| { | |
| "feature_names": [ | |
| "Blue_mean", | |
| "Green_mean", | |
| "Red_mean", | |
| "NIR_mean", | |
| "SWIR1_mean", | |
| "SWIR2_mean", | |
| "Blue_std", | |
| "Green_std", | |
| "Red_std", | |
| "NIR_std", | |
| "SWIR1_std", | |
| "SWIR2_std", | |
| "NDVI_mean", | |
| "NDBI_mean", | |
| "UI_mean", | |
| "MNDWI_mean", | |
| "BSI_mean", | |
| "NDVI_std", | |
| "NDBI_std", | |
| "UI_std", | |
| "MNDWI_std", | |
| "BSI_std", | |
| "Blue_early_mean", | |
| "Green_early_mean", | |
| "Red_early_mean", | |
| "NIR_early_mean", | |
| "SWIR1_early_mean", | |
| "SWIR2_early_mean", | |
| "Blue_early_std", | |
| "Green_early_std", | |
| "Red_early_std", | |
| "NIR_early_std", | |
| "SWIR1_early_std", | |
| "SWIR2_early_std", | |
| "Blue_late_mean", | |
| "Green_late_mean", | |
| "Red_late_mean", | |
| "NIR_late_mean", | |
| "SWIR1_late_mean", | |
| "SWIR2_late_mean", | |
| "Blue_late_std", | |
| "Green_late_std", | |
| "Red_late_std", | |
| "NIR_late_std", | |
| "SWIR1_late_std", | |
| "SWIR2_late_std", | |
| "d_Blue_mean", | |
| "d_Green_mean", | |
| "d_Red_mean", | |
| "d_NIR_mean", | |
| "d_SWIR1_mean", | |
| "d_SWIR2_mean", | |
| "d_Blue_std", | |
| "d_Green_std", | |
| "d_Red_std", | |
| "d_NIR_std", | |
| "d_SWIR1_std", | |
| "d_SWIR2_std", | |
| "has_late_data", | |
| "sr_brightness_mean", | |
| "sr_brightness_std", | |
| "sr_brightness_early_mean", | |
| "sr_brightness_late_mean", | |
| "sr_brightness_late_minus_early", | |
| "sr_brightness_cv", | |
| "sr_brightness_early_std", | |
| "sr_brightness_late_std", | |
| "sr_brightness_slope_decade", | |
| "sr_brightness_min", | |
| "sr_brightness_max", | |
| "sr_brightness_tm_mean", | |
| "sr_brightness_oli_mean", | |
| "sr_brightness_oli_minus_tm", | |
| "sr_brightness_dec84_93_mean", | |
| "sr_brightness_dec94_03_mean", | |
| "sr_brightness_dec04_13_mean", | |
| "sr_brightness_dec14_24_mean", | |
| "sr_Blue_mean", | |
| "sr_Blue_std", | |
| "sr_Blue_early_mean", | |
| "sr_Blue_late_mean", | |
| "sr_Blue_late_minus_early", | |
| "sr_Blue_cv", | |
| "sr_Blue_early_std", | |
| "sr_Blue_late_std", | |
| "sr_Blue_slope_decade", | |
| "sr_Blue_min", | |
| "sr_Blue_max", | |
| "sr_Blue_tm_mean", | |
| "sr_Blue_oli_mean", | |
| "sr_Blue_oli_minus_tm", | |
| "sr_Blue_dec84_93_mean", | |
| "sr_Blue_dec94_03_mean", | |
| "sr_Blue_dec04_13_mean", | |
| "sr_Blue_dec14_24_mean", | |
| "sr_Green_mean", | |
| "sr_Green_std", | |
| "sr_Green_early_mean", | |
| "sr_Green_late_mean", | |
| "sr_Green_late_minus_early", | |
| "sr_Green_cv", | |
| "sr_Green_early_std", | |
| "sr_Green_late_std", | |
| "sr_Green_slope_decade", | |
| "sr_Green_min", | |
| "sr_Green_max", | |
| "sr_Green_tm_mean", | |
| "sr_Green_oli_mean", | |
| "sr_Green_oli_minus_tm", | |
| "sr_Green_dec84_93_mean", | |
| "sr_Green_dec94_03_mean", | |
| "sr_Green_dec04_13_mean", | |
| "sr_Green_dec14_24_mean", | |
| "sr_Red_mean", | |
