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Biome_randomForest_v02.txt
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Ranger result
Call:
ranger::ranger(formulaString.biome0, rm.biome, importance = "impurity", probability = TRUE, num.trees = 85, mtry = res$x$mtry)
Type: Probability estimation
Number of trees: 85
Sample size: 7658
Number of independent variables: 156
Mtry: 75
Target node size: 10
Variable importance mode: impurity
Splitrule: gini
OOB prediction error (Brier s.): 0.3095476
Variable importance (impurity):
clm_precipitation_sm2rain.may_m_1km_s0..0cm_2007..2018_v0.2.tif 267.78061
clm_monthly.temp_worldclim.chelsa.feb_u.99_1km_s0..0cm_1979..2013_v1.0.tif 199.06684
clm_monthly.temp_worldclim.chelsa.dec_u.99_1km_s0..0cm_1979..2013_v1.0.tif 176.32663
clm_precipitation_sm2rain.annual_m_1km_s0..0cm_2007..2018_v0.2.tif 159.17973
clm_diffuse.irradiation_solar.atlas.kwhm2.100_m_1km_s0..0cm_2016_v1.tif 150.86225
clm_monthly.temp_worldclim.chelsa.jan_u.99_1km_s0..0cm_1979..2013_v1.0.tif 136.70924
clm_bioclim.var_chelsa.2_m_1km_s0..0cm_1979..2013_v1.0.tif 136.41685
clm_water.vapor_nasa.eo.nov_m_1km_s0..0cm_2000..2017_v1.0.tif 112.57023
clm_bioclim.var_chelsa.3_m_1km_s0..0cm_1979..2013_v1.0.tif 101.02893
clm_monthly.temp_worldclim.chelsa.aug_u.99_1km_s0..0cm_1979..2013_v1.0.tif 93.40722
clm_monthly.temp_worldclim.chelsa.mar_m_1km_s0..0cm_1979..2013_v1.0.tif 89.71314
clm_precipitation_sm2rain.apr_m_1km_s0..0cm_2007..2018_v0.2.tif 88.34683
clm_precipitation_sm2rain.oct_m_1km_s0..0cm_2007..2018_v0.2.tif 86.80313
clm_monthly.temp_worldclim.chelsa.feb_m_1km_s0..0cm_1979..2013_v1.0.tif 80.01145
clm_precipitation_sm2rain.may_sd.10_10km_s0..0cm_2007..2018_v1.0.tif 79.08515
clm_bioclim.var_chelsa.12_m_1km_s0..0cm_1979..2013_v1.0.tif 77.83121
clm_cloud.fraction_earthenv.modis.sep_p_1km_s0..0cm_2000..2015_v1.0.tif 77.11545
clm_water.vapor_nasa.eo.sep_m_1km_s0..0cm_2000..2017_v1.0.tif 74.18260
clm_monthly.temp_worldclim.chelsa.mar_u.99_1km_s0..0cm_1979..2013_v1.0.tif 70.23661
clm_bioclim.var_chelsa.4_m_1km_s0..0cm_1979..2013_v1.0.tif 68.57265
clm_water.vapor_nasa.eo.jul_m_1km_s0..0cm_2000..2017_v1.0.tif 67.11633
clm_bioclim.var_chelsa.11_m_1km_s0..0cm_1979..2013_v1.0.tif 64.48448
clm_water.vapor_nasa.eo.mar_m_1km_s0..0cm_2000..2017_v1.0.tif 62.10865
clm_bioclim.var_chelsa.16_m_1km_s0..0cm_1979..2013_v1.0.tif 61.91417
clm_precipitation_sm2rain.jun_m_1km_s0..0cm_2007..2018_v0.2.tif 60.30458
