Datasets:
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Browse files- artifacts/feature_columns.json +203 -0
- artifacts/feature_imputer.joblib +3 -0
- artifacts/feature_scaler.joblib +3 -0
- artifacts/lstm_model.pt +3 -0
- artifacts/mlp_reconstruction_model.joblib +3 -0
- artifacts/model_registry.json +30 -0
- artifacts/pca_reconstruction_model.joblib +3 -0
- artifacts/random_forest_model.joblib +3 -0
- artifacts/ridge_model.joblib +3 -0
- artifacts/risk_thresholds.json +5 -0
- artifacts/sequence_feature_imputer.joblib +3 -0
- artifacts/sequence_feature_scaler.joblib +3 -0
- artifacts/sequence_model_metadata.json +189 -0
- artifacts/transformer_feature_imputer.joblib +3 -0
- artifacts/transformer_feature_scaler.joblib +3 -0
- artifacts/transformer_model.pt +3 -0
- artifacts/transformer_model_metadata.json +197 -0
artifacts/feature_columns.json
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{
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"forecasting_feature_columns": [
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"ndvi_mean",
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"evi_mean",
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| 5 |
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"ndmi_mean",
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| 6 |
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"ndwi_mean",
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| 7 |
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"s2_image_count",
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| 8 |
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"s2_valid_pixel_fraction",
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"vv_mean_db",
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"vh_mean_db",
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| 11 |
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"vv_minus_vh_db",
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"vv_vh_ratio_linear",
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| 13 |
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"s1_image_count",
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| 14 |
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"rainfall_total_mm",
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"rainfall_mean_daily_mm",
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"rainfall_max_1day_mm",
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"dry_days_count",
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| 18 |
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"heavy_rain_days_count",
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| 19 |
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"temperature_2m_mean_c",
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| 20 |
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"relative_humidity_mean_pct",
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| 21 |
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"soil_water_layer1_mean",
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| 22 |
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"surface_runoff_total_m",
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| 23 |
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"evaporation_total_m",
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| 24 |
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"water_probability_mean",
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| 25 |
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"flooded_vegetation_probability_mean",
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| 26 |
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"built_probability_mean",
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| 27 |
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"dynamicworld_image_count",
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| 28 |
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"elevation_mean_m",
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| 29 |
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"elevation_min_m",
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| 30 |
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"elevation_max_m",
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| 31 |
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"slope_mean_deg",
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| 32 |
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"lowland_fraction",
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"max_water_extent_fraction",
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| 34 |
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"optical_missing_flag",
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| 35 |
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"sar_missing_flag",
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| 36 |
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"climate_missing_flag",
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| 37 |
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"any_missing_flag",
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| 38 |
