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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 48 new columns ({'CRASH_MONTH', 'STREET_DIRECTION', 'INJURIES_NON_INCAPACITATING', 'ROAD_DEFECT', 'WORKERS_PRESENT_I', 'SEC_CONTRIBUTORY_CAUSE', 'INJURIES_TOTAL', 'NUM_UNITS', 'LIGHTING_CONDITION', 'DAMAGE', 'DOORING_I', 'TRAFFIC_CONTROL_DEVICE', 'CRASH_HOUR', 'INJURIES_UNKNOWN', 'CRASH_DATE_EST_I', 'STATEMENTS_TAKEN_I', 'WORK_ZONE_I', 'REPORT_TYPE', 'PRIM_CONTRIBUTORY_CAUSE', 'DEVICE_CONDITION', 'LATITUDE', 'WORK_ZONE_TYPE', 'NOT_RIGHT_OF_WAY_I', 'FIRST_CRASH_TYPE', 'HIT_AND_RUN_I', 'STREET_NO', 'ALIGNMENT', 'INTERSECTION_RELATED_I', 'MOST_SEVERE_INJURY', 'WEATHER_CONDITION', 'INJURIES_FATAL', 'INJURIES_REPORTED_NOT_EVIDENT', 'STREET_NAME', 'CRASH_TYPE', 'DATE_POLICE_NOTIFIED', 'CRASH_DAY_OF_WEEK', 'CRASH_RECORD_ID', 'PHOTOS_TAKEN_I', 'INJURIES_NO_INDICATION', 'CRASH_DATE', 'BEAT_OF_OCCURRENCE', 'ROADWAY_SURFACE_COND', 'POSTED_SPEED_LIMIT', 'INJURIES_INCAPACITATING', 'LOCATION', 'LANE_CNT', 'LONGITUDE', 'TRAFFICWAY_TYPE'}) and 6 missing columns ({'SHAPE_LEN', 'AREA_NUM_1', 'COMMUNITY', 'the_geom', 'AREA_NUMBE', 'SHAPE_AREA'}).

This happened while the csv dataset builder was generating data using

hf://datasets/Chloecky/traffic_crashes_chicago/Traffic_Crashes_-_Crashes_20250420.csv (at revision a27efdff65c0774be09ea45fafc8e5d7e0748657)

