📊⚽ A collection of football analytics projects, data, and analysis by Edd Webster (@eddwebster), including a curated list of publicly available resources published by the football analytics community.

Fun with Rocket League tracking data

An expected goals (xG) model for the AHL. Also applicable to the CHL.

FBref player stats scraper

This repository consists the supplemental materials of the paper "Decomposition of Expected Goal Models: Aggregated SHAP Values for Analyzing Scoring Potential of Player/Team".

Using wyscout data to create a xG model

Building xG and xGOT based on Statsbomb World Cup 2022 Open Data

A open source project to develop live xG prediction models from photo and video input using Computer Vision.

Classification model for expected goals (xG) in women's club soccer, predicting the likelihood that a shot will score using data extracted from StatsBomb.

Some projects related to the application of Machine Learning for Sports Analytics

AHL expected goals linear model in tensorflow

An NHL expected goals (xG) model built with light gradient boosting.

Analyze the relationship between expected goals and odds of winning a game in the English Premier League