Datasets:

---

Duplicated from  liberatoratif/Credit-card-fraud-detection

mahdy12

/

Credit-card-fraud-detection

like 1

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 2 new columns ({'MONTHS_BALANCE', 'STATUS'}) and 17 missing columns ({'NAME_FAMILY_STATUS', 'NAME_HOUSING_TYPE', 'FLAG_PHONE', 'NAME_EDUCATION_TYPE', 'FLAG_MOBIL', 'CNT_CHILDREN', 'CNT_FAM_MEMBERS', 'CODE_GENDER', 'OCCUPATION_TYPE', 'DAYS_EMPLOYED', 'DAYS_BIRTH', 'AMT_INCOME_TOTAL', 'NAME_INCOME_TYPE', 'FLAG_WORK_PHONE', 'FLAG_EMAIL', 'FLAG_OWN_REALTY', 'FLAG_OWN_CAR'}).

This happened while the csv dataset builder was generating data using

hf://datasets/mahdy12/Credit-card-fraud-detection/credit_record.csv (at revision 5097123c87d3c8e09b3170b3b8ce7682a273c1af), [/tmp/hf-datasets-cache/medium/datasets/11467238450901-config-parquet-and-info-mahdy12-Credit-card-fraud-4828f243/hub/datasets--mahdy12--Credit-card-fraud-detection/snapshots/5097123c87d3c8e09b3170b3b8ce7682a273c1af/application_record.csv (origin=hf://datasets/mahdy12/Credit-card-fraud-detection@5097123c87d3c8e09b3170b3b8ce7682a273c1af/application_record.csv), /tmp/hf-datasets-cache/medium/datasets/11467238450901-config-parquet-and-info-mahdy12-Credit-card-fraud-4828f243/hub/datasets--mahdy12--Credit-card-fraud-detection/snapshots/5097123c87d3c8e09b3170b3b8ce7682a273c1af/credit_record.csv (origin=hf://datasets/mahdy12/Credit-card-fraud-detection@5097123c87d3c8e09b3170b3b8ce7682a273c1af/credit_record.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
              ID: int64
              MONTHS_BALANCE: int64
              STATUS: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 601
              to
              {'ID': Value('int64'), 'CODE_GENDER': Value('string'), 'FLAG_OWN_CAR': Value('string'), 'FLAG_OWN_REALTY': Value('string'), 'CNT_CHILDREN': Value('int64'), 'AMT_INCOME_TOTAL': Value('float64'), 'NAME_INCOME_TYPE': Value('string'), 'NAME_EDUCATION_TYPE': Value('string'), 'NAME_FAMILY_STATUS': Value('string'), 'NAME_HOUSING_TYPE': Value('string'), 'DAYS_BIRTH': Value('int64'), 'DAYS_EMPLOYED': Value('int64'), 'FLAG_MOBIL': Value('int64'), 'FLAG_WORK_PHONE': Value('int64'), 'FLAG_PHONE': Value('int64'), 'FLAG_EMAIL': Value('int64'), 'OCCUPATION_TYPE': Value('string'), 'CNT_FAM_MEMBERS': 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 1348, 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 2 new columns ({'MONTHS_BALANCE', 'STATUS'}) and 17 missing columns ({'NAME_FAMILY_STATUS', 'NAME_HOUSING_TYPE', 'FLAG_PHONE', 'NAME_EDUCATION_TYPE', 'FLAG_MOBIL', 'CNT_CHILDREN', 'CNT_FAM_MEMBERS', 'CODE_GENDER', 'OCCUPATION_TYPE', 'DAYS_EMPLOYED', 'DAYS_BIRTH', 'AMT_INCOME_TOTAL', 'NAME_INCOME_TYPE', 'FLAG_WORK_PHONE', 'FLAG_EMAIL', 'FLAG_OWN_REALTY', 'FLAG_OWN_CAR'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/mahdy12/Credit-card-fraud-detection/credit_record.csv (at revision 5097123c87d3c8e09b3170b3b8ce7682a273c1af), [/tmp/hf-datasets-cache/medium/datasets/11467238450901-config-parquet-and-info-mahdy12-Credit-card-fraud-4828f243/hub/datasets--mahdy12--Credit-card-fraud-detection/snapshots/5097123c87d3c8e09b3170b3b8ce7682a273c1af/application_record.csv (origin=hf://datasets/mahdy12/Credit-card-fraud-detection@5097123c87d3c8e09b3170b3b8ce7682a273c1af/application_record.csv), /tmp/hf-datasets-cache/medium/datasets/11467238450901-config-parquet-and-info-mahdy12-Credit-card-fraud-4828f243/hub/datasets--mahdy12--Credit-card-fraud-detection/snapshots/5097123c87d3c8e09b3170b3b8ce7682a273c1af/credit_record.csv (origin=hf://datasets/mahdy12/Credit-card-fraud-detection@5097123c87d3c8e09b3170b3b8ce7682a273c1af/credit_record.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)