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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 ({'Engine_Condition'}) and 6 missing columns ({'Fuel_Pressure', 'Lub_Oil_Temperature', 'Coolant_Temperature', 'Engine_RPM', 'Coolant_Pressure', 'Lub_Oil_Pressure'}).
This happened while the csv dataset builder was generating data using
hf://datasets/VeerendraManikonda/predictive-maintenance-engine-health-dataset/y_train.csv (at revision 3c78678ceb40460987fc29576907b84d6124cb26)
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 1831, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 714, 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
Engine_Condition: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 392
to
{'Engine_RPM': Value('float64'), 'Lub_Oil_Pressure': Value('float64'), 'Fuel_Pressure': Value('float64'), 'Coolant_Pressure': Value('float64'), 'Lub_Oil_Temperature': Value('float64'), 'Coolant_Temperature': 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 1339, 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 972, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1702, 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 1833, 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 ({'Engine_Condition'}) and 6 missing columns ({'Fuel_Pressure', 'Lub_Oil_Temperature', 'Coolant_Temperature', 'Engine_RPM', 'Coolant_Pressure', 'Lub_Oil_Pressure'}).
This happened while the csv dataset builder was generating data using
hf://datasets/VeerendraManikonda/predictive-maintenance-engine-health-dataset/y_train.csv (at revision 3c78678ceb40460987fc29576907b84d6124cb26)
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.
Engine_RPM float64 | Lub_Oil_Pressure float64 | Fuel_Pressure float64 | Coolant_Pressure float64 | Lub_Oil_Temperature float64 | Coolant_Temperature float64 |
|---|---|---|---|---|---|
-0.733138 | 1.005043 | -0.33656 | 1.310907 | -0.760431 | -0.865252 |
0.26393 | 0.519372 | -0.450189 | 1.232383 | -1.03267 | 0.637655 |
-0.360704 | -0.069504 | 1.164353 | -0.065812 | 0.020612 | -0.600774 |
-0.208211 | -0.244873 | -0.260873 | -0.414191 | -0.605393 | 0.505631 |
1.953079 | -0.225202 | -0.77802 | -0.196544 | 2.740616 | -0.794872 |
-0.973607 | 0.49911 | -0.612685 | -0.341653 | -1.004332 | 0.202341 |
0.865103 | -0.353782 | -0.060199 | 1.023127 | -0.402123 | -0.458224 |
0.671554 | 1.824067 | -0.778006 | 0.235583 | 1.667015 | 0.208933 |
1.208211 | -0.330945 | -0.440447 | -0.833299 | -0.04835 | 0.496105 |
1.791789 | 0.575282 | 0.369642 | -0.271633 | 0.66712 | 0.972695 |
0.061584 | 0.333903 | 0.141997 | 0.058903 | 0.17445 | -0.717912 |
1.269795 | 0.095084 | -0.013703 | -1.145572 | -0.485549 | -0.76672 |
0.615836 | 0.363754 | -0.407187 | 1.902245 | 0.629734 | -0.332164 |
0.912023 | -0.601517 | -0.201588 | 0.270986 | -0.97534 | -0.175899 |
0.316716 | 1.407965 | -0.781283 | 2.36479 | 2.164377 | 0.428208 |
