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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 ({'strength', 'checked_by', 'seg_b', 'seg_a', 'label', 'reason', 'notes'}) and 21 missing columns ({'lat', 'walkability_hint', 'step2b_comment', 'adopted_flag', 'sequence_idx', 'image_path', 'segment_group', 'human_presence_hint', 'route_type', 'is_intersection', 'brightness_hint', 'comparison_zone', 'route_direction', 'segment_id', 'openness_hint', 'original_filename', 'lon', 'drop_reason', 'note', 'time_bucket', 'visibility_hint'}).

This happened while the csv dataset builder was generating data using

hf://datasets/taiki117/michiakari-safe-route-dataset/data/pairwise_dataset.csv (at revision 91fc03bbdb9b4c9b90befd88d4a823c766a7cb75), [/tmp/hf-datasets-cache/medium/datasets/44257894278359-config-parquet-and-info-taiki117-michiakari-safe--b866ffef/hub/datasets--taiki117--michiakari-safe-route-dataset/snapshots/91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/image_index_main.csv (origin=hf://datasets/taiki117/michiakari-safe-route-dataset@91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/image_index_main.csv), /tmp/hf-datasets-cache/medium/datasets/44257894278359-config-parquet-and-info-taiki117-michiakari-safe--b866ffef/hub/datasets--taiki117--michiakari-safe-route-dataset/snapshots/91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/pairwise_dataset.csv (origin=hf://datasets/taiki117/michiakari-safe-route-dataset@91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/pairwise_dataset.csv), /tmp/hf-datasets-cache/medium/datasets/44257894278359-config-parquet-and-info-taiki117-michiakari-safe--b866ffef/hub/datasets--taiki117--michiakari-safe-route-dataset/snapshots/91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/pairwise_labels.csv (origin=hf://datasets/taiki117/michiakari-safe-route-dataset@91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/pairwise_labels.csv), /tmp/hf-datasets-cache/medium/datasets/44257894278359-config-parquet-and-info-taiki117-michiakari-safe--b866ffef/hub/datasets--taiki117--michiakari-safe-route-dataset/snapshots/91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/segment_dataset.csv (origin=hf://datasets/taiki117/michiakari-safe-route-dataset@91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/segment_dataset.csv), /tmp/hf-datasets-cache/medium/datasets/44257894278359-config-parquet-and-info-taiki117-michiakari-safe--b866ffef/hub/datasets--taiki117--michiakari-safe-route-dataset/snapshots/91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/sample_outputs/segment_scores_tie_pairplus2.csv (origin=hf://datasets/taiki117/michiakari-safe-route-dataset@91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/sample_outputs/segment_scores_tie_pairplus2.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/python3.12/site-packages/datasets/builder.py", line 1890, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              seg_a: string
              seg_b: string
              label: int64
              strength: string
              reason: string
              checked_by: string
              notes: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1045
              to
              {'image_path': Value('string'), 'original_filename': Value('string'), 'route_type': Value('string'), 'route_direction': Value('string'), 'segment_id': Value('string'), 'sequence_idx': Value('int64'), 'lat': Value('float64'), 'lon': Value('float64'), 'adopted_flag': Value('int64'), 'drop_reason': Value('string'), 'time_bucket': Value('string'), 'is_intersection': Value('int64'), 'brightness_hint': Value('float64'), 'visibility_hint': Value('float64'), 'human_presence_hint': Value('float64'), 'openness_hint': Value('float64'), 'walkability_hint': Value('float64'), 'note': Value('string'), 'comparison_zone': Value('string'), 'segment_group': Value('string'), 'step2b_comment': 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 1347, 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 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1892, 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 7 new columns ({'strength', 'checked_by', 'seg_b', 'seg_a', 'label', 'reason', 'notes'}) and 21 missing columns ({'lat', 'walkability_hint', 'step2b_comment', 'adopted_flag', 'sequence_idx', 'image_path', 'segment_group', 'human_presence_hint', 'route_type', 'is_intersection', 'brightness_hint', 'comparison_zone', 'route_direction', 'segment_id', 'openness_hint', 'original_filename', 'lon', 'drop_reason', 'note', 'time_bucket', 'visibility_hint'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/taiki117/michiakari-safe-route-dataset/data/pairwise_dataset.csv (at revision 91fc03bbdb9b4c9b90befd88d4a823c766a7cb75), [/tmp/hf-datasets-cache/medium/datasets/44257894278359-config-parquet-and-info-taiki117-michiakari-safe--b866ffef/hub/datasets--taiki117--michiakari-safe-route-dataset/snapshots/91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/image_index_main.csv (origin=hf://datasets/taiki117/michiakari-safe-route-dataset@91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/image_index_main.csv), /tmp/hf-datasets-cache/medium/datasets/44257894278359-config-parquet-and-info-taiki117-michiakari-safe--b866ffef/hub/datasets--taiki117--michiakari-safe-route-dataset/snapshots/91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/pairwise_dataset.csv (origin=hf://datasets/taiki117/michiakari-safe-route-dataset@91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/pairwise_dataset.csv), /tmp/hf-datasets-cache/medium/datasets/44257894278359-config-parquet-and-info-taiki117-michiakari-safe--b866ffef/hub/datasets--taiki117--michiakari-safe-route-dataset/snapshots/91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/pairwise_labels.csv (origin=hf://datasets/taiki117/michiakari-safe-route-dataset@91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/pairwise_labels.csv), /tmp/hf-datasets-cache/medium/datasets/44257894278359-config-parquet-and-info-taiki117-michiakari-safe--b866ffef/hub/datasets--taiki117--michiakari-safe-route-dataset/snapshots/91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/segment_dataset.csv (origin=hf://datasets/taiki117/michiakari-safe-route-dataset@91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/data/segment_dataset.csv), /tmp/hf-datasets-cache/medium/datasets/44257894278359-config-parquet-and-info-taiki117-michiakari-safe--b866ffef/hub/datasets--taiki117--michiakari-safe-route-dataset/snapshots/91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/sample_outputs/segment_scores_tie_pairplus2.csv (origin=hf://datasets/taiki117/michiakari-safe-route-dataset@91fc03bbdb9b4c9b90befd88d4a823c766a7cb75/sample_outputs/segment_scores_tie_pairplus2.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)

