diff --git a/examples/datasets/statsbomb.py b/examples/datasets/statsbomb.py index b2711ae4..b10292ef 100644 --- a/examples/datasets/statsbomb.py +++ b/examples/datasets/statsbomb.py @@ -2,7 +2,7 @@ import sys from kloppy import datasets, transform, to_pandas -from kloppy.infra.utils import performance_logging +from kloppy.utils import performance_logging def main(): diff --git a/examples/pattern_matching/ball_recovery.py b/examples/pattern_matching/ball_recovery.py index 0fc016b6..d5e8c4ba 100644 --- a/examples/pattern_matching/ball_recovery.py +++ b/examples/pattern_matching/ball_recovery.py @@ -3,7 +3,7 @@ from collections import Counter from kloppy import datasets, event_pattern_matching as pm -from kloppy.infra.utils import performance_logging +from kloppy.utils import performance_logging def main(): diff --git a/kloppy/__init__.py b/kloppy/__init__.py index e12bb6ac..3b20dad9 100644 --- a/kloppy/__init__.py +++ b/kloppy/__init__.py @@ -2,3 +2,4 @@ from .helpers import * from .infra import datasets from .domain.services.matchers.pattern import event as event_pattern_matching +from .domain.services.state_builder import add_state diff --git a/kloppy/cmdline.py b/kloppy/cmdline.py index d86d0b52..2e53680f 100644 --- a/kloppy/cmdline.py +++ b/kloppy/cmdline.py @@ -12,7 +12,7 @@ load_opta_event_data, event_pattern_matching as pm, ) -from kloppy.infra.utils import performance_logging +from kloppy.utils import performance_logging sys.path.append(".") diff --git a/kloppy/domain/models/common.py b/kloppy/domain/models/common.py index 3c94408e..1488e0ea 100644 --- a/kloppy/domain/models/common.py +++ b/kloppy/domain/models/common.py @@ -46,7 +46,11 @@ class Player: name: str = None first_name: str = None last_name: str = None + + # match specific + starting: bool = None position: Position = None + attributes: Optional[Dict] = field(default_factory=dict, compare=False) @property diff --git a/kloppy/domain/models/event.py b/kloppy/domain/models/event.py index 7e76aaad..6c0cbb12 100644 --- a/kloppy/domain/models/event.py +++ b/kloppy/domain/models/event.py @@ -59,6 +59,12 @@ def is_success(self): return self == self.COMPLETE +class CardType(Enum): + FIRST_YELLOW = "FIRST_YELLOW" + SECOND_YELLOW = "SECOND_YELLOW" + RED = "RED" + + class EventType(Enum): GENERIC = "generic" @@ -66,6 +72,10 @@ class EventType(Enum): SHOT = "SHOT" TAKE_ON = "TAKE_ON" CARRY = "CARRY" + SUBSTITUTION = "SUBSTITUTION" + CARD = "CARD" + PLAYER_ON = "PLAYER_ON" + PLAYER_OFF = "PLAYER_OFF" @dataclass @@ -75,9 +85,10 @@ class Event(DataRecord, ABC): player: Player coordinates: Point - result: ResultType + result: Union[ResultType, None] raw_event: Dict + state: Dict[str, any] @property @abstractmethod @@ -89,6 +100,10 @@ def event_type(self) -> EventType: def event_name(self) -> str: raise NotImplementedError + @classmethod + def create(cls, **kwargs): + return cls(**kwargs, state={}) + @dataclass class GenericEvent(Event): @@ -135,6 +150,34 @@ class CarryEvent(Event): event_name: str = "carry" +@dataclass +class SubstitutionEvent(Event): + replacement_player: Player + + event_type: EventType = EventType.SUBSTITUTION + event_name: str = "substitution" + + +@dataclass +class PlayerOffEvent(Event): + event_type: EventType = EventType.PLAYER_OFF + event_name: str = "player_off" + + +@dataclass +class PlayerOnEvent(Event): + event_type: EventType = EventType.PLAYER_ON + event_name: str = "player_on" + + +@dataclass +class CardEvent(Event): + card_type: CardType + + event_type: EventType = EventType.CARD + event_name: str = "card" + + @dataclass class EventDataset(Dataset): records: List[ @@ -161,5 +204,10 @@ def events(self): "PassEvent", "TakeOnEvent", "CarryEvent", + "SubstitutionEvent", + "PlayerOnEvent", + "PlayerOffEvent", + "CardEvent", + "CardType", "EventDataset", ] diff --git a/kloppy/domain/services/state_builder/__init__.py b/kloppy/domain/services/state_builder/__init__.py new file mode 100644 index 00000000..0f5659b9 --- /dev/null +++ b/kloppy/domain/services/state_builder/__init__.py @@ -0,0 +1,30 @@ +from dataclasses import replace + +from kloppy.domain import List, EventDataset + +# register all of them +from . import builders + +from .registered import create_state_builder + + +def add_state(dataset: EventDataset, builder_keys: List[str]) -> EventDataset: + builders = { + builder_key: create_state_builder(builder_key) + for builder_key in builder_keys + } + + state = { + builder_key: builder.initial_state(dataset) + for builder_key, builder in builders.items() + } + + events = [] + for event in dataset.events: + events.append(replace(event, state=state)) + state = { + builder_key: builder.reduce(state[builder_key], event) + for builder_key, builder in builders.items() + } + + return replace(dataset, records=events) diff --git a/kloppy/domain/services/state_builder/builder.py b/kloppy/domain/services/state_builder/builder.py new file mode 100644 index 00000000..ff49f6af --- /dev/null +++ b/kloppy/domain/services/state_builder/builder.py @@ -0,0 +1,17 @@ +from abc import abstractmethod, ABC +from typing import TypeVar + +from kloppy.domain import EventDataset, Event +from .registered import RegisteredStateBuilder + +T = TypeVar("T") + + +class StateBuilder(metaclass=RegisteredStateBuilder): + @abstractmethod + def initial_state(self, dataset: EventDataset) -> T: + pass + + @abstractmethod + def reduce(self, state: T, event: Event) -> T: + pass diff --git a/kloppy/domain/services/state_builder/builders/__init__.py b/kloppy/domain/services/state_builder/builders/__init__.py new file mode 100644 index 00000000..ceb47705 --- /dev/null +++ b/kloppy/domain/services/state_builder/builders/__init__.py @@ -0,0 +1,3 @@ +from .lineup import LineupStateBuilder +from .score import ScoreStateBuilder +from .sequence import SequenceStateBuilder diff --git a/kloppy/domain/services/state_builder/builders/lineup.py b/kloppy/domain/services/state_builder/builders/lineup.py new file mode 100644 index 00000000..7ceee158 --- /dev/null +++ b/kloppy/domain/services/state_builder/builders/lineup.py @@ -0,0 +1,58 @@ +from dataclasses import dataclass +from typing import Set + +from kloppy.domain import ( + Event, + EventDataset, + Player, + SubstitutionEvent, + PlayerOffEvent, + PlayerOnEvent, + CardEvent, + CardType, + Provider, +) +from ..builder import StateBuilder + + +@dataclass +class Lineup: + players: Set[Player] + + +class LineupStateBuilder(StateBuilder): + def initial_state(self, dataset: EventDataset) -> Lineup: + if dataset.metadata.provider != Provider.STATSBOMB: + raise Exception( + "Lineup state can only be applied to statsbomb data" + ) + + return Lineup( + players=( + set( + player + for player in dataset.metadata.teams[0].players + if player.starting + ) + | set( + player + for player in dataset.metadata.teams[1].players + if player.starting + ) + ) + ) + + def reduce(self, state: Lineup, event: Event) -> Lineup: + if isinstance(event, SubstitutionEvent): + state = Lineup( + players=state.players - {event.player} + | {event.replacement_player} + ) + elif isinstance(event, PlayerOffEvent): + state = Lineup(players=state.players - {event.player}) + elif isinstance(event, PlayerOnEvent): + state = Lineup(players=state.players | {event.player}) + elif isinstance(event, CardEvent): + if event.card_type in (CardType.SECOND_YELLOW, CardType.RED): + state = Lineup(players=state.players - {event.player}) + return state diff --git a/kloppy/domain/services/state_builder/builders/score.py b/kloppy/domain/services/state_builder/builders/score.py new file mode 100644 index 00000000..eca205b3 --- /dev/null +++ b/kloppy/domain/services/state_builder/builders/score.py @@ -0,0 +1,27 @@ +from dataclasses import replace, dataclass + +from kloppy.domain import ShotEvent, Event, Ground, ShotResult, EventDataset +from ..builder import StateBuilder + + +@dataclass +class Score: + home: int + away: int + + def __str__(self): + return f"{self.home}-{self.away}" + + +class ScoreStateBuilder(StateBuilder): + def initial_state(self, dataset: EventDataset) -> Score: + return Score(home=0, away=0) + + def reduce(self, state: Score, event: Event) -> Score: + if isinstance(event, ShotEvent): + if event.result == ShotResult.GOAL: + if event.team.ground == Ground.HOME: + state = replace(state, home=state.home + 1) + else: + state = replace(state, away=state.away + 1) + return state diff --git a/kloppy/domain/services/state_builder/builders/sequence.py b/kloppy/domain/services/state_builder/builders/sequence.py new file mode 100644 index 00000000..6a5f4c5d --- /dev/null +++ b/kloppy/domain/services/state_builder/builders/sequence.py @@ -0,0 +1,25 @@ +from dataclasses import replace, dataclass + +from kloppy.domain import Event, Team, EventDataset, PassEvent +from ..builder import StateBuilder + + +@dataclass +class Sequence: + sequence_id: int + team: Team + + +class SequenceStateBuilder(StateBuilder): + def initial_state(self, dataset: EventDataset) -> Sequence: + for event in dataset.events: + if isinstance(event, PassEvent): + return Sequence(sequence_id=0, team=event.team) + return Sequence(sequence_id=0, team=None) + + def reduce(self, state: Sequence, event: Event) -> Sequence: + if state.team != event.team: + state = replace( + state, sequence_id=state.sequence_id + 1, team=event.team + ) + return state diff --git a/kloppy/domain/services/state_builder/registered.py b/kloppy/domain/services/state_builder/registered.py new file mode 100644 index 00000000..c360cae2 --- /dev/null +++ b/kloppy/domain/services/state_builder/registered.py @@ -0,0 +1,29 @@ +import abc +import inspect +from typing import Dict, Type + +from kloppy.utils import camelcase_to_snakecase + +_STATE_BUILDER_REGISTRY: Dict[str, Type["StateBuilder"]] = {} + + +class RegisteredStateBuilder(abc.ABCMeta): + def __new__(mcs, cls_name, bases, class_dict): + name = camelcase_to_snakecase(cls_name) + class_dict["name"] = name + builder_cls = super(RegisteredStateBuilder, mcs).__new__( + mcs, cls_name, bases, class_dict + ) + if not inspect.isabstract(builder_cls): + _STATE_BUILDER_REGISTRY[ + name.replace("_state_builder", "") + ] = builder_cls + return builder_cls + + +def create_state_builder(builder_key: str): + if builder_key not in _STATE_BUILDER_REGISTRY: + raise ValueError( + f"StateBuilder {builder_key} not found. Known builders: {', '.join(_STATE_BUILDER_REGISTRY.keys())}" + ) + return _STATE_BUILDER_REGISTRY[builder_key]() diff --git a/kloppy/infra/datasets/core/registered.py b/kloppy/infra/datasets/core/registered.py index 91d00168..2b1b5d96 100644 --- a/kloppy/infra/datasets/core/registered.py +++ b/kloppy/infra/datasets/core/registered.py @@ -1,20 +1,12 @@ import inspect -import re import abc from typing import Type, Dict -_first_cap_re = re.compile("(.)([A-Z][a-z0-9]+)") -_all_cap_re = re.compile("([a-z0-9])([A-Z])") - # from .builder import DatasetBuilder -_DATASET_REGISTRY: Dict[str, Type["DatasetBuilder"]] = {} +from kloppy.utils import camelcase_to_snakecase - -def camelcase_to_snakecase(name): - """Convert camel-case string to snake-case.""" - s1 = _first_cap_re.sub(r"\1_\2", name) - return _all_cap_re.sub(r"\1_\2", s1).lower() +_DATASET_REGISTRY: Dict[str, Type["DatasetBuilder"]] = {} class RegisteredDataset(abc.ABCMeta): diff --git a/kloppy/infra/serializers/event/base.py b/kloppy/infra/serializers/event/base.py index e0e61f95..fd8fffb9 100644 --- a/kloppy/infra/serializers/event/base.py +++ b/kloppy/infra/serializers/event/base.py @@ -1,7 +1,7 @@ from abc import ABC, abstractmethod from typing import Tuple, Dict -from kloppy.infra.utils import Readable +from kloppy.utils import Readable from kloppy.domain import EventDataset diff --git a/kloppy/infra/serializers/event/metrica/json_serializer.py b/kloppy/infra/serializers/event/metrica/json_serializer.py index bc20deb7..a79f3ff3 100644 --- a/kloppy/infra/serializers/event/metrica/json_serializer.py +++ b/kloppy/infra/serializers/event/metrica/json_serializer.py @@ -22,7 +22,7 @@ from kloppy.infra.serializers.event import EventDataSerializer from kloppy.infra.serializers.tracking.epts.metadata import load_metadata -from kloppy.infra.utils import Readable, performance_logging +from kloppy.utils import Readable, performance_logging logger = logging.getLogger(__name__) @@ -275,7 +275,8 @@ def deserialize( subtypes=subtypes, team=team, ) - event = PassEvent( + + event = PassEvent.create( **pass_event_kwargs, **generic_event_kwargs, ) @@ -284,25 +285,25 @@ def deserialize( shot_event_kwargs = _parse_shot( event=raw_event, subtypes=subtypes ) - event = ShotEvent( + event = ShotEvent.create( **shot_event_kwargs, **generic_event_kwargs ) elif subtypes and MS_EVENT_TYPE_DRIBBLE in subtypes: take_on_event_kwargs = _parse_take_on(subtypes=subtypes) - event = TakeOnEvent( + event = TakeOnEvent.create( **take_on_event_kwargs, **generic_event_kwargs ) elif event_type == MS_EVENT_TYPE_CARRY: carry_event_kwargs = _parse_carry( event=raw_event, ) - event = CarryEvent( + event = CarryEvent.create( **carry_event_kwargs, **generic_event_kwargs, ) else: - event = GenericEvent( + event = GenericEvent.create( result=None, event_name=raw_event["type"]["name"], **generic_event_kwargs, diff --git a/kloppy/infra/serializers/event/opta/serializer.py b/kloppy/infra/serializers/event/opta/serializer.py index 8cc961d1..7493a334 100644 --- a/kloppy/infra/serializers/event/opta/serializer.py +++ b/kloppy/infra/serializers/event/opta/serializer.py @@ -32,7 +32,7 @@ Position, ) from kloppy.infra.serializers.event import EventDataSerializer -from kloppy.infra.utils import Readable, performance_logging +from kloppy.utils import Readable, performance_logging logger = logging.getLogger(__name__) @@ -433,19 +433,19 @@ def deserialize( if type_id == EVENT_TYPE_PASS: pass_event_kwargs = _parse_pass(qualifiers, outcome) - event = PassEvent( + event = PassEvent.create( **pass_event_kwargs, **generic_event_kwargs, ) elif