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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 1 new columns ({'__index_level_0__'})

This happened while the csv dataset builder was generating data using

hf://datasets/ClarusC64/premier-league-fatigue-driven-decision-space-collapse-detection-v0.1/data/test.csv (at revision f4f30d12f4bc8cf000babf278e77c281bb032b5b), [/tmp/hf-datasets-cache/medium/datasets/92647558319034-config-parquet-and-info-ClarusC64-premier-league--0ed6f482/hub/datasets--ClarusC64--premier-league-fatigue-driven-decision-space-collapse-detection-v0.1/snapshots/f4f30d12f4bc8cf000babf278e77c281bb032b5b/data/test.csv (origin=hf://datasets/ClarusC64/premier-league-fatigue-driven-decision-space-collapse-detection-v0.1@f4f30d12f4bc8cf000babf278e77c281bb032b5b/data/test.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 1887, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 675, 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
              id: string
              match_id: string
              minute_window: string
              team: string
              player_id: string
              position_role: string
              baseline_reference: string
              fatigue_context_summary: double
              decision_space_collapse_percent: double
              collapse_onset_timestamp: double
              fatigue_collapse_signature: double
              predictability_spike_index: double
              error_likelihood_uplift: double
              notes: string
              constraints: string
              gold_checklist: string
              __index_level_0__: string
              -- schema metadata --
              pandas: '{"index_columns": ["__index_level_0__"], "column_indexes": [{"na' + 2438
              to
              {'id': Value('string'), 'match_id': Value('string'), 'minute_window': Value('string'), 'team': Value('string'), 'player_id': Value('string'), 'position_role': Value('string'), 'baseline_reference': Value('string'), 'fatigue_context_summary': Value('string'), 'decision_space_collapse_percent': Value('int64'), 'collapse_onset_timestamp': Value('string'), 'fatigue_collapse_signature': Value('string'), 'predictability_spike_index': Value('float64'), 'error_likelihood_uplift': Value('float64'), 'notes': Value('string'), 'constraints': Value('string'), 'gold_checklist': 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 1736, 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 1889, 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 1 new columns ({'__index_level_0__'})
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/ClarusC64/premier-league-fatigue-driven-decision-space-collapse-detection-v0.1/data/test.csv (at revision f4f30d12f4bc8cf000babf278e77c281bb032b5b), [/tmp/hf-datasets-cache/medium/datasets/92647558319034-config-parquet-and-info-ClarusC64-premier-league--0ed6f482/hub/datasets--ClarusC64--premier-league-fatigue-driven-decision-space-collapse-detection-v0.1/snapshots/f4f30d12f4bc8cf000babf278e77c281bb032b5b/data/test.csv (origin=hf://datasets/ClarusC64/premier-league-fatigue-driven-decision-space-collapse-detection-v0.1@f4f30d12f4bc8cf000babf278e77c281bb032b5b/data/test.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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id
string
match_id
string
minute_window
string
team
string
player_id
string
position_role
string
baseline_reference
string
fatigue_context_summary
string
decision_space_collapse_percent
int64
collapse_onset_timestamp
string
fatigue_collapse_signature
string
predictability_spike_index
float64
error_likelihood_uplift
float64
notes
string
constraints
string
gold_checklist
string
DSCC-001
EPL-2025-301
70-76
ARS
ARS-6
pivot
DSCB-001
repeated first-time back pass; fewer scans; late to offer
42
min_72
scan_drop+safe_loop
0.62
0.22
Collapse crosses 40%
Premier League only.
collapse+onset+signature
DSCC-002
EPL-2025-302
78-84
LIV
LIV-8R
8_right
DSCB-002
stops turning; avoids weak side; delayed release
38
min_81
turn_avoidance+latency_rise
0.55
0.18
Near threshold
Premier League only.
collapse+onset+signature
DSCC-003
EPL-2025-303
62-68
MCI
MCI-10
10
DSCB-003
marked tight; begins forcing layoffs; miscontrols rise
45
min_64
forced_one_touch+control_errors
0.7
0.26
Predictable connector
Premier League only.
collapse+onset+signature
DSCC-004
EPL-2025-304
74-80
NEW
NEW-RB
fullback
DSCB-004
late overlap; clears early; declines inside link
41
min_76
route_simplification+early_clear
0.58
0.2
Right side stalls
Premier League only.
collapse+onset+signature
DSCC-005
EPL-2025-305
80-86
CHE
CHE-9
striker
DSCB-005
holds fail; fewer runs; fouls drawn instead of turns
33
min_83
run_drop+duel_loss
0.46
0.14
Role limits collapse
Premier League only.
collapse+onset+signature
DSCC-006
EPL-2025-306
67-73
TOT
TOT-LW
winger_left
DSCB-006
stops taking 1v1; recycles; heavy touches
47
min_69
take_on_drop+touch_heavy
0.72
0.28
Wing threat gone
Premier League only.
collapse+onset+signature

What this dataset tests

Whether a system can detect fatigue-driven collapse
of player decision-space in live match contexts.

Required outputs

  • decision-space collapse percent
  • collapse onset timestamp
  • collapse signature
  • predictability spike index
  • error likelihood uplift

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