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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
identifier: string
board_id: int64
board: string
meeting_date: timestamp[s]
parts: int64
utterances: int64
words: int64
punctuation_gate: struct<final_punct: double, capitalized: double, pass: bool>
  child 0, final_punct: double
  child 1, capitalized: double
  child 2, pass: bool
parts_urls: list<item: string>
  child 0, item: string
transcribed: bool
to
{'identifier': Value('string'), 'board_id': Value('int64'), 'board': Value('string'), 'meeting_date': Value('timestamp[s]'), 'parts': Value('int64'), 'parts_urls': List(Value('string')), 'transcribed': Value('bool')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1827, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
                  self._cast_table(pa_table, json_field_paths=json_field_paths),
                  ~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
                  pa_table = table_cast(pa_table, self.info.features.arrow_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
              identifier: string
              board_id: int64
              board: string
              meeting_date: timestamp[s]
              parts: int64
              utterances: int64
              words: int64
              punctuation_gate: struct<final_punct: double, capitalized: double, pass: bool>
                child 0, final_punct: double
                child 1, capitalized: double
                child 2, pass: bool
              parts_urls: list<item: string>
                child 0, item: string
              transcribed: bool
              to
              {'identifier': Value('string'), 'board_id': Value('int64'), 'board': Value('string'), 'meeting_date': Value('timestamp[s]'), 'parts': Value('int64'), 'parts_urls': List(Value('string')), 'transcribed': Value('bool')}
              because column names don't match
              
              The above exception was the direct cause of the following exception:
              