clm_monthly.temp_worldclim.chelsa.sep_u.99_1km_s0..0cm_1979..2013_v1.0.tif 59.09323
dtm_vbf_merit.dem_m_2km_s0..0cm_2017_v1.0.tif 57.75256
clm_water.vapor_nasa.eo.jun_m_1km_s0..0cm_2000..2017_v1.0.tif 56.01891
clm_cloud.fraction_earthenv.modis.nov_p_1km_s0..0cm_2000..2015_v1.0.tif 54.44718
clm_cloud.fraction_earthenv.modis.jul_p_1km_s0..0cm_2000..2015_v1.0.tif 53.39247
clm_water.vapor_nasa.eo.may_m_1km_s0..0cm_2000..2017_v1.0.tif 50.17904
clm_water.vapor_nasa.eo.dec_m_1km_s0..0cm_2000..2017_v1.0.tif 48.44831
clm_cloud.fraction_earthenv.modis.apr_p_1km_s0..0cm_2000..2015_v1.0.tif 48.24468
clm_cloud.fraction_earthenv.modis.oct_p_1km_s0..0cm_2000..2015_v1.0.tif 48.22986
clm_precipitation_sm2rain.aug_m_1km_s0..0cm_2007..2018_v0.2.tif 47.85846
clm_bioclim.var_chelsa.7_m_1km_s0..0cm_1979..2013_v1.0.tif 47.77165
clm_wind.speed_terraclimate.feb_m_5km_s0..0cm_1998..2018_v1.tif 47.28224
clm_cloud.fraction_earthenv.modis.dec_p_1km_s0..0cm_2000..2015_v1.0.tif 46.88725
clm_monthly.temp_worldclim.chelsa.jul_u.99_1km_s0..0cm_1979..2013_v1.0.tif 46.74718
clm_water.vapor_nasa.eo.jan_m_1km_s0..0cm_2000..2017_v1.0.tif 44.98330
clm_precipitation_sm2rain.nov_m_1km_s0..0cm_2007..2018_v0.2.tif 44.53211
clm_water.vapor_nasa.eo.aug_m_1km_s0..0cm_2000..2017_v1.0.tif 42.98487
clm_cloud.fraction_earthenv.modis.mar_p_1km_s0..0cm_2000..2015_v1.0.tif 42.55685
clm_precipitation_sm2rain.aug_sd.10_10km_s0..0cm_2007..2018_v1.0.tif 42.12126
clm_precipitation_sm2rain.jun_sd.10_10km_s0..0cm_2007..2018_v1.0.tif 41.69342
clm_cloud.fraction_earthenv.modis.aug_p_1km_s0..0cm_2000..2015_v1.0.tif 39.49394
clm_precipitation_sm2rain.jul_m_1km_s0..0cm_2007..2018_v0.2.tif 39.22582
clm_bioclim.var_chelsa.5_m_1km_s0..0cm_1979..2013_v1.0.tif 39.18666
clm_precipitation_sm2rain.sep_m_1km_s0..0cm_2007..2018_v0.2.tif 38.80264
clm_monthly.temp_worldclim.chelsa.jun_u.99_1km_s0..0cm_1979..2013_v1.0.tif 38.59518
clm_precipitation_sm2rain.jan_m_1km_s0..0cm_2007..2018_v0.2.tif 38.28350
clm_precipitation_sm2rain.mar_m_1km_s0..0cm_2007..2018_v0.2.tif 37.83770
clm_monthly.temp_worldclim.chelsa.jul_l.01_1km_s0..0cm_1979..2013_v1.0.tif 37.67683
dtm_aspect.sine_merit.dem_m_250m_s0..0cm_2018_v1.0.tif 37.55283
dtm_vbf_merit.dem_m_1km_s0..0cm_2017_v1.0.tif 36.91614
clm_wind.speed_terraclimate.mar_m_5km_s0..0cm_1998..2018_v1.tif 36.76125
dtm_dvm2_merit.dem_m_1km_s0..0cm_2017_v1.0.tif 36.46904
