Datasets:
File size: 6,499 Bytes
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"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"
} |