These functions extract score and loading matrices from fitted mvr
models.
Usage
loadings(object, ...)
# Default S3 method
loadings(object, ...)
scores(object, ...)
# Default S3 method
scores(object, estimate, newdata, ...)
Yscores(object)
loading.weights(object)
Yloadings(object)Details
All functions extract the indicated matrix from the fitted model, and will work with any object having a suitably named component.
The default scores and loadings methods also handle
prcomp objects (their scores and loadings components are called
x and rotation, resp.), and add an attribute "explvar"
with the variance explained by each component, if this is available. (See
explvar for details.)
Note
There is a loadings function in package stats. It simply
returns any element named "loadings". See
loadings for details. The function can be accessed as
stats::loadings(...).
Examples
data(yarn)
plsmod <- plsr(density ~ NIR, 6, data = yarn)
scores(plsmod)
#> Comp 1 Comp 2 Comp 3 Comp 4 Comp 5 Comp 6
#> 1 4.57990419 -0.09140373 0.869242045 -0.017624270 0.18502203 0.099904242
#> 2 3.24841966 0.89743358 0.469247768 0.096725666 -0.03959236 -0.027485757
#> 3 3.75411539 -0.82766123 0.114423744 -0.118119468 0.16331738 -0.053562185
#> 4 1.77397722 1.81447783 0.253607676 0.175783437 -0.11128205 -0.068314261
#> 5 2.17007140 0.12029310 -0.002896461 0.002020851 -0.11245856 -0.008001149
#> 6 2.49106503 -1.78266322 -0.041678574 -0.211359090 -0.13985623 0.066714219
#> 7 0.46210460 2.79295125 -0.265431714 0.168243919 0.13127368 -0.200592065
#> 8 0.54266383 1.00552486 -0.172445948 0.104351353 -0.07781285 0.022128415
#> 9 1.13590335 -0.67265429 -0.637478608 -0.056866988 0.28724448 -0.002555841
#> 10 1.14492576 -2.69639522 -0.365745299 -0.185221159 -0.09638374 0.012648858
#> 11 -1.12262204 3.11725314 0.070563455 -0.094171311 -0.20423283 -0.167496591
#> 12 -1.20053991 1.73520617 -0.015753174 0.097684399 -0.14695942 0.017545312
#> 13 -1.06084971 0.17731462 -0.126529855 0.086348166 -0.04902282 0.109594846
#> 14 -0.85884461 -1.72512705 -0.143766013 -0.009128428 -0.09768392 0.071537229
#> 15 -0.68291566 -3.65041572 -0.200548113 -0.103482366 0.01193804 -0.097646550
#> 16 -2.58038381 3.49457557 0.226667852 -0.510871968 0.02943195 -0.022853788
#> 17 -2.85280950 2.33305213 0.125156861 -0.128225389 0.15676625 0.031781764
#> 18 -3.02813920 0.93940405 0.234453776 0.060569164 0.08243872 0.132526028
#> 19 -3.07386202 -0.87231577 0.331430586 0.124441248 0.05921566 0.118437352
#> 20 -3.03452441 -2.70869481 0.439804866 0.094660241 -0.02467206 0.039652890
#> 21 -2.85800943 -4.70204024 0.391362802 0.048811675 0.04302261 -0.290446059
#> 110 1.49058368 0.56788023 -0.206846940 0.062233909 0.01885088 -0.044744183
#> 22 1.50061613 -0.37410610 -0.130661131 -0.019952044 -0.14343798 0.020996299
#> 31 -0.02429829 1.37366578 -0.325696729 0.118601107 0.06845529 -0.022478376
