library(plyr)
## Warning: package 'plyr' was built under R version 3.6.1
mydata<-read.csv("C:\\Users\\SHABANA A T\\Desktop\\Data Science\\wine.csv")
View(mydata)
attach(mydata)
cor(mydata)
## Alcohol Malic Ash Alcalinity
## Alcohol 1.00000000 0.09439694 0.211544596 -0.31023514
## Malic 0.09439694 1.00000000 0.164045470 0.28850040
## Ash 0.21154460 0.16404547 1.000000000 0.44336719
## Alcalinity -0.31023514 0.28850040 0.443367187 1.00000000
## Magnesium 0.27079823 -0.05457510 0.286586691 -0.08333309
## Phenols 0.28910112 -0.33516700 0.128979538 -0.32111332
## Flavanoids 0.23681493 -0.41100659 0.115077279 -0.35136986
## Nonflavanoids -0.15592947 0.29297713 0.186230446 0.36192172
## Proanthocyanins 0.13669791 -0.22074619 0.009651935 -0.19732684
## Color 0.54636420 0.24898534 0.258887259 0.01873198
## Hue -0.07174720 -0.56129569 -0.074666889 -0.27395522
## Dilution 0.07234319 -0.36871043 0.003911231 -0.27676855
## Proline 0.64372004 -0.19201056 0.223626264 -0.44059693
## Magnesium Phenols Flavanoids Nonflavanoids
## Alcohol 0.27079823 0.28910112 0.2368149 -0.1559295
## Malic -0.05457510 -0.33516700 -0.4110066 0.2929771
## Ash 0.28658669 0.12897954 0.1150773 0.1862304
## Alcalinity -0.08333309 -0.32111332 -0.3513699 0.3619217
## Magnesium 1.00000000 0.21440123 0.1957838 -0.2562940
## Phenols 0.21440123 1.00000000 0.8645635 -0.4499353
## Flavanoids 0.19578377 0.86456350 1.0000000 -0.5378996
## Nonflavanoids -0.25629405 -0.44993530 -0.5378996 1.0000000
## Proanthocyanins 0.23644061 0.61241308 0.6526918 -0.3658451
## Color 0.19995001 -0.05513642 -0.1723794 0.1390570
## Hue 0.05539820 0.43368134 0.5434786 -0.2626396
## Dilution 0.06600394 0.69994936 0.7871939 -0.5032696
## Proline 0.39335085 0.49811488 0.4941931 -0.3113852
## Proanthocyanins Color Hue Dilution
## Alcohol 0.136697912 0.54636420 -0.07174720 0.072343187
## Malic -0.220746187 0.24898534 -0.56129569 -0.368710428
## Ash 0.009651935 0.25888726 -0.07466689 0.003911231
## Alcalinity -0.197326836 0.01873198 -0.27395522 -0.276768549
## Magnesium 0.236440610 0.19995001 0.05539820 0.066003936
## Phenols 0.612413084 -0.05513642 0.43368134 0.699949365
## Flavanoids 0.652691769 -0.17237940 0.54347857 0.787193902
## Nonflavanoids -0.365845099 0.13905701 -0.26263963 -0.503269596
## Proanthocyanins 1.000000000 -0.02524993 0.29554425 0.519067096
## Color -0.025249931 1.00000000 -0.52181319 -0.428814942
## Hue 0.295544253 -0.52181319 1.00000000 0.565468293
## Dilution 0.519067096 -0.42881494 0.56546829 1.000000000
## Proline 0.330416700 0.31610011 0.23618345 0.312761075
## Proline
## Alcohol 0.6437200
## Malic -0.1920106
## Ash 0.2236263
## Alcalinity -0.4405969
## Magnesium 0.3933508
## Phenols 0.4981149
## Flavanoids 0.4941931
## Nonflavanoids -0.3113852
## Proanthocyanins 0.3304167
## Color 0.3161001
## Hue 0.2361834
## Dilution 0.3127611
## Proline 1.0000000
dim(mydata)
## [1] 178 13
summary(mydata)
## Alcohol Malic Ash Alcalinity
## Min. :11.03 Min. :0.740 Min. :1.360 Min. :10.60
## 1st Qu.:12.36 1st Qu.:1.603 1st Qu.:2.210 1st Qu.:17.20
## Median :13.05 Median :1.865 Median :2.360 Median :19.50
## Mean :13.00 Mean :2.336 Mean :2.367 Mean :19.49
## 3rd Qu.:13.68 3rd Qu.:3.083 3rd Qu.:2.558 3rd Qu.:21.50
## Max. :14.83 Max. :5.800 Max. :3.230 Max. :30.00
## Magnesium Phenols Flavanoids Nonflavanoids
## Min. : 70.00 Min. :0.980 Min. :0.340 Min. :0.1300
## 1st Qu.: 88.00 1st Qu.:1.742 1st Qu.:1.205 1st Qu.:0.2700
## Median : 98.00 Median :2.355 Median :2.135 Median :0.3400
## Mean : 99.74 Mean :2.295 Mean :2.029 Mean :0.3619
## 3rd Qu.:107.00 3rd Qu.:2.800 3rd Qu.:2.875 3rd Qu.:0.4375
## Max. :162.00 Max. :3.880 Max. :5.080 Max. :0.6600
## Proanthocyanins Color Hue Dilution
## Min. :0.410 Min. : 1.280 Min. :0.4800 Min. :1.270
## 1st Qu.:1.250 1st Qu.: 3.220 1st Qu.:0.7825 1st Qu.:1.938
## Median :1.555 Median : 4.690 Median :0.9650 Median :2.780
## Mean :1.591 Mean : 5.058 Mean :0.9574 Mean :2.612
## 3rd Qu.:1.950 3rd Qu.: 6.200 3rd Qu.:1.1200 3rd Qu.:3.170
## Max. :3.580 Max. :13.000 Max. :1.7100 Max. :4.000
## Proline
## Min. : 278.0
## 1st Qu.: 500.5
## Median : 673.5
## Mean : 746.9
## 3rd Qu.: 985.0
## Max. :1680.0
pca1<-princomp(mydata,cor =TRUE)
pca1
## Call:
## princomp(x = mydata, cor = TRUE)
##
## Standard deviations:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7
## 2.1692972 1.5801816 1.2025273 0.9586313 0.9237035 0.8010350 0.7423128
## Comp.8 Comp.9 Comp.10 Comp.11 Comp.12 Comp.13
## 0.5903367 0.5374755 0.5009017 0.4751722 0.4108165 0.3215244
##
## 13 variables and 178 observations.
summary(pca1)
## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 2.1692972 1.5801816 1.2025273 0.9586313 0.92370351
## Proportion of Variance 0.3619885 0.1920749 0.1112363 0.0706903 0.06563294
## Cumulative Proportion 0.3619885 0.5540634 0.6652997 0.7359900 0.80162293
## Comp.6 Comp.7 Comp.8 Comp.9
## Standard deviation 0.80103498 0.74231281 0.59033665 0.53747553
## Proportion of Variance 0.04935823 0.04238679 0.02680749 0.02222153
## Cumulative Proportion 0.85098116 0.89336795 0.92017544 0.94239698
## Comp.10 Comp.11 Comp.12 Comp.13
## Standard deviation 0.50090167 0.47517222 0.41081655 0.321524394
## Proportion of Variance 0.01930019 0.01736836 0.01298233 0.007952149
## Cumulative Proportion 0.96169717 0.97906553 0.99204785 1.000000000
str(pca1)
