You can demo the model on this Colab link: https://colab.research.google.com/drive/1vPiM-JhvPGglNLiPkdjDa_zp2-3-3Sax?usp=sharing
You can see the methodology of the model here: https://xgpershot.wordpress.com/2020/08/06/pca-based-model-to-identify-similar-players/
ALl data used is courtesy of FBref/StatsBomb