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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 7 new columns ({'outcomes_overturned', 'complaint_cases_logged', 'reviews_completed', 'overturn_pct', 'force_slug', 'force_name', 'period'}) and 9 missing columns ({'deaths_indigenous', 'state_slug', 'year', 'complaints_per_100k_people', 'oversight_body', 'state', 'police_service', 'complaints_per_100_sworn_staff', 'deaths_in_police_custody'}).

This happened while the csv dataset builder was generating data using

hf://datasets/copious-git/police-accountability-data/uk/complaint-review-outcomes-by-force.csv (at revision a4b89fbf46b6df15056f1660091285bf1f09299f), ['hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/australia/complaints-and-deaths-in-custody-by-state.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/complaint-review-outcomes-by-force.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/deaths-following-police-contact-by-category.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/deaths-following-police-contact-by-year.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/stop-and-search-outcomes-by-force.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/stop-search-ethnic-disparity-by-force.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/stop-search-ethnic-disparity-national.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/us/police-killings-by-agency.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/us/police-killings-by-state.csv']

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/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
              force_slug: string
              force_name: string
              complaint_cases_logged: double
              reviews_completed: int64
              outcomes_overturned: int64
              overturn_pct: double
              period: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1166
              to
              {'state_slug': Value('string'), 'state': Value('string'), 'police_service': Value('string'), 'year': Value('string'), 'complaints_per_100k_people': Value('float64'), 'complaints_per_100_sworn_staff': Value('float64'), 'deaths_in_police_custody': Value('int64'), 'deaths_indigenous': Value('int64'), 'oversight_body': 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 7 new columns ({'outcomes_overturned', 'complaint_cases_logged', 'reviews_completed', 'overturn_pct', 'force_slug', 'force_name', 'period'}) and 9 missing columns ({'deaths_indigenous', 'state_slug', 'year', 'complaints_per_100k_people', 'oversight_body', 'state', 'police_service', 'complaints_per_100_sworn_staff', 'deaths_in_police_custody'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/copious-git/police-accountability-data/uk/complaint-review-outcomes-by-force.csv (at revision a4b89fbf46b6df15056f1660091285bf1f09299f), ['hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/australia/complaints-and-deaths-in-custody-by-state.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/complaint-review-outcomes-by-force.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/deaths-following-police-contact-by-category.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/deaths-following-police-contact-by-year.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/stop-and-search-outcomes-by-force.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/stop-search-ethnic-disparity-by-force.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/uk/stop-search-ethnic-disparity-national.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/us/police-killings-by-agency.csv', 'hf://datasets/copious-git/police-accountability-data@a4b89fbf46b6df15056f1660091285bf1f09299f/us/police-killings-by-state.csv']
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

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.

