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[StatsPerform] Bugfixes for tracking deserializer #309

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[StatsPerform] Bugfixes for tracking deserializer #309

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18 changes: 16 additions & 2 deletions kloppy/_providers/statsperform.py
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Original file line number Diff line number Diff line change
@@ -1,6 +1,6 @@
from typing import Optional

from kloppy.domain import TrackingDataset
from kloppy.domain import TrackingDataset, Provider
from kloppy.infra.serializers.tracking.statsperform import (
StatsPerformDeserializer,
StatsPerformInputs,
Expand All @@ -11,12 +11,23 @@
def load(
meta_data: FileLike, # Stats Perform MA1 file - xml or json - single game, live data & lineups
raw_data: FileLike, # Stats Perform MA25 file - txt - tracking data
provider_name: str = "sportvu",
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I am aware that this parameter could be confusing. Are there any ideas for a better name? Stats Perform distributes the tracking data from different systems and keeps the coordinate system of the original tracking data provider (SportVU, Tracab, SecondSpectrum, etc.). Hence, you must provide the name of the original provider of the data to know the coordinate system.

pitch_length: Optional[float] = None,
pitch_width: Optional[float] = None,
sample_rate: Optional[float] = None,
limit: Optional[int] = None,
coordinates: Optional[str] = None,
only_alive: Optional[bool] = False,
) -> TrackingDataset:
if pitch_length is None or pitch_width is None:
if coordinates is None or coordinates != provider_name:
raise ValueError(
"Please provide the pitch dimensions "
"('pitch_length', 'pitch_width') "
f"or set 'coordinates' to '{provider_name}'"
)
deserializer = StatsPerformDeserializer(
provider=Provider[provider_name.upper()],
sample_rate=sample_rate,
limit=limit,
coordinate_system=coordinates,
Expand All @@ -27,6 +38,9 @@ def load(
) as raw_data_fp:
return deserializer.deserialize(
inputs=StatsPerformInputs(
meta_data=meta_data_fp, raw_data=raw_data_fp
meta_data=meta_data_fp,
raw_data=raw_data_fp,
pitch_length=pitch_length,
pitch_width=pitch_width,
)
)
21 changes: 11 additions & 10 deletions kloppy/domain/models/common.py
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Original file line number Diff line number Diff line change
Expand Up @@ -96,6 +96,7 @@ class Provider(Enum):
KLOPPY:
DATAFACTORY:
STATSPERFORM:
SPORTVU:
"""

METRICA = "metrica"
Expand All @@ -109,6 +110,7 @@ class Provider(Enum):
KLOPPY = "kloppy"
DATAFACTORY = "datafactory"
STATSPERFORM = "statsperform"
SPORTVU = "sportvu"
OTHER = "other"

def __str__(self):
Expand Down Expand Up @@ -764,10 +766,10 @@ def pitch_dimensions(self) -> PitchDimensions:


@dataclass
class StatsPerformCoordinateSystem(CoordinateSystem):
class SportVUCoordinateSystem(CoordinateSystem):
@property
def provider(self) -> Provider:
return Provider.STATSPERFORM
return Provider.SportVU

@property
def origin(self) -> Origin:
Expand All @@ -779,13 +781,12 @@ def vertical_orientation(self) -> VerticalOrientation:

@property
def pitch_dimensions(self) -> PitchDimensions:
# FIXME: This does not seem correct
return NormalizedPitchDimensions(
x_dim=Dimension(0, 100),
y_dim=Dimension(0, 100),
pitch_length=105,
pitch_width=68,
standardized=True,
return MetricPitchDimensions(
x_dim=Dimension(0, self.pitch_length),
y_dim=Dimension(0, self.pitch_width),
pitch_length=self.pitch_length,
pitch_width=self.pitch_width,
standardized=False,
)