#> 41 0.24798549 0.23912041 -0.320229664 0.056986162 0.02048780 0.081784970
#> 51 -0.11200548 -1.23265000 -0.132955691 -0.014323259 -0.16945767 0.108601806
#> 61 -1.10182066 1.29797017 -0.126319525 0.108970829 -0.03664540 -0.005976487
#> 71 -0.95071098 -0.56999551 -0.310977991 0.062913616 0.19203311 0.078299062
#> attr(,"class")
#> [1] "scores"
#> attr(,"explvar")
#> Comp 1 Comp 2 Comp 3 Comp 4 Comp 5 Comp 6
#> 46.8349936 51.5408548 1.0793049 0.2145479 0.1844248 0.1177235
loadings(plsmod)[,1:4]
#> Comp 1 Comp 2 Comp 3 Comp 4
#> NIR1 6.624595e-03 1.541745e-02 -0.116401274 -0.0320444153
#> NIR2 2.132897e-02 3.259607e-02 -0.143816927 -0.0608729488
#> NIR3 3.907772e-02 5.674406e-02 -0.135692817 -0.0874724587
#> NIR4 5.182098e-02 8.249987e-02 -0.088729023 -0.0755824107
#> NIR5 5.375104e-02 1.044961e-01 -0.033554914 -0.0562929027
#> NIR6 4.611467e-02 1.222377e-01 0.001861870 -0.0489105670
#> NIR7 3.155193e-02 1.374709e-01 0.015294632 -0.0521218645
#> NIR8 1.146237e-02 1.501444e-01 0.013186256 -0.0618918557
#> NIR9 -1.169045e-02 1.614116e-01 0.001453473 -0.0681412420
#> NIR10 -3.536374e-02 1.744725e-01 -0.016742230 -0.0603595204
#> NIR11 -5.933681e-02 1.902894e-01 -0.038619507 -0.0386450581
#> NIR12 -8.306889e-02 2.071693e-01 -0.060675092 -0.0072256811
#> NIR13 -1.032609e-01 2.232145e-01 -0.081648448 0.0358317103
#> NIR14 -1.177729e-01 2.372211e-01 -0.102986174 0.0990587399
#> NIR15 -1.303175e-01 2.494489e-01 -0.126883472 0.1824573576
#> NIR16 -1.466046e-01 2.595813e-01 -0.154632968 0.2697444974
#> NIR17 -1.640180e-01 2.661338e-01 -0.177228247 0.3233529623
#> NIR18 -1.743316e-01 2.674873e-01 -0.185362771 0.3089211292
#> NIR19 -1.733705e-01 2.635447e-01 -0.177065880 0.2244538105
#> NIR20 -1.619144e-01 2.543173e-01 -0.153061593 0.0856512907
#> NIR21 -1.448837e-01 2.387700e-01 -0.119415782 -0.0712235354
#> NIR22 -1.277032e-01 2.173329e-01 -0.088415171 -0.1928233371
#> NIR23 -1.110050e-01 1.943493e-01 -0.067224160 -0.2513429993
#> NIR24 -9.460788e-02 1.711954e-01 -0.051959578 -0.2610302415
#> NIR25 -8.474681e-02 1.470327e-01 -0.041449205 -0.2545203297
#> NIR26 -8.379625e-02 1.247347e-01 -0.034800275 -0.2444184550
#> NIR27 -8.084661e-02 1.022109e-01 -0.029874808 -0.2171423219
#> NIR28 -6.313834e-02 7.272864e-02 -0.037366335 -0.1383743913
#> NIR29 -3.904403e-02 4.486388e-02 -0.045376831 -0.0715608527
#> NIR30 -1.951470e-02 2.529461e-02 -0.045120956 -0.0312093825
#> NIR31 -8.256665e-03 1.440309e-02 -0.040934326 -0.0078561628
#> NIR32 -5.225275e-03 1.025369e-02 -0.038102657 0.0001045079
#> NIR33 -7.271759e-03 1.020135e-02 -0.038545098 -0.0013953124
#> NIR34 -1.050634e-02 1.194265e-02 -0.041011952 -0.0060286985
#> NIR35 -1.386392e-02 1.246251e-02 -0.044041488 -0.0095007175
#> NIR36 -1.842760e-02 8.818447e-03 -0.048260842 -0.0096857377
#> NIR37 -2.384892e-02 3.617778e-03 -0.053681986 -0.0082855432
#> NIR38 -2.890335e-02 2.482860e-03 -0.058950050 -0.0107229978
