wine <- read.csv(file.choose())
View(wine)
###help("princomp")
colnames(wine)
## [1] "Type" "Alcohol" "Malic"
## [4] "Ash" "Alcalinity" "Magnesium"
## [7] "Phenols" "Flavanoids" "Nonflavanoids"
## [10] "Proanthocyanins" "Color" "Hue"
## [13] "Dilution" "Proline"
attach(wine)
summary(wine)
## Type Alcohol Malic Ash
## Min. :1.000 Min. :11.03 Min. :0.740 Min. :1.360
## 1st Qu.:1.000 1st Qu.:12.36 1st Qu.:1.603 1st Qu.:2.210
## Median :2.000 Median :13.05 Median :1.865 Median :2.360
## Mean :1.938 Mean :13.00 Mean :2.336 Mean :2.367
## 3rd Qu.:3.000 3rd Qu.:13.68 3rd Qu.:3.083 3rd Qu.:2.558
## Max. :3.000 Max. :14.83 Max. :5.800 Max. :3.230
## Alcalinity Magnesium Phenols Flavanoids
## Min. :10.60 Min. : 70.00 Min. :0.980 Min. :0.340
## 1st Qu.:17.20 1st Qu.: 88.00 1st Qu.:1.742 1st Qu.:1.205
## Median :19.50 Median : 98.00 Median :2.355 Median :2.135
## Mean :19.49 Mean : 99.74 Mean :2.295 Mean :2.029
## 3rd Qu.:21.50 3rd Qu.:107.00 3rd Qu.:2.800 3rd Qu.:2.875
## Max. :30.00 Max. :162.00 Max. :3.880 Max. :5.080
## Nonflavanoids Proanthocyanins Color Hue
## Min. :0.1300 Min. :0.410 Min. : 1.280 Min. :0.4800
## 1st Qu.:0.2700 1st Qu.:1.250 1st Qu.: 3.220 1st Qu.:0.7825
## Median :0.3400 Median :1.555 Median : 4.690 Median :0.9650
## Mean :0.3619 Mean :1.591 Mean : 5.058 Mean :0.9574
## 3rd Qu.:0.4375 3rd Qu.:1.950 3rd Qu.: 6.200 3rd Qu.:1.1200
## Max. :0.6600 Max. :3.580 Max. :13.000 Max. :1.7100
## Dilution Proline
## Min. :1.270 Min. : 278.0
## 1st Qu.:1.938 1st Qu.: 500.5
## Median :2.780 Median : 673.5
## Mean :2.612 Mean : 746.9
## 3rd Qu.:3.170 3rd Qu.: 985.0
## Max. :4.000 Max. :1680.0
normwine <- scale(wine)
cor(wine)
## Type Alcohol Malic Ash
## Type 1.00000000 -0.32822194 0.43777620 -0.049643221
## Alcohol -0.32822194 1.00000000 0.09439694 0.211544596
## Malic 0.43777620 0.09439694 1.00000000 0.164045470
## Ash -0.04964322 0.21154460 0.16404547 1.000000000
## Alcalinity 0.51785911 -0.31023514 0.28850040 0.443367187
## Magnesium -0.20917939 0.27079823 -0.05457510 0.286586691
## Phenols -0.71916334 0.28910112 -0.33516700 0.128979538
## Flavanoids -0.84749754 0.23681493 -0.41100659 0.115077279
## Nonflavanoids 0.48910916 -0.15592947 0.29297713 0.186230446
## Proanthocyanins -0.49912982 0.13669791 -0.22074619 0.009651935
## Color 0.26566757 0.54636420 0.24898534 0.258887259
## Hue -0.61736921 -0.07174720 -0.56129569 -0.074666889
## Dilution -0.78822959 0.07234319 -0.36871043 0.003911231
## Proline -0.63371678 0.64372004 -0.19201056 0.223626264
## Alcalinity Magnesium Phenols Flavanoids
## Type 0.51785911 -0.20917939 -0.71916334 -0.8474975
## Alcohol -0.31023514 0.27079823 0.28910112 0.2368149
## Malic 0.28850040 -0.05457510 -0.33516700 -0.4110066
## Ash 0.44336719 0.28658669 0.12897954 0.1150773
## Alcalinity 1.00000000 -0.08333309 -0.32111332 -0.3513699
## Magnesium -0.08333309 1.00000000 0.21440123 0.1957838
## Phenols -0.32111332 0.21440123 1.00000000 0.8645635
## Flavanoids -0.35136986 0.19578377 0.86456350 1.0000000
## Nonflavanoids 0.36192172 -0.25629405 -0.44993530 -0.5378996
## Proanthocyanins -0.19732684 0.23644061 0.61241308 0.6526918
## Color 0.01873198 0.19995001 -0.05513642 -0.1723794
## Hue -0.27395522 0.05539820 0.43368134 0.5434786
## Dilution -0.27676855 0.06600394 0.69994936 0.7871939
## Proline -0.44059693 0.39335085 0.49811488 0.4941931
## Nonflavanoids Proanthocyanins Color Hue
## Type 0.4891092 -0.499129824 0.26566757 -0.61736921
## Alcohol -0.1559295 0.136697912 0.54636420 -0.07174720
## Malic 0.2929771 -0.220746187 0.24898534 -0.56129569
## Ash 0.1862304 0.009651935 0.25888726 -0.07466689
## Alcalinity 0.3619217 -0.197326836 0.01873198 -0.27395522
## Magnesium -0.2562940 0.236440610 0.19995001 0.05539820
## Phenols -0.4499353 0.612413084 -0.05513642 0.43368134
## Flavanoids -0.5378996 0.652691769 -0.17237940 0.54347857
## Nonflavanoids 1.0000000 -0.365845099 0.13905701 -0.26263963
## Proanthocyanins -0.3658451 1.000000000 -0.02524993 0.29554425
## Color 0.1390570 -0.025249931 1.00000000 -0.52181319
## Hue -0.2626396 0.295544253 -0.52181319 1.00000000
## Dilution -0.5032696 0.519067096 -0.42881494 0.56546829
## Proline -0.3113852 0.330416700 0.31610011 0.23618345
## Dilution Proline
## Type -0.788229589 -0.6337168
## Alcohol 0.072343187 0.6437200
## Malic -0.368710428 -0.1920106
## Ash 0.003911231 0.2236263
## Alcalinity -0.276768549 -0.4405969
## Magnesium 0.066003936 0.3933508
## Phenols 0.699949365 0.4981149
## Flavanoids 0.787193902 0.4941931
## Nonflavanoids -0.503269596 -0.3113852
## Proanthocyanins 0.519067096 0.3304167
## Color -0.428814942 0.3161001
## Hue 0.565468293 0.2361834
## Dilution 1.000000000 0.3127611
## Proline 0.312761075 1.0000000
pcawine <- princomp(normwine, cor=TRUE)
pcawine1 <- princomp(normwine)
summary(pcawine1)
## Importance of components:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## Standard deviation 2.3462411 1.5757689 1.1991456 0.96057525 0.93411601
## Proportion of Variance 0.3954249 0.1783626 0.1032910 0.06627984 0.06267875
## Cumulative Proportion 0.3954249 0.5737874 0.6770785 0.74335831 0.80603706
## Comp.6 Comp.7 Comp.8 Comp.9
## Standard deviation 0.8179234 0.74208337 0.58997261 0.54119055
## Proportion of Variance 0.0480556 0.03955707 0.02500244 0.02103871
## Cumulative Proportion 0.8540927 0.89364973 0.91865217 0.93969088
## Comp.10 Comp.11 Comp.12 Comp.13
## Standard deviation 0.51071760 0.47389831 0.40969308 0.358937725
## Proportion of Variance 0.01873615 0.01613203 0.01205691 0.009254584
## Cumulative Proportion 0.95842703 0.97455906 0.98661596 0.995870549
## Comp.14
## Standard deviation 0.239765578
## Proportion of Variance 0.004129451
## Cumulative Proportion 1.000000000
loadings(pcawine)
##
## Loadings:
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5 Comp.6 Comp.7 Comp.8
## Type 0.394 0.122 0.158 0.200
## Alcohol -0.136 0.484 -0.207 -0.251 -0.135 0.422
## Malic 0.223 0.224 0.470 -0.189 -0.598 -0.374
## Ash 0.316 0.626 -0.250 -0.108 0.167 -0.172
## Alcalinity 0.224 0.612 0.269 0.413
## Magnesium -0.125 0.301 0.131 -0.163 0.778 -0.145 -0.330 -0.149
## Phenols -0.359 0.147 0.191 -0.145 0.148 -0.363
## Flavanoids -0.391 0.151 0.145 -0.112 -0.175
## Nonflavanoids 0.267 0.170 -0.328 -0.433 0.259 -0.611 -0.231
## Proanthocyanins -0.279 0.150 0.463 0.466 -0.423 0.344
## Color 0.530 -0.137 0.425 0.186
## Hue -0.277 -0.278 -0.435 -0.192 0.484
## Dilution -0.351 -0.163 0.166 0.157 -0.144 -0.218
## Proline -0.270 0.366 -0.127 -0.256 0.111
## Comp.9 Comp.10 Comp.11 Comp.12 Comp.13 Comp.14
## Type 0.162 0.199 0.492 0.669
## Alcohol 0.450 -0.311 -0.222 -0.264
## Malic 0.326 0.119
## Ash -0.262 0.125 -0.495 0.192
## Alcalinity 0.119 -0.157 0.475 -0.200
## Magnesium 0.253 -0.128
## Phenols 0.406 0.308 0.297 -0.301 0.360 -0.253
## Flavanoids 0.140 -0.598 0.602
## Nonflavanoids 0.159 -0.241 0.122
## Proanthocyanins -0.266 -0.109 -0.233 0.110
## Color 0.217 0.598 -0.159 -0.179
## Hue 0.212 0.510 0.258
## Dilution -0.456 0.611 0.329 0.135
## Proline -0.545 0.551 0.173 0.216
##
## 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 0.071 0.071 0.071 0.071 0.071 0.071 0.071 0.071
## Cumulative Var 0.071 0.143 0.214 0.286 0.357 0.429 0.500 0.571
## Comp.9 Comp.10 Comp.11 Comp.12 Comp.13 Comp.14
## SS loadings 1.000 1.000 1.000 1.000 1.000 1.000
## Proportion Var 0.071 0.071 0.071 0.071 0.071 0.071
## Cumulative Var 0.643 0.714 0.786 0.857 0.929 1.000
wine <- cbind(wine,pcawine$scores[,1:6])
View(wine)
newdata <- wine[,14:19]
View(newdata)
data <- cbind(wine, newdata)
dim(data)
## [1] 178 26
windows()
plot(data)
text(data, rownames(data))
km <- kmeans(data, 7)
str(km)
