Table 2 Results of the 30 runs of the models with individual variables excluded in turn
| Â | % Contribution in model development | Jackknife test (based on training gain) | |||
|---|---|---|---|---|---|
Excluded variable | Test AUC | Standard deviation | 1st | 2nd | 3rd |
None | 0.819 | 0.0328 | bio18 | bio18 | LST |
Annual mean temperature (Bio_1) | 0.818 | 0.0330 | bio18 | bio18 | LST |
Mean diurnal range (Bio_2) | 0.820 | 0.0329 | bio18 | bio18 | LST |
Isothermality (Bio_3) | 0.821 | 0.0327 | bio18 | bio18 | LST |
Temperature seasonality (Bio_4) | 0.819 | 0.0331 | bio18 | bio18 | LST |
Max temperature of warmest month (Bio_5) | 0.819 | 0.0330 | bio18 | bio18 | NDWI |
Min temperature of coldest month (Bio_6) | 0.819 | 0.0332 | bio18 | bio18 | LST |
Temperature annual range (Bio_7) | 0.820 | 0.0329 | bio18 | bio18 | LST |
Mean temperature of wettest quarter (Bio_8) | 0.819 | 0.0329 | bio18 | bio18 | LST |
Mean temperature of driest quarter (Bio_9) | 0.820 | 0.0328 | bio18 | bio18 | LST |
Mean temperature of warmest quarter (Bio_10) | 0.819 | 0.0330 | bio18 | bio18 | LST |
Mean temperature of coldest quarter (Bio_11) | 0.819 | 0.0329 | bio18 | bio18 | LST |
Annual precipitation (Bio_12) | 0.820 | 0.0328 | bio18 | bio18 | LST |
Precipitation of wettest month (Bio_13) | 0.818 | 0.0330 | bio18 | bio18 | LST |
Precipitation of driest month (Bio_14) | 0.820 | 0.0325 | bio18 | bio18 | LST |
Precipitation seasonality (Bio_15) | 0.812 | 0.0337 | bio18 | bio18 | LST |
Precipitation of wettest quarter (Bio_16) | 0.820 | 0.0327 | bio18 | bio18 | LST |
Precipitation of driest quarter (Bio_17) | 0.819 | 0.0329 | bio18 | bio18 | LST |
Precipitation of warmest quarter (Bio_18) | 0.814 | 0.0331 | GST | bio13 | LST |
Precipitation of coldest quarter (Bio_19) | 0.819 | 0.0330 | bio18 | bio18 | LST |
Soil drainage | 0.814 | 0.033 | bio18 | bio18 | GST |
General soil type (GST) | 0.811 | 0.0342 | bio18 | bio18 | LST |
Soil moisture | 0.820 | 0.0327 | bio18 | bio18 | LST |
Soil reaction | 0.820 | 0.0327 | bio18 | bio18 | NDWI |
Land use/land cover category (LULC) | 0.820 | 0.0328 | bio18 | bio18 | LST |
Normalized difference vegetation index (NDVI) | 0.822 | 0.0321 | bio18 | bio18 | NDWI |
Normalized difference water index (NDWI) | 0.813 | 0.0334 | bio18 | bio18 | LST |
Topographic wetness index (TWI) | 0.819 | 0.0328 | bio18 | bio18 | LST |
Land surface temperature (LST) | 0.813 | 0.0328 | bio18 | bio18 | NDWI |
Elevation | 0.820 | 0.0327 | bio18 | bio18 | LST |