Nothing
tests/testthat/_snaps/calibrate.md
In proximetricsR: Spectral Preprocessing and Chemometric Calibration of NIR Sensors
The cross-validation is performed correctly
Code
model1$final_model$model_cv
Output
$grid
ncomp rsq rmse largest_residual
1 1 0.62014650 3.4733518 8.7572906
2 2 0.72497869 2.9699744 6.3021049
3 3 0.79196133 2.6133977 6.4924740
4 4 0.81794384 2.4382705 6.7155345
5 5 0.84199004 2.2655192 8.8066885
$predicted
[,1] [,2] [,3] [,4] [,5]
[1,] 0.324018883 0.59436551 -0.018078402 0.091068454 1.09289533
[2,] 0.208597809 -2.45007438 -2.065269029 0.429294042 1.26783690
[3,] 1.637720288 2.84622447 1.497027031 2.413501928 3.47265985
[4,] 2.945326644 3.12931773 2.231677146 1.392170572 2.36017476
[5,] 3.644041544 0.71843320 1.166748751 1.773855104 2.62049494
[6,] 0.926211466 1.63339927 2.017781019 2.598320137 2.40762577
[7,] 1.586658239 1.31983481 1.202697056 1.604321536 1.70496581
[8,] 0.349704496 -2.10012662 -1.354780503 -0.602564488 -0.31650095
[9,] 9.549657815 7.96726763 7.669156044 7.807382634 7.20226143
[10,] 11.955879519 14.59058519 13.107327371 14.750004348 14.27987054
[11,] 10.483333691 8.99984733 7.951768905 7.239685245 9.15498309
[12,] 8.797290628 6.34210491 3.317406791 3.164294881 3.37641962
[13,] 8.613403933 7.15157535 6.148221295 6.332744231 6.54128830
[14,] 7.385396160 5.44833909 4.775692869 3.118569343 1.63639415
[15,] 12.094159167 10.85322442 9.774081063 10.525159054 11.48397962
[16,] 6.223048948 11.68110892 7.242353894 6.192504960 8.31272726
[17,] 0.029278279 -4.35128811 -0.985106813 -0.010983115 -0.15604759
[18,] 0.793760391 -1.49839811 -0.910802381 -0.364122326 -1.09270010
[19,] 1.187094867 0.54509019 -1.596911893 -1.994895406 -3.37416640
[20,] 2.393774843 2.90649268 2.017546952 1.073293023 0.31722108
[21,] 3.709748203 5.50500239 2.864461314 1.861716231 0.60048323
[22,] 0.023345727 1.41753221 -3.138198060 -2.527560915 -0.43882257
[23,] 9.582225642 14.33873150 16.265038550 16.552541100 15.24624574
[24,] 9.680458416 12.87032777 14.769792731 14.623533285 13.27821375
[25,] 4.420533990 3.91410517 3.258392417 2.542641622 3.37142113
[26,] 4.462366337 3.44029348 4.966317941 4.711241393 3.85279484
[27,] 10.802774602 8.35473149 8.792474000 9.015534517 11.10668846
[28,] 6.486699772 7.90715118 8.878275425 8.416403652 9.44199464
[29,] 5.910217329 5.28872911 8.125346069 8.411160300 7.79489703
[30,] 8.092676684 9.91110676 12.346882334 13.408339824 12.57316582
[31,] 6.794324943 9.97424424 12.049060086 14.639199546 14.43330956
[32,] 10.083255872 11.39230790 12.806772957 12.017961243 11.19224815
[33,] 11.013950395 8.96816906 9.493483741 10.450733398 13.33548397
[34,] 13.086136021 9.99215600 11.604945097 10.783892834 10.07138196
[35,] 12.093949275 11.37111934 12.173311228 13.132765425 12.08605281
[36,] 12.398648598 11.83909404 11.896281388 12.410675634 13.74883101
[37,] 9.977730374 9.81220134 8.031233627 7.029662588 9.79839025
The resulting fitted model is correct
Code
fit_model
Output
$method
Fitting method: fit_plsr
ncomp: 5
type : standard
$intercept
CBDA
6.1687027
$x_means
1040 1045 1050 1055 1060 1065
-0.168309467 -0.148344855 -0.120816071 -0.072646656 -0.012939252 0.042932196
1070 1075 1080 1085 1090 1095
0.078811601 0.081193810 0.042413706 -0.037023464 -0.149395281 -0.282396808
1100 1105 1110 1115 1120 1125
-0.422085617 -0.555314001 -0.671294841 -0.761348212 -0.817475589 -0.832911172
1130 1135 1140 1145 1150 1155
-0.803689378 -0.730512223 -0.619001948 -0.479153746 -0.321433712 -0.153054991
1160 1165 1170 1175 1180 1185
0.024749929 0.215915417 0.426870629 0.660040383 0.908466512 1.152395963
1190 1195 1200 1205 1210 1215
1.360262088 1.492300832 1.511662336 1.396739757 1.151200748 0.805592876
1220 1225 1230 1235 1240 1245
0.413926253 0.039531815 -0.262377839 -0.459785937 -0.547234868 -0.542809040
1250 1255 1260 1265 1270 1275
-0.477995023 -0.385970427 -0.291732014 -0.210502646 -0.150392741 -0.116403957
1280 1285 1290 1295 1300 1305
-0.113257534 -0.146949691 -0.222571663 -0.340751617 -0.495260032 -0.673753151
1310 1315 1320 1325 1330 1335
-0.858754205 -1.030478654 -1.169376125 -1.259786355 -1.291359543 -1.263829187
1340 1345 1350 1355 1360 1365
-1.189742961 -1.096239484 -1.017174665 -0.984154088 -1.012902555 -1.098382944
1370 1375 1380 1385 1390 1395
-1.213425808 -1.321383040 -1.386731496 -1.385174663 -1.299151495 -1.115536853
1400 1405 1410 1415 1420 1425
-0.821057897 -0.407873291 0.118210572 0.722909012 1.341678326 1.892102925
1430 1435 1440 1445 1450 1455
2.297296377 2.506884135 2.511477976 2.343829444 2.063195794 1.734699345
1460 1465 1470 1475 1480 1485
1.413411351 1.138091631 0.928600999 0.789957311 0.716309330 0.693927830
1490 1495 1500 1505 1510 1515
0.700935475 0.710810865 0.698340379 0.646218823 0.548469156 0.410168679
1520 1525 1530 1535 1540 1545
0.244101267 0.064639834 -0.115307995 -0.283910558 -0.425696592 -0.521581265
1550 1555 1560 1565
-0.551328170 -0.501583416 -0.479141225 -0.422987337
$projection_m
1040 1045 1050 1055 1060
ncomp_1 -0.0009806119 -0.0025152367 -0.0047043119 -0.0084277005 -1.3303751e-02
ncomp_2 -0.0099419098 -0.0082297364 -0.0064834000 -0.0030702824 1.9388915e-05
ncomp_3 -0.0084149877 -0.0023682113 0.0037600322 0.0158589520 2.7149949e-02
ncomp_4 0.0222001897 0.0292460334 0.0377940458 0.0547094440 7.2218840e-02
ncomp_5 -0.0254276446 -0.0166960540 -0.0064678440 0.0148403695 3.6330886e-02
1065 1070 1075 1080 1085
ncomp_1 -0.018308493 -0.022587423 -0.0256202341 -0.0270837111 -0.026873205
ncomp_2 0.002059844 0.002050223 -0.0010229316 -0.0074958957 -0.016675801
ncomp_3 0.036180917 0.041030085 0.0400371051 0.0331086388 0.022377132
ncomp_4 0.087289784 0.095474614 0.0934391991 0.0814411742 0.064265597
ncomp_5 0.055297995 0.066572464 0.0657909310 0.0529891775 0.034003662
1090 1095 1100 1105 1110
ncomp_1 -0.025042681 -0.0222298691 -0.0197585362 -0.01974298 -0.023960025
ncomp_2 -0.026777549 -0.0359411168 -0.0429613044 -0.04808068 -0.052054611
ncomp_3 0.012048437 0.0063039703 0.0073951944 0.01387476 0.021947731
ncomp_4 0.049666871 0.0444402228 0.0509432612 0.06544839 0.080942667
ncomp_5 0.018410890 0.0138207748 0.0210950657 0.03216983 0.035325343
1115 1120 1125 1130 1135
ncomp_1 -0.032599272 -0.04262035667 -0.048223206 -0.0427455753 -0.022627267
ncomp_2 -0.055007698 -0.05434615474 -0.045387275 -0.0235226873 0.011050607
ncomp_3 0.027896653 0.03243414916 0.041311149 0.0629533160 0.101201111
ncomp_4 0.091466366 0.09760653571 0.106413878 0.1273171579 0.162635498
ncomp_5 0.022848818 0.00043720499 -0.013526598 0.0042628798 0.064668790
1140 1145 1150 1155 1160
ncomp_1 0.0096395137 0.044411915 0.068013341 0.068771401 0.0435666512
ncomp_2 0.0509100043 0.081473448 0.086512230 0.056011973 -0.0061216012
ncomp_3 0.1498344116 0.190339798 0.197804534 0.152453331 0.0523579010
ncomp_4 0.2022954170 0.223476400 0.200431625 0.117981283 -0.0153922380
ncomp_5 0.1552493462 0.237884313 0.264914663 0.203048036 0.0568784206
1165 1170 1175 1180 1185
ncomp_1 0.0010350212 -0.041220442 -0.06373285 -0.054472891 -0.014382571
ncomp_2 -0.0803714938 -0.137855095 -0.15190942 -0.110250642 -0.021006571
ncomp_3 -0.0808918406 -0.208807761 -0.29081301 -0.302772013 -0.247157215
ncomp_4 -0.1656454804 -0.284573128 -0.32993187 -0.284978670 -0.166741301
ncomp_5 -0.1259743258 -0.272707431 -0.31832878 -0.239058443 -0.065197930
1190 1195 1200 1205 1210
ncomp_1 0.041895859 0.092853677 0.1188988532 0.1108665148 0.071940489
ncomp_2 0.088692487 0.183665358 0.2340150323 0.2266611524 0.167470919
ncomp_3 -0.153200058 -0.061655171 -0.0072765014 -0.0032009736 -0.039734188
ncomp_4 -0.021116307 0.097005574 0.1456315604 0.1127850841 0.017006137
ncomp_5 0.128393860 0.257481954 0.2641601268 0.1436303652 -0.059995794
1215 1220 1225 1230 1235
ncomp_1 0.015342319 -0.042428165 -0.087572650 -0.11345507 -0.120497376
ncomp_2 0.077187908 -0.018234897 -0.096585763 -0.14611179 -0.165919025
ncomp_3 -0.091184559 -0.130973310 -0.142518168 -0.12509256 -0.089695905
ncomp_4 -0.102372358 -0.203324539 -0.255543372 -0.24975777 -0.196113651
ncomp_5 -0.274368166 -0.432439723 -0.494370768 -0.45853710 -0.352550673
1240 1245 1250 1255 1260
ncomp_1 -0.113841957 -0.099914950 -0.0842675894 -0.0702815470 -0.059113125
ncomp_2 -0.162738252 -0.146004110 -0.1243004006 -0.1029902924 -0.083841380
ncomp_3 -0.051750848 -0.023070220 -0.0085275390 -0.0062197386 -0.010496897
ncomp_4 -0.116990866 -0.036831914 0.0248445168 0.0578047345 0.061907769
ncomp_5 -0.217674346 -0.091138777 0.0020837645 0.0518923528 0.060701694
1265 1270 1275 1280 1285
ncomp_1 -0.050272369 -0.042516052 -0.03450526337 -0.0253034586 -0.0146710937
ncomp_2 -0.066136151 -0.048482311 -0.03017278324 -0.0119288751 0.0041476170
ncomp_3 -0.015213970 -0.016195680 -0.01221283942 -0.0046338994 0.0035369462
ncomp_4 0.045373021 0.020585204 -0.00062058916 -0.0106184272 -0.0078421271
ncomp_5 0.039845624 0.004605781 -0.03035932254 -0.0542653435 -0.0624894074
1290 1295 1300 1305 1310
ncomp_1 -0.0030291442 0.0089583451 0.0210107130 0.0336208850 0.0479104895
ncomp_2 0.0155605585 0.0207695800 0.0202385230 0.0163204046 0.0122689588
ncomp_3 0.0091389108 0.0102733713 0.0075740729 0.0042044876 0.0048157931
ncomp_4 0.0041178128 0.0192094473 0.0328461208 0.0435493319 0.0526058936
ncomp_5 -0.0562980495 -0.0407384916 -0.0201776613 0.0036287815 0.0315243213
1315 1320 1325 1330 1335
ncomp_1 0.064958185 0.084829206 0.105730613 0.1237743672 0.1339627173
ncomp_2 0.010409715 0.010944495 0.011696952 0.0095078307 0.0021136704
ncomp_3 0.013349187 0.031044817 0.055157601 0.0796304674 0.0973053337
ncomp_4 0.060846480 0.066728438 0.065260891 0.0504873945 0.0184140002
ncomp_5 0.063247821 0.095328493 0.119774535 0.1274875977 0.1124867109
1340 1345 1350 1355 1360
ncomp_1 0.1316524255 0.114057846 0.0809610025 0.034996799 -0.019381948
ncomp_2 -0.0097556725 -0.021708358 -0.0266529372 -0.017772948 0.008259100
ncomp_3 0.1029322765 0.095349186 0.0779739114 0.057043549 0.038223098
ncomp_4 -0.0289861288 -0.083353790 -0.1315001782 -0.160157002 -0.159792683
ncomp_5 0.0770477279 0.031846732 -0.0072637726 -0.026337394 -0.019050238
1365 1370 1375 1380 1385
ncomp_1 -0.0767297414 -0.1307625744 -0.173334440 -0.194571942 -0.184355521
ncomp_2 0.0484888406 0.0932721130 0.128314010 0.140189805 0.121801220
ncomp_3 0.0232573665 0.0086710521 -0.012880770 -0.048403951 -0.099701763
ncomp_4 -0.1287731842 -0.0741866352 -0.010725418 0.044719236 0.078076420
ncomp_5 0.0098268873 0.0463960344 0.073042126 0.076412061 0.052778341
1390 1395 1400 1405 1410
ncomp_1 -0.1354840144 -0.048204525 0.065670293 0.1822271668 0.2715611587
ncomp_2 0.0764527206 0.016633122 -0.040095209 -0.0790330211 -0.0936826027
ncomp_3 -0.1598326453 -0.214452915 -0.246327356 -0.2425743184 -0.1998831847
ncomp_4 0.0836420185 0.065191605 0.034881913 0.0068530979 -0.0079316633
ncomp_5 0.0097936635 -0.037888172 -0.074833278 -0.0923639206 -0.0908115647
1415 1420 1425 1430 1435
ncomp_1 0.3071066038 0.2758182752 0.183602132 0.055463312 -0.073493119
ncomp_2 -0.0882751988 -0.0732259188 -0.059601954 -0.052838301 -0.051828807
ncomp_3 -0.1270904840 -0.0412115139 0.038814824 0.099147299 0.133818271
ncomp_4 -0.0063711986 0.0080025988 0.027115263 0.043340057 0.051293058
ncomp_5 -0.0784519076 -0.0644450702 -0.054313472 -0.046301823 -0.034687257
1440 1445 1450 1455 1460
ncomp_1 -0.170074706 -0.214555046 -0.204642842 -0.1542663185 -0.0863345439
ncomp_2 -0.050633582 -0.044068160 -0.031133895 -0.0162914000 -0.0065548304
ncomp_3 0.144930137 0.138906829 0.122501002 0.0997223422 0.0719647543
ncomp_4 0.049704191 0.039791764 0.025092181 0.0096102656 -0.0021424467
ncomp_5 -0.012710694 0.021902188 0.067254640 0.1172008543 0.1649863839
1465 1470 1475 1480 1485
ncomp_1 -0.0244436520 0.0148869762 0.0252131798 0.0099615422 -0.020361647
ncomp_2 -0.0080607399 -0.0227881408 -0.0475334498 -0.0746841957 -0.094460305
ncomp_3 0.0391988233 0.0017062038 -0.0384743025 -0.0767592630 -0.106288793
ncomp_4 -0.0071777503 -0.0045211759 0.0035127233 0.0130796957 0.020261003
ncomp_5 0.2029302658 0.2246255035 0.2244699598 0.2009002014 0.157122012
1490 1495 1500 1505 1510
ncomp_1 -0.051556588 -0.069817774 -0.0656392838 -0.0365824033 0.0119859605
ncomp_2 -0.097296835 -0.075660434 -0.0262463523 0.0480578676 0.1370437655
ncomp_3 -0.119065176 -0.107252829 -0.0659781952 0.0036429456 0.0922219728
ncomp_4 0.023492755 0.023280039 0.0212006802 0.0172808829 0.0090047112
ncomp_5 0.102875557 0.050188613 0.0087287113 -0.0199650002 -0.0423853686
1515 1520 1525 1530 1535
ncomp_1 0.068657267 0.119279475 0.151494440 0.15841674 0.14045772
ncomp_2 0.224784330 0.292612928 0.324065744 0.30988946 0.25186165
ncomp_3 0.183357563 0.256823409 0.294523598 0.28627214 0.23407167
ncomp_4 -0.007840187 -0.035800671 -0.072578073 -0.11010947 -0.13679789
ncomp_5 -0.069160420 -0.106757550 -0.151188276 -0.18739085 -0.19577058
1540 1545 1550 1555 1560
ncomp_1 0.10372830 0.057256301 0.0099550735 -0.030970647 -0.0523318142
ncomp_2 0.16203832 0.059014108 -0.0372451933 -0.109906818 -0.1490470392
ncomp_3 0.15082510 0.055874678 -0.0310135892 -0.094154170 -0.1278258722
ncomp_4 -0.14225514 -0.122292354 -0.0817324651 -0.032808948 -0.0029578862
ncomp_5 -0.16250066 -0.087979981 0.0104257774 0.104529365 0.1620730263
1565
ncomp_1 -0.070074188
ncomp_2 -0.175944012
ncomp_3 -0.149452022
ncomp_4 0.027189615
ncomp_5 0.211044494
$coefficients
1040 1045 1050 1055 1060
ncomp_1 -0.0044857401 -0.011505773 -0.021519544 -0.038551923 -0.060857074
ncomp_2 -0.0345957019 -0.036430265 -0.041155100 -0.047850547 -0.060798353
ncomp_3 -0.0698073095 -0.046339790 -0.025421651 0.018509526 0.052807679
ncomp_4 -0.0051477166 0.038841312 0.084656130 0.177854577 0.263150060
ncomp_5 -0.2124926478 -0.097303511 0.031915316 0.298867570 0.559403421
1065 1070 1075 1080 1085
ncomp_1 -0.083750913 -0.103324576 -0.117197958 -0.1238925303 -0.122929584
ncomp_2 -0.077512492 -0.097115292 -0.120295998 -0.1465945200 -0.173433737
ncomp_3 0.073882652 0.074570672 0.047234948 -0.0080549942 -0.079799044
ncomp_4 0.328120204 0.352647109 0.319383098 0.2291480763 0.107378966
ncomp_5 0.779037271 0.895499707 0.855862834 0.6612383286 0.384655414
1090 1095 1100 1105 1110
ncomp_1 -0.11455598305 -0.101688972 -0.090384033 -0.090312872 -0.10960345
ncomp_2 -0.19565418240 -0.210539854 -0.220496181 -0.235929506 -0.26725549
ncomp_3 -0.14523879610 -0.184161571 -0.189551788 -0.177872070 -0.17541757
ncomp_4 -0.00058058927 -0.054726338 -0.041176005 0.012750906 0.06033356
ncomp_5 0.14954754276 0.057972563 0.130839729 0.275073713 0.34838741
1115 1120 1125 1130 1135
ncomp_1 -0.149123074 -0.194963822 -0.220593662 -0.1955366259 -0.103506841
ncomp_2 -0.315718800 -0.359556006 -0.358053080 -0.2667771853 -0.070039091
ncomp_3 -0.198988266 -0.223838809 -0.185191034 -0.0033558289 0.353426036
ncomp_4 0.067413872 0.060446998 0.124746770 0.3674642272 0.827113209
ncomp_5 0.253730250 0.064012104 0.014446677 0.4022250762 1.354442661
1140 1145 1150 1155 1160 1165
ncomp_1 0.044095277 0.20315918 0.31112224 0.31458993 0.19929258 0.0047346314
ncomp_2 0.198280772 0.44990879 0.57313226 0.48422720 0.18075276 -0.2386776160
ncomp_3 0.825246696 1.24636513 1.40082398 1.12215171 0.39983875 -0.5771607925
ncomp_4 1.414446134 1.89725566 1.98459500 1.46578038 0.35500779 -1.0596147470
ncomp_5 2.680397642 3.83703842 4.14479164 3.12149729 0.81881214 -2.0868486231
1170 1175 1180 1185 1190 1195
ncomp_1 -0.18856001 -0.29154144 -0.24918241 -0.065792058 0.19164966 0.42475261
ncomp_2 -0.60606648 -0.75161269 -0.58308632 -0.129412334 0.46026278 0.98099955
ncomp_3 -1.47980002 -1.96848834 -1.85000313 -1.163615024 -0.18078633 0.72301014
ncomp_4 -2.30863900 -2.92943781 -2.68002328 -1.649260632 -0.24228904 1.00554561
ncomp_5 -4.53238030 -5.52518982 -4.62938026 -2.180904851 0.80467447 3.10513363
1200 1205 1210 1215 1220 1225
ncomp_1 0.54389444 0.50715107 0.32908670 0.070182357 -0.19408466 -0.40059492
ncomp_2 1.25262986 1.19361461 0.83628734 0.303952830 -0.24931067 -0.69311353
ncomp_3 1.22218213 1.18022049 0.67002392 -0.077599117 -0.79735435 -1.28946542
ncomp_4 1.64634415 1.50871487 0.71955547 -0.375765712 -1.38955118 -2.03375322
ncomp_5 3.80038807 2.67992159 0.23033109 -2.613049164 -4.91579933 -6.06500639
1230 1235 1240 1245 1250
ncomp_1 -0.51899225 -0.55120677 -0.52076202 -0.45705391 -0.38547616
ncomp_2 -0.96150485 -1.05370735 -1.01362935 -0.89924040 -0.76193102
ncomp_3 -1.48494115 -1.42903019 -1.23017519 -0.99577524 -0.79761359
ncomp_4 -2.21237798 -2.00022480 -1.57091920 -1.10305075 -0.72525221
ncomp_5 -5.95143224 -4.87503276 -3.34590359 -1.84622471 -0.70826055
1255 1260 1265 1270 1275
ncomp_1 -0.321497991 -0.27040883 -0.229967415 -0.19448669 -0.15784190
ncomp_2 -0.633413290 -0.52432994 -0.430266655 -0.34131970 -0.24922287
ncomp_3 -0.659439115 -0.56825307 -0.493927871 -0.40908877 -0.30032618
ncomp_4 -0.491078815 -0.38794239 -0.361775798 -0.34913294 -0.30213369
ncomp_5 -0.067932413 0.10703812 -0.036862173 -0.31157597 -0.54969305
1280 1285 1290 1295 1300
ncomp_1 -0.11574889 -0.067111885 -0.013856607 0.040979319 0.096112028
ncomp_2 -0.15187655 -0.054550457 0.033269934 0.103881847 0.157406202
ncomp_3 -0.17126661 -0.039750487 0.071510720 0.146869660 0.189099093
ncomp_4 -0.20219351 -0.062591226 0.083504136 0.202818509 0.284765699
ncomp_5 -0.64469002 -0.572149311 -0.375567688 -0.129375836 0.120230766
1305 1310 1315 1320 1325 1330
ncomp_1 0.15379637 0.21916316 0.29714664 0.38804523 0.48365725 0.56619713
ncomp_2 0.20322418 0.25632080 0.32867340 0.42119162 0.51908251 0.59499245
ncomp_3 0.22081740 0.27647197 0.38453163 0.55109530 0.74988354 0.92819754
ncomp_4 0.34765785 0.42969028 0.56175122 0.74544651 0.93996042 1.07524558
ncomp_5 0.37724806 0.68674941 1.07749365 1.52278472 1.91663927 2.11481915
1335 1340 1345 1350 1355 1360
ncomp_1 0.61280302 0.60223476 0.52174959 0.37035041 0.16009039 -0.088661358
ncomp_2 0.61920446 0.57268883 0.45600389 0.28962961 0.10626343 -0.063647935
ncomp_3 1.02636813 1.00339783 0.85498227 0.61590302 0.34495601 0.096292491
ncomp_4 1.08000018 0.91897372 0.61220857 0.23289963 -0.12151237 -0.369114786
ncomp_5 1.99725185 1.54724488 0.87189674 0.17366857 -0.33627569 -0.524456358
1365 1370 1375 1380 1385
ncomp_1 -0.35099480 -0.59816419 -0.79290620 -0.890055656 -0.84332136
ncomp_2 -0.20414202 -0.31568127 -0.40429576 -0.465478309 -0.47443548
ncomp_3 -0.10682408 -0.27939819 -0.45819395 -0.668019419 -0.89162675
ncomp_4 -0.48188491 -0.49547191 -0.48943247 -0.537771542 -0.66422376
ncomp_5 -0.40175341 -0.11714420 0.10617577 0.085316193 -0.23385274
1390 1395 1400 1405 1410
ncomp_1 -0.61976209 -0.22050821 0.30040414 0.83358535 1.242237409
ncomp_2 -0.38821820 -0.17013331 0.17897221 0.59422679 0.958511279
ncomp_3 -1.05702065 -1.06748839 -0.85175803 -0.42079927 0.122121666
ncomp_4 -0.81340747 -0.87761332 -0.75016203 -0.40083914 0.099020146
ncomp_5 -0.73354689 -1.18656527 -1.36037589 -1.15400331 -0.641485627
1415 1420 1425 1430 1435 1440
ncomp_1 1.40483755 1.26171129 0.83987503 0.25371302 -0.336189101 -0.77799477
ncomp_2 1.13748822 1.03994005 0.65936519 0.09368750 -0.493157272 -0.93134310
ncomp_3 0.60569181 0.86749492 0.82178163 0.50855867 0.066790840 -0.32489858
ncomp_4 0.58713525 0.89080305 0.90075672 0.63478959 0.216185432 -0.18013168
ncomp_5 -0.05258603 0.36529788 0.45786776 0.25723011 -0.066665258 -0.28377864
1445 1450 1455 1460 1465
ncomp_1 -0.98146696 -0.93612428 -0.70568042 -0.39493130 -0.1118157656
ncomp_2 -1.11493132 -1.03041606 -0.75502038 -0.41478318 -0.1362284362
ncomp_3 -0.53369068 -0.51782384 -0.33774300 -0.11365444 0.0277948091
ncomp_4 -0.41779441 -0.44474112 -0.30975243 -0.11989446 0.0068891134
ncomp_5 -0.23919715 0.10367415 0.64593982 1.22545588 1.6616456854
1470 1475 1480 1485 1490
ncomp_1 0.06809942483 0.115335916 0.045568374 -0.09314292 -0.23584199
ncomp_2 -0.00091649483 -0.028623382 -0.180619383 -0.37922439 -0.53051414
ncomp_3 0.00622293068 -0.189614948 -0.501810235 -0.82397837 -1.02872952
ncomp_4 -0.00694530793 -0.179383898 -0.463714714 -0.76496680 -0.96030524
ncomp_5 1.82472098688 1.651014045 1.174488081 0.51625501 -0.12142591
1495 1500 1505 1510 1515 1520
ncomp_1 -0.31937649 -0.30026228 -0.1673436293 0.054828933 0.31406784 0.54563556
ncomp_2 -0.54852087 -0.37975171 -0.0217960849 0.469878217 0.99484725 1.43183995
ncomp_3 -0.99730876 -0.65583034 -0.0065525723 0.855771108 1.76208719 2.50648979
ncomp_4 -0.92950403 -0.59408189 0.0437791982 0.881997955 1.73925210 2.40221785
ncomp_5 -0.52025045 -0.52290526 -0.1190216300 0.536374462 1.17529650 1.53168354
1525 1530 1535 1540 1545 1550
ncomp_1 0.69300065 0.72466624 0.64251394 0.47449783 0.26191492 0.045538783
ncomp_2 1.67446270 1.66319415 1.40529943 0.96524534 0.44064442 -0.067261612
ncomp_3 2.90686491 2.86106901 2.38474706 1.59635671 0.67444598 -0.197034629
ncomp_4 2.69547623 2.54036753 1.98631373 1.18202874 0.31826101 -0.435086104
ncomp_5 1.46263995 1.01232416 0.38993947 -0.14305221 -0.39915515 -0.350071069
1555 1560 1565
ncomp_1 -0.14167305 -0.239388201 -0.32054944
ncomp_2 -0.47453566 -0.690790472 -0.85341160
ncomp_3 -0.86851363 -1.225664038 -1.47877745
ncomp_4 -0.96407196 -1.234279087 -1.39958581
ncomp_5 -0.11170698 0.087314833 0.32133670
$n_observations
[1] 37
$x_residuals
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.13169745 0.13361391 0.115445762 0.046736055 0.041861210
2 1.62206976 1.41266129 1.404825253 0.928595961 0.992102593
3 1.13435217 0.68345526 0.524914391 0.250971513 0.250853887
4 0.30518642 0.31242190 0.278808267 0.277186959 0.264178921
6 0.71982208 0.19924283 0.202814972 0.157776115 0.116484068
7 0.66371433 0.65180597 0.630988487 0.576458216 0.634187636
8 0.44901092 0.41870234 0.386904093 0.087513398 0.058792102
9 0.29159557 0.10528594 0.099164477 0.039933659 0.044949216
10 0.46438534 0.18508343 0.180949261 0.177226520 0.178193367
11 2.99475821 1.49492840 1.217894725 0.547902652 0.360105685
12 1.07447722 0.84610039 0.647861398 0.305776215 0.327270234
14 1.83997494 1.76334430 0.976322021 0.974707585 0.857721517
15 0.40339770 0.36754335 0.152174679 0.068815076 0.068158703
16 1.11914702 0.95546903 0.934505763 0.407085337 0.181117236
17 0.37806158 0.37383186 0.242689875 0.096665485 0.059741773
18 6.37534835 1.18392342 0.659046067 0.670878071 0.572095244
19 2.17378577 0.74775669 0.089101282 0.092010059 0.078920860
20 2.90997225 1.20509549 1.082595164 0.979417933 0.810568294
22 0.82749226 0.83655925 0.864936487 0.272157421 0.199351150
23 0.76936247 0.49749197 0.342076209 0.193375588 0.193187836
24 2.39967402 1.01798682 0.514246878 0.380863887 0.344374703
25 2.29119098 1.19197186 0.444788601 0.450589247 0.424664394
26 2.07767079 0.38364123 0.145118439 0.178389029 0.160243258
27 2.05090433 0.42762128 0.097177953 0.051956346 0.041055696
28 0.98567680 0.90713090 0.860653564 0.290232788 0.204010297
29 1.10878005 1.07967839 0.987479727 0.235653920 0.164023186
30 1.90792038 0.83039001 0.837481752 0.846713006 1.097888231
31 0.93052034 1.01810298 0.557370407 0.216417755 0.075391627
32 0.75081223 0.77584903 0.276152514 0.134169911 0.106715017
33 1.50032422 1.41703384 0.903678228 0.696843647 0.607036909
34 1.87652236 1.73798385 1.088094102 1.020146532 1.020196152
35 0.33455965 0.29271495 0.208651714 0.172189403 0.107818582
36 1.06466556 0.36239967 0.362591455 0.332847143 0.206681888
37 2.04658541 0.28178063 0.246040944 0.234933679 0.241955926
38 0.73009631 0.56392961 0.450322052 0.417289544 0.437460790
39 0.23257234 0.23223215 0.233053595 0.230238593 0.145753095
40 0.72628340 0.74620666 0.649815267 0.499015823 0.185022079
$weights
1040 1045 1050 1055 1060
ncomp_1 -0.0009806119 -0.0025152367 -0.0047043119 -0.00842770050 -0.0133037512
ncomp_2 -0.0096383738 -0.0074511768 -0.0050272400 -0.00046159471 0.0041373962
ncomp_3 -0.0023467656 0.0026549552 0.0077172911 0.01773295366 0.0271381147
ncomp_4 0.0247609110 0.0299666915 0.0366498499 0.04988348848 0.0639569793
ncomp_5 -0.0481924567 -0.0466859083 -0.0452231141 -0.04126051203 -0.0377247110
1065 1070 1075 1080 1085
ncomp_1 -0.0183084931 -0.0225874228 -0.0256202341 -0.02708371109 -0.0268732048
ncomp_2 0.0077270055 0.0090418729 0.0069074866 0.00088752316 -0.0083575416
ncomp_3 0.0349236549 0.0397786953 0.0406614697 0.03768389255 0.0325555045
ncomp_4 0.0762797564 0.0829889612 0.0812557150 0.07136605588 0.0574561279
ncomp_5 -0.0342118498 -0.0313303773 -0.0300247281 -0.03052330823 -0.0318964160
1090 1095 1100 1105 1110
ncomp_1 -0.025042681 -0.022229869 -0.019758536 -0.019742980 -0.023960025
ncomp_2 -0.019025905 -0.029060143 -0.036845300 -0.041969491 -0.044638089
ncomp_3 0.028392593 0.028241273 0.033617393 0.043221661 0.053720192
ncomp_4 0.046000473 0.042521894 0.048692868 0.061226233 0.074263867
ncomp_5 -0.032519169 -0.031749706 -0.031143847 -0.034943123 -0.047675957
1115 1120 1125 1130 1135
ncomp_1 -0.032599272 -0.042620357 -0.048223206 -0.042745575 -0.022627267
ncomp_2 -0.044917007 -0.041153565 -0.030460394 -0.010291337 0.018054590
ncomp_3 0.061471583 0.065605295 0.069014083 0.077310808 0.094456176
ncomp_4 0.082977280 0.087736668 0.093842696 0.108160160 0.131839512
ncomp_5 -0.070943833 -0.099651779 -0.122646924 -0.126292364 -0.102103053
1140 1145 1150 1155 1160
ncomp_1 0.0096395137 0.0444119153 0.068013341 0.068771401 0.043566651
ncomp_2 0.0479262152 0.0677263034 0.065459564 0.034724659 -0.019607105
ncomp_3 0.1187605818 0.1406110244 0.145000250 0.118265424 0.056094330
ncomp_4 0.1567000835 0.1655550828 0.140238752 0.071589000 -0.031325000
ncomp_5 -0.0521910952 0.0087241878 0.059385416 0.082066109 0.072662133
1165 1170 1175 1180 1185
ncomp_1 0.0010350212 -0.041220442 -0.063732850 -0.054472891 -0.014382571
ncomp_2 -0.0806918715 -0.125095831 -0.132181728 -0.093389250 -0.016554629
ncomp_3 -0.0318356648 -0.124665443 -0.198092380 -0.235478565 -0.234335479
ncomp_4 -0.1410297034 -0.221031920 -0.241436074 -0.192843688 -0.091530169
ncomp_5 0.0438840530 0.019103309 0.019994323 0.053168154 0.105784140
1190 1195 1200 1205 1210
ncomp_1 0.041895859 0.092853677 0.11889885 0.110866515 0.071940489
ncomp_2 0.075724156 0.154923681 0.19721140 0.192343830 0.145202654
ncomp_3 -0.207335100 -0.173758600 -0.15011175 -0.141547654 -0.141953052
ncomp_4 0.025503209 0.115767540 0.14784583 0.113759156 0.029097442
ncomp_5 0.150047222 0.158009215 0.11482469 0.027976793 -0.077434452
1215 1220 1225 1230 1235
ncomp_1 0.015342319 -0.0424281651 -0.087572650 -0.113455073 -0.120497376
ncomp_2 0.072438888 -0.0051017973 -0.069478761 -0.110993211 -0.128620592
ncomp_3 -0.138297576 -0.1198433151 -0.083565323 -0.035910618 0.011575734
ncomp_4 -0.074624457 -0.1634687300 -0.212174407 -0.211691502 -0.168818755
ncomp_5 -0.169392149 -0.2239439855 -0.232328104 -0.202427182 -0.151449220
1240 1245 1250 1255 1260
ncomp_1 -0.113841957 -0.099914950 -0.084267589 -0.0702815470 -0.0591131247
ncomp_2 -0.127499919 -0.115076706 -0.098216438 -0.0812355320 -0.0655436631
ncomp_3 0.047579349 0.066045995 0.067341429 0.0566422247 0.0406771864
ncomp_4 -0.101242834 -0.029811534 0.027439488 0.0596974310 0.0651020256
ncomp_5 -0.097708025 -0.053370109 -0.023392628 -0.0073825424 -0.0027805898
1265 1270 1275 1280 1285
ncomp_1 -0.0502723693 -0.042516052 -0.0345052634 -0.0253034586 -0.0146710937
ncomp_2 -0.0505749772 -0.035322007 -0.0194921171 -0.0040965108 0.0086888678
ncomp_3 0.0251534101 0.013396364 0.0062036574 0.0026471024 0.0010053742
ncomp_4 0.0500027056 0.025513627 0.0030958367 -0.0092083093 -0.0089184368
ncomp_5 -0.0066813792 -0.016502971 -0.0297229498 -0.0433768554 -0.0544478297
1290 1295 1300 1305 1310
ncomp_1 -0.00302914416 0.0089583451 0.0210107130 0.0336208850 0.0479104895
ncomp_2 0.01649819157 0.0179966380 0.0137349236 0.0059134865 -0.0025611248
ncomp_3 -0.00035875378 -0.0024037126 -0.0047788709 -0.0057569627 -0.0026727849
ncomp_4 0.00133679822 0.0160832109 0.0305412940 0.0422698861 0.0511404245
ncomp_5 -0.06052059155 -0.0604364971 -0.0538591649 -0.0410281503 -0.0224195097
1315 1320 1325 1330 1335
ncomp_1 0.06495818482 0.084829206 0.105730613 0.123774367 0.133962717
ncomp_2 -0.00969726586 -0.015313308 -0.021030617 -0.028804953 -0.039352788