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 1871, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 623, 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 2293, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2241, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              CRASH_RECORD_ID: string
              CRASH_DATE_EST_I: string
              CRASH_DATE: string
              POSTED_SPEED_LIMIT: int64
              TRAFFIC_CONTROL_DEVICE: string
              DEVICE_CONDITION: string
              WEATHER_CONDITION: string
              LIGHTING_CONDITION: string
              FIRST_CRASH_TYPE: string
              TRAFFICWAY_TYPE: string
              LANE_CNT: double
              ALIGNMENT: string
              ROADWAY_SURFACE_COND: string
              ROAD_DEFECT: string
              REPORT_TYPE: string
              CRASH_TYPE: string
              INTERSECTION_RELATED_I: string
              NOT_RIGHT_OF_WAY_I: string
              HIT_AND_RUN_I: string
              DAMAGE: string
              DATE_POLICE_NOTIFIED: string
              PRIM_CONTRIBUTORY_CAUSE: string
              SEC_CONTRIBUTORY_CAUSE: string
              STREET_NO: int64
              STREET_DIRECTION: string
              STREET_NAME: string
              BEAT_OF_OCCURRENCE: int64
              PHOTOS_TAKEN_I: string
              STATEMENTS_TAKEN_I: string
              DOORING_I: string
              WORK_ZONE_I: string
              WORK_ZONE_TYPE: string
              WORKERS_PRESENT_I: string
              NUM_UNITS: int64
              MOST_SEVERE_INJURY: string
              INJURIES_TOTAL: double
              INJURIES_FATAL: double
              INJURIES_INCAPACITATING: double
              INJURIES_NON_INCAPACITATING: double
              INJURIES_REPORTED_NOT_EVIDENT: double
              INJURIES_NO_INDICATION: double
              INJURIES_UNKNOWN: double
              CRASH_HOUR: int64
              CRASH_DAY_OF_WEEK: int64
              CRASH_MONTH: int64
              LATITUDE: double
              LONGITUDE: double
              LOCATION: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 6508
              to
              {'the_geom': Value(dtype='string', id=None), 'AREA_NUMBE': Value(dtype='int64', id=None), 'COMMUNITY': Value(dtype='string', id=None), 'AREA_NUM_1': Value(dtype='int64', id=None), 'SHAPE_AREA': Value(dtype='float64', id=None), 'SHAPE_LEN': Value(dtype='float64', id=None)}
              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 1438, 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 1050, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, 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 1742, 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 1873, 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 48 new columns ({'CRASH_MONTH', 'STREET_DIRECTION', 'INJURIES_NON_INCAPACITATING', 'ROAD_DEFECT', 'WORKERS_PRESENT_I', 'SEC_CONTRIBUTORY_CAUSE', 'INJURIES_TOTAL', 'NUM_UNITS', 'LIGHTING_CONDITION', 'DAMAGE', 'DOORING_I', 'TRAFFIC_CONTROL_DEVICE', 'CRASH_HOUR', 'INJURIES_UNKNOWN', 'CRASH_DATE_EST_I', 'STATEMENTS_TAKEN_I', 'WORK_ZONE_I', 'REPORT_TYPE', 'PRIM_CONTRIBUTORY_CAUSE', 'DEVICE_CONDITION', 'LATITUDE', 'WORK_ZONE_TYPE', 'NOT_RIGHT_OF_WAY_I', 'FIRST_CRASH_TYPE', 'HIT_AND_RUN_I', 'STREET_NO', 'ALIGNMENT', 'INTERSECTION_RELATED_I', 'MOST_SEVERE_INJURY', 'WEATHER_CONDITION', 'INJURIES_FATAL', 'INJURIES_REPORTED_NOT_EVIDENT', 'STREET_NAME', 'CRASH_TYPE', 'DATE_POLICE_NOTIFIED', 'CRASH_DAY_OF_WEEK', 'CRASH_RECORD_ID', 'PHOTOS_TAKEN_I', 'INJURIES_NO_INDICATION', 'CRASH_DATE', 'BEAT_OF_OCCURRENCE', 'ROADWAY_SURFACE_COND', 'POSTED_SPEED_LIMIT', 'INJURIES_INCAPACITATING', 'LOCATION', 'LANE_CNT', 'LONGITUDE', 'TRAFFICWAY_TYPE'}) and 6 missing columns ({'SHAPE_LEN', 'AREA_NUM_1', 'COMMUNITY', 'the_geom', 'AREA_NUMBE', 'SHAPE_AREA'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Chloecky/traffic_crashes_chicago/Traffic_Crashes_-_Crashes_20250420.csv (at revision a27efdff65c0774be09ea45fafc8e5d7e0748657)
              
              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.

