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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 10 new columns ({'apparent_temperature', 'snowfall', 'temperature_2m', 'relative_humidity_2m', 'precipitation', 'direct_normal_irradiance', 'sunshine_duration', 'wind_speed_10m', 'shortwave_radiation', 'rain'}) and 4 missing columns ({'predicted_perfect', 'predicted', 'direction', 'actual'}).
This happened while the csv dataset builder was generating data using
hf://datasets/MDA-Project-Group3/MDA_Project_Data/weather_data_2024-2026.csv (at revision bf68242dd6206c7b2adab0df7656f82e139ec7c9), [/tmp/hf-datasets-cache/medium/datasets/40870737192675-config-parquet-and-info-MDA-Project-Group3-MDA_Pr-267425da/hub/datasets--MDA-Project-Group3--MDA_Project_Data/snapshots/bf68242dd6206c7b2adab0df7656f82e139ec7c9/results_df_demo.csv (origin=hf://datasets/MDA-Project-Group3/MDA_Project_Data@bf68242dd6206c7b2adab0df7656f82e139ec7c9/results_df_demo.csv), /tmp/hf-datasets-cache/medium/datasets/40870737192675-config-parquet-and-info-MDA-Project-Group3-MDA_Pr-267425da/hub/datasets--MDA-Project-Group3--MDA_Project_Data/snapshots/bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_data_2024-2026.csv (origin=hf://datasets/MDA-Project-Group3/MDA_Project_Data@bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_data_2024-2026.csv), /tmp/hf-datasets-cache/medium/datasets/40870737192675-config-parquet-and-info-MDA-Project-Group3-MDA_Pr-267425da/hub/datasets--MDA-Project-Group3--MDA_Project_Data/snapshots/bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_forecast_data_2024-2026.csv (origin=hf://datasets/MDA-Project-Group3/MDA_Project_Data@bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_forecast_data_2024-2026.csv), /tmp/hf-datasets-cache/medium/datasets/40870737192675-config-parquet-and-info-MDA-Project-Group3-MDA_Pr-267425da/hub/datasets--MDA-Project-Group3--MDA_Project_Data/snapshots/bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_forecast_metadata_2024-2026.csv (origin=hf://datasets/MDA-Project-Group3/MDA_Project_Data@bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_forecast_metadata_2024-2026.csv), /tmp/hf-datasets-cache/medium/datasets/40870737192675-config-parquet-and-info-MDA-Project-Group3-MDA_Pr-267425da/hub/datasets--MDA-Project-Group3--MDA_Project_Data/snapshots/bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_metadata_2024-2026.csv (origin=hf://datasets/MDA-Project-Group3/MDA_Project_Data@bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_metadata_2024-2026.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 1800, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
time: string
site_id: int64
temperature_2m: double
apparent_temperature: double
relative_humidity_2m: double
precipitation: double
rain: double
snowfall: double
wind_speed_10m: double
shortwave_radiation: double
direct_normal_irradiance: double
sunshine_duration: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1798
to
{'time': Value('string'), 'site_id': Value('int64'), 'direction': Value('string'), 'actual': Value('float64'), 'predicted': Value('float64'), 'predicted_perfect': 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 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, 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 1802, 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 10 new columns ({'apparent_temperature', 'snowfall', 'temperature_2m', 'relative_humidity_2m', 'precipitation', 'direct_normal_irradiance', 'sunshine_duration', 'wind_speed_10m', 'shortwave_radiation', 'rain'}) and 4 missing columns ({'predicted_perfect', 'predicted', 'direction', 'actual'}).
