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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 105 new columns ({'rm', 'skill_dribbling', 'movement_balance', 'weak_foot', 'club_team_id', 'mentality_composure', 'work_rate', 'cb', 'lb', 'club_joined_date', 'movement_reactions', 'international_reputation', 'fifa_version', 'player_positions', 'club_position', 'skill_fk_accuracy', 'power_strength', 'nation_position', 'passing', 'club_loaned_from', 'rs', 'attacking_short_passing', 'skill_moves', 'weight_kg', 'wage_eur', 'player_id', 'skill_ball_control', 'overall', 'goalkeeping_speed', 'attacking_crossing', 'lam', 'movement_agility', 'defending_marking_awareness', 'shooting', 'defending_sliding_tackle', 'fifa_update', 'league_name', 'release_clause_eur', 'defending_standing_tackle', 'rwb', 'lcb', 'physic', 'ls', 'attacking_finishing', 'league_level', 'power_shot_power', 'st', 'value_eur', 'mentality_positioning', 'attacking_volleys', 'lcm', 'gk', 'rcm', 'nation_team_id', 'rb', 'potential', 'rcb', 'cf', 'club_jersey_number', 'mentality_penalties', 'league_id', 'movement_acceleration', 'ldm', 'club_contract_valid_until_year', 'cm', 'goalkeeping_kicking', 'height_cm', 'lwb', 'lm', 'defending', 'ram', 'power_jumping', 'player_tags', 'player_face_url', 'cdm', 'lw', 'cam', 'dribbling', 'movement_sprint_speed', 'player_traits', 'goalkeeping_positioning', 'rw', 'power_stamina', 'power_long_shots', 'mentality_interceptions', 'goalkeeping_reflexes', 'lf', 'mentality_aggression', 'body_type', 'rf', 'rdm', 'real_face', 'goalkeeping_diving', 'age', 'mentality_vision', 'pace', 'nation_jersey_number', 'player_url', 'club_name', 'attacking_heading_accuracy', 'fifa_update_date', 'skill_long_passing', 'skill_curve', 'preferred_foot', 'goalkeeping_handling'}) and 3 missing columns ({'coach_url', 'coach_id', 'face_url'}).

This happened while the csv dataset builder was generating data using

hf://datasets/jsulz/FIFA23/female_players (legacy).csv (at revision cf90dd5ed09166fbebd6c87887ae044da140c230)

