865807
| 6,461.20968
| 6,261.563225
| 5,964.193919
| 5,606.931004
| 5,222.347722
| 4,844.068951
| 4,487.856704
| 4,157.913665
| 3,835.326151
| 3,491.722449
| 3,098.733109
| 2,630.088008
| 2,070.025279
| 1,419.596058
| 698.765371
| -60.943996
| -816.450826
| -1,529.926708
| -2,168.79735
| -2,715.199537
| -3,173.33726
| -3,556.869659
| -3,895.218735
| -4,216.755725
| -4,553.003334
| -4,911.31767
| -5,291.697079
| -5,673.128014
| -6,026.188349
| -6,313.049388
| -6,495.884569
| -6,553.676895
| -6,479.072029
| -6,279.424741
| -5,983.107049
| -5,625.844053
| -5,241.260198
| -4,862.98197
| -4,506.769268
| -4,175.775875
| -3,853.187783
| -3,509.585193
| -3,117.646149
| -2,649.000636
| -2,088.938028
| -1,438.509084
|
5,872.357231
| 6,122.548519
| 6,200.555006
| 6,087.350696
| 5,809.571762
| 5,406.22189
| 4,945.794673
| 4,492.025775
| 4,098.188407
| 3,789.968397
| 3,566.413908
| 3,393.277507
| 3,219.189562
| 2,985.170946
| 2,632.23953
| 2,138.51651
| 1,494.488596
| 735.352756
| -87.518992
| -901.829168
| -1,643.840724
| -2,260.281805
| -2,727.368014
| -3,051.761145
| -3,270.558543
| -3,441.792554
| -3,619.685385
| -3,857.508979
| -4,183.803845
| -4,591.911031
| -5,051.387623
| -5,505.155643
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|
End of preview.
YAML Metadata
Warning:
empty or missing yaml metadata in repo card
(https://huggingface.co/docs/hub/datasets-cards)
Power System Datasets Collection
电力系统相关数据集收集，用于异常检测、负荷预测等研究。
目录结构
Power_Datasets/
├── Kaggle_PowerQuality_Dataset/ # ✅ 已下载 - Kaggle 电力质量波形
├── Pecan_Street/ # ⏳ 待下载 - Pecan Street 住宅用电
├── SGCC_Theft_Detection/ # ⏳ 待下载 - 国家电网窃电检测
├── University_Lab_PQ/ # ✅ 已下载 - 大学实验室电能质量
├── download_datasets.sh # 一键下载脚本
├── DOWNLOAD_GUIDE.md # 下载指南
└── README.md # 本文件
数据集详情
1. Kaggle Power Quality Dataset ✅ 已下载
- 来源: Kaggle PowerQualityDistributionDataset1
- 内容: 128维电力质量波形，5类分类
- 用途: 电力质量多分类 (⚠️ 不适合异常检测)
- 位置:
Kaggle_PowerQuality_Dataset/ - 备注: 保留用于其他实验，不用于农网电压异常检测
2. University Laboratory Power Quality ✅ 已下载 ⭐推荐
- 来源: Zenodo/MDPI Data
- 内容: 三相电压/电流、有功/无功功率、功率因数、频率
- 变量: volt_A/B/C, I_A/B/C, P_A/B/C/T, Q_A/B/C/T, FP_A/B/C/T, Frec
- 时间范围: 2024年4月-12月（78个日期文件）
- 分辨率: 10分钟间隔
- 电压范围: ~122-130V (美标 120V)
- 频率: ~60Hz
- 特点: 包含完整电能质量指标，非常适合异常检测
- 位置:
University_Lab_PQ/
3. Pecan Street Electricity Data ⏳ 待下载 ⭐推荐
- 来源: Kaggle - Pecan Street
- 内容: 10户 Austin 家庭的1分钟级别电路用电数据
- 特点: 包含电压数据、分电路测量、4CP高峰期数据
- 下载: 需 Kaggle 账号登录
- 命令:
kaggle datasets download -d zhitingzheng/pecan-street-electricity-data
4. SGCC Electricity Theft Detection ⏳ 待下载
- 来源: Kaggle - SGCC
- 内容: 42,372用户的1,035天用电量数据
- 用途: 窃电检测 (⚠️ 不含电压数据)
- 下载: 需 Kaggle 账号登录
- 命令:
kaggle datasets download -d bensalem14/sgcc-dataset
5. UK-DALE (需申请)
- 来源: UK-DALE
- 内容: 英国住宅高频用电数据
- 特点: 1秒/6秒分辨率，含电压
- 下载: 需申请，非公开
数据集适用性对比
| 数据集 | 状态 | 电压数据 | 三相 | 分辨率 | 推荐用途 |
|---|---|---|---|---|---|
| University Lab | ✅ | ✅ | ✅ | 10分钟 | 电压异常检测 |
| Pecan Street | ⏳ | ✅ | ❌ | 1分钟 | 电压异常检测 |
| SGCC | ⏳ | ❌ | ❌ | 日级 | 窃电检测 |
| Kaggle PQ | ✅ | ❌ | ❌ | 波形 | 多分类任务 |
| UK-DALE | 🔒 | ✅ | ❌ | 1秒 | 负荷分解 |
农网电压异常检测推荐
优先级排序:
- University Lab ⭐⭐⭐ - 已下载，三相电压+电流+功率，最适合
- Pecan Street ⭐⭐ - 需下载，住宅级电压，分电路
- 自建 RuralVoltage - 项目核心数据集
下载方式
方式一：使用脚本
bash download_datasets.sh
方式二：手动下载
许可证
各数据集遵循其原始许可证，仅用于学术研究。
更新时间: 2026-02-02
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