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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 |
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793.943941 | 1,508.915311 | 2,149.124631 | 2,698.777707 | 3,157.875465 | 3,543.263928 | 3,882.322718 | 4,205.586231 | 4,541.485465 | 4,901.602765 | 5,281.727772 | 5,665.011152 | 6,018.810093 | 6,307.326175 | 6,491.597041 | 6,550.563433 | 6,475.801789 | 6,275.736987 | 5,978.797927 | 5,620.78564 | 5,236.449674 | 4,857.377966 | 4,500.419692 | 4,168.732176 | 3,845.468695 | 3,501.145531 | 3,108.38548 | 2,639.810953 | 2,078.574446 | 1,427.835437 | 705.494265 | -54.754639 | -812.897173 | -1,527.8674 | -2,168.077279 | -2,717.729918 | -3,176.827668 | -3,562.216813 | -3,900.222374 | -4,223.486052 | -4,559.384627 | -4,919.503106 | -5,299.627215 | -5,682.9105 | -6,036.710062 | -6,324.172949 | -6,509.496277 | -6,567.409957 | -6,492.648345 | -6,292.583277 | -5,996.696729 | -5,637.63256 | -5,253.296001 | -4,874.224912 | -4,517.265639 | -4,185.579068 | -3,862.315047 | -3,517.991645 | -3,125.23208 | -2,655.604639 | -2,094.368572 | -1,442.576384 | -720.234952 | 41.066081 | 798.15661 | 1,514.179896 | 2,153.336149 | 2,702.989603 | 3,161.033799 | 3,546.423113 | 3,884.428846 | 4,207.692033 | 4,544.644764 | 4,904.761938 | 5,284.886242 | 5,668.169988 | 6,020.916874 | 6,308.378991 | 6,491.596871 | 6,550.563328 | 6,474.748767 | 6,274.683766 | 5,976.691415 | 5,618.679497 | 5,233.290276 | 4,854.21966 | 4,497.260777 | 4,166.625885 | 3,843.362015 | 3,499.03976 | 3,105.226443 | 2,635.598829 | 2,074.362944 | 1,422.571071 | 700.229505 | -61.071863 | -818.161571 | -1,533.132071 | -2,173.342179 | -2,720.88866 | -3,179.986736 | -3,564.322917 | -3,903.380994 | -4,225.591538 | -4,562.543585 | -4,921.609137 | -5,302.785872 | -5,685.015783 | -6,038.815686 | -6,326.27896 | -6,509.495974 | -6,567.410266 | -6,492.648901 | -6,292.58295 | -5,995.644615 | -5,637.63256 | -5,252.243034 | -4,873.171757 | -4,516.213252 | -4,184.52523 | -3,861.262435 | -3,516.939356 | -3,124.17858 | -2,654.551658 | -2,093.315327 | -1,441.523944 | -719.182465 | 42.11953 |
5,171.792628 | 4,697.197988 | 4,285.28518 | 3,963.91344 | 3,730.098961 | 3,549.015982 | 3,366.939173 | 3,122.178828 | 2,753.049807 | 2,235.671252 | 1,562.085068 | 768.108652 | -92.530691 | -944.214345 | -1,720.282456 | -2,364.020042 | -2,851.54979 | -3,191.825029 | -3,420.665707 | -3,599.758222 | -3,785.815374 | -4,034.554286 | -4,375.825295 | -4,801.667129 | -5,283.226819 | -5,757.822235 | -6,158.790381 | -6,420.464741 | -6,502.051202 | -6,383.651049 | -6,094.118104 | -5,672.256189 | -5,191.691171 | -4,717.096164 | -4,304.18874 | -3,981.822452 | -3,747.011948 | -3,565.929313 | -3,384.847297 | -3,140.087026 | -2,770.957696 | -2,254.574864 | -1,580.987856 | -787.01112 | 72.63282 | 925.311375 | 1,701.378729 | 2,346.111949 | 2,834.636698 | 3,173.917052 | 3,403.752483 | 3,581.849498 | 3,768.90192 | 4,017.641354 | 4,358.911835 | 4,785.749081 | 5,267.308577 | 5,741.903418 | 6,141.877049 | 6,403.551277 | 6,485.137494 | 6,366.737888 | 6,076.209929 | 5,654.347507 | 5,172.787537 | 4,698.192612 | 4,286.280221 | 3,963.91388 | 3,730.098742 | 3,549.016572 | 3,366.939103 | 3,122.178987 | 2,753.049241 | 2,236.666609 | 1,563.079662 | 769.102849 | -91.535591 | -943.219657 | -1,719.286955 | -2,364.020084 | -2,852.544139 | -3,191.825549 | -3,420.665645 | -3,599.757821 | -3,785.815274 | -4,034.555074 | -4,375.825311 | -4,802.661996 | -5,283.227579 | -5,757.821779 | -6,157.79569 | -6,419.469705 | -6,502.050637 | -6,383.651133 | -6,094.118149 | -5,672.255765 | -5,191.691114 | -4,717.096222 | -4,304.18862 | -3,981.822406 | -3,748.006791 | -3,565.92915 | -3,384.847364 | -3,140.087143 | -2,770.958212 | -2,253.580127 | -1,580.987537 | -787.010957 | 73.627788 | 926.306115 | 1,701.379326 | 2,346.111803 | 2,834.636584 | 3,173.916793 | 3,403.752323 | 3,581.849368 | 3,768.902238 | 4,017.641612 | 4,358.91215 | 4,785.748736 | 5,267.309192 | 5,741.903774 | 6,141.876728 | 6,403.550595 | 6,485.137609 | 6,365.742655 | 6,075.215189 | 5,653.35257 |
