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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 ({'pet'}) and 6 missing columns ({'MNDWI', 'NDMI', 'green', 'swir16', 'nir', 'swir22'}).
This happened while the csv dataset builder was generating data using
hf://datasets/aki-008/water_purity_predictions/terraclimate_features_training.csv (at revision d5e1ed18efb3156d0f91c1b355527a1bf413ec40), [/tmp/hf-datasets-cache/medium/datasets/56826285617586-config-parquet-and-info-aki-008-water_purity_pred-3796269b/hub/datasets--aki-008--water_purity_predictions/snapshots/d5e1ed18efb3156d0f91c1b355527a1bf413ec40/landsat_features_training.csv (origin=hf://datasets/aki-008/water_purity_predictions@d5e1ed18efb3156d0f91c1b355527a1bf413ec40/landsat_features_training.csv), /tmp/hf-datasets-cache/medium/datasets/56826285617586-config-parquet-and-info-aki-008-water_purity_pred-3796269b/hub/datasets--aki-008--water_purity_predictions/snapshots/d5e1ed18efb3156d0f91c1b355527a1bf413ec40/terraclimate_features_training.csv (origin=hf://datasets/aki-008/water_purity_predictions@d5e1ed18efb3156d0f91c1b355527a1bf413ec40/terraclimate_features_training.csv), /tmp/hf-datasets-cache/medium/datasets/56826285617586-config-parquet-and-info-aki-008-water_purity_pred-3796269b/hub/datasets--aki-008--water_purity_predictions/snapshots/d5e1ed18efb3156d0f91c1b355527a1bf413ec40/water_quality_training_dataset.csv (origin=hf://datasets/aki-008/water_purity_predictions@d5e1ed18efb3156d0f91c1b355527a1bf413ec40/water_quality_training_dataset.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 675, 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
Latitude: double
Longitude: double
Sample Date: string
pet: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 727
to
{'Latitude': Value('float64'), 'Longitude': Value('float64'), 'Sample Date': Value('string'), 'nir': Value('float64'), 'green': Value('float64'), 'swir16': Value('float64'), 'swir22': Value('float64'), 'NDMI': Value('float64'), 'MNDWI': 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 ({'pet'}) and 6 missing columns ({'MNDWI', 'NDMI', 'green', 'swir16', 'nir', 'swir22'}).
This happened while the csv dataset builder was generating data using
hf://datasets/aki-008/water_purity_predictions/terraclimate_features_training.csv (at revision d5e1ed18efb3156d0f91c1b355527a1bf413ec40), [/tmp/hf-datasets-cache/medium/datasets/56826285617586-config-parquet-and-info-aki-008-water_purity_pred-3796269b/hub/datasets--aki-008--water_purity_predictions/snapshots/d5e1ed18efb3156d0f91c1b355527a1bf413ec40/landsat_features_training.csv (origin=hf://datasets/aki-008/water_purity_predictions@d5e1ed18efb3156d0f91c1b355527a1bf413ec40/landsat_features_training.csv), /tmp/hf-datasets-cache/medium/datasets/56826285617586-config-parquet-and-info-aki-008-water_purity_pred-3796269b/hub/datasets--aki-008--water_purity_predictions/snapshots/d5e1ed18efb3156d0f91c1b355527a1bf413ec40/terraclimate_features_training.csv (origin=hf://datasets/aki-008/water_purity_predictions@d5e1ed18efb3156d0f91c1b355527a1bf413ec40/terraclimate_features_training.csv), /tmp/hf-datasets-cache/medium/datasets/56826285617586-config-parquet-and-info-aki-008-water_purity_pred-3796269b/hub/datasets--aki-008--water_purity_predictions/snapshots/d5e1ed18efb3156d0f91c1b355527a1bf413ec40/water_quality_training_dataset.csv (origin=hf://datasets/aki-008/water_purity_predictions@d5e1ed18efb3156d0f91c1b355527a1bf413ec40/water_quality_training_dataset.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.