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 "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              player_id: int64
              player_url: string
              fifa_version: int64
              fifa_update: int64
              fifa_update_date: string
              short_name: string
              long_name: string
              player_positions: string
              overall: int64
              potential: int64
              value_eur: double
              wage_eur: double
              age: int64
              dob: string
              height_cm: int64
              weight_kg: int64
              league_id: double
              league_name: string
              league_level: double
              club_team_id: double
              club_name: string
              club_position: string
              club_jersey_number: double
              club_loaned_from: string
              club_joined_date: string
              club_contract_valid_until_year: double
              nationality_id: int64
              nationality_name: string
              nation_team_id: double
              nation_position: string
              nation_jersey_number: double
              preferred_foot: string
              weak_foot: int64
              skill_moves: int64
              international_reputation: int64
              work_rate: string
              body_type: string
              real_face: string
              release_clause_eur: double
              player_tags: string
              player_traits: string
              pace: double
              shooting: double
              passing: double
              dribbling: double
              defending: double
              physic: double
              attacking_crossing: int64
              attacking_finishing: int64
              attacking_heading_accuracy: int64
              attacking_short_passing: int64
              attacking_volleys: int64
              skill_dribbling: int64
              skill_curve: int64
              skill_fk_accuracy: int64
              skill_long_passing: int64
              skill_ball_control: int64
              movement_acceleration: int64
              movement_sprint_speed: int64
              movement_agility: int64
              movement_reactions: int64
              movement_balance: int64
              power_shot_power: int64
              power_jumping: int64
              power_stamina: int64
              power_strength: int64
              power_long_shots: int64
              mentality_aggression: int64
              mentality_interceptions: int64
              mentality_positioning: int64
              mentality_vision: int64
              mentality_penalties: int64
              mentality_composure: double
              defending_marking_awareness: int64
              defending_standing_tackle: int64
              defending_sliding_tackle: int64
              goalkeeping_diving: int64
              goalkeeping_handling: int64
              goalkeeping_kicking: int64
              goalkeeping_positioning: int64
              goalkeeping_reflexes: int64
              goalkeeping_speed: double
              ls: string
              st: string
              rs: string
              lw: string
              lf: string
              cf: string
              rf: string
              rw: string
              lam: string
              cam: string
              ram: string
              lm: string
              lcm: string
              cm: string
              rcm: string
              rm: string
              lwb: string
              ldm: string
              cdm: string
              rdm: string
              rwb: string
              lb: string
              lcb: string
              cb: string
              rcb: string
              rb: string
              gk: string
              player_face_url: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 13711
              to
              {'coach_id': Value(dtype='int64', id=None), 'coach_url': Value(dtype='string', id=None), 'short_name': Value(dtype='string', id=None), 'long_name': Value(dtype='string', id=None), 'dob': Value(dtype='string', id=None), 'nationality_id': Value(dtype='int64', id=None), 'nationality_name': Value(dtype='string', id=None), 'face_url': Value(dtype='string', id=None)}
              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 1529, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1100, in stream_convert_to_parquet
                  builder._prepare_split(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, 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 105 new columns ({'rm', 'skill_dribbling', 'movement_balance', 'weak_foot', 'club_team_id', 'mentality_composure', 'work_rate', 'cb', 'lb', 'club_joined_date', 'movement_reactions', 'international_reputation', 'fifa_version', 'player_positions', 'club_position', 'skill_fk_accuracy', 'power_strength', 'nation_position', 'passing', 'club_loaned_from', 'rs', 'attacking_short_passing', 'skill_moves', 'weight_kg', 'wage_eur', 'player_id', 'skill_ball_control', 'overall', 'goalkeeping_speed', 'attacking_crossing', 'lam', 'movement_agility', 'defending_marking_awareness', 'shooting', 'defending_sliding_tackle', 'fifa_update', 'league_name', 'release_clause_eur', 'defending_standing_tackle', 'rwb', 'lcb', 'physic', 'ls', 'attacking_finishing', 'league_level', 'power_shot_power', 'st', 'value_eur', 'mentality_positioning', 'attacking_volleys', 'lcm', 'gk', 'rcm', 'nation_team_id', 'rb', 'potential', 'rcb', 'cf', 'club_jersey_number', 'mentality_penalties', 'league_id', 'movement_acceleration', 'ldm', 'club_contract_valid_until_year', 'cm', 'goalkeeping_kicking', 'height_cm', 'lwb', 'lm', 'defending', 'ram', 'power_jumping', 'player_tags', 'player_face_url', 'cdm', 'lw', 'cam', 'dribbling', 'movement_sprint_speed', 'player_traits', 'goalkeeping_positioning', 'rw', 'power_stamina', 'power_long_shots', 'mentality_interceptions', 'goalkeeping_reflexes', 'lf', 'mentality_aggression', 'body_type', 'rf', 'rdm', 'real_face', 'goalkeeping_diving', 'age', 'mentality_vision', 'pace', 'nation_jersey_number', 'player_url', 'club_name', 'attacking_heading_accuracy', 'fifa_update_date', 'skill_long_passing', 'skill_curve', 'preferred_foot', 'goalkeeping_handling'}) and 3 missing columns ({'coach_url', 'coach_id', 'face_url'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/jsulz/FIFA23/female_players (legacy).csv (at revision cf90dd5ed09166fbebd6c87887ae044da140c230)
              
              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)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