This happened while the csv dataset builder was generating data using
hf://datasets/MDA-Project-Group3/MDA_Project_Data/weather_data_2024-2026.csv (at revision bf68242dd6206c7b2adab0df7656f82e139ec7c9), [/tmp/hf-datasets-cache/medium/datasets/40870737192675-config-parquet-and-info-MDA-Project-Group3-MDA_Pr-267425da/hub/datasets--MDA-Project-Group3--MDA_Project_Data/snapshots/bf68242dd6206c7b2adab0df7656f82e139ec7c9/results_df_demo.csv (origin=hf://datasets/MDA-Project-Group3/MDA_Project_Data@bf68242dd6206c7b2adab0df7656f82e139ec7c9/results_df_demo.csv), /tmp/hf-datasets-cache/medium/datasets/40870737192675-config-parquet-and-info-MDA-Project-Group3-MDA_Pr-267425da/hub/datasets--MDA-Project-Group3--MDA_Project_Data/snapshots/bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_data_2024-2026.csv (origin=hf://datasets/MDA-Project-Group3/MDA_Project_Data@bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_data_2024-2026.csv), /tmp/hf-datasets-cache/medium/datasets/40870737192675-config-parquet-and-info-MDA-Project-Group3-MDA_Pr-267425da/hub/datasets--MDA-Project-Group3--MDA_Project_Data/snapshots/bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_forecast_data_2024-2026.csv (origin=hf://datasets/MDA-Project-Group3/MDA_Project_Data@bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_forecast_data_2024-2026.csv), /tmp/hf-datasets-cache/medium/datasets/40870737192675-config-parquet-and-info-MDA-Project-Group3-MDA_Pr-267425da/hub/datasets--MDA-Project-Group3--MDA_Project_Data/snapshots/bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_forecast_metadata_2024-2026.csv (origin=hf://datasets/MDA-Project-Group3/MDA_Project_Data@bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_forecast_metadata_2024-2026.csv), /tmp/hf-datasets-cache/medium/datasets/40870737192675-config-parquet-and-info-MDA-Project-Group3-MDA_Pr-267425da/hub/datasets--MDA-Project-Group3--MDA_Project_Data/snapshots/bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_metadata_2024-2026.csv (origin=hf://datasets/MDA-Project-Group3/MDA_Project_Data@bf68242dd6206c7b2adab0df7656f82e139ec7c9/weather_metadata_2024-2026.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.
time string | site_id int64 | direction string | actual float64 | predicted float64 | predicted_perfect float64 |
|---|---|---|---|---|---|
2026-02-22 00:00:00 | 1 | in | 0 | 1.074379 | 1.191985 |
2026-02-22 01:00:00 | 1 | in | 0 | 0.797859 | 0.84799 |
2026-02-22 02:00:00 | 1 | in | 0 | 0.793265 | 0.846965 |
2026-02-22 03:00:00 | 1 | in | 0 | 0.91368 | 0.842304 |
2026-02-22 04:00:00 | 1 | in | 0 | 0.809616 | 0.834218 |
2026-02-22 05:00:00 | 1 | in | 0 | 1.582277 | 1.73318 |
2026-02-22 06:00:00 | 1 | in | 5 | 3.601106 | 2.587826 |
2026-02-22 07:00:00 | 1 | in | 0 | 0.349125 | 1.087389 |
2026-02-22 08:00:00 | 1 | in | 1 | 1.661177 | 3.312893 |
2026-02-22 09:00:00 | 1 | in | 4 | 7.128379 | 8.310163 |