state_slug
string
state
string
police_service
string
year
string
complaints_per_100k_people
null
complaints_per_100_sworn_staff
null
deaths_in_police_custody
int64
deaths_indigenous
int64
oversight_body
string
act
Australian Capital Territory
ACT Policing
2007-08
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2008-09
null
null
1
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2009-10
null
null
1
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2010-11
null
null
1
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2011-12
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2012-13
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2013-14
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2014-15
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2015-16
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2016-17
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2017-18
null
null
1
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2018-19
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2019-20
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2020-21
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2021-22
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2022-23
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2023-24
null
null
0
0
ACT Ombudsman
act
Australian Capital Territory
ACT Policing
2024-25
null
null
0
0
ACT Ombudsman
nsw
New South Wales
NSW Police Force
2007-08
null
null
6
0
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2008-09
null
null
6
0
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2009-10
null
null
5
2
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2010-11
null
null
6
1
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2011-12
null
null
11
0
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2012-13
null
null
6
0
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2013-14
null
null
1
0
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2014-15
null
null
7
0
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2015-16
null
null
5
0
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2016-17
null
null
6
3
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2017-18
null
null
7
1
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2018-19
null
null
5
1
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2019-20
null
null
7
0
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2020-21
null
null
7
2
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2021-22
null
null
9
5
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2022-23
null
null
17
4
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2023-24
null
null
7
2
Law Enforcement Conduct Commission
nsw
New South Wales
NSW Police Force
2024-25
null
null
7
3
Law Enforcement Conduct Commission
nt
Northern Territory
Northern Territory Police Force
2007-08
null
null
5
2
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2008-09
null
null
5
4
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2009-10
null
null
4
2
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2010-11
null
null
0
0
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2011-12
null
null
2
2
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2012-13
null
null
0
0
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2013-14
null
null
1
1
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2014-15
null
null
2
2
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2015-16
null
null
1
1
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2016-17
null
null
2
1
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2017-18
null
null
0
0
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2018-19
null
null
0
0
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2019-20
null
null
2
2
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2020-21
null
null
0
0
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2021-22
null
null
0
0
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2022-23
null
null
0
0
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2023-24
null
null
0
0
NT Ombudsman
nt
Northern Territory
Northern Territory Police Force
2024-25
null
null
1
1
NT Ombudsman
queensland
Queensland
Queensland Police Service
2007-08
null
null
5
1
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2008-09
null
null
8
1
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2009-10
null
null
6
0
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2010-11
null
null
7
1
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2011-12
null
null
7
0
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2012-13
null
null
2
0
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2013-14
null
null
3
0
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2014-15
null
null
5
0
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2015-16
null
null
3
0
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2016-17
null
null
2
0
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2017-18
null
null
5
1
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2018-19
null
null
7
2
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2019-20
null
null
7
0
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2020-21
null
null
6
2
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2021-22
null
null
6
3
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2022-23
null
null
15
5
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2023-24
null
null
8
2
Crime and Corruption Commission
queensland
Queensland
Queensland Police Service
2024-25
null
null
2
0
Crime and Corruption Commission
south-australia
South Australia
South Australia Police
2007-08
null
null
4
2
Office for Public Integrity
south-australia
South Australia
South Australia Police
2008-09
null
null
6
2
Office for Public Integrity
south-australia
South Australia
South Australia Police
2009-10
null
null
1
0
Office for Public Integrity
south-australia
South Australia
South Australia Police
2010-11
null
null
2
0
Office for Public Integrity
south-australia
South Australia
South Australia Police
2011-12
null
null
3
0
Office for Public Integrity
south-australia
South Australia
South Australia Police
2012-13
null
null
1
1
Office for Public Integrity
south-australia
South Australia
South Australia Police
2013-14
null
null
2
0
Office for Public Integrity
south-australia
South Australia
South Australia Police
2014-15
null
null
1
0
Office for Public Integrity
south-australia
South Australia
South Australia Police
2015-16
null
null
3
1
Office for Public Integrity
south-australia
South Australia
South Australia Police
2016-17
null
null
5
2
Office for Public Integrity
south-australia
South Australia
South Australia Police
2017-18
null
null
3
1
Office for Public Integrity
south-australia
South Australia
South Australia Police
2018-19
null
null
2
0
Office for Public Integrity
south-australia
South Australia
South Australia Police
2019-20
null
null
0
0
Office for Public Integrity
south-australia
South Australia
South Australia Police
2020-21
null
null
1
0
Office for Public Integrity
south-australia
South Australia
South Australia Police
2021-22
null
null
1
0
Office for Public Integrity
south-australia
South Australia
South Australia Police
2022-23
null
null
2
1
Office for Public Integrity
south-australia
South Australia
South Australia Police
2023-24
null
null
0
0
Office for Public Integrity
south-australia
South Australia
South Australia Police
2024-25
null
null
3
0
Office for Public Integrity
tasmania
Tasmania
Tasmania Police
2007-08
null
null
1
0
Integrity Commission Tasmania
tasmania
Tasmania
Tasmania Police
2008-09
null
null
0
0
Integrity Commission Tasmania
tasmania
Tasmania
Tasmania Police
2009-10
null
null
1
0
Integrity Commission Tasmania
tasmania
Tasmania
Tasmania Police
2010-11
null
null
2
0
Integrity Commission Tasmania
tasmania
Tasmania
Tasmania Police
2011-12
null
null
0
0
Integrity Commission Tasmania
tasmania
Tasmania
Tasmania Police
2012-13
null
null
0
0
Integrity Commission Tasmania
tasmania
Tasmania
Tasmania Police
2013-14
null
null
0
0
Integrity Commission Tasmania
tasmania
Tasmania
Tasmania Police
2014-15
null
null
0
0
Integrity Commission Tasmania
tasmania
Tasmania
Tasmania Police
2015-16
null
null
1
0
Integrity Commission Tasmania
tasmania
Tasmania
Tasmania Police
2016-17
null
null
0
0
Integrity Commission Tasmania
End of preview.