Expand Down Expand Up @@ -838,7 +839,7 @@ def build_coordinate_system(
Provider.SKILLCORNER: SkillCornerCoordinateSystem,
Provider.DATAFACTORY: DatafactoryCoordinateSystem,
Provider.SECONDSPECTRUM: SecondSpectrumCoordinateSystem,
Provider.STATSPERFORM: StatsPerformCoordinateSystem,
Provider.SPORTVU: SportVUCoordinateSystem,
}

if provider in coordinate_systems:
Expand Down
24 changes: 16 additions & 8 deletions kloppy/infra/serializers/tracking/statsperform.py
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Original file line number Diff line number Diff line change
@@ -1,7 +1,7 @@
import json
import logging
from datetime import datetime, timedelta
import warnings
from datetime import datetime, timedelta
from typing import IO, Any, Dict, List, NamedTuple, Optional, Union

from lxml import objectify
Expand Down Expand Up @@ -34,26 +34,30 @@
class StatsPerformInputs(NamedTuple):
meta_data: IO[bytes]
raw_data: IO[bytes]
pitch_length: Optional[float] = None
pitch_width: Optional[float] = None


class StatsPerformDeserializer(TrackingDataDeserializer[StatsPerformInputs]):
def __init__(
self,
provider: Provider,
limit: Optional[int] = None,
sample_rate: Optional[float] = None,
coordinate_system: Optional[Union[str, Provider]] = None,
only_alive: Optional[bool] = True,
):
super().__init__(limit, sample_rate, coordinate_system)
self.only_alive = only_alive
self._provider = provider

@property
def provider(self) -> Provider:
return Provider.STATSPERFORM
return self._provider

@classmethod
def __get_frame_rate(cls, tracking):
"""gets the frame rate of the tracking data"""
"""Infer the frame rate of the tracking data."""

frame_numbers = [
int(line.split(";")[1].split(",")[0]) for line in tracking[1:]
Expand Down Expand Up @@ -81,7 +85,6 @@ def _frame_from_framedata(cls, teams_list, period, frame_data):
match_status = int(frame_info[1].split(",")[2])

ball_state = BallState.ALIVE if match_status == 0 else BallState.DEAD
ball_owning_team = None

if len(components) > 2:
ball_data = components[2].split(";")[0].split(",")
Expand Down Expand Up @@ -122,7 +125,7 @@ def _frame_from_framedata(cls, teams_list, period, frame_data):
timestamp=frame_timestamp,
ball_coordinates=ball_coordinates,
ball_state=ball_state,
ball_owning_team=ball_owning_team,
ball_owning_team=None,
players_data=players_data,
period=period,
other_data={},
Expand Down Expand Up @@ -311,7 +314,10 @@ def deserialize(self, inputs: StatsPerformInputs) -> TrackingDataset:
with performance_logging("Loading tracking data", logger=logger):
frame_rate = self.__get_frame_rate(tracking_data)

transformer = self.get_transformer()
transformer = self.get_transformer(
pitch_length=inputs.pitch_length,
pitch_width=inputs.pitch_width,
)

def _iter():
n = 0
Expand All @@ -332,6 +338,8 @@ def _iter():
teams_list, period, frame_data
)
frame = transformer.transform_frame(frame)
if self.only_alive and frame.ball_state == BallState.DEAD:
continue
frames.append(frame)

if self.limit and n >= self.limit:
Expand All @@ -355,13 +363,13 @@ def _iter():

meta_data = Metadata(
teams=teams_list,
periods=periods,
periods=list(periods.values()),
pitch_dimensions=transformer.get_to_coordinate_system().pitch_dimensions,
score=None,
frame_rate=frame_rate,
orientation=orientation,
provider=Provider.STATSPERFORM,
flags=DatasetFlag.BALL_OWNING_TEAM | DatasetFlag.BALL_STATE,
flags=DatasetFlag.BALL_STATE,
coordinate_system=transformer.get_to_coordinate_system(),
)

