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nl2sqlproj
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spider2-nl2sql

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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 5 new columns ({'docs', 'id', 'db_or_proj', 'nl_prompt', 'sql_query'}) and 8 missing columns ({'description', 'dataset', 'insertions', 'project', 'ddl', 'schema', 'database', 'table_name'}).

This happened while the csv dataset builder was generating data using

hf://datasets/nl2sqlproj/spider2-nl2sql/qa.csv (at revision 3b5269522856233d5037211b370b464c338221b7)

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 "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 644, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Unnamed: 0: int64
              id: string
              db_or_proj: string
              nl_prompt: string
              sql_query: string
              docs: string
              dbms: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1054
              to
              {'Unnamed: 0': Value('int64'), 'table_name': Value('string'), 'ddl': Value('string'), 'description': Value('float64'), 'insertions': Value('string'), 'dbms': Value('string'), 'database': Value('float64'), 'schema': Value('float64'), 'project': Value('string'), 'dataset': 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 1456, 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 1055, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 894, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 970, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1833, 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 5 new columns ({'docs', 'id', 'db_or_proj', 'nl_prompt', 'sql_query'}) and 8 missing columns ({'description', 'dataset', 'insertions', 'project', 'ddl', 'schema', 'database', 'table_name'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/nl2sqlproj/spider2-nl2sql/qa.csv (at revision 3b5269522856233d5037211b370b464c338221b7)
              
              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)