| "sr_Red_std", | |
| "sr_Red_early_mean", | |
| "sr_Red_late_mean", | |
| "sr_Red_late_minus_early", | |
| "sr_Red_cv", | |
| "sr_Red_early_std", | |
| "sr_Red_late_std", | |
| "sr_Red_slope_decade", | |
| "sr_Red_min", | |
| "sr_Red_max", | |
| "sr_Red_tm_mean", | |
| "sr_Red_oli_mean", | |
| "sr_Red_oli_minus_tm", | |
| "sr_Red_dec84_93_mean", | |
| "sr_Red_dec94_03_mean", | |
| "sr_Red_dec04_13_mean", | |
| "sr_Red_dec14_24_mean", | |
| "sr_NIR_mean", | |
| "sr_NIR_std", | |
| "sr_NIR_early_mean", | |
| "sr_NIR_late_mean", | |
| "sr_NIR_late_minus_early", | |
| "sr_NIR_cv", | |
| "sr_NIR_early_std", | |
| "sr_NIR_late_std", | |
| "sr_NIR_slope_decade", | |
| "sr_NIR_min", | |
| "sr_NIR_max", | |
| "sr_NIR_tm_mean", | |
| "sr_NIR_oli_mean", | |
| "sr_NIR_oli_minus_tm", | |
| "sr_NIR_dec84_93_mean", | |
| "sr_NIR_dec94_03_mean", | |
| "sr_NIR_dec04_13_mean", | |
| "sr_NIR_dec14_24_mean", | |
| "sr_SWIR1_mean", | |
| "sr_SWIR1_std", | |
| "sr_SWIR1_early_mean", | |
| "sr_SWIR1_late_mean", | |
| "sr_SWIR1_late_minus_early", | |
| "sr_SWIR1_cv", | |
| "sr_SWIR1_early_std", | |
| "sr_SWIR1_late_std", | |
| "sr_SWIR1_slope_decade", | |
| "sr_SWIR1_min", | |
| "sr_SWIR1_max", | |
| "sr_SWIR1_tm_mean", | |
| "sr_SWIR1_oli_mean", | |
| "sr_SWIR1_oli_minus_tm", | |
| "sr_SWIR1_dec84_93_mean", | |
| "sr_SWIR1_dec94_03_mean", | |
| "sr_SWIR1_dec04_13_mean", | |
| "sr_SWIR1_dec14_24_mean", | |
| "sr_SWIR2_mean", | |
| "sr_SWIR2_std", | |
| "sr_SWIR2_early_mean", | |
| "sr_SWIR2_late_mean", | |
| "sr_SWIR2_late_minus_early", | |
| "sr_SWIR2_cv", | |
| "sr_SWIR2_early_std", | |
| "sr_SWIR2_late_std", | |
| "sr_SWIR2_slope_decade", | |
| "sr_SWIR2_min", | |
| "sr_SWIR2_max", | |
| "sr_SWIR2_tm_mean", | |
| "sr_SWIR2_oli_mean", | |
| "sr_SWIR2_oli_minus_tm", | |
| "sr_SWIR2_dec84_93_mean", | |
| "sr_SWIR2_dec94_03_mean", | |
| "sr_SWIR2_dec04_13_mean", | |
| "sr_SWIR2_dec14_24_mean", | |
| "sr_NDVI_mean", | |
| "sr_NDVI_std", | |
| "sr_NDVI_early_mean", | |
| "sr_NDVI_late_mean", | |
| "sr_NDVI_late_minus_early", | |
| "sr_NDVI_cv", | |
| "sr_NDVI_early_std", | |
| "sr_NDVI_late_std", | |
| "sr_NDVI_slope_decade", | |
| "sr_NDVI_min", | |
| "sr_NDVI_max", | |
| "sr_NDVI_tm_mean", | |
| "sr_NDVI_oli_mean", | |
| "sr_NDVI_oli_minus_tm", | |
| "sr_NDVI_dec84_93_mean", | |
| "sr_NDVI_dec94_03_mean", | |
| "sr_NDVI_dec04_13_mean", | |
| "sr_NDVI_dec14_24_mean", | |
| "sr_NDBI_mean", | |
| "sr_NDBI_std", | |
| "sr_NDBI_early_mean", | |
| "sr_NDBI_late_mean", | |
| "sr_NDBI_late_minus_early", | |
| "sr_NDBI_cv", | |
| "sr_NDBI_early_std", | |
| "sr_NDBI_late_std", | |
| "sr_NDBI_slope_decade", | |
| "sr_NDBI_min", | |
| "sr_NDBI_max", | |
| "sr_NDBI_tm_mean", | |
| "sr_NDBI_oli_mean", | |
| "sr_NDBI_oli_minus_tm", | |
| "sr_NDBI_dec84_93_mean", | |
| "sr_NDBI_dec94_03_mean", | |
| "sr_NDBI_dec04_13_mean", | |
| "sr_NDBI_dec14_24_mean", | |
