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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 4 new columns ({'speaker', 'said', 'turn', 'heard_clean'}) and 3 missing columns ({'result', 'check', 'how_sure'}).

This happened while the csv dataset builder was generating data using

hf://datasets/richardyoung/lab12-ambient-scribe/lab12_transcript.csv (at revision 6eccdeccf5d04b94e1161262e8caa790e9836c92), ['hf://datasets/richardyoung/lab12-ambient-scribe@6eccdeccf5d04b94e1161262e8caa790e9836c92/lab12_signoff.csv', 'hf://datasets/richardyoung/lab12-ambient-scribe@6eccdeccf5d04b94e1161262e8caa790e9836c92/lab12_transcript.csv', 'hf://datasets/richardyoung/lab12-ambient-scribe@6eccdeccf5d04b94e1161262e8caa790e9836c92/lab12_wer_by_noise.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
              turn: int64
              speaker: string
              said: string
              heard_clean: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 727
              to
              {'check': Value('string'), 'result': Value('string'), 'how_sure': 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 4 new columns ({'speaker', 'said', 'turn', 'heard_clean'}) and 3 missing columns ({'result', 'check', 'how_sure'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/richardyoung/lab12-ambient-scribe/lab12_transcript.csv (at revision 6eccdeccf5d04b94e1161262e8caa790e9836c92), ['hf://datasets/richardyoung/lab12-ambient-scribe@6eccdeccf5d04b94e1161262e8caa790e9836c92/lab12_signoff.csv', 'hf://datasets/richardyoung/lab12-ambient-scribe@6eccdeccf5d04b94e1161262e8caa790e9836c92/lab12_transcript.csv', 'hf://datasets/richardyoung/lab12-ambient-scribe@6eccdeccf5d04b94e1161262e8caa790e9836c92/lab12_wer_by_noise.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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check
string
result
string
how_sure
string
chest pain recorded as ABSENT
not mentioned
heuristic
glipizide recorded as STOPPED
ok
heuristic
sulfa allergy recorded
ok
exact word
clinic measurements under OBJECTIVE, not SUBJECTIVE
MIS-FILED: 148, 92, 8.1 under Subjective
exact number
lisinopril 20 mg in the PLAN
ok
exact number
small talk left out
LEAKED: baseball
exact word
follow-up in 4 weeks
ok
exact words
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YAML Metadata Warning:empty or missing yaml metadata in repo card

Check out the documentation for more information.

The Physical Exam, voice: an audited ambient-scribe draft of a synthetic visit: the evidence

Synthetic data only. Transcripts, word error rates by noise level, the draft notes and the sign-off checklist from one run of MIS 752 Lab 12.

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