2026-02-22 10:00:00 | 1 | in | 11 | 7.515912 | 8.815049 |
2026-02-22 11:00:00 | 1 | in | 10 | 5.291662 | 7.84694 |
2026-02-22 12:00:00 | 1 | in | 2 | 3.124743 | 6.067501 |
2026-02-22 13:00:00 | 1 | in | 4 | 2.951956 | 4.828913 |
2026-02-22 14:00:00 | 1 | in | 1 | 2.353614 | 4.727032 |
2026-02-22 15:00:00 | 1 | in | 1 | 2.623251 | 4.294086 |
2026-02-22 16:00:00 | 1 | in | 1 | 1.818028 | 2.934071 |
2026-02-22 17:00:00 | 1 | in | 1 | 1.248685 | 2.649193 |
2026-02-22 18:00:00 | 1 | in | 2 | 1.847148 | 2.783826 |
2026-02-22 19:00:00 | 1 | in | 1 | 1.735089 | 2.827057 |
2026-02-22 20:00:00 | 1 | in | 1 | 1.3872 | 2.187913 |
2026-02-22 21:00:00 | 1 | in | 4 | 1.526661 | 1.481399 |
2026-02-22 22:00:00 | 1 | in | 2 | 1.635221 | 1.409217 |
2026-02-22 23:00:00 | 1 | in | 0 | 1.107829 | 1.092323 |
2026-02-23 00:00:00 | 1 | in | 0 | 0.534196 | 0.583986 |
2026-02-23 01:00:00 | 1 | in | 1 | 0.159497 | 0.237335 |
2026-02-23 02:00:00 | 1 | in | 0 | 0.187341 | 0.238253 |
2026-02-23 03:00:00 | 1 | in | 0 | 0.38028 | 0.421832 |
2026-02-23 04:00:00 | 1 | in | 0 | 1.366174 | 1.434119 |
2026-02-23 05:00:00 | 1 | in | 5 | 4.914968 | 4.861115 |
2026-02-23 06:00:00 | 1 | in | 11 | 13.943835 | 13.733727 |
2026-02-23 07:00:00 | 1 | in | 13 | 19.244444 | 19.010895 |
2026-02-23 08:00:00 | 1 | in | 21 | 20.174616 | 20.030703 |
2026-02-23 09:00:00 | 1 | in | 7 | 5.384726 | 6.624199 |
2026-02-23 10:00:00 | 1 | in | 9 | 3.912003 | 5.397246 |
2026-02-23 11:00:00 | 1 | in | 7 | 5.711359 | 5.314978 |
2026-02-23 12:00:00 | 1 | in | 5 | 7.238723 | 7.846999 |
2026-02-23 13:00:00 | 1 | in | 6 | 7.359104 | 6.510953 |
2026-02-23 14:00:00 | 1 | in | 17 | 7.915183 | 8.260804 |
2026-02-23 15:00:00 | 1 | in | 13 | 11.256667 | 11.673222 |
2026-02-23 16:00:00 | 1 | in | 19 | 21.366573 | 19.244635 |
2026-02-23 17:00:00 | 1 | in | 13 | 14.484138 | 15.507624 |
2026-02-23 18:00:00 | 1 | in | 8 | 11.715292 | 10.311773 |
2026-02-23 19:00:00 | 1 | in | 3 | 5.835633 | 5.463078 |
2026-02-23 20:00:00 | 1 | in | 5 | 4.084766 | 3.830939 |
2026-02-23 21:00:00 | 1 | in | 5 | 3.119938 | 2.954671 |
2026-02-23 22:00:00 | 1 | in | 2 | 2.444562 | 2.834271 |
2026-02-23 23:00:00 | 1 | in | 2 | 1.430258 | 1.400696 |
2026-02-24 00:00:00 | 1 | in | 1 | 0.582541 | 0.655479 |
2026-02-24 01:00:00 | 1 | in | 0 | 0.316564 | 0.305642 |
2026-02-24 02:00:00 | 1 | in | 0 | 0.253402 | 0.30656 |
2026-02-24 03:00:00 | 1 | in | 0 | 0.479298 | 0.489863 |
2026-02-24 04:00:00 | 1 | in | 0 | 1.552039 | 1.545326 |
2026-02-24 05:00:00 | 1 | in | 3 | 4.596624 | 4.88251 |
2026-02-24 06:00:00 | 1 | in | 11 | 14.985786 | 14.46427 |
2026-02-24 07:00:00 | 1 | in | 22 | 20.964252 | 20.679071 |
2026-02-24 08:00:00 | 1 | in | 29 | 21.66623 | 21.853958 |
2026-02-24 09:00:00 | 1 | in | 4 | 8.049939 | 7.298954 |
2026-02-24 10:00:00 | 1 | in | 6 | 6.760356 | 6.255294 |
2026-02-24 11:00:00 | 1 | in | 6 | 6.071497 | 5.578855 |