#> NIR39 -3.267125e-02 3.274024e-03 -0.063723711 -0.0149707164
#> NIR40 -3.420457e-02 8.904731e-04 -0.067575181 -0.0129794353
#> NIR41 -3.265536e-02 -2.588608e-03 -0.068916396 -0.0073110346
#> NIR42 -2.984714e-02 -1.803429e-03 -0.066875767 -0.0058930953
#> NIR43 -2.941407e-02 1.944929e-03 -0.064192294 -0.0094845547
#> NIR44 -3.143770e-02 2.478976e-03 -0.065314906 -0.0123451695
#> NIR45 -3.351881e-02 -1.326440e-03 -0.069581823 -0.0108408723
#> NIR46 -3.428486e-02 -1.997008e-03 -0.072395354 -0.0120020038
#> NIR47 -3.366706e-02 5.099892e-03 -0.070835478 -0.0201267544
#> NIR48 -3.450930e-02 1.166034e-02 -0.068721263 -0.0287646505
#> NIR49 -3.838940e-02 1.221044e-02 -0.073091969 -0.0320795944
#> NIR50 -4.313153e-02 1.065212e-02 -0.081826871 -0.0342082384
#> NIR51 -4.565483e-02 4.180119e-03 -0.091100451 -0.0288728448
#> NIR52 -4.169298e-02 -1.720733e-02 -0.102892350 0.0033520365
#> NIR53 -3.224423e-02 -4.109102e-02 -0.111009318 0.0312488068
#> NIR54 -2.361946e-02 -4.916201e-02 -0.108675344 0.0452166366
#> NIR55 -1.654489e-02 -3.714856e-02 -0.096144163 0.0427179359
#> NIR56 -1.169685e-02 -1.126248e-02 -0.077475911 0.0110990005
#> NIR57 -1.014691e-02 1.205054e-02 -0.059610633 -0.0328958376
#> NIR58 -4.918889e-03 1.379837e-02 -0.053583705 -0.0340048642
#> NIR59 4.755685e-03 9.363066e-04 -0.051338427 -0.0050761772
#> NIR60 8.212777e-03 -1.132494e-02 -0.049392271 0.0310513967
#> NIR61 5.146947e-03 -2.045708e-02 -0.055677926 0.0616808751
#> NIR62 6.312422e-03 -2.203296e-02 -0.061318118 0.0749123900
#> NIR63 1.303421e-02 -1.611113e-02 -0.057347565 0.0731000696
#> NIR64 1.422116e-02 -1.106599e-02 -0.049990898 0.0622268747
#> NIR65 7.873790e-03 -5.394719e-03 -0.044993322 0.0356268993
#> NIR66 7.170677e-03 1.137927e-02 -0.044405978 -0.0022335031
#> NIR67 1.498220e-02 2.260739e-02 -0.037949291 -0.0196640746
#> NIR68 2.603544e-02 4.771798e-02 -0.042253436 -0.0362639904
#> NIR69 6.383787e-02 8.492879e-02 -0.029419805 -0.0440981976
#> NIR70 1.000377e-01 7.683935e-02 0.015756524 0.0322074785
#> NIR71 1.140048e-01 5.871186e-02 0.037834407 0.0656785598
#> NIR72 1.159581e-01 4.641634e-02 0.041084980 0.0804218607
#> NIR73 1.136673e-01 4.023444e-02 0.038877746 0.0870849094
#> NIR74 1.104668e-01 3.718318e-02 0.035795609 0.0885675815
#> NIR75 1.074530e-01 3.533359e-02 0.032300193 0.0878423805
#> NIR76 1.052701e-01 3.403376e-02 0.028759109 0.0863259121
#> NIR77 1.043708e-01 3.323780e-02 0.025196674 0.0849577160
#> NIR78 1.047859e-01 3.296461e-02 0.021159476 0.0839924398
#> NIR79 1.062758e-01 3.310066e-02 0.016048108 0.0838507526
#> NIR80 1.086711e-01 3.355627e-02 0.010651089 0.0832923225
#> NIR81 1.116293e-01 3.435968e-02 0.005122926 0.0814470373
#> NIR82 1.144054e-01 3.559394e-02 -0.002842356 0.0799478142
#> NIR83 1.162910e-01 3.718907e-02 -0.014626223 0.0784658950
#> NIR84 1.171046e-01 3.874999e-02 -0.030260015 0.0756533421
#> NIR85 1.168514e-01 3.970971e-02 -0.048030473 0.0728033513
