Statsbomb¶

Load local files¶

In [4]:

from kloppy import statsbomb

dataset = statsbomb.load(
    event_data="../../kloppy/tests/files/statsbomb_event.json",
    lineup_data="../../kloppy/tests/files/statsbomb_lineup.json",
    
    # Optional arguments
    coordinates="statsbomb",
    event_types=["pass", "shot"]
)

dataset.to_pandas().head()
from kloppy import statsbomb

dataset = statsbomb.load(
    event_data="../../kloppy/tests/files/statsbomb_event.json",
    lineup_data="../../kloppy/tests/files/statsbomb_lineup.json",
    
    # Optional arguments
    coordinates="statsbomb",
    event_types=["pass", "shot"]
)

dataset.to_pandas().head()

Out[4]:

	event_id	event_type	result	success	period_id	timestamp	end_timestamp	ball_state	ball_owning_team	team_id	player_id	coordinates_x	coordinates_y	end_coordinates_x	end_coordinates_y	receiver_player_id	set_piece_type	body_part_type
0	34208ade-2af4-45c3-970e-655937cad938	PASS	COMPLETE	True	1	0.098	2.007	alive	206	206	6581	60.5	40.5	35.5	25.5	6855	KICK_OFF	LEFT_FOOT
1	d1cccb73-c7ef-4b02-8267-ebd7f149904b	PASS	INCOMPLETE	False	1	3.497	NaN	alive	206	206	6855	35.5	28.5	NaN	NaN	NaN	NaN	RIGHT_FOOT
2	f1cc47d6-4b19-45a6-beb9-33d67fc83f4b	PASS	COMPLETE	True	1	6.785	8.431	alive	217	217	5203	34.5	7.5	34.5	20.5	5470	NaN	HEAD
3	f774571f-4b65-43a0-9bfc-6384948d1b82	PASS	COMPLETE	True	1	8.431	9.576	alive	217	217	5470	35.5	20.5	35.5	1.5	5477	NaN	HEAD
4	46f0e871-3e72-4817-9a53-af27583ba6c1	PASS	COMPLETE	True	1	10.433	11.150	alive	217	217	5477	33.5	2.5	25.5	1.5	5211	NaN	RIGHT_FOOT

Load remote files¶

You can also directly read files from urls (http or https) by passing a url instead of a local path.

In [5]:

from kloppy import statsbomb

dataset = statsbomb.load(
    event_data="https://raw.githubusercontent.com/statsbomb/open-data/master/data/events/15946.json",
    lineup_data="https://raw.githubusercontent.com/statsbomb/open-data/master/data/lineups/15946.json",
    
    # Optional arguments
    coordinates="statsbomb",
    event_types=["pass", "shot"]
)

dataset.to_pandas().head()
from kloppy import statsbomb

dataset = statsbomb.load(
    event_data="https://raw.githubusercontent.com/statsbomb/open-data/master/data/events/15946.json",
    lineup_data="https://raw.githubusercontent.com/statsbomb/open-data/master/data/lineups/15946.json",
    
    # Optional arguments
    coordinates="statsbomb",
    event_types=["pass", "shot"]
)

dataset.to_pandas().head()

Out[5]:

	event_id	event_type	result	success	period_id	timestamp	end_timestamp	ball_state	ball_owning_team	team_id	player_id	coordinates_x	coordinates_y	end_coordinates_x	end_coordinates_y	receiver_player_id	set_piece_type	body_part_type
0	34208ade-2af4-45c3-970e-655937cad938	PASS	COMPLETE	True	1	0.098	2.007	alive	206	206	6581	60.5	40.5	35.5	25.5	6855	KICK_OFF	LEFT_FOOT
1	d1cccb73-c7ef-4b02-8267-ebd7f149904b	PASS	INCOMPLETE	False	1	3.497	NaN	alive	206	206	6855	35.5	28.5	NaN	NaN	NaN	NaN	RIGHT_FOOT
2	f1cc47d6-4b19-45a6-beb9-33d67fc83f4b	PASS	COMPLETE	True	1	6.785	8.431	alive	217	217	5203	34.5	7.5	34.5	20.5	5470	NaN	HEAD
3	f774571f-4b65-43a0-9bfc-6384948d1b82	PASS	COMPLETE	True	1	8.431	9.576	alive	217	217	5470	35.5	20.5	35.5	1.5	5477	NaN	HEAD
4	46f0e871-3e72-4817-9a53-af27583ba6c1	PASS	COMPLETE	True	1	10.433	11.150	alive	217	217	5477	33.5	2.5	25.5	1.5	5211	NaN	RIGHT_FOOT

Load open data¶

For loading Statsbomb open data you can also use statsbomb.load_open_data. The api is very simular but you don't have to pass the urls.

In [14]:

from kloppy import statsbomb

dataset = statsbomb.load_open_data(
    match_id=15946,
    
    # Optional arguments
    coordinates="statsbomb",
    event_types=["pass", "shot"]
)

dataset.to_pandas().head()
from kloppy import statsbomb

dataset = statsbomb.load_open_data(
    match_id=15946,
    
    # Optional arguments
    coordinates="statsbomb",
    event_types=["pass", "shot"]
)

dataset.to_pandas().head()

/Users/koen/Developer/Projects/PySport/kloppy/.venv/lib/python3.8/site-packages/kloppy-3.0.0-py3.8.egg/kloppy/_providers/statsbomb.py:45: UserWarning: 

You are about to use StatsBomb public data.
By using this data, you are agreeing to the user agreement. 
The user agreement can be found here: https://github.com/statsbomb/open-data/blob/master/LICENSE.pdf

  warnings.warn(

Out[14]:

	event_id	event_type	result	success	period_id	timestamp	end_timestamp	ball_state	ball_owning_team	team_id	player_id	coordinates_x	coordinates_y	end_coordinates_x	end_coordinates_y	receiver_player_id	set_piece_type	body_part_type
0	34208ade-2af4-45c3-970e-655937cad938	PASS	COMPLETE	True	1	0.098	2.007	alive	206	206	6581	60.5	40.5	35.5	25.5	6855	KICK_OFF	LEFT_FOOT
1	d1cccb73-c7ef-4b02-8267-ebd7f149904b	PASS	INCOMPLETE	False	1	3.497	NaN	alive	206	206	6855	35.5	28.5	NaN	NaN	NaN	NaN	RIGHT_FOOT
2	f1cc47d6-4b19-45a6-beb9-33d67fc83f4b	PASS	COMPLETE	True	1	6.785	8.431	alive	217	217	5203	34.5	7.5	34.5	20.5	5470	NaN	HEAD
3	f774571f-4b65-43a0-9bfc-6384948d1b82	PASS	COMPLETE	True	1	8.431	9.576	alive	217	217	5470	35.5	20.5	35.5	1.5	5477	NaN	HEAD
4	46f0e871-3e72-4817-9a53-af27583ba6c1	PASS	COMPLETE	True	1	10.433	11.150	alive	217	217	5477	33.5	2.5	25.5	1.5	5211	NaN	RIGHT_FOOT