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{
"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
} |