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train

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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 12 missing columns ({'fuel_pressure_category', 'Fuel_pressure', 'Engine_rpm', 'Lub_oil_pressure', 'coolant_temp_category', 'Coolant_temp', 'Coolant_pressure', 'fuel_pressure_oil_temp', 'lub_oil_temp', 'oil_pressure_category', 'coolant_pressure_category', 'rpm_category'}).

This happened while the csv dataset builder was generating data using

hf://datasets/samdurai102024/predictive-maintenance-be/y_train.csv (at revision cddcd3521664084d31b57ca80094c14eb6f0049c), [/tmp/hf-datasets-cache/medium/datasets/79893546759549-config-parquet-and-info-samdurai102024-predictive-d736dfc5/hub/datasets--samdurai102024--predictive-maintenance-be/snapshots/cddcd3521664084d31b57ca80094c14eb6f0049c/X_train.csv (origin=hf://datasets/samdurai102024/predictive-maintenance-be@cddcd3521664084d31b57ca80094c14eb6f0049c/X_train.csv), /tmp/hf-datasets-cache/medium/datasets/79893546759549-config-parquet-and-info-samdurai102024-predictive-d736dfc5/hub/datasets--samdurai102024--predictive-maintenance-be/snapshots/cddcd3521664084d31b57ca80094c14eb6f0049c/y_train.csv (origin=hf://datasets/samdurai102024/predictive-maintenance-be@cddcd3521664084d31b57ca80094c14eb6f0049c/y_train.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
              Engine_Condition: int64
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 392
              to
              {'Engine_rpm': Value('int64'), 'Lub_oil_pressure': Value('float64'), 'Fuel_pressure': Value('float64'), 'Coolant_pressure': Value('float64'), 'lub_oil_temp': Value('float64'), 'Coolant_temp': Value('float64'), 'rpm_category': Value('string'), 'oil_pressure_category': Value('string'), 'fuel_pressure_category': Value('string'), 'coolant_pressure_category': Value('string'), 'fuel_pressure_oil_temp': Value('string'), 'coolant_temp_category': Value('string')}
              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 ({'Engine_Condition'}) and 12 missing columns ({'fuel_pressure_category', 'Fuel_pressure', 'Engine_rpm', 'Lub_oil_pressure', 'coolant_temp_category', 'Coolant_temp', 'Coolant_pressure', 'fuel_pressure_oil_temp', 'lub_oil_temp', 'oil_pressure_category', 'coolant_pressure_category', 'rpm_category'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/samdurai102024/predictive-maintenance-be/y_train.csv (at revision cddcd3521664084d31b57ca80094c14eb6f0049c), [/tmp/hf-datasets-cache/medium/datasets/79893546759549-config-parquet-and-info-samdurai102024-predictive-d736dfc5/hub/datasets--samdurai102024--predictive-maintenance-be/snapshots/cddcd3521664084d31b57ca80094c14eb6f0049c/X_train.csv (origin=hf://datasets/samdurai102024/predictive-maintenance-be@cddcd3521664084d31b57ca80094c14eb6f0049c/X_train.csv), /tmp/hf-datasets-cache/medium/datasets/79893546759549-config-parquet-and-info-samdurai102024-predictive-d736dfc5/hub/datasets--samdurai102024--predictive-maintenance-be/snapshots/cddcd3521664084d31b57ca80094c14eb6f0049c/y_train.csv (origin=hf://datasets/samdurai102024/predictive-maintenance-be@cddcd3521664084d31b57ca80094c14eb6f0049c/y_train.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.

