Datasets:

---

vigilantia

/

spark-aml-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 ({'currency_code', 'exchange_rate_to_eur'}) and 6 missing columns ({'age', 'iban', 'kyc_risk_score', 'client_id', 'country', 'job'}).

This happened while the csv dataset builder was generating data using

hf://datasets/vigilantia/spark-aml-detection/exchange_rates.csv (at revision ebe3e1aa7b49e10dc18f092eeee74d732cca0e48), [/tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/clients_kyc.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/clients_kyc.csv), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/exchange_rates.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/exchange_rates.csv), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_full.zip (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_full.zip), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_tp_30k.zip (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_tp_30k.zip), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_tp_small2.zip (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_tp_small2.zip), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-07.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-07.csv), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-08.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-08.csv), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-09.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-09.csv), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_input.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_input.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
              currency_code: string
              exchange_rate_to_eur: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 526
              to
              {'client_id': Value('string'), 'iban': Value('string'), 'age': Value('int64'), 'job': Value('string'), 'country': Value('string'), 'kyc_risk_score': 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 2 new columns ({'currency_code', 'exchange_rate_to_eur'}) and 6 missing columns ({'age', 'iban', 'kyc_risk_score', 'client_id', 'country', 'job'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/vigilantia/spark-aml-detection/exchange_rates.csv (at revision ebe3e1aa7b49e10dc18f092eeee74d732cca0e48), [/tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/clients_kyc.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/clients_kyc.csv), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/exchange_rates.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/exchange_rates.csv), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_full.zip (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_full.zip), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_tp_30k.zip (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_tp_30k.zip), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_tp_small2.zip (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/fraud_dataset_tp_small2.zip), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-07.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-07.csv), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-08.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-08.csv), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-09.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_2026-03-09.csv), /tmp/hf-datasets-cache/medium/datasets/58473301512520-config-parquet-and-info-vigilantia-spark-aml-dete-dc88172c/hub/datasets--vigilantia--spark-aml-detection/snapshots/ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_input.csv (origin=hf://datasets/vigilantia/spark-aml-detection@ebe3e1aa7b49e10dc18f092eeee74d732cca0e48/transactions_input.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)