## List of 7
## $ sdev : Named num [1:13] 2.169 1.58 1.203 0.959 0.924 ...
## ..- attr(*, "names")= chr [1:13] "Comp.1" "Comp.2" "Comp.3" "Comp.4" ...
## $ loadings: 'loadings' num [1:13, 1:13] 0.14433 -0.24519 -0.00205 -0.23932 0.14199 ...
## ..- attr(*, "dimnames")=List of 2
## .. ..$ : chr [1:13] "Alcohol" "Malic" "Ash" "Alcalinity" ...
## .. ..$ : chr [1:13] "Comp.1" "Comp.2" "Comp.3" "Comp.4" ...
## $ center : Named num [1:13] 13 2.34 2.37 19.49 99.74 ...
## ..- attr(*, "names")= chr [1:13] "Alcohol" "Malic" "Ash" "Alcalinity" ...
## $ scale : Named num [1:13] 0.81 1.114 0.274 3.33 14.242 ...
## ..- attr(*, "names")= chr [1:13] "Alcohol" "Malic" "Ash" "Alcalinity" ...
## $ n.obs : int 178
## $ scores : num [1:178, 1:13] 3.32 2.21 2.52 3.76 1.01 ...
## ..- attr(*, "dimnames")=List of 2
## .. ..$ : NULL
## .. ..$ : chr [1:13] "Comp.1" "Comp.2" "Comp.3" "Comp.4" ...
## $ call : language princomp(x = mydata, cor = TRUE)
## - attr(*, "class")= chr "princomp"
loadings(pca1)
##
## Loadings:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## Alcohol 0.144 0.484 0.207 0.266 0.214 0.396
## Malic -0.245 0.225 -0.537 0.537 -0.421
## Ash 0.316 -0.626 0.214 0.143 0.154 0.149 -0.170
## Alcalinity -0.239 -0.612 -0.101 0.287 0.428
## Magnesium 0.142 0.300 -0.131 0.352 -0.727 -0.323 -0.156
## Phenols 0.395 -0.146 -0.198 0.149 -0.406
## Flavanoids 0.423 -0.151 -0.152 0.109 -0.187
## Nonflavanoids -0.299 -0.170 0.203 0.501 -0.259 -0.595 -0.233
## Proanthocyanins 0.313 -0.149 -0.399 -0.137 -0.534 -0.372 0.368
## Color 0.530 0.137 -0.419 0.228
## Hue 0.297 -0.279 0.428 0.174 0.106 -0.232 0.437
## Dilution 0.376 -0.164 -0.166 -0.184 0.101 0.266
## Proline 0.287 0.365 0.127 0.232 0.158 0.120 0.120
## Comp.9 Comp.10 Comp.11 Comp.12 Comp.13
## Alcohol 0.509 0.212 0.226 0.266
## Malic -0.309 -0.122
## Ash -0.308 0.499 -0.141
## Alcalinity 0.200 -0.479
## Magnesium 0.271
## Phenols 0.286 -0.320 -0.304 0.304 -0.464
## Flavanoids -0.163 0.832
## Nonflavanoids 0.196 0.216 -0.117 0.114
## Proanthocyanins -0.209 0.134 0.237 -0.117
## Color -0.291 -0.604
## Hue -0.522 -0.259
## Dilution 0.137 0.524 -0.601 -0.157
## Proline -0.576 0.162 -0.539
##
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## SS loadings 1.000 1.000 1.000 1.000 1.000 1.000 1.000 1.000
## Proportion Var 0.077 0.077 0.077 0.077 0.077 0.077 0.077 0.077
## Cumulative Var 0.077 0.154 0.231 0.308 0.385 0.462 0.538 0.615
## Comp.9 Comp.10 Comp.11 Comp.12 Comp.13
## SS loadings 1.000 1.000 1.000 1.000 1.000
## Proportion Var 0.077 0.077 0.077 0.077 0.077
## Cumulative Var 0.692 0.769 0.846 0.923 1.000
windows()
plot(pca1)
pca1$scores
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## [1,] 3.31675081 1.44346263 0.165739045 0.215631188 -0.6930428406
## [2,] 2.20946492 -0.33339289 2.026457374 0.291358318 0.2576546345
## [3,] 2.51674015 1.03115130 -0.982818670 -0.724902309 0.2510331182
## [4,] 3.75706561 2.75637191 0.176191842 -0.567983308 0.3118415912
## [5,] 1.00890849 0.86983082 -2.026688219 0.409765788 -0.2984575030
## [6,] 3.05025392 2.12240111 0.629395827 0.515637495 0.6320187338
## [7,] 2.44908967 1.17485013 0.977094891 0.065830505 1.0277619090
## [8,] 2.05943687 1.60896307 -0.146281883 1.192608010 -0.0769034938
## [9,] 2.51087430 0.91807096 1.770969027 -0.056270361 0.8922569767
## [10,] 2.75362819 0.78943767 0.984247490 -0.349381568 0.4685530755
## [11,] 3.47973668 1.30233324 0.422735217 -0.026841760 0.3383747782
## [12,] 1.75475290 0.61197723 1.190878320 0.890164338 0.7385726591
## [13,] 2.11346234 0.67570634 0.865086426 0.356438010 1.2099287234
## [14,] 3.45815682 1.13062988 1.204276353 -0.162458063 2.0231268080
## [15,] 4.31278391 2.09597558 1.263912752 -0.305773190 1.0296926129
## [16,] 2.30518820 1.66255173 -0.217902616 1.440590027 0.4695501036
## [17,] 2.17195527 2.32730534 -0.831729866 0.912601275 0.0001149404
## [18,] 1.89897118 1.63136888 -0.794913792 1.082380388 0.4387052138
## [19,] 3.54198508 2.51834367 0.485458508 0.910322807 1.1530793383
## [20,] 2.08452220 1.06113799 0.164746678 -0.484997419 -0.8825113544
## [21,] 3.12440254 0.78689711 0.364887083 0.025561691 -0.9724136023
## [22,] 1.08657007 0.24174355 -0.936961600 -1.029909841 -0.3159716952
## [23,] 2.53522408 -0.09184062 0.311932659 0.048391236 0.4295815581
## [24,] 1.64498834 -0.51627893 -0.143885095 0.413720024 0.3757199648
## [25,] 1.76157587 -0.31714893 -0.890285647 0.115115611 0.5566684221
## [26,] 0.99007910 0.94066734 -3.820908008 1.321561198 -0.1590047086
## [27,] 1.77527763 0.68617513 0.086700406 0.232906780 1.1429426878
## [28,] 1.23542396 -0.08980704 1.386896545 0.495682720 0.3759413985
## [29,] 2.18840633 0.68956962 -1.394566881 0.777491811 0.8105840689
## [30,] 2.25610898 0.19146194 1.092657258 -0.286152299 0.4830732567
## [31,] 2.50022003 1.24083383 -1.386017855 0.366865220 0.6223328641
## [32,] 2.67741105 1.47187365 0.332261728 0.349353875 0.0865943288
## [33,] 1.62857912 0.05270445 0.167128706 0.749314246 0.6360627488
## [34,] 1.90269086 1.63306043 -1.172082119 2.340429039 0.1868140519
## [35,] 1.41038853 0.69793432 -0.479743025 1.060086216 -0.0991607444
## [36,] 1.90382623 0.17671095 -0.450835040 -0.284113552 0.1629494453
## [37,] 1.38486223 0.65863985 -0.458438581 1.284658151 0.2050115905
## [38,] 1.12220741 0.11410976 0.039107277 0.956401223 0.3422112351
## [39,] 1.50219450 -0.76943201 1.426177346 0.757508093 0.1658441349
## [40,] 2.52980109 1.80300198 0.343152389 -1.186974296 -1.2978957091
## [41,] 2.58809543 0.77961630 0.118477466 -0.475971440 -0.4033220159
## [42,] 0.66848199 0.16996094 0.783362548 -1.313083777 0.3717634179
## [43,] 3.07080699 1.15591896 0.312758084 -0.550284635 0.3041256526
## [44,] 0.46220914 0.33074213 0.201476496 -1.436493863 -0.2832248773
## [45,] 2.10135193 -0.07100892 0.655849415 -0.757744839 -0.4715377264
## [46,] 1.13616618 1.77710739 -0.028705736 -0.691831212 0.0609242058
## [47,] 2.72660096 1.19133469 0.539773261 -1.389550674 0.4968945883
## [48,] 2.82133927 0.64625860 1.155552411 -0.987662912 0.0099770177
## [49,] 2.00985085 1.24702946 0.057293988 -0.230643107 0.3846510705
## [50,] 2.70749130 1.75196741 0.643113612 0.100231520 0.4947130319
## [51,] 3.21491747 0.16699199 1.973571680 -1.120683939 -0.0122781973
## [52,] 2.85895983 0.74527880 -0.004719502 0.215276557 0.7588084943
## [53,] 3.50560436 1.61273386 0.520774530 -0.106536424 0.6016844439
## [54,] 2.22479138 1.87516800 -0.339549850 1.206966579 0.5766442488
## [55,] 2.14698782 1.01675154 0.957762762 0.240318190 -0.8801045044
## [56,] 2.46932948 1.32900831 -0.513437453 -0.255348621 -0.9121401022
## [57,] 2.74151791 1.43654878 0.612473396 -0.205747441 -0.4342638634
## [58,] 2.17374092 1.21219984 -0.261779593 0.504426086 0.6954218130
## [59,] 3.13938015 1.73157912 0.285661413 -0.230567212 -0.0750408361
## [60,] -0.92858197 -3.07348616 4.585064007 1.051844391 -0.4571241235
## [61,] -1.54248014 -1.38144351 0.874683112 2.890119746 0.9780083247
## [62,] -1.83624976 -0.82998412 1.605702186 1.452104853 0.2940757974
## [63,] 0.03060683 -1.26278614 1.784408010 1.206576071 0.3936043221
## [64,] 2.05026161 -1.92503260 0.007368777 -0.721321903 0.0811266485
## [65,] -0.60968083 -1.90805881 -0.679357938 2.153076091 0.0499025512
## [66,] 0.90022784 -0.76391147 -0.573361302 0.679361634 0.1426330485
## [67,] 2.24850719 -1.88459248 2.031840193 -1.407627234 0.7320069560
## [68,] 0.18338403 -2.42714611 1.069745560 -0.127417972 0.5345735591
## [69,] -0.81280503 -0.22051399 0.707005396 2.488989578 0.5835598311
## [70,] 1.97562050 -1.40328323 1.238276220 1.152306489 -4.1866567422
## [71,] -1.57221622 -0.88498314 0.628997950 1.171846407 -0.9653445698
## [72,] 1.65768181 -0.95671220 -1.952584217 -0.152208912 0.7871611831
## [73,] -0.72537239 -1.06364540 -0.080332229 0.076019431 0.1801657704
## [74,] 2.56222717 0.26019855 -3.374393962 0.979399432 -1.9807986006
## [75,] 1.83256757 -1.28787820 -0.458280027 -0.171350754 -1.0012222334
## [76,] -0.86799290 -2.44410119 1.563333179 0.831459859 -0.7079799805
## [77,] 0.37001440 -2.15390698 2.449386348 0.126159044 -0.0952998423
## [78,] -1.45737704 -1.38335177 0.227306902 0.696356870 -1.0673621826
## [79,] 1.26293085 -0.77084953 1.184224517 0.925882244 -2.6135930447
## [80,] 0.37615037 -1.02704340 -1.794466295 -0.978544527 0.1365691883
## [81,] 0.76206390 -3.37505381 0.357470056 0.366732915 0.1544405727
## [82,] 1.03457797 -1.45070974 0.363011773 -0.296595780 0.3058872374
## [83,] -0.49487676 -2.38124353 -1.335743176 1.040978844 1.0421266341
## [84,] -2.53897708 -0.08744336 -0.474251393 -0.758601454 1.1278164753
## [85,] 0.83532015 -1.47367055 -0.610093576 -0.582951878 -0.8991847836
## [86,] 0.78790461 -2.02662652 0.254723404 0.809418080 -0.2588525423
## [87,] -0.80683216 -2.23383039 -0.772855797 1.013715747 0.2918622987
## [88,] -0.55804262 -2.37298543 -2.307611404 1.035320306 0.4769395080
## [89,] -1.11511104 -1.80224719 -0.959253308 0.331283791 0.7315100619
## [90,] -0.55572283 -2.65754004 -0.849126898 0.003197641 1.3462570019
## [91,] -1.34928528 -2.11800147 0.047652321 0.466250567 0.8905459730
## [92,] -1.56448261 -1.85221452 -0.781067031 0.605079391 0.5164653652
## [93,] -1.93255561 -1.55949546 0.089274676 0.522569357 1.1736975708
## [94,] 0.74666594 -2.31293171 -0.114679769 -1.248538704 -0.2629368745
## [95,] 0.95745536 -2.22352843 -0.142444774 -0.314042947 -0.9441427117
## [96,] 2.54386518 0.16927402 -0.788696991 1.032837043 -3.7310792052
## [97,] -0.54395259 -0.36892655 -1.308895932 1.277998559 -3.3467907153
## [98,] 1.03104975 -2.56556935 1.086390174 -0.263860985 0.1898440150
## [99,] 2.25190942 -1.43274138 0.230208244 -0.921171097 0.2399229318
## [100,] 1.41021602 -2.16619177 -0.748896411 -1.195611188 0.7098572125
## [101,] 0.79771979 -2.37694880 1.568112531 0.034816360 -0.6170913971
## [102,] -0.54953173 -2.29312864 1.498935323 0.307038671 -0.3260109343
## [103,] -0.16117374 -1.16448332 -1.003713103 -0.661686224 -0.3011851417
## [104,] -0.65979494 -2.67996119 0.764920868 -0.469954774 -0.1444703846
## [105,] 0.39235441 -2.09873171 0.471850008 -0.437056575 0.3038104546
## [106,] -1.77249908 -1.71728847 -0.947033174 -0.259512586 1.0048254911
## [107,] -0.36626736 -2.16935330 0.481324235 -0.398400462 0.4690513137
## [108,] -1.62067257 -1.35558339 -0.287159001 0.026024546 0.5693525483
## [109,] 0.08253578 -2.30623459 0.463574989 -0.890351023 -0.3405765516
## [110,] 1.57827507 -1.46203429 -1.779645955 -0.613584424 -0.2879817363
## [111,] 1.42056925 -1.41820664 -0.139275829 -3.430539461 -2.1968843368
## [112,] -0.27870275 -1.93056809 -0.078670553 -0.928520741 -0.2614957782
## [113,] -1.30314497 -0.76317231 -1.999596510 1.725835880 0.7349062729
## [114,] -0.45707187 -2.26941561 -1.061338968 0.837432054 0.3234508413
## [115,] -0.49418585 -1.93904505 -1.323938072 0.061597248 0.8489075289
## [116,] 0.48207441 -3.87178385 -1.344271223 0.899910492 0.9323577262
## [117,] -0.25288888 -2.82149237 0.302639785 -0.457967101 -0.3710872502
## [118,] -0.10722764 -1.92892204 -0.690148243 0.273722484 -1.0710969307
## [119,] -2.43301260 -1.25714104 1.903027404 -0.869731905 0.4681426341
## [120,] -0.55108954 -2.22216155 0.356228830 -1.363319887 -0.2167155978
## [121,] 0.73962193 -1.40895667 -1.125345492 -1.205111468 -0.4299212329
## [122,] 1.33632173 0.25333693 -5.345388179 -0.239037513 -0.2365025484
## [123,] -1.17708700 -0.66396684 -3.010221888 -1.166136956 -0.3327286863
## [124,] -0.46233501 -0.61828818 -0.483442366 -3.576724357 -0.1288214476
## [125,] 0.97847408 -1.44557050 -1.481236975 -3.790335091 -0.4998102585
## [126,] -0.09680973 -2.10999799 -0.434826116 -1.054695279 0.3114444264
## [127,] 0.03848715 -1.26676211 -0.687577913 -1.272884184 0.3530521799
## [128,] -1.59715850 -1.20814357 -3.361175555 0.219277553 0.6407634332
## [129,] -0.47956492 -1.93884066 -1.296507519 -0.686976225 0.0604852194
## [130,] -1.79283347 -1.15028810 -0.782800173 -1.478778966 0.5042179729
## [131,] -1.32710166 0.17038923 1.180013355 1.501709806 -2.3052903262
## [132,] -2.38450083 0.37458261 0.723822595 0.308194983 -1.3396319848
## [133,] -2.93694010 0.26386183 0.167639816 0.408773422 -1.0878060614
## [134,] -2.14681113 0.36825495 0.453301301 -0.048527565 -1.7266320466
## [135,] -2.36986949 -0.45963481 1.101399789 0.856777335 1.0670065395
## [136,] -3.06384157 0.35341284 1.099124104 0.740398132 0.7377080340
## [137,] -3.91575378 0.15458252 -0.221827800 0.009068327 0.3627287364
## [138,] -3.93646339 0.65968723 -1.712215419 -0.545483801 0.5373248152
## [139,] -3.09427612 0.34884276 1.026831413 0.071349208 1.0593498571
## [140,] -2.37447163 0.29198035 -1.241914333 0.748805540 0.4155791128
## [141,] -2.77881295 0.28680487 -0.609670124 0.879346886 0.5544239361
## [142,] -2.28656128 0.37250784 0.971643032 0.371437736 0.3380923682
## [143,] -2.98563349 0.48921791 -0.946952932 1.036225586 0.5851467430
## [144,] -2.37519470 0.48233372 0.252883994 -0.671149264 0.6280919050
## [145,] -2.20986553 1.16005250 1.245125226 -0.318838188 -1.6886933981
## [146,] -2.62562100 0.56316076 0.855961082 -0.275684026 -0.6511122082
## [147,] -4.28063878 0.64967096 1.458196962 -1.128164302 0.3595542500
## [148,] -3.58264137 1.27270275 0.110784038 -1.049909045 0.5235518996
## [149,] -2.80706372 1.57053379 0.472527935 -0.627358450 0.2601729969
## [150,] -2.89965933 2.04105701 0.495959810 -0.471155615 -1.4388772091
## [151,] -2.32073698 2.35636608 -0.437681744 0.052259776 -2.2344271941
## [152,] -2.54983095 2.04528309 0.312267999 -0.386971682 -1.8475226162
## [153,] -1.81254128 1.52764595 -1.362589782 0.189395906 -1.7493871973
## [154,] -2.76014464 2.13893235 0.964628688 -0.668386112 0.4770416926
## [155,] -2.73715050 0.40988627 1.190404684 0.663045204 -0.4590367767
## [156,] -3.60486887 1.80238422 0.094036861 -1.268840474 0.6094653319
## [157,] -2.88982600 1.92521861 0.782322556 -1.324725401 0.5712429548
## [158,] -3.39215608 1.31187639 -1.602025969 0.482842144 0.6708713845
## [159,] -1.04818190 3.51508969 -1.160038566 -0.935329394 0.8994485346
## [160,] -1.60991228 2.40663816 -0.548559697 -0.754309684 0.9952068462
## [161,] -3.14313097 0.73816104 0.090998724 -0.980647845 0.4098135189
## [162,] -2.24015690 1.17546529 0.101376932 1.165278716 0.2644492922
## [163,] -2.84767378 0.55604397 -0.804215218 0.897888066 0.2548013167
## [164,] -2.59749706 0.69796554 0.884939521 0.274228748 -0.7722354972
## [165,] -2.94929937 1.55530896 0.983400727 -0.015480347 0.3640821105
## [166,] -3.53003227 0.88252680 0.466029128 -0.580789625 0.6689597200
## [167,] -2.40611054 2.59235618 -0.428226211 0.184335092 -0.4476611238
## [168,] -2.92908473 1.27444695 1.213358272 -0.295316047 0.2673499276
## [169,] -2.18141278 2.07753731 -0.763782552 0.389593322 -0.3598736020
## [170,] -2.38092779 2.58866743 -1.418044029 -0.588501936 -1.1279968090
## [171,] -3.21161722 -0.25124910 0.847129152 0.217065355 -0.6090952147
## [172,] -3.67791872 0.84774784 1.339420231 0.125175865 0.4861119327
## [173,] -2.46555580 2.19379830 0.918780960 -0.018024995 0.7012095216
## [174,] -3.37052415 2.21628914 0.342569512 -1.058526839 0.5741638992
## [175,] -2.60195585 1.75722935 -0.207581355 -0.349496422 -0.2550631777
## [176,] -2.67783946 2.76089913 0.940941877 -0.312034746 -1.2713550030
## [177,] -2.38701709 2.29734668 0.550696197 