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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-transition-breakpoint-collapse-probability-v0.1/data/test.csv (at revision e35d2ffb51d881c08114756b2a8879adbacd61e0), [/tmp/hf-datasets-cache/medium/datasets/99760344357671-config-parquet-and-info-ClarusC64-premier-league--8136dbc0/hub/datasets--ClarusC64--premier-league-transition-breakpoint-collapse-probability-v0.1/snapshots/e35d2ffb51d881c08114756b2a8879adbacd61e0/data/test.csv (origin=hf://datasets/ClarusC64/premier-league-transition-breakpoint-collapse-probability-v0.1@e35d2ffb51d881c08114756b2a8879adbacd61e0/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: int64
              minute: string
              team_in_possession: string
              opponent_defending_team: string
              turnover_zone: string
              transition_trigger_event: string
              defensive_shape_at_trigger: double
              imbalance_index: double
              reformation_speed_index: double
              transition_breakpoint_type: double
              collapse_probability: double
              best_counter_lane: double
              collapse_probability_curve: double
              expected_chance_quality_band: double
              notes: string
              constraints: string
              gold_checklist: string
              __index_level_0__: string
              -- schema metadata --
              pandas: '{"index_columns": ["__index_level_0__"], "column_indexes": [{"na' + 2747
              to
              {'id': Value('string'), 'match_id': Value('string'), 'minute': Value('int64'), 'team_in_possession': Value('string'), 'opponent_defending_team': Value('string'), 'turnover_zone': Value('string'), 'transition_trigger_event': Value('string'), 'defensive_shape_at_trigger': Value('string'), 'imbalance_index': Value('float64'), 'reformation_speed_index': Value('float64'), 'transition_breakpoint_type': Value('string'), 'collapse_probability': Value('float64'), 'best_counter_lane': Value('string'), 'collapse_probability_curve': Value('string'), 'expected_chance_quality_band': Value('string'), '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-transition-breakpoint-collapse-probability-v0.1/data/test.csv (at revision e35d2ffb51d881c08114756b2a8879adbacd61e0), [/tmp/hf-datasets-cache/medium/datasets/99760344357671-config-parquet-and-info-ClarusC64-premier-league--8136dbc0/hub/datasets--ClarusC64--premier-league-transition-breakpoint-collapse-probability-v0.1/snapshots/e35d2ffb51d881c08114756b2a8879adbacd61e0/data/test.csv (origin=hf://datasets/ClarusC64/premier-league-transition-breakpoint-collapse-probability-v0.1@e35d2ffb51d881c08114756b2a8879adbacd61e0/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
int64
team_in_possession
string
opponent_defending_team
string
turnover_zone
string
transition_trigger_event
string
defensive_shape_at_trigger
string
imbalance_index
float64
reformation_speed_index
float64
transition_breakpoint_type
string
collapse_probability
float64
best_counter_lane
string
collapse_probability_curve
string
expected_chance_quality_band
string
notes
string
constraints
string
gold_checklist
string
PLTB-001
EPL-2025-001
19
ARS
TOT
right_halfspace
bad_touch_under_press
2-3-5 rest defense stretched
0.72
0.45
line_split
0.78
left_channel
t+0:0.40;t+3:0.65;t+6:0.78
high
Collapse likely within seconds
Premier League only.
breakpoint+prob+lane
PLTB-002
EPL-2025-002
42
MCI
AVL
central
loose_pass
2-2 rest defense 2v3
0.8
0.4
numerical_underload
0.82
central_lane
t+0:0.45;t+3:0.70;t+6:0.82
high
Classic rest defense break
Premier League only.
breakpoint+prob+lane
PLTB-003
EPL-2025-004
58
LIV
WHU
left_flank
press_beaten
back line turning
0.68
0.48
turning_backline
0.74
right_halfspace
t+0:0.35;t+3:0.60;t+6:0.74
medium-high
High threat but recoverable
Premier League only.
breakpoint+prob+lane
PLTB-004
EPL-2025-003
71
NEW
BHA
wide_right
safe_clearance_lost
low block set
0.42
0.7
low_threat_turnover
0.28
none
t+0:0.10;t+3:0.20;t+6:0.28
low
Turnover not lethal
Premier League only.
breakpoint+prob+lane
PLTB-005
EPL-2025-005
83
CHE
MUN
right_channel
failed_cross_clearance
deep block tired
0.6
0.46
late_runner_gap
0.66
central
t+0:0.30;t+3:0.52;t+6:0.66
medium
Late runner risk
Premier League only.
breakpoint+prob+lane
PLTB-006
EPL-2025-006
27
BHA
EVE
central
intercepted_vertical_pass
midfield bypassed
0.75
0.44
midfield_bypass
0.79
left_channel
t+0:0.38;t+3:0.66;t+6:0.79
high
Midfield removed
Premier League only.
breakpoint+prob+lane

What this dataset tests

Whether an intelligence system can estimate
which transitions will break a defensive structure
and how quickly collapse probability rises.

Required outputs

  • transition breakpoint type
  • collapse probability
  • imbalance index
  • reformation speed index
  • best counter lane
  • collapse probability curve
  • expected chance quality band

Use case

Third layer of Game State Coherence & Fragility Maps.

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