| {
|
| "model": "lstm",
|
| "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,
|
| "hidden_size": 32,
|
| "num_layers": 1,
|
| "dropout": 0.0,
|
| "model_artifact": "lstm_model.pt",
|
| "imputer_artifact": "sequence_feature_imputer.joblib",
|
| "scaler_artifact": "sequence_feature_scaler.joblib"
|
| } |