ncomp_3 0.00699543102 0.024364649 0.048018158 0.073827193 0.096015217
ncomp_4 0.05678425839 0.057281350 0.048476167 0.026255460 -0.011196482
ncomp_5 0.00085381827 0.026902936 0.052853850 0.075716146 0.093604383
1340 1345 1350 1355 1360
ncomp_1 0.131652426 0.114057846 0.080961002 0.034996799 -0.019381948
ncomp_2 -0.050507009 -0.057013516 -0.051713387 -0.028605763 0.014258536
ncomp_3 0.108886825 0.108599269 0.094242007 0.067891585 0.033182008
ncomp_4 -0.060308917 -0.112369006 -0.155228015 -0.177515629 -0.171424156
ncomp_5 0.106771067 0.117320477 0.127580879 0.137892916 0.144806488
1365 1370 1375 1380 1385
ncomp_1 -0.0767297414 -0.130762574 -0.1733344397 -0.194571942 -0.184355521
ncomp_2 0.0722395577 0.133748008 0.1819674845 0.200417079 0.178866131
ncomp_3 -0.0063386629 -0.048259247 -0.0911995164 -0.133971301 -0.174045312
ncomp_4 -0.1358505129 -0.076825278 -0.0068057376 0.059448792 0.108416147
ncomp_5 0.1418751886 0.122469475 0.0840403264 0.030555470 -0.027283814
1390 1395 1400 1405 1410
ncomp_1 -0.135484014 -0.048204525 0.065670293 0.182227167 0.271561159
ncomp_2 0.118390077 0.031554221 -0.060422615 -0.135439127 -0.177740911
ncomp_3 -0.206496928 -0.224605238 -0.221854530 -0.194335103 -0.142702336
ncomp_4 0.132279863 0.130450661 0.109840515 0.080669632 0.052893753
ncomp_5 -0.075975641 -0.104737810 -0.110602351 -0.099391315 -0.082678174
1415 1420 1425 1430 1435
ncomp_1 0.307106604 0.2758182752 0.183602132 0.055463312 -0.073493119
ncomp_2 -0.183336148 -0.1586019636 -0.116433662 -0.070006265 -0.029079945
ncomp_3 -0.073210141 0.0034832327 0.075193940 0.131398099 0.165452909
ncomp_4 0.032303048 0.0205434611 0.015303726 0.013169056 0.010571514
ncomp_5 -0.071918669 -0.0726512009 -0.082118364 -0.090744157 -0.087284863
1440 1445 1450 1455 1460
ncomp_1 -0.1700747056 -0.2145550461 -0.204642842 -0.154266318 -0.086334544
ncomp_2 0.0020108834 0.0223446299 0.032210699 0.031459780 0.020168931
ncomp_3 0.1758352475 0.1658046171 0.141504131 0.109666089 0.075965612
ncomp_4 0.0056012523 -0.0024782539 -0.012185465 -0.020735724 -0.024041668
ncomp_5 -0.0636790235 -0.0189016087 0.041524284 0.107346169 0.167183320
1465 1470 1475 1480 1485
ncomp_1 -0.02444365196 0.014886976 0.025213180 0.0099615422 -0.020361647
ncomp_2 -0.00049451778 -0.027396215 -0.055337869 -0.0777676646 -0.088157616
ncomp_3 0.04411883974 0.015615352 -0.009461413 -0.0311744311 -0.048633260
ncomp_4 -0.01910614111 -0.005040382 0.015220639 0.0364379094 0.052605195
ncomp_5 0.21029056944 0.229261668 0.220867897 0.1874878469 0.136345707
1490 1495 1500 1505 1510
ncomp_1 -0.051556588 -0.069817774 -0.0656392838 -0.036582403 0.0119859605
ncomp_2 -0.081338148 -0.054049228 -0.0059285455 0.059381486 0.1333336636
ncomp_3 -0.059678316 -0.061072133 -0.0499582656 -0.025690032 0.0085748643
ncomp_4 0.059724862 0.055917592 0.0412781630 0.016172317 -0.0190588795
ncomp_5 0.078785306 0.026316488 -0.0130111706 -0.037685392 -0.0516190986
1515 1520 1525 1530 1535
ncomp_1 0.068657267 0.119279475 0.151494440 0.158416742 0.140457716
ncomp_2 0.203532344 0.255691481 0.277172563 0.260853571 0.208384746
ncomp_3 0.046156435 0.078221886 0.096724287 0.097125571 0.080343414
ncomp_4 -0.063636777 -0.113953272 -0.162203024 -0.197223462 -0.208027021
ncomp_5 -0.061120832 -0.070046353 -0.076764309 -0.074480944 -0.055493483
1540 1545 1550 1555 1560
ncomp_1 0.103728304 0.057256301 0.0099550735 -0.0309706474 -0.052331814
ncomp_2 0.129930538 0.041291147 -0.0403266599 -0.1003202474 -0.132848391
ncomp_3 0.051922123 0.019854364 -0.0082803207 -0.0270705821 -0.036852351
ncomp_4 -0.188151946 -0.139295288 -0.0722948804 -0.0041573806 0.035940143
ncomp_5 -0.016627510 0.037422662 0.0942369625 0.1381727503 0.165106141
1565
ncomp_1 -0.070074188
ncomp_2 -0.154253437
ncomp_3 -0.042061454
ncomp_4 0.072668585
ncomp_5 0.183163360
$scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 -1.233699057 -0.032623163 -0.0848030547 0.1997722814 3.2130492e-02
2 -1.430574888 -0.288919673 0.2688885476 0.4348364874 -9.9040490e-02
3 -1.090873772 0.457674833 -0.2924543273 0.3657002448 5.5956773e-04
4 -0.673068893 -0.080074738 -0.1640532175 0.0421451140 2.3400643e-02
6 -0.658014160 -0.584911515 0.0714274333 0.2104016877 1.0609202e-01
7 -1.173028863 0.199065941 0.1748179554 0.1181799310 -1.0676934e-01
8 -0.940639217 -0.201620218 -0.1035510589 0.3186572629 -1.3935996e-01
9 -1.362183004 -0.317253622 0.1243607304 0.1423790500 -6.0421021e-02
10 0.741669556 -0.476182631 -0.0549179272 0.0250992172 -4.7214004e-02
11 1.404043471 0.887843265 -0.3855768241 0.4883421291 -1.8047608e-01
12 0.894238135 -0.575891641 -0.3226556667 0.4302658425 4.2733496e-02
14 0.485718866 -0.821304658 -0.8470115698 0.0061275864 -1.2233823e-01
15 0.617513944 -0.414966263 -0.3957928265 0.1835349549 -3.7869286e-02
16 0.245551438 -0.571895331 -0.4085664100 -0.6491696728 -2.5322289e-01
17 1.280585318 -0.247674310 -0.2644858649 0.3398890528 1.3051226e-01
18 0.060325345 1.667163769 -0.6763645731 0.0608442065 1.5568378e-01
19 -1.521625589 -0.734140107 0.7657717668 -0.0385081138 -7.5351875e-02
20 -1.174432943 -0.956867233 0.3836870803 0.1642195581 -1.4208127e-01
22 -1.028033290 -0.125158744 -0.2000682537 -0.5922229840 -1.0435314e-01
23 -0.798210739 0.286216404 -0.4563079336 -0.2595566111 1.9708072e-02
24 -0.721699424 0.716156681 -0.7752279809 -0.3240489689 -1.2344884e-01
25 -1.294178574 0.602281701 -0.8178922334 0.0327255846 1.1916334e-01
26 0.812465572 1.315110656 0.4234550400 -0.1653114351 -2.6349774e-01
27 0.646738963 1.326787896 0.4895514139 -0.2302091413 -1.3449928e-01
28 -0.333041566 -0.189600290 0.1261823845 -0.3786787396 3.5569376e-01
29 -0.406561414 -0.082914549 0.1942922533 -0.4309034587 4.1970654e-01
30 1.067039128 -0.917238001 -0.0689736052 -0.2927637620 -3.0823078e-01
31 0.107937915 0.235667617 0.5694120487 -0.3072527199 2.3372972e-01
32 -0.130025909 0.035108587 0.6236509306 -0.1969111495 1.5460940e-01
33 0.341533282 0.758693196 0.7631153489 0.2646532816 -1.1633652e-01
34 0.240830384 0.851098347 0.8236000378 0.1820253864 6.8882886e-05
35 0.854843917 0.299910921 0.2229136392 -0.2194435766 -1.3849434e-01
36 1.099471034 -0.632290931 0.1989117755 0.3586789642 3.1835679e-01
37 1.597381298 -1.071355914 0.1448097532 -0.1455532323 -1.0839015e-01
38 1.241021349 -0.244303614 0.2824903627 -0.1536534738 -4.8877682e-02
39 1.353259570 -0.012229000 0.0090385173 0.1655553719 1.5731676e-01
40 0.877722819 -0.059363667 -0.3416736920 -0.1498461562 3.4080737e-01
$sd_scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
0.97634323 0.66758612 0.44371809 0.29338614 0.17755699
$scaled_scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 -1.263591549 -0.048867348 -0.191119220 0.680919289 0.18095875375
2 -1.465237675 -0.432782624 0.605989604 1.482130304 -0.55779549620
3 -1.117305612 0.685566729 -0.659099406 1.246480989 0.00315148236
4 -0.689377332 -0.119946679 -0.369723981 0.143650665 0.13179229279
6 -0.673957824 -0.876158891 0.160974807 0.717149380 0.59750968840
7 -1.201451319 0.298187657 0.393984290 0.402813614 -0.60132433121
8 -0.963430878 -0.302013795 -0.233371283 1.086136052 -0.78487451777
9 -1.395188659 -0.475225011 0.280269690 0.485295762 -0.34029085844
10 0.759640188 -0.713290190 -0.123767610 0.085550112 -0.26590901316
11 1.438063404 1.329930682 -0.868968013 1.664503069 -1.01644028942
12 0.915905499 -0.862647714 -0.727163658 1.466551364 0.24067481501
14 0.497487820 -1.230260236 -1.908895751 0.020885739 -0.68900823635
15 0.632476289 -0.621592107 -0.891991647 0.625574730 -0.21327961167
16 0.251501142 -0.856661505 -0.920779257 -2.212680104 -1.42614990898
17 1.311613863 -0.370999789 -0.596067352 1.158504126 0.73504433347
18 0.061787026 2.497301423 -1.524311480 0.207386098 0.87681017568
19 -1.558494533 -1.099693484 1.725806971 -0.131254032 -0.42438134471
20 -1.202889419 -1.433324036 0.864709130 0.559738638 -0.80020094527
22 -1.052942507 -0.187479548 -0.450890464 -2.018578607 -0.58771630059
23 -0.817551362 0.428733306 -1.028373527 -0.884692821 0.11099575233
24 -0.739186180 1.072755498 -1.747118282 -1.104513560 -0.69526317934
25 -1.325536483 0.902178284 -1.843269991 0.111544413 0.67112727420
26 0.832151589 1.969949068 0.954333512 -0.563460277 -1.48401780958
27 0.662409429 1.987440804 1.103293800 -0.784662636 -0.75749918536
28 -0.341111154 -0.284008736 0.284375121 -1.290717894 2.00326530542
29 -0.416412385 -0.124200529 0.437873188 -1.468724664 2.36378493640
30 1.092893455 -1.373962059 -0.155444656 -0.997878642 -1.73595404021
31 0.110553247 0.353014554 1.283274372 -1.047263926 1.31636448986
32 -0.133176433 0.052590349 1.405511629 -0.671167186 0.87075930911
33 0.349808624 1.136472393 1.719820247 0.902064707 -0.65520661777
34 0.246665697 1.274889217 1.856133575 0.620429400 0.00038794804
35 0.875556761 0.449246789 0.502376725 -0.747968453 -0.77999935865
36 1.126111185 -0.947130132 0.448284128 1.222549113 1.79298371351
37 1.636085800 -1.604820534 0.326355309 -0.496114891 -0.61045271695
38 1.271091260 -0.365950709 0.636643787 -0.523724380 -0.27527883454
39 1.386049010 -0.018318236 0.020369955 0.564291730 0.88600711015
40 0.898990017 -0.088922859 -0.770024262 -0.510747224 1.91942521567
$y_loadings
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
4.5744296 3.0285893 4.1843921 2.9125694 8.1543114
$x_loadings
1040 1045 1050 1055 1060
ncomp_1 0.0020028243 -0.00020881956 -0.0031481936 -0.0082848197 -0.0145844297
ncomp_2 -0.0082059836 -0.00907167608 -0.0097376264 -0.0112852195 -0.0124268366
ncomp_3 -0.0098816301 -0.00646405349 -0.0034354348 0.0025531677 0.0076756977
ncomp_4 0.0741790572 0.07783997289 0.0830231335 0.0921933883 0.1026411512
ncomp_5 -0.0486050637 -0.04637634915 -0.0449678508 -0.0411652752 -0.0390730582
1065 1070 1075 1080 1085
ncomp_1 -0.020700290 -0.025386220 -0.027758359 -0.027358433 -0.024286234
ncomp_2 -0.013589271 -0.015237764 -0.017910967 -0.022113513 -0.028228375
ncomp_3 0.011711357 0.014524754 0.015934964 0.015966858 0.015071328
ncomp_4 0.111361724 0.115116171 0.112044069 0.102665670 0.090163773
ncomp_5 -0.037776214 -0.036969292 -0.036974187 -0.038253133 -0.040873292
1090 1095 1100 1105 1110
ncomp_1 -0.019153454 -0.013234671 -0.0083535413 -0.0067518569 -0.010142872
ncomp_2 -0.036355831 -0.046297708 -0.0573642765 -0.0683506037 -0.077427167
ncomp_3 0.014394427 0.015301655 0.0187999190 0.0245902236 0.031121340
ncomp_4 0.079346709 0.075079098 0.0806288031 0.0970580727 0.123152377
ncomp_5 -0.044239509 -0.047602420 -0.0506318061 -0.0540457212 -0.059033253
1115 1120 1125 1130 1135
ncomp_1 -0.018695783 -0.029881793 -0.038794578 -0.039560023 -0.028215836
ncomp_2 -0.082437285 -0.081196927 -0.072584372 -0.057479369 -0.039598423
ncomp_3 0.036221197 0.038906604 0.040457298 0.044397150 0.054336777
ncomp_4 0.155725443 0.189922913 0.219608927 0.237664546 0.236539375
ncomp_5 -0.066214701 -0.073898035 -0.078022382 -0.073366156 -0.056773973
1140 1145 1150 1155 1160
ncomp_1 -0.0051954377 0.02344809807 0.047751164 0.058022824 0.049635782
ncomp_2 -0.0245614258 -0.01809814526 -0.023043926 -0.037460754 -0.053845280
ncomp_3 0.0710759912 0.09023181489 0.102324922 0.096480546 0.065626678
ncomp_4 0.2102185664 0.15660901077 0.079342973 -0.012564315 -0.105835165
ncomp_5 -0.0297292128 0.00047282778 0.023165371 0.029222239 0.016475216
1165 1170 1175 1180 1185
ncomp_1 0.0260121653 -0.0024986159 -0.022817674 -0.0255654344 -0.0092582956
ncomp_2 -0.0612604052 -0.0490040527 -0.011272508 0.0503392955 0.1264762138
ncomp_3 0.0110803537 -0.0574043644 -0.124622219 -0.1767953018 -0.2064824076
ncomp_4 -0.1860298693 -0.2406210880 -0.261938918 -0.2473640787 -0.2000047412
ncomp_5 -0.0076545091 -0.0286099565 -0.030882356 -0.0059487865 0.0432409487
1190 1195 1200 1205 1210
ncomp_1 0.018456409 0.044899018 0.057854568 0.051328924 0.026994851
ncomp_2 0.202274835 0.260980345 0.288834790 0.278739968 0.231846233
ncomp_3 -0.215095850 -0.208987221 -0.195101954 -0.176165113 -0.150807544
ncomp_4 -0.128360198 -0.046260358 0.030100787 0.085070823 0.108501302
ncomp_5 0.101927047 0.149667937 0.168222154 0.149258212 0.096156276
1215 1220 1225 1230 1235
ncomp_1 -0.0070802191 -0.040848968 -0.066066381 -0.0790985344 -0.080684505
ncomp_2 0.1568512820 0.068046709 -0.018473174 -0.0890745242 -0.135686048
ncomp_3 -0.1155889945 -0.070098993 -0.018999629 0.0285081265 0.062948094
ncomp_4 0.0990758805 0.066170873 0.026062549 -0.0041159441 -0.013517694
ncomp_5 0.0221212677 -0.055580953 -0.120939049 -0.1638627925 -0.181146562
1240 1245 1250 1255 1260
ncomp_1 -0.0743759758 -0.064294417 -0.053865938 -0.045136120 -0.038824916
ncomp_2 -0.1565408244 -0.155389058 -0.139319482 -0.115808125 -0.090371710
ncomp_3 0.0783880314 0.075117788 0.058991461 0.038476009 0.020866326
ncomp_4 -0.0010497789 0.024915949 0.051427066 0.067267735 0.067953335
ncomp_5 -0.1755527227 -0.153593333 -0.123853315 -0.094916446 -0.073498459
1265 1270 1275 1280 1285
ncomp_1 -0.0346175273 -0.031582573 -0.0284717260 -0.0240354357 -0.0173606224
ncomp_2 -0.0659278101 -0.043498717 -0.0232786301 -0.0057122170 0.0080752197
ncomp_3 0.0099373458 0.005632444 0.0052615794 0.0054492353 0.0037192975
ncomp_4 0.0568540138 0.042436322 0.0335747369 0.0352717594 0.0469141767
ncomp_5 -0.0629704121 -0.062807564 -0.0689637728 -0.0752779789 -0.0757136935
1290 1295 1300 1305 1310
ncomp_1 -0.00813594987 0.0033877143 0.016759242 0.0317904403 0.04870325314
ncomp_2 0.01671716335 0.0194637869 0.016651793 0.0094273515 -0.00092974287
ncomp_3 -0.00076554792 -0.0072979111 -0.014072734 -0.0186198927 -0.01823506252
ncomp_4 0.06339662346 0.0780568029 0.085770271 0.0843415144 0.07413013462
ncomp_5 -0.06644615003 -0.0470403899 -0.020082689 0.0100662743 0.03885575808
1315 1320 1325 1330 1335
ncomp_1 0.067959850 0.089569247 0.1122403737 0.132690575 0.146143873
ncomp_2 -0.013967052 -0.030184707 -0.0503393564 -0.073866698 -0.097957389
ncomp_3 -0.010284292 0.006933658 0.0332666268 0.065837530 0.099422361
ncomp_4 0.055908725 0.029694186 -0.0057219274 -0.051386392 -0.107181526
ncomp_5 0.062713355 0.079728580 0.0898069768 0.094516269 0.097021255
1340 1345 1350 1355 1360
ncomp_1 0.14728623 0.13170566 0.096968225 0.043851349 -0.0237954968
ncomp_2 -0.11696803 -0.12329902 -0.109235679 -0.070044603 -0.0059946952
ncomp_3 0.12723912 0.14279370 0.141478640 0.121910446 0.0853472054
ncomp_4 -0.16979552 -0.23267332 -0.286053687 -0.318915606 -0.3199135403
ncomp_5 0.10167308 0.11328031 0.135041701 0.166101165 0.1992023173
1365 1370 1375 1380 1385
ncomp_1 -0.099090579 -0.172162572 -0.229660164 -0.256608504 -0.2397212609
ncomp_2 0.076108474 0.163203900 0.237632737 0.282188855 0.2850977933
ncomp_3 0.035001303 -0.024880945 -0.089128498 -0.152061855 -0.2070368675
ncomp_4 -0.281334045 -0.202409547 -0.092983480 0.028116197 0.1363938761
ncomp_5 0.221379106 0.217428994 0.176179819 0.096757547 -0.0076018315
1390 1395 1400 1405 1410
ncomp_1 -0.17213016 -0.057971734 0.084373346 0.224150629 0.326578601
ncomp_2 0.24442916 0.168646037 0.074990257 -0.016823228 -0.090639993
ncomp_3 -0.24675033 -0.264302003 -0.255279528 -0.218883261 -0.158798160
ncomp_4 0.21018781 0.237852291 0.223255839 0.182588788 0.137674699
ncomp_5 -0.11175164 -0.187474775 -0.214465409 -0.189227980 -0.126238843
1415 1420 1425 1430 1435
ncomp_1 0.363855981 0.3249114991 0.219642694 0.077132862 -0.0644917914
ncomp_2 -0.138651032 -0.1607280169 -0.162329626 -0.150207440 -0.1300670812
ncomp_3 -0.083040114 -0.0027682415 0.070536943 0.127390692 0.1622359461
ncomp_4 0.106050841 0.0950424163 0.099510624 0.106221129 0.1000763117
ncomp_5 -0.052529389 0.0049707373 0.030198764 0.024652000 0.0037228752
1440 1445 1450 1455 1460
ncomp_1 -0.170697149 -0.2214715426 -0.214613255 -0.164004294 -0.092577581
ncomp_2 -0.105313299 -0.0788571777 -0.054158873 -0.035476875 -0.026198036
ncomp_3 0.174130759 0.1665587617 0.145212226 0.115976070 0.083281608
ncomp_4 0.070899839 0.0169040836 -0.054765845 -0.130812051 -0.195476999
ncomp_5 -0.010856889 -0.0021386608 0.036263648 0.097755444 0.166974938
1465 1470 1475 1480 1485
ncomp_1 -0.024290580 0.023367127 0.042342315 0.034033535 0.0069264239
ncomp_2 -0.027423239 -0.036927324 -0.049562927 -0.058739794 -0.0584734377
ncomp_3 0.049932931 0.017149165 -0.014093127 -0.042262663 -0.0646412739
ncomp_4 -0.234745077 -0.240132913 -0.211264640 -0.155818358 -0.0872082234
ncomp_5 0.224629787 0.254362826 0.246350188 0.199932121 0.1228474677
1490 1495 1500 1505 1510
ncomp_1 -0.026379398 -0.053087522 -0.063804178 -0.054963188 -0.029285782
ncomp_2 -0.044912422 -0.016772762 0.024564374 0.075061855 0.128099842
ncomp_3 -0.077852879 -0.078088126 -0.062519410 -0.030611346 0.014374573
ncomp_4 -0.021064208 0.028931791 0.054620250 0.054816170 0.033873059
ncomp_5 0.029933812 -0.061622939 -0.137094351 -0.188338256 -0.214005851
1515 1520 1525 1530 1535
ncomp_1 0.00565641423 0.040133424 0.065699192 0.077672832 0.075954864
ncomp_2 0.17535994010 0.207947356 0.218135169 0.201571245 0.159345709
ncomp_3 0.06552141342 0.112898416 0.146083448 0.157141621 0.143647039
ncomp_4 -0.00096144517 -0.042125415 -0.083486351 -0.120848227 -0.151122160
ncomp_5 -0.21775694640 -0.204359481 -0.176233358 -0.132669995 -0.072593968
1540 1545 1550 1555 1560
ncomp_1 0.0635099558 0.044475151 0.022437679 8.2211339e-05 -0.011210282
ncomp_2 0.0982389429 0.029172681 -0.035272618 -8.3797234e-02 -0.110354900
ncomp_3 0.1091776672 0.062242592 0.013719360 -2.5805471e-02 -0.047789110
ncomp_4 -0.1711015448 -0.177669729 -0.168928593 -1.4584431e-01 -0.133365180
ncomp_5 0.0013301721 0.080693660 0.151886533 2.0029106e-01 0.228657539
1565
ncomp_1 -0.022326995
ncomp_2 -0.128580478
ncomp_3 -0.064174854
ncomp_4 -0.115153209
ncomp_5 0.244889519
$fitted_y
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.525233191 0.42643103 0.071581798 0.653432428 0.91543446
2 -0.375361442 -1.25038048 -0.125245369 1.141246071 0.33363908
3 1.178577405 2.56468651 1.340942946 2.406070282 2.41063317
4 3.089796422 2.84728293 2.160819943 2.283570511 2.47438664
6 3.158663237 1.38720647 1.686086857 2.298896371 3.16400376
7 0.802764720 1.40565370 2.137160570 2.481367818 1.61073738
8 1.865814805 1.25518997 0.821891737 1.750003124 0.61361863
9 -0.062507584 -1.02333851 -0.502964459 -0.088275597 -0.58096742
10 9.561417892 8.11925626 7.889458125 7.962561337 7.57756364
11 12.591400750 15.28031337 13.666908769 15.089239103 13.61758095
12 10.259332117 8.51519285 7.165075032 8.418254152 8.76671639
14 8.390589470 5.90319496 2.358966461 2.376813482 1.37922946
15 8.993476780 7.73671439 6.080562024 6.615120314 6.30632236
16 7.291960474 5.55992439 3.850322340 1.959570627 -0.10528764
17 12.026650117 11.27654635 10.169833793 11.159784242 12.22402185
18 6.444656746 11.49381112 8.663636566 8.840849539 10.11034353
19 -0.791866470 -3.01527535 0.189013957 0.076856403 -0.53758625
20 0.796341856 -2.10161602 -0.496118845 -0.017817988 -1.17639292
22 1.466036767 1.08698233 0.249818318 -1.475072213 -2.32600020
23 2.517343851 3.38417580 1.474804496 0.718827857 0.87953361
24 2.867339477 5.03628395 1.792426133 0.848611028 -0.15802924
25 0.248573895 2.07263782 -1.349743958 -1.254428422 -0.28273345
26 9.885269281 13.86819936 15.640101274 15.158620250 13.00997765
27 9.127164572 13.14546022 15.193935272 14.523435175 13.42668620
28 4.645227496 4.07100608 4.599002652 3.496074549 6.39651223
29 4.308916127 4.05780201 4.870796973 3.615760752 7.03817858
30 11.049798101 8.27186089 7.983248286 7.130553517 4.61714379
31 6.662457097 7.37619752 9.758840785 8.863945920 10.76985082
32 5.573908332 5.68023782 8.289837833 7.716320447 8.97705366
33 7.731022666 10.02879277 13.221966587 13.992787632 13.04414346
34 7.270364343 9.84799170 13.294257171 13.824418738 13.82498043
35 10.079126042 10.98743305 11.920191116 11.281046474 10.15172051
36 11.198155572 9.28320602 10.115530872 11.160208241 13.75618867
37 13.475811032 10.23111396 10.837054741 10.413120853 9.52927384
38 11.845667524 11.10577221 12.287822642 11.840296238 11.44173240
39 12.359093369 12.32205675 12.359877450 12.842068958 14.12487878
40 10.183783967 10.00399580 8.574299113 8.137861787 10.91691117
$cal_error
ncomp cal_set_error max_residuals
ncomp_1 1 3.4337570 8.7497981
ncomp_2 2 2.7753978 5.9718609
ncomp_3 3 2.0628944 5.6832483
ncomp_4 4 1.8775917 4.8305535
ncomp_5 5 1.1954356 2.4740038
$y_quantiles
0% 25% 50% 75% 100%
0.020 0.720 7.200 11.211 15.660
$explained_variance
$explained_variance$x_variance
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
pls_var 1.04457980 0.61170556 0.215117640 0.176584882 0.046654075
x_expl_var 0.43091624 0.25234440 0.088741602 0.072845841 0.019246015
x_expl_var_cum 0.43091624 0.68326064 0.772002243 0.844848084 0.864094099
$explained_variance$y_variance
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
y_explained_variance 0.62849644 0.75729744 0.86591571 0.88892248 0.95497266
The full calibration statistics is correctly computed
Code
model1$final_model$calibration_statistics_all
Output
$Sample_index
[1] 1 2 3 4 6 7 8 9 10 11 12 14 15 16 17 18 19 20 22 23 24 25 26 27 28
[26] 29 30 31 32 33 34 35 36 37 38 39 40
$Target
CBDA
1 0.820
2 0.930
3 0.980
4 0.910
6 0.690
7 1.330
8 0.540
9 0.800
10 7.590
11 15.660
12 8.820
14 0.040
15 5.440
16 0.730
17 14.430
18 9.500
19 0.050
20 0.040
22 0.020
23 0.090
24 0.110
25 0.030
26 12.400
27 12.400
28 7.840
29 7.840
30 2.300
31 9.600
32 7.200
33 13.900
34 13.900
35 10.400
36 12.829
37 9.768
38 11.892
39 15.439
40 10.984
$fitted_y
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.525233191 0.42643103 0.071581798 0.653432428 0.91543446
2 -0.375361442 -1.25038048 -0.125245369 1.141246071 0.33363908
3 1.178577405 2.56468651 1.340942946 2.406070282 2.41063317
4 3.089796422 2.84728293 2.160819943 2.283570511 2.47438664
6 3.158663237 1.38720647 1.686086857 2.298896371 3.16400376
7 0.802764720 1.40565370 2.137160570 2.481367818 1.61073738
8 1.865814805 1.25518997 0.821891737 1.750003124 0.61361863
9 -0.062507584 -1.02333851 -0.502964459 -0.088275597 -0.58096742
10 9.561417892 8.11925626 7.889458125 7.962561337 7.57756364
11 12.591400750 15.28031337 13.666908769 15.089239103 13.61758095
12 10.259332117 8.51519285 7.165075032 8.418254152 8.76671639
14 8.390589470 5.90319496 2.358966461 2.376813482 1.37922946
15 8.993476780 7.73671439 6.080562024 6.615120314 6.30632236
16 7.291960474 5.55992439 3.850322340 1.959570627 -0.10528764
17 12.026650117 11.27654635 10.169833793 11.159784242 12.22402185
18 6.444656746 11.49381112 8.663636566 8.840849539 10.11034353
19 -0.791866470 -3.01527535 0.189013957 0.076856403 -0.53758625
20 0.796341856 -2.10161602 -0.496118845 -0.017817988 -1.17639292
22 1.466036767 1.08698233 0.249818318 -1.475072213 -2.32600020
23 2.517343851 3.38417580 1.474804496 0.718827857 0.87953361
24 2.867339477 5.03628395 1.792426133 0.848611028 -0.15802924
25 0.248573895 2.07263782 -1.349743958 -1.254428422 -0.28273345
26 9.885269281 13.86819936 15.640101274 15.158620250 13.00997765
27 9.127164572 13.14546022 15.193935272 14.523435175 13.42668620
28 4.645227496 4.07100608 4.599002652 3.496074549 6.39651223
29 4.308916127 4.05780201 4.870796973 3.615760752 7.03817858
30 11.049798101 8.27186089 7.983248286 7.130553517 4.61714379
31 6.662457097 7.37619752 9.758840785 8.863945920 10.76985082
32 5.573908332 5.68023782 8.289837833 7.716320447 8.97705366
33 7.731022666 10.02879277 13.221966587 13.992787632 13.04414346
34 7.270364343 9.84799170 13.294257171 13.824418738 13.82498043
35 10.079126042 10.98743305 11.920191116 11.281046474 10.15172051
36 11.198155572 9.28320602 10.115530872 11.160208241 13.75618867
37 13.475811032 10.23111396 10.837054741 10.413120853 9.52927384
38 11.845667524 11.10577221 12.287822642 11.840296238 11.44173240
39 12.359093369 12.32205675 12.359877450 12.842068958 14.12487878
40 10.183783967 10.00399580 8.574299113 8.137861787 10.91691117
$residual
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.294766809 0.393568972 0.74841820 0.166567572 -0.095434464
2 1.305361442 2.180380475 1.05524537 -0.211246071 0.596360925
3 -0.198577405 -1.584686514 -0.36094295 -1.426070282 -1.430633171
4 -2.179796422 -1.937282925 -1.25081994 -1.373570511 -1.564386641
6 -2.468663237 -0.697206471 -0.99608686 -1.608896371 -2.474003758
7 0.527235280 -0.075653703 -0.80716057 -1.151367818 -0.280737381
8 -1.325814805 -0.715189967 -0.28189174 -1.210003124 -0.073618633
9 0.862507584 1.823338514 1.30296446 0.888275597 1.380967417
10 -1.971417892 -0.529256264 -0.29945813 -0.372561337 0.012436356
11 3.068599250 0.379686625 1.99309123 0.570760897 2.042419048
12 -1.439332117 0.304807154 1.65492497 0.401745848 0.053283615
14 -8.350589470 -5.863194958 -2.31896646 -2.336813482 -1.339229464
15 -3.553476780 -2.296714390 -0.64056202 -1.175120314 -0.866322363
16 -6.561960474 -4.829924387 -3.12032234 -1.229570627 0.835287644
17 2.403349883 3.153453651 4.26016621 3.270215758 2.205978148
18 3.055343254 -1.993811123 0.83636343 0.659150461 -0.610343532
19 0.841866470 3.065275353 -0.13901396 -0.026856403 0.587586247
20 -0.756341856 2.141616022 0.53611884 0.057817988 1.216392924
22 -1.446036767 -1.066982332 -0.22981832 1.495072213 2.346000195
23 -2.427343851 -3.294175795 -1.38480450 -0.628827857 -0.789533612
24 -2.757339477 -4.926283950 -1.68242613 -0.738611028 0.268029240
25 -0.218573895 -2.042637819 1.37974396 1.284428422 0.312733446
26 2.514730719 -1.468199362 -3.24010127 -2.758620250 -0.609977650
27 3.272835428 -0.745460217 -2.79393527 -2.123435175 -1.026686195
28 3.194772504 3.768993917 3.24099735 4.343925451 1.443487770
29 3.531083873 3.782197992 2.96920303 4.224239248 0.801821418
30 -8.749798101 -5.971860893 -5.68324829 -4.830553517 -2.317143787
31 2.937542903 2.223802477 -0.15884078 0.736054080 -1.169850823
32 1.626091668 1.519762177 -1.08983783 -0.516320447 -1.777053663
33 6.168977334 3.871207228 0.67803341 -0.092787632 0.855856543
34 6.629635657 4.052008297 0.60574283 0.075581262 0.075019569
35 0.320873958 -0.587433052 -1.52019112 -0.881046474 0.248279494
36 1.630844428 3.545793984 2.71346913 1.668791759 -0.927188669
37 -3.707811032 -0.463113958 -1.06905474 -0.645120853 0.238726163
38 0.046332476 0.786227793 -0.39582264 0.051703762 0.450267598
39 3.079906631 3.116943250 3.07912255 2.596931042 1.314121221
40 0.800216033 0.980004199 2.40970089 2.846138213 0.067088825
$predicted_y_in_cv
[,1] [,2] [,3] [,4] [,5]
[1,] 0.324018883 0.59436551 -0.018078402 0.091068454 1.09289533
[2,] 0.208597809 -2.45007438 -2.065269029 0.429294042 1.26783690
[3,] 1.637720288 2.84622447 1.497027031 2.413501928 3.47265985
[4,] 2.945326644 3.12931773 2.231677146 1.392170572 2.36017476
[5,] 3.644041544 0.71843320 1.166748751 1.773855104 2.62049494
[6,] 0.926211466 1.63339927 2.017781019 2.598320137 2.40762577
[7,] 1.586658239 1.31983481 1.202697056 1.604321536 1.70496581
[8,] 0.349704496 -2.10012662 -1.354780503 -0.602564488 -0.31650095
[9,] 9.549657815 7.96726763 7.669156044 7.807382634 7.20226143
[10,] 11.955879519 14.59058519 13.107327371 14.750004348 14.27987054
[11,] 10.483333691 8.99984733 7.951768905 7.239685245 9.15498309
[12,] 8.797290628 6.34210491 3.317406791 3.164294881 3.37641962
[13,] 8.613403933 7.15157535 6.148221295 6.332744231 6.54128830
[14,] 7.385396160 5.44833909 4.775692869 3.118569343 1.63639415
[15,] 12.094159167 10.85322442 9.774081063 10.525159054 11.48397962
[16,] 6.223048948 11.68110892 7.242353894 6.192504960 8.31272726
[17,] 0.029278279 -4.35128811 -0.985106813 -0.010983115 -0.15604759
[18,] 0.793760391 -1.49839811 -0.910802381 -0.364122326 -1.09270010
[19,] 1.187094867 0.54509019 -1.596911893 -1.994895406 -3.37416640
[20,] 2.393774843 2.90649268 2.017546952 1.073293023 0.31722108
[21,] 3.709748203 5.50500239 2.864461314 1.861716231 0.60048323
[22,] 0.023345727 1.41753221 -3.138198060 -2.527560915 -0.43882257
[23,] 9.582225642 14.33873150 16.265038550 16.552541100 15.24624574
[24,] 9.680458416 12.87032777 14.769792731 14.623533285 13.27821375
[25,] 4.420533990 3.91410517 3.258392417 2.542641622 3.37142113
[26,] 4.462366337 3.44029348 4.966317941 4.711241393 3.85279484