              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 1879, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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identifier
string
board_id
int64
board
string
meeting_date
timestamp[s]
parts
int64
parts_urls
list
transcribed
bool
tucson-boards-3-2023-01-18
3
Commission on Disability Issues (CODI)
2023-01-18T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/35569.MP3" ]
true
tucson-boards-3-2023-02-15
3
Commission on Disability Issues (CODI)
2023-02-15T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/35570.MP3" ]
true
tucson-boards-3-2023-03-15
3
Commission on Disability Issues (CODI)
2023-03-15T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/35616.MP3" ]
true
tucson-boards-3-2023-04-19
3
Commission on Disability Issues (CODI)
2023-04-19T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36437.MP3" ]
true
tucson-boards-3-2023-06-21
3
Commission on Disability Issues (CODI)
2023-06-21T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36438.MP3" ]
true
tucson-boards-3-2023-08-16
3
Commission on Disability Issues (CODI)
2023-08-16T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36439.MP3" ]
true
tucson-boards-3-2023-09-20
3
Commission on Disability Issues (CODI)
2023-09-20T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36328.MP3" ]
true
tucson-boards-3-2023-10-18
3
Commission on Disability Issues (CODI)
2023-10-18T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36495.MP3" ]
true
tucson-boards-3-2023-11-15
3
Commission on Disability Issues (CODI)
2023-11-15T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36639.MP3" ]
true
tucson-boards-3-2024-01-17
3
Commission on Disability Issues (CODI)
2024-01-17T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37075.mp3" ]
true
tucson-boards-3-2024-02-21
3
Commission on Disability Issues (CODI)
2024-02-21T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37074.mp3" ]
true
tucson-boards-3-2024-03-20
3
Commission on Disability Issues (CODI)
2024-03-20T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37210.mp3" ]
true
tucson-boards-3-2024-05-15
3
Commission on Disability Issues (CODI)
2024-05-15T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37639.mp3" ]
true
tucson-boards-3-2024-07-17
3
Commission on Disability Issues (CODI)
2024-07-17T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37799.mp3" ]
true
tucson-boards-3-2024-08-21
3
Commission on Disability Issues (CODI)
2024-08-21T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37926.mp3" ]
true
tucson-boards-3-2024-09-18
3
Commission on Disability Issues (CODI)
2024-09-18T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/38195.mp3" ]
true
tucson-boards-3-2024-10-16
3
Commission on Disability Issues (CODI)
2024-10-16T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/38247.mp3" ]
true
tucson-boards-3-2024-11-20
3
Commission on Disability Issues (CODI)
2024-11-20T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/38434.mp3" ]
true
tucson-boards-3-2024-12-18
3
Commission on Disability Issues (CODI)
2024-12-18T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/38804.mp3" ]
true
tucson-boards-3-2025-01-15
3
Commission on Disability Issues (CODI)
2025-01-15T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/38805.mp3" ]
true
tucson-boards-3-2025-02-19
3
Commission on Disability Issues (CODI)
2025-02-19T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/38858.mp3" ]
true
tucson-boards-3-2025-03-19
3
Commission on Disability Issues (CODI)
2025-03-19T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/39077.mp3" ]
true
tucson-boards-3-2025-04-16
3
Commission on Disability Issues (CODI)
2025-04-16T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/39199.mp3" ]
true
tucson-boards-3-2025-05-21
3
Commission on Disability Issues (CODI)
2025-05-21T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/39419.mp3" ]
true
tucson-boards-3-2025-08-20
3
Commission on Disability Issues (CODI)
2025-08-20T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/39851.mp3" ]
true
tucson-boards-3-2025-09-17
3
Commission on Disability Issues (CODI)
2025-09-17T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/39992.mp3" ]
true
tucson-boards-3-2025-10-15
3
Commission on Disability Issues (CODI)
2025-10-15T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/40307.mp3" ]
true
tucson-boards-3-2025-11-19
3
Commission on Disability Issues (CODI)
2025-11-19T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/40708.mp3" ]
true
tucson-boards-3-2025-12-17
3
Commission on Disability Issues (CODI)
2025-12-17T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/40752.mp3" ]
true
tucson-boards-3-2026-01-21
3
Commission on Disability Issues (CODI)
2026-01-21T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/41075.mp3" ]
true
tucson-boards-3-2026-03-18
3
Commission on Disability Issues (CODI)
2026-03-18T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/41542.mp3" ]
true
tucson-boards-3-2026-05-20
3
Commission on Disability Issues (CODI)
2026-05-20T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/42157.mp3" ]
true
tucson-boards-3-2026-06-17
3
Commission on Disability Issues (CODI)
2026-06-17T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/42325.mp3" ]
true
tucson-boards-3-2026-09-16
3
Commission on Disability Issues (CODI)
2026-09-16T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/43029.MP3" ]
true
tucson-boards-9-2025-12-16
9
Armory Park Historic Zone Advisory Board (APHZAB)
2025-12-16T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/40749.mp3" ]
true
tucson-boards-9-2026-03-17
9
Armory Park Historic Zone Advisory Board (APHZAB)
2026-03-17T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/41524.mp3" ]
true