-6,317.468141 | -6,756.242595 | -7,043.300547 | -7,132.801634 | -7,002.915724 | -6,684.204969 | -6,221.418217 | -5,694.234515 | -5,172.508735 | -4,720.637317 | -4,366.999162 | -4,110.502228 | -3,911.852635 | -3,712.112318 | -3,443.609003 | -3,038.671802 | -2,472.194484 | -1,733.265203 | -861.174882 | 82.95236 | 1,017.257468 | 1,867.517343 | 2,574.794302 | 3,110.70956 | 3,482.903872 | 3,733.943335 | 3,930.40889 | 4,134.515244 | 4,407.385015 | 4,782.852817 | 5,251.096528 | 5,779.370927 | 6,300.005422 | 6,738.779025 | 7,024.746091 | 7,114.247534 | 6,983.270734 | 6,664.559425 | 6,201.772823 | 5,673.497531 | 5,152.86387 | 4,700.992027 | 4,348.444998 | 4,091.947688 | 3,893.299417 | 3,693.558859 | 3,425.054877 | 3,020.117347 | 2,452.54883 | 1,713.619571 | 842.620678 | -101.506734 | -1,035.811299 | -1,887.163041 | -2,593.348875 | -3,128.172486 | -3,501.457559 | -3,752.49704 | -3,948.962817 | -4,153.069902 | -4,425.939228 | -4,800.315612 | -5,267.467411 | -5,795.742586 | -6,316.377377 | -6,756.242381 | -7,043.300493 | -7,132.802008 | -7,002.916253 | -6,685.296453 | -6,222.509566 | -5,695.326207 | -5,174.691882 | -4,721.729034 | -4,368.090009 | -4,110.50162 | -3,911.853558 | -3,713.203822 | -3,444.700447 | -3,039.762993 | -2,473.286871 | -1,734.356207 | -863.357565 | 79.678203 | 1,015.074281 | 1,866.425737 | 2,573.702853 | 3,109.618307 | 3,481.812084 | 3,733.943224 | 3,929.317332 | 4,134.515574 | 4,407.384923 | 4,781.760849 | 5,250.004787 | 5,778.27953 | 6,298.914324 | 6,737.688088 | 7,024.746104 | 7,114.247305 | 6,984.362232 | 6,665.65011 | 6,202.864295 | 5,674.589343 | 5,153.954816 | 4,702.083047 | 4,348.445254 | 4,091.947832 | 3,893.298951 | 3,693.559067 | 3,425.054991 | 3,020.117073 | 2,453.64076 | 1,714.711062 | 843.711944 | -100.41572 | -1,034.719637 | -1,886.071471 | -2,593.348644 | -3,129.264052 | -3,501.458158 | -3,752.497292 | -3,948.963342 | -4,153.069223 | -4,425.939028 | -4,800.315261 | -5,268.559236 | -5,795.742131 |
-3,798.987934 | -3,441.585215 | -3,052.045146 | -2,616.734183 | -2,125.91403 | -1,574.714448 | -970.928124 | -333.056245 | 318.449585 | 956.321549 | 1,560.107771 | 2,110.33292 | 2,602.127285 | 3,037.438008 | 3,426.978605 | 3,784.381098 | 4,126.202671 | 4,460.233377 | 4,792.316198 | 5,113.68634 | 5,408.762503 | 5,656.120348 | 5,836.283141 | 5,930.746515 | 5,930.746325 | 5,835.309028 | 5,654.173221 | 5,404.86772 | 5,109.791162 | 4,789.39445 | 4,459.259574 | 4,123.280638 | 3,781.459175 | 3,424.056973 | 3,034.517078 | 2,599.205796 | 2,107.411327 | 1,556.212118 | 953.399208 | 315.527435 | -335.977461 | -973.849656 | -1,576.662693 | -2,127.861806 | -2,618.682172 | -3,053.993093 | -3,442.558928 | -3,800.936005 | -4,141.783313 | -4,476.787877 | -4,808.870693 | -5,130.240934 | -5,425.316822 | -5,672.674566 | -5,852.836933 | -5,947.301008 | -5,947.300504 | -5,851.863087 | -5,670.727193 | -5,421.422005 | -5,125.371124 | -4,805.948603 | -4,474.839556 | -4,139.8356 | -3,798.014175 | -3,440.611135 | -3,050.096965 | -2,615.760576 | -2,122.991752 | -1,571.793636 | -968.980074 | -331.108617 | 320.397464 | 959.242164 | 1,562.055871 | 2,112.280451 | 2,604.075547 | 3,038.412363 | 3,427.951634 | 3,785.354784 | 4,127.176103 | 4,461.207184 | 4,793.289659 | 5,114.65981 | 5,409.736843 | 5,657.094188 | 5,837.256905 | 5,931.720349 | 5,929.772284 | 5,834.335027 | 5,653.19912 | 5,403.893939 | 5,108.817423 | 4,788.420115 | 4,458.285482 | 4,122.307206 | 3,780.486047 | 3,423.083194 | 3,033.542782 | 2,598.232434 | 2,106.437593 | 1,555.238269 | 951.452164 | 312.606237 | -338.898965 | -976.771401 | -1,579.583962 | -2,128.835443 | -2,620.629447 | -3,054.967054 | -3,444.507007 | -3,801.909011 | -4,142.757149 | -4,477.761245 | -4,809.843822 | -5,131.21457 | -5,425.317019 | -5,672.67471 | -5,852.837678 | -5,947.300264 | -5,947.300344 | -5,850.889649 | -5,669.753438 | -5,421.42177 | -5,125.370941 | -4,806.922039 | -4,475.813649 | -4,139.835345 |
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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