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image_path
string
original_filename
string
route_type
string
route_direction
string
segment_id
string
sequence_idx
int64
lat
float64
lon
float64
adopted_flag
int64
drop_reason
null
time_bucket
string
is_intersection
int64
brightness_hint
null
visibility_hint
null
human_presence_hint
null
openness_hint
null
walkability_hint
null
note
string
comparison_zone
string
segment_group
string
step2b_comment
string
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safest
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safest
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safest
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safest
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safest
return
s_05
1
34.71975
135.482269
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=32 route_conf=high dist=55.4m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0205.jpg
IMG_0205.HEIC
safest
return
s_05
2
34.719703
135.48285
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=33 route_conf=high dist=9.2m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0206.jpg
IMG_0206.HEIC
safest
return
s_05
3
34.719775
135.482894
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=32 route_conf=high dist=5.5m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0207.jpg
IMG_0207.HEIC
safest
return
s_05
4
34.720292
135.482881
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=29 route_conf=high dist=8.3m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0208.jpg
IMG_0208.HEIC
safest
return
s_05
5
34.720608
135.482925
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=28 route_conf=high dist=6.6m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0209.jpg
IMG_0209.HEIC
safest
return
s_04
6
34.720903
135.482864
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=26 route_conf=medium dist=6.3m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0210.jpg
IMG_0210.HEIC
safest
return
s_04
7
34.721214
135.48285
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=25 route_conf=low dist=10.0m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0211.jpg
IMG_0211.HEIC
safest
return
s_04
8
34.721747
135.482789
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=24 route_conf=high dist=22.6m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0212.jpg
IMG_0212.HEIC
safest
return
s_04
9
34.721736
135.482789
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=24 route_conf=high dist=21.8m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0213.jpg
IMG_0213.HEIC
shortest
return
s_06
3
34.7215
135.481811
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=32 route_conf=high dist=73.8m
branch
shortest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0215.jpg
IMG_0215.HEIC
shortest
return
s_06
4
34.721581
135.481811
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=32 route_conf=medium dist=82.3m
branch
shortest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0217.jpg
IMG_0217.HEIC
safest
return
s_04
10
34.721956
135.482711
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=23 route_conf=high dist=42.5m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0218.jpg
IMG_0218.HEIC
safest
return
s_04
11
34.722081
135.483217
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=23 route_conf=high dist=28.5m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0219.jpg
IMG_0219.HEIC
safest
return
s_04
12
34.722122
135.483306
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=22 route_conf=high dist=32.2m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0220.jpg
IMG_0220.HEIC
safest
return
s_04
13
34.722197
135.483519
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=21 route_conf=high dist=39.8m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0221.jpg
IMG_0221.HEIC
safest
return
s_03
4
34.72245
135.484147
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=18 route_conf=medium dist=68.0m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0222.jpg
IMG_0222.HEIC
safest
return
s_03
5
34.722472
135.484208
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=17 route_conf=medium dist=69.6m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0225.jpg
IMG_0225.HEIC
safest
return
s_02
3
34.722708
135.484786
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=13 route_conf=medium dist=82.4m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0226.jpg
IMG_0226.HEIC
safest
return
s_02
4
34.7228
135.485061
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=11 route_conf=medium dist=78.6m
branch
safest_only
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0228.jpg
IMG_0228.HEIC
safest
return
s_02
5
34.722875
135.485275
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=10 route_conf=medium dist=75.8m
start_shared
shared
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0229.jpg
IMG_0229.HEIC
safest
return
s_02
6
34.722917
135.485444