2026-02-24 12:00:00 | 1 | in | 7 | 9.31661 | 8.765968 |
2026-02-24 13:00:00 | 1 | in | 5 | 8.525079 | 7.037767 |
2026-02-24 14:00:00 | 1 | in | 9 | 10.736875 | 9.277998 |
2026-02-24 15:00:00 | 1 | in | 9 | 16.558174 | 13.865325 |
2026-02-24 16:00:00 | 1 | in | 24 | 25.901316 | 20.817986 |
2026-02-24 17:00:00 | 1 | in | 29 | 20.356735 | 16.29382 |
2026-02-24 18:00:00 | 1 | in | 10 | 14.555622 | 11.51683 |
2026-02-24 19:00:00 | 1 | in | 4 | 7.557881 | 5.98103 |
2026-02-24 20:00:00 | 1 | in | 3 | 5.362774 | 4.326589 |
2026-02-24 21:00:00 | 1 | in | 5 | 4.232073 | 3.178763 |
2026-02-24 22:00:00 | 1 | in | 1 | 3.658213 | 3.042514 |
2026-02-24 23:00:00 | 1 | in | 1 | 1.814376 | 1.633207 |
2026-02-25 00:00:00 | 1 | in | 0 | 0.517934 | 0.637669 |
2026-02-25 01:00:00 | 1 | in | 0 | 0.126441 | 0.287831 |
2026-02-25 02:00:00 | 1 | in | 1 | 0.145565 | 0.28875 |
2026-02-25 03:00:00 | 1 | in | 0 | 0.304836 | 0.428993 |
2026-02-25 04:00:00 | 1 | in | 2 | 1.318676 | 1.461443 |
2026-02-25 05:00:00 | 1 | in | 4 | 4.873563 | 4.821735 |
2026-02-25 06:00:00 | 1 | in | 15 | 14.05993 | 13.704615 |
2026-02-25 07:00:00 | 1 | in | 25 | 19.292353 | 19.49201 |
2026-02-25 08:00:00 | 1 | in | 21 | 20.46896 | 20.692627 |
2026-02-25 09:00:00 | 1 | in | 16 | 7.872121 | 7.362689 |
2026-02-25 10:00:00 | 1 | in | 8 | 7.415019 | 6.817872 |
2026-02-25 11:00:00 | 1 | in | 13 | 9.190469 | 8.330807 |
2026-02-25 12:00:00 | 1 | in | 25 | 18.970053 | 16.00908 |
2026-02-25 13:00:00 | 1 | in | 34 | 15.796874 | 10.524784 |
2026-02-25 14:00:00 | 1 | in | 23 | 17.909607 | 12.188618 |
2026-02-25 15:00:00 | 1 | in | 41 | 19.675306 | 14.165785 |
2026-02-25 16:00:00 | 1 | in | 27 | 27.181402 | 19.314623 |
2026-02-25 17:00:00 | 1 | in | 43 | 25.335064 | 18.486956 |
2026-02-25 18:00:00 | 1 | in | 15 | 16.111881 | 11.99464 |
2026-02-25 19:00:00 | 1 | in | 9 | 8.791145 | 6.584831 |
2026-02-25 20:00:00 | 1 | in | 3 | 5.592486 | 4.184798 |
2026-02-25 21:00:00 | 1 | in | 2 | 4.519502 | 3.108686 |
2026-02-25 22:00:00 | 1 | in | 2 | 4.211332 | 2.975673 |
2026-02-25 23:00:00 | 1 | in | 1 | 1.619424 | 1.547212 |
2026-02-26 00:00:00 | 1 | in | 1 | 0.47461 | 0.670125 |
2026-02-26 01:00:00 | 1 | in | 0 | 0.094331 | 0.320287 |
2026-02-26 02:00:00 | 1 | in | 0 | 0.068 | 0.321206 |
2026-02-26 03:00:00 | 1 | in | 1 | 0.283389 | 0.455291 |
End of preview.
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MDA Project Data Files
References
Cycling data: Fietstellingen AWV, Agentschap Wegen en Verkeer / Vlaams Verkeerscentrum. Modellicentie Gratis Hergebruik v1.0. https://opendata.apps.mow.vlaanderen.be/fietstellingen/index.html
Weather data: Open-Meteo.com, CC-BY 4.0. Zippenfenig, P. (2023). Open-Meteo.com Weather API. Zenodo. https://doi.org/10.5281/zenodo.7970649
Weather data by Open-Meteo.com --- license: cc-by-4.0 ---- Downloads last month
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