[27,] 10.802774602 8.35473149 8.792474000 9.015534517 11.10668846
[28,] 6.486699772 7.90715118 8.878275425 8.416403652 9.44199464
[29,] 5.910217329 5.28872911 8.125346069 8.411160300 7.79489703
[30,] 8.092676684 9.91110676 12.346882334 13.408339824 12.57316582
[31,] 6.794324943 9.97424424 12.049060086 14.639199546 14.43330956
[32,] 10.083255872 11.39230790 12.806772957 12.017961243 11.19224815
[33,] 11.013950395 8.96816906 9.493483741 10.450733398 13.33548397
[34,] 13.086136021 9.99215600 11.604945097 10.783892834 10.07138196
[35,] 12.093949275 11.37111934 12.173311228 13.132765425 12.08605281
[36,] 12.398648598 11.83909404 11.896281388 12.410675634 13.74883101
[37,] 9.977730374 9.81220134 8.031233627 7.029662588 9.79839025
$cv_residual
[,1] [,2] [,3] [,4] [,5]
[1,] 0.4959811168 0.225634486 0.838078402 0.728931546 -0.27289533
[2,] 0.7214021912 3.380074380 2.995269029 0.500705958 -0.33783690
[3,] -0.6577202884 -1.866224473 -0.517027031 -1.433501928 -2.49265985
[4,] -2.0353266438 -2.219317728 -1.321677146 -0.482170572 -1.45017476
[5,] -2.9540415444 -0.028433197 -0.476748751 -1.083855104 -1.93049494
[6,] 0.4037885340 -0.303399269 -0.687781019 -1.268320137 -1.07762577
[7,] -1.0466582393 -0.779834811 -0.662697056 -1.064321536 -1.16496581
[8,] 0.4502955044 2.900126616 2.154780503 1.402564488 1.11650095
[9,] -1.9596578148 -0.377267635 -0.079156044 -0.217382634 0.38773857
[10,] 3.7041204808 1.069414809 2.552672629 0.909995652 1.38012946
[11,] -1.6633336906 -0.179847332 0.868231095 1.580314755 -0.33498309
[12,] -8.7572906279 -6.302104914 -3.277406791 -3.124294881 -3.33641962
[13,] -3.1734039330 -1.711575352 -0.708221295 -0.892744231 -1.10128830
[14,] -6.6553961595 -4.718339094 -4.045692869 -2.388569343 -0.90639415
[15,] 2.3358408328 3.576775581 4.655918937 3.904840946 2.94602038
[16,] 3.2769510523 -2.181108918 2.257646106 3.307495040 1.18727274
[17,] 0.0207217210 4.401288108 1.035106813 0.060983115 0.20604759
[18,] -0.7537603910 1.538398105 0.950802381 0.404122326 1.13270010
[19,] -1.1670948668 -0.525090192 1.616911893 2.014895406 3.39416640
[20,] -2.3037748429 -2.816492681 -1.927546952 -0.983293023 -0.22722108
[21,] -3.5997482035 -5.395002389 -2.754461314 -1.751716231 -0.49048323
[22,] 0.0066542726 -1.387532214 3.168198060 2.557560915 0.46882257
[23,] 2.8177743585 -1.938731496 -3.865038550 -4.152541100 -2.84624574
[24,] 2.7195415841 -0.470327775 -2.369792731 -2.223533285 -0.87821375
[25,] 3.4194660097 3.925894829 4.581607583 5.297358378 4.46857887
[26,] 3.3776336628 4.399706518 2.873682059 3.128758607 3.98720516
[27,] -8.5027746022 -6.054731494 -6.492474000 -6.715534517 -8.80668846
[28,] 3.1133002275 1.692848824 0.721724575 1.183596348 0.15800536
[29,] 1.2897826713 1.911270892 -0.925346069 -1.211160300 -0.59489703
[30,] 5.8073233164 3.988893240 1.553117666 0.491660176 1.32683418
[31,] 7.1056750570 3.925755763 1.850939914 -0.739199546 -0.53330956
[32,] 0.3167441279 -0.992307905 -2.406772957 -1.617961243 -0.79224815
[33,] 1.8150496053 3.860830936 3.335516259 2.378266602 -0.50648397
[34,] -3.3181360211 -0.224155999 -1.836945097 -1.015892834 -0.30338196
[35,] -0.2019492748 0.520880657 -0.281311228 -1.240765425 -0.19405281
[36,] 3.0403514020 3.599905963 3.542718612 3.028324366 1.69016899
[37,] 1.0062696255 1.171798661 2.952766373 3.954337412 1.18560975
$Mahalanobis
[,1] [,2] [,3] [,4] [,5]
[1,] 1.5966636027 0.799525810 0.545192726 0.52480731 0.42639507
[2,] 2.1469214455 1.167111122 0.900481882 1.22453897 1.04185834
[3,] 1.2483718300 0.859186785 0.717595199 0.92662511 0.74130208
[4,] 0.4752411063 0.244814156 0.208774712 0.16173991 0.13286577
[5,] 0.4542191484 0.610936776 0.415928813 0.44052242 0.42382150
[6,] 1.4434852711 0.766200575 0.562541590 0.46247089 0.44229491
[7,] 0.9281990558 0.509705694 0.357957848 0.56339127 0.57391862
[8,] 1.9465513935 1.086195102 0.750313768 0.62161332 0.52045023
[9,] 0.5770532153 0.542918055 0.367051511 0.27711834 0.23583619
[10,] 2.0680263525 1.918370986 1.530615793 1.84060446 1.67911374
[11,] 0.8388828827 0.791521981 0.703936982 1.06564596 0.86410164
[12,] 0.2474941306 0.880517189 1.801639122 1.35133840 1.17601719
[13,] 0.4000262558 0.393201502 0.527350700 0.49334896 0.40377681
[14,] 0.0632528245 0.398560879 0.548318733 1.63522736 1.71496260
[15,] 1.7203309257 0.928985885 0.737756019 0.88884997 0.81913801
[16,] 0.0038176366 3.120166017 2.854619174 2.15171663 1.87513252
[17,] 2.4289052101 1.819115484 2.205546890 1.65846707 1.36279356
[18,] 1.4469429550 1.750680374 1.416360876 1.14059749 1.04054230
[19,] 1.1086879221 0.571918252 0.449046238 1.35544958 1.15344175
[20,] 0.6683902298 0.426101239 0.636584863 0.67310899 0.54095121
[21,] 0.5463962090 0.848600284 1.583207620 1.49239327 1.29059279
[22,] 1.7570469686 1.285486312 1.989538962 1.49526476 1.28629417
[23,] 0.6924762665 2.286587799 1.827976017 1.45035388 1.60074488
[24,] 0.4387862513 2.194353600 1.868654803 1.55541497 1.35909298
[25,] 0.1163568192 0.098508891 0.092628997 0.48595992 1.19138231
[26,] 0.1733992745 0.094412523 0.126852658 0.63442753 1.62503787
[27,] 1.1944161050 1.541093922 1.035450295 1.02552817 1.42312982
[28,] 0.0122220205 0.068420648 0.594544803 0.72009904 0.92264232
[29,] 0.0177359623 0.010250854 0.665321549 0.61160751 0.64093036
[30,] 0.1223660731 0.706967786 1.457239085 1.29635950 1.12294674
[31,] 0.0608439659 0.843093241 1.710472776 1.37908774 1.10327022
[32,] 0.7665996411 0.484211159 0.406934897 0.44506537 0.47773210
[33,] 1.2681264021 1.082590945 0.788713516 0.96519172 1.41511150
[34,] 2.6767767461 2.626112846 1.786244493 1.40121587 1.19550320
[35,] 1.6156729907 0.874796456 0.718302741 0.60729886 0.50099478
[36,] 1.9211318588 0.960733708 0.640627451 0.56007688 0.60506322
[37,] 0.8081830513 0.408045163 0.469675897 0.41747260 1.07081672
$Q_value
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.05940717733 0.061342894 0.044062822 0.3036448748 0.150496363
2 0.17241005960 0.438222655 0.953409844 0.3844140000 0.792250031
3 0.13555886287 0.102839825 0.076706334 0.0040126706 0.900655780
4 0.04265373477 0.103021312 0.034822233 0.4813057649 0.096857822
6 0.14330469612 0.244288646 0.255224754 0.2834927145 0.460924729
7 0.03644682527 0.083190609 0.058668170 0.0631476655 0.675804241
8 0.08241910720 0.023613386 0.187143872 0.0786598530 0.925521135
9 0.12170285723 0.393327781 0.418618503 0.2776870371 0.224281793
10 0.00347208408 0.055518212 0.108265779 0.0837877601 0.318276476
11 0.18763338902 0.251943029 0.275002014 0.1831676626 0.561657216
12 0.06613496505 0.177033971 0.386614709 0.6363608343 0.329271059
14 0.12007579427 0.160324467 0.471018196 0.4251956059 1.693724735
15 0.11221396393 0.213738839 0.033250633 0.1524671822 0.199263759
16 0.02758626057 0.040759733 0.454766295 0.6257940340 1.477039890
17 0.01993159508 0.154630493 0.194489663 0.3426618604 0.627595637
18 0.06542821901 0.068415899 0.698478538 1.4299569222 1.524475338
19 0.24243749019 0.488017030 0.577012705 0.0474283932 0.323565313
20 0.00076216033 0.220342669 0.203793064 0.1869848391 0.070976019
22 0.08235572886 0.197941668 0.907561489 0.2806752484 0.888901353
23 0.03648292255 0.174487477 0.266726644 0.1913912264 0.476871291
24 0.24871553712 0.171212872 0.526843520 0.5470197532 0.643259398
25 0.06649710875 0.239296137 0.878922139 0.6874198451 0.132371981
26 0.08947160598 0.171875376 0.307120662 0.7526387557 1.896475690
27 0.16335630368 0.100500026 0.208441619 0.0540473419 0.125912625
28 0.06633925353 0.057312564 0.658832684 0.5148000851 2.565440050
29 0.04530514731 0.225562725 0.046943052 0.5914978502 2.701376840
30 0.07293203450 0.030270867 0.397687810 1.0177835812 5.503483133
31 0.05189117354 0.193946071 0.432747136 0.2416476200 1.126093501
32 0.09929297986 0.143009803 0.080838224 0.3751743879 1.002532443
33 0.10677592785 0.042988196 0.430053487 0.3155689014 0.399414383
34 0.14054744630 0.046117364 0.611942618 0.4399357491 0.515895842
35 0.00121930468 0.147892168 0.435703889 0.3978924731 0.882423444
36 0.05438534563 0.115076295 0.305700322 0.3830764588 0.356780226
37 0.11504893855 0.087286257 0.377373864 0.2001959884 0.459736864
38 0.07330352503 0.096925662 0.056275762 0.6978605713 0.546418383
39 0.01167841648 0.176416002 0.227830752 0.2329280997 0.318908749
40 0.06083594390 0.070058436 0.266885395 0.5983651551 0.948565943
All detected outliers in every iteration is correct
Code
det_outl
Output
$ncomp_1
$ncomp_1$calibration
[1] 30
$ncomp_1$Mahalanobis
integer(0)
$ncomp_1$validation
integer(0)
$ncomp_2
$ncomp_2$calibration
integer(0)
$ncomp_2$Mahalanobis
integer(0)
$ncomp_2$validation
integer(0)
$ncomp_3
$ncomp_3$calibration
[1] 30
$ncomp_3$Mahalanobis
integer(0)
$ncomp_3$validation
integer(0)
$ncomp_4
$ncomp_4$calibration
[1] 30
$ncomp_4$Mahalanobis
integer(0)
$ncomp_4$validation
integer(0)
$ncomp_5
$ncomp_5$calibration
integer(0)
$ncomp_5$Mahalanobis
integer(0)
$ncomp_5$validation
[1] 30
The model can be printed and the print is correct
Code
printout
Output
[1] "Modeling response: CBDA "
[2] "Range: 0.02 - 15.7 "
[3] "Final number of observations: 37 "
[4] "Number of predictors: 106 "
[5] "Pre-processing:"
[6] " Spectral preprocessing recipe (device: \"unspecified\"): "
[7] " - Step 1: prep_resample"
[8] " min_wav: 1005; max_wav: 1600; resolution: 5"
[9] " - Step 2: prep_derivative"
[10] " m: 2; w: 9; p: 5; algorithm: 'nwp'"
[11] " - Step 3: prep_snv"
[12] " - Step 4: prep_smooth"
[13] " w: 5; algorithm: 'moving-average'"
[14] "Formula: CBDA ~ spc "
[15] "Method: PLS (standard) "
[16] "Total number of factors considered: 5 "
[17] "Final number of pls factors: 5 "
[18] "Tuning parameter: Root mean square error (rmse) "
[19] "_______________________________________________________ "
[20] ""
[21] " Statistics for (cross-) validation of final training set "
[22] ""
[23] " ncomp rsq rmse"
[24] "1 1 0.620 3.47"
[25] "2 2 0.725 2.97"
[26] "3 3 0.792 2.61"
[27] "4 4 0.818 2.44"
[28] "5 5 0.842 2.27"
[29] "_______________________________________________________ "
The refitted model is correct
Code
refit_model
Output
$method
Fitting method: fit_plsr
ncomp: 5
type : standard
$intercept
CBDA
6.2761667
$x_means
1040 1045 1050 1055 1060 1065
-0.167355677 -0.147354430 -0.119712422 -0.071364815 -0.011383971 0.044728981
1070 1075 1080 1085 1090 1095
0.080674369 0.082851217 0.043584786 -0.036529899 -0.149625006 -0.283248706
1100 1105 1110 1115 1120 1125
-0.423357472 -0.556745804 -0.672593590 -0.762201023 -0.817582763 -0.832078477
1130 1135 1140 1145 1150 1155
-0.801962825 -0.728309091 -0.617091326 -0.478445907 -0.322573598 -0.156047480
1160 1165 1170 1175 1180 1185
0.020738436 0.212372756 0.425458407 0.661926067 0.913840582 1.160339462
1190 1195 1200 1205 1210 1215
1.369073815 1.500057401 1.516832811 1.398587908 1.149895063 0.802001164
1220 1225 1230 1235 1240 1245
0.409265684 0.035003218 -0.265861195 -0.461753308 -0.547666996 -0.542032898
1250 1255 1260 1265 1270 1275
-0.476511271 -0.384277453 -0.290180329 -0.209225551 -0.149329867 -0.115408495
1280 1285 1290 1295 1300 1305
-0.112228332 -0.145939268 -0.221811401 -0.340593184 -0.496049084 -0.675716737
1310 1315 1320 1325 1330 1335
-0.861939347 -1.034795039 -1.174687045 -1.266005635 -1.298456663 -1.271764461
1340 1345 1350 1355 1360 1365
-1.198323804 -1.104996896 -1.025299574 -0.990577624 -1.016456678 -1.098051105
1370 1375 1380 1385 1390 1395
-1.208627319 -1.312273911 -1.374369894 -1.371502597 -1.286719920 -1.106991635
1400 1405 1410 1415 1420 1425
-0.818439247 -0.411985288 0.108109938 0.708967925 1.326901714 1.879538221
1430 1435 1440 1445 1450 1455
2.289201859 2.504194635 2.513724547 2.349475338 2.070204402 1.741153845
1460 1465 1470 1475 1480 1485
1.417989327 1.140267054 0.928576444 0.788439777 0.714251649 0.692291140
1490 1495 1500 1505 1510 1515
0.700518399 0.712150849 0.701676699 0.651467646 0.555220201 0.417721394
1520 1525 1530 1535 1540 1545
0.251560645 0.071045197 -0.110817073 -0.281916710 -0.426355948 -0.524577975
1550 1555 1560 1565
-0.555935779 -0.506833661 -0.484729198 -0.428492514
$projection_m
1040 1045 1050 1055 1060
ncomp_1 -0.0018001954 -0.0033257448 -0.0055559605 -0.00933655833 -0.0143230892
ncomp_2 -0.0197552977 -0.0176028058 -0.0157845869 -0.01208104860 -0.0090939147
ncomp_3 -0.0252282524 -0.0184714456 -0.0120473472 0.00082015922 0.0126083141
ncomp_4 -0.0154082897 -0.0065679851 0.0036272619 0.02395899139 0.0458300190
ncomp_5 -0.0471329164 -0.0386141519 -0.0293646619 -0.00921089894 0.0119048653
1065 1070 1075 1080 1085
ncomp_1 -0.0194064936 -0.0236280364 -0.026396499 -0.027388886 -0.026583028
ncomp_2 -0.0070310806 -0.0062503051 -0.007404985 -0.010964417 -0.016886919
ncomp_3 0.0225246082 0.0294580933 0.032121752 0.030082071 0.024411533
ncomp_4 0.0668239973 0.0831927671 0.091381450 0.090250406 0.082219815
ncomp_5 0.0335297955 0.0527888406 0.065729011 0.070220161 0.067576128
1090 1095 1100 1105 1110
ncomp_1 -0.024160433 -0.020871868 -0.018094925 -0.017937892 -0.022158730
ncomp_2 -0.024205328 -0.031668070 -0.038185076 -0.043755157 -0.048854734
ncomp_3 0.018085682 0.014447625 0.015706818 0.020914045 0.026772362
ncomp_4 0.072924719 0.068244290 0.071370455 0.080220743 0.088962165
ncomp_5 0.062648114 0.060166682 0.061327872 0.060435030 0.048001279
1115 1120 1125 1130 1135
ncomp_1 -0.030959535 -0.041370621 -0.047655479 -0.043119228 -0.0239687539
ncomp_2 -0.053588424 -0.055592502 -0.050231340 -0.032282747 -0.0003760507
ncomp_3 0.029587101 0.029642076 0.032508385 0.047485307 0.0808599957
ncomp_4 0.091392900 0.086864065 0.081904180 0.088023576 0.1131441752
ncomp_5 0.016610798 -0.029480154 -0.072337564 -0.084891610 -0.0462050863
1140 1145 1150 1155 1160
ncomp_1 0.0076833644 0.042580767 0.067181989 0.069563039 0.0459451329
ncomp_2 0.0399352270 0.075189441 0.088197224 0.065813560 0.0074481052
ncomp_3 0.1294735825 0.176839356 0.196896928 0.165236072 0.0729056964
ncomp_4 0.1541261505 0.192601565 0.200276205 0.151720836 0.0399100914
ncomp_5 0.0440995269 0.157011919 0.241919268 0.248654883 0.1544202847
1165 1170 1175 1180 1185
ncomp_1 0.0041498343 -0.038850865 -0.063679095 -0.057764707 -0.021039956
ncomp_2 -0.0710396434 -0.141726435 -0.174903210 -0.152155803 -0.074573019
ncomp_3 -0.0645891521 -0.210883568 -0.321308621 -0.362518028 -0.325897009
ncomp_4 -0.1149467985 -0.270276323 -0.376379741 -0.397870130 -0.328389777
ncomp_5 -0.0191154531 -0.211867077 -0.348868560 -0.376167615 -0.284281866
1190 1195 1200 1205 1210
ncomp_1 0.032943553 0.083456915 0.111090724 0.106223377 0.071149831
ncomp_2 0.035633901 0.144296511 0.218173708 0.237840650 0.202056351
ncomp_3 -0.232431269 -0.120588059 -0.029822141 0.016862335 0.017676420
ncomp_4 -0.195236928 -0.046171287 0.069716435 0.122060180 0.106462380
ncomp_5 -0.115231656 0.060569622 0.174583204 0.191602399 0.117030719
1215 1220 1225 1230 1235
ncomp_1 0.0181130379 -0.037144115 -0.081182638 -0.107291143 -0.115487556
ncomp_2 0.1261666597 0.033849410 -0.051712221 -0.115425820 -0.151965794
ncomp_3 -0.0107038855 -0.045660790 -0.069125603 -0.074806833 -0.066302037
ncomp_4 0.0429911257 -0.036374395 -0.100690786 -0.131483636 -0.125219810
ncomp_5 -0.0095998507 -0.138416189 -0.228377080 -0.261780643 -0.242320993
1240 1245 1250 1255 1260
ncomp_1 -0.110374427 -0.097896636 -0.0833009420 -0.069879415 -0.058888219
ncomp_2 -0.163928912 -0.157965720 -0.1416333858 -0.120795812 -0.098768316
ncomp_3 -0.052247242 -0.040096744 -0.0333932791 -0.031360406 -0.030979318
ncomp_4 -0.091066618 -0.044396774 -0.0011942562 0.027334837 0.037136316
ncomp_5 -0.188014887 -0.120053978 -0.0572119659 -0.011706051 0.011205534
1265 1270 1275 1280 1285
ncomp_1 -0.050043375 -0.04230714396 -0.0344535768 -2.5530997e-02 -0.0151700201
ncomp_2 -0.076782533 -0.05516630672 -0.0341723922 -1.4600393e-02 0.0021250693
ncomp_3 -0.029125185 -0.02414239871 -0.0161452385 -6.6479303e-03 0.0021900885
ncomp_4 0.031517216 0.01822100023 0.0058139281 2.4767725e-05 0.0020348102
ncomp_5 0.013195232 0.00060921188 -0.0177819097 -3.3811723e-02 -0.0422674110
1290 1295 1300 1305 1310
ncomp_1 -0.0036215424 0.0085750955 0.021141501 0.0344520242 0.049438196
ncomp_2 0.0144876475 0.0217583399 0.024547796 0.0246415569 0.024225316
ncomp_3 0.0084425878 0.0113020495 0.011699092 0.0122175503 0.016246437
ncomp_4 0.0089880135 0.0165425085 0.021866238 0.0248490180 0.027292028
ncomp_5 -0.0418905785 -0.0342558907 -0.021313823 -0.0040658703 0.017297496
1315 1320 1325 1330 1335
ncomp_1 0.067027616 0.087242595 0.108383596 0.126717285 0.137373179
ncomp_2 0.024675810 0.025811348 0.025945370 0.022997205 0.015927400
ncomp_3 0.026552892 0.043850284 0.065964469 0.088178880 0.104904519
ncomp_4 0.030177689 0.031977954 0.028104554 0.013081460 -0.016812159
ncomp_5 0.041447209 0.064911933 0.081893155 0.086679400 0.076397027
1340 1345 1350 1355 1360
ncomp_1 0.1356981895 0.1187369196 0.0859756036 0.0397472831 -0.015703837
ncomp_2 0.0061916814 -0.0018279824 -0.0018264278 0.0117539049 0.040749566
ncomp_3 0.1118614294 0.1079580544 0.0957495157 0.0801091213 0.065187598
ncomp_4 -0.0602093301 -0.1100640626 -0.1547353880 -0.1817354604 -0.181075019
ncomp_5 0.0538311336 0.0270807589 0.0070105554 0.0024197332 0.016176279
1365 1370 1375 1380 1385
ncomp_1 -0.074945393 -0.131476951 -0.1767196345 -0.200267193 -0.191490122
ncomp_2 0.080828785 0.121320182 0.1475143019 0.146462610 0.112733681
ncomp_3 0.051443387 0.034487039 0.0065611933 -0.039045892 -0.102829747
ncomp_4 -0.149489835 -0.092180970 -0.0227426853 0.041505271 0.084602827
ncomp_5 0.042992441 0.071001978 0.0858576228 0.077156393 0.043104309
1390 1395 1400 1405 1410
ncomp_1 -0.142842132 -0.054479430 0.061568053 0.180938263 0.2731648352
ncomp_2 0.052478309 -0.018415402 -0.079419694 -0.114379623 -0.1175319566
ncomp_3 -0.175415236 -0.239386642 -0.274698233 -0.267057345 -0.2139176110
ncomp_4 0.098299146 0.084334243 0.054117449 0.022337975 0.0010478096
ncomp_5 -0.007601181 -0.059605179 -0.096888042 -0.110590008 -0.1022251036
1415 1420 1425 1430 1435
ncomp_1 0.3111543319 0.2814548891 0.189774753 0.0611417270 -0.06911609071
ncomp_2 -0.0961245969 -0.0649538558 -0.039344752 -0.0274175414 -0.02847056679
ncomp_3 -0.1272152156 -0.0284519530 0.059197225 0.1195506084 0.14700754480
ncomp_4 -0.0058087659 -0.0017439793 0.004867900 0.0066744485 0.00032264669
ncomp_5 -0.0832257800 -0.0677643400 -0.066127948 -0.0786585407 -0.09673480416
1440 1445 1450 1455 1460
ncomp_1 -0.167460130 -0.213751114 -0.205316373 -0.1558130606 -0.088056923
ncomp_2 -0.034816844 -0.038221835 -0.034601958 -0.0262883597 -0.019544961
ncomp_3 0.146433619 0.128261831 0.102858184 0.0763055587 0.050102402
ncomp_4 -0.012045422 -0.025345623 -0.033775420 -0.0335164084 -0.023120072
ncomp_5 -0.106366841 -0.095657869 -0.058725646 0.0017275518 0.076511250
1465 1470 1475 1480 1485
ncomp_1 -0.025711348 0.0145054462 0.025876384 0.011517128 -0.018358035
ncomp_2 -0.020803078 -0.0329697828 -0.053935467 -0.077269897 -0.094326928
ncomp_3 0.023047552 -0.0063218062 -0.037597350 -0.067777045 -0.091488996
ncomp_4 -0.003655950 0.0222150801 0.050425559 0.076387626 0.095847241
ncomp_5 0.152292067 0.2160641815 0.257321824 0.270481110 0.255311194
1490 1495 1500 1505 1510
ncomp_1 -0.049789827 -0.069115054 -0.066820805 -0.0402477905 0.005672086
ncomp_2 -0.096654266 -0.077478690 -0.033579828 0.0331681486 0.114536924
ncomp_3 -0.102308434 -0.093585344 -0.060698292 -0.0033072033 0.072247199
ncomp_4 0.106060659 0.106168189 0.097091433 0.0806854492 0.058602002
ncomp_5 0.217189862 0.164209795 0.104320615 0.0427202246 -0.018172386
1515 1520 1525 1530 1535
ncomp_1 0.060096874 0.1094304451 0.141707716 0.150140869 0.134883649
ncomp_2 0.197033487 0.2639893629 0.299830991 0.294698278 0.248437100
ncomp_3 0.153412889 0.2231851099 0.264930708 0.267554647 0.230109578
ncomp_4 0.031789789 0.0011044468 -0.031368292 -0.061685101 -0.084335239
ncomp_5 -0.077296673 -0.1316240365 -0.173738202 -0.192801679 -0.178941909
1540 1545 1550 1555 1560
ncomp_1 0.101503074 0.058363647 0.0137729901 -0.025473873 -0.045956716
ncomp_2 0.170465721 0.076944150 -0.0137042093 -0.084975226 -0.123680832
ncomp_3 0.161613554 0.078036892 -0.0026849092 -0.064861551 -0.098592184
ncomp_4 -0.093919537 -0.087513326 -0.0665544150 -0.036684846 -0.018965599
ncomp_5 -0.128813541 -0.049199679 0.0428153492 0.125012335 0.173355501
1565
ncomp_1 -0.06329187098
ncomp_2 -0.15178224127
ncomp_3 -0.12217718945
ncomp_4 0.00088792053
ncomp_5 0.21266668638
$coefficients
1040 1045 1050 1055 1060
ncomp_1 -0.0086369121 -0.015956138 -0.026656186 -0.044794600 -0.068718797
ncomp_2 -0.0708224623 -0.071366093 -0.076342768 -0.082823218 -0.097344541
ncomp_3 -0.1629560674 -0.138823832 -0.120339693 -0.079827995 -0.051298964
ncomp_4 -0.1966748744 -0.153196915 -0.112401956 -0.027397218 0.048993385
ncomp_5 -0.4588548100 -0.367990665 -0.275744812 -0.078633447 0.115214978
1065 1070 1075 1080 1085
ncomp_1 -0.093107770 -0.11336173 -0.126644166 -0.131405402 -0.127539087
ncomp_2 -0.115240143 -0.13303639 -0.149953512 -0.165919097 -0.180695579
ncomp_3 -0.032980249 -0.02545540 -0.032644837 -0.056059339 -0.091544635
ncomp_4 0.113254375 0.15659990 0.167330211 0.141440582 0.088381502
ncomp_5 0.299766059 0.45024129 0.532952138 0.532044827 0.464278140
1090 1095 1100 1105 1110
ncomp_1 -0.115916049 -0.1001382882 -0.0868151723 -0.086061769 -0.106312349
ncomp_2 -0.192109365 -0.1998227572 -0.2070138145 -0.223793863 -0.260096846
ncomp_3 -0.126060435 -0.1470600156 -0.1496524997 -0.147415750 -0.162324151
ncomp_4 0.033524733 0.0022827142 0.0065313886 0.028135709 0.032356642
ncomp_5 0.382008970 0.3369638233 0.3476716931 0.364309526 0.299366901
1115 1120 1125 1130 1135
ncomp_1 -0.1485365339 -0.198486461 -0.228639725 -0.20687587 -0.11499642
ncomp_2 -0.3172216969 -0.373480044 -0.386757489 -0.30849521 -0.11618015
ncomp_3 -0.2091695706 -0.265227149 -0.268036833 -0.13507882 0.17912065
ncomp_4 -0.0091694662 -0.075137744 -0.088801416 0.05754801 0.42672026
ncomp_5 0.0832291851 -0.239123031 -0.491183855 -0.41466714 0.16970144
1140 1145 1150 1155 1160 1165
ncomp_1 0.036862967 0.20429246 0.32232331 0.33374702 0.22043389 0.019909924
ncomp_2 0.162570718 0.44097311 0.59994974 0.54091436 0.24387897 -0.203708032
ncomp_3 0.635408383 1.08679063 1.31901754 1.14435668 0.51013065 -0.439587686
ncomp_4 0.972691106 1.50827122 1.75729296 1.47637572 0.59746810 -0.691132080
ncomp_5 1.217997613 2.38166030 3.10298474 2.85953480 1.45644105 -0.797463041
1170 1175 1180 1185 1190 1195
ncomp_1 -0.18639727 -0.30551725 -0.27714141 -0.10094473 0.15805538 0.40040655
ncomp_2 -0.63252248 -0.85607601 -0.75609609 -0.33568502 0.27022346 0.85462183
ncomp_3 -1.40266950 -2.02949545 -2.08001233 -1.52586125 -0.57861579 0.41423410
ncomp_4 -1.99413002 -2.85314791 -2.95069339 -2.24449464 -1.00586348 0.31319494
ncomp_5 -3.17265452 -4.79375214 -5.04315039 -3.82583115 -1.64684712 0.65011743
1200 1205 1210 1215 1220 1225
ncomp_1 0.53298704 0.50963466 0.34136008 0.086902075 -0.178208688 -0.38949511
ncomp_2 1.21975229 1.25830734 0.97739126 0.484048362 -0.071657817 -0.55227438
ncomp_3 1.11084180 1.31988861 1.04194556 0.444957761 -0.238411072 -0.80472115
ncomp_4 1.26340611 1.58699960 1.27492304 0.539037603 -0.318011160 -1.02506833
ncomp_5 2.23453662 2.65280050 1.92591408 0.485637804 -1.087960282 -2.29543080
1230 1235 1240 1245 1250 1255
ncomp_1 -0.51475755 -0.5540820 -0.52955042 -0.46968493 -0.39965823 -0.33526492
ncomp_2 -0.87809392 -1.0324386 -1.04556439 -0.96692801 -0.84549054 -0.71550490
ncomp_3 -1.15128855 -1.2745737 -1.23637137 -1.11336136 -0.96744284 -0.83003313
ncomp_4 -1.43902142 -1.5485991 -1.43565745 -1.21051726 -0.97005629 -0.77021481
ncomp_5 -2.89519340 -2.8965255 -2.48150258 -1.87832538 -1.28830160 -0.83533049
1260 1265 1270 1275 1280
ncomp_1 -0.28253176 -0.24009629 -0.20297968 -0.16530012 -0.12249169
ncomp_2 -0.59343378 -0.48179166 -0.37663169 -0.27286767 -0.16845068
ncomp_3 -0.70657029 -0.58815687 -0.46479975 -0.33183010 -0.19272893
ncomp_4 -0.62530285 -0.51918601 -0.42492574 -0.31910716 -0.19267472
ncomp_5 -0.56297133 -0.44578667 -0.42153696 -0.41802020 -0.38075465
1285 1290 1295 1300 1305
ncomp_1 -0.072782172 -0.017375305 0.0411412817 0.10143193 0.16529267
ncomp_2 -0.066092897 0.028228783 0.1096319900 0.17870326 0.24285914
ncomp_3 -0.058094692 0.059061123 0.1509070870 0.22142836 0.28747765
ncomp_4 -0.053641805 0.078730087 0.1871079672 0.26927945 0.34185612
ncomp_5 -0.288757048 -0.154289001 -0.0034426696 0.15071991 0.31923945
1310 1315 1320 1325 1330 1335
ncomp_1 0.23719278 0.32158266 0.41856935 0.51999888 0.60795959 0.65908405
ncomp_2 0.31344901 0.39925696 0.49981809 0.60166949 0.68034998 0.70922018
ncomp_3 0.37278102 0.49622815 0.65995937 0.84257180 1.00237935 1.09233160
ncomp_4 0.43250566 0.56226764 0.72993848 0.90407454 1.03100623 1.05554063
ncomp_5 0.52872411 0.79282046 1.09101536 1.35961058 1.51316607 1.48050410
1340 1345 1350 1355 1360 1365
ncomp_1 0.65104785 0.56967168 0.41249063 0.19069807 -0.075343298 -0.3595702856
ncomp_2 0.67053796 0.56391757 0.40674142 0.22769691 0.052927822 -0.1051381563
ncomp_3 1.07905603 0.95818051 0.75641875 0.52025551 0.290993000 0.0827331501
ncomp_4 0.94729664 0.71732127 0.41780280 0.12255381 -0.105263413 -0.2444036675
ncomp_5 1.24673585 0.86795977 0.45679947 0.13601374 -0.015281801 -0.0052553966
1370 1375 1380 1385 1390
ncomp_1 -0.630795340 -0.84785904 -0.96083466 -0.91872435 -0.68532279
ncomp_2 -0.248904753 -0.38351484 -0.49980096 -0.56386228 -0.52013204
ncomp_3 -0.122958048 -0.35955335 -0.64239660 -0.93939663 -1.16074867
ncomp_4 -0.324682730 -0.40932242 -0.55156834 -0.75425561 -0.94563525
ncomp_5 0.070270427 0.06826623 -0.12238085 -0.51448507 -0.98791732
1395 1400 1405 1410 1415 1420
ncomp_1 -0.26137943 0.295388966 0.86809903 1.31058033 1.49284495 1.35035404
ncomp_2 -0.31934727 0.045392363 0.50805587 0.94061428 1.19026480 1.14589288
ncomp_3 -1.19358755 -0.957805885 -0.46723785 0.15938693 0.72567470 1.04198631
ncomp_4 -1.00903429 -0.839377698 -0.41835443 0.16167991 0.71296306 1.03816987
ncomp_5 -1.34059200 -1.378323780 -1.03351859 -0.40695393 0.25001420 0.66122629
1425 1430 1435 1440 1445 1450
ncomp_1 0.91049442 0.29334356 -0.33160267 -0.80343413 -1.02552733 -0.98505944
ncomp_2 0.78664536 0.20703886 -0.42122207 -0.91303028 -1.14584168 -1.09397917
ncomp_3 1.00283369 0.64363782 0.11564965 -0.37825454 -0.67742934 -0.71834097
ncomp_4 1.01348638 0.65824388 0.11635571 -0.40461420 -0.73289456 -0.79225358
ncomp_5 0.64564534 0.22070059 -0.42173797 -0.99628673 -1.26499772 -1.11891883
1455 1460 1465 1470 1475
ncomp_1 -0.74755424 -0.422476309 -0.12335697 0.0695937030 0.124148776
ncomp_2 -0.83030451 -0.483999765 -0.18884072 -0.0341882853 -0.045628807
ncomp_3 -0.55163652 -0.301025737 -0.10467103 -0.0572755284 -0.182934369
ncomp_4 -0.62498232 -0.351620662 -0.11267155 -0.0086610482 -0.072585348
ncomp_5 -0.61537270 0.073978181 0.73446306 1.1932101181 1.358784156
1480 1485 1490 1495 1500
ncomp_1 0.05525646 -0.088077513 -0.23887982 -0.33159769 -0.32059043
ncomp_2 -0.18797303 -0.384998976 -0.54312726 -0.57548442 -0.42629271
ncomp_3 -0.43549488 -0.719116889 -0.91675777 -0.91725820 -0.64796294
ncomp_4 -0.26833164 -0.509369106 -0.68465940 -0.68492452 -0.43549242
ncomp_5 1.23623726 0.910816140 0.52347344 0.22850322 0.14479783
1505 1510 1515 1520 1525 1530
ncomp_1 -0.193099388 0.027213328 0.28833060 0.52502142 0.67988013 0.72034041
ncomp_2 -0.088692985 0.387751635 0.90855086 1.35600478 1.62368546 1.64798902
ncomp_3 -0.100770895 0.651598485 1.46881490 2.17107704 2.59121269 2.62509888
ncomp_4 0.075797506 0.779840466 1.53838224 2.17349397 2.52256773 2.49010999
ncomp_5 0.313431554 0.678755376 1.10841443 1.44132664 1.55613760 1.41763802
1535 1540 1545 1550 1555 1560
ncomp_1 0.64713987 0.48698776 0.28001499 0.066079551 -0.122217623 -0.220489463
ncomp_2 1.42916796 1.02357824 0.52221910 0.022941564 -0.389701880 -0.609810883
ncomp_3 2.26952839 1.61379112 0.80720991 0.013136272 -0.626576337 -0.969869645
ncomp_4 2.08497295 1.40826183 0.61569969 -0.132508411 -0.706855800 -1.011373106