Expand Down
4 changes: 2 additions & 2 deletions kloppy/tests/files/statsperform_ma25_tracking.txt
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Open in desktop
Original file line number Diff line number Diff line change
@@ -1,4 +1,4 @@
1598184000000;0,1,0:0,a2s2c6anax9wnlsw1s6vunl5h,9,52.803,23.617;0,28x7i681wkjueanvkevew3bh1,17,60.148,43.669;0,4rlw04tze791jwt623h5ikg5x,26,67.742,15.807;0,72m5u1rlgh6e229zpfvp7f5jp,11,52.546,14.632;0,3djmsd2atvq16ysmocq7twsfd,20,68.518,30.182;0,4wqekpzlcztenasxob7a6tyax,7,56.573,51.2;0,dmrj53hcw8vcffxx0lfudbob9,2,68.441,51.598;0,aipyotc87m5bdvmvizd5n69k9,8,60.517,24.892;0,5g5wwp5luxo1rz1kp6chvz0x6,32,68.689,39.75;0,b0wb7gf04synxlkq7o8gvzkoa,22,61.64,34.088;1,9nhlgi0k783bq8a2704bu6n6d,7,45.468,27.411;1,976riwm0dz0e74d4l28y3ttcl,5,32.324,30.735;1,3sc349yey596xp2j6xlyt0frp,32,38.523,60.736;1,19djqex4nu3lz6vw08f3fwv6x,3,35.582,8.521;1,fe4b3ric67hz0hhih3tjf2eh,24,52.453,5.164;1,72d5uxwcmvhd6mzthxuvev1sl,2,30.595,44.022;1,8j2vmplbpj983xbxibhyvidx,8,52.21,55.676;1,8qmm84tue6kuz8e5nhhdhmz8p,15,44.648,40.073;1,3mqhkh4iz4kesvmqui3hupgmi,11,52.347,43.999;1,e6ok0deqkoe80184iu509gzu2,27,52.58,33.089;3,6wfwy94p5bm0zv3aku0urfq39,40,100.245,32.224;4,6ekdnbnk56xlxforb5owt3dn9,1,5.268,33.556;:52.35,33.25,0;
1598184000000;0,1,1:0,a2s2c6anax9wnlsw1s6vunl5h,9,52.803,23.617;0,28x7i681wkjueanvkevew3bh1,17,60.148,43.669;0,4rlw04tze791jwt623h5ikg5x,26,67.742,15.807;0,72m5u1rlgh6e229zpfvp7f5jp,11,52.546,14.632;0,3djmsd2atvq16ysmocq7twsfd,20,68.518,30.182;0,4wqekpzlcztenasxob7a6tyax,7,56.573,51.2;0,dmrj53hcw8vcffxx0lfudbob9,2,68.441,51.598;0,aipyotc87m5bdvmvizd5n69k9,8,60.517,24.892;0,5g5wwp5luxo1rz1kp6chvz0x6,32,68.689,39.75;0,b0wb7gf04synxlkq7o8gvzkoa,22,61.64,34.088;1,9nhlgi0k783bq8a2704bu6n6d,7,45.468,27.411;1,976riwm0dz0e74d4l28y3ttcl,5,32.324,30.735;1,3sc349yey596xp2j6xlyt0frp,32,38.523,60.736;1,19djqex4nu3lz6vw08f3fwv6x,3,35.582,8.521;1,fe4b3ric67hz0hhih3tjf2eh,24,52.453,5.164;1,72d5uxwcmvhd6mzthxuvev1sl,2,30.595,44.022;1,8j2vmplbpj983xbxibhyvidx,8,52.21,55.676;1,8qmm84tue6kuz8e5nhhdhmz8p,15,44.648,40.073;1,3mqhkh4iz4kesvmqui3hupgmi,11,52.347,43.999;1,e6ok0deqkoe80184iu509gzu2,27,52.58,33.089;3,6wfwy94p5bm0zv3aku0urfq39,40,100.245,32.224;4,6ekdnbnk56xlxforb5owt3dn9,1,5.268,33.556;:52.35,33.25,0;
