Table 7. Fifty-four wavenumber variables aligned by wavelength of the XGBoost and Boosted Tree reduced models.

Group Wave number variable XGBoost Boosted Tree
Variable name Wave number (cm−1) Wavelength (nm) Main effect Total effect Main effect Total effect
Group I (811~1,088 nm) ab12327 12,327 811 0.0069 0.0278
ab12311 12,311 812 0.0519 0.1307
ab12296 12,296 813 0.0092 0.0188
ab12265 12,265 815 0.0431 0.086
ab11926 11,926 839 0.0074 0.0159
ab11741 11,741 852 0.0127 0.0274
ab11617 11,617 861 0.0181 0.0712
ab11540 11,540 867 0.0081 0.0276
ab11509 11,509 869 0.0183 0.0477
ab11478 11,478 871 0.0127 0.0436
ab11262 11,262 888 0.0034 0.01
ab11231 11,231 890 0.0118 0.0268 0.0089 0.0326
ab10923 10,923 915 0.0098 0.0212
ab10738 10,738 931 0.0242 0.0573
ab10306 10,306 970 0.0085 0.0268
ab10229 10,229 978 0.0317 0.0966
ab10028 10,028 997 0.0694 0.1987
ab9920 9,920 1,008 0.0171 0.0402
ab9905 9,905 1,010 0.0128 0.0489
ab9812 9,812 1,019 0.0099 0.0359
ab9735 9,735 1,027 0.0049 0.0142
ab9689 9,689 1,032 0.0219 0.0442
ab9195 9,195 1,088 0.0274 0.0977
Group II (1,137~1,273 nm) ab8794 8,794 1,137 0.023 0.0519 0.0146 0.0477
ab8778 8,778 1,139 0.0159 0.0327
ab8115 8,115 1,232 0.0191 0.045
ab7976 7,976 1,254 0.0023 0.0084
ab7853 7,853 1,273 0.0084 0.0261
Group III (1,336~1,453 nm) ab7482 7,482 1,336 0.0095 0.0212
ab7467 7,467 1,339 0.0052 0.0207
ab7451 7,451 1,342 0.0051 0.0186
ab7328 7,328 1,365 0.0332 0.0741
ab7297 7,297 1,370 0.0154 0.0666
ab7004 7,004 1,428 0.0895 0.1833 0.0136 0.0423
ab6881 6,881 1,453 0.0472 0.1000 0.0351 0.1033
Group IV (1,666~1,671 nm) ab6001 6,001 1,666 0.0884 0.1861
ab5986 5,986 1,671 0.0165 0.0618
Group V (1,879~2,045 nm) ab5322 5,322 1,879 0.0232 0.0606
ab5276 5,276 1,895 0.0047 0.0185
ab5261 5,261 1,901 0.0096 0.0278
ab5230 5,230 1,912 0.0176 0.0604 0.0171 0.0494
ab5183 5,183 1,929 0.0168 0.0473
ab5168 5,168 1,935 0.0488 0.0986 0.0193 0.0652
ab5153 5,153 1,941 0.0206 0.0671
ab5137 5,137 1,946 0.0382 0.0690
ab5075 5,075 1,970 0.0056 0.0136
ab4890 4,890 2,045 0.0069 0.0141
Group VI (2,058~2,409 nm) ab4859 4,859 2,058 0.0291 0.0581
ab4844 4,844 2,064 0.0177 0.0376
ab4751 4,751 2,104 0.0211 0.0935
ab4474 4,474 2,235 0.006 0.0226
ab4196 4,196 2,383 0.023 0.0771
ab4181 4,181 2,392 0.0075 0.0245
ab4150 4,150 2,409 0.0567 0.1326 0.0518 0.1597