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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 8 new columns ({'head_page_id', 'feature_delta', 'head_feature_count', 'head_observer', 'change_class', 'head_logged_at', 'prior_feature_count', 'prior_page_id'}) and 9 missing columns ({'page_id', 'observer_name', 'logged_at', 'photo_status', 'observer_code', 'disposition', 'legibility', 'feature_count', 'reason'}).

This happened while the csv dataset builder was generating data using

hf://datasets/SOTAagi2030/Lantern-Map-Field-Notes-356/data/current-notes.csv (at revision 87b1f24b68163b758ebfefb3865326817c27361e), ['hf://datasets/SOTAagi2030/Lantern-Map-Field-Notes-356@87b1f24b68163b758ebfefb3865326817c27361e/audits/page-disposition.csv', 'hf://datasets/SOTAagi2030/Lantern-Map-Field-Notes-356@87b1f24b68163b758ebfefb3865326817c27361e/data/current-notes.csv', 'hf://datasets/SOTAagi2030/Lantern-Map-Field-Notes-356@87b1f24b68163b758ebfefb3865326817c27361e/summaries/sector-totals.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 1856, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 811, 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 822, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2381, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2309, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              change_class: string
              tile_code: string
              tile_name: string
              sector: string
              head_page_id: string
              head_observer: string
              head_logged_at: string
              head_feature_count: int64
              prior_page_id: string
              prior_feature_count: double
              feature_delta: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1652
              to
              {'page_id': Value('string'), 'tile_code': Value('string'), 'observer_code': Value('string'), 'logged_at': Value('string'), 'legibility': Value('string'), 'feature_count': Value('int64'), 'photo_status': Value('string'), 'tile_name': Value('string'), 'sector': Value('string'), 'observer_name': Value('string'), 'disposition': Value('string'), 'reason': 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 1379, 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 956, 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 1702, 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 1858, 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 8 new columns ({'head_page_id', 'feature_delta', 'head_feature_count', 'head_observer', 'change_class', 'head_logged_at', 'prior_feature_count', 'prior_page_id'}) and 9 missing columns ({'page_id', 'observer_name', 'logged_at', 'photo_status', 'observer_code', 'disposition', 'legibility', 'feature_count', 'reason'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/SOTAagi2030/Lantern-Map-Field-Notes-356/data/current-notes.csv (at revision 87b1f24b68163b758ebfefb3865326817c27361e), ['hf://datasets/SOTAagi2030/Lantern-Map-Field-Notes-356@87b1f24b68163b758ebfefb3865326817c27361e/audits/page-disposition.csv', 'hf://datasets/SOTAagi2030/Lantern-Map-Field-Notes-356@87b1f24b68163b758ebfefb3865326817c27361e/data/current-notes.csv', 'hf://datasets/SOTAagi2030/Lantern-Map-Field-Notes-356@87b1f24b68163b758ebfefb3865326817c27361e/summaries/sector-totals.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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page_id
string
tile_code
string
observer_code
string
logged_at
string
legibility
string
feature_count
int64
photo_status
string
tile_name
string
sector
string
observer_name
string
disposition
string
reason
string
N-201
T-A1
O-RED
2026-04-04T09:20Z
clear
18
attached
Aster Rise
Basin
Rowan Ibis
HISTORY
prior_eligible_revision
N-202
T-A1
O-BLUE
2026-04-09T08:10Z
clear
16
attached
Aster Rise
Basin
Briar Lune
HEAD
tile_revision_head
N-203
T-B2
O-GREEN
2026-04-06T11:00Z
clear
22
attached
Birch Hollow
Basin
Cato Vale
HEAD
tile_revision_head
N-204
T-B2
O-GREEN
2026-04-06T11:00Z
clear
22
attached
Birch Hollow
Basin
Cato Vale
HISTORY
prior_eligible_revision
N-205
T-C3
O-RED
2026-04-05T10:30Z
smudged
20
attached
Cedar Margin
Ridge
Rowan Ibis
REJECTED
illegible_page
N-206
T-Z9
O-RED
2026-04-05T10:30Z
clear
20
attached
null
null
Rowan Ibis
REJECTED
unknown_tile
N-207
T-C3
O-X
2026-04-05T10:30Z
clear
20
attached
Cedar Margin
Ridge
null
REJECTED
unknown_observer
N-208
T-C3
O-YELLOW
2026-04-05T10:30Z
clear
20
attached
Cedar Margin
Ridge
Delta Moss
REJECTED
observer_not_certified
N-209
T-C3
O-RED
2026-04-05T10:30Z
clear
20
missing
Cedar Margin
Ridge
Rowan Ibis
REJECTED
photo_not_attached
N-210
T-C3
O-RED
2026-04-05T10:30Z
clear
1
attached
Cedar Margin
Ridge
Rowan Ibis
REJECTED
feature_count_out_of_range
N-211
T-C3
O-RED
2026-04-10T14:15Z
clear
35
attached
Cedar Margin
Ridge
Rowan Ibis
HEAD
tile_revision_head
null
T-A1
null
null
null
null
null
Aster Rise
Basin
null
null
null
null
T-B2
null
null
null
null
null
Birch Hollow
Basin
null
null
null
null
T-C3
null
null
null
null
null
Cedar Margin
Ridge
null
null
null
null
null
null
null
null
null
null
null
Ridge
null
null
null
null
null
null
null
null
null
null
null
Basin
null
null
null
null
null
null
null
null
null
null
null
Marsh
null
null
null

Lantern Map revision-change queue

Release: lantern-map-2026-04

The review covers 11 physical pages. It yields 3 tile heads, keeps 2 eligible pages as revision history, and rejects 6 pages.

Head pages record 73 features in total. Across 2 heads with a prior eligible revision, the net feature-count change is -2.

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