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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 9 new columns ({'ratio_ci95_high', 'age_adjusted_mot_initial_failure_ratio', 'prs_pct', 'initial_fail_pct', 'strict_failures_n', 'prs_n', 'strict_fail_pct', 'ratio_ci95_low', 'initial_failures_n'}) and 6 missing columns ({'over_representation_ratio', 'national_failure_items_per_100_tests', 'failure_items_per_100_tests', 'excess_pp', 'initial_tests_2024', 'defect_group'}).

This happened while the csv dataset builder was generating data using

hf://datasets/ivitskiy/uk-mot-risk-index/motriskindex-families-2024-v2.csv (at revision 7d3dfffbbdb5f66c571f2428d1c1608473eb55a7), ['hf://datasets/ivitskiy/uk-mot-risk-index@7d3dfffbbdb5f66c571f2428d1c1608473eb55a7/motriskindex-defect-groups-2024-v2.csv', 'hf://datasets/ivitskiy/uk-mot-risk-index@7d3dfffbbdb5f66c571f2428d1c1608473eb55a7/motriskindex-families-2024-v2.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
              claim_id: string
              family: string
              n: int64
              initial_failures_n: int64
              initial_fail_pct: double
              strict_failures_n: int64
              strict_fail_pct: double
              prs_n: int64
              prs_pct: double
              age_adjusted_mot_initial_failure_ratio: double
              ratio_ci95_low: double
              ratio_ci95_high: double
              confidence: string
              source_data_release_id: string
              dataset_release_id: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2192
              to
              {'claim_id': Value('string'), 'family': Value('string'), 'defect_group': Value('string'), 'n': Value('int64'), 'initial_tests_2024': Value('int64'), 'failure_items_per_100_tests': Value('float64'), 'national_failure_items_per_100_tests': Value('float64'), 'excess_pp': Value('float64'), 'over_representation_ratio': Value('float64'), 'confidence': Value('string'), 'source_data_release_id': Value('string'), 'dataset_release_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 ({'ratio_ci95_high', 'age_adjusted_mot_initial_failure_ratio', 'prs_pct', 'initial_fail_pct', 'strict_failures_n', 'prs_n', 'strict_fail_pct', 'ratio_ci95_low', 'initial_failures_n'}) and 6 missing columns ({'over_representation_ratio', 'national_failure_items_per_100_tests', 'failure_items_per_100_tests', 'excess_pp', 'initial_tests_2024', 'defect_group'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/ivitskiy/uk-mot-risk-index/motriskindex-families-2024-v2.csv (at revision 7d3dfffbbdb5f66c571f2428d1c1608473eb55a7), ['hf://datasets/ivitskiy/uk-mot-risk-index@7d3dfffbbdb5f66c571f2428d1c1608473eb55a7/motriskindex-defect-groups-2024-v2.csv', 'hf://datasets/ivitskiy/uk-mot-risk-index@7d3dfffbbdb5f66c571f2428d1c1608473eb55a7/motriskindex-families-2024-v2.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.

