{
  "model": "transformer",
  "sequence_length": 12,
  "feature_columns": [
    "ndvi_mean",
    "evi_mean",
    "ndmi_mean",
    "ndwi_mean",
    "s2_image_count",
    "s2_valid_pixel_fraction",
    "vv_mean_db",
    "vh_mean_db",
    "vv_minus_vh_db",
    "vv_vh_ratio_linear",
    "s1_image_count",
    "rainfall_total_mm",
    "rainfall_mean_daily_mm",
    "rainfall_max_1day_mm",
    "dry_days_count",
    "heavy_rain_days_count",
    "temperature_2m_mean_c",
    "relative_humidity_mean_pct",
    "soil_water_layer1_mean",
    "surface_runoff_total_m",
    "evaporation_total_m",
    "water_probability_mean",
    "flooded_vegetation_probability_mean",
    "built_probability_mean",
    "dynamicworld_image_count",
    "elevation_mean_m",
    "elevation_min_m",
    "elevation_max_m",
    "slope_mean_deg",
    "lowland_fraction",
    "max_water_extent_fraction",
    "optical_missing_flag",
    "sar_missing_flag",
    "climate_missing_flag",
    "any_missing_flag",
    "year",
    "month_number",
    "month_sin",
    "month_cos",
    "rainfall_total_mm_lag_1",
    "rainfall_total_mm_lag_3",
    "rainfall_total_mm_lag_6",
    "rainfall_total_mm_lag_12",
    "rainfall_total_mm_rolling_mean_3",
    "rainfall_total_mm_rolling_sum_3",
    "rainfall_total_mm_rolling_mean_6",
    "rainfall_total_mm_rolling_sum_6",
    "rainfall_total_mm_rolling_mean_12",
    "rainfall_total_mm_rolling_sum_12",
    "rainfall_total_mm_difference_1m",
    "rainfall_total_mm_difference_3m",
    "rainfall_max_1day_mm_lag_1",
    "rainfall_max_1day_mm_lag_3",
    "rainfall_max_1day_mm_lag_6",
    "rainfall_max_1day_mm_lag_12",
    "rainfall_max_1day_mm_rolling_mean_3",
    "rainfall_max_1day_mm_rolling_mean_6",
    "rainfall_max_1day_mm_rolling_mean_12",
    "rainfall_max_1day_mm_difference_1m",
    "rainfall_max_1day_mm_difference_3m",
    "dry_days_count_lag_1",
    "dry_days_count_lag_3",
    "dry_days_count_lag_6",
    "dry_days_count_lag_12",
    "dry_days_count_rolling_mean_3",
    "dry_days_count_rolling_sum_3",
    "dry_days_count_rolling_mean_6",
    "dry_days_count_rolling_sum_6",
    "dry_days_count_rolling_mean_12",
    "dry_days_count_rolling_sum_12",
    "dry_days_count_difference_1m",
    "dry_days_count_difference_3m",
    "heavy_rain_days_count_lag_1",
    "heavy_rain_days_count_lag_3",
    "heavy_rain_days_count_lag_6",
    "heavy_rain_days_count_lag_12",
    "heavy_rain_days_count_rolling_mean_3",
    "heavy_rain_days_count_rolling_sum_3",
    "heavy_rain_days_count_rolling_mean_6",
    "heavy_rain_days_count_rolling_sum_6",
    "heavy_rain_days_count_rolling_mean_12",
    "heavy_rain_days_count_rolling_sum_12",
    "heavy_rain_days_count_difference_1m",
    "heavy_rain_days_count_difference_3m",
    "soil_water_layer1_mean_lag_1",
    "soil_water_layer1_mean_lag_3",
    "soil_water_layer1_mean_lag_6",
    "soil_water_layer1_mean_lag_12",
    "soil_water_layer1_mean_rolling_mean_3",
    "soil_water_layer1_mean_rolling_mean_6",
    "soil_water_layer1_mean_rolling_mean_12",
    "soil_water_layer1_mean_difference_1m",
    "soil_water_layer1_mean_difference_3m",
    "surface_runoff_total_m_lag_1",
    "surface_runoff_total_m_lag_3",
    "surface_runoff_total_m_lag_6",
    "surface_runoff_total_m_lag_12",