type_id == EVENT_TYPE_OFFSIDE_PASS: pass_event_kwargs = _parse_offside_pass() - event = PassEvent( + event = PassEvent.create( **pass_event_kwargs, **generic_event_kwargs, ) elif type_id == EVENT_TYPE_TAKE_ON: take_on_event_kwargs = _parse_take_on(outcome) - event = TakeOnEvent( + event = TakeOnEvent.create( **take_on_event_kwargs, **generic_event_kwargs, ) @@ -463,9 +463,9 @@ def deserialize( kwargs = {} kwargs.update(generic_event_kwargs) kwargs.update(shot_event_kwargs) - event = ShotEvent(**kwargs) + event = ShotEvent.create(**kwargs) else: - event = GenericEvent( + event = GenericEvent.create( **generic_event_kwargs, result=None, event_name=_get_event_type_name(type_id), diff --git a/kloppy/infra/serializers/event/statsbomb/serializer.py b/kloppy/infra/serializers/event/statsbomb/serializer.py index 1b700236..eda4ece0 100644 --- a/kloppy/infra/serializers/event/statsbomb/serializer.py +++ b/kloppy/infra/serializers/event/statsbomb/serializer.py @@ -26,9 +26,14 @@ Metadata, Ground, Player, + SubstitutionEvent, + CardEvent, + PlayerOnEvent, + PlayerOffEvent, + CardType, ) from kloppy.infra.serializers.event import EventDataSerializer -from kloppy.infra.utils import Readable, performance_logging +from kloppy.utils import Readable, performance_logging logger = logging.getLogger(__name__) @@ -40,6 +45,13 @@ SB_EVENT_TYPE_HALF_START = 18 SB_EVENT_TYPE_HALF_END = 34 +SB_EVENT_TYPE_STARTING_XI = 35 + +SB_EVENT_TYPE_SUBSTITUTION = 19 +SB_EVENT_TYPE_FOUL_COMMITTED = 22 +SB_EVENT_TYPE_BAD_BEHAVIOUR = 24 +SB_EVENT_TYPE_PLAYER_ON = 26 +SB_EVENT_TYPE_PLAYER_OFF = 27 SB_PASS_OUTCOME_COMPLETE = 8 SB_PASS_OUTCOME_INCOMPLETE = 9 @@ -159,6 +171,37 @@ def _parse_take_on(take_on_dict: Dict) -> Dict: return dict(result=result) +def _parse_substitution(substitution_dict: Dict, team: Team) -> Dict: + replacement_player = None + for player in team.players: + if player.player_id == str(substitution_dict["replacement"]["id"]): + replacement_player = player + break + else: + raise Exception( + f'Could not find replacement player {substitution_dict["replacement"]["id"]}' + ) + + return dict(replacement_player=replacement_player) + + +def _parse_card(card_containing_dict: Dict) -> Dict: + if "card" in card_containing_dict: + card_id = card_containing_dict["card"]["id"] + if card_id in (5, 65): + card_type = CardType.RED + elif card_id in (6, 66): + card_type = CardType.SECOND_YELLOW + elif card_id in (7, 67): + card_type = CardType.FIRST_YELLOW + else: + raise Exception(f"Unknown card id {card_id}") + else: + card_type = None + + return dict(card_type=card_type) + + def _determine_xy_fidelity_versions(events: List[Dict]) -> Tuple[int, int]: """ Find out if x and y are integers disguised as floats @@ -252,7 +295,12 @@ def deserialize( ) with performance_logging("parse data", logger=logger): - + starting_player_ids = { + str(player["player"]["id"]) + for raw_event in raw_events + if raw_event["type"]["id"] == SB_EVENT_TYPE_STARTING_XI + for player in raw_event["tactics"]["lineup"] + } home_team = Team( team_id=str(home_lineup["team_id"]), name=home_lineup["team_name"], @@ -264,6 +312,7 @@ def deserialize( team=home_team, name=player["player_name"], jersey_no=int(player["jersey_number"]), + starting=str(player["player_id"]) in starting_player_ids, ) for player in home_lineup["lineup"] ] @@ -279,6 +328,7 @@ def deserialize( team=away_team, name=player["player_name"], jersey_no=int(player["jersey_number"]), + starting=str(player["player_id"]) in starting_player_ids, ) for player in away_lineup["lineup"] ] @@ -379,7 +429,7 @@ def deserialize( fidelity_version=fidelity_version, ) - event = PassEvent( + event = PassEvent.create( # TODO: Consider moving this to _parse_pass receive_timestamp=timestamp + raw_event["duration"], **pass_event_kwargs, @@ -389,7 +439,7 @@ def deserialize( shot_event_kwargs = _parse_shot( shot_dict=raw_event["shot"] ) - event = ShotEvent( + event = ShotEvent.create( **shot_event_kwargs, **generic_event_kwargs ) @@ -399,7 +449,7 @@ def deserialize( take_on_event_kwargs = _parse_take_on( take_on_dict=raw_event["dribble"] ) - event = TakeOnEvent( + event = TakeOnEvent.create( **take_on_event_kwargs, **generic_event_kwargs ) elif event_type == SB_EVENT_TYPE_CARRY: @@ -407,14 +457,57 @@ def deserialize( carry_dict=raw_event["carry"], fidelity_version=fidelity_version, ) - event = CarryEvent( + event = CarryEvent.create( # TODO: Consider moving this to _parse_carry end_timestamp=timestamp + raw_event["duration"], **carry_event_kwargs, **generic_event_kwargs, ) + + # lineup affecting events + elif event_type == SB_EVENT_TYPE_SUBSTITUTION: + substitution_event_kwargs = _parse_substitution( + substitution_dict=raw_event["substitution"], team=team + ) + event = SubstitutionEvent.create( + result=None, + **substitution_event_kwargs, + **generic_event_kwargs, + ) + elif event_type == SB_EVENT_TYPE_BAD_BEHAVIOUR: + card_kwargs = _parse_card( + card_containing_dict=raw_event.get("bad_behaviour", {}) + ) + if card_kwargs["card_type"]: + event = CardEvent.create( + result=None, + card_type=card_kwargs["card_type"], + **generic_event_kwargs, + ) + elif event_type == SB_EVENT_TYPE_FOUL_COMMITTED: + card_kwargs = _parse_card( + card_containing_dict=raw_event.get( + "foul_committed", {} + ) + ) + if card_kwargs["card_type"]: + event = CardEvent.create( + result=None, + card_type=card_kwargs["card_type"], + **generic_event_kwargs, + ) + elif event_type == SB_EVENT_TYPE_PLAYER_ON: + event = PlayerOnEvent.create( + result=None, **generic_event_kwargs + ) + elif event_type == SB_EVENT_TYPE_PLAYER_OFF: + event = PlayerOffEvent.create( + result=None, **generic_event_kwargs + ) + + # rest: generic else: - event = GenericEvent( + event = GenericEvent.create( result=None, event_name=raw_event["type"]["name"], **generic_event_kwargs, diff --git a/kloppy/infra/serializers/tracking/base.py b/kloppy/infra/serializers/tracking/base.py index 79156021..0092d9bd 100644 --- a/kloppy/infra/serializers/tracking/base.py +++ b/kloppy/infra/serializers/tracking/base.py @@ -1,7 +1,7 @@ from abc import ABC, abstractmethod from typing import Tuple, Dict -from kloppy.infra.utils import Readable +from kloppy.utils import Readable from kloppy.domain import Dataset diff --git a/kloppy/infra/serializers/tracking/epts/metadata.py b/kloppy/infra/serializers/tracking/epts/metadata.py index 237797c7..6f61ad20 100644 --- a/kloppy/infra/serializers/tracking/epts/metadata.py +++ b/kloppy/infra/serializers/tracking/epts/metadata.py @@ -15,7 +15,7 @@ Point, Provider, ) -from kloppy.infra.utils import Readable +from kloppy.utils import Readable from .models import * diff --git a/kloppy/infra/serializers/tracking/epts/reader.py b/kloppy/infra/serializers/tracking/epts/reader.py index 92ceecd5..e3704359 100644 --- a/kloppy/infra/serializers/tracking/epts/reader.py +++ b/kloppy/infra/serializers/tracking/epts/reader.py @@ -1,7 +1,7 @@ import re from typing import List, Tuple, Set, Iterator -from kloppy.infra.utils import Readable +from kloppy.utils import Readable from .models import ( PlayerChannel, diff --git a/kloppy/infra/serializers/tracking/epts/serializer.py b/kloppy/infra/serializers/tracking/epts/serializer.py index 52b277b9..9048135c 100644 --- a/kloppy/infra/serializers/tracking/epts/serializer.py +++ b/kloppy/infra/serializers/tracking/epts/serializer.py @@ -10,7 +10,7 @@ Team, Orientation, ) -from kloppy.infra.utils import Readable, performance_logging +from kloppy.utils import Readable, performance_logging from .metadata import load_metadata, EPTSMetadata from .reader import read_raw_data diff --git a/kloppy/infra/serializers/tracking/metrica.py b/kloppy/infra/serializers/tracking/metrica.py index c5fda5bb..8efd4a2b 100644 --- a/kloppy/infra/serializers/tracking/metrica.py +++ b/kloppy/infra/serializers/tracking/metrica.py @@ -19,7 +19,7 @@ Ground, Player, ) -from kloppy.infra.utils import Readable, performance_logging +from kloppy.utils import Readable, performance_logging from . import TrackingDataSerializer diff --git a/kloppy/infra/serializers/tracking/tracab.py b/kloppy/infra/serializers/tracking/tracab.py index 0c86cbdc..7d9641b3 100644 --- a/kloppy/infra/serializers/tracking/tracab.py +++ b/kloppy/infra/serializers/tracking/tracab.py @@ -21,7 +21,7 @@ Ground, Player, ) -from kloppy.infra.utils import Readable, performance_logging +from kloppy.utils import Readable, performance_logging from . import TrackingDataSerializer diff --git a/kloppy/tests/files/statsbomb_15986_event.json b/kloppy/tests/files/statsbomb_15986_event.json new file mode 100644 index 00000000..92f58966 --- /dev/null +++ b/kloppy/tests/files/statsbomb_15986_event.json @@ -0,0 +1,171023 @@ +[ { + "id" : "6d5e94cc-b11f-4853-9ab1-99dde40ee5b9", + "index" : 1, + "period" : 1, + "timestamp" : "00:00:00.000", + "minute" : 0, + "second" : 0, + "type" : { + "id" : 35, + "name" : "Starting XI" + }, + "possession" : 1, + "possession_team" : { + "id" : 217, + "name" : "Barcelona" + }, + "play_pattern" : { + "id" : 1, + "name" : "Regular Play" + }, + "team" : { + "id" : 217, + "name" : "Barcelona" + }, + "duration" : 0.0, + "tactics" : { + "formation" : 41221, + "lineup" : [ { + "player" : { + "id" : 20055, + "name" : "Marc-André ter