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"year",
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| 39 |
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"month_number",
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| 40 |
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"month_sin",
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| 41 |
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"month_cos",
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| 42 |
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"rainfall_total_mm_lag_1",
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| 43 |
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"rainfall_total_mm_lag_3",
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| 44 |
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"rainfall_total_mm_lag_6",
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| 45 |
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"rainfall_total_mm_lag_12",
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| 46 |
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"rainfall_total_mm_rolling_mean_3",
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| 47 |
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"rainfall_total_mm_rolling_sum_3",
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| 48 |
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"rainfall_total_mm_rolling_mean_6",
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| 49 |
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"rainfall_total_mm_rolling_sum_6",
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| 50 |
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"rainfall_total_mm_rolling_mean_12",
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| 51 |
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"rainfall_total_mm_rolling_sum_12",
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| 52 |
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"rainfall_total_mm_difference_1m",
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"rainfall_total_mm_difference_3m",
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| 54 |
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"rainfall_max_1day_mm_lag_1",
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| 55 |
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"rainfall_max_1day_mm_lag_3",
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| 56 |
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"rainfall_max_1day_mm_lag_6",
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| 57 |
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"rainfall_max_1day_mm_lag_12",
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| 58 |
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"rainfall_max_1day_mm_rolling_mean_3",
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"rainfall_max_1day_mm_rolling_mean_6",
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| 60 |
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"rainfall_max_1day_mm_rolling_mean_12",
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| 61 |
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"rainfall_max_1day_mm_difference_1m",
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| 62 |
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"rainfall_max_1day_mm_difference_3m",
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| 63 |
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"dry_days_count_lag_1",
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| 64 |
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"dry_days_count_lag_3",
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| 65 |
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"dry_days_count_lag_6",
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| 66 |
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"dry_days_count_lag_12",
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| 67 |
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"dry_days_count_rolling_mean_3",
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| 68 |
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"dry_days_count_rolling_sum_3",
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| 69 |
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"dry_days_count_rolling_mean_6",
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| 70 |
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"dry_days_count_rolling_sum_6",
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| 71 |
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"dry_days_count_rolling_mean_12",
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| 72 |
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"dry_days_count_rolling_sum_12",
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| 73 |
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"dry_days_count_difference_1m",
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| 74 |
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"dry_days_count_difference_3m",
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| 75 |
