Utilizing Geographical Information Systems for the football's benefit, view statistics in a visually appealing manner. Topographic maps are typically used to showcase interval differences in elevation in a clean yet effective manner. Using the same logic, combined with classic K-Means clustering techniques, we can adapt topography to football. This project also explores the difficulties (and triumphs) behind scraping data directly from images.

Track the NFL's player movement; cheat at the Immaculate Grid. This interactive treemap follows NFL transactions. What players have moved from the Packers to the Giants? What colleges do the Steelers frequent players from? What teams do the Titans typically acquire players from? All these answers and more in this Plotly based app. Data available form 2000 - 2023.

Rome wasn't built in a day, and neither was this beautiful website. Learning a new language is hard, programming languages included. This shermandata.com throwback design marks my first experience in HTML, CSS, and Javascript. While it doesn’t look quite as sleek as my site’s current design, it serves as a reminder of my growth in these languages as well as web design as a whole.