clm_precipitation_sm2rain.apr_sd.10_10km_s0..0cm_2007..2018_v1.0.tif 36.02032
clm_precipitation_sm2rain.sep_sd.10_10km_s0..0cm_2007..2018_v1.0.tif 35.64183
clm_wind.speed_terraclimate.apr_m_5km_s0..0cm_1998..2018_v1.tif 35.49209
clm_cloud.fraction_earthenv.modis.jun_p_1km_s0..0cm_2000..2015_v1.0.tif 34.84867
clm_cloud.fraction_earthenv.modis.may_p_1km_s0..0cm_2000..2015_v1.0.tif 34.84225
clm_monthly.temp_worldclim.chelsa.nov_u.99_1km_s0..0cm_1979..2013_v1.0.tif 34.40853
clm_snow.prob_esacci.nov_p_1km_s0..0cm_2000..2016_v1.0.tif 33.98641
clm_wind.speed_terraclimate.jan_m_5km_s0..0cm_1998..2018_v1.tif 33.51198
clm_wind.speed_terraclimate.may_m_5km_s0..0cm_1998..2018_v1.tif 33.49541
clm_wind.speed_terraclimate.dec_m_5km_s0..0cm_1998..2018_v1.tif 33.17026
clm_precipitation_sm2rain.dec_m_1km_s0..0cm_2007..2018_v0.2.tif 32.72507
clm_monthly.temp_worldclim.chelsa.aug_m_1km_s0..0cm_1979..2013_v1.0.tif 32.53711
clm_precipitation_sm2rain.jul_sd.10_10km_s0..0cm_2007..2018_v1.0.tif 32.32235
clm_precipitation_sm2rain.oct_sd.10_10km_s0..0cm_2007..2018_v1.0.tif 32.22795
dtm_convergence_merit.dem_m_250m_s0..0cm_2018_v1.0.tif 31.98502
dtm_twi_merit.dem_m_2km_s0..0cm_2017_v1.0.tif 31.19048
clm_cloud.fraction_earthenv.modis.annual_m_1km_s0..0cm_2000..2015_v1.0.tif 31.05550
clm_monthly.temp_worldclim.chelsa.apr_u.99_1km_s0..0cm_1979..2013_v1.0.tif 30.44229
dtm_vbf_merit.dem_m_250m_s0..0cm_2017_v1.0.tif 29.78934
dtm_northness_merit.dem_m_250m_s0..0cm_2018_v1.0.tif 29.62374
clm_precipitation_sm2rain.feb_sd.10_10km_s0..0cm_2007..2018_v1.0.tif 29.47107
dtm_easthness_merit.dem_m_250m_s0..0cm_2018_v1.0.tif 29.37242
dtm_dvm_merit.dem_m_2km_s0..0cm_2017_v1.0.tif 29.21750
dtm_cti_merit.dem_m_250m_s0..0cm_2018_v1.0.tif 29.15166
dtm_twi_merit.dem_m_1km_s0..0cm_2017_v1.0.tif 29.01322
dtm_pcurv_merit.dem_m_250m_s0..0cm_2018_v1.0.tif 28.78241
hyd_height.above.neighbour_merit.hydro_m_250m_b0..0cm_2017_v1.0.tif 28.52777
clm_monthly.temp_worldclim.chelsa.mar_l.01_1km_s0..0cm_1979..2013_v1.0.tif 28.04962
clm_monthly.temp_worldclim.chelsa.jan_l.01_1km_s0..0cm_1979..2013_v1.0.tif 27.61737
clm_monthly.temp_worldclim.chelsa.dec_l.01_1km_s0..0cm_1979..2013_v1.0.tif 27.47816
dtm_dvm2_merit.dem_m_2km_s0..0cm_2017_v1.0.tif 27.30812
clm_monthly.temp_worldclim.chelsa.jun_m_1km_s0..0cm_1979..2013_v1.0.tif 27.13632
dtm_roughness_merit.dem_m_250m_s0..0cm_2018_v1.0.tif 26.59005
clm_snow.prob_esacci.jan_p_1km_s0..0cm_2000..2016_v1.0.tif 25.72595