0.688284548 -0.8139552190
## [178,] -3.20875816 2.76891957 -1.013913664 -0.596903186 0.8951925880
## Comp.6 Comp.7 Comp.8 Comp.9 Comp.10
## [1,] 0.22388013 -0.596426546 -0.0651390947 0.641442706 1.020955853
## [2,] 0.92712024 -0.053775613 -1.0244159502 -0.308846753 0.159701372
## [3,] -0.54927605 -0.424205451 0.3442161311 -1.177834471 0.113360857
## [4,] -0.11443100 0.383337297 -0.6435934984 0.052544421 0.239412605
## [5,] 0.40651960 -0.444074463 -0.4167004701 0.326819165 -0.078366482
## [6,] -0.12343056 -0.401653758 -0.3948934210 -0.152146076 -0.101995816
## [7,] 0.62012074 -0.052890728 0.3719338618 -0.457015855 1.016563459
## [8,] 1.43980622 -0.032375592 -0.2329789537 0.123370316 0.735600047
## [9,] 0.12918105 -0.125285071 0.4995779043 0.606589198 0.174106613
## [10,] -0.16339165 0.874352245 -0.1505795029 0.230489152 0.179420103
## [11,] 0.18290163 -0.248162384 1.2066109660 -0.524573974 -0.214537585
## [12,] 0.55305525 0.434266241 0.9851265371 -0.474030480 0.220282780
## [13,] 0.21507612 0.242597176 0.4615063644 -0.878813390 -0.096505364
## [14,] -0.74578083 -1.475773419 0.3803857560 -0.025702147 -0.244652612
## [15,] -0.79564291 -0.999970947 0.4048914077 -0.840342538 -0.364432906
## [16,] 0.42221340 0.180967502 -0.0841166995 -0.404457915 -0.799655128
## [17,] 0.06652931 -0.109487782 0.3994347979 0.061055286 0.019513856
## [18,] -0.36493081 -0.091646569 -0.1128402573 0.382033275 -0.401320934
## [19,] -0.30387702 0.033464213 0.0356001185 -0.441566009 -0.784576972
## [20,] 1.39301770 0.102472181 -0.5799152653 0.058752801 -0.150049302
## [21,] 0.10692176 -0.264762491 -0.1856014155 1.318462308 0.362091221
## [22,] 1.21101490 -0.296931698 0.1064512808 -0.572699212 -0.092432608
## [23,] 1.01494311 0.127769647 0.0766140508 0.108262737 0.825518134
## [24,] 0.78450552 0.668402184 -0.1952654412 -0.692402357 0.471682447
## [25,] 0.89874887 0.623550863 0.3422738429 0.094983936 0.666430309
## [26,] 0.26512824 -0.481907331 -0.0948914846 0.110393377 0.465958713
## [27,] 0.57147449 0.458028272 -0.9087210467 -0.742263017 0.442543957
## [28,] 0.60808818 0.363010313 0.2364882178 -0.734793791 0.299431850
## [29,] 0.60207244 -0.117932747 0.0747956816 0.459743634 -0.028106620
## [30,] 0.33523354 0.158350321 0.4700642996 0.137502014 0.802359226
## [31,] -0.58245518 0.415997748 1.0594353591 -0.538395411 -0.320736731
## [32,] -0.16482980 0.534241930 0.5318060401 -0.787517986 -0.218981918
## [33,] 0.04431850 -0.980329594 0.4990707261 0.131529070 0.165569891
## [34,] 0.32798776 -0.983933266 -0.5126440334 0.711721720 0.099608712
## [35,] 0.71024995 0.229738932 0.2274748714 -0.396733164 0.199957437
## [36,] 0.17464173 0.657827339 0.3547289604 0.208161662 0.336944410
## [37,] 0.62049163 0.070378004 -0.9607472622 -0.305284766 -0.203352536
## [38,] 0.40912631 0.408603511 0.0293410556 -0.853864164 -0.313472873
## [39,] 0.41545226 0.026898952 0.0263552508 -0.278117565 -0.283292556
## [40,] 1.54227077 -0.965688286 -0.7689335897 0.721330542 0.022681726
## [41,] -0.72518303 -0.549131939 -0.7060282787 0.817503563 0.324146636
## [42,] 1.32469164 -0.027191688 0.3260376586 -0.285085504 -0.072220443
## [43,] 0.80791742 1.011417576 -0.9298221728 -0.218242297 0.230089530
## [44,] 1.02860345 -0.571394281 -0.5657703920 0.293299367 -0.078192223
## [45,] -0.37180798 -0.020548124 -0.6243339983 0.299003055 0.429211531
## [46,] 1.91386791 -0.172697149 -0.2567137930 0.553415991 0.187352414
## [47,] 1.01099858 -0.739429932 0.2432540601 0.446600041 -0.111067688
## [48,] -0.29076542 0.473914021 -0.1422126059 0.406602629 0.253790017
## [49,] -0.52595424 -0.228518606 0.8011282835 0.115282630 -0.027716081
## [50,] -0.73227842 -0.007619905 0.2512713550 0.177564351 -0.305383745
## [51,] -1.23081893 -0.260811177 0.4680466732 -1.232458834 -0.593318041
## [52,] 0.19212307 0.353746760 1.0721234395 -0.986959768 0.114154752
## [53,] -0.18354437 -0.151872629 -1.4211024623 0.402808592 -0.424847616
## [54,] 0.24595468 -0.465160662 -0.3992768095 -0.315294258 -0.082482694
## [55,] 0.36177500 0.411947876 -0.2895678606 0.280536576 0.454776113
## [56,] -0.55486947 0.358400726 0.5375228269 -0.135646311 0.155886626
## [57,] -0.11599777 0.039229352 -0.3513874193 0.933087273 0.346852390
## [58,] 0.25698374 0.219063576 -0.6118448498 -0.838987088 -0.455318959
## [59,] -0.35156217 0.843075292 -0.6262776600 -0.414635628 -0.202708953
## [60,] 0.38825266 0.092271559 -0.6778092134 0.375972789 -0.415308968
## [61,] -0.03501116 -1.058853020 -1.0753757897 0.275997402 -0.582157247
## [62,] -0.68411671 -0.254143544 -0.9824533169 0.907272220 -0.571922436
## [63,] 0.60708706 0.570983377 0.6198637859 1.201958418 -0.305202225
## [64,] -0.76452615 1.075837337 -0.2985485681 0.611057060 -1.407459842
## [65,] 0.19136551 -0.503121066 -0.0158153066 0.329141448 -1.048585142
## [66,] -1.01753224 -0.193312742 -0.0931602935 -0.590774103 -0.680026432
## [67,] -1.30339853 0.344718768 0.1767879411 0.807628060 -0.375917632
## [68,] 0.07000088 1.354765357 0.2263073545 0.402396082 0.106802689
## [69,] 0.31743964 -0.367091751 -1.2465988553 0.996851897 0.128028549
## [70,] -0.49299755 -1.456545588 1.0424772953 0.374379109 0.416113426
## [71,] -0.26941010 -0.150821799 0.7198068551 -1.089337900 0.671343586
## [72,] 0.31622496 1.491630563 1.5309495572 1.158723562 -0.704389036
## [73,] 0.54431669 1.598901312 1.0522996913 0.898099457 0.388059124
## [74,] 0.31203963 0.449393023 1.1306325247 1.111927656 -0.133979052
## [75,] -0.07785783 1.375638971 -0.5290113945 -0.451631978 -0.240099628
## [76,] -0.11236375 -0.423180752 -0.0648948165 -0.216239495 -0.942926609
## [77,] -0.55692353 0.647813797 0.7398119091 0.781206977 -0.471099059
## [78,] 0.81876978 -0.934260755 -0.8552881940 -0.048808042 0.071892931
## [79,] -1.59779572 -2.013758274 0.1724791351 -0.156502934 0.576170358
## [80,] 0.66115319 -1.193212876 0.3332511885 0.799684550 -0.585932183
## [81,] -0.24524199 0.419916458 0.2414358061 0.673059116 -0.665450791
## [82,] 0.10033806 0.459299546 0.6055959283 -0.291067460 -0.100076774
## [83,] -0.11277470 0.646410196 0.9486296148 -0.530395763 -0.134764851
## [84,] -0.18068667 -1.156298636 0.5022160407 0.201123027 0.149715491
## [85,] -0.88252787 0.833096910 -0.5608584015 -1.212268176 0.842616825
## [86,] 0.15780596 0.270024381 0.1470742563 0.518612284 0.134731432
## [87,] -0.34959388 -0.256929716 1.0577112083 -0.065924133 -0.491731962
## [88,] 0.23756709 0.491700748 0.8664736338 -0.414796668 -0.144070591
## [89,] -0.05794608 -0.087774159 -0.3125175667 -0.904675489 0.305546068
## [90,] -0.04061429 0.761200996 0.4361082919 -0.350664846 0.679704467
## [91,] -0.49658972 -0.756290067 0.1217647285 -0.618036855 0.191757909
## [92,] -0.73201732 -0.137641667 0.4436811565 -0.415682572 0.593263158
## [93,] -0.90596140 -0.538871478 0.5480339217 -0.132224718 0.735090024
## [94,] 0.51668789 -0.208782097 0.1957170688 0.103710702 -0.406134171
## [95,] 0.38282650 0.758109285 -0.9024518481 0.096612047 -1.274312386
## [96,] -1.35167858 -2.644070499 0.5331101867 0.158157214 0.529676564
## [97,] 0.70949389 0.351859024 0.1136619721 -0.998125677 0.056811365
## [98,] -0.40268532 -0.013453881 -0.0352722528 0.180746459 -0.729544553
## [99,] -1.04234774 0.871626211 -0.7603424906 0.236518284 -0.942916632
## [100,] -0.61061865 -2.092078731 0.5870375512 0.128250172 -1.211203699
## [101,] 0.28764587 -0.282092967 0.3789921328 0.113008512 -0.616158226
## [102,] 0.15075781 0.411790848 0.7997621341 -0.051498711 0.668451375
## [103,] 0.66052005 0.498021350 -0.9612311394 0.324556638 0.602736452
## [104,] -0.45364680 0.047668736 -0.4430065655 0.231322390 -0.103370212
## [105,] 0.24931415 