claim_id
string
family
string
defect_group
string
n
int64
initial_tests_2024
int64
failure_items_per_100_tests
float64
national_failure_items_per_100_tests
float64
excess_pp
float64
over_representation_ratio
float64
confidence
string
source_data_release_id
string
dataset_release_id
string
fail-group:audi-a1:dvsa-2024-v1:lamps-reflectors-and-electrical-equipment
audi-a1
Lamps, reflectors and electrical equipment
35,669
386,496
9.2288
23.5162
-14.2874
0.3924
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a1:dvsa-2024-v1:suspension
audi-a1
Suspension
60,163
386,496
15.5663
19.9047
-4.3384
0.782
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a1:dvsa-2024-v1:brakes
audi-a1
Brakes
35,707
386,496
9.2386
14.3394
-5.1008
0.6443
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a1:dvsa-2024-v1:visibility
audi-a1
Visibility
37,545
386,496
9.7142
11.9934
-2.2792
0.81
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a1:dvsa-2024-v1:tyres
audi-a1
Tyres
46,944
386,496
12.1461
10.2666
1.8795
1.1831
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a1:dvsa-2024-v1:body-chassis-structure
audi-a1
Body, chassis, structure
19,988
386,496
5.1716
8.3605
-3.1889
0.6186
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a1:dvsa-2024-v1:noise-emissions-and-leaks
audi-a1
Noise, emissions and leaks
10,957
386,496
2.835
4.9009
-2.066
0.5785
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a1:dvsa-2024-v1:steering
audi-a1
Steering
12,238
386,496
3.1664
4.5923
-1.4259
0.6895
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a1:dvsa-2024-v1:seat-belts-and-supplementary-restraint-systems
audi-a1
Seat belts and supplementary restraint systems
3,247
386,496
0.8401
1.4183
-0.5782
0.5923
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a1:dvsa-2024-v1:identification-of-the-vehicle
audi-a1
Identification of the vehicle
2,428
386,496
0.6282
0.6183
0.0099
1.016
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a1:dvsa-2024-v1:road-wheels
audi-a1
Road Wheels
1,255
386,496
0.3247
0.5972
-0.2725
0.5437
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:lamps-reflectors-and-electrical-equipment
audi-a3
Lamps, reflectors and electrical equipment
125,332
654,933
19.1366
23.5162
-4.3796
0.8138
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:suspension
audi-a3
Suspension
142,008
654,933
21.6828
19.9047
1.7781
1.0893
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:brakes
audi-a3
Brakes
78,248
654,933
11.9475
14.3394
-2.392
0.8332
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:visibility
audi-a3
Visibility
78,015
654,933
11.9119
11.9934
-0.0815
0.9932
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:tyres
audi-a3
Tyres
78,942
654,933
12.0534
10.2666
1.7869
1.174
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:body-chassis-structure
audi-a3
Body, chassis, structure
64,444
654,933
9.8398
8.3605
1.4793
1.1769
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:noise-emissions-and-leaks
audi-a3
Noise, emissions and leaks
31,776
654,933
4.8518
4.9009
-0.0491
0.99
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:steering
audi-a3
Steering
9,913
654,933
1.5136
4.5923
-3.0787
0.3296
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:seat-belts-and-supplementary-restraint-systems
audi-a3
Seat belts and supplementary restraint systems
8,082
654,933
1.234
1.4183
-0.1843
0.8701
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:identification-of-the-vehicle
audi-a3
Identification of the vehicle
4,412
654,933
0.6737
0.6183
0.0554
1.0895
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a3:dvsa-2024-v1:road-wheels
audi-a3
Road Wheels
3,517
654,933
0.537
0.5972
-0.0602
0.8992
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:lamps-reflectors-and-electrical-equipment
audi-a4
Lamps, reflectors and electrical equipment
82,274
406,182
20.2555
23.5162
-3.2608
0.8613
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:suspension
audi-a4
Suspension
96,395
406,182
23.732
19.9047
3.8273
1.1923
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:brakes
audi-a4
Brakes
49,045
406,182
12.0746
14.3394
-2.2648
0.8421
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:visibility
audi-a4
Visibility
48,621
406,182
11.9702
11.9934
-0.0231
0.9981
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:tyres
audi-a4
Tyres
54,044
406,182
13.3054
10.2666
3.0388
1.296
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:body-chassis-structure
audi-a4
Body, chassis, structure
56,439
406,182
13.895
8.3605
5.5345
1.662
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:noise-emissions-and-leaks
audi-a4
Noise, emissions and leaks
18,343
406,182
4.516
4.9009
-0.385
0.9214
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:steering
audi-a4
Steering
19,357
406,182
4.7656
4.5923
0.1733
1.0377
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:seat-belts-and-supplementary-restraint-systems
audi-a4
Seat belts and supplementary restraint systems
5,475
406,182
1.3479
1.4183
-0.0704
0.9504
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:identification-of-the-vehicle
audi-a4
Identification of the vehicle
2,926
406,182
0.7204
0.6183
0.1021
1.1651
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:audi-a4:dvsa-2024-v1:road-wheels
audi-a4
Road Wheels
3,168
406,182
0.7799
0.5972
0.1827
