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A Python package to parse StatsBomb JSON data to CSV

Project description

StatsBomb JSON parser

PyPI version PyPI - Python Version Build Status codecov HitCount

Convert competitions/matches/lineups/events JSON data released by StatsBomb into easy to use CSV format.

Installation

$ pip install statsbomb

Unit tests

To run the unit tests for this package:

$ python -m pytest tests/

Example usage

  • Parsing the competitions.json file:
import statsbomb as sb

# path to where the StatsBomb data is stored
comps = sb.Competitions('../../open-data/data/competitions.json')
print(len(comps))  # 3

df = comps.get_dataframe()
print(df)
competition_id competition_name country_name match_available match_updated season_id season_name
37 FA Women's Super League England 2018-09-08T07:33:39.356340 2018-09-08T07:33:39.356340 1 2017/2018
43 FIFA World Cup International 2018-09-08T07:33:39.356340 2018-09-08T14:30:04.356514 3 2018
49 NWSL United States of America 2018-09-08T07:33:39.356340 2018-09-08T07:33:39.356340 3 2018
  • Parsing an events json file to extract shots:
import statsbomb as sb

events = sb.Events('../../open-data/data/events/8658.json')
df = events.get_dataframe(event_type='shot')
print(len(df))  # 23

print(df)
event_type id index period timestamp minute second possession possession_team play_pattern off_camera team player position duration under_pressure statsbomb_xg key_pass_id body_part type outcome technique first_time follows_dribble redirect one_on_one open_goal deflected start_location_x start_location_y end_location_x end_location_y end_location_z
shot c3ffbb5f-d836-4d33-a02a-3a994990d253 577 1 00:20:51.227 20 51 39 Croatia From Free Kick False Croatia Domagoj Vida Left Center Back 1.013 0.05478843 baafd0a9-1031-46df-82a2-16538d6e94cf Head Open Play Off T Normal 112.0 49.0 119.0 36.7 4.7
shot d7a727de-1b60-47c7-b9fa-10948bb730ed 634 1 00:23:34.907 23 34 45 Croatia From Free Kick False Croatia Ivan Rakitić Left Center Midfield 2.053 0.04375982 9cc48e31-5a52-4074-97b1-5c3eafdd753d Left Foot Open Play Off T Volley 108.0 29.0 120.0 46.9 6.1
shot 20bcdb94-9507-4bed-8315-edddcbb84081 736 1 00:27:53.880 27 53 53 Croatia From Free Kick False Croatia Ivan Perišić Left Wing 0.587 0.12172278 90fdf286-3e32-4646-bcb1-a83a7d51593f Left Foot Open Play Goal Half Volley True True 105.0 32.0 120.0 43.3 0.7
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Project details


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