sportowe_wizualizacja/README.md

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# Football-Analytics
A visualization and predictive analytics which uses [statsbomb](https://github.com/statsbomb/open-data) data to visualizes metrics like shot location, through ball pass, passmap, heatmap of a player, xG of a shoot
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## PassMap.ipynb
Contains the passes by a player and heatmap for the same
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## Through_Ball.ipynb
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pass collection of which were classification of through ball and which are assists
## predict_Xg.ipynb
A WIP module which calculates the probability of a shot being a goal.
## shot_mapping.ipynb
Mapping of where a shot had been taken from
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## 11tegen11 position map.ipynb
Average touch position of 11 starting players
## Dribbles by player and season.ipynb
plots number of dribbles by a player in certain part of pitch and above certain threshold time and length(dribble)
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## Squad age Profile.ipynb
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a Scatter plot which visualises players' Age vs minutes played data from [soccerway](https://us.soccerway.com) inspired from [petermckeever's](petermckeever.com/2019/04/creating-squad-age-profiles/) work