Data Sources

All models use free, publicly available APIs. No paid data subscriptions are required.

MLB

  • -MLB Stats API (schedule, lineups, roster)
  • -FanGraphs (pitcher/batter leaderboards)
  • -NWS API (weather)
  • -Embedded park factors (30 stadiums)
  • -Embedded umpire database (121 umps)

NHL

  • -NHL API (schedule, game data)
  • -MoneyPuck (5v5 xG rates)
  • -Hockey Reference (goalie logs)
  • -DailyFaceoff (goalie confirmations)
  • -Embedded arena database (32 arenas)

EPL

  • -FPL API (player xG/xA, fixtures, injury status)
  • -PulseLive (confirmed starting XIs, ~60 min pre-KO)
  • -FBref via soccerdata (team xG splits)
  • -Football-Data.co.uk (historical)
  • -Embedded venue database (20 stadiums)
  • -Embedded manager tracker

Sportsbook odds (Fanatics, DraftKings) come from odds-api.io; Kalshi is fetched directly from its public exchange API. Best price across all three wins each line.

The parameter values on this page are served live from the model configuration and refresh periodically; when a weight or threshold changes, this page reflects it automatically.