Lichess compare is a web app that creates a 1v1 elo score for players with a competitive nemesis.

future updates

1. better front end design
2. hosting on server
3. incorporate cross pooling and test accuaracy. { cross pooling between personal 1v1 elo and the elo of each player on a wider scale could provide a more robust measuerment of player quality.
4. add an over time line graph. the normal distribution plots are good visual tools to see the probability but the effect over time is less clear. -as is, the algorythem works and creates an animated plot of two normal distributions that represnt the elo scores of each player. the animation has a scrolebar and a play/pause button that allows the user to scroll through frames and see their progress over games in cronological order.