Datasets:

---

Ranim2700

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pdns-malicious-infrastructure-dataset

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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 ({'ip_address', 'asn'}) and 16 missing columns ({'domain_length', 'ttl_mean', 'is_zero_day', 'ttl_std', 'query_volume', 'category', 'distinct_ips', 'asn_reputation', 'digit_ratio', 'burst_ratio', 'active_days', 'label', 'split', 'ip_change_rate', 'vowel_ratio', 'shannon_entropy'}).

This happened while the csv dataset builder was generating data using

hf://datasets/Ranim2700/pdns-malicious-infrastructure-dataset/pdns_resolution_edges.csv (at revision 205b15df23d1b37807e2196597fea610ff1eb8ac), ['hf://datasets/Ranim2700/pdns-malicious-infrastructure-dataset@205b15df23d1b37807e2196597fea610ff1eb8ac/pdns_domains_metadata.csv', 'hf://datasets/Ranim2700/pdns-malicious-infrastructure-dataset@205b15df23d1b37807e2196597fea610ff1eb8ac/pdns_resolution_edges.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/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 784, in write_table
                  self._write_table(pa_table, writer_batch_size=writer_batch_size)
                  ~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 795, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              domain_id: int64
              domain_name: string
              ip_address: string
              asn: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 743
              to
              {'domain_id': Value('int64'), 'domain_name': Value('string'), 'category': Value('string'), 'label': Value('int64'), 'is_zero_day': Value('int64'), 'ttl_mean': Value('float64'), 'ttl_std': Value('float64'), 'active_days': Value('float64'), 'query_volume': Value('float64'), 'ip_change_rate': Value('float64'), 'asn_reputation': Value('float64'), 'burst_ratio': Value('float64'), 'distinct_ips': Value('int64'), 'domain_length': Value('int64'), 'shannon_entropy': Value('float64'), 'digit_ratio': Value('float64'), 'vowel_ratio': Value('float64'), 'split': 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 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1850, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              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 ({'ip_address', 'asn'}) and 16 missing columns ({'domain_length', 'ttl_mean', 'is_zero_day', 'ttl_std', 'query_volume', 'category', 'distinct_ips', 'asn_reputation', 'digit_ratio', 'burst_ratio', 'active_days', 'label', 'split', 'ip_change_rate', 'vowel_ratio', 'shannon_entropy'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Ranim2700/pdns-malicious-infrastructure-dataset/pdns_resolution_edges.csv (at revision 205b15df23d1b37807e2196597fea610ff1eb8ac), ['hf://datasets/Ranim2700/pdns-malicious-infrastructure-dataset@205b15df23d1b37807e2196597fea610ff1eb8ac/pdns_domains_metadata.csv', 'hf://datasets/Ranim2700/pdns-malicious-infrastructure-dataset@205b15df23d1b37807e2196597fea610ff1eb8ac/pdns_resolution_edges.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)