ncomp_5 1.08959686 0.69172807 0.34202326 0.105654775 -0.011466494 -0.047071776
1565
ncomp_1 -0.303659440
ncomp_2 -0.781438226
ncomp_3 -1.227629456
ncomp_4 -1.225686370
ncomp_5 -0.042713993
$n_observations
[1] 36
$x_residuals
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.13086514 0.13265685 0.117116856 0.063129979 0.061971883
2 1.62376888 1.47078385 1.395800114 1.212881285 1.224217479
3 1.10604763 0.68212650 0.530889939 0.344159424 0.340809282
4 0.30911589 0.31492704 0.302523749 0.294429861 0.310794032
6 0.74246341 0.21325728 0.210693434 0.179658069 0.137898284
7 0.65733534 0.64241029 0.579731541 0.577821441 0.592461300
8 0.45389829 0.40776018 0.368025291 0.109277812 0.088675753
9 0.29845735 0.11588508 0.100082437 0.058739497 0.060745991
10 0.49695096 0.18814406 0.188321581 0.193302960 0.174202439
11 2.78402694 1.68575810 1.161725209 0.420530794 0.226813118
12 1.06847599 0.73725342 0.473108701 0.089349719 0.093119583
14 1.82279048 1.67663251 0.621643911 0.590721331 0.547119088
15 0.41227252 0.34983604 0.127567304 0.074614337 0.080049193
16 1.12684103 0.93735701 0.896822866 0.415908022 0.151828971
17 0.39704576 0.37726302 0.265734294 0.186973432 0.155448974
18 6.20419149 1.12553624 0.572338993 0.545264553 0.537209762
19 2.18738592 0.89343166 0.088891352 0.091621930 0.070708897
20 2.93976687 1.01901576 0.954645292 0.698012262 0.608439672
22 0.83107414 0.84767010 0.872249736 0.370969115 0.254336448
23 0.74447158 0.52373414 0.334134715 0.250155090 0.231041878
24 2.33374077 1.15737535 0.492498298 0.445602366 0.448687961
25 2.24575254 1.29914481 0.438873728 0.451181976 0.311442794
26 1.94803884 0.32574544 0.137989778 0.184184802 0.066350613
27 1.92955714 0.37278221 0.103624445 0.091428126 0.049184523
28 1.00493426 0.93542385 0.871480304 0.228130770 0.248479218
29 1.12346146 1.10190023 0.989674511 0.312526422 0.287627176
31 0.95304212 1.07542396 0.503095145 0.165741720 0.074822726
32 0.77150091 0.82522138 0.276267889 0.152217233 0.146997301
33 1.41928056 1.40806646 1.105844011 0.627651854 0.586847226
34 1.79627637 1.74986751 1.338929140 1.008929643 1.020170373
35 0.30168533 0.27996042 0.222913442 0.209101211 0.174980575
36 1.14897805 0.44236565 0.410861029 0.406832884 0.193725135
37 2.17860905 0.42969902 0.331438748 0.285552383 0.313498382
38 0.81355895 0.68956797 0.475755756 0.367802563 0.389928943
39 0.27747199 0.27878914 0.277805481 0.290184858 0.184392323
40 0.76695464 0.77420415 0.741367979 0.450736559 0.202931502
$weights
1040 1045 1050 1055 1060
ncomp_1 -0.0018001954 -0.0033257448 -0.0055559605 -0.0093365583 -0.014323089
ncomp_2 -0.0192723293 -0.0167105529 -0.0142939969 -0.0095761746 -0.005251221
ncomp_3 -0.0120590045 -0.0067370888 -0.0015250488 0.0088736103 0.018670486
ncomp_4 -0.0078733895 -0.0010511345 0.0072254326 0.0237140351 0.042064305
ncomp_5 -0.0348647700 -0.0333846940 -0.0322527034 -0.0282871506 -0.024585192
1065 1070 1075 1080 1085
ncomp_1 -0.0194064936 -2.3628036e-02 -0.02639649934 -0.0273888859 -0.0265830281
ncomp_2 -0.0018245774 8.8781682e-05 -0.00032315654 -0.0036163447 -0.0097550470
ncomp_3 0.0272116569 3.3624663e-02 0.03705805248 0.0373911551 0.0356686657
ncomp_4 0.0600965922 7.4394544e-02 0.08178767449 0.0812658197 0.0749288434
ncomp_5 -0.0196757578 -1.3449597e-02 -0.00702929213 -0.0016375993 0.0021123587
1090 1095 1100 1105 1110
ncomp_1 -0.0241604332 -0.020871868 -0.018094925 -0.0179378924 -0.022158730
ncomp_2 -0.0177234064 -0.026068427 -0.033330449 -0.0389426603 -0.042909843
ncomp_3 0.0342214025 0.035558148 0.041161697 0.0500820439 0.059339834
ncomp_4 0.0675230839 0.063929231 0.066679314 0.0739743632 0.080966087
ncomp_5 0.0045851398 0.005830285 0.004502409 -0.0034370689 -0.022830779
1115 1120 1125 1130 1135
ncomp_1 -0.030959535 -0.041370621 -0.047655479 -0.043119228 -0.023968754
ncomp_2 -0.045282394 -0.044493317 -0.037446011 -0.020714433 0.006054446
ncomp_3 0.065310138 0.066701069 0.065993527 0.069005584 0.081110678
ncomp_4 0.082556146 0.078010891 0.072194929 0.073841181 0.088993791
ncomp_5 -0.056156621 -0.098641695 -0.137550023 -0.154976359 -0.136290964
1140 1145 1150 1155 1160
ncomp_1 0.0076833644 0.0425807667 0.067181989 0.069563039 0.0459451329
ncomp_2 0.0378738829 0.0637655895 0.070173194 0.047150725 -0.0048783606
ncomp_3 0.1028520196 0.1267166803 0.138103023 0.121363532 0.0679406513
ncomp_4 0.1154563881 0.1397851084 0.141469171 0.102369922 0.0181354104
ncomp_5 -0.0786163752 0.0036617266 0.082458494 0.127854103 0.1226436987
1165 1170 1175 1180 1185
ncomp_1 0.0041498343 -0.0388508652 -0.063679095 -0.057764707 -0.021039956
ncomp_2 -0.0721529885 -0.1313032661 -0.157818959 -0.136658303 -0.068928280
ncomp_3 -0.0172328084 -0.1164060982 -0.204714897 -0.261088148 -0.276185252
ncomp_4 -0.0956560126 -0.2072919111 -0.280414774 -0.289597186 -0.231054400
ncomp_5 0.0724056809 0.0033280906 -0.049193396 -0.059381711 -0.022816518
1190 1195 1200 1205 1210
ncomp_1 0.032943553 0.083456915 0.111090724 0.106223377 0.071149831
ncomp_2 0.026795586 0.121906135 0.188369549 0.209342336 0.182967801
ncomp_3 -0.256185488 -0.216778789 -0.175260780 -0.141686653 -0.117018090
ncomp_4 -0.125816883 -0.010155356 0.078623388 0.117023921 0.101182979
ncomp_5 0.040216823 0.097331399 0.119074679 0.094417561 0.032264915
1215 1220 1225 1230 1235
ncomp_1 0.018113038 -0.037144115 -0.081182638 -0.1072911433 -0.115487556
ncomp_2 0.121307173 0.043814680 -0.029932003 -0.0866410383 -0.120982024
ncomp_3 -0.094808921 -0.068225434 -0.034653277 0.0021381589 0.035001179
ncomp_4 0.046188046 -0.022736927 -0.080045102 -0.1091411441 -0.105417438
ncomp_5 -0.043829569 -0.109454740 -0.148206644 -0.1570928085 -0.142620443
1240 1245 1250 1255 1260
ncomp_1 -0.110374427 -0.097896636 -0.0833009420 -0.069879415 -0.058888219
ncomp_2 -0.134316927 -0.131701359 -0.1192848550 -0.102048097 -0.082969393
ncomp_3 0.057030811 0.065206134 0.0610221625 0.049164322 0.034861473
ncomp_4 -0.075461979 -0.032421114 0.0087792855 0.036701222 0.046388882
ncomp_5 -0.115507255 -0.084705077 -0.0562610940 -0.033470166 -0.018362560
1265 1270 1275 1280 1285
ncomp_1 -0.050043375 -0.042307144 -0.0344535768 -0.0255309969 -0.01517002013
ncomp_2 -0.063356564 -0.043815865 -0.0249289575 -0.0077507673 0.00619498324
ncomp_3 0.022059476 0.012632484 0.0066347119 0.0030849625 0.00077347791
ncomp_4 0.040216009 0.025431589 0.0106360125 0.0020102993 0.00138069835
ncomp_5 -0.011898910 -0.013898427 -0.0224109842 -0.0338314433 -0.04388753564
1290 1295 1300 1305 1310
ncomp_1 -0.0036215424 0.0085750955 0.0211415012 0.0344520242 4.9438196e-02
ncomp_2 0.0154592590 0.0194577562 0.0188758138 0.0153985387 1.0961708e-02
ncomp_3 -0.0012151467 -0.0032024634 -0.0046649242 -0.0042089685 9.7391797e-05
ncomp_4 0.0064664731 0.0131669352 0.0183720800 0.0212000128 2.2439718e-02
ncomp_5 -0.0490468734 -0.0474271070 -0.0387238150 -0.0238507649 -4.4325338e-03
1315 1320 1325 1330 1335
ncomp_1 0.0670276163 0.0872425952 0.1083835958 0.126717285 0.137373179
ncomp_2 0.0066931957 0.0024053244 -0.0031325015 -0.010999350 -0.020927990
ncomp_3 0.0101035389 0.0266439602 0.0486688041 0.072848516 0.094287019
ncomp_4 0.0222471604 0.0188812276 0.0084030037 -0.013254849 -0.048143900
ncomp_5 0.0174196028 0.0394509493 0.0595161882 0.076263886 0.089782940
1340 1345 1350 1355 1360
ncomp_1 0.135698189 0.118736920 0.085975604 0.0397472831 -0.015703837
ncomp_2 -0.030214331 -0.033683513 -0.024892535 0.0010902394 0.044962695
ncomp_3 0.107733940 0.109176621 0.096967046 0.0722737503 0.038023182
ncomp_4 -0.093618886 -0.142307801 -0.183332813 -0.2056615820 -0.200544542
ncomp_5 0.101770060 0.114714238 0.130211535 0.1471182862 0.160348986
1365 1370 1375 1380 1385
ncomp_1 -0.0749453932 -0.131476951 -0.176719635 -0.200267193 -0.191490122
ncomp_2 0.1009356337 0.156593693 0.194925821 0.200191625 0.164107925
ncomp_3 -0.0024385799 -0.046387244 -0.091774576 -0.136680584 -0.177980110
ncomp_4 -0.1648543863 -0.102481184 -0.024702311 0.053167073 0.115314898
ncomp_5 0.1620168886 0.144396862 0.103965446 0.044109719 -0.024256824
1390 1395 1400 1405 1410
ncomp_1 -0.142842132 -0.0544794301 0.061568053 0.18093826 0.273164835
ncomp_2 0.090800946 -0.0037992978 -0.095937580 -0.16292294 -0.190818436
ncomp_3 -0.210398250 -0.2271105936 -0.221755593 -0.19080977 -0.135568629
ncomp_4 0.150690262 0.1558316431 0.136161332 0.10209976 0.064938397
ncomp_5 -0.085867383 -0.1267524650 -0.139976587 -0.12837560 -0.103059374
1415 1420 1425 1430 1435
ncomp_1 0.311154332 0.2814548891 0.189774753 0.061141727 -0.0691160907
ncomp_2 -0.179603151 -0.1404644455 -0.090258785 -0.043821051 -0.0099276423
ncomp_3 -0.063136777 0.0148474919 0.085425167 0.137827650 0.1659865526
ncomp_4 0.032186492 0.0067537408 -0.012812484 -0.029031628 -0.0435839690
ncomp_5 -0.078600816 -0.0663757762 -0.070003791 -0.083972765 -0.0969916968
1440 1445 1450 1455 1460
ncomp_1 -0.167460130 -0.213751114 -0.205316373 -0.155813061 -0.0880569235
ncomp_2 0.010110473 0.019124736 0.020481684 0.015514205 0.0040795358
ncomp_3 0.169643173 0.153741215 0.125924491 0.093829867 0.0631314359
ncomp_4 -0.055780624 -0.063653473 -0.064495984 -0.056306523 -0.0380841133
ncomp_5 -0.096776225 -0.075477575 -0.031833512 0.028413460 0.0949195511
1465 1470 1475 1480 1485
ncomp_1 -0.025711348 0.014505446 0.025876384 0.011517128 -0.018358035
ncomp_2 -0.013905067 -0.036861400 -0.060877755 -0.080359789 -0.089401712
ncomp_3 0.036915270 0.015656462 -0.001642967 -0.016267498 -0.028608917
ncomp_4 -0.010539542 0.024103208 0.061654726 0.096630537 0.123172180
ncomp_5 0.155202950 0.198376439 0.217172777 0.209660955 0.178997210
1490 1495 1500 1505 1510
ncomp_1 -0.049789827 -0.069115054 -0.066820805 -0.040247791 0.0056720860
ncomp_2 -0.083296320 -0.058936043 -0.015652698 0.043966094 0.1130151785
ncomp_3 -0.037876908 -0.041936613 -0.038313356 -0.025417706 -0.0041052384
ncomp_4 0.136617030 0.134119243 0.115220139 0.081673209 0.0370239942
ncomp_5 0.132743911 0.079678227 0.027016000 -0.021521876 -0.0648315519
1515 1520 1525 1530 1535
ncomp_1 0.060096874 0.109430445 0.141707716 0.150140869 0.13488365
ncomp_2 0.180910298 0.234630635 0.261812703 0.254417487 0.21224962
ncomp_3 0.022066713 0.047204905 0.065057808 0.071103309 0.06449680
ncomp_4 -0.014029905 -0.065554056 -0.110494916 -0.141595414 -0.15306187
ncomp_5 -0.102607839 -0.132503402 -0.148762633 -0.143687737 -0.11179383
1540 1545 1550 1555 1560
ncomp_1 0.101503074 0.058363647 0.0137729901 -0.0254738730 -0.045956716
ncomp_2 0.143233801 0.061285963 -0.0173993187 -0.0781409255 -0.111351258
ncomp_3 0.047977943 0.026744494 0.0064505709 -0.0082154901 -0.016144247
ncomp_4 -0.142188517 -0.110820536 -0.0657525155 -0.0173127024 0.010480843
ncomp_5 -0.054034402 0.020478806 0.0958062599 0.1542209667 0.188455992
1565
ncomp_1 -0.063291871
ncomp_2 -0.134801877
ncomp_3 -0.020996333
ncomp_4 0.037378476
ncomp_5 0.211959720
$scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 -1.212943092 -0.045845720 -0.078980645 0.185373980 0.0073209642
2 -1.390107039 -0.201754620 0.350172042 0.280033195 -0.1228618722
3 -1.087069385 0.426323008 -0.283965626 0.373810450 0.0698637905
4 -0.641869792 -0.061568345 -0.137494979 -0.099693857 -0.0513099983
6 -0.608575712 -0.551567685 0.122097334 0.187482484 0.0884182345
7 -1.148136909 0.263341077 0.242784222 0.010504699 -0.1034086518
8 -0.915516765 -0.244168380 -0.122792694 0.317821701 -0.1851445669
9 -1.327794651 -0.287165197 0.165760931 0.142655220 -0.0356189769
10 0.795356093 -0.490067906 -0.058289405 -0.111384883 -0.1423746273
11 1.394217391 0.653438953 -0.552743160 0.579251220 -0.2091868034
12 0.939694551 -0.681638648 -0.373995267 0.500422278 0.0318952771
14 0.525306232 -0.985810398 -0.956786579 0.101286463 -0.0877928698
15 0.661089317 -0.471252962 -0.411163270 0.155263340 -0.0548611913
16 0.288619707 -0.646988083 -0.481254149 -0.736529938 -0.3457026672
17 1.328720525 -0.281408477 -0.252139568 0.280742256 0.1118879110
18 0.028503703 1.566340654 -0.735036549 -0.080343598 0.1291794370
19 -1.464354295 -0.634294983 0.842929590 -0.060829296 -0.0906053221
20 -1.126496744 -1.002497054 0.351010230 0.333036070 -0.1421902113
22 -1.008111280 -0.185516881 -0.268080482 -0.642318914 -0.1689818337
23 -0.790050314 0.229142332 -0.474297900 -0.195633298 0.0688374134
24 -0.735053787 0.596749874 -0.832075188 -0.179530002 -0.0201747624
25 -1.306862880 0.509085872 -0.843145487 0.170681773 0.2204184639
26 0.807298080 1.239851889 0.361796269 -0.209068190 -0.3532773439
27 0.640926650 1.260220924 0.438721064 -0.227089155 -0.1992850095
28 -0.292578737 -0.163082186 0.143017829 -0.487707589 0.3279585950
29 -0.369994394 -0.057810365 0.217114235 -0.469441813 0.4241457734
31 0.146180478 0.299798787 0.630973082 -0.367964844 0.1981752090
32 -0.091203724 0.069767029 0.653123200 -0.216161196 0.1385860515
33 0.344900752 0.640478455 0.680738270 0.498042049 -0.0919190512
34 0.241922488 0.743944126 0.759171837 0.478111343 0.0571405569
35 0.881685489 0.240082959 0.192225338 -0.146313983 -0.0908480106
36 1.170508172 -0.575418361 0.297677526 0.365616286 0.3682334636
37 1.689058931 -0.994817876 0.240861122 -0.243760257 -0.1319046598
38 1.304653285 -0.169466227 0.365188119 -0.314262538 -0.1067400473
39 1.403505262 0.015238645 0.081339683 0.128071907 0.1921124745
40 0.924572394 -0.021664231 -0.274460974 -0.300173365 0.3000148614
$sd_scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
0.98024094 0.62682866 0.47514377 0.33544922 0.18774153
$scaled_scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 -1.237392805 -0.073139156 -0.16622473 0.552614141 0.038994911
2 -1.418127908 -0.321865659 0.73698123 0.834800565 -0.654420326
3 -1.108981819 0.680126857 -0.59764147 1.114357801 0.372127526
4 -0.654808184 -0.098221968 -0.28937552 -0.297195080 -0.273301271
6 -0.620842983 -0.879933734 0.25696924 0.558899754 0.470957253
7 -1.171280302 0.420116521 0.51097002 0.031315318 -0.550803292
8 -0.933971153 -0.389529699 -0.25843271 0.947451018 -0.986167358
9 -1.354559467 -0.458123910 0.34886479 0.425266221 -0.189723484
10 0.811388362 -0.781821150 -0.12267740 -0.332046932 -0.758354471
11 1.422321114 1.042452256 -1.16331769 1.726792591 -1.114227658
12 0.958636299 -1.087440139 -0.78712021 1.491797431 0.169889302
14 0.535895011 -1.572695152 -2.01367803 0.301942763 -0.467626266
15 0.674415124 -0.751805063 -0.86534496 0.462851999 -0.292216601
16 0.294437515 -1.032160974 -1.01286005 -2.195652587 -1.841375588
17 1.355504004 -0.448940028 -0.53065952 0.836914333 0.595967829
18 0.029078262 2.498833810 -1.54697712 -0.239510466 0.688070658
19 -1.493871791 -1.011911262 1.77405163 -0.181336826 -0.482606714
20 -1.149203929 -1.599315913 0.73874530 0.992806226 -0.757372184
22 -1.028432128 -0.295961069 -0.56420919 -1.914802254 -0.900077011
23 -0.805975632 0.365558159 -0.99821975 -0.583197960 0.366660557
24 -0.749870520 0.952014338 -1.75120717 -0.535192790 -0.107460308
25 -1.333205767 0.812161125 -1.77450602 0.508815538 1.174052784
26 0.823571067 1.977975743 0.76144588 -0.623248409 -1.881721892
27 0.653846030 2.010471121 0.92334381 -0.676970298 -1.061486029
28 -0.298476348 -0.260170276 0.30099906 -1.453893960 1.746862284
29 -0.377452499 -0.092226741 0.45694429 -1.399442273 2.259200599
31 0.149127088 0.478278683 1.32796243 -1.096931599 1.055574708
32 -0.093042149 0.111301594 1.37458015 -0.644393209 0.738174727
33 0.351853036 1.021775956 1.43269954 1.484701785 -0.489604255
34 0.246799003 1.186838080 1.59777288 1.425286812 0.304357578
35 0.899457929 0.383012095 0.40456247 -0.436173275 -0.483899388
36 1.194102510 -0.917983487 0.62649990 1.089930365 1.961385245
37 1.723105876 -1.587065071 0.50692261 -0.726668137 -0.702586481
38 1.330951633 -0.270354942 0.76858445 -0.936840879 -0.568547877
39 1.431796203 0.024310702 0.17118962 0.381792238 1.023281722
40 0.943209319 -0.034561647 -0.57763773 -0.894839966 1.598020769
$y_loadings
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
4.7977637 3.1477911 3.6520011 2.1883549 5.5625655
$x_loadings
1040 1045 1050 1055 1060
ncomp_1 0.0033703133 0.0011574734 -0.0017210720 -0.0067673985 -0.0129142567
ncomp_2 -0.0112335733 -0.0122194845 -0.0132773710 -0.0154914878 -0.0176973134
ncomp_3 -0.0097074661 -0.0064231474 -0.0036830625 0.0017909600 0.0061071769
ncomp_4 0.0198860899 0.0255299021 0.0329051734 0.0462363858 0.0616391405
ncomp_5 -0.1086916741 -0.1030211159 -0.0981103791 -0.0876786174 -0.0784896733
1065 1070 1075 1080 1085
ncomp_1 -0.0189169839 -0.023651855 -0.026309801 -0.026418669 -0.023965879
ncomp_2 -0.0199643725 -0.022326042 -0.025026742 -0.028541982 -0.033532441
ncomp_3 0.0092626599 0.011405309 0.012630599 0.013119563 0.013289733
ncomp_4 0.0757625149 0.085103171 0.087384427 0.082569683 0.073246974
ncomp_5 -0.0699780062 -0.061867683 -0.054555472 -0.048797297 -0.045174090
1090 1095 1100 1105 1110
ncomp_1 -0.019405480 -0.013878057 -0.009152810 -0.0074900965 -0.010646592
ncomp_2 -0.040536028 -0.049772147 -0.060769600 -0.0723282796 -0.082466876
ncomp_3 0.014054342 0.016464460 0.021246645 0.0279881852 0.035157763
ncomp_4 0.063872376 0.059287133 0.063094476 0.0767109722 0.099144051
ncomp_5 -0.043501567 -0.043048503 -0.042981918 -0.0433443692 -0.045029602
1115 1120 1125 1130 1135
ncomp_1 -0.018810873 -0.029433658 -0.037609214 -0.037561822 -0.025593081
ncomp_2 -0.088819343 -0.088957487 -0.081438520 -0.066714836 -0.048015436
ncomp_3 0.040653166 0.043401624 0.044431130 0.046951503 0.054530980
ncomp_4 0.127268289 0.156549832 0.181712848 0.197234022 0.197509240
ncomp_5 -0.049184428 -0.055442173 -0.061134430 -0.061524389 -0.052207156
1140 1145 1150 1155 1160
ncomp_1 -0.0024776928 0.0254733102 0.048355458 0.05691312909 0.047253932
ncomp_2 -0.0306891808 -0.0207060996 -0.021888842 -0.03375245585 -0.050168859
ncomp_3 0.0683687605 0.0849671834 0.095850548 0.09078879626 0.062524164
ncomp_4 0.1780510832 0.1368696260 0.075815364 0.00057193697 -0.079514029
ncomp_5 -0.0320156274 -0.0053801178 0.018112141 0.02748492473 0.015858320
1165 1170 1175 1180 1185
ncomp_1 0.023507518 -0.0036239516 -0.021338375 -0.021101108 -0.0025474183
ncomp_2 -0.060665279 -0.0537048023 -0.021352212 0.037387899 0.1151819312
ncomp_3 0.011336690 -0.0544944032 -0.120963660 -0.174594408 -0.2071764350
ncomp_4 -0.153305726 -0.2099417511 -0.241246781 -0.242317213 -0.2128877908
ncomp_5 -0.014866200 -0.0535758327 -0.083351194 -0.088696912 -0.0621038577
1190 1195 1200 1205 1210
ncomp_1 0.0257546548 0.050751126 0.060553688 0.050059622 0.022062012
ncomp_2 0.1975735835 0.266414897 0.305201636 0.303793287 0.260974230
ncomp_3 -0.2186078694 -0.213745698 -0.198743159 -0.176638086 -0.147238323
ncomp_4 -0.1578376895 -0.087651033 -0.016184383 0.041848254 0.075493515
ncomp_5 -0.0084045947 0.057107985 0.114134892 0.145144270 0.140560616
1215 1220 1225 1230 1235
ncomp_1 -0.014432057 -0.048899009 -0.0731522808 -0.084046509 -0.0830296941
ncomp_2 0.184508558 0.089295020 -0.0068314855 -0.088066375 -0.1443144587
ncomp_3 -0.108603864 -0.061434616 -0.0107462761 0.034735250 0.0664861133
ncomp_4 0.081085337 0.064411406 0.0379576631 0.015936824 0.0081375705
ncomp_5 0.101591821 0.038736338 -0.0320697006 -0.094975053 -0.1381216840
1240 1245 1250 1255 1260
ncomp_1 -0.074338988 -0.062562919 -0.051298408 -0.042501272 -0.036628639
ncomp_2 -0.172334723 -0.175168978 -0.159963360 -0.134821946 -0.106208697
ncomp_3 0.079568975 0.074889320 0.058400061 0.038202800 0.021006546
ncomp_4 0.016505392 0.035021432 0.053574610 0.063350311 0.061009231
ncomp_5 -0.156154776 -0.150650994 -0.129104863 -0.101854420 -0.078667083
1265 1270 1275 1280 1285
ncomp_1 -0.033045655 -0.0305519323 -0.0277654703 -0.0234515695 -0.01683205144
ncomp_2 -0.078061819 -0.0522369131 -0.0293517795 -0.0098072605 0.00567936852
ncomp_3 0.010048195 0.0050368537 0.0034580633 0.0024845481 0.00036110593
ncomp_4 0.049689972 0.0364975764 0.0284797342 0.0289470395 0.03632414246
ncomp_5 -0.065761557 -0.0644484430 -0.0711839939 -0.0793632203 -0.08188234338
1290 1295 1300 1305 1310
ncomp_1 -0.0077690552 0.0033548392 0.016077372 0.030320802 0.0464973158
ncomp_2 0.0162692983 0.0215925777 0.021985539 0.018204315 0.0108967849
ncomp_3 -0.0031464826 -0.0071350205 -0.010152097 -0.010540758 -0.0066046594
ncomp_4 0.0455178041 0.0509286012 0.049204148 0.040190094 0.0259689209
ncomp_5 -0.0737485435 -0.0535525509 -0.023600199 0.011211639 0.0449059677
1315 1320 1325 1330 1335
ncomp_1 0.06523192121 0.086597279 0.109224004 0.129668264 0.142987880
ncomp_2 -0.00004201066 -0.015356034 -0.035576029 -0.059561522 -0.083781465
ncomp_3 0.00345899880 0.021004720 0.046159086 0.076807330 0.108666115
ncomp_4 0.00837759791 -0.012529787 -0.038984041 -0.073976482 -0.119629462
ncomp_5 0.07207938428 0.089114649 0.095019024 0.091414059 0.082464082
1340 1345 1350 1355 1360
ncomp_1 0.143804291 0.127773756 0.092653938 0.039454786 -0.027766728
ncomp_2 -0.102031774 -0.106462674 -0.089532566 -0.047088783 0.019615737
ncomp_3 0.135695011 0.151679569 0.151722898 0.133698516 0.097919646
ncomp_4 -0.174648645 -0.233643769 -0.287007795 -0.322797792 -0.328215093
ncomp_5 0.074149901 0.073327048 0.085304492 0.111239980 0.145538971
1365 1370 1375 1380 1385
ncomp_1 -0.102025076 -0.173488948 -0.229015630 -0.253975933 -0.235518088
ncomp_2 0.102561236 0.187516290 0.256104455 0.291305437 0.282752767
ncomp_3 0.046798336 -0.015779278 -0.084396758 -0.152559947 -0.212421110
ncomp_4 -0.293852928 -0.217450586 -0.107480046 0.018046726 0.134628285
ncomp_5 0.176127584 0.187392738 0.166292594 0.109004643 0.025390344
1390 1395 1400 1405 1410
ncomp_1 -0.167202813 -0.053460129 0.087306825 0.224648314 0.324358874
ncomp_2 0.231056321 0.147596836 0.051888810 -0.035725614 -0.100445873
ncomp_3 -0.255404780 -0.273652695 -0.262422779 -0.221303814 -0.154963723
ncomp_4 0.219058241 0.256752499 0.247611291 0.204312963 0.146994712
ncomp_5 -0.062324801 -0.127704385 -0.150814926 -0.127614480 -0.071614657
1415 1420 1425 1430 1435
ncomp_1 0.359339460 0.319139625 0.213989980 0.072898330 -0.066452637
ncomp_2 -0.137515004 -0.150362059 -0.147204786 -0.135699518 -0.120577357
ncomp_3 -0.072749888 0.012830358 0.089251860 0.146498501 0.179003739
ncomp_4 0.094768799 0.059602418 0.042924835 0.037827848 0.033641236
ncomp_5 -0.008851279 0.034805426 0.044534179 0.023583616 -0.010472697
1440 1445 1450 1455 1460
ncomp_1 -0.170172635 -0.2188820257 -0.210811336 -0.159975315 -0.089151408
ncomp_2 -0.102976812 -0.0833620091 -0.063461917 -0.047034525 -0.038005050
ncomp_3 0.186303123 0.1727525425 0.145187451 0.110646887 0.074505985
ncomp_4 0.021273022 -0.0035579036 -0.039150005 -0.078929442 -0.113659467
ncomp_5 -0.033816212 -0.0282264980 0.012759682 0.081555069 0.161216902
1465 1470 1475 1480 1485
ncomp_1 -0.021980804 0.0243948679 0.042209073 0.033076587 0.0056272509
ncomp_2 -0.038513470 -0.0472982886 -0.059782523 -0.069515573 -0.0703304775
ncomp_3 0.040063106 0.0084575781 -0.020057331 -0.045128057 -0.0653966447
ncomp_4 -0.134112797 -0.1338449634 -0.111259170 -0.070302415 -0.0193461660
ncomp_5 0.231089694 0.2740380735 0.279841743 0.246960022 0.1812869485
1490 1495 1500 1505 1510
ncomp_1 -0.027442536 -0.0533033001 -0.0626213947 -0.052043307 -0.024648378
ncomp_2 -0.058046870 -0.0309803191 0.0098876958 0.060910008 0.115751807
ncomp_3 -0.078680197 -0.0819938908 -0.0727260547 -0.049810973 -0.015163163
ncomp_4 0.030925758 0.0706790964 0.0937098838 0.098809019 0.088643154
ncomp_5 0.094786746 0.0016230218 -0.0852932804 -0.156941425 -0.208034339
1515 1520 1525 1530 1535
ncomp_1 0.011561056 0.046482178 0.0714668631 0.081884053 0.077939910
ncomp_2 0.166200218 0.203162970 0.2184439609 0.207018703 0.169254854
ncomp_3 0.026257012 0.066783878 0.0980592289 0.113393489 0.110211654
ncomp_4 0.067666897 0.039945721 0.0079505308 -0.027190622 -0.064051140
ncomp_5 -0.236210354 -0.240073656 -0.2178265276 -0.167960823 -0.092288103
1540 1545 1550 1555 1560
ncomp_1 0.0630753574 0.041921442 0.018440995 -0.0045097058 -0.016082660
ncomp_2 0.1112508145 0.043457587 -0.021699389 -0.0726643274 -0.100589204
ncomp_3 0.0904452639 0.059843168 0.026088818 -0.0030447203 -0.019274552
ncomp_4 -0.0991660941 -0.127125850 -0.142033871 -0.1401040975 -0.139568626
ncomp_5 0.0012693111 0.098701079 0.182303941 0.2357345485 0.266263019
1565
ncomp_1 -0.027126327
ncomp_2 -0.120805332
ncomp_3 -0.032160129
ncomp_4 -0.131384763
ncomp_5 0.281564182
$fitted_y
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.4567523541 0.31243961 0.024002203 0.429666268 0.47038961
2 -0.3932383971 -1.02831979 0.250508889 0.863320913 0.17989370
3 1.0606646522 2.40264042 1.365597642 2.183627587 2.57224950
4 3.1966270887 3.00282280 2.500690988 2.282525445 1.99711022
6 3.3563642194 1.62014438 2.066043974 2.476322194 2.96815442
7 0.7676771018 1.59661980 2.483268042 2.506256052 1.93103865
8 1.8837335836 1.11514253 0.666703480 1.362210168 0.33233138
9 -0.0942782856 -0.99821433 -0.392855233 -0.080674977 -0.27880787
10 10.0920972455 8.54946586 8.336592891 8.092843232 7.30087504
11 12.9652922288 15.02218154 13.003562915 14.271170183 13.10755488
12 10.7845990552 8.63894299 7.273111870 8.368213433 8.54563300
14 8.7964618262 5.69333664 2.199151009 2.420801741 1.93244815
15 9.4479169838 7.96451111 6.462942399 6.802713695 6.49754472
16 7.6608958157 5.62431250 3.866771819 2.254982891 0.33198915
17 12.6510537433 11.76523865 10.844424669 11.458788372 12.08117221
18 6.4129206955 11.34343385 8.659079564 8.483259254 9.20182834
19 -0.7494591841 -2.74608728 0.332292506 0.199176416 -0.30482162
20 0.8715014994 -2.28414979 -1.002260050 -0.273458922 -1.06440129
22 1.4394869820 0.85551860 -0.123511617 -1.529133385 -2.46910591
23 2.4856919633 3.20698415 1.474847704 1.046732609 1.42964523
24 2.7495523058 4.62799624 1.589256746 1.196381380 1.08415794
25 0.0061474058 1.60864337 -1.470524867 -1.097012566 0.12907958
26 10.1493920751 14.05218680 15.373467171 14.915951765 12.95082339
27 9.3511812708 13.31809346 14.920303267 14.423351593 13.31481567
28 4.8724430285 4.35909438 4.881395646 3.814118336 5.63840951
29 4.5010210025 4.31904605 5.111947473 4.084642164 6.44398082
31 6.9775060526 7.92121000 10.225524389 9.420286705 10.52264929
32 5.8385927537 6.05820479 8.443411428 7.970374006 8.74126800
33 7.9309189670 9.94701134 12.433068247 13.522961025 13.01165528
34 7.4368535933 9.77863428 12.551130662 13.597407981 13.91525607
35 10.5062852844 11.26201628 11.964023426 11.643836499 11.13848849
36 11.8919882604 10.08069147 11.167810121 11.967908326 14.01623109
37 14.3798722593 11.24839342 12.128018500 11.594584539 10.86085623
38 12.5355848142 12.00214054 13.335807945 12.648089968 12.05434146
39 13.0098532373 13.05782131 13.354873919 13.635140709 14.70377894
40 10.7120465176 10.64385204 9.641520267 8.984634402 10.65348673
$cal_error
ncomp cal_set_error max_residuals
ncomp_1 1 3.1760297 8.7564618
ncomp_2 2 2.4887627 5.6533366
ncomp_3 3 1.7840773 3.5855753
ncomp_4 4 1.6260552 4.0258817
ncomp_5 5 1.2463714 2.5524451
$y_quantiles
0% 25% 50% 75% 100%
0.020 0.710 7.395 11.438 15.660
$explained_variance
$explained_variance$x_variance
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
pls_var 1.03003371 0.56751748 0.24590028 0.183861163 0.051353357
x_expl_var 0.43226177 0.23816319 0.10319399 0.077158787 0.021550841
x_expl_var_cum 0.43226177 0.67042496 0.77361895 0.850777734 0.872328575
$explained_variance$y_variance
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
y_explained_variance 0.68678303 0.80767172 0.90116665 0.91789932 0.95176401
The refitted model is printed correctly
Code
print(model_xy_copy)
Output
Modeling response: CBDA
Range: 0.02 - 15.7
Final number of observations: 36
Number of predictors: 106
Pre-processing:
Spectral preprocessing recipe (device: "unspecified"):
- Step 1: prep_resample
min_wav: 1005; max_wav: 1600; resolution: 5
- Step 2: prep_derivative
m: 2; w: 9; p: 5; algorithm: 'nwp'
- Step 3: prep_snv
- Step 4: prep_smooth
w: 5; algorithm: 'moving-average'
Method: PLS (standard)
Total number of factors considered: 5
Final number of pls factors: 4
Tuning parameter: Coefficient of determination (rsq)