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"heavy_rain_days_count_lag_1",
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| 76 |
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"heavy_rain_days_count_lag_3",
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| 77 |
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"heavy_rain_days_count_lag_6",
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| 78 |
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"heavy_rain_days_count_lag_12",
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| 79 |
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"heavy_rain_days_count_rolling_mean_3",
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| 80 |
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"heavy_rain_days_count_rolling_sum_3",
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| 81 |
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"heavy_rain_days_count_rolling_mean_6",
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| 82 |
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"heavy_rain_days_count_rolling_sum_6",
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| 83 |
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"heavy_rain_days_count_rolling_mean_12",
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| 84 |
+
"heavy_rain_days_count_rolling_sum_12",
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| 85 |
+
"heavy_rain_days_count_difference_1m",
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| 86 |
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"heavy_rain_days_count_difference_3m",
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| 87 |
+
"soil_water_layer1_mean_lag_1",
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| 88 |
+
"soil_water_layer1_mean_lag_3",
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| 89 |
+
"soil_water_layer1_mean_lag_6",
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| 90 |
+
"soil_water_layer1_mean_lag_12",
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| 91 |
+
"soil_water_layer1_mean_rolling_mean_3",
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| 92 |
+
"soil_water_layer1_mean_rolling_mean_6",
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| 93 |
+
"soil_water_layer1_mean_rolling_mean_12",
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| 94 |
+
"soil_water_layer1_mean_difference_1m",
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| 95 |
+
"soil_water_layer1_mean_difference_3m",
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| 96 |
+
"surface_runoff_total_m_lag_1",
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| 97 |
+
"surface_runoff_total_m_lag_3",
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| 98 |
+
"surface_runoff_total_m_lag_6",
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| 99 |
+
"surface_runoff_total_m_lag_12",
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| 100 |
+
"surface_runoff_total_m_rolling_mean_3",
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| 101 |
+
"surface_runoff_total_m_rolling_sum_3",
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| 102 |
+
"surface_runoff_total_m_rolling_mean_6",
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| 103 |
+
"surface_runoff_total_m_rolling_sum_6",
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| 104 |
+
"surface_runoff_total_m_rolling_mean_12",
|
| 105 |
+
"surface_runoff_total_m_rolling_sum_12",
|
| 106 |
+
"surface_runoff_total_m_difference_1m",
|
| 107 |
+
"surface_runoff_total_m_difference_3m",
|
| 108 |
+
"evaporation_total_m_lag_1",
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| 109 |
+
"evaporation_total_m_lag_3",
|
| 110 |
+
"evaporation_total_m_lag_6",
|
| 111 |
+
"evaporation_total_m_lag_12",
|
| 112 |
+
"evaporation_total_m_rolling_mean_3",
|
| 113 |
+
"evaporation_total_m_rolling_sum_3",
|
| 114 |
+
"evaporation_total_m_rolling_mean_6",
|
| 115 |
+
"evaporation_total_m_rolling_sum_6",
|
| 116 |
+
"evaporation_total_m_rolling_mean_12",
|
| 117 |
+
"evaporation_total_m_rolling_sum_12",
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| 118 |
+
"evaporation_total_m_difference_1m",
|
| 119 |
+
"evaporation_total_m_difference_3m",
|
| 120 |
+
"ndvi_mean_lag_1",
|
| 121 |
+
"ndvi_mean_lag_3",
|
| 122 |
+
"ndvi_mean_lag_6",
|
| 123 |
+
"ndvi_mean_lag_12",
|
| 124 |
+
"ndvi_mean_rolling_mean_3",
|
| 125 |
+
"ndvi_mean_rolling_mean_6",
|
| 126 |
+
"ndvi_mean_rolling_mean_12",
|
| 127 |
+
"ndvi_mean_difference_1m",
|
| 128 |
+
"ndvi_mean_difference_3m",
|
| 129 |
+
"ndmi_mean_lag_1",
|
| 130 |
+
"ndmi_mean_lag_3",
|
| 131 |
+
"ndmi_mean_lag_6",
|
| 132 |
+
"ndmi_mean_lag_12",
|
| 133 |
+
"ndmi_mean_rolling_mean_3",
|
| 134 |
+
"ndmi_mean_rolling_mean_6",
|
| 135 |
+
"ndmi_mean_rolling_mean_12",
|
| 136 |
+
"ndmi_mean_difference_1m",
|
| 137 |
+
"ndmi_mean_difference_3m",
|
| 138 |
+
"vv_mean_db_lag_1",
|
| 139 |
+
"vv_mean_db_lag_3",
|
| 140 |
+
"vv_mean_db_lag_6",
|
| 141 |
+
"vv_mean_db_lag_12",
|
| 142 |
+
"vv_mean_db_rolling_mean_3",
|
| 143 |
+
"vv_mean_db_rolling_mean_6",
|
| 144 |
+
"vv_mean_db_rolling_mean_12",
|
| 145 |
+
"vv_mean_db_difference_1m",
|
| 146 |
+
"vv_mean_db_difference_3m",