Latitude float64 | Longitude float64 | Sample Date string | nir float64 | green float64 | swir16 float64 | swir22 float64 | NDMI float64 | MNDWI float64 |
|---|---|---|---|---|---|---|---|---|
-28.760833 | 17.730278 | 02-01-2011 | 11,190 | 11,426 | 7,687.5 | 7,645 | 0.185538 | 0.195595 |
-26.861111 | 28.884722 | 03-01-2011 | 17,658.5 | 9,550 | 13,746.5 | 10,574 | 0.124566 | -0.180134 |
-26.45 | 28.085833 | 03-01-2011 | 15,210 | 10,720 | 17,974 | 14,201 | -0.083293 | -0.252805 |
-27.671111 | 27.236944 | 03-01-2011 | 14,887 | 10,943 | 13,522 | 11,403 | 0.048048 | -0.105416 |
-27.356667 | 27.286389 | 03-01-2011 | 16,828.5 | 9,502.5 | 12,665.5 | 9,643 | 0.141147 | -0.142683 |
-27.010111 | 26.698083 | 04-01-2011 | 12,433.5 | 10,433.5 | 9,579.5 | 8,531.5 | 0.129651 | 0.042672 |
-25.127778 | 27.628889 | 04-01-2011 | 7,814 | 5,189.5 | 6,664 | 5,222 | 0.079431 | -0.124394 |
-25.20639 | 27.558 | 04-01-2011 | 14,137.5 | 10,466.5 | 10,315.5 | 8,536 | 0.1563 | 0.007266 |
-24.69514 | 27.40906 | 04-01-2011 | 15,543 | 10,647 | 11,919.5 | 9,642.5 | 0.131944 | -0.056389 |
-26.984722 | 26.632278 | 04-01-2011 | 13,683 | 10,207 | 14,011.5 | 11,850.5 | -0.011862 | -0.157091 |
-28.141944 | 26.417778 | 04-01-2011 | 14,391 | 9,840 | 13,799.5 | 11,265 | 0.020982 | -0.167495 |
-27.398611 | 26.614722 | 04-01-2011 | 15,515.5 | 10,247 | 12,823 | 10,403.5 | 0.095012 | -0.11166 |
-33.501667 | 21.624167 | 04-01-2011 | null | null | null | null | null | null |
-32.502778 | 19.535833 | 04-01-2011 | 17,653 | 13,104 | 19,330 | 16,984 | -0.045345 | -0.191959 |
-25.459639 | 28.264306 | 04-01-2011 | 13,959 | 9,926 | 15,156.5 | 12,552.5 | -0.041129 | -0.208532 |
-27.495556 | 26.074722 | 04-01-2011 | 17,937.5 | 11,044.5 | 18,143.5 | 14,152.5 | -0.005709 | -0.243216 |
-26.648056 | 27.089444 | 05-01-2011 | 19,310.5 | 9,597 | 12,954.5 | 9,447.5 | 0.196994 | -0.148881 |
-26.970278 | 27.211111 | 05-01-2011 | 10,218 | 11,040 | 7,946.5 | 7,735 | 0.125052 | 0.162932 |
-27.389722 | 26.463889 | 05-01-2011 | 11,481 | 11,597 | 8,583 | 8,196.5 | 0.144438 | 0.149356 |
-27.044444 | 27.005 | 05-01-2011 | 17,418.5 | 9,908 | 13,987 | 10,115 | 0.109264 | -0.170705 |
-30.830556 | 26.921389 | 06-01-2011 | 5,266.5 | 4,491 | 3,672.5 | 3,764.5 | 0.17832 | 0.100263 |
-27.00222 | 28.76528 | 06-01-2011 | 13,724 | 9,691 | 13,005.5 | 10,754.5 | 0.02688 | -0.146036 |
-27.02314 | 28.59389 | 06-01-2011 | 11,490.5 | 9,969.5 | 10,372.5 | 9,135 | 0.051137 | -0.019811 |