Engine_rpm int64	Lub_oil_pressure float64	Fuel_pressure float64	Coolant_pressure float64	lub_oil_temp float64	Coolant_temp float64	rpm_category string	oil_pressure_category string	fuel_pressure_category string	coolant_pressure_category string	fuel_pressure_oil_temp string	coolant_temp_category string
828	3.128156	6.27982	2.312695	76.0494	82.963766	Moderate Risk	Mid Risk	Very High Risk	Normal-to-Elevated	High Risk	Lower
498	3.077374	8.256604	2.855274	75.184524	70.080522	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	High Risk	Elevated
714	2.574315	4.138523	2.623008	75.069391	79.560619	High Risk	Mid Risk	Mid Risk	Normal-to-Elevated	Mid Risk	Moderate
811	2.831073	5.539921	2.886172	84.235972	72.305446	Moderate Risk	Mid Risk	High Risk	Normal-to-Elevated	Mid Risk	Moderate
1,011	4.573442	11.469704	5.78651	75.32064	68.578081	Lower Risk	Mid Risk	Very High Risk	Relief / Saturation Regime	High Risk	High
983	3.181641	9.400287	5.249806	75.674535	76.862959	Lower Risk	Mid Risk	Very High Risk	Relief / Saturation Regime	High Risk	Moderate
629	2.679978	4.913687	5.1958	73.748033	85.629209	High Risk	Mid Risk	Mid Risk	Relief / Saturation Regime	Mid Risk	Lower
487	3.088209	4.096579	5.019704	76.300774	81.794575	High Risk	Mid Risk	Mid Risk	Relief / Saturation Regime	Mid Risk	Lower
678	2.061298	8.749673	1.763733	75.994739	91.523665	High Risk	Low Risk	Very High Risk	Normal-to-Elevated	High Risk	Lower
829	3.736467	5.939748	4.787575	76.292881	72.600173	Moderate Risk	Mid Risk	High Risk	Relief / Saturation Regime	High Risk	Moderate
666	3.745193	5.078724	3.408495	77.100276	88.886237	High Risk	Mid Risk	Mid Risk	Critical Pressure	Mid Risk	Lower
610	3.920826	8.23087	3.33469	75.691751	75.668192	High Risk	Mid Risk	Very High Risk	Critical Pressure	High Risk	Moderate
466	3.518939	6.477628	2.672415	76.206464	64.624873	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	High Risk	High
516	3.924838	6.758731	2.787841	74.243301	82.42192	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	High Risk	Lower
952	3.164746	5.76885	2.666177	74.195565	75.669256	Lower Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Moderate
687	3.644117	7.67873	3.373525	82.750982	74.963357	High Risk	Mid Risk	Very High Risk	Critical Pressure	Mid Risk	Moderate
631	3.769286	14.766674	2.329517	77.987487	82.744738	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Lower
631	4.539317	2.302144	3.612217	76.328197	80.707431	High Risk	Mid Risk	Low Risk	Critical Pressure	Mid Risk	Lower
933	2.20806	5.661435	3.081491	79.794075	68.060433	Lower Risk	Low Risk	High Risk	Normal-to-Elevated	Mid Risk	High
814	2.582135	5.512069	0.760202	75.767984	84.192606	Moderate Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Lower
657	2.211393	3.600484	1.026445	75.944747	71.23846	High Risk	Low Risk	Low Risk	Normal-to-Elevated	Mid Risk	Elevated
765	2.322184	7.768216	2.476321	77.425004	85.20408	Moderate Risk	Low Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Lower
805	3.499498	5.743041	1.373105	76.81146	78.091435	Moderate Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Moderate
632	2.369215	3.34454	2.232493	76.960293	76.785504	High Risk	Low Risk	Low Risk	Normal-to-Elevated	Mid Risk	Moderate
855	2.336943	5.900081	2.045914	85.952248	74.401037	Moderate Risk	Low Risk	High Risk	Normal-to-Elevated	Mid Risk	Moderate
633	2.157362	15.123606	1.610788	77.050722	75.555212	High Risk	Low Risk	Very High Risk	Normal-to-Elevated	High Risk	Moderate
915	2.519497	7.012146	2.812481	87.808273	75.693539	Lower Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Moderate
499	1.954928	8.795584	7.478505	75.099818	69.620343	High Risk	Low Risk	Very High Risk	Relief / Saturation Regime	High Risk	Elevated
496	2.325607	2.679709	1.871161	75.694329	78.923878	High Risk	Low Risk	Low Risk	Normal-to-Elevated	Mid Risk	Moderate
989	4.959096	6.153082	2.351431	74.044512	71.920616	Lower Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Elevated
456	2.882752	7.327899	1.346286	77.745708	74.981872	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Moderate
589	3.162035	4.577273	2.707319	77.530641	77.268382	High Risk	Mid Risk	Mid Risk	Normal-to-Elevated	Low Risk	Moderate
