Fantasy Premier League related analytics. In this repository, I conduct data analysis on the numerous facets of football and particularly apply it to the fantasy game.
Firstly, ensure that you have pip install. In which case follow these steps using the command line:
curl https://bootstrap.pypa.io/get-pip.py -o get-pip.py
python get-pip.py
Then install the required libraries listed in the requirements.txt
pip install -r requirements.txt
python3 modeling/fixtures/dixon_coles.py
Note: Prior to running this, one should have downloaded the gameweek prediction data and saved it in folder: data/fpl_review/SEASON/gameweek/GAMEWEEK.
python3 optimization/team_optimization.py
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Github Actions to scrape:
- Daily betting odds
- FiveThirtyEight SPIs before the games
- FPL ownership data per gameweek
- FPL Review Predictive data (Deprecated)
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Optimization of FPL Team
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Predictions of match scores
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0.0
- Data collections of managers season data through the Official Fantasy Premier League API.
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1.0
- Github Actions scraper
- Basic gameweek FPL Team optimization
- Benchmark match scores predictive models
- Football analysis metrics
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2.0
- FPL Optimization Dashboard
FPL - Official data on player ownership, chips used etc.
Football-Data.co.uk - Historical Football Results and Betting Odds Data
FBref - Football Stats and History Statistics, scores and history
FiveThirtyEight - Forecasts and Soccer Power Index (SPI) ratings
FPL Review - FPL Predictions
Logos - Premier League clubs logos
Understat - Shot Expected goals and locations
Forecast-Based Optimization Model for Fantasy Premier League - Linear Optimization model
sertalpbilal/FPL-Optimization-Tools - Tutorials and recipes to use optimization for winning Fantasy Premier League
livefpl.net - Best 1000 Managers of All Time
vaastav/Fantasy-Premier-League - Historical FPL data
To build on this tool, please fork it and make pull requests. Or simply send me some suggestions !
- Paul Fournier - Initial work - Fournierp