computer vision and sports

📊⚽ 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.

⛏⚽ Scrape soccer data from Club Elo, ESPN, FBref, Football-Data.co.uk, FotMob, Sofascore, SoFIFA, Understat and WhoScored.

Convert soccer event stream data to SPADL and value player actions using VAEP or xT

A wrapper for extracting world football (soccer) data from FBref, Transfermark, Understat

A curated list of football analytics awesome resources, articles, books and more!

A Comprehensive Database on the FIFA World Cup (Men's and Women's)

A Comprehensive Database on the Premier League and the English Football League (1888-2024)

football (soccer) datasets

This is a computer vision project that utilizes object detection algorithms to analyze football matches videos by finding the position of players, ball and referees on the football pitch and finding out to which team each player belongs.

The Open-Source Live Football Standing

Flatiron School Capstone project. Trying to find out how well players' on-field performance metrics can be used to predict their transfer values.

It's a crawler for statistics of corners and goals for the future games and a bot for Telegram to send the statistics.

Live Score Client for api-football.com

Create a database of ⚽️ data from understat.com

This is a web scraper that helps to scrape football data from FBRef.com. It can scrape data from the top 5 Domestic League games. It can be easily edited to scrape data from other leagues as well as from other competitions such as Champions League, Domestic Cup games, friendlies, etc.

Mainly football leagues database of 2024/2025 season in JSON format

Statball - Football soccer stats analyser from top 5 european leagues with data obtained by web scraping from Fbref and Statsbomb

A bot that provides soccer predictions using Poisson regression