770	1.861568	3.744754	0.179036	76.937711	80.407892	Moderate Risk	Low Risk	Low Risk	Normal-to-Elevated	Mid Risk	Moderate
801	3.624909	4.223077	1.410707	76.881353	70.802292	Moderate Risk	Mid Risk	Mid Risk	Normal-to-Elevated	Mid Risk	Elevated
586	2.581378	5.688382	2.659132	76.228244	72.425377	High Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Moderate
537	4.782749	7.619952	1.370143	78.016982	82.299113	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Lower
826	4.772676	6.251811	2.514947	78.4611	66.2269	Moderate Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	High
889	2.379693	7.570314	3.046294	76.716164	87.448739	Lower Risk	Low Risk	Very High Risk	Normal-to-Elevated	High Risk	Lower
786	2.148278	4.961638	1.355646	77.681962	78.050404	Moderate Risk	Low Risk	Mid Risk	Normal-to-Elevated	Low Risk	Moderate
1,315	3.664665	6.460674	2.097934	78.705781	79.162545	Lower Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Moderate
453	2.587314	10.342068	3.146921	77.346051	85.148984	High Risk	Mid Risk	Very High Risk	Critical Pressure	Mid Risk	Lower
679	2.740776	12.027193	4.110421	75.542466	79.949895	High Risk	Mid Risk	Very High Risk	Relief / Saturation Regime	High Risk	Moderate
654	4.771925	7.048396	2.149623	78.939317	78.276171	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Moderate
610	4.677239	4.658746	1.909525	74.597178	81.229724	High Risk	Mid Risk	Mid Risk	Normal-to-Elevated	Mid Risk	Lower
844	2.430857	4.237974	1.165612	77.93722	86.856399	Moderate Risk	Low Risk	Mid Risk	Normal-to-Elevated	Low Risk	Lower
1,367	1.647436	7.682378	2.057581	84.85353	75.230085	Lower Risk	Low Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Moderate
576	0.371831	6.928079	1.311559	74.264301	75.733203	High Risk	Low Risk	Very High Risk	Normal-to-Elevated	High Risk	Moderate
778	3.538907	5.208443	1.734624	73.849828	73.385308	Moderate Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Moderate
770	3.468761	5.950062	1.455455	76.669916	86.711083	Moderate Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Lower
699	2.108981	9.323218	2.727188	76.569708	80.826824	High Risk	Low Risk	Very High Risk	Normal-to-Elevated	High Risk	Lower
723	2.543381	5.985719	2.491527	77.771493	82.205536	High Risk	Mid Risk	High Risk	Normal-to-Elevated	Mid Risk	Lower
954	2.839208	7.841927	1.96095	77.768177	76.558833	Lower Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Moderate
932	2.925951	6.020245	1.686124	75.754429	74.699022	Lower Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Moderate
874	3.407218	13.944291	1.466438	77.807724	82.570965	Moderate Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Lower
845	3.267148	12.860714	2.847952	74.36889	66.976588	Moderate Risk	Mid Risk	Very High Risk	Normal-to-Elevated	High Risk	High
589	2.933888	6.358464	2.461478	77.534616	75.403745	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Moderate
864	1.896482	5.826471	2.850484	77.412973	79.469342	Moderate Risk	Low Risk	High Risk	Normal-to-Elevated	Mid Risk	Moderate
536	4.260732	6.735848	1.31569	77.554281	77.124933	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Moderate
581	3.207014	6.705894	2.257329	75.022158	91.995555	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	High Risk	Lower
484	4.159955	9.139441	3.110431	75.402124	82.859836	High Risk	Mid Risk	Very High Risk	Critical Pressure	High Risk	Lower
1,219	4.406134	5.50871	0.363748	76.954746	75.677619	Lower Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Moderate
1,053	3.301758	6.116098	3.166985	77.4498	87.64998	Lower Risk	Mid Risk	High Risk	Critical Pressure	Mid Risk	Lower
804	4.817832	6.034623	2.248021	76.773206	82.494118	Moderate Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Lower
513	3.527457	5.162344	1.985401	75.852896	74.393786	High Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Moderate
1,162	4.00138	3.253888	2.714425	77.850391	83.827867	Lower Risk	Mid Risk	Low Risk	Normal-to-Elevated	Low Risk	Lower
645	2.862687	6.01106	3.372622	74.440799	91.145817	High Risk	Mid Risk	High Risk	Critical Pressure	High Risk	Lower