coach_id
int64
coach_url
string
short_name
string
long_name
string
dob
string
nationality_id
int64
nationality_name
string
face_url
string
2,079
/coach/2079/gareth-taylor/
G. Taylor
Gareth Taylor
1973-02-25
50
Wales
null
94,303
/coach/94303/fabrice-abriel/
F. Abriel
Fabrice Abriel
1979-07-06
18
France
https://cdn.sportmonks.c…ers/31/94303.png
94,451
/coach/94451/frederic-biancalani/
F. Biancalani
Frédéric Biancalani
1974-07-21
18
France
null
455,803
/coach/455803/andries-jonker/
A. Jonker
Andries Jonker
1962-09-22
34
Netherlands
null
464,820
/coach/464820/corinne-diacre/
C. Diacre
Corinne Diacre
1974-08-04
18
France
https://cdn.sportmonks.c…rs/20/464820.png
466,607
/coach/466607/xiuquan-jia/
X. Jia
Xiuquan Jia
1963-03-23
155
China PR
https://cdn.sportmonks.c…rs/15/466607.png
529,478
/coach/529478/yannick-chandioux/
Y. Chandioux
Yannick Chandioux
1975-09-01
18
France
null
15,434,001
/coach/15434001/jonas-eidevall/
J. Eidevall
Jonas Eidevall
1983-01-28
46
Sweden
null
19,282,261
/coach/19282261/patrice-lair/
P. Lair
Patrice Lair
1961-06-16
18
France
null
26,313,202
/coach/26313202/sandrine-soubeyrand/
S. Soubeyrand
Sandrine Soubeyrand
1973-08-16
18
France
https://cdn.sportmonks.c…/18/26313202.png
32,431,129
/coach/32431129/emma-hayes/
E. Hayes
Emma Hayes
1976-10-18
14
England
null
32,431,137
/coach/32431137/kelly-chambers/
K. Chambers
Kelly Chambers
null
14
England
null
32,431,158
/coach/32431158/matt-beard/
M. Beard
Matt Beard
1978-01-09
14
England
null
32,431,159
/coach/32431159/carla-ward/
C. Ward
Carla Ward
null
14
England
null
35,279,752
/coach/35279752/peter-gerhardsson/
P. Gerhardsson
Peter Gerhardsson
1959-08-22
46
Sweden
https://cdn.sportmonks.c…s/8/35279752.png
35,279,753
/coach/35279753/desiree-ellis/
D. Ellis
Desiree Ellis
1963-03-14
140
South Africa
null
35,279,755
/coach/35279755/milena-bertolini/
M. Bertolini
Milena Bertolini
1966-06-24
27
Italy
null
35,279,765
/coach/35279765/jorge-vilda/
J. Vilda
Jorge Vilda
1981-07-07
45
Spain
https://cdn.sportmonks.c…/21/35279765.png
35,279,766
/coach/35279766/francisco-neto/
F. Neto
Francisco Neto
1981-07-11
38
Portugal
null
35,279,780
/coach/35279780/jose-antonio-letelier-henriquez/
J. Letelier Henríquez
José Antonio Letelier Henríquez
1966-05-23
55
Chile
null
35,280,557
/coach/35280557/martina-voss-tecklenburg/
M. Voss-Tecklenburg
Martina Voss-Tecklenburg
1967-12-22
21
Germany
https://cdn.sportmonks.c…/13/35280557.png
35,280,567
/coach/35280567/sarina-glotzbach-wiegman/
S. Glotzbach-Wiegman
Sarina Glotzbach-Wiegman
1969-10-26
34
Netherlands
https://cdn.sportmonks.c…/23/35280567.png
35,304,616
/coach/35304616/sonia-bompastor/
S. Bompastor
Sonia Bompastor
1980-06-08
18
France
null
35,681,724
/coach/35681724/alain-djeumfa/
A. Djeumfa
Alain Djeumfa
null
103
Cameroon
null
37,265,116
/coach/37265116/brian-sorensen/
B. Sorensen
Brian Sorensen
1980-06-15
13
Denmark
null
37,265,250
/coach/37265250/thorsteinn-halldorsson/
T. Halldórsson
Thorsteinn Halldórsson
null
24
Iceland
null
37,296,295
/coach/37296295/pedro-martinez-losa/
P. Martínez Losa
Pedro Martínez Losa
null
45
Spain
null
37,296,301
/coach/37296301/amandine-miquel/
A. Miquel
Amandine Miquel
1984-08-04
18
France
null
37,303,727
/coach/37303727/tony-gustavsson/
T. Gustavsson
Tony Gustavsson
1973-08-14
46
Sweden
null
37,342,910
/coach/37342910/lydia-bedford/
L. Bedford
Lydia Bedford
null
14
England
null
37,347,540
/coach/37347540/futoshi-ikeda/
F. Ikeda
Futoshi Ikeda
1970-10-04
163
Japan
null
37,350,128
/coach/37350128/ives-serneels/
I. Serneels
Ives Serneels
1972-10-16
7
Belgium
null
37,350,129
/coach/37350129/vlatko-andonovski/
V. Andonovski
Vlatko Andonovski
1976-09-14
95
United States
null
37,357,800
/coach/37357800/hege-riise/
H. Riise
Hege Riise
1969-07-18
36
Norway
null
37,375,752
/coach/37375752/colin-bell/
C. Bell
Colin Bell
1961-08-05
14
England
null
37,416,863
/coach/37416863/naruephon-kaenson/
N.Kaenson
Naruephon Kaenson
null
188
Thailand
null
37,428,117
/coach/37428117/beverly-priestman/
B. Priestman
Beverly Priestman
null
70
Canada
null
37,430,277
/coach/37430277/pedro-lopez/
Pedro López
Pedro López
1979-05-06
45
Spain
null
37,469,773
/coach/37469773/pia-mariane-sundhage/
P. Sundhage
Pia Mariane Sundhage
1960-02-13
46
Sweden
null
37,524,025
/coach/37524025/marc-skinner/
M. Skinner
Marc Skinner
null
14
England
null
37,524,186
/coach/37524186/rehanne-skinner/
R. Skinner
Rehanne Skinner
1979-11-13
14
England
null
37,524,489