0.453196452 0.3999360881 0.175357025 0.739343194
## [106,] -0.10602075 -1.079040871 -0.4107831022 0.766718272 1.422103849
## [107,] -0.19448662 0.240275910 0.2864137344 -0.338193034 0.650405292
## [108,] -0.58116777 0.077615872 0.6894111018 -0.053864465 0.921637733
## [109,] -1.11250462 -0.210366676 -0.3020317469 0.560568007 0.810110538
## [110,] -0.79731817 0.281237456 -0.6170532320 -1.264835337 0.312305601
## [111,] -1.45711601 -1.682026121 -0.0349825066 -0.550498889 -0.193239431
## [112,] 0.67999700 0.847593730 -0.2890581739 0.594045931 -0.175470257
## [113,] 0.48671988 -1.133276632 -0.8449585476 -0.702246939 -0.506303163
## [114,] -1.00311668 0.504430995 -0.7410341780 -0.423270864 -0.506966512
## [115,] 0.03317756 0.982133162 -0.9584565686 0.372765103 0.366882643
## [116,] -0.96936993 -1.403107917 0.6787914724 -0.097194064 -1.354187001
## [117,] -0.04826452 0.568165673 0.1422824692 -0.161244166 0.843829597
## [118,] -0.03722122 0.012702058 0.3605242387 0.817549614 0.454459903
## [119,] 0.82795596 -0.241942989 -0.6379549540 0.126744750 0.174772735
## [120,] 0.57241683 -0.965927616 0.1936442179 -0.488917936 0.465624709
## [121,] -0.10584621 0.205026188 -1.3934665765 -0.646925576 0.211620354
## [122,] -0.80097930 0.600401910 -1.7787782858 0.416032278 -0.251810943
## [123,] 1.17962544 -0.612550527 0.2502532640 0.286953416 0.171044076
## [124,] 1.51522097 -0.762761605 0.2493474909 0.472541423 -0.233266435
## [125,] 0.11928891 -0.180769070 -0.1001704843 -0.792486693 0.017304768
## [126,] 0.11013480 0.533264602 -0.8417779717 0.443027892 0.294532338
## [127,] -0.97390811 0.816793179 -0.9802318686 0.519692709 0.446300571
## [128,] -0.86613478 -0.138615393 0.1128579287 -0.164270120 0.232585039
## [129,] -0.68416108 0.410575923 0.3010977806 0.415383812 0.609290300
## [130,] 0.99549493 -0.318507586 -0.2530902307 -0.725164100 -0.085458061
## [131,] 0.15285293 0.825817433 -0.2750512239 -0.174014323 -0.027452647
## [132,] 0.72003209 0.929819982 0.1414872177 -0.362416830 -0.473506206
## [133,] 0.09427572 1.603653074 0.5730386402 -0.351437718 -0.001244545
## [134,] 1.03163970 1.008543857 0.2873912608 -0.419778202 -1.061165054
## [135,] -1.43074077 -0.339543882 -0.8486899774 -0.315881065 0.369056117
## [136,] -0.84105660 -0.716569974 -0.7489594343 -0.099523960 0.192145602
## [137,] 1.12481121 -0.897341156 -0.2030514142 -1.202470121 -0.450088938
## [138,] 0.89062318 -1.465971459 0.0626552933 -0.064652778 -0.596865427
## [139,] 0.38695734 -0.772388608 0.1463318923 0.528104600 0.138954337
## [140,] 0.42684748 -0.073476233 -0.3317410701 0.538971281 -0.082502214
## [141,] 0.73575888 -0.010212213 -0.4348145782 -0.152203468 0.743502630
## [142,] 0.91281878 0.964797726 0.1502802047 -0.242059674 0.924761293
## [143,] 1.22767351 0.231621085 0.3206518799 0.510139743 0.262916645
## [144,] 1.56034044 -0.972065728 0.3745723956 0.515371987 -0.509773056
## [145,] 0.33107454 -0.009357745 -0.2868944653 -1.000391415 -0.210543079
## [146,] 0.44731962 -0.576652183 0.3990306202 -0.323479765 0.761670200
## [147,] 1.61664389 0.075320722 0.7640679148 0.098744312 -0.023844641
## [148,] 0.60017360 0.188465823 -0.4213459562 -0.424095445 -0.150934053
## [149,] -0.55324291 0.449464172 -0.1228729780 0.044627037 0.021868059
## [150,] -0.17854341 0.393519861 -0.0460586549 0.090477370 -0.610527033
## [151,] -0.07677854 1.273438699 0.4664684266 0.304649421 -0.422941851
## [152,] -0.98002915 1.627191664 -0.2696632494 -0.147802199 -0.432655079
## [153,] -0.97029152 1.541850798 0.0794907138 0.368774389 -0.303068747
## [154,] -1.80211344 -1.018406061 -0.3717591183 -0.013306511 0.095979196
## [155,] -1.88189026 -0.023338202 -0.3931957870 -0.002289507 0.837826048
## [156,] -0.19193280 -1.418422768 0.1978753431 -0.174663772 -0.186591211
## [157,] -0.43060567 -0.217855740 0.1370021684 0.349341519 -0.145188752
## [158,] -0.80356549 -0.095836516 -0.1077671834 -0.430312436 0.310390383
## [159,] -3.28428131 0.642463357 0.5223360804 0.943266908 0.351884323
## [160,] -2.91947706 0.711056114 -0.1375276526 0.189548862 0.079947101
## [161,] -0.39892233 0.074031224 -1.0931903337 -0.155797823 -0.621054512
## [162,] 0.80103876 -0.539882693 0.1326042427 0.555590283 -0.246821034
## [163,] 0.28856804 -0.867762397 -0.2519841000 0.318610592 0.252622254
## [164,] 0.71984243 -0.272500253 -0.2605415555 -0.339492104 0.224802277
## [165,] -0.49120599 0.985935090 0.7857973192 0.356328469 0.007654518
## [166,] 0.45881431 -0.522220668 1.0751276155 0.486439438 0.034276646
## [167,] -0.56950627 -0.035802069 0.6732450469 0.168007016 -0.865855353
## [168,] -0.38121311 0.644320736 -0.0005529117 -0.502531084 -0.600024335
## [169,] -0.62956779 0.753322348 0.9260736918 -0.109833537 0.216634346
## [170,] 0.98364496 0.930472643 0.2940048698 -0.002525672 -0.708789582
## [171,] 0.39537773 0.291849300 -0.5829062710 -0.597123237 0.154925497
## [172,] -0.85795921 1.025640018 -0.6760870244 0.020623256 -0.027336961
## [173,] -0.68085500 0.829199120 0.2965161310 0.326836233 0.274158728
## [174,] 1.10878842 -0.958415833 0.1460974675 -0.022497655 -0.304117361
## [175,] 0.02646538 -0.146893547 0.5524270407 -0.097969375 -0.206060787
## [176,] -0.27306792 -0.679235406 -0.0470238043 0.001222147 -0.247997312
## [177,] -1.17878298 -0.633975271 -0.3908287740 0.057447673 0.491489502
## [178,] -0.29609218 -0.005741257 0.2929137343 0.741660423 -0.117969019
## Comp.11 Comp.12 Comp.13
## [1,] 0.451563395 -5.408104e-01 -0.066238631
## [2,] 0.142657306 -3.882377e-01 0.003636502
## [3,] 0.286672847 -5.835732e-04 0.021716510
## [4,] -0.759584312 2.420196e-01 -0.369483531
## [5,] 0.525945083 2.166642e-01 -0.079363566
## [6,] -0.405585316 3.794327e-01 0.145155331
## [7,] 0.442433411 -1.412298e-01 -0.271778184
## [8,] -0.293554859 -3.796630e-01 -0.110163787
## [9,] 0.508932893 6.352493e-01 0.142083536
## [10,] -0.012478171 -5.503268e-01 -0.042454853
## [11,] -0.732514613 8.131227e-02 0.122601981
## [12,] -0.041436153 1.625609e-01 0.142769795
## [13,] -0.054046453 8.974651e-02 -0.004935242
## [14,] 1.231800896 7.723335e-01 0.225821307
## [15,] 0.315746122 1.428197e-01 -0.094723956
## [16,] -0.102684116 -4.977959e-01 -0.065999764
## [17,] -0.078366437 5.007972e-01 0.338102781
## [18,] -0.309081912 2.638254e-01 0.559293519
## [19,] -0.918508308 -1.650881e-01 0.514543152
## [20,] 0.835726551 -2.878746e-01 0.058709313
## [21,] 0.461220114 -4.734585e-01 -0.027779351
## [22,] 0.658829794 -6.826894e-01 -0.304644997
## [23,] 0.089082475 -4.821020e-01 -0.044933738
## [24,] 0.032505814 -4.838466e-01 -0.343750038
## [25,] 0.379509036 -3.140759e-01 -0.227546635
## [26,] 0.439511238 1.095177e-01 -0.058101485
## [27,] 0.033099217 2.088351e-01 0.002165498
## [28,] -0.865859750 3.772174e-01 0.008591716
## [29,] 0.536847198 -4.957848e-02 -0.198699139
## [30,] 0.121916516 -1.357312e-01 -0.446609401
## [31,] -0.376537574 6.093716e-01 0.085903278
## [32,] -1.074802144 -2.786315e-03 0.272550476
## [33,] 0.220511044 2.040954e-01 0.245775321
## [34,] -0.624861556 -1.087250e-01 0.054537565
## [35,] 0.175516653 2.196743e-01 0.106910271
## [36,] -0.198509795 -2.329465e-01 0.132754279
## [37,] 1.099920580 1.472237e-01 -0.061290895
## [38,] -0.003807324 4.022311e-01 0.005758091
## [39,] -0.283857779 1.793539e-01 0.319315023
## [40,] 1.193521618 -1.688889e-01 -0.178287423
## [41,] 0.282363666 -1.966347e-01 0.076936465
## [42,] -0.827475806 7.340281e-02 0.428852610
## [43,] 0.442523859 1.863849e-01 -0.022953746
## [44,] 0.070721612 4.958655e-02 0.202056907
## [45,] -0.471100882 -5.618962e-02 0.081066374
## [46,] -0.594482155 -4.674574e-02 0.061688774
## [47,] -0.048634267 2.032279e-01 -0.152067300
## [48,] -0.122988972 8.522461e-02 0.189288954
## [49,] 0.103326273 3.179460e-01 0.129024352
## [50,] -0.547098024 -7.411569e-01 0.548669784
## [51,] 0.367311701 -4.110246e-01 0.080789795
## [52,] 0.549684784 -3.165819e-01 -0.051463211
## [53,] -0.292077378 8.987166e-02 -0.131023039
## [54,] -0.309257462 -4.530261e-05 -0.159648950
## [55,] -0.172427084 -1.786451e-01 0.296115539
## [56,] -0.332838875 1.702293e-01 -0.241739524
## [57,] 0.042678888 5.400110e-02 -0.162486058
## [58,] -0.083721026 1.255839e-01 0.111564796
## [59,] -0.259871461 5.577101e-01 0.164098035
## [60,] -0.365744704 6.022950e-01 -0.492334825
## [61,] -0.148495279 3.028159e-01 -0.102793710
## [62,] -0.150555863 8.405666e-02 0.316760246
## [63,] -0.252619663 1.408305e-01 0.163748292
## [64,] -0.008258321 2.308740e-01 -0.386266973
## [65,] 0.882293837 -2.911776e-01 0.029772819
## [66,] 0.808629501 2.040197e-01 0.126470106
## [67,] 0.154950171 -1.795182e-01 0.119966044
## [68,] -0.479750153 -1.099532e+00 -0.015789308
## [69,] -0.232477648 1.000905e+00 -0.285736154
## [70,] -0.231472000 -7.228278e-01 -0.496767428
## [71,] -0.228398013 4.545264e-01 0.379610298
## [72,] 0.738243648 4.635757e-01 -0.339556353
## [73,] -0.097493300 1.766331e-01 0.260786152
## [74,] -1.780455488 1.076587e-01 -0.249320871
## [75,] -1.072769362 4.647612e-01 -1.018156973
## [76,] 0.173029721 -5.997641e-01 0.272452796
## [77,] 0.384118810 -2.220176e-01 0.250435417
## [78,] -0.061806132 -3.448291e-01 0.118815024
## [79,] 0.384683514 1.872197e-01 0.115117035
## [80,] -0.264191487 -1.334028e-02 -0.065622429
## [81,] 0.122813482 -4.862027e-01 -0.142107627
## [82,] 0.133453442 -3.610377e-01 0.161063991
## [83,] -0.127548724 4.193017e-02 -0.317274986
## [84,] -0.036333738 1.963265e-01 0.589140934
## [85,] 1.260004229 2.123842e-01 -0.331205264
## [86,] 0.602148249 -2.694892e-01 -0.280314802
## [87,] 0.021084999 8.941916e-02 0.150094722
## [88,] -0.317473579 -7.909917e-01 -0.311059813
## [89,] -0.320528893 -1.522233e-01 0.007553390
## [90,] -0.618873063 7.387129e-02 -0.376608932
## [91,] 0.670120468 1.801795e-01 0.131627943
## [92,] 0.408378374 -4.446122e-01 -0.006248124
## [93,] 0.435028332 4.598701e-01 0.503940142
## [94,] 0.796421671 -2.567462e-01 -0.363438346
## [95,] 0.172731768 -2.164145e-01 -0.676128211
## [96,] -0.238756150 4.560019e-01 -0.106389473
## [97,] 0.677670580 2.157270e-01 -0.488841425
## [98,] 0.394138470 6.667630e-02 -0.028420015
## [99,] -0.497721663 5.850758e-01 0.295236430
## [100,] 0.618168176 8.197672e-02 -0.011451083
## [101,] -0.970669440 -6.409032e-01 0.173765603
## [102,] 0.031048505 -1.223907e-01 0.125720564
## [103,] 0.024895780 -4.808272e-02 -0.225789095
## [104,] -0.675848988 5.677212e-01 -0.229590672
## [105,] -0.721455634 -5.119818e-01 -0.128263531
## [106,] -0.012835328 -5.516694e-01 0.560696960
## [107,] 0.278082754 -6.065681e-01 0.343873619
## [108,] 0.259797139 2.290027e-01 0.671770206
## [109,] 0.063954031 1.806451e-01 -0.036462327
## [110,] 0.597287485 2.336698e-01 -0.201579496
## [111,] -0.744560960 6.232226e-01 -0.361022705
## [112,] -0.089585696 5.947385e-01 0.065281721
## [113,] 0.689245398 -7.099391e-01 0.379028244
## [114,] 0.157511598 3.278218e-01 -0.203656759
## [115,] -0.110609822 -1.855407e-02 -0.014218417
## [116,] -0.293548822 -7.232566e-01 -0.272034593
## [117,] -0.473157816 -2.937157e-01 -0.186853478
## [118,] -0.003464935 9.844341e-03 0.304740232
## [119,] 0.325859787 3.029591e-01 0.309316447
## [120,] -0.313591142 1.616614e-02 -0.098827101
## [121,] -0.380169704 -1.407272e-01 -0.063665846
## [122,] -0.144842999 -8.488230e-01 1.533422642
## [123,] 0.027177138 1.267176e-03 0.145507526
## [124,] -0.201050496 3.586365e-01 0.316099177
## [125,] 0.455786248 -2.923466e-02 -0.160781589
## [126,] -0.388469718 -4.990140e-02 0.297096953
## [127,] 0.018772255 5.681240e-01 0.648054881
## [128,] -0.351859556 3.647771e-01 0.471857251
## [129,] -0.059765435 6.123998e-01 0.462269709
## [130,] -0.419295513 2.590060e-01 0.106118076
## [131,] 0.541375812 1.025078e+00 0.342289153
## [132,] 0.551125554 3.942602e-01 0.471794983
## [133,] 0.005486853 5.208966e-01 0.615958027
## [134,] -0.059579329 6.895646e-01 0.189315056
## [135,] 0.016676944 6.679255e-01 -0.471895047
## [136,] -0.400725124 -1.676671e-01 0.073706393
## [137,] -0.194093622 5.774815e-01 0.028470125
## [138,] -0.441205518 7.060873e-02 -0.163212473
## [139,] -0.126609771 8.418337e-02 -0.141482436
## [140,] -0.543320661 2.205735e-01 -0.761041715
## [141,] 0.417172530 -5.280764e-02 -0.389292114
## [142,] -0.079657336 -2.377383e-01 -0.287075175
## [143,] 0.352054491 2.463751e-01 -0.279191072
## [144,] 0.076243375 2.813201e-01 -0.390095215
## [145,] -0.496945293 -9.939186e-01 0.037534449
## [146,] -0.641086154 8.657990e-01 0.027647110
## [147,] 0.596376190 6.597918e-01 0.290801479
## [148,] -0.222078107 -2.810817e-01 -0.156607572
## [149,] -0.178734443 1.585089e-01 -0.235665956
## [150,] 0.076579322 -3.528606e-01 0.750324520
## [151,] 0.582788599 1.772434e-01 0.740024624
## [152,] 0.413786861 -5.924670e-01 0.464577197
## [153,] 0.459192721 1.001677e+00 -0.223258122
## [154,] 0.121312205 -4.438597e-01 -0.057183390
## [155,] -0.359701030 1.220516e-02 0.086633983
## [156,] -0.579345153 3.620205e-03 -0.008666461
## [157,] 0.661439321 -4.248725e-02 -0.176570940
## [158,] -1.319245653 -2.077289e-02 -0.215990927
## [159,] 0.281838670 -8.826270e-02 -0.815179624
## [160,] 0.366762920 -8.573901e-02 -0.812561222
## [161,] -0.467304287 1.131779e-01 -0.318834465
## [162,] 0.222061620 1.021268e-01 -0.438509438
## [163,] -0.006841460 -3.166395e-01 -0.229248066
## [164,] 0.212659412 1.688021e-01 0.057492215
## [165,] 0.073690641 -4.777449e-01 0.101276158
## [166,] 0.006268784 -1.204753e-01 0.081087940
## [167,] 0.097445101 -7.996528e-01 -0.090493244
## [168,] -0.075638319 -1.079656e+00 -0.112991329
## [169,] 0.225213936 -1.530824e-01 -0.148495697
## [170,] 0.152390856 -2.516023e-01 -0.396027659
## [171,] 0.199175755 -2.454449e-01 -0.023897787
## [172,] 0.128990032 -8.045916e-01 0.025968675
## [173,] 0.608722849 -9.864078e-02 -0.259198312
## [174,] -0.139227640 -1.707859e-01 -0.114426610
## [175,] -0.258197748 2.794311e-01 -0.187371278
## [176,] -0.512492025 -6.987665e-01 0.072077695
## [177,] -0.299821968 -3.398207e-01 -0.021865761
## [178,] 0.229964331 1.887880e-01 -0.323964720
pca1$scores[,1:6]
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## [1,] 3.31675081 1.44346263 0.165739045 0.215631188 -0.6930428406