0.319648 | -0.048534 | -0.364467 | 0.261362 | 4.015111 | 0.335482 |
1.026393 | -0.443642 | -0.371892 | -1.2268 | 3.100773 | -0.036663 |
-0.914956 | 0.833696 | 0.314284 | -0.514761 | -0.510058 | 0.536769 |
0.222874 | 0.096748 | -0.202994 | -0.086664 | 0.441513 | -0.025427 |
-0.519062 | 0.373605 | -0.167104 | -0.237661 | -0.031977 | 0.122528 |
0.604106 | -0.491706 | 0.430296 | -0.57974 | -0.69774 | 0.011768 |
0.665689 | -0.528844 | -0.171933 | 0.939833 | 0.854461 | -0.093118 |
-0.56305 | 0.152456 | 1.445704 | -0.133894 | -0.115441 | 0.527673 |
0.190616 | 1.099613 | -0.912145 | -1.128489 | -0.330447 | 0.446557 |
-0.604106 | -0.05249 | -0.645821 | -0.948503 | -0.171438 | 0.107964 |
0.093842 | 0.245287 | -0.351218 | -0.346258 | -1.26509 | -0.55004 |
-0.536657 | -0.615001 | -0.059003 | 0.366135 | 0.761624 | -0.06825 |
0.841642 | -0.732792 | -0.448922 | 0.054738 | -0.37748 | -0.957472 |
0.170088 | 0.918103 | -0.073996 | -0.506037 | 0.099998 | 0.161694 |
-1.105572 | -0.270771 | 0.278505 | -0.269478 | 0.155212 | -0.293701 |
0.152493 | 1.709856 | 0.186048 | -0.278366 | 0.334492 | 0.17294 |
-0.906158 | 0.480339 | 0.188487 | 0.499288 | 0.507748 | -0.038125 |
1.392962 | 0.819304 | -0.110888 | 2.433377 | -0.012909 | 1.292691 |
0.58651 | -0.53638 | -0.114219 | 3.156461 | 0.52789 | 0.335462 |
-0.269795 | -0.673773 | -0.054137 | 0.613267 | -0.581857 | 0.799903 |
0.158358 | 0.156858 | -0.400004 | 0.205601 | -0.409133 | -0.33821 |
1.882698 | -0.111024 | -0.680502 | -0.563344 | 0.455979 | 0.418335 |
-0.498534 | 1.063606 | 0.747307 | 0.855612 | 2.845023 | 1.304929 |
1.645161 | 0.396641 | -1.147955 | -0.257869 | 0.446244 | 0.363288 |
-0.243402 | 1.06532 | 0.385699 | 0.157346 | -0.59163 | -0.882466 |
-0.480938 | -1.208156 | -0.35014 | 0.373457 | -0.376191 | -0.30662 |
1.170088 | 0.829643 | -0.182108 | 0.640045 | -1.174533 | -0.814191 |
-0.214076 | -0.869409 | 0.918508 | -0.742567 | -0.192718 | 0.562813 |
-0.812317 | -0.596861 | 0.289518 | -1.538153 | 0.042002 | 0.872785 |
-0.020528 | -0.453828 | 0.703913 | 0.469226 | -0.90387 | 1.064766 |
1.44868 | 0.908346 | -0.506432 | -0.549198 | 0.265942 | -0.338377 |
-0.636364 | -0.371298 | 0.417985 | 0.133951 | -0.080705 | -0.250876 |
0.260997 | 0.230643 | -0.883183 | -0.646551 | 5.311227 | -0.555304 |
0.29912 | -0.447505 | -0.195375 | 0.875572 | -0.197218 | -0.07603 |
0.02346 | -0.149795 | -0.350458 | -0.878588 | 0.59778 | 0.317886 |
-0.692082 | 0.962764 | -0.797621 | -0.249695 | 0.511465 | -0.473623 |
-0.868035 | -1.602484 | -0.738933 | -0.97478 | -0.830584 | -0.604973 |
-0.258065 | 0.025843 | -0.033062 | -0.480025 | -0.491247 | -0.95247 |
-0.636364 | 0.035113 | -0.258917 | 0.023959 | 0.629525 | -0.327658 |
3.087977 | -0.25081 | 0.363171 | -0.265931 | 4.587636 | 0.067042 |
-1.941349 | 0.435064 | -0.457757 | -0.885359 | -0.507596 | -0.104067 |
0.152493 | -0.763599 | -1.138235 | -0.64431 | 0.207332 | -0.256358 |
0.98827 | 1.109726 | -0.430275 | 0.263957 | 2.170226 | 0.301291 |