the_geom
string
AREA_NUMBE
int64
COMMUNITY
string
AREA_NUM_1
int64
SHAPE_AREA
float64
SHAPE_LEN
float64
MULTIPOLYGON (((-87.60914087617894 41.84469250265398, -87.60914874757808 41.84466159842403, -87.6091611204126 41.84458961193954, -87.60916766215838 41.84451717732316, -87.60916860600166 41.844456260738305, -87.60915012199398 41.84423871659811, -87.60907241249289 41.844194738881015, -87.60900627147821 41.84410646928696,...
35
DOUGLAS
35
46,004,621.1581
31,027.05451
MULTIPOLYGON (((-87.59215283879394 41.81692934626684, -87.59230805083372 41.816932108949715, -87.59489183437287 41.81694066791237, -87.59526147172721 41.81694276479231, -87.5959594527106 41.8168331429737, -87.59607134489875 41.81683283210018, -87.59619240328064 41.816832922974854, -87.59624880538335 41.816832941881316,...
36
OAKLAND
36
16,913,961.0408
19,565.506153
MULTIPOLYGON (((-87.62879823733725 41.80189303368919, -87.62879419577438 41.80175909929755, -87.6287945369763 41.80160233440112, -87.62879480448747 41.801494280292864, -87.62882428631254 41.80127217442304, -87.62884483522015 41.801028402273026, -87.62884901379812 41.80089807458767, -87.6288419757044 41.80057798000428, ...
37
FULLER PARK
37
19,916,704.8692
25,339.08975
MULTIPOLYGON (((-87.6067081256125 41.81681377057218, -87.60670480954393 41.81657908503414, -87.60670022649295 41.816338712750856, -87.60669581539476 41.81609935692574, -87.60668982111262 41.815811801664104, -87.60668357217044 41.81556631446461, -87.6066766055478 41.815299911362004, -87.60667963645817 41.814994167312165...
38
GRAND BOULEVARD
38
48,492,503.1554
28,196.837157
MULTIPOLYGON (((-87.59215283879394 41.81692934626684, -87.59214911362939 41.8168007663423, -87.59215726739471 41.81658048615703, -87.59213639062672 41.81654577364084, -87.59211487517092 41.81650282418815, -87.59208824961584 41.816457646338904, -87.5920703770764 41.81641691580177, -87.59204645827849 41.81639151443129, -...
39
KENWOOD
39
29,071,741.9283
23,325.167906
MULTIPOLYGON (((-87.6744075678037 41.976103404416754, -87.67440395329793 41.97601526547697, -87.67439621658549 41.975659847114116, -87.67438752042581 41.97527264537794, -87.67438535216698 41.97518520297189, -87.67438323432617 41.97509979101363, -87.67437113705498 41.9747214609279, -87.67435938018748 41.97435649702986, ...
4
LINCOLN SQUARE
4
71,352,328.2399
36,624.603085
MULTIPOLYGON (((-87.60603749217005 41.785874064994196, -87.60626871776799 41.785870427829124, -87.6064051372113 41.785868824570585, -87.6067984184048 41.78586318609268, -87.60746869050753 41.785850243908925, -87.60808039301702 41.785838409984876, -87.60853945670515 41.785829320433436, -87.60856514656959 41.785828811808...
40
WASHINGTON PARK
40
42,373,881.4842
28,175.316087
MULTIPOLYGON (((-87.58037662085418 41.80252502205126, -87.58039585121138 41.802443120587036, -87.58041099059199 41.80237864096149, -87.58042350927526 41.802296566518045, -87.58042351324458 41.802296540747854, -87.58043032455971 41.802251884423825, -87.58044958028172 41.8021318050148, -87.58045208442364 41.8020972578153...
41
HYDE PARK
41
45,105,380.1732
29,746.708202
MULTIPOLYGON (((-87.57714456891335 41.78614641013439, -87.5771445356807 41.78614630508401, -87.5770936284558 41.78598515495449, -87.57704263799606 41.78583113938826, -87.57699663883294 41.78568923150617, -87.57692985213376 41.785506571330735, -87.5768838430672 41.78538529074172, -87.57681817872297 41.78521219732233, -8...
42
WOODLAWN
42
57,815,179.512
46,936.959244
"MULTIPOLYGON (((-87.65455590025104 41.99816614970252, -87.65573692713699 41.99817520952651, -87.655(...TRUNCATED)
1
ROGERS PARK
1
51,259,902.4506
34,052.397576
End of preview.

This dataset is derived from the City of Chicago Open Data Portal, which is provided under a CC0 1.0 Public Domain Dedication.

We redistribute this dataset here for ease of access and experimentation.

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