I recommend using docker dev environment to run the notebook. The docker dev environment is defined in the .docker folder.
To run the notebook, you can ue the following command:
docker-compose up --build
Download the data set from here: https://www.kaggle.com/datasets/prajitdatta/ultimate-25k-matches-football-database-european/