Stegen" + }, + "position" : { + "id" : 1, + "name" : "Goalkeeper" + }, + "jersey_number" : 1 + }, { + "player" : { + "id" : 6374, + "name" : "Nélson Cabral Semedo" + }, + "position" : { + "id" : 2, + "name" : "Right Back" + }, + "jersey_number" : 2 + }, { + "player" : { + "id" : 5213, + "name" : "Gerard Piqué Bernabéu" + }, + "position" : { + "id" : 3, + "name" : "Right Center Back" + }, + "jersey_number" : 3 + }, { + "player" : { + "id" : 6826, + "name" : "Clément Lenglet" + }, + "position" : { + "id" : 5, + "name" : "Left Center Back" + }, + "jersey_number" : 15 + }, { + "player" : { + "id" : 5211, + "name" : "Jordi Alba Ramos" + }, + "position" : { + "id" : 6, + "name" : "Left Back" + }, + "jersey_number" : 18 + }, { + "player" : { + "id" : 5203, + "name" : "Sergio Busquets i Burgos" + }, + "position" : { + "id" : 10, + "name" : "Center Defensive Midfield" + }, + "jersey_number" : 5 + }, { + "player" : { + "id" : 8206, + "name" : "Arturo Erasmo Vidal Pardo" + }, + "position" : { + "id" : 13, + "name" : "Right Center Midfield" + }, + "jersey_number" : 22 + }, { + "player" : { + "id" : 11392, + "name" : "Arthur 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"player_nickname" : "Jordi Alba", + "jersey_number" : 18, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 5213, + "player_name" : "Gerard Piqué Bernabéu", + "player_nickname" : "Gerard Piqué", + "jersey_number" : 3, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 5246, + "player_name" : "Luis Alberto Suárez Díaz", + "player_nickname" : "Luis Suárez", + "jersey_number" : 9, + "country" : { + "id" : 242, + "name" : "Uruguay" + } + }, { + "player_id" : 5470, + "player_name" : "Ivan Rakitić", + "player_nickname" : null, + "jersey_number" : 4, + "country" : { + "id" : 56, + "name" : "Croatia" + } + }, { + "player_id" : 5477, + "player_name" : "Ousmane Dembélé", + "player_nickname" : null, + "jersey_number" : 11, + "country" : { + "id" : 78, + "name" : "France" + } + }, { + "player_id" : 5492, + "player_name" : "Samuel Yves Umtiti", + "player_nickname" : "Samuel Umtiti", + "jersey_number" : 23, + "country" : { + "id" : 78, + "name" : "France" + } + }, { + "player_id" : 5503, + "player_name" : "Lionel Andrés Messi Cuccittini", + "player_nickname" : "Lionel Messi", + "jersey_number" : 10, + "country" : { + "id" : 11, + "name" : "Argentina" + } + }, { + "player_id" : 6374, + "player_name" : "Nélson Cabral Semedo", + "player_nickname" : "Nélson Semedo", + "jersey_number" : 2, + "country" : { + "id" : 183, + "name" : "Portugal" + } + }, { + "player_id" : 6379, + "player_name" : "Sergi Roberto Carnicer", + "player_nickname" : "Sergi Roberto", + "jersey_number" : 20, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6609, + "player_name" : "Denis Suárez Fernández", + "player_nickname" : "Denis Suárez", + "jersey_number" : 6, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6616, + "player_name" : "Munir El Haddadi Mohamed", + "player_nickname" : "Munir El Haddadi", + "jersey_number" : 19, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6826, + "player_name" : "Clément Lenglet", + "player_nickname" : null, + "jersey_number" : 15, + "country" : { + "id" : 78, + "name" : "France" + } + }, { + "player_id" : 8206, + "player_name" : "Arturo Erasmo Vidal Pardo", + "player_nickname" : "Arturo Vidal", + "jersey_number" : 22, + "country" : { + "id" : 45, + "name" : "Chile" + } + }, { + "player_id" : 8652, + "player_name" : "Jasper Cillessen", + "player_nickname" : null, + "jersey_number" : 13, + "country" : { + "id" : 160, + "name" : "Netherlands" + } + }, { + "player_id" : 11392, + "player_name" : "Arthur Henrique Ramos de Oliveira Melo", + "player_nickname" : "Arthur", + "jersey_number" : 8, + "country" : { + "id" : 31, + "name" : "Brazil" + } + }, { + "player_id" : 20055, + "player_name" : "Marc-André ter Stegen", + "player_nickname" : "Marc-André ter Stegen", + "jersey_number" : 1, + "country" : { + "id" : 85, + "name" : "Germany" + } + } ] +}, { + "team_id" : 211, + "team_name" : "Girona", + "lineup" : [ { + "player_id" : 6351, + "player_name" : "Cristhian Ricardo Stuani Curbelo", + "player_nickname" : "Cristhian Stuani", + "jersey_number" : 7, + "country" : { + "id" : 242, + "name" : "Uruguay" + } + }, { + "player_id" : 6560, + "player_name" : "Marc Muniesa Martínez", + "player_nickname" : "Marc Muniesa", + "jersey_number" : 20, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6565, + "player_name" : "Pere Pons Riera", + "player_nickname" : "Pere Pons", + "jersey_number" : 8, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6567, + "player_name" : "Borja García