1598184000100;100,1,0:0,a2s2c6anax9wnlsw1s6vunl5h,9,52.558,23.752;0,28x7i681wkjueanvkevew3bh1,17,60.104,43.669;0,4rlw04tze791jwt623h5ikg5x,26,67.72,15.741;0,72m5u1rlgh6e229zpfvp7f5jp,11,52.469,14.815;0,3djmsd2atvq16ysmocq7twsfd,20,68.527,30.17;0,4wqekpzlcztenasxob7a6tyax,7,56.361,51.728;0,dmrj53hcw8vcffxx0lfudbob9,2,68.417,51.641;0,aipyotc87m5bdvmvizd5n69k9,8,60.413,24.993;0,5g5wwp5luxo1rz1kp6chvz0x6,32,68.616,39.82;0,b0wb7gf04synxlkq7o8gvzkoa,22,61.575,34.241;1,9nhlgi0k783bq8a2704bu6n6d,7,45.597,27.465;1,976riwm0dz0e74d4l28y3ttcl,5,32.249,30.732;1,3sc349yey596xp2j6xlyt0frp,32,38.542,60.789;1,19djqex4nu3lz6vw08f3fwv6x,3,35.579,8.49;1,fe4b3ric67hz0hhih3tjf2eh,24,52.553,5.199;1,72d5uxwcmvhd6mzthxuvev1sl,2,30.6,44.031;1,8j2vmplbpj983xbxibhyvidx,8,52.289,55.702;1,8qmm84tue6kuz8e5nhhdhmz8p,15,44.67,39.953;1,3mqhkh4iz4kesvmqui3hupgmi,11,52.515,43.883;1,e6ok0deqkoe80184iu509gzu2,27,52.809,33.005;3,6wfwy94p5bm0zv3aku0urfq39,40,99.886,32.433;4,6ekdnbnk56xlxforb5owt3dn9,1,5.265,33.529;:50.615,35.325,0;
1598184000200;200,1,0:0,a2s2c6anax9wnlsw1s6vunl5h,9,52.31,23.901;0,28x7i681wkjueanvkevew3bh1,17,60.053,43.669;0,4rlw04tze791jwt623h5ikg5x,26,67.7,15.684;0,72m5u1rlgh6e229zpfvp7f5jp,11,52.38,14.997;0,3djmsd2atvq16ysmocq7twsfd,20,68.531,30.149;0,4wqekpzlcztenasxob7a6tyax,7,56.184,52.14;0,dmrj53hcw8vcffxx0lfudbob9,2,68.397,51.679;0,aipyotc87m5bdvmvizd5n69k9,8,60.286,25.073;0,5g5wwp5luxo1rz1kp6chvz0x6,32,68.528,39.879;0,b0wb7gf04synxlkq7o8gvzkoa,22,61.503,34.386;1,9nhlgi0k783bq8a2704bu6n6d,7,45.724,27.517;1,976riwm0dz0e74d4l28y3ttcl,5,32.171,30.726;1,3sc349yey596xp2j6xlyt0frp,32,38.56,60.853;1,19djqex4nu3lz6vw08f3fwv6x,3,35.578,8.463;1,fe4b3ric67hz0hhih3tjf2eh,24,52.654,5.237;1,72d5uxwcmvhd6mzthxuvev1sl,2,30.607,44.051;1,8j2vmplbpj983xbxibhyvidx,8,52.389,55.725;1,8qmm84tue6kuz8e5nhhdhmz8p,15,44.688,39.835;1,3mqhkh4iz4kesvmqui3hupgmi,11,52.682,43.767;1,e6ok0deqkoe80184iu509gzu2,27,53.024,32.937;3,6wfwy94p5bm0zv3aku0urfq39,40,99.547,32.617;4,6ekdnbnk56xlxforb5owt3dn9,1,5.264,33.502;:49.63,36.14,0;