#> NIR86 1.152502e-01 3.978679e-02 -0.067428446 0.0703528048
#> NIR87 1.128360e-01 3.919499e-02 -0.088907184 0.0658368362
#> NIR88 1.099585e-01 3.870950e-02 -0.109336951 0.0594282322
#> NIR89 1.061798e-01 3.918041e-02 -0.128356069 0.0570116722
#> NIR90 1.023012e-01 4.045748e-02 -0.144427214 0.0492969434
#> NIR91 9.972432e-02 4.182903e-02 -0.151108961 0.0310533687
#> NIR92 9.821457e-02 4.324393e-02 -0.153789402 0.0143836073
#> NIR93 9.695664e-02 4.495216e-02 -0.157315568 0.0018729507
#> NIR94 9.643888e-02 4.674486e-02 -0.160735779 -0.0047622602
#> NIR95 9.696313e-02 4.874639e-02 -0.166529740 -0.0056341168
#> NIR96 9.873766e-02 5.103590e-02 -0.169520543 -0.0034114349
#> NIR97 1.014125e-01 5.280361e-02 -0.168853034 0.0016049665
#> NIR98 1.036496e-01 5.364092e-02 -0.166881935 0.0066610016
#> NIR99 1.055234e-01 5.406348e-02 -0.158502231 0.0073974007
#> NIR100 1.076527e-01 5.431997e-02 -0.145161600 0.0053924823
#> NIR101 1.095304e-01 5.480715e-02 -0.133336801 0.0080037177
#> NIR102 1.104313e-01 5.550128e-02 -0.123542850 0.0140348117
#> NIR103 1.104275e-01 5.605672e-02 -0.114702394 0.0163248283
#> NIR104 1.101076e-01 5.672286e-02 -0.105386717 0.0174668109
#> NIR105 1.094454e-01 5.718261e-02 -0.094794469 0.0146807340
#> NIR106 1.081401e-01 5.747881e-02 -0.086857677 0.0090829702
#> NIR107 1.064748e-01 5.796668e-02 -0.082037612 0.0074065537
#> NIR108 1.046144e-01 5.847984e-02 -0.077351605 0.0054487896
#> NIR109 1.027069e-01 5.915674e-02 -0.072574421 0.0019643275
#> NIR110 1.012026e-01 6.010986e-02 -0.067458145 -0.0004461089
#> NIR111 9.991985e-02 6.119731e-02 -0.063152940 -0.0019100052
#> NIR112 9.855897e-02 6.247126e-02 -0.060846424 -0.0049773030
#> NIR113 9.720521e-02 6.404968e-02 -0.057631008 -0.0127890214
#> NIR114 9.578353e-02 6.602801e-02 -0.050312553 -0.0203587373
#> NIR115 9.407774e-02 6.845251e-02 -0.041758661 -0.0253913015
#> NIR116 9.260852e-02 7.099350e-02 -0.036711627 -0.0302888204
#> NIR117 9.194588e-02 7.370500e-02 -0.032396979 -0.0332279266
#> NIR118 9.171015e-02 7.667931e-02 -0.026681952 -0.0359895087
#> NIR119 9.138339e-02 7.944016e-02 -0.020316131 -0.0400471076
#> NIR120 9.086036e-02 8.186787e-02 -0.014125770 -0.0437547052
#> NIR121 9.024859e-02 8.407317e-02 -0.007268766 -0.0474658778
#> NIR122 8.948288e-02 8.595030e-02 0.000144654 -0.0492529617
#> NIR123 8.862589e-02 8.768225e-02 0.005843419 -0.0509385516
#> NIR124 8.799255e-02 8.993594e-02 0.010973947 -0.0535700717
#> NIR125 8.755197e-02 9.288096e-02 0.018132131 -0.0554048163
#> NIR126 8.712935e-02 9.559836e-02 0.026137437 -0.0571050401
#> NIR127 8.686731e-02 9.719827e-02 0.032801114 -0.0592570694
#> NIR128 8.624176e-02 9.769130e-02 0.040712505 -0.0588021837
#> NIR129 8.351762e-02 9.724070e-02 0.049869181 -0.0555330040
#> NIR130 7.827797e-02 9.584977e-02 0.055361227 -0.0537945825
#> NIR131 7.252987e-02 9.347109e-02 0.056763902 -0.0549473883
