Notebooks
The code behind the work.
Rink maps
tutorials · February 18, 2026
Scrape play-by-play data and plot shot maps with chickenstats and hockey-rink
Simulating today’s hockey games
tutorials · January 27, 2026
Run monte carlo simulations using the expected goals model to predict the winners of today’s games
4Nations Face Off
tutorials · December 31, 2025
Analyze forward line performance at the 4Nations Face off
Goals saved above expected
tutorials · December 31, 2025
Scrape play-by-play data and analyze goalies’ goals saved above expected
Lollipop chart
tutorials · December 31, 2025
Scrape play-by-play data and plot shot events as a lollipop chart, with the length of the stem indicating xG values
Network charts
tutorials · December 31, 2025
Scrape play-by-play data and analyze line combinations with network graphs