/coach/37524489/jitka-klimkova/
J. Klimkova
Jitka Klimkova
1974-08-20
12
Czech Republic
null
37,554,044
/coach/37554044/olli-harder/
O. Harder
Olli Harder
null
198
New Zealand
null
37,573,961
/coach/37573961/randy-waldrum/
R. Waldrum
Randy Waldrum
null
95
United States
null
37,573,962
/coach/37573962/hubert-busby/
H. Busby
Hubert Busby
1969-06-18
70
Canada
null
37,578,659
/coach/37578659/christophe-forest/
C. Forest
Christophe Forest
1969-03-18
18
France
null
37,612,238
/coach/37612238/german-dario-portanova/
G. Portanova
Germán Darío Portanova
1973-10-19
52
Argentina
null
37,614,418
/coach/37614418/qingxia-shui/
Q. Shui
Qingxia Shui
1966-12-18
155
China PR
null
37,615,657
/coach/37615657/frederic-goncalves/
F. Gonçalves
Frédéric Gonçalves
1982-03-06
18
France
null
37,617,776
/coach/37617776/mathieu-rufie/
M. Rufié
Mathieu Rufié
1983-06-17
18
France
null
37,654,887
/coach/37654887/gerard-precheur/
G. Prêcheur
Gérard Prêcheur
1959-10-23
18
France
null
37,667,852
/coach/37667852/michel-bradaia/
M. Bradaia
Michel Bradaia
1971-12-03
18
France
null
null
null
Alexia Putellas
Alexia Putellas Segura
1994-02-04
45
Spain
null
null
null
S. Kerr
Samantha May Kerr
1993-09-10
195
Australia
null
null
null
A. Hegerberg
Ada Martine Stolsmo Hegerberg
1995-07-10
36
Norway
null
null
null
W. Renard
Wéndèleine Thérèse Renard
1990-07-20
18
France
null
null
null
A. Morgan
Alexandra Morgan Carrasco
1989-07-02
95
United States
null
null
null
C. Hansen
Caroline Graham Hansen
1995-02-18
36
Norway
null
null
null
L. Bronze
Lucia Roberta Tough Bronze
1991-10-28
14
England
null
null
null
M. Katoto
Marie-Antoinette Oda Katoto
1998-11-01
18
France
null
null
null
V. Miedema
Vivianne Miedema
1996-07-15
34
Netherlands
null
null
null
C. Endler
Christiane Endler
1991-07-23
55
Chile
null
null
null
A. Popp
Alexandra Popp
1991-04-06
21
Germany
null
null
null
Irene Paredes
Irene Paredes Hernández
1991-07-04
45
Spain
null
null
null
Jenni Hermoso
Jennifer Hermoso Fuentes
1990-05-09
45
Spain
null
null
null
A. Henry
Amandine Chantal Henry
1989-09-28
18
France
null
null
null
K. Diani
Kadidiatou Diani
1995-04-01
18
France
null
null
null
Sandra Paños
Sandra Paños García-Villamil
1992-11-04
45
Spain
null
null
null
Mapi León
María Pilar León Cebrián
1995-06-13
45
Spain
null
null
null
B. Mead
Bethany Jane Mead
1995-05-09
14
England
null
null
null
K. Little
Kim Alison Little
1990-06-29
42
Scotland
null
null
null
A. Schult
Almuth Schult
1991-02-09
21
Germany
null
null
null
A. Lawrence
Ashley Elizabeth Marie Lawrence
1995-06-11
70
Canada
null
null
null
L. Martens
Elisabeth Petronella Lieke Martens
1992-12-16
34
Netherlands
null
null
null
L. Magull
Lina Maria Magull
1994-08-15
21
Germany
null
null
null
G. Geyoro
Onema Grace Geyoro
1997-07-02
18
France
null
null
null
M. Bright
Millie Bright
1993-08-21
14
England
null
null
null
L. Hemp
Lauren May Hemp
2000-08-07
14
England
null
null
null
C. Press
Christen Annemarie Press
1988-12-29
95
United States
null
null
null
F. Kirby
Francesca Kirby
1993-06-29
14
England
null
null
null
G. Reiten
Guro Reiten
1994-07-26
36
Norway
null
null
null
S. Däbritz
Sara Ilonka Däbritz
1995-02-15
21
Germany
null
null
null
S. Huth
Svenja Anette Huth
1991-01-25
21
Germany
null
null
null
A. Majri
Amel Majri
1993-01-25
18
France
null
null
null
L. Horan
Lindsey Michelle Horan
1994-05-26
95
United States
null
null
null
R. Lavelle
Rosemary Kathleen Lavelle
1995-05-14
95
United States
null
null
null
S. Karchaoui
Sakina Karchaoui
1996-01-26
18
France
null
null
null
Aitana Bonmatí
Aitana Bonmatí Conca
1998-01-18
45
Spain
null
null
null
L. Oberdorf
Lena Sophie Oberdorf
2001-12-19
21
Germany
null
null
null
P. Harder
Pernille Harder
1992-11-15
13
Denmark
null
null
null
Catarina Macario
Catarina Cantanhede Macario
1999-10-04
95
United States
null
null
null
P. Dudek
Paulina Dudek
1997-06-16
37
Poland
null
null
null
M. Zinsberger
Manuela Zinsberger
1995-10-19
4
Austria
null
null
null
S. Bacha
Selma Bacha
2000-11-09
18
France
null
null
null
B. Sauerbrunn
Rebecca Elizabeth Sauerbrunn
1985-06-06
95
United States
null
null
null
M. Rapinoe
Megan Anna Rapinoe
1985-07-05
95
United States
null
null
null
A. Naeher
Alyssa Michele Naeher
1988-04-20
95
United States
null
null
null
F. Rolfö
Fridolina Rolfö
1993-11-24
46
Sweden
null
null
null
G. Mbock
Griedge Yinda Colette Mbock Bathy Nka
1995-02-26
18
France
null
null
null
K. Buchanan
Kadeisha Buchanan
1995-11-05
70
Canada
null
End of preview.

