Historical datasets
119 CSV files covering games, team/player statistics, shooting, ratings, and coverage.
College basketball · Analyst resources
Start a college basketball analysis workflow with historical CSV data through 2025–26, guided notebooks, and setup documentation.
2027 Preseason Edition · 2026–27
Your next analysis starts here
$39 USD
Gumroad ZIP download with CSV data, Jupyter notebooks, and guides.
One-time pack purchase through Gumroad. API access and membership are separate.
Preview the workflowInside the download
119 CSV files covering games, team/player statistics, shooting, ratings, and coverage.
16 guided Jupyter notebooks for rankings, efficiency, player analysis, and reports.
Data and notebook guides in PDF and Markdown, plus setup instructions and pinned dependencies.
Snapshot through 2025–26: games from 1948–49; game logs and season statistics from 2004–05; shooting and adjusted ratings from 2013–14.
A guided starting point
Explore the included data in guided notebooks, then adapt the workflow to your own questions.
Install Python and the included dependencies using the pack’s setup guide.
Choose a season and work through the historical CSVs with a guided notebook.
Use the basketball glossary to interpret your results and develop your own analysis.
Season IDs use the ending year: 2026 means 2025–26. The edition label describes the preseason release; the included historical snapshot ends with 2025–26.
Your files, your workflow
The included historical files work offline after setup. The optional current-season notebook fetches new data through your own API key; API access and its shared football/basketball quota remain separate from the download.
Model Training remains planned. The March Madness page covers the historical 2026 edition; neither is bundled with this Starter Pack.
Personal use by the purchaser; redistribution and resale are prohibited.
Start exploring for free
Browse team profiles and download basic website CSVs without an account or API key. A personal key is for requests from your own code. Membership controls ongoing premium website access and API allowances; football and basketball API requests share a quota.