Validation: None
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The cross-validation is performed correctly
Code
model1$final_model$model_cv
Output
$grid
ncomp rsq rmse largest_residual
1 1 0.62014650 3.4733518 8.7572906
2 2 0.72497869 2.9699744 6.3021049
3 3 0.79196133 2.6133977 6.4924740
4 4 0.81794384 2.4382705 6.7155345
5 5 0.84199004 2.2655192 8.8066885
$predicted
[,1] [,2] [,3] [,4] [,5]
[1,] 0.324018883 0.59436551 -0.018078402 0.091068454 1.09289533
[2,] 0.208597809 -2.45007438 -2.065269029 0.429294042 1.26783690
[3,] 1.637720288 2.84622447 1.497027031 2.413501928 3.47265985
[4,] 2.945326644 3.12931773 2.231677146 1.392170572 2.36017476
[5,] 3.644041544 0.71843320 1.166748751 1.773855104 2.62049494
[6,] 0.926211466 1.63339927 2.017781019 2.598320137 2.40762577
[7,] 1.586658239 1.31983481 1.202697056 1.604321536 1.70496581
[8,] 0.349704496 -2.10012662 -1.354780503 -0.602564488 -0.31650095
[9,] 9.549657815 7.96726763 7.669156044 7.807382634 7.20226143
[10,] 11.955879519 14.59058519 13.107327371 14.750004348 14.27987054
[11,] 10.483333691 8.99984733 7.951768905 7.239685245 9.15498309
[12,] 8.797290628 6.34210491 3.317406791 3.164294881 3.37641962
[13,] 8.613403933 7.15157535 6.148221295 6.332744231 6.54128830
[14,] 7.385396160 5.44833909 4.775692869 3.118569343 1.63639415
[15,] 12.094159167 10.85322442 9.774081063 10.525159054 11.48397962
[16,] 6.223048948 11.68110892 7.242353894 6.192504960 8.31272726
[17,] 0.029278279 -4.35128811 -0.985106813 -0.010983115 -0.15604759
[18,] 0.793760391 -1.49839811 -0.910802381 -0.364122326 -1.09270010
[19,] 1.187094867 0.54509019 -1.596911893 -1.994895406 -3.37416640
[20,] 2.393774843 2.90649268 2.017546952 1.073293023 0.31722108
[21,] 3.709748203 5.50500239 2.864461314 1.861716231 0.60048323
[22,] 0.023345727 1.41753221 -3.138198060 -2.527560915 -0.43882257
[23,] 9.582225642 14.33873150 16.265038550 16.552541100 15.24624574
[24,] 9.680458416 12.87032777 14.769792731 14.623533285 13.27821375
[25,] 4.420533990 3.91410517 3.258392417 2.542641622 3.37142113
[26,] 4.462366337 3.44029348 4.966317941 4.711241393 3.85279484
[27,] 10.802774602 8.35473149 8.792474000 9.015534517 11.10668846
[28,] 6.486699772 7.90715118 8.878275425 8.416403652 9.44199464
[29,] 5.910217329 5.28872911 8.125346069 8.411160300 7.79489703
[30,] 8.092676684 9.91110676 12.346882334 13.408339824 12.57316582
[31,] 6.794324943 9.97424424 12.049060086 14.639199546 14.43330956
[32,] 10.083255872 11.39230790 12.806772957 12.017961243 11.19224815
[33,] 11.013950395 8.96816906 9.493483741 10.450733398 13.33548397
[34,] 13.086136021 9.99215600 11.604945097 10.783892834 10.07138196
[35,] 12.093949275 11.37111934 12.173311228 13.132765425 12.08605281
[36,] 12.398648598 11.83909404 11.896281388 12.410675634 13.74883101
[37,] 9.977730374 9.81220134 8.031233627 7.029662588 9.79839025
The resulting fitted model is correct
Code
fit_model
Output
$method
Fitting method: fit_plsr
ncomp: 5
type : standard
$intercept
CBDA
6.1687027
$x_means
1040 1045 1050 1055 1060 1065
-0.168309467 -0.148344855 -0.120816071 -0.072646656 -0.012939252 0.042932196
1070 1075 1080 1085 1090 1095
0.078811601 0.081193810 0.042413706 -0.037023464 -0.149395281 -0.282396808
1100 1105 1110 1115 1120 1125
-0.422085617 -0.555314001 -0.671294841 -0.761348212 -0.817475589 -0.832911172
1130 1135 1140 1145 1150 1155
-0.803689378 -0.730512223 -0.619001948 -0.479153746 -0.321433712 -0.153054991
1160 1165 1170 1175 1180 1185
0.024749929 0.215915417 0.426870629 0.660040383 0.908466512 1.152395963
1190 1195 1200 1205 1210 1215
1.360262088 1.492300832 1.511662336 1.396739757 1.151200748 0.805592876
1220 1225 1230 1235 1240 1245
0.413926253 0.039531815 -0.262377839 -0.459785937 -0.547234868 -0.542809040
1250 1255 1260 1265 1270 1275
-0.477995023 -0.385970427 -0.291732014 -0.210502646 -0.150392741 -0.116403957
1280 1285 1290 1295 1300 1305
-0.113257534 -0.146949691 -0.222571663 -0.340751617 -0.495260032 -0.673753151
1310 1315 1320 1325 1330 1335
-0.858754205 -1.030478654 -1.169376125 -1.259786355 -1.291359543 -1.263829187
1340 1345 1350 1355 1360 1365
-1.189742961 -1.096239484 -1.017174665 -0.984154088 -1.012902555 -1.098382944
1370 1375 1380 1385 1390 1395
-1.213425808 -1.321383040 -1.386731496 -1.385174663 -1.299151495 -1.115536853
1400 1405 1410 1415 1420 1425
-0.821057897 -0.407873291 0.118210572 0.722909012 1.341678326 1.892102925
1430 1435 1440 1445 1450 1455
2.297296377 2.506884135 2.511477976 2.343829444 2.063195794 1.734699345
1460 1465 1470 1475 1480 1485
1.413411351 1.138091631 0.928600999 0.789957311 0.716309330 0.693927830
1490 1495 1500 1505 1510 1515
0.700935475 0.710810865 0.698340379 0.646218823 0.548469156 0.410168679
1520 1525 1530 1535 1540 1545
0.244101267 0.064639834 -0.115307995 -0.283910558 -0.425696592 -0.521581265
1550 1555 1560 1565
-0.551328170 -0.501583416 -0.479141225 -0.422987337
$projection_m
1040 1045 1050 1055 1060
ncomp_1 -0.0009806119 -0.0025152367 -0.0047043119 -0.0084277005 -1.3303751e-02
ncomp_2 -0.0099419098 -0.0082297364 -0.0064834000 -0.0030702824 1.9388915e-05
ncomp_3 -0.0084149877 -0.0023682113 0.0037600322 0.0158589520 2.7149949e-02
ncomp_4 0.0222001897 0.0292460334 0.0377940458 0.0547094440 7.2218840e-02
ncomp_5 -0.0254276446 -0.0166960540 -0.0064678440 0.0148403695 3.6330886e-02
1065 1070 1075 1080 1085
ncomp_1 -0.018308493 -0.022587423 -0.0256202341 -0.0270837111 -0.026873205
ncomp_2 0.002059844 0.002050223 -0.0010229316 -0.0074958957 -0.016675801
ncomp_3 0.036180917 0.041030085 0.0400371051 0.0331086388 0.022377132
ncomp_4 0.087289784 0.095474614 0.0934391991 0.0814411742 0.064265597
ncomp_5 0.055297995 0.066572464 0.0657909310 0.0529891775 0.034003662
1090 1095 1100 1105 1110
ncomp_1 -0.025042681 -0.0222298691 -0.0197585362 -0.01974298 -0.023960025
ncomp_2 -0.026777549 -0.0359411168 -0.0429613044 -0.04808068 -0.052054611
ncomp_3 0.012048437 0.0063039703 0.0073951944 0.01387476 0.021947731
ncomp_4 0.049666871 0.0444402228 0.0509432612 0.06544839 0.080942667
ncomp_5 0.018410890 0.0138207748 0.0210950657 0.03216983 0.035325343
1115 1120 1125 1130 1135
ncomp_1 -0.032599272 -0.04262035667 -0.048223206 -0.0427455753 -0.022627267
ncomp_2 -0.055007698 -0.05434615474 -0.045387275 -0.0235226873 0.011050607
ncomp_3 0.027896653 0.03243414916 0.041311149 0.0629533160 0.101201111
ncomp_4 0.091466366 0.09760653571 0.106413878 0.1273171579 0.162635498
ncomp_5 0.022848818 0.00043720499 -0.013526598 0.0042628798 0.064668790
1140 1145 1150 1155 1160
ncomp_1 0.0096395137 0.044411915 0.068013341 0.068771401 0.0435666512
ncomp_2 0.0509100043 0.081473448 0.086512230 0.056011973 -0.0061216012
ncomp_3 0.1498344116 0.190339798 0.197804534 0.152453331 0.0523579010
ncomp_4 0.2022954170 0.223476400 0.200431625 0.117981283 -0.0153922380
ncomp_5 0.1552493462 0.237884313 0.264914663 0.203048036 0.0568784206
1165 1170 1175 1180 1185
ncomp_1 0.0010350212 -0.041220442 -0.06373285 -0.054472891 -0.014382571
ncomp_2 -0.0803714938 -0.137855095 -0.15190942 -0.110250642 -0.021006571
ncomp_3 -0.0808918406 -0.208807761 -0.29081301 -0.302772013 -0.247157215
ncomp_4 -0.1656454804 -0.284573128 -0.32993187 -0.284978670 -0.166741301
ncomp_5 -0.1259743258 -0.272707431 -0.31832878 -0.239058443 -0.065197930
1190 1195 1200 1205 1210
ncomp_1 0.041895859 0.092853677 0.1188988532 0.1108665148 0.071940489
ncomp_2 0.088692487 0.183665358 0.2340150323 0.2266611524 0.167470919
ncomp_3 -0.153200058 -0.061655171 -0.0072765014 -0.0032009736 -0.039734188
ncomp_4 -0.021116307 0.097005574 0.1456315604 0.1127850841 0.017006137
ncomp_5 0.128393860 0.257481954 0.2641601268 0.1436303652 -0.059995794
1215 1220 1225 1230 1235
ncomp_1 0.015342319 -0.042428165 -0.087572650 -0.11345507 -0.120497376
ncomp_2 0.077187908 -0.018234897 -0.096585763 -0.14611179 -0.165919025
ncomp_3 -0.091184559 -0.130973310 -0.142518168 -0.12509256 -0.089695905
ncomp_4 -0.102372358 -0.203324539 -0.255543372 -0.24975777 -0.196113651
ncomp_5 -0.274368166 -0.432439723 -0.494370768 -0.45853710 -0.352550673
1240 1245 1250 1255 1260
ncomp_1 -0.113841957 -0.099914950 -0.0842675894 -0.0702815470 -0.059113125
ncomp_2 -0.162738252 -0.146004110 -0.1243004006 -0.1029902924 -0.083841380
ncomp_3 -0.051750848 -0.023070220 -0.0085275390 -0.0062197386 -0.010496897
ncomp_4 -0.116990866 -0.036831914 0.0248445168 0.0578047345 0.061907769
ncomp_5 -0.217674346 -0.091138777 0.0020837645 0.0518923528 0.060701694
1265 1270 1275 1280 1285
ncomp_1 -0.050272369 -0.042516052 -0.03450526337 -0.0253034586 -0.0146710937
ncomp_2 -0.066136151 -0.048482311 -0.03017278324 -0.0119288751 0.0041476170
ncomp_3 -0.015213970 -0.016195680 -0.01221283942 -0.0046338994 0.0035369462
ncomp_4 0.045373021 0.020585204 -0.00062058916 -0.0106184272 -0.0078421271
ncomp_5 0.039845624 0.004605781 -0.03035932254 -0.0542653435 -0.0624894074
1290 1295 1300 1305 1310
ncomp_1 -0.0030291442 0.0089583451 0.0210107130 0.0336208850 0.0479104895
ncomp_2 0.0155605585 0.0207695800 0.0202385230 0.0163204046 0.0122689588
ncomp_3 0.0091389108 0.0102733713 0.0075740729 0.0042044876 0.0048157931
ncomp_4 0.0041178128 0.0192094473 0.0328461208 0.0435493319 0.0526058936
ncomp_5 -0.0562980495 -0.0407384916 -0.0201776613 0.0036287815 0.0315243213
1315 1320 1325 1330 1335
ncomp_1 0.064958185 0.084829206 0.105730613 0.1237743672 0.1339627173
ncomp_2 0.010409715 0.010944495 0.011696952 0.0095078307 0.0021136704
ncomp_3 0.013349187 0.031044817 0.055157601 0.0796304674 0.0973053337
ncomp_4 0.060846480 0.066728438 0.065260891 0.0504873945 0.0184140002
ncomp_5 0.063247821 0.095328493 0.119774535 0.1274875977 0.1124867109
1340 1345 1350 1355 1360
ncomp_1 0.1316524255 0.114057846 0.0809610025 0.034996799 -0.019381948
ncomp_2 -0.0097556725 -0.021708358 -0.0266529372 -0.017772948 0.008259100
ncomp_3 0.1029322765 0.095349186 0.0779739114 0.057043549 0.038223098
ncomp_4 -0.0289861288 -0.083353790 -0.1315001782 -0.160157002 -0.159792683
ncomp_5 0.0770477279 0.031846732 -0.0072637726 -0.026337394 -0.019050238
1365 1370 1375 1380 1385
ncomp_1 -0.0767297414 -0.1307625744 -0.173334440 -0.194571942 -0.184355521
ncomp_2 0.0484888406 0.0932721130 0.128314010 0.140189805 0.121801220
ncomp_3 0.0232573665 0.0086710521 -0.012880770 -0.048403951 -0.099701763
ncomp_4 -0.1287731842 -0.0741866352 -0.010725418 0.044719236 0.078076420
ncomp_5 0.0098268873 0.0463960344 0.073042126 0.076412061 0.052778341
1390 1395 1400 1405 1410
ncomp_1 -0.1354840144 -0.048204525 0.065670293 0.1822271668 0.2715611587
ncomp_2 0.0764527206 0.016633122 -0.040095209 -0.0790330211 -0.0936826027
ncomp_3 -0.1598326453 -0.214452915 -0.246327356 -0.2425743184 -0.1998831847
ncomp_4 0.0836420185 0.065191605 0.034881913 0.0068530979 -0.0079316633
ncomp_5 0.0097936635 -0.037888172 -0.074833278 -0.0923639206 -0.0908115647
1415 1420 1425 1430 1435
ncomp_1 0.3071066038 0.2758182752 0.183602132 0.055463312 -0.073493119
ncomp_2 -0.0882751988 -0.0732259188 -0.059601954 -0.052838301 -0.051828807
ncomp_3 -0.1270904840 -0.0412115139 0.038814824 0.099147299 0.133818271
ncomp_4 -0.0063711986 0.0080025988 0.027115263 0.043340057 0.051293058
ncomp_5 -0.0784519076 -0.0644450702 -0.054313472 -0.046301823 -0.034687257
1440 1445 1450 1455 1460
ncomp_1 -0.170074706 -0.214555046 -0.204642842 -0.1542663185 -0.0863345439
ncomp_2 -0.050633582 -0.044068160 -0.031133895 -0.0162914000 -0.0065548304
ncomp_3 0.144930137 0.138906829 0.122501002 0.0997223422 0.0719647543
ncomp_4 0.049704191 0.039791764 0.025092181 0.0096102656 -0.0021424467
ncomp_5 -0.012710694 0.021902188 0.067254640 0.1172008543 0.1649863839
1465 1470 1475 1480 1485
ncomp_1 -0.0244436520 0.0148869762 0.0252131798 0.0099615422 -0.020361647
ncomp_2 -0.0080607399 -0.0227881408 -0.0475334498 -0.0746841957 -0.094460305
ncomp_3 0.0391988233 0.0017062038 -0.0384743025 -0.0767592630 -0.106288793
ncomp_4 -0.0071777503 -0.0045211759 0.0035127233 0.0130796957 0.020261003
ncomp_5 0.2029302658 0.2246255035 0.2244699598 0.2009002014 0.157122012
1490 1495 1500 1505 1510
ncomp_1 -0.051556588 -0.069817774 -0.0656392838 -0.0365824033 0.0119859605
ncomp_2 -0.097296835 -0.075660434 -0.0262463523 0.0480578676 0.1370437655
ncomp_3 -0.119065176 -0.107252829 -0.0659781952 0.0036429456 0.0922219728
ncomp_4 0.023492755 0.023280039 0.0212006802 0.0172808829 0.0090047112
ncomp_5 0.102875557 0.050188613 0.0087287113 -0.0199650002 -0.0423853686
1515 1520 1525 1530 1535
ncomp_1 0.068657267 0.119279475 0.151494440 0.15841674 0.14045772
ncomp_2 0.224784330 0.292612928 0.324065744 0.30988946 0.25186165
ncomp_3 0.183357563 0.256823409 0.294523598 0.28627214 0.23407167
ncomp_4 -0.007840187 -0.035800671 -0.072578073 -0.11010947 -0.13679789
ncomp_5 -0.069160420 -0.106757550 -0.151188276 -0.18739085 -0.19577058
1540 1545 1550 1555 1560
ncomp_1 0.10372830 0.057256301 0.0099550735 -0.030970647 -0.0523318142
ncomp_2 0.16203832 0.059014108 -0.0372451933 -0.109906818 -0.1490470392
ncomp_3 0.15082510 0.055874678 -0.0310135892 -0.094154170 -0.1278258722
ncomp_4 -0.14225514 -0.122292354 -0.0817324651 -0.032808948 -0.0029578862
ncomp_5 -0.16250066 -0.087979981 0.0104257774 0.104529365 0.1620730263
1565
ncomp_1 -0.070074188
ncomp_2 -0.175944012
ncomp_3 -0.149452022
ncomp_4 0.027189615
ncomp_5 0.211044494
$coefficients
1040 1045 1050 1055 1060
ncomp_1 -0.0044857401 -0.011505773 -0.021519544 -0.038551923 -0.060857074
ncomp_2 -0.0345957019 -0.036430265 -0.041155100 -0.047850547 -0.060798353
ncomp_3 -0.0698073095 -0.046339790 -0.025421651 0.018509526 0.052807679
ncomp_4 -0.0051477166 0.038841312 0.084656130 0.177854577 0.263150060
ncomp_5 -0.2124926478 -0.097303511 0.031915316 0.298867570 0.559403421
1065 1070 1075 1080 1085
ncomp_1 -0.083750913 -0.103324576 -0.117197958 -0.1238925303 -0.122929584
ncomp_2 -0.077512492 -0.097115292 -0.120295998 -0.1465945200 -0.173433737
ncomp_3 0.073882652 0.074570672 0.047234948 -0.0080549942 -0.079799044
ncomp_4 0.328120204 0.352647109 0.319383098 0.2291480763 0.107378966
ncomp_5 0.779037271 0.895499707 0.855862834 0.6612383286 0.384655414
1090 1095 1100 1105 1110
ncomp_1 -0.11455598305 -0.101688972 -0.090384033 -0.090312872 -0.10960345
ncomp_2 -0.19565418240 -0.210539854 -0.220496181 -0.235929506 -0.26725549
ncomp_3 -0.14523879610 -0.184161571 -0.189551788 -0.177872070 -0.17541757
ncomp_4 -0.00058058927 -0.054726338 -0.041176005 0.012750906 0.06033356
ncomp_5 0.14954754276 0.057972563 0.130839729 0.275073713 0.34838741
1115 1120 1125 1130 1135
ncomp_1 -0.149123074 -0.194963822 -0.220593662 -0.1955366259 -0.103506841
ncomp_2 -0.315718800 -0.359556006 -0.358053080 -0.2667771853 -0.070039091
ncomp_3 -0.198988266 -0.223838809 -0.185191034 -0.0033558289 0.353426036
ncomp_4 0.067413872 0.060446998 0.124746770 0.3674642272 0.827113209
ncomp_5 0.253730250 0.064012104 0.014446677 0.4022250762 1.354442661
1140 1145 1150 1155 1160 1165
ncomp_1 0.044095277 0.20315918 0.31112224 0.31458993 0.19929258 0.0047346314
ncomp_2 0.198280772 0.44990879 0.57313226 0.48422720 0.18075276 -0.2386776160
ncomp_3 0.825246696 1.24636513 1.40082398 1.12215171 0.39983875 -0.5771607925
ncomp_4 1.414446134 1.89725566 1.98459500 1.46578038 0.35500779 -1.0596147470
ncomp_5 2.680397642 3.83703842 4.14479164 3.12149729 0.81881214 -2.0868486231
1170 1175 1180 1185 1190 1195
ncomp_1 -0.18856001 -0.29154144 -0.24918241 -0.065792058 0.19164966 0.42475261
ncomp_2 -0.60606648 -0.75161269 -0.58308632 -0.129412334 0.46026278 0.98099955
ncomp_3 -1.47980002 -1.96848834 -1.85000313 -1.163615024 -0.18078633 0.72301014
ncomp_4 -2.30863900 -2.92943781 -2.68002328 -1.649260632 -0.24228904 1.00554561
ncomp_5 -4.53238030 -5.52518982 -4.62938026 -2.180904851 0.80467447 3.10513363
1200 1205 1210 1215 1220 1225
ncomp_1 0.54389444 0.50715107 0.32908670 0.070182357 -0.19408466 -0.40059492
ncomp_2 1.25262986 1.19361461 0.83628734 0.303952830 -0.24931067 -0.69311353
ncomp_3 1.22218213 1.18022049 0.67002392 -0.077599117 -0.79735435 -1.28946542
ncomp_4 1.64634415 1.50871487 0.71955547 -0.375765712 -1.38955118 -2.03375322
ncomp_5 3.80038807 2.67992159 0.23033109 -2.613049164 -4.91579933 -6.06500639
1230 1235 1240 1245 1250
ncomp_1 -0.51899225 -0.55120677 -0.52076202 -0.45705391 -0.38547616
ncomp_2 -0.96150485 -1.05370735 -1.01362935 -0.89924040 -0.76193102
ncomp_3 -1.48494115 -1.42903019 -1.23017519 -0.99577524 -0.79761359
ncomp_4 -2.21237798 -2.00022480 -1.57091920 -1.10305075 -0.72525221
ncomp_5 -5.95143224 -4.87503276 -3.34590359 -1.84622471 -0.70826055
1255 1260 1265 1270 1275
ncomp_1 -0.321497991 -0.27040883 -0.229967415 -0.19448669 -0.15784190
ncomp_2 -0.633413290 -0.52432994 -0.430266655 -0.34131970 -0.24922287
ncomp_3 -0.659439115 -0.56825307 -0.493927871 -0.40908877 -0.30032618
ncomp_4 -0.491078815 -0.38794239 -0.361775798 -0.34913294 -0.30213369
ncomp_5 -0.067932413 0.10703812 -0.036862173 -0.31157597 -0.54969305
1280 1285 1290 1295 1300
ncomp_1 -0.11574889 -0.067111885 -0.013856607 0.040979319 0.096112028
ncomp_2 -0.15187655 -0.054550457 0.033269934 0.103881847 0.157406202
ncomp_3 -0.17126661 -0.039750487 0.071510720 0.146869660 0.189099093
ncomp_4 -0.20219351 -0.062591226 0.083504136 0.202818509 0.284765699
ncomp_5 -0.64469002 -0.572149311 -0.375567688 -0.129375836 0.120230766
1305 1310 1315 1320 1325 1330
ncomp_1 0.15379637 0.21916316 0.29714664 0.38804523 0.48365725 0.56619713
ncomp_2 0.20322418 0.25632080 0.32867340 0.42119162 0.51908251 0.59499245
ncomp_3 0.22081740 0.27647197 0.38453163 0.55109530 0.74988354 0.92819754
ncomp_4 0.34765785 0.42969028 0.56175122 0.74544651 0.93996042 1.07524558
ncomp_5 0.37724806 0.68674941 1.07749365 1.52278472 1.91663927 2.11481915
1335 1340 1345 1350 1355 1360
ncomp_1 0.61280302 0.60223476 0.52174959 0.37035041 0.16009039 -0.088661358
ncomp_2 0.61920446 0.57268883 0.45600389 0.28962961 0.10626343 -0.063647935
ncomp_3 1.02636813 1.00339783 0.85498227 0.61590302 0.34495601 0.096292491
ncomp_4 1.08000018 0.91897372 0.61220857 0.23289963 -0.12151237 -0.369114786
ncomp_5 1.99725185 1.54724488 0.87189674 0.17366857 -0.33627569 -0.524456358
1365 1370 1375 1380 1385
ncomp_1 -0.35099480 -0.59816419 -0.79290620 -0.890055656 -0.84332136
ncomp_2 -0.20414202 -0.31568127 -0.40429576 -0.465478309 -0.47443548
ncomp_3 -0.10682408 -0.27939819 -0.45819395 -0.668019419 -0.89162675
ncomp_4 -0.48188491 -0.49547191 -0.48943247 -0.537771542 -0.66422376
ncomp_5 -0.40175341 -0.11714420 0.10617577 0.085316193 -0.23385274
1390 1395 1400 1405 1410
ncomp_1 -0.61976209 -0.22050821 0.30040414 0.83358535 1.242237409
ncomp_2 -0.38821820 -0.17013331 0.17897221 0.59422679 0.958511279
ncomp_3 -1.05702065 -1.06748839 -0.85175803 -0.42079927 0.122121666
ncomp_4 -0.81340747 -0.87761332 -0.75016203 -0.40083914 0.099020146
ncomp_5 -0.73354689 -1.18656527 -1.36037589 -1.15400331 -0.641485627
1415 1420 1425 1430 1435 1440
ncomp_1 1.40483755 1.26171129 0.83987503 0.25371302 -0.336189101 -0.77799477
ncomp_2 1.13748822 1.03994005 0.65936519 0.09368750 -0.493157272 -0.93134310
ncomp_3 0.60569181 0.86749492 0.82178163 0.50855867 0.066790840 -0.32489858
ncomp_4 0.58713525 0.89080305 0.90075672 0.63478959 0.216185432 -0.18013168
ncomp_5 -0.05258603 0.36529788 0.45786776 0.25723011 -0.066665258 -0.28377864
1445 1450 1455 1460 1465
ncomp_1 -0.98146696 -0.93612428 -0.70568042 -0.39493130 -0.1118157656
ncomp_2 -1.11493132 -1.03041606 -0.75502038 -0.41478318 -0.1362284362
ncomp_3 -0.53369068 -0.51782384 -0.33774300 -0.11365444 0.0277948091
ncomp_4 -0.41779441 -0.44474112 -0.30975243 -0.11989446 0.0068891134
ncomp_5 -0.23919715 0.10367415 0.64593982 1.22545588 1.6616456854
1470 1475 1480 1485 1490
ncomp_1 0.06809942483 0.115335916 0.045568374 -0.09314292 -0.23584199
ncomp_2 -0.00091649483 -0.028623382 -0.180619383 -0.37922439 -0.53051414
ncomp_3 0.00622293068 -0.189614948 -0.501810235 -0.82397837 -1.02872952
ncomp_4 -0.00694530793 -0.179383898 -0.463714714 -0.76496680 -0.96030524
ncomp_5 1.82472098688 1.651014045 1.174488081 0.51625501 -0.12142591
1495 1500 1505 1510 1515 1520
ncomp_1 -0.31937649 -0.30026228 -0.1673436293 0.054828933 0.31406784 0.54563556
ncomp_2 -0.54852087 -0.37975171 -0.0217960849 0.469878217 0.99484725 1.43183995
ncomp_3 -0.99730876 -0.65583034 -0.0065525723 0.855771108 1.76208719 2.50648979
ncomp_4 -0.92950403 -0.59408189 0.0437791982 0.881997955 1.73925210 2.40221785
ncomp_5 -0.52025045 -0.52290526 -0.1190216300 0.536374462 1.17529650 1.53168354
1525 1530 1535 1540 1545 1550
ncomp_1 0.69300065 0.72466624 0.64251394 0.47449783 0.26191492 0.045538783
ncomp_2 1.67446270 1.66319415 1.40529943 0.96524534 0.44064442 -0.067261612
ncomp_3 2.90686491 2.86106901 2.38474706 1.59635671 0.67444598 -0.197034629
ncomp_4 2.69547623 2.54036753 1.98631373 1.18202874 0.31826101 -0.435086104
ncomp_5 1.46263995 1.01232416 0.38993947 -0.14305221 -0.39915515 -0.350071069
1555 1560 1565
ncomp_1 -0.14167305 -0.239388201 -0.32054944
ncomp_2 -0.47453566 -0.690790472 -0.85341160
ncomp_3 -0.86851363 -1.225664038 -1.47877745
ncomp_4 -0.96407196 -1.234279087 -1.39958581
ncomp_5 -0.11170698 0.087314833 0.32133670
$n_observations
[1] 37
$x_residuals
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.13169745 0.13361391 0.115445762 0.046736055 0.041861210
2 1.62206976 1.41266129 1.404825253 0.928595961 0.992102593
3 1.13435217 0.68345526 0.524914391 0.250971513 0.250853887
4 0.30518642 0.31242190 0.278808267 0.277186959 0.264178921
6 0.71982208 0.19924283 0.202814972 0.157776115 0.116484068
7 0.66371433 0.65180597 0.630988487 0.576458216 0.634187636
8 0.44901092 0.41870234 0.386904093 0.087513398 0.058792102
9 0.29159557 0.10528594 0.099164477 0.039933659 0.044949216
10 0.46438534 0.18508343 0.180949261 0.177226520 0.178193367
11 2.99475821 1.49492840 1.217894725 0.547902652 0.360105685
12 1.07447722 0.84610039 0.647861398 0.305776215 0.327270234
14 1.83997494 1.76334430 0.976322021 0.974707585 0.857721517
15 0.40339770 0.36754335 0.152174679 0.068815076 0.068158703
16 1.11914702 0.95546903 0.934505763 0.407085337 0.181117236
17 0.37806158 0.37383186 0.242689875 0.096665485 0.059741773
18 6.37534835 1.18392342 0.659046067 0.670878071 0.572095244
19 2.17378577 0.74775669 0.089101282 0.092010059 0.078920860
20 2.90997225 1.20509549 1.082595164 0.979417933 0.810568294
22 0.82749226 0.83655925 0.864936487 0.272157421 0.199351150
23 0.76936247 0.49749197 0.342076209 0.193375588 0.193187836
24 2.39967402 1.01798682 0.514246878 0.380863887 0.344374703
25 2.29119098 1.19197186 0.444788601 0.450589247 0.424664394
26 2.07767079 0.38364123 0.145118439 0.178389029 0.160243258
27 2.05090433 0.42762128 0.097177953 0.051956346 0.041055696
28 0.98567680 0.90713090 0.860653564 0.290232788 0.204010297
29 1.10878005 1.07967839 0.987479727 0.235653920 0.164023186
30 1.90792038 0.83039001 0.837481752 0.846713006 1.097888231
31 0.93052034 1.01810298 0.557370407 0.216417755 0.075391627
32 0.75081223 0.77584903 0.276152514 0.134169911 0.106715017
33 1.50032422 1.41703384 0.903678228 0.696843647 0.607036909
34 1.87652236 1.73798385 1.088094102 1.020146532 1.020196152
35 0.33455965 0.29271495 0.208651714 0.172189403 0.107818582
36 1.06466556 0.36239967 0.362591455 0.332847143 0.206681888
37 2.04658541 0.28178063 0.246040944 0.234933679 0.241955926
38 0.73009631 0.56392961 0.450322052 0.417289544 0.437460790
39 0.23257234 0.23223215 0.233053595 0.230238593 0.145753095
40 0.72628340 0.74620666 0.649815267 0.499015823 0.185022079
$weights
1040 1045 1050 1055 1060
ncomp_1 -0.0009806119 -0.0025152367 -0.0047043119 -0.00842770050 -0.0133037512
ncomp_2 -0.0096383738 -0.0074511768 -0.0050272400 -0.00046159471 0.0041373962
ncomp_3 -0.0023467656 0.0026549552 0.0077172911 0.01773295366 0.0271381147
ncomp_4 0.0247609110 0.0299666915 0.0366498499 0.04988348848 0.0639569793
ncomp_5 -0.0481924567 -0.0466859083 -0.0452231141 -0.04126051203 -0.0377247110
1065 1070 1075 1080 1085
ncomp_1 -0.0183084931 -0.0225874228 -0.0256202341 -0.02708371109 -0.0268732048
ncomp_2 0.0077270055 0.0090418729 0.0069074866 0.00088752316 -0.0083575416
ncomp_3 0.0349236549 0.0397786953 0.0406614697 0.03768389255 0.0325555045
ncomp_4 0.0762797564 0.0829889612 0.0812557150 0.07136605588 0.0574561279
ncomp_5 -0.0342118498 -0.0313303773 -0.0300247281 -0.03052330823 -0.0318964160
1090 1095 1100 1105 1110
ncomp_1 -0.025042681 -0.022229869 -0.019758536 -0.019742980 -0.023960025
ncomp_2 -0.019025905 -0.029060143 -0.036845300 -0.041969491 -0.044638089
ncomp_3 0.028392593 0.028241273 0.033617393 0.043221661 0.053720192
ncomp_4 0.046000473 0.042521894 0.048692868 0.061226233 0.074263867
ncomp_5 -0.032519169 -0.031749706 -0.031143847 -0.034943123 -0.047675957
1115 1120 1125 1130 1135
ncomp_1 -0.032599272 -0.042620357 -0.048223206 -0.042745575 -0.022627267
ncomp_2 -0.044917007 -0.041153565 -0.030460394 -0.010291337 0.018054590
ncomp_3 0.061471583 0.065605295 0.069014083 0.077310808 0.094456176
ncomp_4 0.082977280 0.087736668 0.093842696 0.108160160 0.131839512
ncomp_5 -0.070943833 -0.099651779 -0.122646924 -0.126292364 -0.102103053
1140 1145 1150 1155 1160
ncomp_1 0.0096395137 0.0444119153 0.068013341 0.068771401 0.043566651
ncomp_2 0.0479262152 0.0677263034 0.065459564 0.034724659 -0.019607105
ncomp_3 0.1187605818 0.1406110244 0.145000250 0.118265424 0.056094330
ncomp_4 0.1567000835 0.1655550828 0.140238752 0.071589000 -0.031325000
ncomp_5 -0.0521910952 0.0087241878 0.059385416 0.082066109 0.072662133
1165 1170 1175 1180 1185
ncomp_1 0.0010350212 -0.041220442 -0.063732850 -0.054472891 -0.014382571
ncomp_2 -0.0806918715 -0.125095831 -0.132181728 -0.093389250 -0.016554629
ncomp_3 -0.0318356648 -0.124665443 -0.198092380 -0.235478565 -0.234335479
ncomp_4 -0.1410297034 -0.221031920 -0.241436074 -0.192843688 -0.091530169
ncomp_5 0.0438840530 0.019103309 0.019994323 0.053168154 0.105784140
1190 1195 1200 1205 1210
ncomp_1 0.041895859 0.092853677 0.11889885 0.110866515 0.071940489
ncomp_2 0.075724156 0.154923681 0.19721140 0.192343830 0.145202654
ncomp_3 -0.207335100 -0.173758600 -0.15011175 -0.141547654 -0.141953052
ncomp_4 0.025503209 0.115767540 0.14784583 0.113759156 0.029097442
ncomp_5 0.150047222 0.158009215 0.11482469 0.027976793 -0.077434452
1215 1220 1225 1230 1235
ncomp_1 0.015342319 -0.0424281651 -0.087572650 -0.113455073 -0.120497376
ncomp_2 0.072438888 -0.0051017973 -0.069478761 -0.110993211 -0.128620592
ncomp_3 -0.138297576 -0.1198433151 -0.083565323 -0.035910618 0.011575734
ncomp_4 -0.074624457 -0.1634687300 -0.212174407 -0.211691502 -0.168818755
ncomp_5 -0.169392149 -0.2239439855 -0.232328104 -0.202427182 -0.151449220
1240 1245 1250 1255 1260
ncomp_1 -0.113841957 -0.099914950 -0.084267589 -0.0702815470 -0.0591131247
ncomp_2 -0.127499919 -0.115076706 -0.098216438 -0.0812355320 -0.0655436631
ncomp_3 0.047579349 0.066045995 0.067341429 0.0566422247 0.0406771864
ncomp_4 -0.101242834 -0.029811534 0.027439488 0.0596974310 0.0651020256
ncomp_5 -0.097708025 -0.053370109 -0.023392628 -0.0073825424 -0.0027805898
1265 1270 1275 1280 1285
ncomp_1 -0.0502723693 -0.042516052 -0.0345052634 -0.0253034586 -0.0146710937
ncomp_2 -0.0505749772 -0.035322007 -0.0194921171 -0.0040965108 0.0086888678
ncomp_3 0.0251534101 0.013396364 0.0062036574 0.0026471024 0.0010053742
ncomp_4 0.0500027056 0.025513627 0.0030958367 -0.0092083093 -0.0089184368
ncomp_5 -0.0066813792 -0.016502971 -0.0297229498 -0.0433768554 -0.0544478297
1290 1295 1300 1305 1310
ncomp_1 -0.00302914416 0.0089583451 0.0210107130 0.0336208850 0.0479104895
ncomp_2 0.01649819157 0.0179966380 0.0137349236 0.0059134865 -0.0025611248
ncomp_3 -0.00035875378 -0.0024037126 -0.0047788709 -0.0057569627 -0.0026727849
ncomp_4 0.00133679822 0.0160832109 0.0305412940 0.0422698861 0.0511404245
ncomp_5 -0.06052059155 -0.0604364971 -0.0538591649 -0.0410281503 -0.0224195097
1315 1320 1325 1330 1335
ncomp_1 0.06495818482 0.084829206 0.105730613 0.123774367 0.133962717
ncomp_2 -0.00969726586 -0.015313308 -0.021030617 -0.028804953 -0.039352788
ncomp_3 0.00699543102 0.024364649 0.048018158 0.073827193 0.096015217
