⚡ All-ML Unified Predictions

Consolidated machine learning predictions across all weather data sources

📊 Select Data Sources for Re-Training:
⚙️ Actions:
Metric Current Value Ideal Target Meaning
MAE (wind-avg) 1.224 < 0.5 Average absolute error in m/s
RMSE 1.246 < 0.7 Root mean squared error (outlier sensitivity)
R² Score -129.957 > 0.7 Proportion of variance explained by model
Correlation -0.596 > 0.8 Linear agreement between prediction and actual
🌬️ Wind Speed Forecast
☀️ Solar Irradiance Forecast
📊 Data Sources:
NASA POWER Open-Meteo Meteostat Tomorrow.io WeatherBit

Predictions: RandomForest ensemble trained on consolidated multi-source data (Jan 1 - Feb 20, 2026) | Period: Feb 21-28, 2026 | Metrics: Computed on wind-avg