1.3059
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:lamps-reflectors-and-electrical-equipment
bmw-3-series
Lamps, reflectors and electrical equipment
151,262
675,043
22.4078
23.5162
-1.1085
0.9529
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:suspension
bmw-3-series
Suspension
129,267
675,043
19.1494
19.9047
-0.7553
0.9621
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:brakes
bmw-3-series
Brakes
115,062
675,043
17.0451
14.3394
2.7057
1.1887
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:visibility
bmw-3-series
Visibility
103,831
675,043
15.3814
11.9934
3.388
1.2825
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:tyres
bmw-3-series
Tyres
87,422
675,043
12.9506
10.2666
2.684
1.2614
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:body-chassis-structure
bmw-3-series
Body, chassis, structure
25,673
675,043
3.8032
8.3605
-4.5573
0.4549
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:noise-emissions-and-leaks
bmw-3-series
Noise, emissions and leaks
35,820
675,043
5.3063
4.9009
0.4054
1.0827
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:steering
bmw-3-series
Steering
15,430
675,043
2.2858
4.5923
-2.3065
0.4977
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:seat-belts-and-supplementary-restraint-systems
bmw-3-series
Seat belts and supplementary restraint systems
11,017
675,043
1.632
1.4183
0.2138
1.1507
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:identification-of-the-vehicle
bmw-3-series
Identification of the vehicle
5,932
675,043
0.8788
0.6183
0.2605
1.4213
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:bmw-3-series:dvsa-2024-v1:road-wheels
bmw-3-series
Road Wheels
13,809
675,043
2.0456
0.5972
1.4484
3.4253
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ds3:dvsa-2024-v1:lamps-reflectors-and-electrical-equipment
ds3
Lamps, reflectors and electrical equipment
55,492
158,830
34.938
23.5162
11.4218
1.4857
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ds3:dvsa-2024-v1:suspension
ds3
Suspension
34,785
158,830
21.9008
19.9047
1.9961
1.1003
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ds3:dvsa-2024-v1:brakes
ds3
Brakes
24,424
158,830
15.3774
14.3394
1.038
1.0724
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ds3:dvsa-2024-v1:visibility
ds3
Visibility
19,366
158,830
12.1929
11.9934
0.1995
1.0166
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ds3:dvsa-2024-v1:tyres
ds3
Tyres
21,393
158,830
13.4691
10.2666
3.2026
1.3119
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ds3:dvsa-2024-v1:body-chassis-structure
ds3
Body, chassis, structure
38,727
158,830
24.3827
8.3605
16.0222
2.9164
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ds3:dvsa-2024-v1:noise-emissions-and-leaks
ds3
Noise, emissions and leaks
11,217
158,830
7.0623
4.9009
2.1613
1.441
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ds3:dvsa-2024-v1:steering
ds3
Steering
12,030
158,830
7.5741
4.5923
2.9818
1.6493
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ds3:dvsa-2024-v1:road-wheels
ds3
Road Wheels
1,544
158,830
0.9721
0.5972
0.3749
1.6277
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:fiat-500:dvsa-2024-v1:lamps-reflectors-and-electrical-equipment
fiat-500
Lamps, reflectors and electrical equipment
83,099
477,588
17.3997
23.5162
-6.1165
0.7399
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:fiat-500:dvsa-2024-v1:suspension
fiat-500
Suspension
145,634
477,588
30.4936
19.9047
10.5889
1.532
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:fiat-500:dvsa-2024-v1:brakes
fiat-500
Brakes
69,530
477,588
14.5586
14.3394
0.2191
1.0153
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:fiat-500:dvsa-2024-v1:visibility
fiat-500
Visibility
46,063
477,588
9.6449
11.9934
-2.3484
0.8042
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:fiat-500:dvsa-2024-v1:tyres
fiat-500
Tyres
51,397
477,588
10.7618
10.2666
0.4952
1.0482
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:fiat-500:dvsa-2024-v1:body-chassis-structure
fiat-500
Body, chassis, structure
28,202
477,588
5.9051
8.3605
-2.4554
0.7063
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:fiat-500:dvsa-2024-v1:noise-emissions-and-leaks
fiat-500
Noise, emissions and leaks
22,052
477,588
4.6174
4.9009
-0.2836
0.9421
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:fiat-500:dvsa-2024-v1:steering
fiat-500
Steering
6,210
477,588
1.3003
4.5923
-3.292
0.2831
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:fiat-500:dvsa-2024-v1:seat-belts-and-supplementary-restraint-systems
fiat-500
Seat belts and supplementary restraint systems
3,002
477,588
0.6286
1.4183
-0.7897
0.4432
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:lamps-reflectors-and-electrical-equipment
ford-fiesta
Lamps, reflectors and electrical equipment
585,642
1,959,383
29.8891
23.5162
6.3729
1.271
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:suspension
ford-fiesta
Suspension
560,801
1,959,383
28.6213
19.9047
8.7166
1.4379
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:brakes
ford-fiesta
Brakes
252,082
1,959,383
12.8654
14.3394
-1.4741
0.8972
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:visibility
ford-fiesta
Visibility
213,348
1,959,383
10.8885
11.9934
-1.1048
0.9079
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:tyres
ford-fiesta
Tyres
256,807
1,959,383
