Datasets:
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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 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 |
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 initial software archive is 10.5281/zenodo.22040929; the camera-ready paper cites software v1.0.2, 10.5281/zenodo.22171138.
Contents
- 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 Parquet 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_atis a normalized observation-time proxy computed asfloor_5min(collection_time - 15 minutes), not an authoritative source-event timestamp supplied by every domain.published_atis 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 timestamp predicates evaluate row eligibility under this collector-defined normalization rule. They do not establish the historical availability of the policy documents described by the provenance manifests. 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 registered-certificate consistency check (the historical file/role names containing leakage_free remain unchanged). 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.
Camera-ready clarification (2026-11-04)
Document tasks verify registered snapshot/document-set and source/version consistency. They do not verify historical document availability, policy applicability, or GraphRAG answer quality. A post-hoc metadata audit found post-cutoff publications in six of the 18 frozen document receipts, covering two September 2025 cases. The camera-ready paper discloses this limitation; the original registries and results are preserved.
The original frozen experiment's 126/126 acceptances and zero recorded false alarms are registry-relative. The public certificate script instead compares each clean receipt with itself and checks 126 separately assigned mutations; its clean branch is not an independent false-alarm measurement. The diagnostic 156-case harness derives B5 outcomes from its contract and executes B6 comparisons, while subsequent actions are designated by contract. Its 46.2% output-preserving share is conditional on the balanced fault menu.
For current commands and measurement provenance, consult the published camera-ready correction note. The paper's post-hoc date-cluster analysis can be recomputed from this snapshot's case dates and evaluation rows. No new planner outputs or replacement benchmark results are implied.
This card update does not change Parquet data, manifests, registries, archived reports or SHA256SUMS. Reproduce the paper against pinned revision ce5fc2a2d5fa107b2732d727335562ccd106d6f4; its older README is a historical record and should be interpreted with this clarification. The immutable Zenodo dataset archive is unchanged.
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