1598184000300;300,1,0:0,a2s2c6anax9wnlsw1s6vunl5h,9,52.059,24.071;0,28x7i681wkjueanvkevew3bh1,17,59.994,43.668;0,4rlw04tze791jwt623h5ikg5x,26,67.683,15.641;0,72m5u1rlgh6e229zpfvp7f5jp,11,52.278,15.18;0,3djmsd2atvq16ysmocq7twsfd,20,68.531,30.124;0,4wqekpzlcztenasxob7a6tyax,7,56.042,52.435;0,dmrj53hcw8vcffxx0lfudbob9,2,68.384,51.711;0,aipyotc87m5bdvmvizd5n69k9,8,60.138,25.134;0,5g5wwp5luxo1rz1kp6chvz0x6,32,68.425,39.928;0,b0wb7gf04synxlkq7o8gvzkoa,22,61.424,34.524;1,9nhlgi0k783bq8a2704bu6n6d,7,45.849,27.567;1,976riwm0dz0e74d4l28y3ttcl,5,32.092,30.716;1,3sc349yey596xp2j6xlyt0frp,32,38.578,60.931;1,19djqex4nu3lz6vw08f3fwv6x,3,35.581,8.445;1,fe4b3ric67hz0hhih3tjf2eh,24,52.755,5.279;1,72d5uxwcmvhd6mzthxuvev1sl,2,30.616,44.086;1,8j2vmplbpj983xbxibhyvidx,8,52.515,55.745;1,8qmm84tue6kuz8e5nhhdhmz8p,15,44.7,39.718;1,3mqhkh4iz4kesvmqui3hupgmi,11,52.85,43.651;1,e6ok0deqkoe80184iu509gzu2,27,53.227,32.885;3,6wfwy94p5bm0zv3aku0urfq39,40,99.231,32.775;4,6ekdnbnk56xlxforb5owt3dn9,1,5.268,33.476;:48.725,36.625,0;
Expand Down Expand Up @@ -89,4 +89,4 @@
1598187606200;6200,2,0:0,a2s2c6anax9wnlsw1s6vunl5h,9,66.074,35.263;0,28x7i681wkjueanvkevew3bh1,17,57.533,24.73;0,4rlw04tze791jwt623h5ikg5x,26,37.165,50.894;0,72m5u1rlgh6e229zpfvp7f5jp,11,56.565,67.502;0,3djmsd2atvq16ysmocq7twsfd,20,30.799,41.437;0,dmrj53hcw8vcffxx0lfudbob9,2,37.405,11.317;0,aipyotc87m5bdvmvizd5n69k9,8,55.174,50.009;0,ct32113pfx5q9avf2c0x208ru,37,52.491,1.57;0,5g5wwp5luxo1rz1kp6chvz0x6,32,31.691,25.184;0,b0wb7gf04synxlkq7o8gvzkoa,22,42.75,41.405;1,9nhlgi0k783bq8a2704bu6n6d,7,53.564,44.821;1,976riwm0dz0e74d4l28y3ttcl,5,64.396,41.295;1,3sc349yey596xp2j6xlyt0frp,32,65.845,13.949;1,19djqex4nu3lz6vw08f3fwv6x,3,61.011,56.618;1,fe4b3ric67hz0hhih3tjf2eh,24,45.577,50.88;1,72d5uxwcmvhd6mzthxuvev1sl,2,66.011,31.464;1,8j2vmplbpj983xbxibhyvidx,8,49.894,18.36;1,8qmm84tue6kuz8e5nhhdhmz8p,15,55.71,31.465;1,3mqhkh4iz4kesvmqui3hupgmi,11,43.074,32.381;1,e6ok0deqkoe80184iu509gzu2,27,46.193,44.575;3,6wfwy94p5bm0zv3aku0urfq39,40,15.461,33.905;4,6ekdnbnk56xlxforb5owt3dn9,1,95.061,33.729;:33.3,27.31,0;
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