tucson-boards-9-2026-04-21
9
Armory Park Historic Zone Advisory Board (APHZAB)
2026-04-21T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/41937.mp3" ]
true
tucson-boards-9-2026-05-19
9
Armory Park Historic Zone Advisory Board (APHZAB)
2026-05-19T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/42496.mp3" ]
true
tucson-boards-9-2026-05-21
9
Armory Park Historic Zone Advisory Board (APHZAB)
2026-05-21T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/42212.mp3" ]
true
tucson-boards-9-2026-06-16
9
Armory Park Historic Zone Advisory Board (APHZAB)
2026-06-16T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/42497.mp3" ]
true
tucson-boards-9-2026-08-18
9
Armory Park Historic Zone Advisory Board (APHZAB)
2026-08-18T00:00:00
1
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true
tucson-boards-9-2026-09-15
9
Armory Park Historic Zone Advisory Board (APHZAB)
2026-09-15T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/43036.mp3" ]
true
tucson-boards-12-2026-06-08
12
Barrio Historico Historic Zone Advisory Board (BHHZAB)
2026-06-08T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/42499.mp3" ]
true
tucson-boards-12-2026-08-10
12
Barrio Historico Historic Zone Advisory Board (BHHZAB)
2026-08-10T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/42723.mp3" ]
true
tucson-boards-12-2026-09-14
12
Barrio Historico Historic Zone Advisory Board (BHHZAB)
2026-09-14T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/43043.mp3" ]
true
tucson-boards-18-2021-01-14
18
City Magistrates Merit Selection Commission (CMMSC)
2021-01-14T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/31836.MP3" ]
true
tucson-boards-18-2021-01-29
18
City Magistrates Merit Selection Commission (CMMSC)
2021-01-29T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/31964.MP3" ]
true
tucson-boards-18-2022-04-05
18
City Magistrates Merit Selection Commission (CMMSC)
2022-04-05T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/34100.MP3" ]
true
tucson-boards-18-2022-04-12
18
City Magistrates Merit Selection Commission (CMMSC)
2022-04-12T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/34101.MP3" ]
true
tucson-boards-18-2023-05-30
18
City Magistrates Merit Selection Commission (CMMSC)
2023-05-30T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36165.MP3" ]
true
tucson-boards-18-2023-06-13
18
City Magistrates Merit Selection Commission (CMMSC)
2023-06-13T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36166.MP3" ]
true
tucson-boards-18-2025-04-04
18
City Magistrates Merit Selection Commission (CMMSC)
2025-04-04T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/39122.mp3" ]
true
tucson-boards-18-2025-04-28
18
City Magistrates Merit Selection Commission (CMMSC)
2025-04-28T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/39265.mp3" ]
true
tucson-boards-18-2025-06-13
18
City Magistrates Merit Selection Commission (CMMSC)
2025-06-13T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/39548.mp3" ]
true
tucson-boards-18-2025-10-03
18
City Magistrates Merit Selection Commission (CMMSC)
2025-10-03T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/40209.mp3" ]
true
tucson-boards-18-2026-01-30
18
City Magistrates Merit Selection Commission (CMMSC)
2026-01-30T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/41170.mp3" ]
true
tucson-boards-18-2026-03-27
18
City Magistrates Merit Selection Commission (CMMSC)
2026-03-27T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/41682.mp3" ]
true
tucson-boards-19-2023-02-21
19
Community Police Advisory Review Board (CPARB)
2023-02-21T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/35681.MP3" ]
true
tucson-boards-19-2023-03-21
19
Community Police Advisory Review Board (CPARB)
2023-03-21T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/35682.MP3" ]
true
tucson-boards-19-2023-06-20
19
Community Police Advisory Review Board (CPARB)
2023-06-20T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36014.MP3" ]
true
tucson-boards-19-2023-07-18
19
Community Police Advisory Review Board (CPARB)
2023-07-18T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36118.MP3" ]
true
tucson-boards-19-2023-08-15
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Community Police Advisory Review Board (CPARB)
2023-08-15T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36190.MP3" ]
true
tucson-boards-19-2023-11-21
19
Community Police Advisory Review Board (CPARB)
2023-11-21T00:00:00
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[ "https://assets.tucsonaz.gov/share/bcc/36686.MP3" ]
true
tucson-boards-19-2023-12-19
19
Community Police Advisory Review Board (CPARB)
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true
tucson-boards-19-2024-01-16
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Community Police Advisory Review Board (CPARB)
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[ "https://assets.tucsonaz.gov/share/bcc/36866.MP3" ]
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Community Police Advisory Review Board (CPARB)
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true
tucson-boards-19-2024-03-19
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Community Police Advisory Review Board (CPARB)
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[ "https://assets.tucsonaz.gov/share/bcc/37170.mp3" ]
true
tucson-boards-19-2024-04-16
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Community Police Advisory Review Board (CPARB)
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[ "https://assets.tucsonaz.gov/share/bcc/37354.mp3" ]
true
tucson-boards-19-2024-06-18
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Community Police Advisory Review Board (CPARB)
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[ "https://assets.tucsonaz.gov/share/bcc/37642.mp3" ]
