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Data science analyses delving into National Hockey League (NHL) ice hockey statistics

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Sports Analytics - National Hockey League (NHL)

If you find my work to be useful, please star this repository!

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Documentation

All of my analyses and deep-dive insights are written and presented in my medium blog Medium Blog Post. There, I also include narratives on visualizations created by codes saved in this repository.

My Medium Blog

This repository contains data science toolkit codes to analyze National Hockey League (NHL) statistics.

This is a selection of many ways to collect, compile, clean, analyze, model, and predict team and player (skaters and goalies) performances statistics. This repository does not claim any ownership of data and represents points of views of organizations or representations mentioned. All original codes (including generic and model algorithms) can be used freely with a proper citation to this repository.

API Source change (2024)

NHL has changed its API and data structure nhl-api, and I have updated my processes for team and player box scores with relevant metrics created for the analysis. The game-level statistics is still in progress.

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