| "sr_UI_mean", | |
| "sr_UI_std", | |
| "sr_UI_early_mean", | |
| "sr_UI_late_mean", | |
| "sr_UI_late_minus_early", | |
| "sr_UI_cv", | |
| "sr_UI_early_std", | |
| "sr_UI_late_std", | |
| "sr_UI_slope_decade", | |
| "sr_UI_min", | |
| "sr_UI_max", | |
| "sr_UI_tm_mean", | |
| "sr_UI_oli_mean", | |
| "sr_UI_oli_minus_tm", | |
| "sr_UI_dec84_93_mean", | |
| "sr_UI_dec94_03_mean", | |
| "sr_UI_dec04_13_mean", | |
| "sr_UI_dec14_24_mean", | |
| "sr_MNDWI_mean", | |
| "sr_MNDWI_std", | |
| "sr_MNDWI_early_mean", | |
| "sr_MNDWI_late_mean", | |
| "sr_MNDWI_late_minus_early", | |
| "sr_MNDWI_cv", | |
| "sr_MNDWI_early_std", | |
| "sr_MNDWI_late_std", | |
| "sr_MNDWI_slope_decade", | |
| "sr_MNDWI_min", | |
| "sr_MNDWI_max", | |
| "sr_MNDWI_tm_mean", | |
| "sr_MNDWI_oli_mean", | |
| "sr_MNDWI_oli_minus_tm", | |
| "sr_MNDWI_dec84_93_mean", | |
| "sr_MNDWI_dec94_03_mean", | |
| "sr_MNDWI_dec04_13_mean", | |
| "sr_MNDWI_dec14_24_mean", | |
| "sr_BSI_mean", | |
| "sr_BSI_std", | |
| "sr_BSI_early_mean", | |
| "sr_BSI_late_mean", | |
| "sr_BSI_late_minus_early", | |
| "sr_BSI_cv", | |
| "sr_BSI_early_std", | |
| "sr_BSI_late_std", | |
| "sr_BSI_slope_decade", | |
| "sr_BSI_min", | |
| "sr_BSI_max", | |
| "sr_BSI_tm_mean", | |
| "sr_BSI_oli_mean", | |
| "sr_BSI_oli_minus_tm", | |
| "sr_BSI_dec84_93_mean", | |
| "sr_BSI_dec94_03_mean", | |
| "sr_BSI_dec04_13_mean", | |
| "sr_BSI_dec14_24_mean", | |
| "sr_NBR_mean", | |
| "sr_NBR_std", | |
| "sr_NBR_early_mean", | |
| "sr_NBR_late_mean", | |
| "sr_NBR_late_minus_early", | |
| "sr_NBR_cv", | |
| "sr_TCB_mean", | |
| "sr_TCB_std", | |
| "sr_TCB_early_mean", | |
| "sr_TCB_late_mean", | |
| "sr_TCB_late_minus_early", | |
| "sr_TCB_cv", | |
| "sr_TCG_mean", | |
| "sr_TCG_std", | |
| "sr_TCG_early_mean", | |
| "sr_TCG_late_mean", | |
| "sr_TCG_late_minus_early", | |
| "sr_TCG_cv", | |
| "sr_TCW_mean", | |
| "sr_TCW_std", | |
| "sr_TCW_early_mean", | |
| "sr_TCW_late_mean", | |
| "sr_TCW_late_minus_early", | |
| "sr_TCW_cv", | |
| "sr_chromBlue_mean", | |
| "sr_chromBlue_std", | |
| "sr_chromBlue_early_mean", | |
| "sr_chromBlue_late_mean", | |
| "sr_chromBlue_late_minus_early", | |
| "sr_chromBlue_cv", | |
| "sr_chromGreen_mean", | |
| "sr_chromGreen_std", | |
| "sr_chromGreen_early_mean", | |
| "sr_chromGreen_late_mean", | |
| "sr_chromGreen_late_minus_early", | |
| "sr_chromGreen_cv", | |
| "sr_chromRed_mean", | |
| "sr_chromRed_std", | |
| "sr_chromRed_early_mean", | |
| "sr_chromRed_late_mean", | |
| "sr_chromRed_late_minus_early", | |
| "sr_chromRed_cv", | |
| "sr_chromNIR_mean", | |
| "sr_chromNIR_std", | |
| "sr_chromNIR_early_mean", | |
| "sr_chromNIR_late_mean", | |
| "sr_chromNIR_late_minus_early", | |
| "sr_chromNIR_cv", | |
| "sr_chromSWIR1_mean", | |
| "sr_chromSWIR1_std", | |
| "sr_chromSWIR1_early_mean", | |
| "sr_chromSWIR1_late_mean", | |
| "sr_chromSWIR1_late_minus_early", | |