-30.679722 | 26.7125 | 06-01-2011 | 13,400 | 10,548 | 7,764 | 7,659 | 0.266301 | 0.152031 |
-30.160091 | 27.40124 | 06-01-2011 | 14,158 | 10,060 | 12,037.5 | 10,023.5 | 0.080949 | -0.08949 |
-32.595833 | 19.009444 | 06-01-2011 | 15,218.5 | 10,334 | 14,735 | 12,208.5 | 0.016142 | -0.175555 |
-25.99136 | 27.84208 | 10-01-2011 | 18,631.5 | 11,771.5 | 16,495 | 12,815 | 0.060823 | -0.167106 |
-26.73806 | 27.59194 | 10-01-2011 | 9,089.5 | 9,167 | 7,963 | 7,740 | 0.066061 | 0.070286 |
-26.45 | 28.085833 | 10-01-2011 | 15,210 | 10,720 | 17,974 | 14,201 | -0.083293 | -0.252805 |
-30.860139 | 29.07125 | 10-01-2011 | 14,558 | 10,724.5 | 11,450 | 10,000.5 | 0.119502 | -0.032718 |
-27.356667 | 27.286389 | 10-01-2011 | 16,828.5 | 9,502.5 | 12,665.5 | 9,643 | 0.141147 | -0.142683 |
-27.010111 | 26.698083 | 11-01-2011 | 12,433.5 | 10,433.5 | 9,579.5 | 8,531.5 | 0.129651 | 0.042672 |
-25.73411 | 27.21422 | 11-01-2011 | 21,914 | 17,765 | 22,170.5 | 17,965.5 | -0.005818 | -0.110315 |
-26.984722 | 26.632278 | 11-01-2011 | 13,683 | 10,207 | 14,011.5 | 11,850.5 | -0.011862 | -0.157091 |
-27.398611 | 26.614722 | 11-01-2011 | 15,515.5 | 10,247 | 12,823 | 10,403.5 | 0.095012 | -0.11166 |
-27.671111 | 27.236944 | 11-01-2011 | 14,887 | 10,943 | 13,522 | 11,403 | 0.048048 | -0.105416 |
-29.160278 | 26.573333 | 11-01-2011 | null | null | null | null | null | null |
-34.250556 | 20.9925 | 11-01-2011 | 12,323 | 9,019 | 13,161 | 10,800.5 | -0.032883 | -0.186745 |
-25.459639 | 28.264306 | 11-01-2011 | 13,959 | 9,926 | 15,156.5 | 12,552.5 | -0.041129 | -0.208532 |
-25.810483 | 27.909552 | 12-01-2011 | 16,870.5 | 9,753 | 13,408 | 10,257 | 0.114355 | -0.157808 |
-27.273889 | 28.49 | 12-01-2011 | 12,333 | 9,060 | 9,264.5 | 8,181 | 0.142077 | -0.01116 |
-27.4275 | 28.525833 | 12-01-2011 | 16,767 | 10,794 | 18,026.5 | 15,340.5 | -0.036199 | -0.25095 |
-28.883333 | 27.89 | 12-01-2011 | 14,007.5 | 9,248 | 12,553.5 | 9,979 | 0.054742 | -0.151618 |
-27.00222 | 28.76528 | 13-01-2011 | 13,724 | 9,691 | 13,005.5 | 10,754.5 | 0.02688 | -0.146036 |
-27.02314 | 28.59389 | 13-01-2011 | 11,490.5 | 9,969.5 | 10,372.5 | 9,135 | 0.051137 | -0.019811 |
-30.534167 | 24.961944 | 13-01-2011 | 15,132.5 | 10,835 | 13,586 | 11,169 | 0.05385 | -0.112649 |
-28.460833 | 21.248889 | 13-01-2011 | 14,599 | 12,046.5 | 12,067 | 11,038.5 | 0.094952 | -0.00085 |
-29.658056 | 25.973333 | 14-01-2011 | 14,001 | 10,765 | 12,520 | 10,583 | 0.055843 | -0.07537 |
-28.760833 | 17.730278 | 16-01-2011 | 11,190 | 11,426 | 7,687.5 | 7,645 | 0.185538 | 0.195595 |
