Feature,Rank,Training Data Type,Intuitive_Name,LR,RF,Fransen,Refit,Boruta,Permutation,JMIM
d_slp1000_m,1,Occurrence,Downstream Channel Slope (%) - 1000 (m),LR-O*,RF-O,,,34.38,1,0.98
SumUpSlpLen_km,2,Occurrence,Total Upstream Channel Length (km),LR-O*,RF-O,,,31.37,-0.6,0.88
log10ba,3,Occurrence,Log-transformed Drainage Area,LR-O*,RF-O,Fransen-O,Refit-O,28.63,-0.12,1
elev_norm,4,Occurrence,Median-normalized Elevation,LR-O*,RF-O,,,25.27,-0.44,0.92
STRAHLER,5,Occurrence,Strahler Order,,RF-O,,,22.24,-0.01,0.97
elev,6,Occurrence,Elevation (m),,RF-O,Fransen-O,Refit-O,20.65,-0.05,0.91
avg_down_100,7,Occurrence,Downstream Channel Slope (%) - 100 (m),,RF-O,Fransen-O,Refit-O,20.57,-0.34,0.94
avg_up_100,8,Occurrence,Upstream Channel Slope (%) - 100 m,,RF-O,Fransen-O,Refit-O,19.83,-0.5,0.89
distmouth_norm,9,Occurrence,Median-normalized Distance to Outlet (m),,RF-O,,,19.32,-0.49,0.95
d_slp50_m,10,Occurrence,Downstream Channel Slope (%) - 50 (m),,RF-O,,,17.15,-0.09,0.86
d_slp20_m,11,Occurrence,Downstream Channel Slope (%) - 20 (m),,RF-O,,,15.46,-0.32,0.82
seg_slope_perc,12,Occurrence,Reach Channel Slope (%) -,,RF-O,,,15.34,-0.29,0.8
Water_Storage_fix,13,Occurrence,Water Storage (SSURGO),,RF-O,,,15.34,-0.17,0.6
tmin_yp0,14,Occurrence,August Mean Tmin,,RF-O,,,15.3,-0.41,0.75
d_slp30_m,15,Occurrence,Downstream Channel Slope (%) - 30 (m),,RF-O,,,15.04,-0.2,0.83
ppt_yp0,16,Occurrence,August Precipitation,,RF-O,,,14.93,-0.25,0.71
ppt_PCA_yp0,17,Occurrence,1st PC of Precipitatation CY,,RF-O,,,14.29,-0.35,0.85
ppt_sum_yp0,18,Occurrence,Total Precipitation CY,,RF-O,,,13.95,-0.08,0.63
DrainDens,19,Occurrence,Drainage Density (km / km2),,RF-O,,,13.91,-0.01,0
tphc_ge_3_2017,20,Occurrence,Trees Per Hectare Coniferous,,RF-O,,,13.16,-0.26,0.35
Texture,21,Occurrence,Soil Texture,,RF-O,,,13.15,-0.5,0.62
Lith_Prov3,22,Occurrence,Lithologic Province 3 (Proportion of Basin),,RF-O,,,13.08,-0.4,0.18
TPI_50_m,23,Occurrence,Topographic Position Index 50 m,,RF-O,,,12.79,-0.33,0.28
vpdmax_yp0,24,Occurrence,Average Maximum Vapor Pressure Deficit CY,,RF-O,,,12.75,-0.45,0.78
tph_ge_3_2017,25,Occurrence,Trees Per Hectare,,RF-O,,,12.63,-0.19,0.49
tmax_yp0,26,Occurrence,August Mean Tmin,,RF-O,,,12.46,-0.25,0.69
Hydro_Conductivity,27,Occurrence,Hydraulic Conductivity,,,,,12.41,-0.21,0.66
HAND_1,28,Occurrence,HAND (FCPG),,,,,12.27,-0.03,0.46
aspect_cos,29,Occurrence,COS Aspect (Northness),,,,,12.14,-0.24,0.29
dtm_smooth,30,Occurrence,Elevation (m) (FCPG),,,,,12.08,-0.04,0.74