#> NIR132 6.777853e-02 8.983553e-02 0.056305098 -0.0556112304
#> NIR133 6.423042e-02 8.523301e-02 0.055025740 -0.0536194511
#> NIR134 6.144149e-02 8.065389e-02 0.053459576 -0.0513925219
#> NIR135 5.850488e-02 7.664893e-02 0.051546925 -0.0508126384
#> NIR136 5.469274e-02 7.274917e-02 0.049074120 -0.0510418495
#> NIR137 5.060985e-02 6.856976e-02 0.045762471 -0.0507534946
#> NIR138 4.764458e-02 6.440203e-02 0.042188012 -0.0497501262
#> NIR139 4.595081e-02 6.065337e-02 0.039452277 -0.0477682047
#> NIR140 4.455818e-02 5.675442e-02 0.037076397 -0.0442782448
#> NIR141 4.279654e-02 5.140861e-02 0.034715053 -0.0383298925
#> NIR142 3.997549e-02 4.374917e-02 0.033901300 -0.0301701687
#> NIR143 3.666373e-02 3.473691e-02 0.034526184 -0.0205316224
#> NIR144 3.619861e-02 2.754730e-02 0.032378853 -0.0123753158
#> NIR145 3.887940e-02 2.434911e-02 0.024815254 -0.0080509125
#> NIR146 3.964622e-02 2.407038e-02 0.016019080 -0.0064330623
#> NIR147 3.431430e-02 2.413091e-02 0.010130979 -0.0072798941
#> NIR148 2.297787e-02 2.241624e-02 0.004351753 -0.0116474971
#> NIR149 9.882733e-03 1.881219e-02 -0.004023871 -0.0175289455
#> NIR150 1.015366e-03 1.552048e-02 -0.012588764 -0.0215481617
#> NIR151 -5.956351e-04 1.412980e-02 -0.018059542 -0.0216838535
#> NIR152 3.095850e-03 1.275838e-02 -0.019839973 -0.0148010848
#> NIR153 7.383891e-03 1.065651e-02 -0.019763003 -0.0046064203
#> NIR154 9.604775e-03 1.023867e-02 -0.019405335 0.0012561331
#> NIR155 1.168321e-02 1.118619e-02 -0.018497799 0.0037248946
#> NIR156 1.538586e-02 1.114153e-02 -0.016208243 0.0080697437
#> NIR157 1.911424e-02 1.089016e-02 -0.012762796 0.0123855983
#> NIR158 2.072069e-02 1.197687e-02 -0.009766196 0.0131897788
#> NIR159 2.008720e-02 1.366036e-02 -0.008488977 0.0109448112
#> NIR160 1.800666e-02 1.477616e-02 -0.009105847 0.0080877299
#> NIR161 1.590361e-02 1.499982e-02 -0.010852986 0.0061108417
#> NIR162 1.607253e-02 1.413900e-02 -0.011583042 0.0069214812
#> NIR163 1.760846e-02 1.251786e-02 -0.009920632 0.0104142298
#> NIR164 1.698938e-02 1.101840e-02 -0.009082676 0.0124530089
#> NIR165 1.411756e-02 9.761127e-03 -0.011160606 0.0117093687
#> NIR166 1.108416e-02 8.574941e-03 -0.014399733 0.0103945249
#> NIR167 8.793373e-03 7.495023e-03 -0.017243291 0.0098252013
#> NIR168 7.042095e-03 6.571564e-03 -0.019282794 0.0095952645
#> NIR169 5.589539e-03 5.767249e-03 -0.020861677 0.0094821855
#> NIR170 4.362690e-03 5.047961e-03 -0.022367411 0.0096135325
#> NIR171 3.323070e-03 4.410634e-03 -0.023676003 0.0097059875
#> NIR172 2.462306e-03 3.866898e-03 -0.024689108 0.0096672744
#> NIR173 1.785351e-03 3.423101e-03 -0.025580229 0.0097140099
#> NIR174 1.229319e-03 3.044163e-03 -0.026357191 0.0097194158
#> NIR175 7.251181e-04 2.689458e-03 -0.026894566 0.0096281260
#> NIR176 2.650787e-04 2.363551e-03 -0.027424673 0.0096757240
#> NIR177 -1.696646e-04 2.078286e-03 -0.027962880 0.0097378822