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Unnamed: 0 int64	table_name string	ddl string	description null	insertions string	dbms string	database null	schema null	project string	dataset string
0	nmcrash_2018	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.nmcrash_2018` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.nmcrash_2018` (state_number, state_name, consecutive_number, vehicle_number, person_number, non_motorist_contributing_circumstances, non_motorist_contributing_circumstances_name) VALUES (1, 'Alabama', 10006, 0, 1, 0, 'None Noted'), (1, 'Alabama', 10008, 0, 1, 0...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
1	maneuver_2020	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.maneuver_2020` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.maneuver_2020` (state_number, state_name, consecutive_number, vehicle_number, driver_maneuvered_to_avoid, driver_maneuvered_to_avoid_name) VALUES (6, 'California', 60647, 5, 1, 'Object'), (6, 'California', 61872, 5, 1, 'Object'), (48, 'Texas', 481405, 6, 1, 'Ob...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
2	nmimpair_2017	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.nmimpair_2017` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.nmimpair_2017` (state_number, state_name, consecutive_number, vehicle_number, person_number, condition_impairment_at_time_of_crash_non_motorist, condition_impairment_at_time_of_crash_non_motorist_name) VALUES (4, 'Arizona', 40250, 0, 4, 0, 'None/Apparently Norm...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
3	safetyeq_2015	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.safetyeq_2015` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.safetyeq_2015` (state_number, state_name, consecutive_number, vehicle_number, person_number, non_motorist_safety_equipment_use, non_motorist_safety_equipment_use_name) VALUES (1, 'Alabama', 10777, 0, 5, '1', 'None Used'), (1, 'Alabama', 10777, 0, 6, '1', 'None ...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
4	vevent_2019	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.vevent_2019` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info ...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.vevent_2019` (state_number, state_name, consecutive_number, event_number, vehicle_number, vehicle_event_number, vehicle_number_this_vehicle, area_of_impact_this_vehicle, area_of_impact_this_vehicle_name, sequence_of_events, sequence_of_events_name, vehicle_numb...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
5	distract_2017	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.distract_2017` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.distract_2017` (state_number, state_name, consecutive_number, vehicle_number, driver_distracted_by, driver_distracted_by_name) VALUES (6, 'California', 60754, 5, 96, 'Not Reported'), (6, 'California', 60816, 5, 96, 'Not Reported'), (6, 'California', 62753, 5, 9...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
6	cevent_2017	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.cevent_2017` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info ...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.cevent_2017` (state_number, state_name, consecutive_number, event_number, vehicle_number_this_vehicle, area_of_impact_this_vehicle, area_of_impact_this_vehicle_name, sequence_of_events, sequence_of_events_name, vehicle_number_other_vehicle, vehicle_number_other...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
7	safetyeq_2019	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.safetyeq_2019` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.safetyeq_2019` (state_number, state_name, consecutive_number, vehicle_number, person_number, nm_helmet, nm_helmet_name, nm_propad, nm_propad_name, nm_othpro, nm_othpro_name, nm_refclo, nm_refclo_name, nm_light, nm_light_name, nm_othpre, nm_othpre_name) VALUES (...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
8	vevent_2015	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.vevent_2015` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info ...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.vevent_2015` (state_number, state_name, consecutive_number, event_number, vehicle_number, vehicle_event_number, vehicle_number_this_vehicle, area_of_impact_this_vehicle, area_of_impact_this_vehicle_name, sequence_of_events, sequence_of_events_name, vehicle_numb...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
9	maneuver_2016	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.maneuver_2016` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.maneuver_2016` (state_number, state_name, consecutive_number, vehicle_number, driver_maneuvered_to_avoid, driver_maneuvered_to_avoid_name) VALUES (1, 'Alabama', 10264, 5, 0, 'Driver Did Not Maneuver to Avoid'), (1, 'Alabama', 10762, 5, 0, 'Driver Did Not Maneuv...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
10	pbtype_2018	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.pbtype_2018` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info ...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.pbtype_2018` (state_number, state_name, consecutive_number, vehicle_number, person_number, person_type, person_type_name, age, age_name, sex, sex_name, marked_crosswalk_present, marked_crosswalk_present_name, sidewalk_present, sidewalk_present_name, school_zone...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
11	pbtype_2019	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.pbtype_2019` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info ...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.pbtype_2019` (state_number, state_name, consecutive_number, vehicle_number, person_number, person_type, person_type_name, age, age_name, sex, sex_name, marked_crosswalk_present, marked_crosswalk_present_name, sidewalk_present, sidewalk_present_name, school_zone...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
12	maneuver_2017	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.maneuver_2017` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.maneuver_2017` (state_number, state_name, consecutive_number, vehicle_number, driver_maneuvered_to_avoid, driver_maneuvered_to_avoid_name) VALUES (4, 'Arizona', 40164, 5, 0, 'Driver Did Not Maneuver to Avoid'), (4, 'Arizona', 40164, 7, 0, 'Driver Did Not Maneuv...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
13	nmimpair_2020	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.nmimpair_2020` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.nmimpair_2020` (state_number, state_name, consecutive_number, vehicle_number, person_number, condition_impairment_at_time_of_crash_non_motorist, condition_impairment_at_time_of_crash_non_motorist_name) VALUES (4, 'Arizona', 40596, 0, 4, 0, 'None/Apparently Norm...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
14	distract_2020	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.distract_2020` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.distract_2020` (state_number, state_name, consecutive_number, vehicle_number, driver_distracted_by, driver_distracted_by_name) VALUES (4, 'Arizona', 40125, 5, 0, 'Not Distracted'), (4, 'Arizona', 40238, 6, 0, 'Not Distracted'), (4, 'Arizona', 40238, 7, 0, 'Not ...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
15	safetyeq_2018	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.safetyeq_2018` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.safetyeq_2018` (state_number, state_name, consecutive_number, vehicle_number, person_number, nm_helmet, nm_helmet_name, nm_propad, nm_propad_name, nm_othpro, nm_othpro_name, nm_refclo, nm_refclo_name, nm_light, nm_light_name, nm_othpre, nm_othpre_name) VALUES (...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
16	cevent_2016	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.cevent_2016` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info ...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.cevent_2016` (state_number, state_name, consecutive_number, event_number, vehicle_number_this_vehicle, area_of_impact_this_vehicle, area_of_impact_this_vehicle_name, sequence_of_events, sequence_of_events_name, vehicle_number_other_vehicle, vehicle_number_other...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
17	person_2016	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.person_2016` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info ...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.person_2016` (state_number, consecutive_number, number_of_motor_vehicles_in_transport_mvit, vehicle_number, person_number, number_of_motor_vehicle_striking_non_motorist, county, day_of_crash, month_of_crash, hour_of_crash, minute_of_crash, land_use, land_use_na...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
18	nmcrash_2015	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.nmcrash_2015` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.nmcrash_2015` (state_number, state_name, consecutive_number, vehicle_number, person_number, non_motorist_contributing_circumstances, non_motorist_contributing_circumstances_name) VALUES (1, 'Alabama', 10040, 0, 1, 0, 'None Noted'), (1, 'Alabama', 10055, 0, 1, 0...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
19	pbtype_2015	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.pbtype_2015` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info ...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.pbtype_2015` (state_number, state_name, consecutive_number, vehicle_number, person_number, person_type, person_type_name, age, age_name, sex, sex_name, marked_crosswalk_present, marked_crosswalk_present_name, sidewalk_present, sidewalk_present_name, school_zone...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
20	distract_2016	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.distract_2016` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.distract_2016` (state_number, state_name, consecutive_number, vehicle_number, driver_distracted_by, driver_distracted_by_name) VALUES (1, 'Alabama', 10264, 5, 0, 'Not Distracted'), (1, 'Alabama', 10762, 5, 0, 'Not Distracted'), (1, 'Alabama', 10762, 6, 0, 'Not ...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
21	cevent_2020	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.cevent_2020` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info ...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.cevent_2020` (state_number, state_name, consecutive_number, event_number, vehicle_number_this_vehicle, area_of_impact_this_vehicle, area_of_impact_this_vehicle_name, sequence_of_events, sequence_of_events_name, vehicle_number_other_vehicle, vehicle_number_other...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
22	vevent_2018	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.vevent_2018` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more info ...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.vevent_2018` (state_number, state_name, consecutive_number, event_number, vehicle_number, vehicle_event_number, vehicle_number_this_vehicle, area_of_impact_this_vehicle, area_of_impact_this_vehicle_name, sequence_of_events, sequence_of_events_name, vehicle_numb...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities
23	nmimpair_2016	CREATE TABLE `bigquery-public-data.nhtsa_traffic_fatalities.nmimpair_2016` ( state_number INT64 OPTIONS(description="This data element identifies the state in which the crash occurred. The codes are from the General Services Administration’s (GSA) publication of worldwide Geographic Location Codes (GLC). For more inf...	null	INSERT INTO `bigquery-public-data.nhtsa_traffic_fatalities.nmimpair_2016` (state_number, state_name, consecutive_number, vehicle_number, person_number, condition_impairment_at_time_of_crash_non_motorist, condition_impairment_at_time_of_crash_non_motorist_name) VALUES (1, 'Alabama', 10381, 0, 4, 0, 'None/Apparently Norm...	bigquery	null	null	nhtsa_traffic_fatalities	bigquery-public-data.nhtsa_traffic_fatalities

End of preview.

Dataset Details

Dataset Description

This dataset consists of data for the purpose of training a model to generate SQL code in response to a natural language prompt. The qa.csv table consists of these pairs, while the <dbms>_ddl.csv tables consist of the DDLs and sample data needed to verify the validity of generated SQL queries.

Dataset Sources: Spider2

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Paper for nl2sqlproj/spider2-nl2sql

Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows

Paper • 2411.07763 • Published Nov 12, 2024 • 2