Web-scraped Transfermarkt transfer data

This script web scrapes Transfermarkt for club transfers and cleans the data. It currently scrapes only the 2024–25 season of the English Premier League.

If you are interested in the cleaned data only, see the releases.

Using the data

Transfers are recorded as tabular data, and included in the releases is a data dictionary containing variable names, types, and descriptions.

Using the script

Set up whatever Python 3 environment you want, install the dependencies, and run the script.

pip install -r requirements.txt
python main.py

The transfer data are written to CSVs in the data/ directory.

Releases

• 0.1.1, 5/25/25
• 0.1.0, 5/13/25
  • Includes all club transfers for the 2024–25 English Premier League season.