Football Predictor
Unsupervised archetypes + kNN fallback

Predict a match outcome

Enter match details. If you have WeatherAPI, add weather fields for better cluster matching.

How it works

  • Builds pre-match features (time, neutral, tournament, rest, activity, surface, weather)
  • Embeds with PCA + clusters with HDBSCAN
  • Maps clusters to H/D/A probabilities using historical results
  • If cluster is -1 (noise), uses kNN fallback in embedding space
Tip: Use the “Future Fixtures” tab to predict upcoming matches via API-Football.