This page contains research, projects, writings, reports, and other work I wish to share with hope to inspire others.

Currently working on new things and optimizing older tidbits to embed easily on this page.

Go Hoosiers!


March Madness Squares Are Not Random: A 40-Year Analysis

March 2026

An analysis of all 2,586 NCAA Men's Basketball Tournament games from 1985 - 2025, examining which final score digit combinations appear most frequently and why the board is less random than it appears. Structure under randomness.

March Madness

Crucial Keys

November 2025

A mini-project focused on capturing and analyzing my daily keystrokes across lecture notes, emails, and everyday use, transforming raw input into structured visualizations through a custom-built data pipeline to better understand how data is stored and used in early machine learning workflows.

Crucial Keys heatmap visualization