true
tucson-boards-19-2024-08-20
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Community Police Advisory Review Board (CPARB)
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true
tucson-boards-19-2024-09-17
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Community Police Advisory Review Board (CPARB)
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[ "https://assets.tucsonaz.gov/share/bcc/38099.mp3" ]
true
tucson-boards-19-2024-10-15
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Community Police Advisory Review Board (CPARB)
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true
tucson-boards-19-2024-11-19
19
Community Police Advisory Review Board (CPARB)
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true
tucson-boards-19-2024-12-17
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Community Police Advisory Review Board (CPARB)
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[ "https://assets.tucsonaz.gov/share/bcc/38540.mp3" ]
true
tucson-boards-19-2025-02-18
19
Community Police Advisory Review Board (CPARB)
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true
tucson-boards-19-2025-04-15
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Community Police Advisory Review Board (CPARB)
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true
tucson-boards-19-2025-05-20
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Community Police Advisory Review Board (CPARB)
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true
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Community Police Advisory Review Board (CPARB)
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true
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Community Police Advisory Review Board (CPARB)
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true
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Community Police Advisory Review Board (CPARB)
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true
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Community Police Advisory Review Board (CPARB)
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[ "https://assets.tucsonaz.gov/share/bcc/40344.MP3" ]
true
tucson-boards-19-2026-01-20
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Community Police Advisory Review Board (CPARB)
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true
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Community Police Advisory Review Board (CPARB)
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true
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Community Police Advisory Review Board (CPARB)
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true
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Community Police Advisory Review Board (CPARB)
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true
tucson-boards-19-2026-07-21
19
Community Police Advisory Review Board (CPARB)
2026-07-21T00:00:00
2
[ "https://assets.tucsonaz.gov/share/bcc/42537.mp3", "https://assets.tucsonaz.gov/share/bcc/42798.MP3" ]
false
tucson-boards-19-2026-08-18
19
Community Police Advisory Review Board (CPARB)
2026-08-18T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/42800.MP3" ]
true
tucson-boards-19-2026-09-15
19
Community Police Advisory Review Board (CPARB)
2026-09-15T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/43012.mp3" ]
true
tucson-boards-20-2026-07-27
20
Civil Service Commission (CSC)
2026-07-27T00:00:00
3
[ "https://assets.tucsonaz.gov/share/bcc/42733.mp3", "https://assets.tucsonaz.gov/share/bcc/42734.mp3", "https://assets.tucsonaz.gov/share/bcc/42735.mp3" ]
true
tucson-boards-25-2024-05-09
25
City of Tucson Deferred Compensation Plan Management Board (CEDCMB)
2024-05-09T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37497.mp3" ]
true
tucson-boards-25-2024-08-19
25
City of Tucson Deferred Compensation Plan Management Board (CEDCMB)
2024-08-19T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37922.mp3" ]
true
tucson-boards-25-2026-02-12
25
City of Tucson Deferred Compensation Plan Management Board (CEDCMB)
2026-02-12T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/41326.mp3" ]
true
tucson-boards-25-2026-05-14
25
City of Tucson Deferred Compensation Plan Management Board (CEDCMB)
2026-05-14T00:00:00
2
[ "https://assets.tucsonaz.gov/share/bcc/42096.mp3", "https://assets.tucsonaz.gov/share/bcc/42097.mp3" ]
true
tucson-boards-25-2026-08-13
25
City of Tucson Deferred Compensation Plan Management Board (CEDCMB)
2026-08-13T00:00:00
2
[ "https://assets.tucsonaz.gov/share/bcc/42801.mp3", "https://assets.tucsonaz.gov/share/bcc/42802.mp3" ]
true
tucson-boards-28-2023-09-28
28
Tucson Supplemental Retirement System Board of Trustees (TSRS)
2023-09-28T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36707.MP3" ]
true
tucson-boards-28-2023-12-20
28
Tucson Supplemental Retirement System Board of Trustees (TSRS)
2023-12-20T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/36768.MP3" ]
true
tucson-boards-28-2024-03-28
28
Tucson Supplemental Retirement System Board of Trustees (TSRS)
2024-03-28T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37218.mp3" ]
true
tucson-boards-28-2024-06-27
28
Tucson Supplemental Retirement System Board of Trustees (TSRS)
2024-06-27T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37694.mp3" ]
true
tucson-boards-28-2024-07-24
28
Tucson Supplemental Retirement System Board of Trustees (TSRS)
2024-07-24T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37809.mp3" ]
false
tucson-boards-28-2024-08-22
28
Tucson Supplemental Retirement System Board of Trustees (TSRS)
2024-08-22T00:00:00
1
[ "https://assets.tucsonaz.gov/share/bcc/37929.mp3" ]
true
End of preview.

YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

Tucson Boards & Commissions — Meeting Transcripts Archive

Speaker-labeled transcripts for Tucson's boards and commissions — the ~54 citizen bodies that advise City Council, hear appeals, and oversee bond spending. Built from the City Clerk's own audio archive (clerksboards.tucsonaz.gov), which holds direct MP3 recordings going back to 2020.

Part of the AZ Civic Archive — docs hub: ACloudCenter/az-civic-archive-docs (runbook covering all phases, Claude Code onboarding, phase briefs). Siblings: Tucson Mayor & Council, Pima County Board, unified search layer.

Coverage

621 of 624 catalog meetings transcribed (99.5%) — the full enumerated corpus across 54 bodies, 2020–2026. The immutable target is boards_catalog.jsonl (one row per meeting: board, date, MP3 part URLs); current X/Y lives in boards_coverage.md.

  • Bodies include: Commission on Disability Issues, City Magistrates Merit Selection Commission, Environmental Services Advisory Committee, Industrial Development Authority, Redistricting Advisory Committee, Tucson-Pima County Historical Commission, Independent Audit & Performance Commission, Independent Oversight & Accountability Commission, and ~45 more.
  • The Board of Adjustment (body 8) posts video on the PDS YouTube channel instead of audio here — 0 MP3s on its page, not ingested.
  • 3 documented exceptions (source-side, not pipeline defects — never faked): tucson-boards-19-2026-07-21 (CPARB audio+minutes links 404), tucson-boards-28-2024-07-24 (TSRS audio link 404), tucson-boards-37-2023-06-07 (broken ESAC upload, zero usable speech).

Quality

Same pipeline as the council corpus: Nemotron-3-Diarization speaker windows → speaker-turn slicing → canary-1b-v2 (transformers-native) per-turn ASR. Per-meeting punctuation gates recorded across the run: sentence-final punctuation strong (typically 0.88–0.96), capitalization lower than council meetings (0.29–0.40 vs 0.54–0.59) — a property of board-domain content, recorded honestly rather than hidden.

Speakers are GENERIC (SPEAKER_0N) by design: board members are appointees, not council members — the roster-anchored naming pass used on the council corpora does not apply. Generic-but-correct beats wrong names; per-body appointee rosters are a possible future enhancement.

Contents

  • transcripts/<identifier>.jsonl — 621 files: {"identifier", "board_id", "board", "meeting_date", "start", "end", "speaker", "text"} (one utterance per line; utterance bounds are diarization-window timestamps)
  • metadata.jsonl — pilot-run metadata (full per-meeting catalog is boards_catalog.jsonl)
  • boards_catalog.jsonl — the immutable coverage target (all 624 meetings across 54 bodies with MP3 part URLs)
  • boards_coverage.md — latest coverage snapshot
  • boards_catalog.py — regenerate the catalog + coverage snapshot (CPU, ~4 min)
  • tucson_boards_ingest.py / tucson_boards_pilot.py — the ingestion pipeline (idempotent: enumerate → skip existing → process the rest)
  • RESUME.md — the complete no-knowledge resume procedure
  • summaries/ — per-shard run summaries (pushed vs error counts)

Provenance

Source: the City of Tucson Clerk's boards & commissions portal; audio files are hotlinked directly (assets.tucsonaz.gov/share/bcc/), not duplicated in that hosting — this repo mirrors the transcripts (the audio remains on the city's servers, linked from every catalog row). Machine transcription is not authoritative; verify quotes against the source audio before citing.

Re-running / resuming

Everything is idempotent: rerunning tucson_boards_ingest.py (any shard settings) re-enumerates the live site, skips every meeting already transcribed, and processes only the remainder. Full procedure + completion check: RESUME.md.
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