426	3.357959	5.327853	2.894369	74.944292	83.540087	High Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Lower
847	3.395483	2.712316	2.306133	80.453962	77.627222	Moderate Risk	Mid Risk	Low Risk	Normal-to-Elevated	Low Risk	Moderate
832	2.37797	8.74943	1.540106	83.010767	83.447104	Moderate Risk	Low Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Lower
644	2.178558	3.506101	1.8672	76.443824	81.589025	High Risk	Low Risk	Low Risk	Normal-to-Elevated	Mid Risk	Lower
850	4.221118	5.803712	1.432639	76.096454	76.229806	Moderate Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Moderate
616	2.830279	9.231028	3.366729	75.784651	72.693048	High Risk	Mid Risk	Very High Risk	Critical Pressure	High Risk	Moderate
449	2.17858	6.456973	1.860032	74.162323	70.616177	High Risk	Low Risk	Very High Risk	Normal-to-Elevated	High Risk	Elevated
551	2.459555	3.442081	3.508851	74.136218	79.487715	High Risk	Low Risk	Low Risk	Critical Pressure	Mid Risk	Moderate
861	2.166139	4.222637	1.60785	77.988689	89.719246	Moderate Risk	Low Risk	Mid Risk	Normal-to-Elevated	Low Risk	Lower
802	2.153845	13.084	1.815143	75.381062	66.564092	Moderate Risk	Low Risk	Very High Risk	Normal-to-Elevated	High Risk	High
846	3.53215	9.069155	1.670749	77.24522	78.869154	Moderate Risk	Mid Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Moderate
587	3.031464	3.001218	3.018338	76.344487	74.809345	High Risk	Mid Risk	Low Risk	Normal-to-Elevated	Mid Risk	Moderate
561	5.032526	7.279273	1.738238	82.367846	83.669809	High Risk	High Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Lower
822	4.735053	3.570197	1.7954	77.757197	83.384503	Moderate Risk	Mid Risk	Low Risk	Normal-to-Elevated	Low Risk	Lower
468	3.855762	9.964266	1.50568	76.662159	85.791398	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	High Risk	Lower
647	3.202703	4.65813	6.095645	82.628419	66.32243	High Risk	Mid Risk	Mid Risk	Relief / Saturation Regime	Low Risk	High
658	4.503882	4.947224	4.410913	75.626296	92.646861	High Risk	Mid Risk	Mid Risk	Relief / Saturation Regime	Mid Risk	Lower
975	2.465027	7.646518	1.080122	75.599217	68.855525	Lower Risk	Low Risk	Very High Risk	Normal-to-Elevated	High Risk	High
538	4.650154	5.869091	1.283086	76.106606	70.414674	High Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Elevated
654	2.242219	10.548923	1.914052	77.302176	74.748015	High Risk	Low Risk	Very High Risk	Normal-to-Elevated	Mid Risk	Moderate
520	3.620824	5.756167	2.023239	78.235044	72.717444	High Risk	Mid Risk	High Risk	Normal-to-Elevated	Mid Risk	Moderate
1,062	2.674157	6.16968	2.262398	74.395458	82.101238	Lower Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Lower
765	2.319333	4.8784	1.177789	77.723481	82.682663	Moderate Risk	Low Risk	Mid Risk	Normal-to-Elevated	Low Risk	Lower
580	4.683463	4.960393	2.730918	78.021426	87.371486	High Risk	Mid Risk	Mid Risk	Normal-to-Elevated	Low Risk	Lower
426	2.077431	9.632773	2.683864	75.137849	76.001169	High Risk	Low Risk	Very High Risk	Normal-to-Elevated	High Risk	Moderate
711	4.169148	6.579758	2.407423	74.182612	71.750357	High Risk	Mid Risk	Very High Risk	Normal-to-Elevated	High Risk	Elevated
908	2.612702	6.390804	4.414432	78.371263	88.782952	Lower Risk	Mid Risk	Very High Risk	Relief / Saturation Regime	Mid Risk	Lower
500	3.689783	4.106459	2.281462	77.921013	77.511279	High Risk	Mid Risk	Mid Risk	Normal-to-Elevated	Low Risk	Moderate
1,286	5.123405	3.826148	3.254757	77.367719	71.864554	Lower Risk	High Risk	Low Risk	Critical Pressure	Low Risk	Elevated
922	2.188351	5.229672	1.586777	89.014044	82.689619	Lower Risk	Low Risk	High Risk	Normal-to-Elevated	Mid Risk	Lower
906	2.862583	5.599956	3.181995	77.125001	74.448203	Lower Risk	Mid Risk	High Risk	Critical Pressure	High Risk	Moderate
607	3.22721	4.138458	3.401356	76.332487	76.622827	High Risk	Mid Risk	Mid Risk	Critical Pressure	Mid Risk	Moderate
713	3.686923	5.380364	1.427177	76.73631	76.720884	High Risk	Mid Risk	High Risk	Normal-to-Elevated	High Risk	Moderate
823	2.07151	3.515791	1.380273	74.89615	89.247077	Moderate Risk	Low Risk	Low Risk	Normal-to-Elevated	Mid Risk	Lower

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