13.1065
10.2666
2.84
1.2766
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:body-chassis-structure
ford-fiesta
Body, chassis, structure
142,862
1,959,383
7.2912
8.3605
-1.0693
0.8721
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:noise-emissions-and-leaks
ford-fiesta
Noise, emissions and leaks
141,307
1,959,383
7.2118
4.9009
2.3109
1.4715
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:steering
ford-fiesta
Steering
119,969
1,959,383
6.1228
4.5923
1.5305
1.3333
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:seat-belts-and-supplementary-restraint-systems
ford-fiesta
Seat belts and supplementary restraint systems
23,114
1,959,383
1.1797
1.4183
-0.2386
0.8317
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:identification-of-the-vehicle
ford-fiesta
Identification of the vehicle
11,313
1,959,383
0.5774
0.6183
-0.0409
0.9338
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-fiesta:dvsa-2024-v1:road-wheels
ford-fiesta
Road Wheels
12,826
1,959,383
0.6546
0.5972
0.0574
1.0961
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:lamps-reflectors-and-electrical-equipment
ford-focus
Lamps, reflectors and electrical equipment
364,036
1,348,944
26.9867
23.5162
3.4705
1.1476
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:suspension
ford-focus
Suspension
299,972
1,348,944
22.2375
19.9047
2.3328
1.1172
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:brakes
ford-focus
Brakes
153,736
1,348,944
11.3968
14.3394
-2.9427
0.7948
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:visibility
ford-focus
Visibility
138,215
1,348,944
10.2462
11.9934
-1.7472
0.8543
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:tyres
ford-focus
Tyres
178,328
1,348,944
13.2198
10.2666
2.9533
1.2877
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:body-chassis-structure
ford-focus
Body, chassis, structure
117,645
1,348,944
8.7213
8.3605
0.3608
1.0432
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:noise-emissions-and-leaks
ford-focus
Noise, emissions and leaks
81,047
1,348,944
6.0082
4.9009
1.1072
1.2259
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:steering
ford-focus
Steering
37,064
1,348,944
2.7476
4.5923
-1.8447
0.5983
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:seat-belts-and-supplementary-restraint-systems
ford-focus
Seat belts and supplementary restraint systems
15,106
1,348,944
1.1198
1.4183
-0.2984
0.7896
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:identification-of-the-vehicle
ford-focus
Identification of the vehicle
7,665
1,348,944
0.5682
0.6183
-0.0501
0.919
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-focus:dvsa-2024-v1:road-wheels
ford-focus
Road Wheels
9,708
1,348,944
0.7197
0.5972
0.1224
1.205
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:lamps-reflectors-and-electrical-equipment
ford-kuga
Lamps, reflectors and electrical equipment
51,571
396,566
13.0044
23.5162
-10.5118
0.553
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:suspension
ford-kuga
Suspension
23,225
396,566
5.8565
19.9047
-14.0482
0.2942
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:brakes
ford-kuga
Brakes
35,414
396,566
8.9302
14.3394
-5.4093
0.6228
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:visibility
ford-kuga
Visibility
38,917
396,566
9.8135
11.9934
-2.1799
0.8182
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:tyres
ford-kuga
Tyres
36,648
396,566
9.2413
10.2666
-1.0252
0.9001
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:body-chassis-structure
ford-kuga
Body, chassis, structure
14,475
396,566
3.6501
8.3605
-4.7104
0.4366
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:noise-emissions-and-leaks
ford-kuga
Noise, emissions and leaks
9,440
396,566
2.3804
4.9009
-2.5205
0.4857
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:steering
ford-kuga
Steering
6,653
396,566
1.6777
4.5923
-2.9147
0.3653
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:seat-belts-and-supplementary-restraint-systems
ford-kuga
Seat belts and supplementary restraint systems
1,636
396,566
0.4125
1.4183
-1.0057
0.2909
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:identification-of-the-vehicle
ford-kuga
Identification of the vehicle
1,669
396,566
0.4209
0.6183
-0.1974
0.6807
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:ford-kuga:dvsa-2024-v1:road-wheels
ford-kuga
Road Wheels
1,515
396,566
0.382
0.5972
-0.2152
0.6397
low_sample
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:honda-civic:dvsa-2024-v1:lamps-reflectors-and-electrical-equipment
honda-civic
Lamps, reflectors and electrical equipment
193,196
411,763
46.9192
23.5162
23.403
1.9952
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:honda-civic:dvsa-2024-v1:suspension
honda-civic
Suspension
135,038
411,763
32.7951
19.9047
12.8904
1.6476
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:honda-civic:dvsa-2024-v1:brakes
honda-civic
Brakes
76,460
411,763
18.5689
14.3394
4.2295
1.295
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:honda-civic:dvsa-2024-v1:visibility
honda-civic
Visibility
53,521
411,763
12.998
11.9934
1.0046
1.0838
ok
dvsa-2024-v1
motriskindex-families-2024-v2
fail-group:honda-civic:dvsa-2024-v1:tyres
honda-civic
Tyres
43,690
411,763
10.6105
10.2666
0.3439
1.0335
ok
dvsa-2024-v1
motriskindex-families-2024-v2
End of preview.

