Datasets:

ung30
/

UrbanReplayBench

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 9 new columns ({'action', 'corrupted_output_changed', 'detected', 'certificate_mismatches', 'target', 'safe_success', 'expected_action', 'unsafe_acceptance', 'cutoff_index'}) and 12 missing columns ({'operational_success', 'task', 'phase', 'repaired', 'error', 'primary_success', 'fault_family', 'result_correct', 'route_correct', 'contract_valid', 'instance_id', 'abstained'}).

This happened while the json dataset builder was generating data using

hf://datasets/ung30/UrbanReplayBench/results/b6_silent_corruption_v2/evaluation_rows.json (at revision 463461cf62643ac5be30a37b5b3eb1dc5cebdce4), ['hf://datasets/ung30/UrbanReplayBench@463461cf62643ac5be30a37b5b3eb1dc5cebdce4/results/b5_independent_fault_v2/evaluation_rows.json', 'hf://datasets/ung30/UrbanReplayBench@463461cf62643ac5be30a37b5b3eb1dc5cebdce4/results/b6_silent_corruption_v2/evaluation_rows.json'], ['hf://datasets/ung30/UrbanReplayBench@463461cf62643ac5be30a37b5b3eb1dc5cebdce4/results/b5_independent_fault_v2/evaluation_rows.json', 'hf://datasets/ung30/UrbanReplayBench@463461cf62643ac5be30a37b5b3eb1dc5cebdce4/results/b6_silent_corruption_v2/evaluation_rows.json']

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 765, 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 773, 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
              baseline: string
              case_id: string
              cutoff_index: int64
              scenario_id: string
              category: string
              target: string
              expected_action: string
              action: string
              detected: bool
              safe_success: bool
              unsafe_acceptance: bool
              corrupted_output_changed: bool
              certificate_mismatches: list<item: string>
                child 0, item: string
              to
              {'phase': Value('string'), 'baseline': Value('string'), 'case_id': Value('string'), 'instance_id': Value('string'), 'task': Value('string'), 'route_correct': Value('bool'), 'contract_valid': Value('bool'), 'result_correct': Value('bool'), 'operational_success': Value('bool'), 'primary_success': Value('bool'), 'abstained': Value('bool'), 'repaired': Value('bool'), 'error': Value('null'), 'fault_family': Value('string'), 'category': Value('string'), 'scenario_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 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 9 new columns ({'action', 'corrupted_output_changed', 'detected', 'certificate_mismatches', 'target', 'safe_success', 'expected_action', 'unsafe_acceptance', 'cutoff_index'}) and 12 missing columns ({'operational_success', 'task', 'phase', 'repaired', 'error', 'primary_success', 'fault_family', 'result_correct', 'route_correct', 'contract_valid', 'instance_id', 'abstained'}).
              
              This happened while the json dataset builder was generating data using
              
              hf://datasets/ung30/UrbanReplayBench/results/b6_silent_corruption_v2/evaluation_rows.json (at revision 463461cf62643ac5be30a37b5b3eb1dc5cebdce4), ['hf://datasets/ung30/UrbanReplayBench@463461cf62643ac5be30a37b5b3eb1dc5cebdce4/results/b5_independent_fault_v2/evaluation_rows.json', 'hf://datasets/ung30/UrbanReplayBench@463461cf62643ac5be30a37b5b3eb1dc5cebdce4/results/b6_silent_corruption_v2/evaluation_rows.json'], ['hf://datasets/ung30/UrbanReplayBench@463461cf62643ac5be30a37b5b3eb1dc5cebdce4/results/b5_independent_fault_v2/evaluation_rows.json', 'hf://datasets/ung30/UrbanReplayBench@463461cf62643ac5be30a37b5b3eb1dc5cebdce4/results/b6_silent_corruption_v2/evaluation_rows.json']
              
              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.