| "sr_chromSWIR1_cv", | |
| "sr_chromSWIR2_mean", | |
| "sr_chromSWIR2_std", | |
| "sr_chromSWIR2_early_mean", | |
| "sr_chromSWIR2_late_mean", | |
| "sr_chromSWIR2_late_minus_early", | |
| "sr_chromSWIR2_cv", | |
| "step_brightness_year", | |
| "step_brightness_mag", | |
| "step_brightness_njumps", | |
| "step_brightness_t", | |
| "step_brightness_snr", | |
| "step_SWIR1_year", | |
| "step_SWIR1_mag", | |
| "step_SWIR1_njumps", | |
| "step_SWIR1_t", | |
| "step_SWIR1_snr", | |
| "step_NDVI_year", | |
| "step_NDVI_mag", | |
| "step_NDVI_njumps", | |
| "step_NDVI_t", | |
| "step_NDVI_snr", | |
| "spike_BSI_year", | |
| "spike_BSI_z", | |
| "spike_BSI_returns", | |
| "spike_SWIR1_year", | |
| "spike_SWIR1_z", | |
| "spike_SWIR1_returns", | |
| "spike_brightness_year", | |
| "spike_brightness_z", | |
| "spike_brightness_returns", | |
| "post_step_NDVI_slope_decade", | |
| "years_since_step", | |
| "pre_state", | |
| "sat_share_tm", | |
| "sat_share_tm_early", | |
| "sat_share_tm_late", | |
| "sat_share_etm", | |
| "sat_share_etm_early", | |
| "sat_share_etm_late", | |
| "sat_share_oli", | |
| "sat_share_oli_late", | |
| "sat_switches", | |
| "n_observed_years", | |
| "first_observed_year", | |
| "last_observed_year", | |
| "coverage", | |
| "radial_px", | |
| "radial_frac", | |
| "dist_to_water_px", | |
| "nbr_sr_brightness_mean", | |
| "nbr_sr_brightness_mean_diff", | |
| "nbr_sr_NDVI_mean", | |
| "nbr_sr_NDVI_mean_diff", | |
| "nbr_sr_SWIR1_mean", | |
| "nbr_sr_SWIR1_mean_diff", | |
| "nbr_sr_brightness_late_minus_early", | |
| "nbr_sr_brightness_late_minus_early_diff", | |
| "nbr_step_brightness_year", | |
| "nbr_step_brightness_year_diff", | |
| "nbr_step_brightness_mag", | |
| "nbr_step_brightness_mag_diff", | |
| "nbr_sr_brightness_std", | |
| "nbr_sr_brightness_std_diff", | |
| "nbr_n_within_radius" | |
| ], | |
| "dropped_dead_features": [ | |
| "has_early_data", | |
| "sat_share_oli_early" | |
| ], | |
| "classes": [ | |
| 1, | |
| 2, | |
| 3, | |
| 4 | |
| ], | |
| "seed": 42, | |
| "madrid_prior": [ | |
| 0.18087408048463868, | |
| 0.35603110289393286, | |
| 0.244836945832186, | |
| 0.2182578707892425 | |
| ], | |
| "verification": { | |
| "zero_shot_port_max_abs_diff": 0.0, | |
| "zero_shot_reload_max_abs_diff": 0.0, | |
| "decision_rule_port_identical": true, | |
| "zero_shot_all_pixels": 0.592839846672412, | |
| "zero_shot_n5_rep0": 0.592823816444138, | |
| "zero_shot_all_pixels_plain_argmax": 0.5679842811565695, | |
| "retrained_n25_port_max_abs_diff": 0.0, | |
| "retrained_n25_reload_max_abs_diff": 0.0, | |
| "retrained_n25_rep0": 0.6302737351779462, | |
| "retrained_n25_rep0_reported": 0.6302737351779462, | |
| "retrained_n200_port_max_abs_diff": 0.0, | |
| "retrained_n200_reload_max_abs_diff": 0.0, | |
| "retrained_n200_rep0": 0.7264520284114167, | |
| "retrained_n200_rep0_reported": 0.7264520284114167 | |
| } | |
| } |