ncomp_4 0.05678425839 0.057281350 0.048476167 0.026255460 -0.011196482
ncomp_5 0.00085381827 0.026902936 0.052853850 0.075716146 0.093604383
1340 1345 1350 1355 1360
ncomp_1 0.131652426 0.114057846 0.080961002 0.034996799 -0.019381948
ncomp_2 -0.050507009 -0.057013516 -0.051713387 -0.028605763 0.014258536
ncomp_3 0.108886825 0.108599269 0.094242007 0.067891585 0.033182008
ncomp_4 -0.060308917 -0.112369006 -0.155228015 -0.177515629 -0.171424156
ncomp_5 0.106771067 0.117320477 0.127580879 0.137892916 0.144806488
1365 1370 1375 1380 1385
ncomp_1 -0.0767297414 -0.130762574 -0.1733344397 -0.194571942 -0.184355521
ncomp_2 0.0722395577 0.133748008 0.1819674845 0.200417079 0.178866131
ncomp_3 -0.0063386629 -0.048259247 -0.0911995164 -0.133971301 -0.174045312
ncomp_4 -0.1358505129 -0.076825278 -0.0068057376 0.059448792 0.108416147
ncomp_5 0.1418751886 0.122469475 0.0840403264 0.030555470 -0.027283814
1390 1395 1400 1405 1410
ncomp_1 -0.135484014 -0.048204525 0.065670293 0.182227167 0.271561159
ncomp_2 0.118390077 0.031554221 -0.060422615 -0.135439127 -0.177740911
ncomp_3 -0.206496928 -0.224605238 -0.221854530 -0.194335103 -0.142702336
ncomp_4 0.132279863 0.130450661 0.109840515 0.080669632 0.052893753
ncomp_5 -0.075975641 -0.104737810 -0.110602351 -0.099391315 -0.082678174
1415 1420 1425 1430 1435
ncomp_1 0.307106604 0.2758182752 0.183602132 0.055463312 -0.073493119
ncomp_2 -0.183336148 -0.1586019636 -0.116433662 -0.070006265 -0.029079945
ncomp_3 -0.073210141 0.0034832327 0.075193940 0.131398099 0.165452909
ncomp_4 0.032303048 0.0205434611 0.015303726 0.013169056 0.010571514
ncomp_5 -0.071918669 -0.0726512009 -0.082118364 -0.090744157 -0.087284863
1440 1445 1450 1455 1460
ncomp_1 -0.1700747056 -0.2145550461 -0.204642842 -0.154266318 -0.086334544
ncomp_2 0.0020108834 0.0223446299 0.032210699 0.031459780 0.020168931
ncomp_3 0.1758352475 0.1658046171 0.141504131 0.109666089 0.075965612
ncomp_4 0.0056012523 -0.0024782539 -0.012185465 -0.020735724 -0.024041668
ncomp_5 -0.0636790235 -0.0189016087 0.041524284 0.107346169 0.167183320
1465 1470 1475 1480 1485
ncomp_1 -0.02444365196 0.014886976 0.025213180 0.0099615422 -0.020361647
ncomp_2 -0.00049451778 -0.027396215 -0.055337869 -0.0777676646 -0.088157616
ncomp_3 0.04411883974 0.015615352 -0.009461413 -0.0311744311 -0.048633260
ncomp_4 -0.01910614111 -0.005040382 0.015220639 0.0364379094 0.052605195
ncomp_5 0.21029056944 0.229261668 0.220867897 0.1874878469 0.136345707
1490 1495 1500 1505 1510
ncomp_1 -0.051556588 -0.069817774 -0.0656392838 -0.036582403 0.0119859605
ncomp_2 -0.081338148 -0.054049228 -0.0059285455 0.059381486 0.1333336636
ncomp_3 -0.059678316 -0.061072133 -0.0499582656 -0.025690032 0.0085748643
ncomp_4 0.059724862 0.055917592 0.0412781630 0.016172317 -0.0190588795
ncomp_5 0.078785306 0.026316488 -0.0130111706 -0.037685392 -0.0516190986
1515 1520 1525 1530 1535
ncomp_1 0.068657267 0.119279475 0.151494440 0.158416742 0.140457716
ncomp_2 0.203532344 0.255691481 0.277172563 0.260853571 0.208384746
ncomp_3 0.046156435 0.078221886 0.096724287 0.097125571 0.080343414
ncomp_4 -0.063636777 -0.113953272 -0.162203024 -0.197223462 -0.208027021
ncomp_5 -0.061120832 -0.070046353 -0.076764309 -0.074480944 -0.055493483
1540 1545 1550 1555 1560
ncomp_1 0.103728304 0.057256301 0.0099550735 -0.0309706474 -0.052331814
ncomp_2 0.129930538 0.041291147 -0.0403266599 -0.1003202474 -0.132848391
ncomp_3 0.051922123 0.019854364 -0.0082803207 -0.0270705821 -0.036852351
ncomp_4 -0.188151946 -0.139295288 -0.0722948804 -0.0041573806 0.035940143
ncomp_5 -0.016627510 0.037422662 0.0942369625 0.1381727503 0.165106141
1565
ncomp_1 -0.070074188
ncomp_2 -0.154253437
ncomp_3 -0.042061454
ncomp_4 0.072668585
ncomp_5 0.183163360
$scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 -1.233699057 -0.032623163 -0.0848030547 0.1997722814 3.2130492e-02
2 -1.430574888 -0.288919673 0.2688885476 0.4348364874 -9.9040490e-02
3 -1.090873772 0.457674833 -0.2924543273 0.3657002448 5.5956773e-04
4 -0.673068893 -0.080074738 -0.1640532175 0.0421451140 2.3400643e-02
6 -0.658014160 -0.584911515 0.0714274333 0.2104016877 1.0609202e-01
7 -1.173028863 0.199065941 0.1748179554 0.1181799310 -1.0676934e-01
8 -0.940639217 -0.201620218 -0.1035510589 0.3186572629 -1.3935996e-01
9 -1.362183004 -0.317253622 0.1243607304 0.1423790500 -6.0421021e-02
10 0.741669556 -0.476182631 -0.0549179272 0.0250992172 -4.7214004e-02
11 1.404043471 0.887843265 -0.3855768241 0.4883421291 -1.8047608e-01
12 0.894238135 -0.575891641 -0.3226556667 0.4302658425 4.2733496e-02
14 0.485718866 -0.821304658 -0.8470115698 0.0061275864 -1.2233823e-01
15 0.617513944 -0.414966263 -0.3957928265 0.1835349549 -3.7869286e-02
16 0.245551438 -0.571895331 -0.4085664100 -0.6491696728 -2.5322289e-01
17 1.280585318 -0.247674310 -0.2644858649 0.3398890528 1.3051226e-01
18 0.060325345 1.667163769 -0.6763645731 0.0608442065 1.5568378e-01
19 -1.521625589 -0.734140107 0.7657717668 -0.0385081138 -7.5351875e-02
20 -1.174432943 -0.956867233 0.3836870803 0.1642195581 -1.4208127e-01
22 -1.028033290 -0.125158744 -0.2000682537 -0.5922229840 -1.0435314e-01
23 -0.798210739 0.286216404 -0.4563079336 -0.2595566111 1.9708072e-02
24 -0.721699424 0.716156681 -0.7752279809 -0.3240489689 -1.2344884e-01
25 -1.294178574 0.602281701 -0.8178922334 0.0327255846 1.1916334e-01
26 0.812465572 1.315110656 0.4234550400 -0.1653114351 -2.6349774e-01
27 0.646738963 1.326787896 0.4895514139 -0.2302091413 -1.3449928e-01
28 -0.333041566 -0.189600290 0.1261823845 -0.3786787396 3.5569376e-01
29 -0.406561414 -0.082914549 0.1942922533 -0.4309034587 4.1970654e-01
30 1.067039128 -0.917238001 -0.0689736052 -0.2927637620 -3.0823078e-01
31 0.107937915 0.235667617 0.5694120487 -0.3072527199 2.3372972e-01
32 -0.130025909 0.035108587 0.6236509306 -0.1969111495 1.5460940e-01
33 0.341533282 0.758693196 0.7631153489 0.2646532816 -1.1633652e-01
34 0.240830384 0.851098347 0.8236000378 0.1820253864 6.8882886e-05
35 0.854843917 0.299910921 0.2229136392 -0.2194435766 -1.3849434e-01
36 1.099471034 -0.632290931 0.1989117755 0.3586789642 3.1835679e-01
37 1.597381298 -1.071355914 0.1448097532 -0.1455532323 -1.0839015e-01
38 1.241021349 -0.244303614 0.2824903627 -0.1536534738 -4.8877682e-02
39 1.353259570 -0.012229000 0.0090385173 0.1655553719 1.5731676e-01
40 0.877722819 -0.059363667 -0.3416736920 -0.1498461562 3.4080737e-01
$sd_scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
0.97634323 0.66758612 0.44371809 0.29338614 0.17755699
$scaled_scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 -1.263591549 -0.048867348 -0.191119220 0.680919289 0.18095875375
2 -1.465237675 -0.432782624 0.605989604 1.482130304 -0.55779549620
3 -1.117305612 0.685566729 -0.659099406 1.246480989 0.00315148236
4 -0.689377332 -0.119946679 -0.369723981 0.143650665 0.13179229279
6 -0.673957824 -0.876158891 0.160974807 0.717149380 0.59750968840
7 -1.201451319 0.298187657 0.393984290 0.402813614 -0.60132433121
8 -0.963430878 -0.302013795 -0.233371283 1.086136052 -0.78487451777
9 -1.395188659 -0.475225011 0.280269690 0.485295762 -0.34029085844
10 0.759640188 -0.713290190 -0.123767610 0.085550112 -0.26590901316
11 1.438063404 1.329930682 -0.868968013 1.664503069 -1.01644028942
12 0.915905499 -0.862647714 -0.727163658 1.466551364 0.24067481501
14 0.497487820 -1.230260236 -1.908895751 0.020885739 -0.68900823635
15 0.632476289 -0.621592107 -0.891991647 0.625574730 -0.21327961167
16 0.251501142 -0.856661505 -0.920779257 -2.212680104 -1.42614990898
17 1.311613863 -0.370999789 -0.596067352 1.158504126 0.73504433347
18 0.061787026 2.497301423 -1.524311480 0.207386098 0.87681017568
19 -1.558494533 -1.099693484 1.725806971 -0.131254032 -0.42438134471
20 -1.202889419 -1.433324036 0.864709130 0.559738638 -0.80020094527
22 -1.052942507 -0.187479548 -0.450890464 -2.018578607 -0.58771630059
23 -0.817551362 0.428733306 -1.028373527 -0.884692821 0.11099575233
24 -0.739186180 1.072755498 -1.747118282 -1.104513560 -0.69526317934
25 -1.325536483 0.902178284 -1.843269991 0.111544413 0.67112727420
26 0.832151589 1.969949068 0.954333512 -0.563460277 -1.48401780958
27 0.662409429 1.987440804 1.103293800 -0.784662636 -0.75749918536
28 -0.341111154 -0.284008736 0.284375121 -1.290717894 2.00326530542
29 -0.416412385 -0.124200529 0.437873188 -1.468724664 2.36378493640
30 1.092893455 -1.373962059 -0.155444656 -0.997878642 -1.73595404021
31 0.110553247 0.353014554 1.283274372 -1.047263926 1.31636448986
32 -0.133176433 0.052590349 1.405511629 -0.671167186 0.87075930911
33 0.349808624 1.136472393 1.719820247 0.902064707 -0.65520661777
34 0.246665697 1.274889217 1.856133575 0.620429400 0.00038794804
35 0.875556761 0.449246789 0.502376725 -0.747968453 -0.77999935865
36 1.126111185 -0.947130132 0.448284128 1.222549113 1.79298371351
37 1.636085800 -1.604820534 0.326355309 -0.496114891 -0.61045271695
38 1.271091260 -0.365950709 0.636643787 -0.523724380 -0.27527883454
39 1.386049010 -0.018318236 0.020369955 0.564291730 0.88600711015
40 0.898990017 -0.088922859 -0.770024262 -0.510747224 1.91942521567
$y_loadings
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
4.5744296 3.0285893 4.1843921 2.9125694 8.1543114
$x_loadings
1040 1045 1050 1055 1060
ncomp_1 0.0020028243 -0.00020881956 -0.0031481936 -0.0082848197 -0.0145844297
ncomp_2 -0.0082059836 -0.00907167608 -0.0097376264 -0.0112852195 -0.0124268366
ncomp_3 -0.0098816301 -0.00646405349 -0.0034354348 0.0025531677 0.0076756977
ncomp_4 0.0741790572 0.07783997289 0.0830231335 0.0921933883 0.1026411512
ncomp_5 -0.0486050637 -0.04637634915 -0.0449678508 -0.0411652752 -0.0390730582
1065 1070 1075 1080 1085
ncomp_1 -0.020700290 -0.025386220 -0.027758359 -0.027358433 -0.024286234
ncomp_2 -0.013589271 -0.015237764 -0.017910967 -0.022113513 -0.028228375
ncomp_3 0.011711357 0.014524754 0.015934964 0.015966858 0.015071328
ncomp_4 0.111361724 0.115116171 0.112044069 0.102665670 0.090163773
ncomp_5 -0.037776214 -0.036969292 -0.036974187 -0.038253133 -0.040873292
1090 1095 1100 1105 1110
ncomp_1 -0.019153454 -0.013234671 -0.0083535413 -0.0067518569 -0.010142872
ncomp_2 -0.036355831 -0.046297708 -0.0573642765 -0.0683506037 -0.077427167
ncomp_3 0.014394427 0.015301655 0.0187999190 0.0245902236 0.031121340
ncomp_4 0.079346709 0.075079098 0.0806288031 0.0970580727 0.123152377
ncomp_5 -0.044239509 -0.047602420 -0.0506318061 -0.0540457212 -0.059033253
1115 1120 1125 1130 1135
ncomp_1 -0.018695783 -0.029881793 -0.038794578 -0.039560023 -0.028215836
ncomp_2 -0.082437285 -0.081196927 -0.072584372 -0.057479369 -0.039598423
ncomp_3 0.036221197 0.038906604 0.040457298 0.044397150 0.054336777
ncomp_4 0.155725443 0.189922913 0.219608927 0.237664546 0.236539375
ncomp_5 -0.066214701 -0.073898035 -0.078022382 -0.073366156 -0.056773973
1140 1145 1150 1155 1160
ncomp_1 -0.0051954377 0.02344809807 0.047751164 0.058022824 0.049635782
ncomp_2 -0.0245614258 -0.01809814526 -0.023043926 -0.037460754 -0.053845280
ncomp_3 0.0710759912 0.09023181489 0.102324922 0.096480546 0.065626678
ncomp_4 0.2102185664 0.15660901077 0.079342973 -0.012564315 -0.105835165
ncomp_5 -0.0297292128 0.00047282778 0.023165371 0.029222239 0.016475216
1165 1170 1175 1180 1185
ncomp_1 0.0260121653 -0.0024986159 -0.022817674 -0.0255654344 -0.0092582956
ncomp_2 -0.0612604052 -0.0490040527 -0.011272508 0.0503392955 0.1264762138
ncomp_3 0.0110803537 -0.0574043644 -0.124622219 -0.1767953018 -0.2064824076
ncomp_4 -0.1860298693 -0.2406210880 -0.261938918 -0.2473640787 -0.2000047412
ncomp_5 -0.0076545091 -0.0286099565 -0.030882356 -0.0059487865 0.0432409487
1190 1195 1200 1205 1210
ncomp_1 0.018456409 0.044899018 0.057854568 0.051328924 0.026994851
ncomp_2 0.202274835 0.260980345 0.288834790 0.278739968 0.231846233
ncomp_3 -0.215095850 -0.208987221 -0.195101954 -0.176165113 -0.150807544
ncomp_4 -0.128360198 -0.046260358 0.030100787 0.085070823 0.108501302
ncomp_5 0.101927047 0.149667937 0.168222154 0.149258212 0.096156276
1215 1220 1225 1230 1235
ncomp_1 -0.0070802191 -0.040848968 -0.066066381 -0.0790985344 -0.080684505
ncomp_2 0.1568512820 0.068046709 -0.018473174 -0.0890745242 -0.135686048
ncomp_3 -0.1155889945 -0.070098993 -0.018999629 0.0285081265 0.062948094
ncomp_4 0.0990758805 0.066170873 0.026062549 -0.0041159441 -0.013517694
ncomp_5 0.0221212677 -0.055580953 -0.120939049 -0.1638627925 -0.181146562
1240 1245 1250 1255 1260
ncomp_1 -0.0743759758 -0.064294417 -0.053865938 -0.045136120 -0.038824916
ncomp_2 -0.1565408244 -0.155389058 -0.139319482 -0.115808125 -0.090371710
ncomp_3 0.0783880314 0.075117788 0.058991461 0.038476009 0.020866326
ncomp_4 -0.0010497789 0.024915949 0.051427066 0.067267735 0.067953335
ncomp_5 -0.1755527227 -0.153593333 -0.123853315 -0.094916446 -0.073498459
1265 1270 1275 1280 1285
ncomp_1 -0.0346175273 -0.031582573 -0.0284717260 -0.0240354357 -0.0173606224
ncomp_2 -0.0659278101 -0.043498717 -0.0232786301 -0.0057122170 0.0080752197
ncomp_3 0.0099373458 0.005632444 0.0052615794 0.0054492353 0.0037192975
ncomp_4 0.0568540138 0.042436322 0.0335747369 0.0352717594 0.0469141767
ncomp_5 -0.0629704121 -0.062807564 -0.0689637728 -0.0752779789 -0.0757136935
1290 1295 1300 1305 1310
ncomp_1 -0.00813594987 0.0033877143 0.016759242 0.0317904403 0.04870325314
ncomp_2 0.01671716335 0.0194637869 0.016651793 0.0094273515 -0.00092974287
ncomp_3 -0.00076554792 -0.0072979111 -0.014072734 -0.0186198927 -0.01823506252
ncomp_4 0.06339662346 0.0780568029 0.085770271 0.0843415144 0.07413013462
ncomp_5 -0.06644615003 -0.0470403899 -0.020082689 0.0100662743 0.03885575808
1315 1320 1325 1330 1335
ncomp_1 0.067959850 0.089569247 0.1122403737 0.132690575 0.146143873
ncomp_2 -0.013967052 -0.030184707 -0.0503393564 -0.073866698 -0.097957389
ncomp_3 -0.010284292 0.006933658 0.0332666268 0.065837530 0.099422361
ncomp_4 0.055908725 0.029694186 -0.0057219274 -0.051386392 -0.107181526
ncomp_5 0.062713355 0.079728580 0.0898069768 0.094516269 0.097021255
1340 1345 1350 1355 1360
ncomp_1 0.14728623 0.13170566 0.096968225 0.043851349 -0.0237954968
ncomp_2 -0.11696803 -0.12329902 -0.109235679 -0.070044603 -0.0059946952
ncomp_3 0.12723912 0.14279370 0.141478640 0.121910446 0.0853472054
ncomp_4 -0.16979552 -0.23267332 -0.286053687 -0.318915606 -0.3199135403
ncomp_5 0.10167308 0.11328031 0.135041701 0.166101165 0.1992023173
1365 1370 1375 1380 1385
ncomp_1 -0.099090579 -0.172162572 -0.229660164 -0.256608504 -0.2397212609
ncomp_2 0.076108474 0.163203900 0.237632737 0.282188855 0.2850977933
ncomp_3 0.035001303 -0.024880945 -0.089128498 -0.152061855 -0.2070368675
ncomp_4 -0.281334045 -0.202409547 -0.092983480 0.028116197 0.1363938761
ncomp_5 0.221379106 0.217428994 0.176179819 0.096757547 -0.0076018315
1390 1395 1400 1405 1410
ncomp_1 -0.17213016 -0.057971734 0.084373346 0.224150629 0.326578601
ncomp_2 0.24442916 0.168646037 0.074990257 -0.016823228 -0.090639993
ncomp_3 -0.24675033 -0.264302003 -0.255279528 -0.218883261 -0.158798160
ncomp_4 0.21018781 0.237852291 0.223255839 0.182588788 0.137674699
ncomp_5 -0.11175164 -0.187474775 -0.214465409 -0.189227980 -0.126238843
1415 1420 1425 1430 1435
ncomp_1 0.363855981 0.3249114991 0.219642694 0.077132862 -0.0644917914
ncomp_2 -0.138651032 -0.1607280169 -0.162329626 -0.150207440 -0.1300670812
ncomp_3 -0.083040114 -0.0027682415 0.070536943 0.127390692 0.1622359461
ncomp_4 0.106050841 0.0950424163 0.099510624 0.106221129 0.1000763117
ncomp_5 -0.052529389 0.0049707373 0.030198764 0.024652000 0.0037228752
1440 1445 1450 1455 1460
ncomp_1 -0.170697149 -0.2214715426 -0.214613255 -0.164004294 -0.092577581
ncomp_2 -0.105313299 -0.0788571777 -0.054158873 -0.035476875 -0.026198036
ncomp_3 0.174130759 0.1665587617 0.145212226 0.115976070 0.083281608
ncomp_4 0.070899839 0.0169040836 -0.054765845 -0.130812051 -0.195476999
ncomp_5 -0.010856889 -0.0021386608 0.036263648 0.097755444 0.166974938
1465 1470 1475 1480 1485
ncomp_1 -0.024290580 0.023367127 0.042342315 0.034033535 0.0069264239
ncomp_2 -0.027423239 -0.036927324 -0.049562927 -0.058739794 -0.0584734377
ncomp_3 0.049932931 0.017149165 -0.014093127 -0.042262663 -0.0646412739
ncomp_4 -0.234745077 -0.240132913 -0.211264640 -0.155818358 -0.0872082234
ncomp_5 0.224629787 0.254362826 0.246350188 0.199932121 0.1228474677
1490 1495 1500 1505 1510
ncomp_1 -0.026379398 -0.053087522 -0.063804178 -0.054963188 -0.029285782
ncomp_2 -0.044912422 -0.016772762 0.024564374 0.075061855 0.128099842
ncomp_3 -0.077852879 -0.078088126 -0.062519410 -0.030611346 0.014374573
ncomp_4 -0.021064208 0.028931791 0.054620250 0.054816170 0.033873059
ncomp_5 0.029933812 -0.061622939 -0.137094351 -0.188338256 -0.214005851
1515 1520 1525 1530 1535
ncomp_1 0.00565641423 0.040133424 0.065699192 0.077672832 0.075954864
ncomp_2 0.17535994010 0.207947356 0.218135169 0.201571245 0.159345709
ncomp_3 0.06552141342 0.112898416 0.146083448 0.157141621 0.143647039
ncomp_4 -0.00096144517 -0.042125415 -0.083486351 -0.120848227 -0.151122160
ncomp_5 -0.21775694640 -0.204359481 -0.176233358 -0.132669995 -0.072593968
1540 1545 1550 1555 1560
ncomp_1 0.0635099558 0.044475151 0.022437679 8.2211339e-05 -0.011210282
ncomp_2 0.0982389429 0.029172681 -0.035272618 -8.3797234e-02 -0.110354900
ncomp_3 0.1091776672 0.062242592 0.013719360 -2.5805471e-02 -0.047789110
ncomp_4 -0.1711015448 -0.177669729 -0.168928593 -1.4584431e-01 -0.133365180
ncomp_5 0.0013301721 0.080693660 0.151886533 2.0029106e-01 0.228657539
1565
ncomp_1 -0.022326995
ncomp_2 -0.128580478
ncomp_3 -0.064174854
ncomp_4 -0.115153209
ncomp_5 0.244889519
$fitted_y
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.525233191 0.42643103 0.071581798 0.653432428 0.91543446
2 -0.375361442 -1.25038048 -0.125245369 1.141246071 0.33363908
3 1.178577405 2.56468651 1.340942946 2.406070282 2.41063317
4 3.089796422 2.84728293 2.160819943 2.283570511 2.47438664
6 3.158663237 1.38720647 1.686086857 2.298896371 3.16400376
7 0.802764720 1.40565370 2.137160570 2.481367818 1.61073738
8 1.865814805 1.25518997 0.821891737 1.750003124 0.61361863
9 -0.062507584 -1.02333851 -0.502964459 -0.088275597 -0.58096742
10 9.561417892 8.11925626 7.889458125 7.962561337 7.57756364
11 12.591400750 15.28031337 13.666908769 15.089239103 13.61758095
12 10.259332117 8.51519285 7.165075032 8.418254152 8.76671639
14 8.390589470 5.90319496 2.358966461 2.376813482 1.37922946
15 8.993476780 7.73671439 6.080562024 6.615120314 6.30632236
16 7.291960474 5.55992439 3.850322340 1.959570627 -0.10528764
17 12.026650117 11.27654635 10.169833793 11.159784242 12.22402185
18 6.444656746 11.49381112 8.663636566 8.840849539 10.11034353
19 -0.791866470 -3.01527535 0.189013957 0.076856403 -0.53758625
20 0.796341856 -2.10161602 -0.496118845 -0.017817988 -1.17639292
22 1.466036767 1.08698233 0.249818318 -1.475072213 -2.32600020
23 2.517343851 3.38417580 1.474804496 0.718827857 0.87953361
24 2.867339477 5.03628395 1.792426133 0.848611028 -0.15802924
25 0.248573895 2.07263782 -1.349743958 -1.254428422 -0.28273345
26 9.885269281 13.86819936 15.640101274 15.158620250 13.00997765
27 9.127164572 13.14546022 15.193935272 14.523435175 13.42668620
28 4.645227496 4.07100608 4.599002652 3.496074549 6.39651223
29 4.308916127 4.05780201 4.870796973 3.615760752 7.03817858
30 11.049798101 8.27186089 7.983248286 7.130553517 4.61714379
31 6.662457097 7.37619752 9.758840785 8.863945920 10.76985082
32 5.573908332 5.68023782 8.289837833 7.716320447 8.97705366
33 7.731022666 10.02879277 13.221966587 13.992787632 13.04414346
34 7.270364343 9.84799170 13.294257171 13.824418738 13.82498043
35 10.079126042 10.98743305 11.920191116 11.281046474 10.15172051
36 11.198155572 9.28320602 10.115530872 11.160208241 13.75618867
37 13.475811032 10.23111396 10.837054741 10.413120853 9.52927384
38 11.845667524 11.10577221 12.287822642 11.840296238 11.44173240
39 12.359093369 12.32205675 12.359877450 12.842068958 14.12487878
40 10.183783967 10.00399580 8.574299113 8.137861787 10.91691117
$cal_error
ncomp cal_set_error max_residuals
ncomp_1 1 3.4337570 8.7497981
ncomp_2 2 2.7753978 5.9718609
ncomp_3 3 2.0628944 5.6832483
ncomp_4 4 1.8775917 4.8305535
ncomp_5 5 1.1954356 2.4740038
$y_quantiles
0% 25% 50% 75% 100%
0.020 0.720 7.200 11.211 15.660
$explained_variance
$explained_variance$x_variance
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
pls_var 1.04457980 0.61170556 0.215117640 0.176584882 0.046654075
x_expl_var 0.43091624 0.25234440 0.088741602 0.072845841 0.019246015
x_expl_var_cum 0.43091624 0.68326064 0.772002243 0.844848084 0.864094099
$explained_variance$y_variance
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
y_explained_variance 0.62849644 0.75729744 0.86591571 0.88892248 0.95497266
The full calibration statistics is correctly computed
Code
model1$final_model$calibration_statistics_all
Output
$Sample_index
[1] 1 2 3 4 6 7 8 9 10 11 12 14 15 16 17 18 19 20 22 23 24 25 26 27 28
[26] 29 30 31 32 33 34 35 36 37 38 39 40
$Target
CBDA
1 0.820
2 0.930
3 0.980
4 0.910
6 0.690
7 1.330
8 0.540
9 0.800
10 7.590
11 15.660
12 8.820
14 0.040
15 5.440
16 0.730
17 14.430
18 9.500
19 0.050
20 0.040
22 0.020
23 0.090
24 0.110
25 0.030
26 12.400
27 12.400
28 7.840
29 7.840
30 2.300
31 9.600
32 7.200
33 13.900
34 13.900
35 10.400
36 12.829
37 9.768
38 11.892
39 15.439
40 10.984
$fitted_y
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.525233191 0.42643103 0.071581798 0.653432428 0.91543446
2 -0.375361442 -1.25038048 -0.125245369 1.141246071 0.33363908
3 1.178577405 2.56468651 1.340942946 2.406070282 2.41063317
4 3.089796422 2.84728293 2.160819943 2.283570511 2.47438664
6 3.158663237 1.38720647 1.686086857 2.298896371 3.16400376
7 0.802764720 1.40565370 2.137160570 2.481367818 1.61073738
8 1.865814805 1.25518997 0.821891737 1.750003124 0.61361863
9 -0.062507584 -1.02333851 -0.502964459 -0.088275597 -0.58096742
10 9.561417892 8.11925626 7.889458125 7.962561337 7.57756364
11 12.591400750 15.28031337 13.666908769 15.089239103 13.61758095
12 10.259332117 8.51519285 7.165075032 8.418254152 8.76671639
14 8.390589470 5.90319496 2.358966461 2.376813482 1.37922946
15 8.993476780 7.73671439 6.080562024 6.615120314 6.30632236
16 7.291960474 5.55992439 3.850322340 1.959570627 -0.10528764
17 12.026650117 11.27654635 10.169833793 11.159784242 12.22402185
18 6.444656746 11.49381112 8.663636566 8.840849539 10.11034353
19 -0.791866470 -3.01527535 0.189013957 0.076856403 -0.53758625
20 0.796341856 -2.10161602 -0.496118845 -0.017817988 -1.17639292
22 1.466036767 1.08698233 0.249818318 -1.475072213 -2.32600020
23 2.517343851 3.38417580 1.474804496 0.718827857 0.87953361
24 2.867339477 5.03628395 1.792426133 0.848611028 -0.15802924
25 0.248573895 2.07263782 -1.349743958 -1.254428422 -0.28273345
26 9.885269281 13.86819936 15.640101274 15.158620250 13.00997765
27 9.127164572 13.14546022 15.193935272 14.523435175 13.42668620
28 4.645227496 4.07100608 4.599002652 3.496074549 6.39651223
29 4.308916127 4.05780201 4.870796973 3.615760752 7.03817858
30 11.049798101 8.27186089 7.983248286 7.130553517 4.61714379
31 6.662457097 7.37619752 9.758840785 8.863945920 10.76985082
32 5.573908332 5.68023782 8.289837833 7.716320447 8.97705366
33 7.731022666 10.02879277 13.221966587 13.992787632 13.04414346
34 7.270364343 9.84799170 13.294257171 13.824418738 13.82498043
35 10.079126042 10.98743305 11.920191116 11.281046474 10.15172051
36 11.198155572 9.28320602 10.115530872 11.160208241 13.75618867
37 13.475811032 10.23111396 10.837054741 10.413120853 9.52927384
38 11.845667524 11.10577221 12.287822642 11.840296238 11.44173240
39 12.359093369 12.32205675 12.359877450 12.842068958 14.12487878
40 10.183783967 10.00399580 8.574299113 8.137861787 10.91691117
$residual
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.294766809 0.393568972 0.74841820 0.166567572 -0.095434464
2 1.305361442 2.180380475 1.05524537 -0.211246071 0.596360925
3 -0.198577405 -1.584686514 -0.36094295 -1.426070282 -1.430633171
4 -2.179796422 -1.937282925 -1.25081994 -1.373570511 -1.564386641
6 -2.468663237 -0.697206471 -0.99608686 -1.608896371 -2.474003758
7 0.527235280 -0.075653703 -0.80716057 -1.151367818 -0.280737381
8 -1.325814805 -0.715189967 -0.28189174 -1.210003124 -0.073618633
9 0.862507584 1.823338514 1.30296446 0.888275597 1.380967417
10 -1.971417892 -0.529256264 -0.29945813 -0.372561337 0.012436356
11 3.068599250 0.379686625 1.99309123 0.570760897 2.042419048
12 -1.439332117 0.304807154 1.65492497 0.401745848 0.053283615
14 -8.350589470 -5.863194958 -2.31896646 -2.336813482 -1.339229464
15 -3.553476780 -2.296714390 -0.64056202 -1.175120314 -0.866322363
16 -6.561960474 -4.829924387 -3.12032234 -1.229570627 0.835287644
17 2.403349883 3.153453651 4.26016621 3.270215758 2.205978148
18 3.055343254 -1.993811123 0.83636343 0.659150461 -0.610343532
19 0.841866470 3.065275353 -0.13901396 -0.026856403 0.587586247
20 -0.756341856 2.141616022 0.53611884 0.057817988 1.216392924
22 -1.446036767 -1.066982332 -0.22981832 1.495072213 2.346000195
23 -2.427343851 -3.294175795 -1.38480450 -0.628827857 -0.789533612
24 -2.757339477 -4.926283950 -1.68242613 -0.738611028 0.268029240
25 -0.218573895 -2.042637819 1.37974396 1.284428422 0.312733446
26 2.514730719 -1.468199362 -3.24010127 -2.758620250 -0.609977650
27 3.272835428 -0.745460217 -2.79393527 -2.123435175 -1.026686195
28 3.194772504 3.768993917 3.24099735 4.343925451 1.443487770
29 3.531083873 3.782197992 2.96920303 4.224239248 0.801821418
30 -8.749798101 -5.971860893 -5.68324829 -4.830553517 -2.317143787
31 2.937542903 2.223802477 -0.15884078 0.736054080 -1.169850823
32 1.626091668 1.519762177 -1.08983783 -0.516320447 -1.777053663
33 6.168977334 3.871207228 0.67803341 -0.092787632 0.855856543
34 6.629635657 4.052008297 0.60574283 0.075581262 0.075019569
35 0.320873958 -0.587433052 -1.52019112 -0.881046474 0.248279494
36 1.630844428 3.545793984 2.71346913 1.668791759 -0.927188669
37 -3.707811032 -0.463113958 -1.06905474 -0.645120853 0.238726163
38 0.046332476 0.786227793 -0.39582264 0.051703762 0.450267598
39 3.079906631 3.116943250 3.07912255 2.596931042 1.314121221
40 0.800216033 0.980004199 2.40970089 2.846138213 0.067088825
$predicted_y_in_cv
[,1] [,2] [,3] [,4] [,5]
[1,] 0.324018883 0.59436551 -0.018078402 0.091068454 1.09289533
[2,] 0.208597809 -2.45007438 -2.065269029 0.429294042 1.26783690
[3,] 1.637720288 2.84622447 1.497027031 2.413501928 3.47265985
[4,] 2.945326644 3.12931773 2.231677146 1.392170572 2.36017476
[5,] 3.644041544 0.71843320 1.166748751 1.773855104 2.62049494
[6,] 0.926211466 1.63339927 2.017781019 2.598320137 2.40762577
[7,] 1.586658239 1.31983481 1.202697056 1.604321536 1.70496581
[8,] 0.349704496 -2.10012662 -1.354780503 -0.602564488 -0.31650095
[9,] 9.549657815 7.96726763 7.669156044 7.807382634 7.20226143
[10,] 11.955879519 14.59058519 13.107327371 14.750004348 14.27987054
[11,] 10.483333691 8.99984733 7.951768905 7.239685245 9.15498309
[12,] 8.797290628 6.34210491 3.317406791 3.164294881 3.37641962
[13,] 8.613403933 7.15157535 6.148221295 6.332744231 6.54128830
[14,] 7.385396160 5.44833909 4.775692869 3.118569343 1.63639415
[15,] 12.094159167 10.85322442 9.774081063 10.525159054 11.48397962
[16,] 6.223048948 11.68110892 7.242353894 6.192504960 8.31272726
[17,] 0.029278279 -4.35128811 -0.985106813 -0.010983115 -0.15604759
[18,] 0.793760391 -1.49839811 -0.910802381 -0.364122326 -1.09270010
[19,] 1.187094867 0.54509019 -1.596911893 -1.994895406 -3.37416640
[20,] 2.393774843 2.90649268 2.017546952 1.073293023 0.31722108
[21,] 3.709748203 5.50500239 2.864461314 1.861716231 0.60048323
[22,] 0.023345727 1.41753221 -3.138198060 -2.527560915 -0.43882257
[23,] 9.582225642 14.33873150 16.265038550 16.552541100 15.24624574
[24,] 9.680458416 12.87032777 14.769792731 14.623533285 13.27821375
[25,] 4.420533990 3.91410517 3.258392417 2.542641622 3.37142113
[26,] 4.462366337 3.44029348 4.966317941 4.711241393 3.85279484
