FPL Lens
Data Clubhouse
Prediction-led fixture analysis for serious FPL planning
Live prediction feed|Fixture ticker, match center, and model comparison in one system
Machine learning
Real ML predictions, real validation state.
Upcoming fixtures now come from the actual ML prediction endpoint, while performance and history use the backend’s real season values rather than a broken hardcoded format.
Model readiness
Not fully loaded
Checking backend model availability
Validation seasons
None yet
Run model validation to populate historical ML records
Controls
Inspect live predictions and validated history
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