clm_wind.speed_terraclimate.aug_m_5km_s0..0cm_1998..2018_v1.tif 25.54582
dtm_dvm2_merit.dem_m_250m_s0..0cm_2017_v1.0.tif 25.43853
clm_bioclim.var_chelsa.10_m_1km_s0..0cm_1979..2013_v1.0.tif 25.36764
dtm_dvm_merit.dem_m_250m_s0..0cm_2017_v1.0.tif 25.29901
dtm_rough.scale_merit.dem_m_250m_s0..0cm_2018_v1.0.tif 24.68796
dtm_downlslope.curvature_merit.dem_m_250m_s0..0cm_2017_v1.0.tif 24.60781
clm_precipitation_sm2rain.dec_sd.10_10km_s0..0cm_2007..2018_v1.0.tif 24.59130
clm_precipitation_sm2rain.feb_m_1km_s0..0cm_2007..2018_v0.2.tif 24.31546
clm_bioclim.var_chelsa.6_m_1km_s0..0cm_1979..2013_v1.0.tif 24.25958
clm_monthly.temp_worldclim.chelsa.oct_m_1km_s0..0cm_1979..2013_v1.0.tif 23.75390
clm_monthly.temp_worldclim.chelsa.feb_l.01_1km_s0..0cm_1979..2013_v1.0.tif 22.87568
clm_monthly.temp_worldclim.chelsa.nov_l.01_1km_s0..0cm_1979..2013_v1.0.tif 22.16417
dtm_mrn_merit.dem_m_1km_s0..0cm_2017_v1.0.tif 22.08196
dtm_vrm_merit.dem_m_250m_s0..0cm_2018_v1.0.tif 22.06480
dtm_upslope.curvature_merit.dem_m_250m_s0..0cm_2017_v1.0.tif 21.83884
clm_monthly.temp_worldclim.chelsa.sep_m_1km_s0..0cm_1979..2013_v1.0.tif 21.57116
clm_monthly.temp_worldclim.chelsa.sep_l.01_1km_s0..0cm_1979..2013_v1.0.tif 21.38687
clm_precipitation_sm2rain.jan_sd.10_10km_s0..0cm_2007..2018_v1.0.tif 21.26159
dtm_upslope.curvature_merit.dem_m_1km_s0..0cm_2017_v1.0.tif 21.03936
clm_monthly.temp_worldclim.chelsa.apr_m_1km_s0..0cm_1979..2013_v1.0.tif 20.95086
dtm_downlslope.curvature_merit.dem_m_1km_s0..0cm_2017_v1.0.tif 20.84640
clm_monthly.temp_worldclim.chelsa.nov_m_1km_s0..0cm_1979..2013_v1.0.tif 20.57680
clm_monthly.temp_worldclim.chelsa.oct_l.01_1km_s0..0cm_1979..2013_v1.0.tif 20.46570
clm_snow.prob_esacci.mar_p_1km_s0..0cm_2000..2016_v1.0.tif 19.15280
clm_monthly.temp_worldclim.chelsa.may_u.99_1km_s0..0cm_1979..2013_v1.0.tif 19.15038
dtm_upslope.curvature_merit.dem_m_2km_s0..0cm_2017_v1.0.tif 18.77763
clm_bioclim.var_chelsa.1_m_1km_s0..0cm_1979..2013_v1.0.tif 18.64806
clm_monthly.temp_worldclim.chelsa.apr_l.01_1km_s0..0cm_1979..2013_v1.0.tif 18.60075
dtm_mrn_merit.dem_m_2km_s0..0cm_2017_v1.0.tif 18.35193
dtm_curvature_merit.dem_m_1km_s0..0cm_2017_v1.0.tif 17.86275
dtm_curvature_merit.dem_m_2km_s0..0cm_2017_v1.0.tif 17.80130
dtm_tpi_merit.dem_m_250m_s0..0cm_2017_v1.0.tif 16.13026
clm_monthly.temp_worldclim.chelsa.may_m_1km_s0..0cm_1979..2013_v1.0.tif 15.65166
clm_snow.prob_esacci.feb_p_1km_s0..0cm_2000..2016_v1.0.tif 14.73611