[27,] 10.802774602 8.35473149 8.792474000 9.015534517 11.10668846
[28,] 6.486699772 7.90715118 8.878275425 8.416403652 9.44199464
[29,] 5.910217329 5.28872911 8.125346069 8.411160300 7.79489703
[30,] 8.092676684 9.91110676 12.346882334 13.408339824 12.57316582
[31,] 6.794324943 9.97424424 12.049060086 14.639199546 14.43330956
[32,] 10.083255872 11.39230790 12.806772957 12.017961243 11.19224815
[33,] 11.013950395 8.96816906 9.493483741 10.450733398 13.33548397
[34,] 13.086136021 9.99215600 11.604945097 10.783892834 10.07138196
[35,] 12.093949275 11.37111934 12.173311228 13.132765425 12.08605281
[36,] 12.398648598 11.83909404 11.896281388 12.410675634 13.74883101
[37,] 9.977730374 9.81220134 8.031233627 7.029662588 9.79839025
$cv_residual
[,1] [,2] [,3] [,4] [,5]
[1,] 0.4959811168 0.225634486 0.838078402 0.728931546 -0.27289533
[2,] 0.7214021912 3.380074380 2.995269029 0.500705958 -0.33783690
[3,] -0.6577202884 -1.866224473 -0.517027031 -1.433501928 -2.49265985
[4,] -2.0353266438 -2.219317728 -1.321677146 -0.482170572 -1.45017476
[5,] -2.9540415444 -0.028433197 -0.476748751 -1.083855104 -1.93049494
[6,] 0.4037885340 -0.303399269 -0.687781019 -1.268320137 -1.07762577
[7,] -1.0466582393 -0.779834811 -0.662697056 -1.064321536 -1.16496581
[8,] 0.4502955044 2.900126616 2.154780503 1.402564488 1.11650095
[9,] -1.9596578148 -0.377267635 -0.079156044 -0.217382634 0.38773857
[10,] 3.7041204808 1.069414809 2.552672629 0.909995652 1.38012946
[11,] -1.6633336906 -0.179847332 0.868231095 1.580314755 -0.33498309
[12,] -8.7572906279 -6.302104914 -3.277406791 -3.124294881 -3.33641962
[13,] -3.1734039330 -1.711575352 -0.708221295 -0.892744231 -1.10128830
[14,] -6.6553961595 -4.718339094 -4.045692869 -2.388569343 -0.90639415
[15,] 2.3358408328 3.576775581 4.655918937 3.904840946 2.94602038
[16,] 3.2769510523 -2.181108918 2.257646106 3.307495040 1.18727274
[17,] 0.0207217210 4.401288108 1.035106813 0.060983115 0.20604759
[18,] -0.7537603910 1.538398105 0.950802381 0.404122326 1.13270010
[19,] -1.1670948668 -0.525090192 1.616911893 2.014895406 3.39416640
[20,] -2.3037748429 -2.816492681 -1.927546952 -0.983293023 -0.22722108
[21,] -3.5997482035 -5.395002389 -2.754461314 -1.751716231 -0.49048323
[22,] 0.0066542726 -1.387532214 3.168198060 2.557560915 0.46882257
[23,] 2.8177743585 -1.938731496 -3.865038550 -4.152541100 -2.84624574
[24,] 2.7195415841 -0.470327775 -2.369792731 -2.223533285 -0.87821375
[25,] 3.4194660097 3.925894829 4.581607583 5.297358378 4.46857887
[26,] 3.3776336628 4.399706518 2.873682059 3.128758607 3.98720516
[27,] -8.5027746022 -6.054731494 -6.492474000 -6.715534517 -8.80668846
[28,] 3.1133002275 1.692848824 0.721724575 1.183596348 0.15800536
[29,] 1.2897826713 1.911270892 -0.925346069 -1.211160300 -0.59489703
[30,] 5.8073233164 3.988893240 1.553117666 0.491660176 1.32683418
[31,] 7.1056750570 3.925755763 1.850939914 -0.739199546 -0.53330956
[32,] 0.3167441279 -0.992307905 -2.406772957 -1.617961243 -0.79224815
[33,] 1.8150496053 3.860830936 3.335516259 2.378266602 -0.50648397
[34,] -3.3181360211 -0.224155999 -1.836945097 -1.015892834 -0.30338196
[35,] -0.2019492748 0.520880657 -0.281311228 -1.240765425 -0.19405281
[36,] 3.0403514020 3.599905963 3.542718612 3.028324366 1.69016899
[37,] 1.0062696255 1.171798661 2.952766373 3.954337412 1.18560975
$Mahalanobis
[,1] [,2] [,3] [,4] [,5]
[1,] 1.5966636027 0.799525810 0.545192726 0.52480731 0.42639507
[2,] 2.1469214455 1.167111122 0.900481882 1.22453897 1.04185834
[3,] 1.2483718300 0.859186785 0.717595199 0.92662511 0.74130208
[4,] 0.4752411063 0.244814156 0.208774712 0.16173991 0.13286577
[5,] 0.4542191484 0.610936776 0.415928813 0.44052242 0.42382150
[6,] 1.4434852711 0.766200575 0.562541590 0.46247089 0.44229491
[7,] 0.9281990558 0.509705694 0.357957848 0.56339127 0.57391862
[8,] 1.9465513935 1.086195102 0.750313768 0.62161332 0.52045023
[9,] 0.5770532153 0.542918055 0.367051511 0.27711834 0.23583619
[10,] 2.0680263525 1.918370986 1.530615793 1.84060446 1.67911374
[11,] 0.8388828827 0.791521981 0.703936982 1.06564596 0.86410164
[12,] 0.2474941306 0.880517189 1.801639122 1.35133840 1.17601719
[13,] 0.4000262558 0.393201502 0.527350700 0.49334896 0.40377681
[14,] 0.0632528245 0.398560879 0.548318733 1.63522736 1.71496260
[15,] 1.7203309257 0.928985885 0.737756019 0.88884997 0.81913801
[16,] 0.0038176366 3.120166017 2.854619174 2.15171663 1.87513252
[17,] 2.4289052101 1.819115484 2.205546890 1.65846707 1.36279356
[18,] 1.4469429550 1.750680374 1.416360876 1.14059749 1.04054230
[19,] 1.1086879221 0.571918252 0.449046238 1.35544958 1.15344175
[20,] 0.6683902298 0.426101239 0.636584863 0.67310899 0.54095121
[21,] 0.5463962090 0.848600284 1.583207620 1.49239327 1.29059279
[22,] 1.7570469686 1.285486312 1.989538962 1.49526476 1.28629417
[23,] 0.6924762665 2.286587799 1.827976017 1.45035388 1.60074488
[24,] 0.4387862513 2.194353600 1.868654803 1.55541497 1.35909298
[25,] 0.1163568192 0.098508891 0.092628997 0.48595992 1.19138231
[26,] 0.1733992745 0.094412523 0.126852658 0.63442753 1.62503787
[27,] 1.1944161050 1.541093922 1.035450295 1.02552817 1.42312982
[28,] 0.0122220205 0.068420648 0.594544803 0.72009904 0.92264232
[29,] 0.0177359623 0.010250854 0.665321549 0.61160751 0.64093036
[30,] 0.1223660731 0.706967786 1.457239085 1.29635950 1.12294674
[31,] 0.0608439659 0.843093241 1.710472776 1.37908774 1.10327022
[32,] 0.7665996411 0.484211159 0.406934897 0.44506537 0.47773210
[33,] 1.2681264021 1.082590945 0.788713516 0.96519172 1.41511150
[34,] 2.6767767461 2.626112846 1.786244493 1.40121587 1.19550320
[35,] 1.6156729907 0.874796456 0.718302741 0.60729886 0.50099478
[36,] 1.9211318588 0.960733708 0.640627451 0.56007688 0.60506322
[37,] 0.8081830513 0.408045163 0.469675897 0.41747260 1.07081672
$Q_value
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.05940717733 0.061342894 0.044062822 0.3036448748 0.150496363
2 0.17241005960 0.438222655 0.953409844 0.3844140000 0.792250031
3 0.13555886287 0.102839825 0.076706334 0.0040126706 0.900655780
4 0.04265373477 0.103021312 0.034822233 0.4813057649 0.096857822
6 0.14330469612 0.244288646 0.255224754 0.2834927145 0.460924729
7 0.03644682527 0.083190609 0.058668170 0.0631476655 0.675804241
8 0.08241910720 0.023613386 0.187143872 0.0786598530 0.925521135
9 0.12170285723 0.393327781 0.418618503 0.2776870371 0.224281793
10 0.00347208408 0.055518212 0.108265779 0.0837877601 0.318276476
11 0.18763338902 0.251943029 0.275002014 0.1831676626 0.561657216
12 0.06613496505 0.177033971 0.386614709 0.6363608343 0.329271059
14 0.12007579427 0.160324467 0.471018196 0.4251956059 1.693724735
15 0.11221396393 0.213738839 0.033250633 0.1524671822 0.199263759
16 0.02758626057 0.040759733 0.454766295 0.6257940340 1.477039890
17 0.01993159508 0.154630493 0.194489663 0.3426618604 0.627595637
18 0.06542821901 0.068415899 0.698478538 1.4299569222 1.524475338
19 0.24243749019 0.488017030 0.577012705 0.0474283932 0.323565313
20 0.00076216033 0.220342669 0.203793064 0.1869848391 0.070976019
22 0.08235572886 0.197941668 0.907561489 0.2806752484 0.888901353
23 0.03648292255 0.174487477 0.266726644 0.1913912264 0.476871291
24 0.24871553712 0.171212872 0.526843520 0.5470197532 0.643259398
25 0.06649710875 0.239296137 0.878922139 0.6874198451 0.132371981
26 0.08947160598 0.171875376 0.307120662 0.7526387557 1.896475690
27 0.16335630368 0.100500026 0.208441619 0.0540473419 0.125912625
28 0.06633925353 0.057312564 0.658832684 0.5148000851 2.565440050
29 0.04530514731 0.225562725 0.046943052 0.5914978502 2.701376840
30 0.07293203450 0.030270867 0.397687810 1.0177835812 5.503483133
31 0.05189117354 0.193946071 0.432747136 0.2416476200 1.126093501
32 0.09929297986 0.143009803 0.080838224 0.3751743879 1.002532443
33 0.10677592785 0.042988196 0.430053487 0.3155689014 0.399414383
34 0.14054744630 0.046117364 0.611942618 0.4399357491 0.515895842
35 0.00121930468 0.147892168 0.435703889 0.3978924731 0.882423444
36 0.05438534563 0.115076295 0.305700322 0.3830764588 0.356780226
37 0.11504893855 0.087286257 0.377373864 0.2001959884 0.459736864
38 0.07330352503 0.096925662 0.056275762 0.6978605713 0.546418383
39 0.01167841648 0.176416002 0.227830752 0.2329280997 0.318908749
40 0.06083594390 0.070058436 0.266885395 0.5983651551 0.948565943
All detected outliers in every iteration is correct
Code
det_outl
Output
$ncomp_1
$ncomp_1$calibration
[1] 30
$ncomp_1$Mahalanobis
integer(0)
$ncomp_1$validation
integer(0)
$ncomp_2
$ncomp_2$calibration
integer(0)
$ncomp_2$Mahalanobis
integer(0)
$ncomp_2$validation
integer(0)
$ncomp_3
$ncomp_3$calibration
[1] 30
$ncomp_3$Mahalanobis
integer(0)
$ncomp_3$validation
integer(0)
$ncomp_4
$ncomp_4$calibration
[1] 30
$ncomp_4$Mahalanobis
integer(0)
$ncomp_4$validation
integer(0)
$ncomp_5
$ncomp_5$calibration
integer(0)
$ncomp_5$Mahalanobis
integer(0)
$ncomp_5$validation
[1] 30
The model can be printed and the print is correct
Code
printout
Output
[1] "Modeling response: CBDA "
[2] "Range: 0.02 - 15.7 "
[3] "Final number of observations: 37 "
[4] "Number of predictors: 106 "
[5] "Pre-processing:"
[6] " Spectral preprocessing recipe (device: \"unspecified\"): "
[7] " - Step 1: prep_resample"
[8] " min_wav: 1005; max_wav: 1600; resolution: 5"
[9] " - Step 2: prep_derivative"
[10] " m: 2; w: 9; p: 5; algorithm: 'nwp'"
[11] " - Step 3: prep_snv"
[12] " - Step 4: prep_smooth"
[13] " w: 5; algorithm: 'moving-average'"
[14] "Formula: CBDA ~ spc "
[15] "Method: PLS (standard) "
[16] "Total number of factors considered: 5 "
[17] "Final number of pls factors: 5 "
[18] "Tuning parameter: Root mean square error (rmse) "
[19] "_______________________________________________________ "
[20] ""
[21] " Statistics for (cross-) validation of final training set "
[22] ""
[23] " ncomp rsq rmse"
[24] "1 1 0.620 3.47"
[25] "2 2 0.725 2.97"
[26] "3 3 0.792 2.61"
[27] "4 4 0.818 2.44"
[28] "5 5 0.842 2.27"
[29] "_______________________________________________________ "
The refitted model is correct
Code
refit_model
Output
$method
Fitting method: fit_plsr
ncomp: 5
type : standard
$intercept
CBDA
6.2761667
$x_means
1040 1045 1050 1055 1060 1065
-0.167355677 -0.147354430 -0.119712422 -0.071364815 -0.011383971 0.044728981
1070 1075 1080 1085 1090 1095
0.080674369 0.082851217 0.043584786 -0.036529899 -0.149625006 -0.283248706
1100 1105 1110 1115 1120 1125
-0.423357472 -0.556745804 -0.672593590 -0.762201023 -0.817582763 -0.832078477
1130 1135 1140 1145 1150 1155
-0.801962825 -0.728309091 -0.617091326 -0.478445907 -0.322573598 -0.156047480
1160 1165 1170 1175 1180 1185
0.020738436 0.212372756 0.425458407 0.661926067 0.913840582 1.160339462
1190 1195 1200 1205 1210 1215
1.369073815 1.500057401 1.516832811 1.398587908 1.149895063 0.802001164
1220 1225 1230 1235 1240 1245
0.409265684 0.035003218 -0.265861195 -0.461753308 -0.547666996 -0.542032898
1250 1255 1260 1265 1270 1275
-0.476511271 -0.384277453 -0.290180329 -0.209225551 -0.149329867 -0.115408495
1280 1285 1290 1295 1300 1305
-0.112228332 -0.145939268 -0.221811401 -0.340593184 -0.496049084 -0.675716737
1310 1315 1320 1325 1330 1335
-0.861939347 -1.034795039 -1.174687045 -1.266005635 -1.298456663 -1.271764461
1340 1345 1350 1355 1360 1365
-1.198323804 -1.104996896 -1.025299574 -0.990577624 -1.016456678 -1.098051105
1370 1375 1380 1385 1390 1395
-1.208627319 -1.312273911 -1.374369894 -1.371502597 -1.286719920 -1.106991635
1400 1405 1410 1415 1420 1425
-0.818439247 -0.411985288 0.108109938 0.708967925 1.326901714 1.879538221
1430 1435 1440 1445 1450 1455
2.289201859 2.504194635 2.513724547 2.349475338 2.070204402 1.741153845
1460 1465 1470 1475 1480 1485
1.417989327 1.140267054 0.928576444 0.788439777 0.714251649 0.692291140
1490 1495 1500 1505 1510 1515
0.700518399 0.712150849 0.701676699 0.651467646 0.555220201 0.417721394
1520 1525 1530 1535 1540 1545
0.251560645 0.071045197 -0.110817073 -0.281916710 -0.426355948 -0.524577975
1550 1555 1560 1565
-0.555935779 -0.506833661 -0.484729198 -0.428492514
$projection_m
1040 1045 1050 1055 1060
ncomp_1 -0.0018001954 -0.0033257448 -0.0055559605 -0.00933655833 -0.0143230892
ncomp_2 -0.0197552977 -0.0176028058 -0.0157845869 -0.01208104860 -0.0090939147
ncomp_3 -0.0252282524 -0.0184714456 -0.0120473472 0.00082015922 0.0126083141
ncomp_4 -0.0154082897 -0.0065679851 0.0036272619 0.02395899139 0.0458300190
ncomp_5 -0.0471329164 -0.0386141519 -0.0293646619 -0.00921089894 0.0119048653
1065 1070 1075 1080 1085
ncomp_1 -0.0194064936 -0.0236280364 -0.026396499 -0.027388886 -0.026583028
ncomp_2 -0.0070310806 -0.0062503051 -0.007404985 -0.010964417 -0.016886919
ncomp_3 0.0225246082 0.0294580933 0.032121752 0.030082071 0.024411533
ncomp_4 0.0668239973 0.0831927671 0.091381450 0.090250406 0.082219815
ncomp_5 0.0335297955 0.0527888406 0.065729011 0.070220161 0.067576128
1090 1095 1100 1105 1110
ncomp_1 -0.024160433 -0.020871868 -0.018094925 -0.017937892 -0.022158730
ncomp_2 -0.024205328 -0.031668070 -0.038185076 -0.043755157 -0.048854734
ncomp_3 0.018085682 0.014447625 0.015706818 0.020914045 0.026772362
ncomp_4 0.072924719 0.068244290 0.071370455 0.080220743 0.088962165
ncomp_5 0.062648114 0.060166682 0.061327872 0.060435030 0.048001279
1115 1120 1125 1130 1135
ncomp_1 -0.030959535 -0.041370621 -0.047655479 -0.043119228 -0.0239687539
ncomp_2 -0.053588424 -0.055592502 -0.050231340 -0.032282747 -0.0003760507
ncomp_3 0.029587101 0.029642076 0.032508385 0.047485307 0.0808599957
ncomp_4 0.091392900 0.086864065 0.081904180 0.088023576 0.1131441752
ncomp_5 0.016610798 -0.029480154 -0.072337564 -0.084891610 -0.0462050863
1140 1145 1150 1155 1160
ncomp_1 0.0076833644 0.042580767 0.067181989 0.069563039 0.0459451329
ncomp_2 0.0399352270 0.075189441 0.088197224 0.065813560 0.0074481052
ncomp_3 0.1294735825 0.176839356 0.196896928 0.165236072 0.0729056964
ncomp_4 0.1541261505 0.192601565 0.200276205 0.151720836 0.0399100914
ncomp_5 0.0440995269 0.157011919 0.241919268 0.248654883 0.1544202847
1165 1170 1175 1180 1185
ncomp_1 0.0041498343 -0.038850865 -0.063679095 -0.057764707 -0.021039956
ncomp_2 -0.0710396434 -0.141726435 -0.174903210 -0.152155803 -0.074573019
ncomp_3 -0.0645891521 -0.210883568 -0.321308621 -0.362518028 -0.325897009
ncomp_4 -0.1149467985 -0.270276323 -0.376379741 -0.397870130 -0.328389777
ncomp_5 -0.0191154531 -0.211867077 -0.348868560 -0.376167615 -0.284281866
1190 1195 1200 1205 1210
ncomp_1 0.032943553 0.083456915 0.111090724 0.106223377 0.071149831
ncomp_2 0.035633901 0.144296511 0.218173708 0.237840650 0.202056351
ncomp_3 -0.232431269 -0.120588059 -0.029822141 0.016862335 0.017676420
ncomp_4 -0.195236928 -0.046171287 0.069716435 0.122060180 0.106462380
ncomp_5 -0.115231656 0.060569622 0.174583204 0.191602399 0.117030719
1215 1220 1225 1230 1235
ncomp_1 0.0181130379 -0.037144115 -0.081182638 -0.107291143 -0.115487556
ncomp_2 0.1261666597 0.033849410 -0.051712221 -0.115425820 -0.151965794
ncomp_3 -0.0107038855 -0.045660790 -0.069125603 -0.074806833 -0.066302037
ncomp_4 0.0429911257 -0.036374395 -0.100690786 -0.131483636 -0.125219810
ncomp_5 -0.0095998507 -0.138416189 -0.228377080 -0.261780643 -0.242320993
1240 1245 1250 1255 1260
ncomp_1 -0.110374427 -0.097896636 -0.0833009420 -0.069879415 -0.058888219
ncomp_2 -0.163928912 -0.157965720 -0.1416333858 -0.120795812 -0.098768316
ncomp_3 -0.052247242 -0.040096744 -0.0333932791 -0.031360406 -0.030979318
ncomp_4 -0.091066618 -0.044396774 -0.0011942562 0.027334837 0.037136316
ncomp_5 -0.188014887 -0.120053978 -0.0572119659 -0.011706051 0.011205534
1265 1270 1275 1280 1285
ncomp_1 -0.050043375 -0.04230714396 -0.0344535768 -2.5530997e-02 -0.0151700201
ncomp_2 -0.076782533 -0.05516630672 -0.0341723922 -1.4600393e-02 0.0021250693
ncomp_3 -0.029125185 -0.02414239871 -0.0161452385 -6.6479303e-03 0.0021900885
ncomp_4 0.031517216 0.01822100023 0.0058139281 2.4767725e-05 0.0020348102
ncomp_5 0.013195232 0.00060921188 -0.0177819097 -3.3811723e-02 -0.0422674110
1290 1295 1300 1305 1310
ncomp_1 -0.0036215424 0.0085750955 0.021141501 0.0344520242 0.049438196
ncomp_2 0.0144876475 0.0217583399 0.024547796 0.0246415569 0.024225316
ncomp_3 0.0084425878 0.0113020495 0.011699092 0.0122175503 0.016246437
ncomp_4 0.0089880135 0.0165425085 0.021866238 0.0248490180 0.027292028
ncomp_5 -0.0418905785 -0.0342558907 -0.021313823 -0.0040658703 0.017297496
1315 1320 1325 1330 1335
ncomp_1 0.067027616 0.087242595 0.108383596 0.126717285 0.137373179
ncomp_2 0.024675810 0.025811348 0.025945370 0.022997205 0.015927400
ncomp_3 0.026552892 0.043850284 0.065964469 0.088178880 0.104904519
ncomp_4 0.030177689 0.031977954 0.028104554 0.013081460 -0.016812159
ncomp_5 0.041447209 0.064911933 0.081893155 0.086679400 0.076397027
1340 1345 1350 1355 1360
ncomp_1 0.1356981895 0.1187369196 0.0859756036 0.0397472831 -0.015703837
ncomp_2 0.0061916814 -0.0018279824 -0.0018264278 0.0117539049 0.040749566
ncomp_3 0.1118614294 0.1079580544 0.0957495157 0.0801091213 0.065187598
ncomp_4 -0.0602093301 -0.1100640626 -0.1547353880 -0.1817354604 -0.181075019
ncomp_5 0.0538311336 0.0270807589 0.0070105554 0.0024197332 0.016176279
1365 1370 1375 1380 1385
ncomp_1 -0.074945393 -0.131476951 -0.1767196345 -0.200267193 -0.191490122
ncomp_2 0.080828785 0.121320182 0.1475143019 0.146462610 0.112733681
ncomp_3 0.051443387 0.034487039 0.0065611933 -0.039045892 -0.102829747
ncomp_4 -0.149489835 -0.092180970 -0.0227426853 0.041505271 0.084602827
ncomp_5 0.042992441 0.071001978 0.0858576228 0.077156393 0.043104309
1390 1395 1400 1405 1410
ncomp_1 -0.142842132 -0.054479430 0.061568053 0.180938263 0.2731648352
ncomp_2 0.052478309 -0.018415402 -0.079419694 -0.114379623 -0.1175319566
ncomp_3 -0.175415236 -0.239386642 -0.274698233 -0.267057345 -0.2139176110
ncomp_4 0.098299146 0.084334243 0.054117449 0.022337975 0.0010478096
ncomp_5 -0.007601181 -0.059605179 -0.096888042 -0.110590008 -0.1022251036
1415 1420 1425 1430 1435
ncomp_1 0.3111543319 0.2814548891 0.189774753 0.0611417270 -0.06911609071
ncomp_2 -0.0961245969 -0.0649538558 -0.039344752 -0.0274175414 -0.02847056679
ncomp_3 -0.1272152156 -0.0284519530 0.059197225 0.1195506084 0.14700754480
ncomp_4 -0.0058087659 -0.0017439793 0.004867900 0.0066744485 0.00032264669
ncomp_5 -0.0832257800 -0.0677643400 -0.066127948 -0.0786585407 -0.09673480416
1440 1445 1450 1455 1460
ncomp_1 -0.167460130 -0.213751114 -0.205316373 -0.1558130606 -0.088056923
ncomp_2 -0.034816844 -0.038221835 -0.034601958 -0.0262883597 -0.019544961
ncomp_3 0.146433619 0.128261831 0.102858184 0.0763055587 0.050102402
ncomp_4 -0.012045422 -0.025345623 -0.033775420 -0.0335164084 -0.023120072
ncomp_5 -0.106366841 -0.095657869 -0.058725646 0.0017275518 0.076511250
1465 1470 1475 1480 1485
ncomp_1 -0.025711348 0.0145054462 0.025876384 0.011517128 -0.018358035
ncomp_2 -0.020803078 -0.0329697828 -0.053935467 -0.077269897 -0.094326928
ncomp_3 0.023047552 -0.0063218062 -0.037597350 -0.067777045 -0.091488996
ncomp_4 -0.003655950 0.0222150801 0.050425559 0.076387626 0.095847241
ncomp_5 0.152292067 0.2160641815 0.257321824 0.270481110 0.255311194
1490 1495 1500 1505 1510
ncomp_1 -0.049789827 -0.069115054 -0.066820805 -0.0402477905 0.005672086
ncomp_2 -0.096654266 -0.077478690 -0.033579828 0.0331681486 0.114536924
ncomp_3 -0.102308434 -0.093585344 -0.060698292 -0.0033072033 0.072247199
ncomp_4 0.106060659 0.106168189 0.097091433 0.0806854492 0.058602002
ncomp_5 0.217189862 0.164209795 0.104320615 0.0427202246 -0.018172386
1515 1520 1525 1530 1535
ncomp_1 0.060096874 0.1094304451 0.141707716 0.150140869 0.134883649
ncomp_2 0.197033487 0.2639893629 0.299830991 0.294698278 0.248437100
ncomp_3 0.153412889 0.2231851099 0.264930708 0.267554647 0.230109578
ncomp_4 0.031789789 0.0011044468 -0.031368292 -0.061685101 -0.084335239
ncomp_5 -0.077296673 -0.1316240365 -0.173738202 -0.192801679 -0.178941909
1540 1545 1550 1555 1560
ncomp_1 0.101503074 0.058363647 0.0137729901 -0.025473873 -0.045956716
ncomp_2 0.170465721 0.076944150 -0.0137042093 -0.084975226 -0.123680832
ncomp_3 0.161613554 0.078036892 -0.0026849092 -0.064861551 -0.098592184
ncomp_4 -0.093919537 -0.087513326 -0.0665544150 -0.036684846 -0.018965599
ncomp_5 -0.128813541 -0.049199679 0.0428153492 0.125012335 0.173355501
1565
ncomp_1 -0.06329187098
ncomp_2 -0.15178224127
ncomp_3 -0.12217718945
ncomp_4 0.00088792053
ncomp_5 0.21266668638
$coefficients
1040 1045 1050 1055 1060
ncomp_1 -0.0086369121 -0.015956138 -0.026656186 -0.044794600 -0.068718797
ncomp_2 -0.0708224623 -0.071366093 -0.076342768 -0.082823218 -0.097344541
ncomp_3 -0.1629560674 -0.138823832 -0.120339693 -0.079827995 -0.051298964
ncomp_4 -0.1966748744 -0.153196915 -0.112401956 -0.027397218 0.048993385
ncomp_5 -0.4588548100 -0.367990665 -0.275744812 -0.078633447 0.115214978
1065 1070 1075 1080 1085
ncomp_1 -0.093107770 -0.11336173 -0.126644166 -0.131405402 -0.127539087
ncomp_2 -0.115240143 -0.13303639 -0.149953512 -0.165919097 -0.180695579
ncomp_3 -0.032980249 -0.02545540 -0.032644837 -0.056059339 -0.091544635
ncomp_4 0.113254375 0.15659990 0.167330211 0.141440582 0.088381502
ncomp_5 0.299766059 0.45024129 0.532952138 0.532044827 0.464278140
1090 1095 1100 1105 1110
ncomp_1 -0.115916049 -0.1001382882 -0.0868151723 -0.086061769 -0.106312349
ncomp_2 -0.192109365 -0.1998227572 -0.2070138145 -0.223793863 -0.260096846
ncomp_3 -0.126060435 -0.1470600156 -0.1496524997 -0.147415750 -0.162324151
ncomp_4 0.033524733 0.0022827142 0.0065313886 0.028135709 0.032356642
ncomp_5 0.382008970 0.3369638233 0.3476716931 0.364309526 0.299366901
1115 1120 1125 1130 1135
ncomp_1 -0.1485365339 -0.198486461 -0.228639725 -0.20687587 -0.11499642
ncomp_2 -0.3172216969 -0.373480044 -0.386757489 -0.30849521 -0.11618015
ncomp_3 -0.2091695706 -0.265227149 -0.268036833 -0.13507882 0.17912065
ncomp_4 -0.0091694662 -0.075137744 -0.088801416 0.05754801 0.42672026
ncomp_5 0.0832291851 -0.239123031 -0.491183855 -0.41466714 0.16970144
1140 1145 1150 1155 1160 1165
ncomp_1 0.036862967 0.20429246 0.32232331 0.33374702 0.22043389 0.019909924
ncomp_2 0.162570718 0.44097311 0.59994974 0.54091436 0.24387897 -0.203708032
ncomp_3 0.635408383 1.08679063 1.31901754 1.14435668 0.51013065 -0.439587686
ncomp_4 0.972691106 1.50827122 1.75729296 1.47637572 0.59746810 -0.691132080
ncomp_5 1.217997613 2.38166030 3.10298474 2.85953480 1.45644105 -0.797463041
1170 1175 1180 1185 1190 1195
ncomp_1 -0.18639727 -0.30551725 -0.27714141 -0.10094473 0.15805538 0.40040655
ncomp_2 -0.63252248 -0.85607601 -0.75609609 -0.33568502 0.27022346 0.85462183
ncomp_3 -1.40266950 -2.02949545 -2.08001233 -1.52586125 -0.57861579 0.41423410
ncomp_4 -1.99413002 -2.85314791 -2.95069339 -2.24449464 -1.00586348 0.31319494
ncomp_5 -3.17265452 -4.79375214 -5.04315039 -3.82583115 -1.64684712 0.65011743
1200 1205 1210 1215 1220 1225
ncomp_1 0.53298704 0.50963466 0.34136008 0.086902075 -0.178208688 -0.38949511
ncomp_2 1.21975229 1.25830734 0.97739126 0.484048362 -0.071657817 -0.55227438
ncomp_3 1.11084180 1.31988861 1.04194556 0.444957761 -0.238411072 -0.80472115
ncomp_4 1.26340611 1.58699960 1.27492304 0.539037603 -0.318011160 -1.02506833
ncomp_5 2.23453662 2.65280050 1.92591408 0.485637804 -1.087960282 -2.29543080
1230 1235 1240 1245 1250 1255
ncomp_1 -0.51475755 -0.5540820 -0.52955042 -0.46968493 -0.39965823 -0.33526492
ncomp_2 -0.87809392 -1.0324386 -1.04556439 -0.96692801 -0.84549054 -0.71550490
ncomp_3 -1.15128855 -1.2745737 -1.23637137 -1.11336136 -0.96744284 -0.83003313
ncomp_4 -1.43902142 -1.5485991 -1.43565745 -1.21051726 -0.97005629 -0.77021481
ncomp_5 -2.89519340 -2.8965255 -2.48150258 -1.87832538 -1.28830160 -0.83533049
1260 1265 1270 1275 1280
ncomp_1 -0.28253176 -0.24009629 -0.20297968 -0.16530012 -0.12249169
ncomp_2 -0.59343378 -0.48179166 -0.37663169 -0.27286767 -0.16845068
ncomp_3 -0.70657029 -0.58815687 -0.46479975 -0.33183010 -0.19272893
ncomp_4 -0.62530285 -0.51918601 -0.42492574 -0.31910716 -0.19267472
ncomp_5 -0.56297133 -0.44578667 -0.42153696 -0.41802020 -0.38075465
1285 1290 1295 1300 1305
ncomp_1 -0.072782172 -0.017375305 0.0411412817 0.10143193 0.16529267
ncomp_2 -0.066092897 0.028228783 0.1096319900 0.17870326 0.24285914
ncomp_3 -0.058094692 0.059061123 0.1509070870 0.22142836 0.28747765
ncomp_4 -0.053641805 0.078730087 0.1871079672 0.26927945 0.34185612
ncomp_5 -0.288757048 -0.154289001 -0.0034426696 0.15071991 0.31923945
1310 1315 1320 1325 1330 1335
ncomp_1 0.23719278 0.32158266 0.41856935 0.51999888 0.60795959 0.65908405
ncomp_2 0.31344901 0.39925696 0.49981809 0.60166949 0.68034998 0.70922018
ncomp_3 0.37278102 0.49622815 0.65995937 0.84257180 1.00237935 1.09233160
ncomp_4 0.43250566 0.56226764 0.72993848 0.90407454 1.03100623 1.05554063
ncomp_5 0.52872411 0.79282046 1.09101536 1.35961058 1.51316607 1.48050410
1340 1345 1350 1355 1360 1365
ncomp_1 0.65104785 0.56967168 0.41249063 0.19069807 -0.075343298 -0.3595702856
ncomp_2 0.67053796 0.56391757 0.40674142 0.22769691 0.052927822 -0.1051381563
ncomp_3 1.07905603 0.95818051 0.75641875 0.52025551 0.290993000 0.0827331501
ncomp_4 0.94729664 0.71732127 0.41780280 0.12255381 -0.105263413 -0.2444036675
ncomp_5 1.24673585 0.86795977 0.45679947 0.13601374 -0.015281801 -0.0052553966
1370 1375 1380 1385 1390
ncomp_1 -0.630795340 -0.84785904 -0.96083466 -0.91872435 -0.68532279
ncomp_2 -0.248904753 -0.38351484 -0.49980096 -0.56386228 -0.52013204
ncomp_3 -0.122958048 -0.35955335 -0.64239660 -0.93939663 -1.16074867
ncomp_4 -0.324682730 -0.40932242 -0.55156834 -0.75425561 -0.94563525
ncomp_5 0.070270427 0.06826623 -0.12238085 -0.51448507 -0.98791732
1395 1400 1405 1410 1415 1420
ncomp_1 -0.26137943 0.295388966 0.86809903 1.31058033 1.49284495 1.35035404
ncomp_2 -0.31934727 0.045392363 0.50805587 0.94061428 1.19026480 1.14589288
ncomp_3 -1.19358755 -0.957805885 -0.46723785 0.15938693 0.72567470 1.04198631
ncomp_4 -1.00903429 -0.839377698 -0.41835443 0.16167991 0.71296306 1.03816987
ncomp_5 -1.34059200 -1.378323780 -1.03351859 -0.40695393 0.25001420 0.66122629
1425 1430 1435 1440 1445 1450
ncomp_1 0.91049442 0.29334356 -0.33160267 -0.80343413 -1.02552733 -0.98505944
ncomp_2 0.78664536 0.20703886 -0.42122207 -0.91303028 -1.14584168 -1.09397917
ncomp_3 1.00283369 0.64363782 0.11564965 -0.37825454 -0.67742934 -0.71834097
ncomp_4 1.01348638 0.65824388 0.11635571 -0.40461420 -0.73289456 -0.79225358
ncomp_5 0.64564534 0.22070059 -0.42173797 -0.99628673 -1.26499772 -1.11891883
1455 1460 1465 1470 1475
ncomp_1 -0.74755424 -0.422476309 -0.12335697 0.0695937030 0.124148776
ncomp_2 -0.83030451 -0.483999765 -0.18884072 -0.0341882853 -0.045628807
ncomp_3 -0.55163652 -0.301025737 -0.10467103 -0.0572755284 -0.182934369
ncomp_4 -0.62498232 -0.351620662 -0.11267155 -0.0086610482 -0.072585348
ncomp_5 -0.61537270 0.073978181 0.73446306 1.1932101181 1.358784156
1480 1485 1490 1495 1500
ncomp_1 0.05525646 -0.088077513 -0.23887982 -0.33159769 -0.32059043
ncomp_2 -0.18797303 -0.384998976 -0.54312726 -0.57548442 -0.42629271
ncomp_3 -0.43549488 -0.719116889 -0.91675777 -0.91725820 -0.64796294
ncomp_4 -0.26833164 -0.509369106 -0.68465940 -0.68492452 -0.43549242
ncomp_5 1.23623726 0.910816140 0.52347344 0.22850322 0.14479783
1505 1510 1515 1520 1525 1530
ncomp_1 -0.193099388 0.027213328 0.28833060 0.52502142 0.67988013 0.72034041
ncomp_2 -0.088692985 0.387751635 0.90855086 1.35600478 1.62368546 1.64798902
ncomp_3 -0.100770895 0.651598485 1.46881490 2.17107704 2.59121269 2.62509888
ncomp_4 0.075797506 0.779840466 1.53838224 2.17349397 2.52256773 2.49010999
ncomp_5 0.313431554 0.678755376 1.10841443 1.44132664 1.55613760 1.41763802
1535 1540 1545 1550 1555 1560
ncomp_1 0.64713987 0.48698776 0.28001499 0.066079551 -0.122217623 -0.220489463
ncomp_2 1.42916796 1.02357824 0.52221910 0.022941564 -0.389701880 -0.609810883
ncomp_3 2.26952839 1.61379112 0.80720991 0.013136272 -0.626576337 -0.969869645
ncomp_4 2.08497295 1.40826183 0.61569969 -0.132508411 -0.706855800 -1.011373106
ncomp_5 1.08959686 0.69172807 0.34202326 0.105654775 -0.011466494 -0.047071776