cancov_hdw_2017,31,Occurrence,% Hardwood Canopy Cover,,,,,12.05,-0.35,0.58
Bedrock_Depth_fix,32,Occurrence,Depth to Bedrock (m),,,,,11.79,-0.26,0.51
tp_sarelratio,33,Occurrence,Surface Relief Ratio,,,,,11.66,-0.22,0.14
ppt_nrml,34,Occurrence,30 Year August PPT Normal,,,,,11.65,-0.46,0.77
slope_pct_taudem,35,Occurrence,Slope (%) (FCPG),,,,,11.52,-0.38,0.45
NLCD6,36,Occurrence,NLCD Class 6 (Proprtion of Basin),,,,,11.36,-0.35,0.32
tp_dissection,37,Occurrence,Topographic Dissection,,,,,11.21,-0.54,0.08
cancov_2017,38,Occurrence,% Canopy Cover,,,,,11.15,0.04,0.43
cancov_con_2017,39,Occurrence,% Coniferous Canopy Cover,,,,,10.88,0.06,0.54
tp_roughness,40,Occurrence,Topographic Roughness,,,,,10.8,-0.26,0.05
hload,41,Occurrence,Heatload Index,,,,,10.08,-0.27,0.34
TWI,42,Occurrence,Topographic Wetness Index,,,,,10.04,-0.46,0.52
aspect_sin,43,Occurrence,SIN Aspect (Westness),,,,,9.54,-0.4,0.57
tp_vrm,44,Occurrence,Vector Ruggedness Measurement,,,,,9.51,-0.47,0.37
tphh_ge_3_2017,45,Occurrence,Trees per Hectare Hardwood,,,,,9.47,-0.18,0.26
aspect_trasp,46,Occurrence,TRASP Aspect,,,,,9.3,-0.1,0.72
SPI,47,Occurrence,Stream Power Index,,,,,9.26,-0.36,0.4
NLCD5,48,Occurrence,NLCD Class 5 (Proprtion of Basin),,,,,9.26,-0.54,0.38
plan_curve,49,Occurrence,Planimetric Curvature,,,,,9.25,-0.32,0.09
TPI_500_m,50,Occurrence,Topographic Position Index 500 m,,,,,9.24,0.28,0.06
prof_curve,51,Occurrence,Profile Curvature of Topography,,,,,9.2,-0.27,0.12
Lith_Prov7,52,Occurrence,Lithologic Province 7 (Proportion of Basin),,,,,9.12,-0.37,0.48
Water_Depth_fix,53,Occurrence,Depth to Water (m),,,,,8.82,-0.35,0.65
Lith_Prov5,54,Occurrence,Lithologic Province 2 (Proportion of Basin),,,,,8.79,-0.18,0.2
curve,55,Occurrence,Combined Profile and Planimetric Curvature,,,,,8.44,-0.25,0.03
TPI_5000_m,56,Occurrence,Topographic Position Index 5000 m,,,,,8.28,-0.47,0.55
tp_slpposidx,57,Occurrence,Slope (%) Position Index,,,,,7.84,-0.28,0.02
NLCD9,58,Occurrence,NLCD Class 9 (Proprtion of Basin),,,,,7.42,-0.07,0.31
Lith_Prov1,59,Occurrence,Lithologic Province 1 (Proportion of Basin),,,,,6.88,-0.7,0.17
Lith_Prov4,60,Occurrence,Lithologic Province 4 (Proportion of Basin),,,,,6.88,-0.37,0.23
Lith_Prov2,61,Occurrence,Lithologic Province 2 (Proportion of Basin),,,,,6.75,-0.19,0.15
NLCD7,62,Occurrence,NLCD Class 7 (Proprtion of Basin),,,,,6.62,-0.33,0.68
NLCD4,63,Occurrence,NLCD Class 4 (Proprtion of Basin),,,,,6.53,-0.27,0.22
NLCD10,64,Occurrence,NLCD Class 10 (Proprtion of Basin),,,,,6.51,-0.6,0.42