#> NIR178 -6.058720e-04 1.818866e-03 -0.028371513 0.0095941394
#> NIR179 -1.009434e-03 1.583418e-03 -0.028781580 0.0094562276
#> NIR180 -1.351203e-03 1.389738e-03 -0.029243834 0.0094683509
#> NIR181 -1.644406e-03 1.245508e-03 -0.029568328 0.0093058851
#> NIR182 -1.870415e-03 1.147624e-03 -0.029777394 0.0090888707
#> NIR183 -2.000738e-03 1.081875e-03 -0.030059637 0.0091075219
#> NIR184 -2.080340e-03 9.915259e-04 -0.030216244 0.0091819066
#> NIR185 -2.155584e-03 8.521834e-04 -0.030236784 0.0092292950
#> NIR186 -2.217807e-03 7.121934e-04 -0.030359661 0.0093970598
#> NIR187 -2.271436e-03 6.259727e-04 -0.030491980 0.0094767326
#> NIR188 -2.321780e-03 5.882508e-04 -0.030528943 0.0093607609
#> NIR189 -2.317601e-03 5.695086e-04 -0.030574769 0.0093732713
#> NIR190 -2.240825e-03 5.383054e-04 -0.030639885 0.0095234849
#> NIR191 -2.129850e-03 4.697268e-04 -0.030518135 0.0096510729
#> NIR192 -1.992368e-03 3.587620e-04 -0.030381115 0.0098637546
#> NIR193 -1.827479e-03 2.327608e-04 -0.030369920 0.0102537832
#> NIR194 -1.647574e-03 1.446636e-04 -0.030261211 0.0104321921
#> NIR195 -1.424722e-03 1.558471e-04 -0.030055638 0.0103939954
#> NIR196 -1.145519e-03 2.691782e-04 -0.029879279 0.0104697444
#> NIR197 -8.754454e-04 3.971566e-04 -0.029633880 0.0105529140
#> NIR198 -7.013720e-04 4.800008e-04 -0.029276021 0.0105335209
#> NIR199 -7.346804e-04 5.226082e-04 -0.029065195 0.0105229560
#> NIR200 -1.144657e-03 4.958769e-04 -0.028995498 0.0103201202
#> NIR201 -1.994776e-03 3.441844e-04 -0.029071118 0.0097550282
#> NIR202 -3.181979e-03 8.727982e-05 -0.029537913 0.0090828959
#> NIR203 -4.586710e-03 -2.194379e-04 -0.030380408 0.0083440983
#> NIR204 -6.111049e-03 -5.184947e-04 -0.031356285 0.0071941252
#> NIR205 -7.624620e-03 -7.448019e-04 -0.032425929 0.0058920654
#> NIR206 -9.035376e-03 -9.386728e-04 -0.033623440 0.0047630819
#> NIR207 -1.036141e-02 -1.178173e-03 -0.034712018 0.0036843593
#> NIR208 -1.164530e-02 -1.413282e-03 -0.035668366 0.0025415421
#> NIR209 -1.289320e-02 -1.558695e-03 -0.036687612 0.0013965988
#> NIR210 -1.400392e-02 -1.635169e-03 -0.037825280 0.0001961030
#> NIR211 -1.471900e-02 -1.741658e-03 -0.039013056 -0.0006973855
#> NIR212 -1.489531e-02 -2.010503e-03 -0.040143930 -0.0007412380
#> NIR213 -1.471450e-02 -2.571973e-03 -0.040985598 -0.0001860462
#> NIR214 -1.448544e-02 -3.372924e-03 -0.041443918 0.0005043870
#> NIR215 -1.434284e-02 -4.250369e-03 -0.041926353 0.0013275375
#> NIR216 -1.427168e-02 -5.208370e-03 -0.042562107 0.0022344402
#> NIR217 -1.427435e-02 -6.478388e-03 -0.043224660 0.0033443663
#> NIR218 -1.437416e-02 -8.449011e-03 -0.044257841 0.0052085089
#> NIR219 -1.429078e-02 -1.134277e-02 -0.046049610 0.0084169469
#> NIR220 -1.316021e-02 -1.475193e-02 -0.048279340 0.0133349560
#> NIR221 -1.014430e-02 -1.785284e-02 -0.049770954 0.0196534220
#> NIR222 -5.677561e-03 -2.007768e-02 -0.049051965 0.0261994711
#> NIR223 -1.724310e-03 -2.138696e-02 -0.045686082 0.0313832588