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=9 route_conf=high dist=71.5m
start_shared
shared
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0230.jpg
IMG_0230.HEIC
safest
return
s_02
7
34.723042
135.485656
1
null
night
0
null
null
null
null
null
auto_from_exif session=4 point_idx=8 route_conf=high dist=72.9m
start_shared
shared
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0231.jpg
IMG_0231.HEIC
safest
return
s_01
3
34.723164
135.485992
1
null
night
1
null
null
null
null
null
auto_from_exif session=4 point_idx=6 route_conf=high dist=68.2m
start_shared
shared
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0232.jpg
IMG_0232.HEIC
safest
return
s_01
4
34.723411
135.486617
1
null
night
1
null
null
null
null
null
auto_from_exif session=4 point_idx=3 route_conf=medium dist=62.1m
start_shared
shared
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0233.jpg
IMG_0233.HEIC
safest
return
s_01
5
34.72335
135.486694
1
null
night
1
null
null
null
null
null
auto_from_exif session=4 point_idx=3 route_conf=medium dist=52.5m
start_shared
shared
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0234.jpg
IMG_0234.HEIC
safest
return
s_01
6
34.723264
135.486694
1
null
night
1
null
null
null
null
null
auto_from_exif session=4 point_idx=3 route_conf=medium dist=44.7m
start_shared
shared
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0236.jpg
IMG_0236.HEIC
safest
return
s_01
7
34.723214
135.486786
1
null
night
1
null
null
null
null
null
auto_from_exif session=4 point_idx=3 route_conf=medium dist=35.3m
start_shared
shared
zone_assigned_from user route clarification + screenshot-guided longitude bands
photos_jpg/IMG_0239.jpg
IMG_0239.HEIC
safest
return
s_01
8
34.724894
135.486817
0
null
night
1
null
null
null
null
null
auto_from_exif session=4 point_idx=1 route_conf=low dist=190.8m
start_shared
shared
zone_assigned_from user route clarification + screenshot-guided longitude bands
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
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null
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null
null
null
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null
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null
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null
null
null
null
null
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null
null
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null
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null
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null
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null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
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null
null
null
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null
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null
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null
null
null
null
null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
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null
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null
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null
null
null
null
null
null
null
null
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null
null
null
null
null
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null
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null
null
null
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null
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null
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null
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null
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
safest
return
s_01
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
safest
return
s_02
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
safest
return
s_03
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
safest
return
s_04
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
safest
return
s_05
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
safest
return
s_06
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
safest
return
s_07
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
safest
return
s_08
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
safest
return
s_09
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
safest
return
s_11
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
shortest
return
s_06
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
End of preview.

michiakari-safe-route-dataset

夜道の安心ルート提案のために作成した、自作の比較学習用データセットです。

内容

  • pairwise_labels.csv
  • pairwise_dataset.csv
  • segment_dataset.csv
  • image_index_main.csv
  • sample_outputs/*.json
  • sample_outputs/segment_scores_tie_pairplus2.csv

規模

  • 実画像: 63枚
  • 区間: 15

作成方法

  • 実地で夜道画像を収集
  • 区間単位で整理
  • 明るさ、見通し、人の気配、開放感、歩きやすさを参考に比較ラベルを作成

制約

  • 地域特化
  • 小規模
  • 画像原本は軽量公開のため一部省略

ライセンス

MIT

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