Police accountability data: United Kingdom, United States and Australia

Nine derived, machine-readable tables on police complaints, stop and search, and deaths following police contact. 728 rows. Every figure is computed from official open data by code and published with its source, its period and its denominator attached. No figure was written, estimated or rounded by a language model.

Read this before you use it

  • A disparity ratio is a measured difference in outcomes. It is not proof that anyone acted unlawfully and it does not establish a cause.
  • A recorded complaint is an allegation, not a finding. A force that records complaints readily logs more of them.
  • The UK ethnicity figures use two different bases. Searches carry officer-defined ethnicity; Census denominators are self-defined. People recorded as Mixed are 0.5% of searches against 2.9% of residents, a gap too large to be real. Treat the direction as solid and the magnitude as uncertain.
  • Every rate ships with its own numerator and denominator. Dividing by the row total instead understates the rate on 21 of 41 forces, by up to 24.5 percentage points.

Contents

Each file has a rendered, human-readable counterpart. If you want to check a figure by eye before using the CSV, or cite a page rather than a file, use the third column.

File Rows One row is Rendered as
uk/stop-and-search-outcomes-by-force.csv 44 one police force Every UK force, ranked
uk/stop-search-ethnic-disparity-by-force.csv 205 one force, one ethnic group Who gets stopped and searched
uk/stop-search-ethnic-disparity-national.csv 5 one ethnic group, England and Wales Who gets stopped and searched
uk/complaint-review-outcomes-by-force.csv 44 one force Every UK force, ranked
uk/deaths-following-police-contact-by-year.csv 21 one financial year Deaths during or following police contact
uk/deaths-following-police-contact-by-category.csv 6 one IOPC category, plus a TOTAL row Deaths during or following police contact
us/police-killings-by-state.csv 51 one state, including DC People killed by police, by US state
us/police-killings-by-agency.csv 208 one department US departments, ranked
australia/complaints-and-deaths-in-custody-by-state.csv 144 one state, one year Australia, by state and territory

To put two UK forces side by side on the same measures without writing any code, there is a force comparison tool.

Headline figures

United Kingdom. 1,397,874 recorded stop and searches across 41 of 44 forces. Nationally, Black people accounted for 18.2% of searches with a recorded ethnicity against 4.0% of residents, a ratio of 4.5, over 1,151,285 searches in 36 publishable forces. 24.5% of completed complaint reviews found the force's own handling was not reasonable and proportionate. 3,666 deaths during or following police contact, 2004/05 to 2024/25.

United States. 15,550 people killed by police 2013 to 2026. 267 cases (1.7%) led to a charge, 91 to a conviction or guilty plea, 40 to an acquittal.

Australia. Complaints per 100,000 people in 2024-25 ranged from 6.3 in Victoria to 97.6 in the Northern Territory. 445 deaths in police custody, 93 of a person recorded as Aboriginal or Torres Strait Islander.

Coverage gaps, which are real

Greater Manchester, Gwent and British Transport Police publish no stop-and-search data at all. Five further forces record ethnicity on too few searches to support a ratio and are marked publishable=false with the reason. Scotland and Northern Ireland are absent because Police Scotland and the PSNI do not report into these datasets. Ireland has no dataset: we checked all 12,985 Central Statistics Office tables.

Sources and licences

data.police.uk, the Independent Office for Police Conduct, the Home Office and the Office for National Statistics under the Open Government Licence v3.0; the Productivity Commission's Report on Government Services 2026 under CC BY 4.0; Mapping Police Violence under the publisher's own terms; US Census Bureau population estimates in the public domain. Only aggregates are redistributed; no source's record-level data is republished.

Who publishes this

Copious Ltd (England and Wales, company no. 11437826), which publishes PoliceComplaint.com and also operates a claims referral service. The data is published openly under CC BY 4.0 regardless.

Journalists and researchers. Figures, methodology notes and a named contact are on the press page. If a number here looks wrong, say so and it will be corrected in public with the correction recorded, as two already have been.

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