|
| 147 |
+
"vh_mean_db_lag_1",
|
| 148 |
+
"vh_mean_db_lag_3",
|
| 149 |
+
"vh_mean_db_lag_6",
|
| 150 |
+
"vh_mean_db_lag_12",
|
| 151 |
+
"vh_mean_db_rolling_mean_3",
|
| 152 |
+
"vh_mean_db_rolling_mean_6",
|
| 153 |
+
"vh_mean_db_rolling_mean_12",
|
| 154 |
+
"vh_mean_db_difference_1m",
|
| 155 |
+
"vh_mean_db_difference_3m",
|
| 156 |
+
"water_probability_mean_lag_1",
|
| 157 |
+
"water_probability_mean_lag_3",
|
| 158 |
+
"water_probability_mean_lag_6",
|
| 159 |
+
"water_probability_mean_lag_12",
|
| 160 |
+
"water_probability_mean_rolling_mean_3",
|
| 161 |
+
"water_probability_mean_rolling_mean_6",
|
| 162 |
+
"water_probability_mean_rolling_mean_12",
|
| 163 |
+
"water_probability_mean_difference_1m",
|
| 164 |
+
"water_probability_mean_difference_3m",
|
| 165 |
+
"flooded_vegetation_probability_mean_lag_1",
|
| 166 |
+
"flooded_vegetation_probability_mean_lag_3",
|
| 167 |
+
"flooded_vegetation_probability_mean_lag_6",
|
| 168 |
+
"flooded_vegetation_probability_mean_lag_12",
|
| 169 |
+
"flooded_vegetation_probability_mean_rolling_mean_3",
|
| 170 |
+
"flooded_vegetation_probability_mean_rolling_mean_6",
|
| 171 |
+
"flooded_vegetation_probability_mean_rolling_mean_12",
|
| 172 |
+
"flooded_vegetation_probability_mean_difference_1m",
|
| 173 |
+
"flooded_vegetation_probability_mean_difference_3m",
|
| 174 |
+
"pca_anomaly_magnitude",
|
| 175 |
+
"anomaly_magnitude",
|
| 176 |
+
"flood_direction_score",
|
| 177 |
+
"drought_direction_score",
|
| 178 |
+
"signed_risk_score"
|
| 179 |
+
],
|
| 180 |
+
"reconstruction_features": [
|
| 181 |
+
"ndvi_mean",
|
| 182 |
+
"evi_mean",
|
| 183 |
+
"ndmi_mean",
|
| 184 |
+
"ndwi_mean",
|
| 185 |
+
"vv_mean_db",
|
| 186 |
+
"vh_mean_db",
|
| 187 |
+
"vv_minus_vh_db",
|
| 188 |
+
"vv_vh_ratio_linear",
|
| 189 |
+
"rainfall_total_mm",
|
| 190 |
+
"rainfall_mean_daily_mm",
|
| 191 |
+
"rainfall_max_1day_mm",
|
| 192 |
+
"dry_days_count",
|
| 193 |
+
"heavy_rain_days_count",
|
| 194 |
+
"temperature_2m_mean_c",
|
| 195 |
+
"relative_humidity_mean_pct",
|
| 196 |
+
"soil_water_layer1_mean",
|
| 197 |
+
"surface_runoff_total_m",
|
| 198 |
+
"evaporation_total_m",
|
| 199 |
+
"water_probability_mean",
|
| 200 |
+
"flooded_vegetation_probability_mean",
|
| 201 |
+
"built_probability_mean"
|
| 202 |
+
]
|
| 203 |
+
}
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artifacts/feature_imputer.joblib
ADDED
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| 1 |
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:3acf7e298df73e41c5ffe24e029535dfa63bd4ab4d1684b62d8b5028892facb2
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| 3 |
+
size 1359
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artifacts/feature_scaler.joblib
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| 1 |
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version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:badb4860ba24b3a046cd23e506e41d26261a4e4ac21deaa7b79b2f739ae4994c
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| 3 |
+
size 1071
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artifacts/lstm_model.pt
ADDED
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a51beef2f062c10d60b1300e352e48ee7f20a18e96a83a445962a30fa35aefda
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| 3 |
+
size 113335
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artifacts/mlp_reconstruction_model.joblib
ADDED
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| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:94492f0cca8c68f2d45a3bcf93effcabb8284c7442cac89292a700e8c20bbdda
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| 3 |
+
size 27023
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artifacts/model_registry.json
ADDED
|
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| 1 |
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{
|
| 2 |
+
"best_model": "transformer",
|
| 3 |
+
"supervised_models": [
|
| 4 |
+
"persistence",
|
| 5 |
+
"ridge",
|
| 6 |
+
"random_forest"
|
| 7 |
+
],
|
| 8 |
+
"artifacts": {
|
| 9 |
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"feature_imputer": "artifacts/feature_imputer.joblib",
|
| 10 |
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"feature_scaler": "artifacts/feature_scaler.joblib",
|
| 11 |
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"pca_reconstruction_model": "artifacts/pca_reconstruction_model.joblib",
|
| 12 |
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"mlp_reconstruction_model": "artifacts/mlp_reconstruction_model.joblib",
|
| 13 |
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"ridge_model": "artifacts/ridge_model.joblib",
|
| 14 |
+
"random_forest_model": "artifacts/random_forest_model.joblib",
|
| 15 |
+
"risk_thresholds": "artifacts/risk_thresholds.json",
|
| 16 |
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"feature_columns": "artifacts/feature_columns.json",
|
| 17 |
+
"lstm_model": "artifacts/lstm_model.pt",
|
| 18 |
+
"sequence_feature_imputer": "artifacts/sequence_feature_imputer.joblib",
|
| 19 |
+
"sequence_feature_scaler": "artifacts/sequence_feature_scaler.joblib",
|
| 20 |
+
"sequence_model_metadata": "artifacts/sequence_model_metadata.json",
|
| 21 |
