sportowe_wizualizacja/README.md
2020-02-29 20:37:03 +05:30

1.5 KiB

Football-Analytics

A visualization and predictive analytics which uses statsbomb data to visualizes metrics like shot location, through ball pass, passmap, heatmap of a player, xG of a shoot

PassMap.ipynb

Contains the passes by a player and heatmap for the same

Through_Ball.ipynb

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

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)

Squad age Profile.ipynb

a Scatter plot which visualises players' Age vs minutes played data from soccerway inspired from petermckeever's work

11tegen11gif.ipynb

A interactive gif passmap is created for a frequency of every 5 minutes across both half

MovingAvg.ipynb

A Ipynb which plots moving 5 average and compares a bunch of metric from csv taken from fbref inspired from statsbomb and Jose Perez tweet ##PassClusters.ipynb Code which clusters a player's passes into 25(configurable) buckets using K-means ##BDOviz.ipynb Code to visualize the BDO votes recieved by players