HAND,65,Occurrence,Local Height Above Nearest Drainage,,,,,4.72,-0.44,0.11
NLCD2,66,Occurrence,NLCD Class 2 (Proprtion of Basin),,,,,4.1,-0.21,0.25
d_slp1000_m,1,Habitat,Downstream Channel Slope (%) - 1000 (m),LR-H,RF-H,,,36.62,-1.32,0.98
SumUpSlpLen_km,2,Habitat,Total Upstream Channel Length (km),LR-H,RF-H,,,31.9,-58.46,0.86
log10ba,3,Habitat,Log-transformed Drainage Area,LR-H,RF-H,Fransen-H,Refit-O,28.59,0.74,1
elev_norm,4,Habitat,Median-normalized Elevation,LR-H,RF-H,,,25.59,0.6,0.95
elev,5,Habitat,Elevation (m),,,Fransen-H,Refit-O,21.98,0.44,0.89
STRAHLER,6,Habitat,Strahler Order,LR-H,RF-H,,,20.82,0.43,0.97
avg_down_100,7,Habitat,Downstream Channel Slope (%) - 100 (m),,,Fransen-H,Refit-O,20.75,0.09,0.91
avg_up_100,8,Habitat,Upstream Channel Slope (%) - 100 m,,,Fransen-H,Refit-O,19.32,-0.28,0.94
distmouth_norm,9,Habitat,Median-normalized Distance to Outlet (m),,,,,19.21,-1.01,0.92
d_slp50_m,10,Habitat,Downstream Channel Slope (%) - 50 (m),,,,,16.34,-1.05,0.85
seg_slope_perc,11,Habitat,Reach Channel Slope (%) -,,,,,16.09,0.04,0.88
ppt_yp0,12,Habitat,August Precipitation,,,,,15.49,0.33,0.7
tmin_yp0,13,Habitat,August Mean Tmin,,,,,15.39,0.78,0.74
d_slp30_m,14,Habitat,Downstream Channel Slope (%) - 30 (m),,,,,15.35,0.74,0.82
Water_Storage_fix,15,Habitat,Water Storage (SSURGO),,,,,15.08,0.53,0.48
ppt_PCA_yp0,16,Habitat,1st PC of Precipitatation CY,,,,,14.6,0.44,0.83
Bedrock_Depth_fix,17,Habitat,Depth to Bedrock (m),,,,,14.55,0.29,0.47
TPI_50_m,18,Habitat,Topographic Position Index 50 m,,,,,14.23,-0.09,0.29
d_slp20_m,19,Habitat,Downstream Channel Slope (%) - 20 (m),,,,,14.14,0.72,0.8
DrainDens,20,Habitat,Drainage Density (km / km2),,,,,14.04,0.26,0
ppt_sum_yp0,21,Habitat,Total Precipitation CY,,,,,13.91,0.44,0.67
vpdmax_yp0,22,Habitat,Average Maximum Vapor Pressure Deficit CY,,,,,13.64,-0.55,0.71
aspect_cos,23,Habitat,COS Aspect (Northness),,,,,13.61,-1.7,0.32
tmax_yp0,24,Habitat,August Mean Tmin,,,,,13.53,-0.88,0.77
cancov_2017,25,Habitat,% Canopy Cover,,,,,13.09,0.28,0.5
HAND_1,26,Habitat,HAND (FCPG),,,,,12.8,-1.33,0.45
ppt_nrml,27,Habitat,30 Year August PPT Normal,,,,,12.77,-0.02,0.79
cancov_hdw_2017,28,Habitat,% Hardwood Canopy Cover,,,,,12.75,0.7,0.58
tph_ge_3_2017,29,Habitat,Trees Per Hectare,,,,,12.46,-0.77,0.41
dtm_smooth,30,Habitat,Elevation (m) (FCPG),,,,,12.45,-0.1,0.76
slope_pct_taudem,31,Habitat,Slope (%) (FCPG),,,,,12.36,-0.75,0.39
tphc_ge_3_2017,32,Habitat,Trees Per Hectare Coniferous,,,,,12.21,0.77,0.52