+
"transformer_model": "artifacts/transformer_model.pt",
|
| 22 |
+
"transformer_feature_imputer": "artifacts/transformer_feature_imputer.joblib",
|
| 23 |
+
"transformer_feature_scaler": "artifacts/transformer_feature_scaler.joblib",
|
| 24 |
+
"transformer_model_metadata": "artifacts/transformer_model_metadata.json"
|
| 25 |
+
},
|
| 26 |
+
"optional_sequence_models": [
|
| 27 |
+
"lstm",
|
| 28 |
+
"transformer"
|
| 29 |
+
]
|
| 30 |
+
}
|
artifacts/pca_reconstruction_model.joblib
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
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|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:5e633b5e8d5d429efb22f50d2c7f2bca813facdbae95a3d04319ba3400375448
|
| 3 |
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size 3479
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artifacts/random_forest_model.joblib
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
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size 23211594
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artifacts/ridge_model.joblib
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:e67f94a7f2e63d56c9b555b0c2292bcefbddef26879aa30e6ff0863acb4484e8
|
| 3 |
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size 13697
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artifacts/risk_thresholds.json
ADDED
|
@@ -0,0 +1,5 @@
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
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{
|
| 2 |
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"moderate": 0.1793720269695087,
|
| 3 |
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"high": 0.30072146134769256,
|
| 4 |
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"extreme": 0.5435383015828571
|
| 5 |
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}
|
artifacts/sequence_feature_imputer.joblib
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:e1ef2776cfa9f036a4a8d1ca2ff5afeb097540ea936767dc1c1a45d8239cae5b
|
| 3 |
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size 7287
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artifacts/sequence_feature_scaler.joblib
ADDED
|
@@ -0,0 +1,3 @@
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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|
| 3 |
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size 4807
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artifacts/sequence_model_metadata.json
ADDED
|
@@ -0,0 +1,189 @@
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|
|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model": "lstm",
|
| 3 |
+
"sequence_length": 12,
|
| 4 |
+
"feature_columns": [
|
| 5 |
+
"ndvi_mean",
|
| 6 |
+
"evi_mean",
|
| 7 |
+
"ndmi_mean",
|
| 8 |
+
"ndwi_mean",
|
| 9 |
+
"s2_image_count",
|
| 10 |
+
"s2_valid_pixel_fraction",
|
| 11 |
+
"vv_mean_db",
|
| 12 |
+
"vh_mean_db",
|
| 13 |
+
"vv_minus_vh_db",
|
| 14 |
+
"vv_vh_ratio_linear",
|
| 15 |
+
"s1_image_count",
|
| 16 |
+
"rainfall_total_mm",
|
| 17 |
+
"rainfall_mean_daily_mm",
|
| 18 |
+
"rainfall_max_1day_mm",
|
| 19 |
+
"dry_days_count",
|
| 20 |
+
"heavy_rain_days_count",
|
| 21 |
+
"temperature_2m_mean_c",
|
| 22 |
+
"relative_humidity_mean_pct",
|
| 23 |
+
"soil_water_layer1_mean",
|
| 24 |
+
"surface_runoff_total_m",
|
| 25 |
+
"evaporation_total_m",
|
| 26 |
+
"water_probability_mean",
|
| 27 |
+
"flooded_vegetation_probability_mean",
|
| 28 |
+
"built_probability_mean",
|
| 29 |
+
"dynamicworld_image_count",
|
| 30 |
+
"elevation_mean_m",
|
| 31 |
+
"elevation_min_m",
|
| 32 |
+
"elevation_max_m",
|
| 33 |
+
"slope_mean_deg",
|
| 34 |
+
"lowland_fraction",
|
| 35 |
+
"max_water_extent_fraction",
|
| 36 |
+
"optical_missing_flag",
|
| 37 |
+
"sar_missing_flag",
|
| 38 |
+
"climate_missing_flag",
|
| 39 |
+
"any_missing_flag",
|
| 40 |
+
"year",
|
| 41 |
+
"month_number",
|
| 42 |
+
"month_sin",
|
| 43 |
+
"month_cos",
|
| 44 |
+
"rainfall_total_mm_lag_1",
|
| 45 |
+
"rainfall_total_mm_lag_3",
|
| 46 |
+
"rainfall_total_mm_lag_6",
|
| 47 |
+
"rainfall_total_mm_lag_12",
|
| 48 |
+
"rainfall_total_mm_rolling_mean_3",
|
| 49 |
+
"rainfall_total_mm_rolling_sum_3",
|
| 50 |
+
"rainfall_total_mm_rolling_mean_6",
|
| 51 |
+
"rainfall_total_mm_rolling_sum_6",
|
| 52 |
+
"rainfall_total_mm_rolling_mean_12",
|
| 53 |
+
"rainfall_total_mm_rolling_sum_12",
|
| 54 |
+
"rainfall_total_mm_difference_1m",
|
| 55 |
+
"rainfall_total_mm_difference_3m",
|
| 56 |
+
"rainfall_max_1day_mm_lag_1",
|
| 57 |
+
"rainfall_max_1day_mm_lag_3",
|
| 58 |
+
"rainfall_max_1day_mm_lag_6",
|
| 59 |
+
"rainfall_max_1day_mm_lag_12",
|
| 60 |
+
"rainfall_max_1day_mm_rolling_mean_3",
|
| 61 |
+
"rainfall_max_1day_mm_rolling_mean_6",
|
| 62 |
+
"rainfall_max_1day_mm_rolling_mean_12",
|
| 63 |
+
"rainfall_max_1day_mm_difference_1m",
|
| 64 |
+
"rainfall_max_1day_mm_difference_3m",
|
| 65 |
+
"dry_days_count_lag_1",
|
| 66 |
+
"dry_days_count_lag_3",
|
| 67 |
+
"dry_days_count_lag_6",
|
| 68 |
+
"dry_days_count_lag_12",
|
| 69 |
+
"dry_days_count_rolling_mean_3",
|
| 70 |
+
"dry_days_count_rolling_sum_3",
|
| 71 |
+
"dry_days_count_rolling_mean_6",
|
| 72 |
+
"dry_days_count_rolling_sum_6",
|
| 73 |
+
"dry_days_count_rolling_mean_12",
|
| 74 |
+