-0.331378 | -0.618537 | 0.535338 | 0.061998 | -0.209757 | 0.375515 |
0.504399 | -0.117214 | 1.783474 | 0.446575 | -0.265809 | 1.515323 |
-0.228739 | -0.403666 | -0.373482 | 0.759024 | -0.564207 | -0.883068 |
-0.756598 | -1.846475 | 0.703216 | -0.531603 | -0.284178 | -0.11513 |
0.196481 | 0.861217 | 0.849814 | -0.399551 | -0.255519 | -0.122961 |
-0.97654 | 0.214916 | -0.002619 | -0.318403 | 2.263198 | 0.013042 |
1.28739 | 0.392328 | 1.581377 | 0.066232 | 0.712015 | -0.351702 |
0.912023 | -0.720791 | 0.241482 | -0.455063 | -0.085214 | 1.028913 |
-0.302053 | -0.34897 | 0.795543 | 0.594899 | 2.980236 | -1.051792 |
-0.255132 | 0.868098 | -0.078758 | 2.963611 | 0.060703 | 0.571058 |
-0.929619 | 0.141038 | -0.934902 | 0.421064 | 0.48578 | 1.733264 |
1 | 0.737207 | -1.035634 | -0.064262 | 3.564343 | -0.323656 |
-0.219941 | 0.664956 | 0.330665 | 0.488644 | 0.157817 | 0.092203 |
-0.008798 | -0.116495 | 1.990409 | -0.369547 | -0.234093 | 0.757634 |
-0.005865 | -0.274206 | -0.444376 | -0.698946 | 0.25566 | 1.310053 |
0.184751 | 0.57809 | 0.559998 | 0.141258 | 0.415167 | -0.339554 |
0.457478 | 0.676174 | 2.944274 | 0.002259 | -0.276015 | -0.025513 |
-0.560117 | -0.263701 | -1.152643 | -0.065734 | 0.586808 | 0.564232 |
-0.117302 | 0.104513 | 0.145857 | 0.006823 | -0.576365 | -0.941177 |
-0.328446 | 0.63951 | 0.946764 | -0.170512 | -1.180918 | 0.287189 |
-0.237537 | -0.091924 | 0.611485 | 0.502279 | 0.056253 | -0.2163 |
0.489736 | -0.380419 | -0.365321 | -0.065229 | 2.662789 | 0.854656 |
1.366569 | -0.936494 | -0.330712 | 1.700517 | 1.519784 | 0.45625 |
1.624633 | -0.613544 | 0.789072 | -0.469575 | 1.716281 | -0.429408 |
-0.366569 | 0.05793 | -0.307835 | 0.358983 | 0.583239 | -0.777051 |
0.181818 | -0.055096 | -0.926247 | 2.952524 | 2.714532 | -0.400713 |
1.501466 | 0.067186 | 1.784132 | -0.544166 | 0.010588 | -0.736325 |
1.527859 | 0.623322 | 0.727638 | -0.057084 | -0.929665 | -0.173475 |
0.357771 | -0.414388 | -0.677619 | -0.456503 | -0.28834 | 0.505953 |
0.815249 | -0.629646 | -0.472171 | -1.325486 | 0.407908 | 0.619546 |
0.85044 | -0.651244 | -0.027048 | -0.007235 | -0.350044 | -0.113971 |
-0.26393 | 0.644079 | 0.032357 | 0.809772 | -0.530798 | -1.111865 |
0.225806 | -0.510527 | -1.272042 | -0.151343 | -1.579135 | -0.16052 |
-0.651026 | -1.119994 | 0.217896 | -0.304816 | 0.191992 | -0.48422 |
-0.13783 | -0.687113 | -1.313589 | -0.856861 | 4.2504 | 1.35515 |
0.68915 | 0.048034 | 0.443048 | 1.69061 | -1.499747 | 0.290036 |
0.255132 | 0.388426 | 0.028385 | -0.405863 | -0.109519 | -0.821348 |
0.507331 | -0.283546 | 3.010345 | 0.105502 | -0.514633 | 1.040283 |
0.16129 | 0.355296 | 0.718434 | 0.253397 | -0.443978 | 0.334196 |
-0.146628 | 0.612792 | 0.147322 | -0.341858 | 0.329323 | -1.194102 |
1.524927 | 1.441966 | -0.234856 | -0.911377 | 0.443486 | 0.835841 |
1.944282 | -0.247864 | 0.282993 | 0.623731 | 3.333491 | 0.311874 |
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