#> NIR224 -8.615735e-05 -2.200911e-02 -0.041991127 0.0341138331
#> NIR225 -7.016698e-04 -2.200280e-02 -0.040335467 0.0346387987
#> NIR226 -2.808897e-03 -2.107052e-02 -0.040016773 0.0328013645
#> NIR227 -6.665507e-03 -1.830327e-02 -0.040100315 0.0269896462
#> NIR228 -1.236831e-02 -1.283891e-02 -0.041441445 0.0159587846
#> NIR229 -1.811204e-02 -5.622938e-03 -0.044088354 0.0018283297
#> NIR230 -2.095699e-02 9.552249e-04 -0.046087162 -0.0099942430
#> NIR231 -1.926906e-02 5.009288e-03 -0.045590012 -0.0147813697
#> NIR232 -1.420356e-02 6.048327e-03 -0.042251564 -0.0118345542
#> NIR233 -8.635851e-03 5.419253e-03 -0.037472176 -0.0057014629
#> NIR234 -4.862262e-03 4.728888e-03 -0.033061831 -0.0006465373
#> NIR235 -3.387811e-03 4.242864e-03 -0.030245509 0.0024738679
#> NIR236 -3.141614e-03 3.798996e-03 -0.029318866 0.0039181690
#> NIR237 -2.763360e-03 3.532957e-03 -0.029369914 0.0044793820
#> NIR238 -1.843574e-03 3.447565e-03 -0.029349372 0.0051375454
#> NIR239 -7.314476e-04 3.293330e-03 -0.028862743 0.0060830808
#> NIR240 3.511386e-04 2.767237e-03 -0.028215872 0.0075911227
#> NIR241 1.377964e-03 1.786167e-03 -0.027842190 0.0099476563
#> NIR242 2.336498e-03 7.202884e-04 -0.027699706 0.0124419365
#> NIR243 3.274575e-03 -7.117817e-05 -0.027390616 0.0143006269
#> NIR244 3.937034e-03 -6.891943e-04 -0.026814726 0.0157360414
#> NIR245 3.783073e-03 -1.240316e-03 -0.026413082 0.0165795870
#> NIR246 2.655571e-03 -1.448487e-03 -0.026445516 0.0161874811
#> NIR247 9.107471e-04 -1.052198e-03 -0.026943678 0.0144483729
#> NIR248 -1.020941e-03 -1.569609e-04 -0.027834756 0.0117750588
#> NIR249 -2.485476e-03 1.027827e-03 -0.028878924 0.0087910074
#> NIR250 -2.784939e-03 2.162468e-03 -0.029428840 0.0068429354
#> NIR251 -2.192507e-03 2.797800e-03 -0.029143282 0.0067483235
#> NIR252 -1.550832e-03 2.820878e-03 -0.028441419 0.0075937313
#> NIR253 -1.150048e-03 2.372312e-03 -0.027874761 0.0085097467
#> NIR254 -8.803887e-04 1.669410e-03 -0.027735229 0.0095857821
#> NIR255 -7.700849e-04 9.317159e-04 -0.027862985 0.0107138382
#> NIR256 -8.602223e-04 2.969347e-04 -0.028117601 0.0115600888
#> NIR257 -1.082589e-03 -2.006354e-04 -0.028629032 0.0122671783
#> NIR258 -1.413385e-03 -5.893277e-04 -0.029238941 0.0126753723
#> NIR259 -1.828582e-03 -8.688813e-04 -0.029746279 0.0125943651
#> NIR260 -2.226934e-03 -1.009854e-03 -0.030213772 0.0123566585
#> NIR261 -2.524898e-03 -1.092762e-03 -0.030681112 0.0122204618
#> NIR262 -2.749303e-03 -1.222047e-03 -0.030967404 0.0121156781
#> NIR263 -2.931166e-03 -1.353408e-03 -0.031168325 0.0120799644
#> NIR264 -3.061128e-03 -1.415451e-03 -0.031435724 0.0121735783
#> NIR265 -3.160593e-03 -1.429246e-03 -0.031593853 0.0121906510
#> NIR266 -3.227588e-03 -1.441294e-03 -0.031611122 0.0120667974
#> NIR267 -3.252319e-03 -1.467328e-03 -0.031650126 0.0120601568
#> NIR268 -3.255688e-03 -1.508291e-03 -0.031718130 0.0121695820