-25.513889 | 31.224444 | 17-01-2011 | 14,776 | 9,116.5 | 12,424 | 9,895 | 0.086471 | -0.153548 |
-26.861111 | 28.884722 | 17-01-2011 | 17,658.5 | 9,550 | 13,746.5 | 10,574 | 0.124566 | -0.180134 |
-31.554722 | 29.245556 | 17-01-2011 | 19,619 | 9,449 | 13,890 | 10,042 | 0.170969 | -0.190282 |
-28.058889 | 30.373611 | 17-01-2011 | 14,514 | 9,326 | 12,189.5 | 9,706 | 0.087049 | -0.13309 |
-25.127778 | 27.628889 | 18-01-2011 | 7,814 | 5,189.5 | 6,664 | 5,222 | 0.079431 | -0.124394 |
-25.20639 | 27.558 | 18-01-2011 | 14,137.5 | 10,466.5 | 10,315.5 | 8,536 | 0.1563 | 0.007266 |
-24.69514 | 27.40906 | 18-01-2011 | 15,543 | 10,647 | 11,919.5 | 9,642.5 | 0.131944 | -0.056389 |
-25.681111 | 31.783333 | 18-01-2011 | 13,298.5 | 10,809 | 10,191 | 9,261 | 0.132293 | 0.029429 |
-27.802778 | 28.768333 | 18-01-2011 | 12,128.5 | 9,803.5 | 9,325 | 8,486 | 0.130678 | 0.025015 |
-27.398611 | 26.614722 | 18-01-2011 | 15,515.5 | 10,247 | 12,823 | 10,403.5 | 0.095012 | -0.11166 |
-31.104278 | 29.399722 | 18-01-2011 | null | null | null | null | null | null |
-31.396 | 29.2651 | 18-01-2011 | 12,488 | 11,835.5 | 8,894 | 8,335 | 0.168085 | 0.141899 |
-33.38056 | 19.30167 | 18-01-2011 | 15,820 | 10,665.5 | 16,377.5 | 13,975 | -0.017315 | -0.211219 |
-33.313889 | 19.074722 | 18-01-2011 | 13,162.5 | 9,546.5 | 12,786 | 10,889 | 0.01451 | -0.145058 |
-27.495556 | 26.074722 | 18-01-2011 | 17,937.5 | 11,044.5 | 18,143.5 | 14,152.5 | -0.005709 | -0.243216 |
-24.396194 | 27.089833 | 19-01-2011 | null | null | null | null | null | null |
-26.970278 | 27.211111 | 19-01-2011 | 10,218 | 11,040 | 7,946.5 | 7,735 | 0.125052 | 0.162932 |
-26.880278 | 26.965 | 19-01-2011 | 14,265 | 9,582.5 | 14,182 | 11,071.5 | 0.002918 | -0.193545 |
-27.273889 | 28.49 | 19-01-2011 | 12,333 | 9,060 | 9,264.5 | 8,181 | 0.142077 | -0.01116 |
-27.3 | 28.586944 | 19-01-2011 | 14,954 | 9,636 | 14,753 | 11,537.5 | 0.006766 | -0.209808 |
-27.044444 | 27.005 | 19-01-2011 | 17,418.5 | 9,908 | 13,987 | 10,115 | 0.109264 | -0.170705 |
-30.568333 | 29.422778 | 19-01-2011 | 16,880 | 9,196.5 | 12,987.5 | 10,366.5 | 0.130326 | -0.170889 |
-30.570833 | 29.150556 | 19-01-2011 | null | null | null | null | null | null |
-34.031944 | 22.053333 | 19-01-2011 | 9,058 | 7,859 | 8,310 | 7,822 | 0.043068 | -0.027893 |
-33.13083 | 18.86278 | 19-01-2011 | 15,187 | 11,456.5 | 14,527 | 12,799 | 0.022212 | -0.118171 |
-33.7075 | 18.974444 | 19-01-2011 | 14,270 | 9,913 | 13,652 | 11,469.5 | 0.022133 | -0.158668 |