"dry_days_count_rolling_sum_12",
|
| 75 |
+
"dry_days_count_difference_1m",
|
| 76 |
+
"dry_days_count_difference_3m",
|
| 77 |
+
"heavy_rain_days_count_lag_1",
|
| 78 |
+
"heavy_rain_days_count_lag_3",
|
| 79 |
+
"heavy_rain_days_count_lag_6",
|
| 80 |
+
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|
| 81 |
+
"heavy_rain_days_count_rolling_mean_3",
|
| 82 |
+
"heavy_rain_days_count_rolling_sum_3",
|
| 83 |
+
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|
| 84 |
+
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|
| 85 |
+
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|
| 86 |
+
"heavy_rain_days_count_rolling_sum_12",
|
| 87 |
+
"heavy_rain_days_count_difference_1m",
|
| 88 |
+
"heavy_rain_days_count_difference_3m",
|
| 89 |
+
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|
| 90 |
+
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|
| 91 |
+
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|
| 92 |
+
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|
| 93 |
+
"soil_water_layer1_mean_rolling_mean_3",
|
| 94 |
+
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|
| 95 |
+
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|
| 96 |
+
"soil_water_layer1_mean_difference_1m",
|
| 97 |
+
"soil_water_layer1_mean_difference_3m",
|
| 98 |
+
"surface_runoff_total_m_lag_1",
|
| 99 |
+
"surface_runoff_total_m_lag_3",
|
| 100 |
+
"surface_runoff_total_m_lag_6",
|
| 101 |
+
"surface_runoff_total_m_lag_12",
|
| 102 |
+
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|
| 103 |
+
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|
| 104 |
+
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|
| 105 |
+
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|
| 106 |
+
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|
| 107 |
+
"surface_runoff_total_m_rolling_sum_12",
|
| 108 |
+
"surface_runoff_total_m_difference_1m",
|
| 109 |
+
"surface_runoff_total_m_difference_3m",
|
| 110 |
+
"evaporation_total_m_lag_1",
|
| 111 |
+
"evaporation_total_m_lag_3",
|
| 112 |
+
"evaporation_total_m_lag_6",
|
| 113 |
+
"evaporation_total_m_lag_12",
|
| 114 |
+
"evaporation_total_m_rolling_mean_3",
|
| 115 |
+
"evaporation_total_m_rolling_sum_3",
|
| 116 |
+
"evaporation_total_m_rolling_mean_6",
|
| 117 |
+
"evaporation_total_m_rolling_sum_6",
|
| 118 |
+
"evaporation_total_m_rolling_mean_12",
|
| 119 |
+
"evaporation_total_m_rolling_sum_12",
|
| 120 |
+
"evaporation_total_m_difference_1m",
|
| 121 |
+
"evaporation_total_m_difference_3m",
|
| 122 |
+
"ndvi_mean_lag_1",
|
| 123 |
+
"ndvi_mean_lag_3",
|
| 124 |
+
"ndvi_mean_lag_6",
|
| 125 |
+
"ndvi_mean_lag_12",
|
| 126 |
+
"ndvi_mean_rolling_mean_3",
|
| 127 |
+
"ndvi_mean_rolling_mean_6",
|
| 128 |
+
"ndvi_mean_rolling_mean_12",
|
| 129 |
+
"ndvi_mean_difference_1m",
|
| 130 |
+
"ndvi_mean_difference_3m",
|
| 131 |
+
"ndmi_mean_lag_1",
|
| 132 |
+
"ndmi_mean_lag_3",
|
| 133 |
+
"ndmi_mean_lag_6",
|
| 134 |
+
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|
| 135 |
+
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|
| 136 |
+
"ndmi_mean_rolling_mean_6",
|
| 137 |
+
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|
| 138 |
+
"ndmi_mean_difference_1m",
|
| 139 |
+
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|
| 140 |
+
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|
| 141 |
+
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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|
| 147 |
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|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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|
| 152 |
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|
| 153 |
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|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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|
| 159 |
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|
| 160 |
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|
| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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"anomaly_magnitude",
|
| 178 |
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"flood_direction_score",
|
| 179 |
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"drought_direction_score",
|
| 180 |
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|
| 181 |
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],
|
| 182 |
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"input_size": 176,
|
| 183 |
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"hidden_size": 32,
|
| 184 |
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|
| 185 |
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|
| 186 |
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|
| 187 |
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"imputer_artifact": "sequence_feature_imputer.joblib",
|
| 188 |
+
"scaler_artifact": "sequence_feature_scaler.joblib"
|
| 189 |
+
}
|
artifacts/transformer_feature_imputer.joblib
ADDED
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:e1ef2776cfa9f036a4a8d1ca2ff5afeb097540ea936767dc1c1a45d8239cae5b
|
| 3 |
+
size 7287
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artifacts/transformer_feature_scaler.joblib