    "surface_runoff_total_m_rolling_mean_3",
    "surface_runoff_total_m_rolling_sum_3",
    "surface_runoff_total_m_rolling_mean_6",
    "surface_runoff_total_m_rolling_sum_6",
    "surface_runoff_total_m_rolling_mean_12",
    "surface_runoff_total_m_rolling_sum_12",
    "surface_runoff_total_m_difference_1m",
    "surface_runoff_total_m_difference_3m",
    "evaporation_total_m_lag_1",
    "evaporation_total_m_lag_3",
    "evaporation_total_m_lag_6",
    "evaporation_total_m_lag_12",
    "evaporation_total_m_rolling_mean_3",
    "evaporation_total_m_rolling_sum_3",
    "evaporation_total_m_rolling_mean_6",
    "evaporation_total_m_rolling_sum_6",
    "evaporation_total_m_rolling_mean_12",
    "evaporation_total_m_rolling_sum_12",
    "evaporation_total_m_difference_1m",
    "evaporation_total_m_difference_3m",
    "ndvi_mean_lag_1",
    "ndvi_mean_lag_3",
    "ndvi_mean_lag_6",
    "ndvi_mean_lag_12",
    "ndvi_mean_rolling_mean_3",
    "ndvi_mean_rolling_mean_6",
    "ndvi_mean_rolling_mean_12",
    "ndvi_mean_difference_1m",
    "ndvi_mean_difference_3m",
    "ndmi_mean_lag_1",
    "ndmi_mean_lag_3",
    "ndmi_mean_lag_6",
    "ndmi_mean_lag_12",
    "ndmi_mean_rolling_mean_3",
    "ndmi_mean_rolling_mean_6",
    "ndmi_mean_rolling_mean_12",
    "ndmi_mean_difference_1m",
    "ndmi_mean_difference_3m",
    "vv_mean_db_lag_1",
    "vv_mean_db_lag_3",
    "vv_mean_db_lag_6",
    "vv_mean_db_lag_12",
    "vv_mean_db_rolling_mean_3",
    "vv_mean_db_rolling_mean_6",
    "vv_mean_db_rolling_mean_12",
    "vv_mean_db_difference_1m",
    "vv_mean_db_difference_3m",
    "vh_mean_db_lag_1",
    "vh_mean_db_lag_3",
    "vh_mean_db_lag_6",
    "vh_mean_db_lag_12",
    "vh_mean_db_rolling_mean_3",
    "vh_mean_db_rolling_mean_6",
    "vh_mean_db_rolling_mean_12",
    "vh_mean_db_difference_1m",
    "vh_mean_db_difference_3m",
    "water_probability_mean_lag_1",
    "water_probability_mean_lag_3",
    "water_probability_mean_lag_6",
    "water_probability_mean_lag_12",
    "water_probability_mean_rolling_mean_3",
    "water_probability_mean_rolling_mean_6",
    "water_probability_mean_rolling_mean_12",
    "water_probability_mean_difference_1m",
    "water_probability_mean_difference_3m",
    "flooded_vegetation_probability_mean_lag_1",
    "flooded_vegetation_probability_mean_lag_3",
    "flooded_vegetation_probability_mean_lag_6",
    "flooded_vegetation_probability_mean_lag_12",
    "flooded_vegetation_probability_mean_rolling_mean_3",
    "flooded_vegetation_probability_mean_rolling_mean_6",
    "flooded_vegetation_probability_mean_rolling_mean_12",
    "flooded_vegetation_probability_mean_difference_1m",
    "flooded_vegetation_probability_mean_difference_3m",
    "pca_anomaly_magnitude",
    "anomaly_magnitude",
    "flood_direction_score",
    "drought_direction_score",
    "signed_risk_score"
  ],
  "input_size": 176,
  "d_model": 64,
  "nhead": 4,
  "num_layers": 2,
  "dim_feedforward": 128,
  "dropout": 0.1,
  "batch_size": 32,
  "max_epochs": 100,
  "patience": 12,
  "learning_rate": 0.001,
  "weight_decay": 0.0001,
  "random_state": 42,
  "model_artifact": "transformer_model.pt",
  "imputer_artifact": "transformer_feature_imputer.joblib",
  "scaler_artifact": "transformer_feature_scaler.joblib"
}