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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 4 new columns ({'word_count', 'label', 'clean_text', 'cluster'})

This happened while the csv dataset builder was generating data using

hf://datasets/mziarehman4353/global-banking-policy-dataset/globla_banking_policy_dataset.csv (at revision f4b8e2f3022e3fe9fa8c3a758e7df1396e078524), [/tmp/hf-datasets-cache/medium/datasets/57078119036895-config-parquet-and-info-mziarehman4353-global-ban-bcfd56c0/hub/datasets--mziarehman4353--global-banking-policy-dataset/snapshots/f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/ISLAMIC_FINAL_DATASET.csv (origin=hf://datasets/mziarehman4353/global-banking-policy-dataset@f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/ISLAMIC_FINAL_DATASET.csv), /tmp/hf-datasets-cache/medium/datasets/57078119036895-config-parquet-and-info-mziarehman4353-global-ban-bcfd56c0/hub/datasets--mziarehman4353--global-banking-policy-dataset/snapshots/f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/WESTERN_FINAL_DATASET.csv (origin=hf://datasets/mziarehman4353/global-banking-policy-dataset@f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/WESTERN_FINAL_DATASET.csv), /tmp/hf-datasets-cache/medium/datasets/57078119036895-config-parquet-and-info-mziarehman4353-global-ban-bcfd56c0/hub/datasets--mziarehman4353--global-banking-policy-dataset/snapshots/f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/globla_banking_policy_dataset.csv (origin=hf://datasets/mziarehman4353/global-banking-policy-dataset@f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/globla_banking_policy_dataset.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
              institution: string
              system: string
              region: string
              year: double
              type: string
              source_url: string
              text: string
              label: string
              clean_text: string
              word_count: int64
              cluster: int64
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1510
              to
              {'institution': Value('string'), 'system': Value('string'), 'region': Value('string'), 'year': Value('float64'), 'type': Value('string'), 'source_url': Value('string'), 'text': 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 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 4 new columns ({'word_count', 'label', 'clean_text', 'cluster'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/mziarehman4353/global-banking-policy-dataset/globla_banking_policy_dataset.csv (at revision f4b8e2f3022e3fe9fa8c3a758e7df1396e078524), [/tmp/hf-datasets-cache/medium/datasets/57078119036895-config-parquet-and-info-mziarehman4353-global-ban-bcfd56c0/hub/datasets--mziarehman4353--global-banking-policy-dataset/snapshots/f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/ISLAMIC_FINAL_DATASET.csv (origin=hf://datasets/mziarehman4353/global-banking-policy-dataset@f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/ISLAMIC_FINAL_DATASET.csv), /tmp/hf-datasets-cache/medium/datasets/57078119036895-config-parquet-and-info-mziarehman4353-global-ban-bcfd56c0/hub/datasets--mziarehman4353--global-banking-policy-dataset/snapshots/f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/WESTERN_FINAL_DATASET.csv (origin=hf://datasets/mziarehman4353/global-banking-policy-dataset@f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/WESTERN_FINAL_DATASET.csv), /tmp/hf-datasets-cache/medium/datasets/57078119036895-config-parquet-and-info-mziarehman4353-global-ban-bcfd56c0/hub/datasets--mziarehman4353--global-banking-policy-dataset/snapshots/f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/globla_banking_policy_dataset.csv (origin=hf://datasets/mziarehman4353/global-banking-policy-dataset@f4b8e2f3022e3fe9fa8c3a758e7df1396e078524/globla_banking_policy_dataset.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.

institution
string
system
string
region
string
year
float64
type
string
source_url
string
text
string
IFSB
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End of preview.

Global Banking Policy Dataset

Overview

This dataset contains monetary policy documents, financial governance standards, economic bulletins, and institutional reports collected from both Western and Islamic financial institutions.

The dataset was created for research in:

  • Financial NLP
  • Economic AI systems
  • Retrieval-Augmented Generation (RAG)
  • Large Language Model (LLM) fine-tuning
  • Comparative financial analysis
  • Islamic vs Western banking research

Included Institutions

Western Institutions

  • Federal Reserve (USA)
  • European Central Bank (ECB)
  • Bank of England (BoE)

Islamic Institutions

  • AAOIFI
  • IFSB
  • Islamic Development Bank (IsDB)

Dataset Structure

Each row contains:

Column Description
institution Institution name
system Western or Islamic
region Geographic region
year Publication year
type Document/report type
source_url Original source URL
text Extracted cleaned text

Files

File Description
GLOBAL_BANKING_DATASET.csv Combined full dataset
WESTERN_FINAL_DATASET.csv Western banking documents
ISLAMIC_FINAL_DATASET.csv Islamic finance documents

Potential Use Cases

  • Financial sentiment analysis
  • Monetary policy modeling
  • Central bank communication analysis
  • Islamic finance NLP
  • Domain-specific LLM training
  • Economic document classification
  • Comparative governance research

Data Collection

The dataset was collected using Python web scraping pipelines from official institutional sources.

PDF reports were processed using:

  • requests
  • BeautifulSoup
  • pdfminer.six
  • pandas

License

Apache 2.0


Citation

If you use this dataset in research, please cite the repository.

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