Refresh dashboard README

README.md

@@ -9,55 +9,51 @@ python_version: "3.10"
 suggested_hardware: cpu-basic
 startup_duration_timeout: 15m
 app_file: app.py
+license: apache-2.0
 ---
 
 # Aarhus Weather Dashboard
 
-Visualiserings- og evalueringsdashboard for Aarhus ML-vejrprognoser.
+Read-only Gradio dashboard for forecast inspection and model evaluation in Aarhus. Maintained by `Ciroc0`.
 
-## Scheduler
+## What this Space does
 
-- **Ingen automatisk scheduler**
-- Data hentes on-demand via Gradio `load()`
-- Cache TTL: 5 minutter (300 sekunder)
-- Manuel refresh via "Refresh All" knap
+- loads training data and model bundles from `Ciroc0/dmi-aarhus-weather-data`
+- loads live predictions from `Ciroc0/dmi-aarhus-predictions`
+- rebuilds a 7-day historical backtest locally
+- visualizes temperature, wind, rain and performance
 
-## Faner
+## Runtime behaviour
 
-### Temperature
-- Seneste 7 dages backtest med aktuelle observationer
-- DMI vs ML prognoser
-- Next 48 timers forecast
+- no scheduler
+- cache TTL: `300` seconds
+- history window: `7` days
+- future window: `48` hours
 
-### Wind
-- Vindhastighed og vindstød
-- DMI vs ML sammenligning
-- Historisk performance
+## File loading order
 
-### Rain
-- Regnsandsynlighed (%) og regnmængde (mm)
-- DMI vs ML prognoser
-- Actual rain events
+### Predictions dataset
 
-### Performance
-- Metrikker: RMSE, MAE, Brier score
-- Feature importance
-- Win rates (ML vs DMI)
+1. `predictions_latest.parquet`
+2. `predictions.parquet` as legacy fallback
 
-## Datakilder
+### Weather dataset
 
-| Dataset | Formål |
-|---------|--------|
-| `Ciroc0/dmi-aarhus-weather-data` | Historisk data og modeller |
-| `Ciroc0/dmi-aarhus-predictions` | Live 48-timers predictions |
+1. `training_matrix.parquet`
+2. `data.parquet` as legacy fallback
 
-## Evaluering
+## Tabs
 
-Dashboard'et bruger de seneste 7 dages holdout-data til at evaluere modelperformance:
-- Rekonstruerer ML-predictions ved at køre aktive modeller på historiske data
-- Sammenligner DMI baseline med ML-korrigerede værdier
-- Beregner metrikker: RMSE, MAE, Brier score, accuracy
+- Temperature
+- Wind
+- Rain
+- Performance
 
-## Lokation
+## Notes
 
-Aarhus, Danmark (56.1567°N, 10.2108°E)
+- This Space is separate from the public Vercel frontend in the root repo.
+- The Vercel frontend prefers `frontend_snapshot.json`, while this Gradio Space computes its own view from parquet/model files.
+
+## License
+
+Source code in this Space is released under `Apache-2.0`. Preserve attribution to `Ciroc0` and keep applicable notice/license files when redistributing the code.