1565
ncomp_1 -0.303659440
ncomp_2 -0.781438226
ncomp_3 -1.227629456
ncomp_4 -1.225686370
ncomp_5 -0.042713993
$n_observations
[1] 36
$x_residuals
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.13086514 0.13265685 0.117116856 0.063129979 0.061971883
2 1.62376888 1.47078385 1.395800114 1.212881285 1.224217479
3 1.10604763 0.68212650 0.530889939 0.344159424 0.340809282
4 0.30911589 0.31492704 0.302523749 0.294429861 0.310794032
6 0.74246341 0.21325728 0.210693434 0.179658069 0.137898284
7 0.65733534 0.64241029 0.579731541 0.577821441 0.592461300
8 0.45389829 0.40776018 0.368025291 0.109277812 0.088675753
9 0.29845735 0.11588508 0.100082437 0.058739497 0.060745991
10 0.49695096 0.18814406 0.188321581 0.193302960 0.174202439
11 2.78402694 1.68575810 1.161725209 0.420530794 0.226813118
12 1.06847599 0.73725342 0.473108701 0.089349719 0.093119583
14 1.82279048 1.67663251 0.621643911 0.590721331 0.547119088
15 0.41227252 0.34983604 0.127567304 0.074614337 0.080049193
16 1.12684103 0.93735701 0.896822866 0.415908022 0.151828971
17 0.39704576 0.37726302 0.265734294 0.186973432 0.155448974
18 6.20419149 1.12553624 0.572338993 0.545264553 0.537209762
19 2.18738592 0.89343166 0.088891352 0.091621930 0.070708897
20 2.93976687 1.01901576 0.954645292 0.698012262 0.608439672
22 0.83107414 0.84767010 0.872249736 0.370969115 0.254336448
23 0.74447158 0.52373414 0.334134715 0.250155090 0.231041878
24 2.33374077 1.15737535 0.492498298 0.445602366 0.448687961
25 2.24575254 1.29914481 0.438873728 0.451181976 0.311442794
26 1.94803884 0.32574544 0.137989778 0.184184802 0.066350613
27 1.92955714 0.37278221 0.103624445 0.091428126 0.049184523
28 1.00493426 0.93542385 0.871480304 0.228130770 0.248479218
29 1.12346146 1.10190023 0.989674511 0.312526422 0.287627176
31 0.95304212 1.07542396 0.503095145 0.165741720 0.074822726
32 0.77150091 0.82522138 0.276267889 0.152217233 0.146997301
33 1.41928056 1.40806646 1.105844011 0.627651854 0.586847226
34 1.79627637 1.74986751 1.338929140 1.008929643 1.020170373
35 0.30168533 0.27996042 0.222913442 0.209101211 0.174980575
36 1.14897805 0.44236565 0.410861029 0.406832884 0.193725135
37 2.17860905 0.42969902 0.331438748 0.285552383 0.313498382
38 0.81355895 0.68956797 0.475755756 0.367802563 0.389928943
39 0.27747199 0.27878914 0.277805481 0.290184858 0.184392323
40 0.76695464 0.77420415 0.741367979 0.450736559 0.202931502
$weights
1040 1045 1050 1055 1060
ncomp_1 -0.0018001954 -0.0033257448 -0.0055559605 -0.0093365583 -0.014323089
ncomp_2 -0.0192723293 -0.0167105529 -0.0142939969 -0.0095761746 -0.005251221
ncomp_3 -0.0120590045 -0.0067370888 -0.0015250488 0.0088736103 0.018670486
ncomp_4 -0.0078733895 -0.0010511345 0.0072254326 0.0237140351 0.042064305
ncomp_5 -0.0348647700 -0.0333846940 -0.0322527034 -0.0282871506 -0.024585192
1065 1070 1075 1080 1085
ncomp_1 -0.0194064936 -2.3628036e-02 -0.02639649934 -0.0273888859 -0.0265830281
ncomp_2 -0.0018245774 8.8781682e-05 -0.00032315654 -0.0036163447 -0.0097550470
ncomp_3 0.0272116569 3.3624663e-02 0.03705805248 0.0373911551 0.0356686657
ncomp_4 0.0600965922 7.4394544e-02 0.08178767449 0.0812658197 0.0749288434
ncomp_5 -0.0196757578 -1.3449597e-02 -0.00702929213 -0.0016375993 0.0021123587
1090 1095 1100 1105 1110
ncomp_1 -0.0241604332 -0.020871868 -0.018094925 -0.0179378924 -0.022158730
ncomp_2 -0.0177234064 -0.026068427 -0.033330449 -0.0389426603 -0.042909843
ncomp_3 0.0342214025 0.035558148 0.041161697 0.0500820439 0.059339834
ncomp_4 0.0675230839 0.063929231 0.066679314 0.0739743632 0.080966087
ncomp_5 0.0045851398 0.005830285 0.004502409 -0.0034370689 -0.022830779
1115 1120 1125 1130 1135
ncomp_1 -0.030959535 -0.041370621 -0.047655479 -0.043119228 -0.023968754
ncomp_2 -0.045282394 -0.044493317 -0.037446011 -0.020714433 0.006054446
ncomp_3 0.065310138 0.066701069 0.065993527 0.069005584 0.081110678
ncomp_4 0.082556146 0.078010891 0.072194929 0.073841181 0.088993791
ncomp_5 -0.056156621 -0.098641695 -0.137550023 -0.154976359 -0.136290964
1140 1145 1150 1155 1160
ncomp_1 0.0076833644 0.0425807667 0.067181989 0.069563039 0.0459451329
ncomp_2 0.0378738829 0.0637655895 0.070173194 0.047150725 -0.0048783606
ncomp_3 0.1028520196 0.1267166803 0.138103023 0.121363532 0.0679406513
ncomp_4 0.1154563881 0.1397851084 0.141469171 0.102369922 0.0181354104
ncomp_5 -0.0786163752 0.0036617266 0.082458494 0.127854103 0.1226436987
1165 1170 1175 1180 1185
ncomp_1 0.0041498343 -0.0388508652 -0.063679095 -0.057764707 -0.021039956
ncomp_2 -0.0721529885 -0.1313032661 -0.157818959 -0.136658303 -0.068928280
ncomp_3 -0.0172328084 -0.1164060982 -0.204714897 -0.261088148 -0.276185252
ncomp_4 -0.0956560126 -0.2072919111 -0.280414774 -0.289597186 -0.231054400
ncomp_5 0.0724056809 0.0033280906 -0.049193396 -0.059381711 -0.022816518
1190 1195 1200 1205 1210
ncomp_1 0.032943553 0.083456915 0.111090724 0.106223377 0.071149831
ncomp_2 0.026795586 0.121906135 0.188369549 0.209342336 0.182967801
ncomp_3 -0.256185488 -0.216778789 -0.175260780 -0.141686653 -0.117018090
ncomp_4 -0.125816883 -0.010155356 0.078623388 0.117023921 0.101182979
ncomp_5 0.040216823 0.097331399 0.119074679 0.094417561 0.032264915
1215 1220 1225 1230 1235
ncomp_1 0.018113038 -0.037144115 -0.081182638 -0.1072911433 -0.115487556
ncomp_2 0.121307173 0.043814680 -0.029932003 -0.0866410383 -0.120982024
ncomp_3 -0.094808921 -0.068225434 -0.034653277 0.0021381589 0.035001179
ncomp_4 0.046188046 -0.022736927 -0.080045102 -0.1091411441 -0.105417438
ncomp_5 -0.043829569 -0.109454740 -0.148206644 -0.1570928085 -0.142620443
1240 1245 1250 1255 1260
ncomp_1 -0.110374427 -0.097896636 -0.0833009420 -0.069879415 -0.058888219
ncomp_2 -0.134316927 -0.131701359 -0.1192848550 -0.102048097 -0.082969393
ncomp_3 0.057030811 0.065206134 0.0610221625 0.049164322 0.034861473
ncomp_4 -0.075461979 -0.032421114 0.0087792855 0.036701222 0.046388882
ncomp_5 -0.115507255 -0.084705077 -0.0562610940 -0.033470166 -0.018362560
1265 1270 1275 1280 1285
ncomp_1 -0.050043375 -0.042307144 -0.0344535768 -0.0255309969 -0.01517002013
ncomp_2 -0.063356564 -0.043815865 -0.0249289575 -0.0077507673 0.00619498324
ncomp_3 0.022059476 0.012632484 0.0066347119 0.0030849625 0.00077347791
ncomp_4 0.040216009 0.025431589 0.0106360125 0.0020102993 0.00138069835
ncomp_5 -0.011898910 -0.013898427 -0.0224109842 -0.0338314433 -0.04388753564
1290 1295 1300 1305 1310
ncomp_1 -0.0036215424 0.0085750955 0.0211415012 0.0344520242 4.9438196e-02
ncomp_2 0.0154592590 0.0194577562 0.0188758138 0.0153985387 1.0961708e-02
ncomp_3 -0.0012151467 -0.0032024634 -0.0046649242 -0.0042089685 9.7391797e-05
ncomp_4 0.0064664731 0.0131669352 0.0183720800 0.0212000128 2.2439718e-02
ncomp_5 -0.0490468734 -0.0474271070 -0.0387238150 -0.0238507649 -4.4325338e-03
1315 1320 1325 1330 1335
ncomp_1 0.0670276163 0.0872425952 0.1083835958 0.126717285 0.137373179
ncomp_2 0.0066931957 0.0024053244 -0.0031325015 -0.010999350 -0.020927990
ncomp_3 0.0101035389 0.0266439602 0.0486688041 0.072848516 0.094287019
ncomp_4 0.0222471604 0.0188812276 0.0084030037 -0.013254849 -0.048143900
ncomp_5 0.0174196028 0.0394509493 0.0595161882 0.076263886 0.089782940
1340 1345 1350 1355 1360
ncomp_1 0.135698189 0.118736920 0.085975604 0.0397472831 -0.015703837
ncomp_2 -0.030214331 -0.033683513 -0.024892535 0.0010902394 0.044962695
ncomp_3 0.107733940 0.109176621 0.096967046 0.0722737503 0.038023182
ncomp_4 -0.093618886 -0.142307801 -0.183332813 -0.2056615820 -0.200544542
ncomp_5 0.101770060 0.114714238 0.130211535 0.1471182862 0.160348986
1365 1370 1375 1380 1385
ncomp_1 -0.0749453932 -0.131476951 -0.176719635 -0.200267193 -0.191490122
ncomp_2 0.1009356337 0.156593693 0.194925821 0.200191625 0.164107925
ncomp_3 -0.0024385799 -0.046387244 -0.091774576 -0.136680584 -0.177980110
ncomp_4 -0.1648543863 -0.102481184 -0.024702311 0.053167073 0.115314898
ncomp_5 0.1620168886 0.144396862 0.103965446 0.044109719 -0.024256824
1390 1395 1400 1405 1410
ncomp_1 -0.142842132 -0.0544794301 0.061568053 0.18093826 0.273164835
ncomp_2 0.090800946 -0.0037992978 -0.095937580 -0.16292294 -0.190818436
ncomp_3 -0.210398250 -0.2271105936 -0.221755593 -0.19080977 -0.135568629
ncomp_4 0.150690262 0.1558316431 0.136161332 0.10209976 0.064938397
ncomp_5 -0.085867383 -0.1267524650 -0.139976587 -0.12837560 -0.103059374
1415 1420 1425 1430 1435
ncomp_1 0.311154332 0.2814548891 0.189774753 0.061141727 -0.0691160907
ncomp_2 -0.179603151 -0.1404644455 -0.090258785 -0.043821051 -0.0099276423
ncomp_3 -0.063136777 0.0148474919 0.085425167 0.137827650 0.1659865526
ncomp_4 0.032186492 0.0067537408 -0.012812484 -0.029031628 -0.0435839690
ncomp_5 -0.078600816 -0.0663757762 -0.070003791 -0.083972765 -0.0969916968
1440 1445 1450 1455 1460
ncomp_1 -0.167460130 -0.213751114 -0.205316373 -0.155813061 -0.0880569235
ncomp_2 0.010110473 0.019124736 0.020481684 0.015514205 0.0040795358
ncomp_3 0.169643173 0.153741215 0.125924491 0.093829867 0.0631314359
ncomp_4 -0.055780624 -0.063653473 -0.064495984 -0.056306523 -0.0380841133
ncomp_5 -0.096776225 -0.075477575 -0.031833512 0.028413460 0.0949195511
1465 1470 1475 1480 1485
ncomp_1 -0.025711348 0.014505446 0.025876384 0.011517128 -0.018358035
ncomp_2 -0.013905067 -0.036861400 -0.060877755 -0.080359789 -0.089401712
ncomp_3 0.036915270 0.015656462 -0.001642967 -0.016267498 -0.028608917
ncomp_4 -0.010539542 0.024103208 0.061654726 0.096630537 0.123172180
ncomp_5 0.155202950 0.198376439 0.217172777 0.209660955 0.178997210
1490 1495 1500 1505 1510
ncomp_1 -0.049789827 -0.069115054 -0.066820805 -0.040247791 0.0056720860
ncomp_2 -0.083296320 -0.058936043 -0.015652698 0.043966094 0.1130151785
ncomp_3 -0.037876908 -0.041936613 -0.038313356 -0.025417706 -0.0041052384
ncomp_4 0.136617030 0.134119243 0.115220139 0.081673209 0.0370239942
ncomp_5 0.132743911 0.079678227 0.027016000 -0.021521876 -0.0648315519
1515 1520 1525 1530 1535
ncomp_1 0.060096874 0.109430445 0.141707716 0.150140869 0.13488365
ncomp_2 0.180910298 0.234630635 0.261812703 0.254417487 0.21224962
ncomp_3 0.022066713 0.047204905 0.065057808 0.071103309 0.06449680
ncomp_4 -0.014029905 -0.065554056 -0.110494916 -0.141595414 -0.15306187
ncomp_5 -0.102607839 -0.132503402 -0.148762633 -0.143687737 -0.11179383
1540 1545 1550 1555 1560
ncomp_1 0.101503074 0.058363647 0.0137729901 -0.0254738730 -0.045956716
ncomp_2 0.143233801 0.061285963 -0.0173993187 -0.0781409255 -0.111351258
ncomp_3 0.047977943 0.026744494 0.0064505709 -0.0082154901 -0.016144247
ncomp_4 -0.142188517 -0.110820536 -0.0657525155 -0.0173127024 0.010480843
ncomp_5 -0.054034402 0.020478806 0.0958062599 0.1542209667 0.188455992
1565
ncomp_1 -0.063291871
ncomp_2 -0.134801877
ncomp_3 -0.020996333
ncomp_4 0.037378476
ncomp_5 0.211959720
$scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 -1.212943092 -0.045845720 -0.078980645 0.185373980 0.0073209642
2 -1.390107039 -0.201754620 0.350172042 0.280033195 -0.1228618722
3 -1.087069385 0.426323008 -0.283965626 0.373810450 0.0698637905
4 -0.641869792 -0.061568345 -0.137494979 -0.099693857 -0.0513099983
6 -0.608575712 -0.551567685 0.122097334 0.187482484 0.0884182345
7 -1.148136909 0.263341077 0.242784222 0.010504699 -0.1034086518
8 -0.915516765 -0.244168380 -0.122792694 0.317821701 -0.1851445669
9 -1.327794651 -0.287165197 0.165760931 0.142655220 -0.0356189769
10 0.795356093 -0.490067906 -0.058289405 -0.111384883 -0.1423746273
11 1.394217391 0.653438953 -0.552743160 0.579251220 -0.2091868034
12 0.939694551 -0.681638648 -0.373995267 0.500422278 0.0318952771
14 0.525306232 -0.985810398 -0.956786579 0.101286463 -0.0877928698
15 0.661089317 -0.471252962 -0.411163270 0.155263340 -0.0548611913
16 0.288619707 -0.646988083 -0.481254149 -0.736529938 -0.3457026672
17 1.328720525 -0.281408477 -0.252139568 0.280742256 0.1118879110
18 0.028503703 1.566340654 -0.735036549 -0.080343598 0.1291794370
19 -1.464354295 -0.634294983 0.842929590 -0.060829296 -0.0906053221
20 -1.126496744 -1.002497054 0.351010230 0.333036070 -0.1421902113
22 -1.008111280 -0.185516881 -0.268080482 -0.642318914 -0.1689818337
23 -0.790050314 0.229142332 -0.474297900 -0.195633298 0.0688374134
24 -0.735053787 0.596749874 -0.832075188 -0.179530002 -0.0201747624
25 -1.306862880 0.509085872 -0.843145487 0.170681773 0.2204184639
26 0.807298080 1.239851889 0.361796269 -0.209068190 -0.3532773439
27 0.640926650 1.260220924 0.438721064 -0.227089155 -0.1992850095
28 -0.292578737 -0.163082186 0.143017829 -0.487707589 0.3279585950
29 -0.369994394 -0.057810365 0.217114235 -0.469441813 0.4241457734
31 0.146180478 0.299798787 0.630973082 -0.367964844 0.1981752090
32 -0.091203724 0.069767029 0.653123200 -0.216161196 0.1385860515
33 0.344900752 0.640478455 0.680738270 0.498042049 -0.0919190512
34 0.241922488 0.743944126 0.759171837 0.478111343 0.0571405569
35 0.881685489 0.240082959 0.192225338 -0.146313983 -0.0908480106
36 1.170508172 -0.575418361 0.297677526 0.365616286 0.3682334636
37 1.689058931 -0.994817876 0.240861122 -0.243760257 -0.1319046598
38 1.304653285 -0.169466227 0.365188119 -0.314262538 -0.1067400473
39 1.403505262 0.015238645 0.081339683 0.128071907 0.1921124745
40 0.924572394 -0.021664231 -0.274460974 -0.300173365 0.3000148614
$sd_scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
0.98024094 0.62682866 0.47514377 0.33544922 0.18774153
$scaled_scores
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 -1.237392805 -0.073139156 -0.16622473 0.552614141 0.038994911
2 -1.418127908 -0.321865659 0.73698123 0.834800565 -0.654420326
3 -1.108981819 0.680126857 -0.59764147 1.114357801 0.372127526
4 -0.654808184 -0.098221968 -0.28937552 -0.297195080 -0.273301271
6 -0.620842983 -0.879933734 0.25696924 0.558899754 0.470957253
7 -1.171280302 0.420116521 0.51097002 0.031315318 -0.550803292
8 -0.933971153 -0.389529699 -0.25843271 0.947451018 -0.986167358
9 -1.354559467 -0.458123910 0.34886479 0.425266221 -0.189723484
10 0.811388362 -0.781821150 -0.12267740 -0.332046932 -0.758354471
11 1.422321114 1.042452256 -1.16331769 1.726792591 -1.114227658
12 0.958636299 -1.087440139 -0.78712021 1.491797431 0.169889302
14 0.535895011 -1.572695152 -2.01367803 0.301942763 -0.467626266
15 0.674415124 -0.751805063 -0.86534496 0.462851999 -0.292216601
16 0.294437515 -1.032160974 -1.01286005 -2.195652587 -1.841375588
17 1.355504004 -0.448940028 -0.53065952 0.836914333 0.595967829
18 0.029078262 2.498833810 -1.54697712 -0.239510466 0.688070658
19 -1.493871791 -1.011911262 1.77405163 -0.181336826 -0.482606714
20 -1.149203929 -1.599315913 0.73874530 0.992806226 -0.757372184
22 -1.028432128 -0.295961069 -0.56420919 -1.914802254 -0.900077011
23 -0.805975632 0.365558159 -0.99821975 -0.583197960 0.366660557
24 -0.749870520 0.952014338 -1.75120717 -0.535192790 -0.107460308
25 -1.333205767 0.812161125 -1.77450602 0.508815538 1.174052784
26 0.823571067 1.977975743 0.76144588 -0.623248409 -1.881721892
27 0.653846030 2.010471121 0.92334381 -0.676970298 -1.061486029
28 -0.298476348 -0.260170276 0.30099906 -1.453893960 1.746862284
29 -0.377452499 -0.092226741 0.45694429 -1.399442273 2.259200599
31 0.149127088 0.478278683 1.32796243 -1.096931599 1.055574708
32 -0.093042149 0.111301594 1.37458015 -0.644393209 0.738174727
33 0.351853036 1.021775956 1.43269954 1.484701785 -0.489604255
34 0.246799003 1.186838080 1.59777288 1.425286812 0.304357578
35 0.899457929 0.383012095 0.40456247 -0.436173275 -0.483899388
36 1.194102510 -0.917983487 0.62649990 1.089930365 1.961385245
37 1.723105876 -1.587065071 0.50692261 -0.726668137 -0.702586481
38 1.330951633 -0.270354942 0.76858445 -0.936840879 -0.568547877
39 1.431796203 0.024310702 0.17118962 0.381792238 1.023281722
40 0.943209319 -0.034561647 -0.57763773 -0.894839966 1.598020769
$y_loadings
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
4.7977637 3.1477911 3.6520011 2.1883549 5.5625655
$x_loadings
1040 1045 1050 1055 1060
ncomp_1 0.0033703133 0.0011574734 -0.0017210720 -0.0067673985 -0.0129142567
ncomp_2 -0.0112335733 -0.0122194845 -0.0132773710 -0.0154914878 -0.0176973134
ncomp_3 -0.0097074661 -0.0064231474 -0.0036830625 0.0017909600 0.0061071769
ncomp_4 0.0198860899 0.0255299021 0.0329051734 0.0462363858 0.0616391405
ncomp_5 -0.1086916741 -0.1030211159 -0.0981103791 -0.0876786174 -0.0784896733
1065 1070 1075 1080 1085
ncomp_1 -0.0189169839 -0.023651855 -0.026309801 -0.026418669 -0.023965879
ncomp_2 -0.0199643725 -0.022326042 -0.025026742 -0.028541982 -0.033532441
ncomp_3 0.0092626599 0.011405309 0.012630599 0.013119563 0.013289733
ncomp_4 0.0757625149 0.085103171 0.087384427 0.082569683 0.073246974
ncomp_5 -0.0699780062 -0.061867683 -0.054555472 -0.048797297 -0.045174090
1090 1095 1100 1105 1110
ncomp_1 -0.019405480 -0.013878057 -0.009152810 -0.0074900965 -0.010646592
ncomp_2 -0.040536028 -0.049772147 -0.060769600 -0.0723282796 -0.082466876
ncomp_3 0.014054342 0.016464460 0.021246645 0.0279881852 0.035157763
ncomp_4 0.063872376 0.059287133 0.063094476 0.0767109722 0.099144051
ncomp_5 -0.043501567 -0.043048503 -0.042981918 -0.0433443692 -0.045029602
1115 1120 1125 1130 1135
ncomp_1 -0.018810873 -0.029433658 -0.037609214 -0.037561822 -0.025593081
ncomp_2 -0.088819343 -0.088957487 -0.081438520 -0.066714836 -0.048015436
ncomp_3 0.040653166 0.043401624 0.044431130 0.046951503 0.054530980
ncomp_4 0.127268289 0.156549832 0.181712848 0.197234022 0.197509240
ncomp_5 -0.049184428 -0.055442173 -0.061134430 -0.061524389 -0.052207156
1140 1145 1150 1155 1160
ncomp_1 -0.0024776928 0.0254733102 0.048355458 0.05691312909 0.047253932
ncomp_2 -0.0306891808 -0.0207060996 -0.021888842 -0.03375245585 -0.050168859
ncomp_3 0.0683687605 0.0849671834 0.095850548 0.09078879626 0.062524164
ncomp_4 0.1780510832 0.1368696260 0.075815364 0.00057193697 -0.079514029
ncomp_5 -0.0320156274 -0.0053801178 0.018112141 0.02748492473 0.015858320
1165 1170 1175 1180 1185
ncomp_1 0.023507518 -0.0036239516 -0.021338375 -0.021101108 -0.0025474183
ncomp_2 -0.060665279 -0.0537048023 -0.021352212 0.037387899 0.1151819312
ncomp_3 0.011336690 -0.0544944032 -0.120963660 -0.174594408 -0.2071764350
ncomp_4 -0.153305726 -0.2099417511 -0.241246781 -0.242317213 -0.2128877908
ncomp_5 -0.014866200 -0.0535758327 -0.083351194 -0.088696912 -0.0621038577
1190 1195 1200 1205 1210
ncomp_1 0.0257546548 0.050751126 0.060553688 0.050059622 0.022062012
ncomp_2 0.1975735835 0.266414897 0.305201636 0.303793287 0.260974230
ncomp_3 -0.2186078694 -0.213745698 -0.198743159 -0.176638086 -0.147238323
ncomp_4 -0.1578376895 -0.087651033 -0.016184383 0.041848254 0.075493515
ncomp_5 -0.0084045947 0.057107985 0.114134892 0.145144270 0.140560616
1215 1220 1225 1230 1235
ncomp_1 -0.014432057 -0.048899009 -0.0731522808 -0.084046509 -0.0830296941
ncomp_2 0.184508558 0.089295020 -0.0068314855 -0.088066375 -0.1443144587
ncomp_3 -0.108603864 -0.061434616 -0.0107462761 0.034735250 0.0664861133
ncomp_4 0.081085337 0.064411406 0.0379576631 0.015936824 0.0081375705
ncomp_5 0.101591821 0.038736338 -0.0320697006 -0.094975053 -0.1381216840
1240 1245 1250 1255 1260
ncomp_1 -0.074338988 -0.062562919 -0.051298408 -0.042501272 -0.036628639
ncomp_2 -0.172334723 -0.175168978 -0.159963360 -0.134821946 -0.106208697
ncomp_3 0.079568975 0.074889320 0.058400061 0.038202800 0.021006546
ncomp_4 0.016505392 0.035021432 0.053574610 0.063350311 0.061009231
ncomp_5 -0.156154776 -0.150650994 -0.129104863 -0.101854420 -0.078667083
1265 1270 1275 1280 1285
ncomp_1 -0.033045655 -0.0305519323 -0.0277654703 -0.0234515695 -0.01683205144
ncomp_2 -0.078061819 -0.0522369131 -0.0293517795 -0.0098072605 0.00567936852
ncomp_3 0.010048195 0.0050368537 0.0034580633 0.0024845481 0.00036110593
ncomp_4 0.049689972 0.0364975764 0.0284797342 0.0289470395 0.03632414246
ncomp_5 -0.065761557 -0.0644484430 -0.0711839939 -0.0793632203 -0.08188234338
1290 1295 1300 1305 1310
ncomp_1 -0.0077690552 0.0033548392 0.016077372 0.030320802 0.0464973158
ncomp_2 0.0162692983 0.0215925777 0.021985539 0.018204315 0.0108967849
ncomp_3 -0.0031464826 -0.0071350205 -0.010152097 -0.010540758 -0.0066046594
ncomp_4 0.0455178041 0.0509286012 0.049204148 0.040190094 0.0259689209
ncomp_5 -0.0737485435 -0.0535525509 -0.023600199 0.011211639 0.0449059677
1315 1320 1325 1330 1335
ncomp_1 0.06523192121 0.086597279 0.109224004 0.129668264 0.142987880
ncomp_2 -0.00004201066 -0.015356034 -0.035576029 -0.059561522 -0.083781465
ncomp_3 0.00345899880 0.021004720 0.046159086 0.076807330 0.108666115
ncomp_4 0.00837759791 -0.012529787 -0.038984041 -0.073976482 -0.119629462
ncomp_5 0.07207938428 0.089114649 0.095019024 0.091414059 0.082464082
1340 1345 1350 1355 1360
ncomp_1 0.143804291 0.127773756 0.092653938 0.039454786 -0.027766728
ncomp_2 -0.102031774 -0.106462674 -0.089532566 -0.047088783 0.019615737
ncomp_3 0.135695011 0.151679569 0.151722898 0.133698516 0.097919646
ncomp_4 -0.174648645 -0.233643769 -0.287007795 -0.322797792 -0.328215093
ncomp_5 0.074149901 0.073327048 0.085304492 0.111239980 0.145538971
1365 1370 1375 1380 1385
ncomp_1 -0.102025076 -0.173488948 -0.229015630 -0.253975933 -0.235518088
ncomp_2 0.102561236 0.187516290 0.256104455 0.291305437 0.282752767
ncomp_3 0.046798336 -0.015779278 -0.084396758 -0.152559947 -0.212421110
ncomp_4 -0.293852928 -0.217450586 -0.107480046 0.018046726 0.134628285
ncomp_5 0.176127584 0.187392738 0.166292594 0.109004643 0.025390344
1390 1395 1400 1405 1410
ncomp_1 -0.167202813 -0.053460129 0.087306825 0.224648314 0.324358874
ncomp_2 0.231056321 0.147596836 0.051888810 -0.035725614 -0.100445873
ncomp_3 -0.255404780 -0.273652695 -0.262422779 -0.221303814 -0.154963723
ncomp_4 0.219058241 0.256752499 0.247611291 0.204312963 0.146994712
ncomp_5 -0.062324801 -0.127704385 -0.150814926 -0.127614480 -0.071614657
1415 1420 1425 1430 1435
ncomp_1 0.359339460 0.319139625 0.213989980 0.072898330 -0.066452637
ncomp_2 -0.137515004 -0.150362059 -0.147204786 -0.135699518 -0.120577357
ncomp_3 -0.072749888 0.012830358 0.089251860 0.146498501 0.179003739
ncomp_4 0.094768799 0.059602418 0.042924835 0.037827848 0.033641236
ncomp_5 -0.008851279 0.034805426 0.044534179 0.023583616 -0.010472697
1440 1445 1450 1455 1460
ncomp_1 -0.170172635 -0.2188820257 -0.210811336 -0.159975315 -0.089151408
ncomp_2 -0.102976812 -0.0833620091 -0.063461917 -0.047034525 -0.038005050
ncomp_3 0.186303123 0.1727525425 0.145187451 0.110646887 0.074505985
ncomp_4 0.021273022 -0.0035579036 -0.039150005 -0.078929442 -0.113659467
ncomp_5 -0.033816212 -0.0282264980 0.012759682 0.081555069 0.161216902
1465 1470 1475 1480 1485
ncomp_1 -0.021980804 0.0243948679 0.042209073 0.033076587 0.0056272509
ncomp_2 -0.038513470 -0.0472982886 -0.059782523 -0.069515573 -0.0703304775
ncomp_3 0.040063106 0.0084575781 -0.020057331 -0.045128057 -0.0653966447
ncomp_4 -0.134112797 -0.1338449634 -0.111259170 -0.070302415 -0.0193461660
ncomp_5 0.231089694 0.2740380735 0.279841743 0.246960022 0.1812869485
1490 1495 1500 1505 1510
ncomp_1 -0.027442536 -0.0533033001 -0.0626213947 -0.052043307 -0.024648378
ncomp_2 -0.058046870 -0.0309803191 0.0098876958 0.060910008 0.115751807
ncomp_3 -0.078680197 -0.0819938908 -0.0727260547 -0.049810973 -0.015163163
ncomp_4 0.030925758 0.0706790964 0.0937098838 0.098809019 0.088643154
ncomp_5 0.094786746 0.0016230218 -0.0852932804 -0.156941425 -0.208034339
1515 1520 1525 1530 1535
ncomp_1 0.011561056 0.046482178 0.0714668631 0.081884053 0.077939910
ncomp_2 0.166200218 0.203162970 0.2184439609 0.207018703 0.169254854
ncomp_3 0.026257012 0.066783878 0.0980592289 0.113393489 0.110211654
ncomp_4 0.067666897 0.039945721 0.0079505308 -0.027190622 -0.064051140
ncomp_5 -0.236210354 -0.240073656 -0.2178265276 -0.167960823 -0.092288103
1540 1545 1550 1555 1560
ncomp_1 0.0630753574 0.041921442 0.018440995 -0.0045097058 -0.016082660
ncomp_2 0.1112508145 0.043457587 -0.021699389 -0.0726643274 -0.100589204
ncomp_3 0.0904452639 0.059843168 0.026088818 -0.0030447203 -0.019274552
ncomp_4 -0.0991660941 -0.127125850 -0.142033871 -0.1401040975 -0.139568626
ncomp_5 0.0012693111 0.098701079 0.182303941 0.2357345485 0.266263019
1565
ncomp_1 -0.027126327
ncomp_2 -0.120805332
ncomp_3 -0.032160129
ncomp_4 -0.131384763
ncomp_5 0.281564182
$fitted_y
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
1 0.4567523541 0.31243961 0.024002203 0.429666268 0.47038961
2 -0.3932383971 -1.02831979 0.250508889 0.863320913 0.17989370
3 1.0606646522 2.40264042 1.365597642 2.183627587 2.57224950
4 3.1966270887 3.00282280 2.500690988 2.282525445 1.99711022
6 3.3563642194 1.62014438 2.066043974 2.476322194 2.96815442
7 0.7676771018 1.59661980 2.483268042 2.506256052 1.93103865
8 1.8837335836 1.11514253 0.666703480 1.362210168 0.33233138
9 -0.0942782856 -0.99821433 -0.392855233 -0.080674977 -0.27880787
10 10.0920972455 8.54946586 8.336592891 8.092843232 7.30087504
11 12.9652922288 15.02218154 13.003562915 14.271170183 13.10755488
12 10.7845990552 8.63894299 7.273111870 8.368213433 8.54563300
14 8.7964618262 5.69333664 2.199151009 2.420801741 1.93244815
15 9.4479169838 7.96451111 6.462942399 6.802713695 6.49754472
16 7.6608958157 5.62431250 3.866771819 2.254982891 0.33198915
17 12.6510537433 11.76523865 10.844424669 11.458788372 12.08117221
18 6.4129206955 11.34343385 8.659079564 8.483259254 9.20182834
19 -0.7494591841 -2.74608728 0.332292506 0.199176416 -0.30482162
20 0.8715014994 -2.28414979 -1.002260050 -0.273458922 -1.06440129
22 1.4394869820 0.85551860 -0.123511617 -1.529133385 -2.46910591
23 2.4856919633 3.20698415 1.474847704 1.046732609 1.42964523
24 2.7495523058 4.62799624 1.589256746 1.196381380 1.08415794
25 0.0061474058 1.60864337 -1.470524867 -1.097012566 0.12907958
26 10.1493920751 14.05218680 15.373467171 14.915951765 12.95082339
27 9.3511812708 13.31809346 14.920303267 14.423351593 13.31481567
28 4.8724430285 4.35909438 4.881395646 3.814118336 5.63840951
29 4.5010210025 4.31904605 5.111947473 4.084642164 6.44398082
31 6.9775060526 7.92121000 10.225524389 9.420286705 10.52264929
32 5.8385927537 6.05820479 8.443411428 7.970374006 8.74126800
33 7.9309189670 9.94701134 12.433068247 13.522961025 13.01165528
34 7.4368535933 9.77863428 12.551130662 13.597407981 13.91525607
35 10.5062852844 11.26201628 11.964023426 11.643836499 11.13848849
36 11.8919882604 10.08069147 11.167810121 11.967908326 14.01623109
37 14.3798722593 11.24839342 12.128018500 11.594584539 10.86085623
38 12.5355848142 12.00214054 13.335807945 12.648089968 12.05434146
39 13.0098532373 13.05782131 13.354873919 13.635140709 14.70377894
40 10.7120465176 10.64385204 9.641520267 8.984634402 10.65348673
$cal_error
ncomp cal_set_error max_residuals
ncomp_1 1 3.1760297 8.7564618
ncomp_2 2 2.4887627 5.6533366
ncomp_3 3 1.7840773 3.5855753
ncomp_4 4 1.6260552 4.0258817
ncomp_5 5 1.2463714 2.5524451
$y_quantiles
0% 25% 50% 75% 100%
0.020 0.710 7.395 11.438 15.660
$explained_variance
$explained_variance$x_variance
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
pls_var 1.03003371 0.56751748 0.24590028 0.183861163 0.051353357
x_expl_var 0.43226177 0.23816319 0.10319399 0.077158787 0.021550841
x_expl_var_cum 0.43226177 0.67042496 0.77361895 0.850777734 0.872328575
$explained_variance$y_variance
ncomp_1 ncomp_2 ncomp_3 ncomp_4 ncomp_5
y_explained_variance 0.68678303 0.80767172 0.90116665 0.91789932 0.95176401
The refitted model is printed correctly
Code
print(model_xy_copy)
Output
Modeling response: CBDA
Range: 0.02 - 15.7
Final number of observations: 36
Number of predictors: 106
Pre-processing:
Spectral preprocessing recipe (device: "unspecified"):
- Step 1: prep_resample
min_wav: 1005; max_wav: 1600; resolution: 5
- Step 2: prep_derivative
m: 2; w: 9; p: 5; algorithm: 'nwp'
- Step 3: prep_snv
- Step 4: prep_smooth
w: 5; algorithm: 'moving-average'
Method: PLS (standard)
Total number of factors considered: 5
Final number of pls factors: 4
Tuning parameter: Coefficient of determination (rsq)
Validation: None
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