Data & Sources

Everything on this site is regenerated from a cleaned SQLite archive. Downloads below have no API keys or secrets.

Downloads

How the archive was built

Contestant rows are tagged kaggle or wikipedia. Performance rows come from Howison Lab score tables and Wikipedia season pages for seasons 32–35. Photos are Wikimedia Commons files that pass a license filter; each portrait page shows attribution and license. YouTube links are matched separately and embedded only at medium/high confidence via youtube-nocookie.

Known gaps

Quarto notebooks

Each of the twenty stories also has a Quarto .qmd under reports/qmd/ in the repository, reusing the same PNG charts for reproducible HTML renders.