model_metadata.json

{
  "model_type": "VotingClassifier (RF + GB + ET)",
  "n_crops": 25,
  "crops": [
    "banana",
    "barley",
    "cabbage",
    "carrot",
    "chili_pepper",
    "cinnamon",
    "coconut",
    "corn",
    "cotton",
    "cucumber",
    "eggplant",
    "groundnut",
    "lettuce",
    "mango",
    "onion",
    "papaya",
    "potato",
    "rice",
    "rubber",
    "sorghum",
    "soybean",
    "sugarcane",
    "tea",
    "tomato",
    "wheat"
  ],
  "features": [
    "soil_moisture",
    "temperature",
    "humidity",
    "wind_speed",
    "pressure",
    "temp_deviation",
    "humidity_deviation",
    "moisture_deviation",
    "temp_humidity_index",
    "water_availability_index",
    "conditions_out_of_range",
    "risk_severity_score",
    "temp_humidity_interaction",
    "moisture_deficit",
    "crop_type_encoded"
  ],
  "numerical_features": [
    "soil_moisture",
    "temperature",
    "humidity",
    "wind_speed",
    "pressure",
    "temp_deviation",
    "humidity_deviation",
    "moisture_deviation",
    "temp_humidity_index",
    "water_availability_index",
    "conditions_out_of_range",
    "risk_severity_score",
    "temp_humidity_interaction",
    "moisture_deficit"
  ],
  "metrics": {
    "accuracy": 0.90036,
    "f1": 0.8833965267050508,
    "precision": 0.9808731808731809,
    "recall": 0.803542535978881,
    "roc_auc": 0.9675528652921779
  },
  "training_samples": 125000,
  "best_cv_f1": 0.879027352188466
}