1.8 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
Passmap 11tegen.ipynb
A passmap viz code mostly from McKayJohns for statsbomb data and big thanks to mplsoccer