Freire", + "player_nickname" : "Borja García", + "jersey_number" : 10, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6570, + "player_name" : "Alejandro Granell Nogué", + "player_nickname" : "Álex Granell", + "jersey_number" : 6, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6572, + "player_name" : "Juan Pedro Ramírez López", + "player_nickname" : "Juanpe", + "jersey_number" : 15, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6573, + "player_name" : "Bernardo José Espinosa Zúñiga", + "player_nickname" : "Bernardo Espinosa", + "jersey_number" : 2, + "country" : { + "id" : 49, + "name" : "Colombia" + } + }, { + "player_id" : 6574, + "player_name" : "Douglas Luiz Soares de Paulo", + "player_nickname" : "Douglas Luiz", + "jersey_number" : 12, + "country" : { + "id" : 31, + "name" : "Brazil" + } + }, { + "player_id" : 6576, + "player_name" : "Gorka Iraizoz Moreno", + "player_nickname" : "Gorka Iraizoz", + "jersey_number" : 1, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6578, + "player_name" : "Francesc Aday Benítez Caraballo", + "player_nickname" : "Aday Benítez", + "jersey_number" : 11, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6579, + "player_name" : "Pedro Alcalá Guirado", + "player_nickname" : "Pedro Alcalá", + "jersey_number" : 5, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6582, + "player_name" : "Cristian Portugués Manzanera", + "player_nickname" : "Portu", + "jersey_number" : 9, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 6785, + "player_name" : "Yassine Bounou", + "player_nickname" : null, + "jersey_number" : 13, + "country" : { + "id" : 154, + "name" : "Morocco" + } + }, { + "player_id" : 6888, + "player_name" : "Aleix García Serrano", + "player_nickname" : "Aleix García", + "jersey_number" : 23, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 11292, + "player_name" : "Pedro Antonio Porro Sauceda", + "player_nickname" : "Pedro Porro", + "jersey_number" : 29, + "country" : { + "id" : 214, + "name" : "Spain" + } + }, { + "player_id" : 11295, + "player_name" : "Patrick Roberts", + "player_nickname" : null, + "jersey_number" : 17, + "country" : { + "id" : 68, + "name" : "England" + } + }, { + "player_id" : 17276, + "player_name" : "Seydou Doumbia", + "player_nickname" : null, + "jersey_number" : 22, + "country" : { + "id" : 55, + "name" : "Côte d'Ivoire" + } + }, { + "player_id" : 34694, + "player_name" : "Èric Montes Arce", + "player_nickname" : "Èric Montes", + "jersey_number" : 28, + "country" : { + "id" : 214, + "name" : "Spain" + } + } ] +} ] \ No newline at end of file diff --git a/kloppy/tests/test_epts.py b/kloppy/tests/test_epts.py index 22c6108f..4c40e9b8 100644 --- a/kloppy/tests/test_epts.py +++ b/kloppy/tests/test_epts.py @@ -20,7 +20,7 @@ build_regex, read_raw_data, ) -from kloppy.infra.utils import performance_logging +from kloppy.utils import performance_logging class TestEPTSTracking: diff --git a/kloppy/tests/test_state_builder.py b/kloppy/tests/test_state_builder.py new file mode 100644 index 00000000..8d25445c --- /dev/null +++ b/kloppy/tests/test_state_builder.py @@ -0,0 +1,88 @@ +import os +from itertools import groupby + +from kloppy import StatsBombSerializer, add_state, to_pandas +from kloppy.domain import EventType, Event, EventDataset +from kloppy.domain.services.state_builder.builder import StateBuilder, T +from kloppy.utils import performance_logging + + +class TestStateBuilder: + def _load_dataset(self, base_filename="statsbomb", options=None): + base_dir = os.path.dirname(__file__) + + serializer = StatsBombSerializer() + + with open( + f"{base_dir}/files/{base_filename}_lineup.json", "rb" + ) as lineup_data, open( + f"{base_dir}/files/{base_filename}_event.json", "rb" + ) as event_data: + dataset = serializer.deserialize( + inputs={"lineup_data": lineup_data, "event_data": event_data}, + options=options, + ) + return dataset + + def test_score_state_builder(self): + dataset = self._load_dataset() + + with performance_logging("add_state"): + dataset_with_state = add_state(dataset, ["score", "sequence"]) + + events_per_score = {} + for score, events in groupby( + dataset_with_state.events, lambda event: event.state["score"] + ): + events = list(events) + events_per_score[str(score)] = len(events) + + assert events_per_score == { + "0-0": 2884, + "1-0": 711, + "2-0": 404, + "3-0": 3, + } + + def test_lineup_state_builder(self): + dataset = self._load_dataset("statsbomb_15986") + + with performance_logging("add_state"): + dataset_with_state = add_state(dataset, ["lineup"]) + + last_events = [] + for lineup, events in groupby( + dataset_with_state.events, lambda event: event.state["lineup"] + ): + events = list(events) + # inspect last event which changed the lineup + last_events.append((events[-1].event_type, len(lineup.players))) + + assert last_events == [ + (EventType.CARD, 22), + (EventType.SUBSTITUTION, 21), + (EventType.SUBSTITUTION, 21), + (EventType.SUBSTITUTION, 21), + (EventType.SUBSTITUTION, 21), + (EventType.SUBSTITUTION, 21), + (EventType.SUBSTITUTION, 21), + (EventType.GENERIC, 21), + ] + + def test_register_custom_builder(self): + class CustomStateBuilder(StateBuilder): + def initial_state(self, dataset: EventDataset) -> int: + return 0 + + def reduce(self, state: int, event: Event) -> int: + return state + 1 + + dataset = self._load_dataset("statsbomb_15986") + + with performance_logging("add_state"): + dataset_with_state = add_state(dataset, ["custom"]) + + assert dataset_with_state.events[0].state["custom"] == 0 + assert dataset_with_state.events[1].state["custom"] == 1 + assert dataset_with_state.events[2].state["custom"] == 2 + assert dataset_with_state.events[3].state["custom"] == 3 diff --git a/kloppy/tests/test_statsbomb.py b/kloppy/tests/test_statsbomb.py index e0e93ec2..1f0f025d 100644 --- a/kloppy/tests/test_statsbomb.py +++ b/kloppy/tests/test_statsbomb.py @@ -5,18 +5,13 @@ AttackingDirection, Period, Orientation, - Player, - Position, Provider, ) from kloppy.domain.models.common import DatasetType class TestStatsbomb: - def test_correct_deserialization(self): - """ - This test uses data from the StatsBomb open data project. - """ + def _load_dataset(self, options=None): base_dir = os.path.dirname(__file__) serializer = StatsBombSerializer() @@ -26,10 +21,17 @@ def test_correct_deserialization(self): ) as lineup_data, open( f"{base_dir}/files/statsbomb_event.json", "rb" ) as event_data: - dataset = serializer.deserialize( - inputs={"lineup_data": lineup_data, "event_data": event_data} + inputs={"lineup_data": lineup_data, "event_data": event_data}, + options=options, ) + return dataset + + def test_correct_deserialization(self): + """ + This test uses data from the StatsBomb open data project. + """ + dataset = self._load_dataset() assert dataset.metadata.provider == Provider.STATSBOMB assert dataset.dataset_type == DatasetType.EVENT @@ -41,11 +43,16 @@ def test_correct_deserialization(self): assert dataset.metadata.teams[0].name == "Barcelona" assert dataset.metadata.teams[1].name == "Deportivo Alavés" - player = dataset.metadata.teams[0].players[0] - assert player.player_id == "3109" - assert player.jersey_no == 14 - assert str(player) == "Malcom Filipe Silva de Oliveira" + player = dataset.metadata.teams[0].get_player_by_id("5503") + assert player.player_id == "5503" + assert player.jersey_no == 10 + assert str(player) == "Lionel Andrés Messi Cuccittini" assert player.position is None # not set + assert player.starting + + sub_player = dataset.metadata.teams[0].get_player_by_id("3501") + assert str(sub_player) == "Philippe Coutinho Correia" + assert not sub_player.starting assert dataset.metadata.periods[0] == Period( id=1, @@ -59,3 +66,40 @@ def test_correct_deserialization(self): end_timestamp=5557.321, attacking_direction=AttackingDirection.NOT_SET, ) + + def test_substitution(self): + """ + Test substitution events + """ + + dataset = self._load_dataset({"event_types": ["substitution"]}) + + assert len(dataset.events) == 6 + + subs = [ + (6374, 3501), + (6839, 6935), + (6581, 6566), + (6613, 6624), + (5477, 11392), + (5203, 8206), + ] + + for event_idx, (player_id, replacement_player_id) in enumerate(subs): + event = dataset.events[event_idx] + assert event.player == event.team.get_player_by_id(player_id) + assert event.replacement_player == event.team.get_player_by_id( + replacement_player_id + ) + + def test_lineup_mutating_events(self): + dataset = self._load_dataset( + { + "event_types": [ + "substitution", + "player_off", + "player_on", + "card", + ] + } + ) diff --git a/kloppy/infra/utils.py b/kloppy/utils.py similarity index 73% rename from kloppy/infra/utils.py rename to kloppy/utils.py index 26c718b4..b88a67f5 100644 --- a/kloppy/infra/utils.py +++ b/kloppy/utils.py @@ -1,3 +1,4 @@ +import re import time from contextlib import contextmanager from io import BytesIO @@ -33,3 +34,13 @@ def performance_logging(description: str, counter: int = None, logger=None): logger.info(msg) else: print(msg) + + +_first_cap_re = re.compile("(.)([A-Z][a-z0-9]+)") +_all_cap_re = re.compile("([a-z0-9])([A-Z])") + + +def camelcase_to_snakecase(name): + """Convert camel-case string to snake-case.""" + s1 = _first_cap_re.sub(r"\1_\2", name) + return _all_cap_re.sub(r"\1_\2", s1).lower()