Datasets:

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xpertsystems

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cyb010-sample

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Xpert Systems Inc 3

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 14 new columns ({'siem_platform', 'criticality_rating', 'ip_address', 'host_role', 'network_segment', 'os_type', 'patch_compliance_level', 'hostname', 'os_version', 'defender_posture_tier', 'cloud_region', 'cloud_provider', 'edr_agent_installed', 'vulnerability_count_open'}) and 20 missing columns ({'alert_rule_id', 'time_to_detect_seconds', 'user_id', 'analyst_triage_priority', 'timestamp', 'alert_category', 'suppressed_flag', 'label_true_positive', 'label_false_positive', 'alert_rule_name', 'correlated_chain_length', 'threat_actor_id', 'severity_level', 'mitre_technique_id', 'mitre_tactic', 'suppression_reason', 'correlated_event_ids', 'siem_platform_type', 'incident_id', 'alert_id'}).

This happened while the csv dataset builder was generating data using

hf://datasets/xpertsystems/cyb010-sample/host_inventory.csv (at revision 1a74c11944fa2b06df38454b860cc561f6e9a35f), [/tmp/hf-datasets-cache/medium/datasets/53073360011652-config-parquet-and-info-xpertsystems-cyb010-sampl-842617e1/hub/datasets--xpertsystems--cyb010-sample/snapshots/1a74c11944fa2b06df38454b860cc561f6e9a35f/alert_records.csv (origin=hf://datasets/xpertsystems/cyb010-sample@1a74c11944fa2b06df38454b860cc561f6e9a35f/alert_records.csv), /tmp/hf-datasets-cache/medium/datasets/53073360011652-config-parquet-and-info-xpertsystems-cyb010-sampl-842617e1/hub/datasets--xpertsystems--cyb010-sample/snapshots/1a74c11944fa2b06df38454b860cc561f6e9a35f/host_inventory.csv (origin=hf://datasets/xpertsystems/cyb010-sample@1a74c11944fa2b06df38454b860cc561f6e9a35f/host_inventory.csv), /tmp/hf-datasets-cache/medium/datasets/53073360011652-config-parquet-and-info-xpertsystems-cyb010-sampl-842617e1/hub/datasets--xpertsystems--cyb010-sample/snapshots/1a74c11944fa2b06df38454b860cc561f6e9a35f/incident_summary.csv (origin=hf://datasets/xpertsystems/cyb010-sample@1a74c11944fa2b06df38454b860cc561f6e9a35f/incident_summary.csv), /tmp/hf-datasets-cache/medium/datasets/53073360011652-config-parquet-and-info-xpertsystems-cyb010-sampl-842617e1/hub/datasets--xpertsystems--cyb010-sample/snapshots/1a74c11944fa2b06df38454b860cc561f6e9a35f/security_events.csv (origin=hf://datasets/xpertsystems/cyb010-sample@1a74c11944fa2b06df38454b860cc561f6e9a35f/security_events.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
              host_id: string
              hostname: string
              ip_address: string
              os_type: string
              os_version: string
              host_role: string
              network_segment: string
              defender_posture_tier: string
              edr_agent_installed: bool
              patch_compliance_level: double
              criticality_rating: string
              cloud_provider: string
              cloud_region: string
              vulnerability_count_open: int64
              siem_platform: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2172
              to
              {'alert_id': Value('string'), 'timestamp': Value('string'), 'correlated_event_ids': Value('string'), 'alert_rule_id': Value('string'), 'alert_rule_name': Value('string'), 'host_id': Value('string'), 'user_id': Value('string'), 'threat_actor_id': Value('string'), 'severity_level': Value('string'), 'alert_category': Value('string'), 'mitre_technique_id': Value('string'), 'mitre_tactic': Value('string'), 'label_true_positive': Value('bool'), 'label_false_positive': Value('bool'), 'analyst_triage_priority': Value('string'), 'suppressed_flag': Value('bool'), 'suppression_reason': Value('string'), 'time_to_detect_seconds': Value('float64'), 'siem_platform_type': Value('string'), 'correlated_chain_length': Value('int64'), 'incident_id': 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 14 new columns ({'siem_platform', 'criticality_rating', 'ip_address', 'host_role', 'network_segment', 'os_type', 'patch_compliance_level', 'hostname', 'os_version', 'defender_posture_tier', 'cloud_region', 'cloud_provider', 'edr_agent_installed', 'vulnerability_count_open'}) and 20 missing columns ({'alert_rule_id', 'time_to_detect_seconds', 'user_id', 'analyst_triage_priority', 'timestamp', 'alert_category', 'suppressed_flag', 'label_true_positive', 'label_false_positive', 'alert_rule_name', 'correlated_chain_length', 'threat_actor_id', 'severity_level', 'mitre_technique_id', 'mitre_tactic', 'suppression_reason', 'correlated_event_ids', 'siem_platform_type', 'incident_id', 'alert_id'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/xpertsystems/cyb010-sample/host_inventory.csv (at revision 1a74c11944fa2b06df38454b860cc561f6e9a35f), [/tmp/hf-datasets-cache/medium/datasets/53073360011652-config-parquet-and-info-xpertsystems-cyb010-sampl-842617e1/hub/datasets--xpertsystems--cyb010-sample/snapshots/1a74c11944fa2b06df38454b860cc561f6e9a35f/alert_records.csv (origin=hf://datasets/xpertsystems/cyb010-sample@1a74c11944fa2b06df38454b860cc561f6e9a35f/alert_records.csv), /tmp/hf-datasets-cache/medium/datasets/53073360011652-config-parquet-and-info-xpertsystems-cyb010-sampl-842617e1/hub/datasets--xpertsystems--cyb010-sample/snapshots/1a74c11944fa2b06df38454b860cc561f6e9a35f/host_inventory.csv (origin=hf://datasets/xpertsystems/cyb010-sample@1a74c11944fa2b06df38454b860cc561f6e9a35f/host_inventory.csv), /tmp/hf-datasets-cache/medium/datasets/53073360011652-config-parquet-and-info-xpertsystems-cyb010-sampl-842617e1/hub/datasets--xpertsystems--cyb010-sample/snapshots/1a74c11944fa2b06df38454b860cc561f6e9a35f/incident_summary.csv (origin=hf://datasets/xpertsystems/cyb010-sample@1a74c11944fa2b06df38454b860cc561f6e9a35f/incident_summary.csv), /tmp/hf-datasets-cache/medium/datasets/53073360011652-config-parquet-and-info-xpertsystems-cyb010-sampl-842617e1/hub/datasets--xpertsystems--cyb010-sample/snapshots/1a74c11944fa2b06df38454b860cc561f6e9a35f/security_events.csv (origin=hf://datasets/xpertsystems/cyb010-sample@1a74c11944fa2b06df38454b860cc561f6e9a35f/security_events.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)