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
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|
|
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| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:547ad804e0b77cf1573361d64d1f74055ace7c69da887f2298c7118f2b1bd9f9
|
| 3 |
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size 4807
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artifacts/transformer_model.pt
ADDED
|
@@ -0,0 +1,3 @@
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|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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oid sha256:c1e861a627a5430f9ffba6335f9e3bb44a00c244310a995dbb6dc4f627a58eb0
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| 3 |
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size 337414
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artifacts/transformer_model_metadata.json
ADDED
|
@@ -0,0 +1,197 @@
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|
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|
|
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|
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|
|
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|
|
|
|
|
|
|
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|
|
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|
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|
|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
|
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|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model": "transformer",
|
| 3 |
+
"sequence_length": 12,
|
| 4 |
+
"feature_columns": [
|
| 5 |
+
"ndvi_mean",
|
| 6 |
+
"evi_mean",
|
| 7 |
+
"ndmi_mean",
|
| 8 |
+
"ndwi_mean",
|
| 9 |
+
"s2_image_count",
|
| 10 |
+
"s2_valid_pixel_fraction",
|
| 11 |
+
"vv_mean_db",
|
| 12 |
+
"vh_mean_db",
|
| 13 |
+
"vv_minus_vh_db",
|
| 14 |
+
"vv_vh_ratio_linear",
|
| 15 |
+
"s1_image_count",
|
| 16 |
+
"rainfall_total_mm",
|
| 17 |
+
"rainfall_mean_daily_mm",
|
| 18 |
+
"rainfall_max_1day_mm",
|
| 19 |
+
"dry_days_count",
|
| 20 |
+
"heavy_rain_days_count",
|
| 21 |
+
"temperature_2m_mean_c",
|
| 22 |
+
"relative_humidity_mean_pct",
|
| 23 |
+
"soil_water_layer1_mean",
|
| 24 |
+
"surface_runoff_total_m",
|
| 25 |
+
"evaporation_total_m",
|
| 26 |
+
"water_probability_mean",
|
| 27 |
+
"flooded_vegetation_probability_mean",
|
| 28 |
+
"built_probability_mean",
|
| 29 |
+
"dynamicworld_image_count",
|
| 30 |
+
"elevation_mean_m",
|
| 31 |
+
"elevation_min_m",
|
| 32 |
+
"elevation_max_m",
|
| 33 |
+
"slope_mean_deg",
|
| 34 |
+
"lowland_fraction",
|
| 35 |
+
"max_water_extent_fraction",
|
| 36 |
+
"optical_missing_flag",
|
| 37 |
+
"sar_missing_flag",
|
| 38 |
+
"climate_missing_flag",
|
| 39 |
+
"any_missing_flag",
|
| 40 |
+
"year",
|
| 41 |
+
"month_number",
|
| 42 |
+
"month_sin",
|
| 43 |
+
"month_cos",
|
| 44 |
+
"rainfall_total_mm_lag_1",
|
| 45 |
+
"rainfall_total_mm_lag_3",
|
| 46 |
+
"rainfall_total_mm_lag_6",
|
| 47 |
+
"rainfall_total_mm_lag_12",
|
| 48 |
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"rainfall_total_mm_rolling_mean_3",
|
| 49 |
+
"rainfall_total_mm_rolling_sum_3",
|
| 50 |
+
"rainfall_total_mm_rolling_mean_6",
|
| 51 |
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|
| 52 |
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"rainfall_total_mm_rolling_mean_12",
|
| 53 |
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|
| 54 |
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"rainfall_total_mm_difference_1m",
|
| 55 |
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|
| 56 |
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"rainfall_max_1day_mm_lag_1",
|
| 57 |
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|
| 58 |
+
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|
| 59 |
+
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|
| 60 |
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|
| 61 |
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|
| 62 |
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|
| 63 |
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|
| 64 |
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|
| 65 |
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|
| 66 |
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|
| 67 |
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|
| 68 |
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|
| 69 |
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|
| 70 |
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|
| 71 |
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|
| 72 |
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|
| 73 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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|
| 78 |
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|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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|
| 83 |
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|
| 84 |
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|
| 85 |
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|
| 86 |