-25.578778 | 29.127472 | 19-01-2011 | 13,560 | 10,076 | 16,388 | 13,014 | -0.09443 | -0.238513 |
-26.006389 | 29.253889 | 20-01-2011 | null | null | null | null | null | null |
-27.02314 | 28.59389 | 20-01-2011 | 11,490.5 | 9,969.5 | 10,372.5 | 9,135 | 0.051137 | -0.019811 |
-30.679722 | 26.7125 | 20-01-2011 | 13,400 | 10,548 | 7,764 | 7,659 | 0.266301 | 0.152031 |
-28.460833 | 21.248889 | 20-01-2011 | 14,599 | 12,046.5 | 12,067 | 11,038.5 | 0.094952 | -0.00085 |
-30.775867 | 29.032217 | 20-01-2011 | null | null | null | null | null | null |
-24.925278 | 29.324444 | 21-01-2011 | 13,185 | 9,112 | 13,904.5 | 11,277 | -0.02656 | -0.20822 |
-28.460833 | 21.248889 | 21-01-2011 | 14,599 | 12,046.5 | 12,067 | 11,038.5 | 0.094952 | -0.00085 |
-24.679167 | 30.8025 | 24-01-2011 | 12,245 | 9,505.5 | 14,908.5 | 13,718 | -0.09809 | -0.221307 |
-25.99136 | 27.84208 | 24-01-2011 | 18,631.5 | 11,771.5 | 16,495 | 12,815 | 0.060823 | -0.167106 |
-25.49037 | 30.6986 | 24-01-2011 | 10,676 | 8,325 | 8,915.5 | 8,274 | 0.08986 | -0.034251 |
-26.970278 | 27.211111 | 24-01-2011 | 10,218 | 11,040 | 7,946.5 | 7,735 | 0.125052 | 0.162932 |
-27.671111 | 27.236944 | 24-01-2011 | 14,887 | 10,943 | 13,522 | 11,403 | 0.048048 | -0.105416 |
-27.356667 | 27.286389 | 24-01-2011 | 16,828.5 | 9,502.5 | 12,665.5 | 9,643 | 0.141147 | -0.142683 |
-27.010111 | 26.698083 | 25-01-2011 | 12,433.5 | 10,433.5 | 9,579.5 | 8,531.5 | 0.129651 | 0.042672 |
-26.984722 | 26.632278 | 25-01-2011 | 13,683 | 10,207 | 14,011.5 | 11,850.5 | -0.011862 | -0.157091 |
-27.398611 | 26.614722 | 25-01-2011 | 15,515.5 | 10,247 | 12,823 | 10,403.5 | 0.095012 | -0.11166 |
-33.818056 | 19.694722 | 25-01-2011 | null | null | null | null | null | null |
-25.459639 | 28.264306 | 25-01-2011 | 13,959 | 9,926 | 15,156.5 | 12,552.5 | -0.041129 | -0.208532 |
-33.897778 | 20.012778 | 25-01-2011 | 13,871 | 9,154 | 11,520 | 9,420 | 0.092592 | -0.114443 |
-25.810483 | 27.909552 | 26-01-2011 | 16,870.5 | 9,753 | 13,408 | 10,257 | 0.114355 | -0.157808 |
-34.065833 | 20.404167 | 26-01-2011 | 13,535 | 8,387 | 10,165 | 8,604 | 0.142194 | -0.095839 |
-24.058889 | 31.237222 | 26-01-2011 | 14,757.5 | 9,468.5 | 13,111.5 | 10,821 | 0.059062 | -0.161337 |
-26.648056 | 27.089444 | 26-01-2011 | 19,310.5 | 9,597 | 12,954.5 | 9,447.5 | 0.196994 | -0.148881 |
-26.880278 | 26.965 | 26-01-2011 | 14,265 | 9,582.5 | 14,182 | 11,071.5 | 0.002918 | -0.193545 |
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