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xg-model's Introduction

xg-model

This repository contains all the necessary codes to ideally reproduce the data processing, analysis and visualization described in this article, which is focused on how to fit a football xg model using R software and the public event dataset by Wyscout.

Before to use these codes you have to get this list of required datasets:

  • events_England.json
  • events_France.json
  • events_Germany.json
  • events_Italy.json
  • events_Spain.json
  • players.json

You can download them from this website.


Then, I suggest to use the codes in the following order:

  • 01code_load_process_rawdata.R
  • 02code_feature_creation_exploratory_analysis.R
  • 03code_fit_save_models.R
  • 04code_evaluate_use_models.R

TO DO List (14-05-2020)

  • Evaluate calibration of the models with Brier score following the method contained in this article

  • Test additional features

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