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|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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|
| 92 |
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|
| 93 |
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|
| 94 |
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|
| 95 |
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|
| 96 |
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|
| 97 |
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|
| 98 |
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|
| 99 |
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|
| 100 |
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|
| 101 |
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|
| 102 |
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|
| 103 |
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|
| 104 |
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|
| 105 |
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|
| 106 |
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|
| 107 |
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|
| 108 |
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|
| 109 |
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|
| 110 |
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|
| 111 |
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|
| 112 |
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|
| 113 |
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|
| 114 |
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|
| 115 |
+
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|
| 116 |
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|
| 117 |
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|
| 118 |
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"evaporation_total_m_rolling_mean_12",
|
| 119 |
+
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|
| 120 |
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"evaporation_total_m_difference_1m",
|
| 121 |
+
"evaporation_total_m_difference_3m",
|
| 122 |
+
"ndvi_mean_lag_1",
|
| 123 |
+
"ndvi_mean_lag_3",
|
| 124 |
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|
| 125 |
+
"ndvi_mean_lag_12",
|
| 126 |
+
"ndvi_mean_rolling_mean_3",
|
| 127 |
+
"ndvi_mean_rolling_mean_6",
|
| 128 |
+
"ndvi_mean_rolling_mean_12",
|
| 129 |
+
"ndvi_mean_difference_1m",
|
| 130 |
+
"ndvi_mean_difference_3m",
|
| 131 |
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"ndmi_mean_lag_1",
|
| 132 |
+
"ndmi_mean_lag_3",
|
| 133 |
+
"ndmi_mean_lag_6",
|
| 134 |
+
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|
| 135 |
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|
| 136 |
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|
| 137 |
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|
| 138 |
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"ndmi_mean_difference_1m",
|
| 139 |
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"ndmi_mean_difference_3m",
|
| 140 |
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"vv_mean_db_lag_1",
|
| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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|
| 147 |
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|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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|
| 152 |
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|
| 153 |
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|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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|
| 159 |
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|
| 160 |
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|
| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
+
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|
| 176 |
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|
| 177 |
+
"anomaly_magnitude",
|
| 178 |
+
"flood_direction_score",
|
| 179 |
+
"drought_direction_score",
|
| 180 |
+
"signed_risk_score"
|
| 181 |
+
],
|
| 182 |
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"input_size": 176,
|
| 183 |
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"d_model": 64,
|
| 184 |
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|
| 185 |
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|
| 186 |
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|
| 187 |
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|
| 188 |
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|
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|
| 190 |
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"patience": 12,
|
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|
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|
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|
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|
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|
| 196 |
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"scaler_artifact": "transformer_feature_scaler.joblib"
|
| 197 |
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}
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