build(deps): bump kloppy from 3.15.0 to 3.16.0

[dependabot]

Bumps kloppy from 3.15.0 to 3.16.0.

Release notes

Sourced from kloppy's releases.

v3.16.0

✨ Highlights ✨

Load DFL Open Data by @​UnravelSports in PySport/kloppy#365

We've added support for loading a new public dataset! The dataset contains seven full matches of raw event and position data collected by Sportec Solutions from the German Men's Bundesliga season 2022/23 first and second division.

from kloppy import sportec
event_dataset = sportec.load_open_event_data(match_id="J03WMX")
tracking_dataset = sportec.load_open_tracking_data(match_id="J03WMX")

For more info about the dataset, see

Bassek, M., Weber, H., Rein, R., & Memmert, D. (2024). "An integrated dataset of synchronized spatiotemporal and event data in elite soccer." In Submission.

Standardized player positions by @​DriesDeprest in PySport/kloppy#334

Instead of relying on provider-specific player positions, kloppy now implements a standardized PositionType.

>>> from kloppy import statsbomb
>>> event_dataset = statsbomb.load_open_data(match_id="15946")
>>> event = event_dataset.get_event_by_id("549567bd-36de-4ac8-b8dc-6b5d3f1e4be8")
>>> event.player.starting_position
<PositionType.LeftMidfield: ('Left Midfield', 'LM', 'WideMidfield')>

The positions are ordered hierarchically.

>>> from kloppy.domain import PositionType
>>> print(PositionType.LeftBack.parent)
FullBack
>>> print(PositionType.Defender.is_subtype_of(PositionType.Defender))
True
>>> print(PositionType.LeftCenterBack.is_subtype_of(PositionType.Defender))
True
>>> print(PositionType.LeftBack.is_subtype_of(PositionType.Midfielder))
False
>>> print(PositionType.LeftCenterBack)
Left Center Back
>>> print(PositionType.LeftCenterBack.code)
LCB

Team formation changes by @​DriesDeprest in PySport/kloppy#332

... (truncated)

Commits

• 2bb835b Bump version: 3.15.0 → 3.16.0
• edee570 refactor: remove numpy dependency from SkillCorner (#375)
• b0f56e1 fix: common bug in parsing of UTC datetimes (#373)
• 45ab84c feat(sportec): add referees to metadata; fix(sportec): parsing tracking data ...
• e359a99 fix(Stats Perform): Ignore 19/"Player on" events as they are already incorpor...
• dff0204 feat(Wyscout V3): estimate shot result coordinates (#320)
• 7d3c458 fix(Opta): fix deflected pass end coordinates and result (#311)
• 9a4bd13 feat(Sportec): support loading DFL Open Data (#365)
• f6db15f feat(Wyscout V3): add position information for players (#366)
• ef2c398 Merge pull request #357 from my-game-plan/bugfix/statsperform-tracking-refere...
• Additional commits viewable in compare view

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