Note on checksums. The README.md in this repository carries a YAML dataset-card header required by the Hugging Face hub, so its SHA-256 differs from the entry in checksums.txt. That entry refers to the canonical README published at motriskindex.co.uk/data/README.md and on Zenodo. All data files are byte-identical across mirrors.

MOT Risk Index Evidence Capsule — 2024 v2

This package is a machine-readable release of aggregated MOT inspection outcomes for 34 vehicle families in Great Britain. It contains family-level initial-test outcomes and a separate family-by-defect-group table that shows where failure items are over-represented against the national class-4 benchmark. The canonical dataset page is UK MOT failure rates 2024.

Files

  • motriskindex-families-2024-v2.csv — one row per published vehicle family.
  • motriskindex-defect-groups-2024-v2.csv — one row per published family and prespecified top-level defect group.
  • manifest.json — release metadata and a source, licence, unit, denominator and one-sentence definition for every CSV column.
  • CITATION.cff — citation metadata for repositories and research catalogues.
  • checksums.txt — SHA-256 digests for every payload and metadata file in the package.

Every CSV row has a stable claim_id. No vehicle-level records, registration marks or geographic slices are included.

How it was assembled

The source is the DVSA Anonymised MOT tests and results bulk dataset for calendar 2024. The family denominator includes first-time class-4 examinations (test_type=NT) with outcomes P, F or PRS; retest records are excluded from these rates. PRS means a failing defect was found during the initial examination and rectified at the test station, so the initial-failure numerator is F + PRS; the strict-fail column counts F only.

The headline metric is the age-adjusted MOT initial-failure ratio. For each family, observed F + PRS initial failures are divided by the expected count obtained by applying frozen national initial-failure rates to that family's tests in the following age strata: under 3 years, each single year from 3 through 19, 20 years and over, and unknown. The result is multiplied by 100, so 100 is the outcome expected for that age profile. The interval columns are 95% Wilson-score intervals on the observed initial-failure proportion, scaled by the same frozen expected count.

Defect-group rates count F or M coded failure-item occurrences, not distinct vehicles and not the percentage of tests with any item in that group. A test can contain more than one failure item. failure_items_per_100_tests uses the family's eligible initial tests as its denominator; excess_pp subtracts the national rate for the same group, and over_representation_ratio divides by that national rate.

Families or defect-group cells with n < 1,000 are omitted completely. Published rows with n from 1,000 through 5,000 inclusive have confidence=low_sample. When exactly one cell in a complete family defect-group slice is suppressed, the next-smallest cell is also omitted so the first cannot be reconstructed by subtraction.

Scope and limitations

These are observational inspection outcomes, not causal estimates. Mileage is not adjusted or aligned between families, and differences may also reflect fleet use, fuel mix, maintenance, test presentation and other residual confounding. MOT inspections do not observe all mechanical or electronic systems, so the data do not measure breakdowns, owner complaints or the condition of an individual vehicle.

The release covers Great Britain, not Northern Ireland, and calendar 2024 only. Make and model values in the source are free text; the family mapping is explicit and conservative. See manifest.json for the exact grain and denominator of each column.

Licence and attribution

Source data is Crown copyright and was supplied by the Driver and Vehicle Standards Agency. It is used under the Open Government Licence v3.0. Contains public sector information licensed under the Open Government Licence v3.0.

Original MOT Risk Index derivations and metadata in this package are licensed under CC BY 4.0. Suggested attribution: “MOT Risk Index Research Desk, MOT Risk Index Evidence Capsule — 2024 v2, https://motriskindex.co.uk/statistics/mot-failure-rates/”. The underlying DVSA material remains under the Open Government Licence v3.0.

Questions and corrections: data@motriskindex.co.uk.

Citation

Ivitskiy, I. (2026). MOT Risk Index Evidence Capsule: Great Britain vehicle-family and defect-group aggregates, 2024 (Version 2024-v2) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.22071425

Mirrors: Hugging Face · GitHub

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