NLCD6,33,Habitat,NLCD Class 6 (Proprtion of Basin),,,,,12.06,0.28,0.27
Texture,34,Habitat,Soil Texture,,,,,12.02,0.54,0.61
cancov_con_2017,35,Habitat,% Coniferous Canopy Cover,,,,,11.84,0.22,0.64
Hydro_Conductivity,36,Habitat,Hydraulic Conductivity,,,,,11.8,-0.89,0.65
tp_sarelratio,37,Habitat,Surface Relief Ratio,,,,,11.26,-0.04,0.15
tp_roughness,38,Habitat,Topographic Roughness,,,,,11.22,-0.43,0.08
Water_Depth_fix,39,Habitat,Depth to Water (m),,,,,10.89,-0.73,0.53
hload,40,Habitat,Heatload Index,,,,,10.87,-0.58,0.35
aspect_trasp,41,Habitat,TRASP Aspect,,,,,10.53,-0.29,0.62
tphh_ge_3_2017,42,Habitat,Trees per Hectare Hardwood,,,,,10.45,0.04,0.3
TPI_5000_m,43,Habitat,Topographic Position Index 5000 m,,,,,10.33,0.22,0.73
tp_dissection,44,Habitat,Topographic Dissection,,,,,10.19,0.37,0.11
aspect_sin,45,Habitat,SIN Aspect (Westness),,,,,10.13,0.22,0.56
TPI_500_m,46,Habitat,Topographic Position Index 500 m,,,,,10.09,1,0.12
TWI,47,Habitat,Topographic Wetness Index,,,,,10.08,-0.15,0.59
NLCD5,48,Habitat,NLCD Class 5 (Proprtion of Basin),,,,,9.94,0.56,0.42
plan_curve,49,Habitat,Planimetric Curvature,,,,,9.84,-1.67,0.09
Lith_Prov3,50,Habitat,Lithologic Province 3 (Proportion of Basin),,,,,9.44,-0.9,0.14
SPI,51,Habitat,Stream Power Index,,,,,9.34,0.42,0.33
Lith_Prov5,52,Habitat,Lithologic Province 2 (Proportion of Basin),,,,,9.24,-0.01,0.21
tp_slpposidx,53,Habitat,Slope (%) Position Index,,,,,9.23,0.2,0.02
curve,54,Habitat,Combined Profile and Planimetric Curvature,,,,,9.09,-0.44,0.05
tp_vrm,55,Habitat,Vector Ruggedness Measurement,,,,,8.93,0.01,0.38
prof_curve,56,Habitat,Profile Curvature of Topography,,,,,8.8,0.93,0.06
Lith_Prov7,57,Habitat,Lithologic Province 7 (Proportion of Basin),,,,,8.24,0.4,0.68
NLCD9,58,Habitat,NLCD Class 9 (Proprtion of Basin),,,,,8.1,0.68,0.36
NLCD7,59,Habitat,NLCD Class 7 (Proprtion of Basin),,,,,6.97,0.46,0.55
Lith_Prov1,60,Habitat,Lithologic Province 1 (Proportion of Basin),,,,,6.72,-1.2,0.18
NLCD4,61,Habitat,NLCD Class 4 (Proprtion of Basin),,,,,6.58,-0.81,0.26
Lith_Prov2,62,Habitat,Lithologic Province 2 (Proportion of Basin),,,,,6.4,0.22,0.2
NLCD10,63,Habitat,NLCD Class 10 (Proprtion of Basin),,,,,5.8,1,0.44
Lith_Prov4,64,Habitat,Lithologic Province 4 (Proportion of Basin),,,,,5.63,-0.71,0.23
NLCD2,65,Habitat,NLCD Class 2 (Proprtion of Basin),,,,,4.8,0.72,0.24
HAND,66,Habitat,Local Height Above Nearest Drainage,,,,,4.33,0.22,0.17
ProfCurve,67,Habitat,Profile Curvature of Topography (FCPG),,,,,3.19,0.67,0.03