About this dataset

Context

The datasets provided include the players data for the Career Mode from FIFA 15 to FIFA 23. The data allows multiple comparisons for the same players across the last 9 versions of the video game.

Some ideas of possible analysis:

  • Historical comparison between Messi and Ronaldo (what skill attributes changed the most during time - compared to real-life stats);
  • Ideal budget to create a competitive team (at the level of top n teams in Europe) and at which point the budget does not allow to buy significantly better players for the 11-men lineup. An extra is the same comparison with the Potential attribute for the lineup instead of the Overall attribute;
  • Sample analysis of top n% players (e.g. top 5% of the player) to see if some important attributes as Agility or BallControl or Strength have been popular or not acroos the FIFA versions.

Content

  • Every player, coach, and team available in FIFA 15, 16, 17, 18, 19, 20, 21, 22, and also FIFA 23
  • All FIFA updates from 10th September 2015 until 13th January 2023
  • 110 attributes for players, 8 attributes for coaches, and 54 attributes for teams
  • URL of the scraped players, coaches, and teams
  • Player positions, with the role in the club and in the national team
  • Player attributes with statistics as Attacking, Skills, Defense, Mentality, GK Skills, etc.
  • Player personal data like Nationality, Club, DateOfBirth, Wage, Salary, etc.
  • Team data regarding their coaches, their overall value, and tactics

Updates from previous FIFA 22 dataset are the following:

  • Inclusion of FIFA 23 data
  • Inclusion of all FIFA updates for each version from 15 to 23
  • Addition of coaches and teams data
  • Data provided only with the 2nd yearly FIFA update - like done in the previous datasets - is still available in files called male_players (legacy).csv and female_players (legacy).csv
  • Players data for each gender is now combined in a single file for all FIFA versions and updates
  • Only CSV files uploaded (Excel files excluded)
  • Other minor changes (e.g. field in players' data called 'sofifa_id' has been updated to 'player_id', since teams and coaches are now included too)

Acknowledgements

Data has been scraped from the publicly available website sofifa.com.

As described in https://sofifa.com/robots.txt, there is no limitation at the time of scraping for collecting data for FIFA players, coaches, and teams.

Limitations to scraping the website only relate to player comparisons and API.

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