## [2,] 2.20946492 -0.33339289 2.026457374 0.291358318 0.2576546345
## [3,] 2.51674015 1.03115130 -0.982818670 -0.724902309 0.2510331182
## [4,] 3.75706561 2.75637191 0.176191842 -0.567983308 0.3118415912
## [5,] 1.00890849 0.86983082 -2.026688219 0.409765788 -0.2984575030
## [6,] 3.05025392 2.12240111 0.629395827 0.515637495 0.6320187338
## [7,] 2.44908967 1.17485013 0.977094891 0.065830505 1.0277619090
## [8,] 2.05943687 1.60896307 -0.146281883 1.192608010 -0.0769034938
## [9,] 2.51087430 0.91807096 1.770969027 -0.056270361 0.8922569767
## [10,] 2.75362819 0.78943767 0.984247490 -0.349381568 0.4685530755
## [11,] 3.47973668 1.30233324 0.422735217 -0.026841760 0.3383747782
## [12,] 1.75475290 0.61197723 1.190878320 0.890164338 0.7385726591
## [13,] 2.11346234 0.67570634 0.865086426 0.356438010 1.2099287234
## [14,] 3.45815682 1.13062988 1.204276353 -0.162458063 2.0231268080
## [15,] 4.31278391 2.09597558 1.263912752 -0.305773190 1.0296926129
## [16,] 2.30518820 1.66255173 -0.217902616 1.440590027 0.4695501036
## [17,] 2.17195527 2.32730534 -0.831729866 0.912601275 0.0001149404
## [18,] 1.89897118 1.63136888 -0.794913792 1.082380388 0.4387052138
## [19,] 3.54198508 2.51834367 0.485458508 0.910322807 1.1530793383
## [20,] 2.08452220 1.06113799 0.164746678 -0.484997419 -0.8825113544
## [21,] 3.12440254 0.78689711 0.364887083 0.025561691 -0.9724136023
## [22,] 1.08657007 0.24174355 -0.936961600 -1.029909841 -0.3159716952
## [23,] 2.53522408 -0.09184062 0.311932659 0.048391236 0.4295815581
## [24,] 1.64498834 -0.51627893 -0.143885095 0.413720024 0.3757199648
## [25,] 1.76157587 -0.31714893 -0.890285647 0.115115611 0.5566684221
## [26,] 0.99007910 0.94066734 -3.820908008 1.321561198 -0.1590047086
## [27,] 1.77527763 0.68617513 0.086700406 0.232906780 1.1429426878
## [28,] 1.23542396 -0.08980704 1.386896545 0.495682720 0.3759413985
## [29,] 2.18840633 0.68956962 -1.394566881 0.777491811 0.8105840689
## [30,] 2.25610898 0.19146194 1.092657258 -0.286152299 0.4830732567
## [31,] 2.50022003 1.24083383 -1.386017855 0.366865220 0.6223328641
## [32,] 2.67741105 1.47187365 0.332261728 0.349353875 0.0865943288
## [33,] 1.62857912 0.05270445 0.167128706 0.749314246 0.6360627488
## [34,] 1.90269086 1.63306043 -1.172082119 2.340429039 0.1868140519
## [35,] 1.41038853 0.69793432 -0.479743025 1.060086216 -0.0991607444
## [36,] 1.90382623 0.17671095 -0.450835040 -0.284113552 0.1629494453
## [37,] 1.38486223 0.65863985 -0.458438581 1.284658151 0.2050115905
## [38,] 1.12220741 0.11410976 0.039107277 0.956401223 0.3422112351
## [39,] 1.50219450 -0.76943201 1.426177346 0.757508093 0.1658441349
## [40,] 2.52980109 1.80300198 0.343152389 -1.186974296 -1.2978957091
## [41,] 2.58809543 0.77961630 0.118477466 -0.475971440 -0.4033220159
## [42,] 0.66848199 0.16996094 0.783362548 -1.313083777 0.3717634179
## [43,] 3.07080699 1.15591896 0.312758084 -0.550284635 0.3041256526
## [44,] 0.46220914 0.33074213 0.201476496 -1.436493863 -0.2832248773
## [45,] 2.10135193 -0.07100892 0.655849415 -0.757744839 -0.4715377264
## [46,] 1.13616618 1.77710739 -0.028705736 -0.691831212 0.0609242058
## [47,] 2.72660096 1.19133469 0.539773261 -1.389550674 0.4968945883
## [48,] 2.82133927 0.64625860 1.155552411 -0.987662912 0.0099770177
## [49,] 2.00985085 1.24702946 0.057293988 -0.230643107 0.3846510705
## [50,] 2.70749130 1.75196741 0.643113612 0.100231520 0.4947130319
## [51,] 3.21491747 0.16699199 1.973571680 -1.120683939 -0.0122781973
## [52,] 2.85895983 0.74527880 -0.004719502 0.215276557 0.7588084943
## [53,] 3.50560436 1.61273386 0.520774530 -0.106536424 0.6016844439
## [54,] 2.22479138 1.87516800 -0.339549850 1.206966579 0.5766442488
## [55,] 2.14698782 1.01675154 0.957762762 0.240318190 -0.8801045044
## [56,] 2.46932948 1.32900831 -0.513437453 -0.255348621 -0.9121401022
## [57,] 2.74151791 1.43654878 0.612473396 -0.205747441 -0.4342638634
## [58,] 2.17374092 1.21219984 -0.261779593 0.504426086 0.6954218130
## [59,] 3.13938015 1.73157912 0.285661413 -0.230567212 -0.0750408361
## [60,] -0.92858197 -3.07348616 4.585064007 1.051844391 -0.4571241235
## [61,] -1.54248014 -1.38144351 0.874683112 2.890119746 0.9780083247
## [62,] -1.83624976 -0.82998412 1.605702186 1.452104853 0.2940757974
## [63,] 0.03060683 -1.26278614 1.784408010 1.206576071 0.3936043221
## [64,] 2.05026161 -1.92503260 0.007368777 -0.721321903 0.0811266485
## [65,] -0.60968083 -1.90805881 -0.679357938 2.153076091 0.0499025512
## [66,] 0.90022784 -0.76391147 -0.573361302 0.679361634 0.1426330485
## [67,] 2.24850719 -1.88459248 2.031840193 -1.407627234 0.7320069560
## [68,] 0.18338403 -2.42714611 1.069745560 -0.127417972 0.5345735591
## [69,] -0.81280503 -0.22051399 0.707005396 2.488989578 0.5835598311
## [70,] 1.97562050 -1.40328323 1.238276220 1.152306489 -4.1866567422
## [71,] -1.57221622 -0.88498314 0.628997950 1.171846407 -0.9653445698
## [72,] 1.65768181 -0.95671220 -1.952584217 -0.152208912 0.7871611831
## [73,] -0.72537239 -1.06364540 -0.080332229 0.076019431 0.1801657704
## [74,] 2.56222717 0.26019855 -3.374393962 0.979399432 -1.9807986006
## [75,] 1.83256757 -1.28787820 -0.458280027 -0.171350754 -1.0012222334
## [76,] -0.86799290 -2.44410119 1.563333179 0.831459859 -0.7079799805
## [77,] 0.37001440 -2.15390698 2.449386348 0.126159044 -0.0952998423
## [78,] -1.45737704 -1.38335177 0.227306902 0.696356870 -1.0673621826
## [79,] 1.26293085 -0.77084953 1.184224517 0.925882244 -2.6135930447
## [80,] 0.37615037 -1.02704340 -1.794466295 -0.978544527 0.1365691883
## [81,] 0.76206390 -3.37505381 0.357470056 0.366732915 0.1544405727
## [82,] 1.03457797 -1.45070974 0.363011773 -0.296595780 0.3058872374
## [83,] -0.49487676 -2.38124353 -1.335743176 1.040978844 1.0421266341
## [84,] -2.53897708 -0.08744336 -0.474251393 -0.758601454 1.1278164753
## [85,] 0.83532015 -1.47367055 -0.610093576 -0.582951878 -0.8991847836
## [86,] 0.78790461 -2.02662652 0.254723404 0.809418080 -0.2588525423
## [87,] -0.80683216 -2.23383039 -0.772855797 1.013715747 0.2918622987
## [88,] -0.55804262 -2.37298543 -2.307611404 1.035320306 0.4769395080
## [89,] -1.11511104 -1.80224719 -0.959253308 0.331283791 0.7315100619
## [90,] -0.55572283 -2.65754004 -0.849126898 0.003197641 1.3462570019
## [91,] -1.34928528 -2.11800147 0.047652321 0.466250567 0.8905459730
## [92,] -1.56448261 -1.85221452 -0.781067031 0.605079391 0.5164653652
## [93,] -1.93255561 -1.55949546 0.089274676 0.522569357 1.1736975708
## [94,] 0.74666594 -2.31293171 -0.114679769 -1.248538704 -0.2629368745
## [95,] 0.95745536 -2.22352843 -0.142444774 -0.314042947 -0.9441427117
## [96,] 2.54386518 0.16927402 -0.788696991 1.032837043 -3.7310792052
## [97,] -0.54395259 -0.36892655 -1.308895932 1.277998559 -3.3467907153
## [98,] 1.03104975 -2.56556935 1.086390174 -0.263860985 0.1898440150
## [99,] 2.25190942 -1.43274138 0.230208244 -0.921171097 0.2399229318
## [100,] 1.41021602 -2.16619177 -0.748896411 -1.195611188 0.7098572125
## [101,] 0.79771979 -2.37694880 1.568112531 0.034816360 -0.6170913971
## [102,] -0.54953173 -2.29312864 1.498935323 0.307038671 -0.3260109343
## [103,] -0.16117374 -1.16448332 -1.003713103 -0.661686224 -0.3011851417
## [104,] -0.65979494 -2.67996119 0.764920868 -0.469954774 -0.1444703846
## [105,] 0.39235441 -2.09873171 0.471850008 -0.437056575 0.3038104546
## [106,] -1.77249908 -1.71728847 -0.947033174 -0.259512586 1.0048254911
## [107,] -0.36626736 -2.16935330 0.481324235 -0.398400462 0.4690513137
## [108,] -1.62067257 -1.35558339 -0.287159001 0.026024546 0.5693525483
## [109,] 0.08253578 -2.30623459 0.463574989 -0.890351023 -0.3405765516
## [110,] 1.57827507 -1.46203429 -1.779645955 -0.613584424 -0.2879817363
## [111,] 1.42056925 -1.41820664 -0.139275829 -3.430539461 -2.1968843368
## [112,] -0.27870275 -1.93056809 -0.078670553 -0.928520741 -0.2614957782
## [113,] -1.30314497 -0.76317231 -1.999596510 1.725835880 0.7349062729
## [114,] -0.45707187 -2.26941561 -1.061338968 0.837432054 0.3234508413
## [115,] -0.49418585 -1.93904505 -1.323938072 0.061597248 0.8489075289
## [116,] 0.48207441 -3.87178385 -1.344271223 0.899910492 0.9323577262
## [117,] -0.25288888 -2.82149237 0.302639785 -0.457967101 -0.3710872502
## [118,] -0.10722764 -1.92892204 -0.690148243 0.273722484 -1.0710969307
## [119,] -2.43301260 -1.25714104 1.903027404 -0.869731905 0.4681426341
## [120,] -0.55108954 -2.22216155 0.356228830 -1.363319887 -0.2167155978
## [121,] 0.73962193 -1.40895667 -1.125345492 -1.205111468 -0.4299212329
## [122,] 1.33632173 0.25333693 -5.345388179 -0.239037513 -0.2365025484
## [123,] -1.17708700 -0.66396684 -3.010221888 -1.166136956 -0.3327286863
## [124,] -0.46233501 -0.61828818 -0.483442366 -3.576724357 -0.1288214476
## [125,] 0.97847408 -1.44557050 -1.481236975 -3.790335091 -0.4998102585
## [126,] -0.09680973 -2.10999799 -0.434826116 -1.054695279 0.3114444264
## [127,] 0.03848715 -1.26676211 -0.687577913 -1.272884184 0.3530521799
## [128,] -1.59715850 -1.20814357 -3.361175555 0.219277553 0.6407634332
## [129,] -0.47956492 -1.93884066 -1.296507519 -0.686976225 0.0604852194
## [130,] -1.79283347 -1.15028810 -0.782800173 -1.478778966 0.5042179729
## [131,] -1.32710166 0.17038923 1.180013355 1.501709806 -2.3052903262
## [132,] -2.38450083 0.37458261 0.723822595 0.308194983 -1.3396319848
## [133,] -2.93694010 0.26386183 0.167639816 0.408773422 -1.0878060614
## [134,] -2.14681113 0.36825495 0.453301301 -0.048527565 -1.7266320466
## [135,] -2.36986949 -0.45963481 1.101399789 0.856777335 1.0670065395
## [136,] -3.06384157 0.35341284 1.099124104 0.740398132 0.7377080340
## [137,] -3.91575378 0.15458252 -0.221827800 0.009068327 0.3627287364
## [138,] -3.93646339 0.65968723 -1.712215419 -0.545483801 0.5373248152
## [139,] -3.09427612 0.34884276 1.026831413 0.071349208 1.0593498571
## [140,] -2.37447163 0.29198035 -1.241914333 0.748805540 0.4155791128
## [141,] -2.77881295 0.28680487 -0.609670124 0.879346886 0.5544239361
## [142,] -2.28656128 0.37250784 0.971643032 0.371437736 0.3380923682
## [143,] -2.98563349 0.48921791 -0.946952932 1.036225586 0.5851467430
## [144,] -2.37519470 0.48233372 0.252883994 -0.671149264 0.6280919050
## [145,] -2.20986553 1.16005250 1.245125226 -0.318838188 -1.6886933981
## [146,] -2.62562100 0.56316076 0.855961082 -0.275684026 -0.6511122082
## [147,] -4.28063878 0.64967096 1.458196962 -1.128164302 0.3595542500
## [148,] -3.58264137 1.27270275 0.110784038 -1.049909045 0.5235518996
## [149,] -2.80706372 1.57053379 0.472527935 -0.627358450 0.2601729969
## [150,] -2.89965933 2.04105701 0.495959810 -0.471155615 -1.4388772091
## [151,] -2.32073698 2.35636608 -0.437681744 0.052259776 -2.2344271941
## [152,] -2.54983095 2.04528309 0.312267999 -0.386971682 -1.8475226162
## [153,] -1.81254128 1.52764595 -1.362589782 0.189395906 -1.7493871973
## [154,] -2.76014464 2.13893235 0.964628688 -0.668386112 0.4770416926
## [155,] -2.73715050 0.40988627 1.190404684 0.663045204 -0.4590367767
## [156,] -3.60486887 1.80238422 0.094036861 -1.268840474 0.6094653319
## [157,] -2.88982600 1.92521861 0.782322556 -1.324725401 0.5712429548
## [158,] -3.39215608 1.31187639 -1.602025969 0.482842144 0.6708713845
## [159,] -1.04818190 3.51508969 -1.160038566 -0.935329394 0.8994485346
## [160,] -1.60991228 2.40663816 -0.548559697 -0.754309684 0.9952068462
## [161,] -3.14313097 0.73816104 0.090998724 -0.980647845 0.4098135189
## [162,] -2.24015690 1.17546529 0.101376932 1.165278716 0.2644492922
## [163,] -2.84767378 0.55604397 -0.804215218 0.897888066 0.2548013167
## [164,] -2.59749706 0.69796554 0.884939521 0.274228748 -0.7722354972
## [165,] -2.94929937 1.55530896 0.983400727 -0.015480347 0.3640821105
## [166,] -3.53003227 0.88252680 0.466029128 -0.580789625 0.6689597200
## [167,] -2.40611054 2.59235618 -0.428226211 0.184335092 -0.4476611238
## [168,] -2.92908473 1.27444695 1.213358272 -0.295316047 0.2673499276
## [169,] -2.18141278 2.07753731 -0.763782552 0.389593322 -0.3598736020
## [170,] -2.38092779 2.58866743 -1.418044029 -0.588501936 -1.1279968090
## [171,] -3.21161722 -0.25124910 0.847129152 0.217065355 -0.6090952147
## [172,] -3.67791872 0.84774784 1.339420231 0.125175865 0.4861119327
## [173,] -2.46555580 2.19379830 0.918780960 -0.018024995 0.7012095216
## [174,] -3.37052415 2.21628914 0.342569512 -1.058526839 0.5741638992
## [175,] -2.60195585 1.75722935 -0.207581355 -0.349496422 -0.2550631777
## [176,] -2.67783946 2.76089913 0.940941877 -0.312034746 -1.2713550030
## [177,] -2.38701709 2.29734668 0.550696197 0.688284548 -0.8139552190
## [178,] -3.20875816 2.76891957 -1.013913664 -0.596903186 0.8951925880
## Comp.6
## [1,] 0.22388013
## [2,] 0.92712024
## [3,] -0.54927605
## [4,] -0.11443100
## [5,] 0.40651960
## [6,] -0.12343056
## [7,] 0.62012074
## [8,] 1.43980622
## [9,] 0.12918105
## [10,] -0.16339165
## [11,] 0.18290163
## [12,] 0.55305525
## [13,] 0.21507612
## [14,] -0.74578083
## [15,] -0.79564291
## [16,] 0.42221340
## [17,] 0.06652931
## [18,] -0.36493081
## [19,] -0.30387702
## [20,] 1.39301770
## [21,] 0.10692176
## [22,] 1.21101490
## [23,] 1.01494311
## [24,] 0.78450552
## [25,] 0.89874887
## [26,] 0.26512824
## [27,] 0.57147449
## [28,] 0.60808818
## [29,] 0.60207244
## [30,] 0.33523354
## [31,] -0.58245518
## [32,] -0.16482980
## [33,] 0.04431850
## [34,] 0.32798776
## [35,] 0.71024995
## [36,] 0.17464173
## [37,] 0.62049163
## [38,] 0.40912631
## [39,] 0.41545226
## [40,] 1.54227077
## [41,] -0.72518303
## [42,] 1.32469164
## [43,] 0.80791742
## [44,] 1.02860345
## [45,] -0.37180798
## [46,] 1.91386791
## [47,] 1.01099858
## [48,] -0.29076542
## [49,] -0.52595424
## [50,] -0.73227842
## [51,] -1.23081893
## [52,] 0.19212307
## [53,] -0.18354437
## [54,] 0.24595468
## [55,] 0.36177500
## [56,] -0.55486947
## [57,] -0.11599777
## [58,] 0.25698374
## [59,] -0.35156217
## [60,] 0.38825266
## [61,] -0.03501116
## [62,] -0.68411671
## [63,] 0.60708706
## [64,] -0.76452615
## [65,] 0.19136551
## [66,] -1.01753224
## [67,] -1.30339853
## [68,] 0.07000088
## [69,] 0.31743964
## [70,] -0.49299755
## [71,] -0.26941010
## [72,] 0.31622496
## [73,] 0.54431669
## [74,] 0.31203963
## [75,] -0.07785783
## [76,] -0.11236375
## [77,] -0.55692353
## [78,] 0.81876978
## [79,] -1.59779572
## [80,] 0.66115319
## [81,] -0.24524199
## [82,] 0.10033806
## [83,] -0.11277470
## [84,] -0.18068667
## [85,] -0.88252787
## [86,] 0.15780596
## [87,] -0.34959388
## [88,] 0.23756709
## [89,] -0.05794608
## [90,] -0.04061429
## [91,] -0.49658972
## [92,] -0.73201732
## [93,] -0.90596140
## [94,] 0.51668789
## [95,] 0.38282650
## [96,] -1.35167858
## [97,] 0.70949389
## [98,] -0.40268532
## [99,] -1.04234774
## [100,] -0.61061865
## [101,] 0.28764587
## [102,] 0.15075781
## [103,] 0.66052005
## [104,] -0.45364680
## [105,] 0.24931415
## [106,] -0.10602075
## [107,] -0.19448662
## [108,] -0.58116777
## [109,] -1.11250462
## [110,] -0.79731817
## [111,] -1.45711601
## [112,] 0.67999700
## [113,] 0.48671988
## [114,] -1.00311668
## [115,] 0.03317756
## [116,] -0.96936993
## [117,] -0.04826452
## [118,] -0.03722122
## [119,] 0.82795596
## [120,] 0.57241683
## [121,] -0.10584621
## [122,] -0.80097930
## [123,] 1.17962544
## [124,] 1.51522097
## [125,] 0.11928891
## [126,] 0.11013480
## [127,] -0.97390811
## [128,] -0.86613478
## [129,] -0.68416108
## [130,] 0.99549493
## [131,] 0.15285293
## [132,] 0.72003209
## [133,] 0.09427572
## [134,] 1.03163970
## [135,] -1.43074077
## [136,] -0.84105660
## [137,] 1.12481121
## [138,] 0.89062318
## [139,] 0.38695734
## [140,] 0.42684748
## [141,] 0.73575888
## [142,] 0.91281878
## [143,] 1.22767351
## [144,] 1.56034044
## [145,] 0.33107454
## [146,] 0.44731962
## [147,] 1.61664389
## [148,] 0.60017360
## [149,] -0.55324291
## [150,] -0.17854341
## [151,] -0.07677854
## [152,] -0.98002915
## [153,] -0.97029152
## [154,] -1.80211344
## [155,] -1.88189026
## [156,] -0.19193280
## [157,] -0.43060567
## [158,] -0.80356549
## [159,] -3.28428131
## [160,] -2.91947706
## [161,] -0.39892233
## [162,] 0.80103876
## [163,] 0.28856804
## [164,] 0.71984243
## [165,] -0.49120599
## [166,] 0.45881431
## [167,] -0.56950627
## [168,] -0.38121311
## [169,] -0.62956779
## [170,] 0.98364496
## [171,] 0.39537773
## [172,] -0.85795921
## [173,] -0.68085500
## [174,] 1.10878842
## [175,] 0.02646538
## [176,] -0.27306792
## [177,] -1.17878298
## [178,] -0.29609218
data<-cbind(mydata,pca1$scores[,1:6])