models/AI-Flood-Prediction-System/model_metadata.json

{
  "best_model": "Random Forest",
  "training_date": "2025-10-28T03:42:55.678155",
  "performance_metrics": [
    {
      "Model": "Random Forest",
      "Accuracy": 1.0,
      "Precision": 1.0,
      "Recall": 1.0,
      "F1-Score": 1.0,
      "ROC-AUC": 1.0
    },
    {
      "Model": "CNN",
      "Accuracy": 1.0,
      "Precision": 1.0,
      "Recall": 1.0,
      "F1-Score": 1.0,
      "ROC-AUC": 1.0
    },
    {
      "Model": "LSTM",
      "Accuracy": 0.5003340013360054,
      "Precision": 0.5005847953216375,
      "Recall": 0.5714285714285714,
      "F1-Score": 0.5336658354114713,
      "ROC-AUC": 0.5032726344573514
    }
  ],
  "features": [
    "VV",
    "B2",
    "B3",
    "B4",
    "B8",
    "B11",
    "NDWI",
    "MNDWI",
    "NDVI",
    "elevation",
    "slope",
    "temperature",
    "humidity",
    "rainfall",
    "pressure",
    "wind_speed"
  ],
  "n_features": 16,
  "training_samples": 7004,
  "test_samples": 1500
}