phase string	baseline string	case_id string	instance_id string	task string	route_correct bool	contract_valid bool	result_correct bool	operational_success bool	primary_success bool	abstained bool	repaired bool	error null	fault_family null	category null	scenario_id null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_population	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_population	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_road_area	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_road_area	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_commerce	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_commerce	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_weather	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_weather	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_bus_area	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_bus_area	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_subway_area	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_subway_area	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_accident	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_accident	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_event	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_event	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_news	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_news	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_parking	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_parking	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_bike	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_bike	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_charger	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_rows_charger	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_population	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_population	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_population	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_population	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_road_area	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_road_area	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_road_area	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_road_area	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_commerce	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_commerce	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_commerce	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_commerce	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_weather	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_weather	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_weather	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_weather	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_bus_area	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_bus_area	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_bus_area	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_bus_area	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_subway_area	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_latest_subway_area	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_subway_area	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_change_subway_area	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_distinct_accident	signal_distinct_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_distinct_accident	signal_distinct_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_distinct_event	signal_distinct_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_distinct_event	signal_distinct_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_available_domains	available_domain_set	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c0_available_domains	available_domain_set	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_population	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_population	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_road_area	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_road_area	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_commerce	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_commerce	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_weather	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_weather	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_bus_area	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_bus_area	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_subway_area	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_subway_area	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_accident	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_accident	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_event	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_event	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_news	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_news	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_parking	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_parking	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_bike	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_bike	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_charger	domain_row_count	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_rows_charger	domain_row_count	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_population	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_population	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_change_population	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_change_population	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_road_area	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_road_area	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_change_road_area	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_change_road_area	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_commerce	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_commerce	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_change_commerce	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_change_commerce	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_weather	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_weather	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_change_weather	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_change_weather	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_bus_area	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_bus_area	latest_metric	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_change_bus_area	event_to_cutoff_change	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_change_bus_area	event_to_cutoff_change	true	true	true	true	true	false	false	null	null	null	null
clean	B3	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_subway_area	latest_metric	true	false	true	true	false	false	false	null	null	null	null
clean	B5	hyehwa_facility_repair_20260421	hyehwa_facility_repair_20260421_c1_latest_subway_area	latest_metric	true	true	true	true	true	false	false	null	null	null	null

End of preview.

UrbanReplayBench

Public release containing the event/cutoff subset used in the IEEE BigData 2026 manuscript. The exact paper snapshot is pinned at Hugging Face revision ce5fc2a2d5fa107b2732d727335562ccd106d6f4 and archived as Zenodo Dataset DOI 10.5281/zenodo.22042153. The accompanying source artifact is archived as Software DOI 10.5281/zenodo.22040929.

23 event cases and 68 replay cutoffs.
De-identified relational replay tables in data/replay/*.parquet.
Cutoff-safe City2Graph inputs in data/spatial/road_links.parquet.
Benchmark contracts, opaque source-signal keys, fault manifests, receipts, seals, and machine-readable reports.
Microsoft GraphRAG corpus/version manifests; generated indexes and policy-document full text are not included.
Sanitized collection and evaluation source code: AWUNG27/UrbanReplayBench.

De-identification

Free-text news, accident descriptions, event details, writer names, addresses, URLs, ingestion metadata, and internal row keys are excluded. Signal and row identifiers needed for distinct counts are replaced with stable SHA-256 keys. Public place names and road geometry are retained because they are required to reconstruct the urban replay tasks.

Temporal contract

Every released row satisfies observed_at <= cutoff and published_at <= cutoff. The historical column names are preserved, but their operational meaning is explicitly bounded by the released collector implementation:

observed_at is a normalized observation-time proxy computed as floor_5min(collection_time - 15 minutes), not an authoritative source-event timestamp supplied by every domain.
published_at is the collector-side availability timestamp captured when the API response is fetched, not a claim about the Seoul source system's unobserved internal publication time.

The benchmark therefore evaluates availability to the collection system at a replay cutoff under this declared normalization rule. Times are Unix milliseconds represented as strings in Parquet to preserve historical values. Payload columns are also stored as nullable strings; evaluators perform task-specific numeric casting.

License

license: other is deliberate because the observed data retain their source-specific Korean Open Government License terms. The relational and road-link observations originate from Seoul Real-time City Data (OA-21285), © Seoul Metropolitan Government, offered under Korea Open Government License Type 1 (attribution; commercial use and modification permitted). This release filters historical event cutoffs, removes free text and direct/internal identifiers, pseudonymizes count keys, and converts the result to Parquet. Policy-document full text is not redistributed; only research-generated source/version metadata, public URLs, and hashes are included. See LICENSE_AUDIT.md.

Reproducibility boundary

The released road-link cutoff snapshots allow City2Graph input reconstruction without the localhost database. The package supports result/seal audit and the leakage-free certificate rerun. Sanitized source for the poller, Avro/Kafka transport, PostgreSQL sinks, schemas, and DDL is available in the linked GitHub repository. A live ingestion rerun still requires external credentials and services and is not required to reproduce the paper's sealed results. The artifact does not claim to reproduce free-form GraphRAG answer quality.

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UrbanReplayBench

Contents

De-identification

Temporal contract

License

Reproducibility boundary