## List of 9
## $ cluster : int [1:178] 3 3 3 7 4 7 7 7 3 3 ...
## $ centers : num [1:7, 1:26] 2.32 2.61 1.04 2.3 2.08 ...
## ..- attr(*, "dimnames")=List of 2
## .. ..$ : chr [1:7] "1" "2" "3" "4" ...
## .. ..$ : chr [1:26] "Type" "Alcohol" "Malic" "Ash" ...
## $ totss : num 35149049
## $ withinss : num [1:7] 50330 63911 195169 93001 97349 ...
## $ tot.withinss: num 1155286
## $ betweenss : num 3.4e+07
## $ size : int [1:7] 31 28 26 30 26 17 20
## $ iter : int 2
## $ ifault : int 0
## - attr(*, "class")= chr "kmeans"
km$centers
## Type Alcohol Malic Ash Alcalinity Magnesium Phenols
## 1 2.322581 12.54903 2.342581 2.327742 20.86452 93.06452 1.892903
## 2 2.607143 12.70893 2.771071 2.398214 21.36071 96.42857 1.899643
## 3 1.038462 13.69923 1.978462 2.376154 16.91538 104.15385 2.823077
## 4 2.300000 12.99733 2.662000 2.364000 19.33000 102.43333 2.109667
## 5 2.076923 12.38692 2.304615 2.223077 20.36538 90.11538 2.359615
## 6 1.764706 13.09824 2.297647 2.440000 19.52941 112.47059 2.380000
## 7 1.000000 13.92050 1.769000 2.497500 17.20000 106.65000 2.908000
## Flavanoids Nonflavanoids Proanthocyanins Color Hue Dilution
## 1 1.607419 0.4129032 1.337097 4.676452 0.9022581 2.358065
## 2 1.203214 0.4082143 1.291071 5.238214 0.8375000 2.149286
## 3 2.963077 0.2784615 1.907308 5.199615 1.0538462 3.187692
## 4 1.574333 0.4026667 1.539000 5.824667 0.8986667 2.346000
## 5 2.186154 0.3480769 1.625000 3.088462 1.0300000 2.766538
## 6 2.055882 0.3470588 1.729412 5.412941 0.9132941 2.720000
## 7 3.081500 0.2955000 1.908500 6.322500 1.1170000 3.008500
## Proline Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## 1 489.1290 1.4540965 -0.76871086 0.1097000 -0.027097019 -0.05740061
## 2 599.7143 1.9370677 -0.05283908 0.1573355 0.013542828 0.10809932
## 3 1076.3462 -2.5438065 0.67937951 -0.3560045 -0.025524928 -0.24489125
## 4 710.2333 0.8776970 0.37201299 -0.1692670 -0.002782808 0.16519395
## 5 371.7308 0.2478336 -1.75073526 0.2588895 0.577487091 -0.12088121
## 6 871.6471 -0.4744435 0.67423723 0.2407769 -0.067049145 0.60613223
## 7 1360.8500 -2.8942482 1.52711790 -0.2148151 -0.633344406 -0.34986723
## Comp.6 Proline Comp.1 Comp.2 Comp.3 Comp.4
## 1 0.13451430 489.1290 1.4540965 -0.76871086 0.1097000 -0.027097019
## 2 -0.02008567 599.7143 1.9370677 -0.05283908 0.1573355 0.013542828
## 3 -0.23357640 1076.3462 -2.5438065 0.67937951 -0.3560045 -0.025524928
## 4 0.09330545 710.2333 0.8776970 0.37201299 -0.1692670 -0.002782808
## 5 0.02192561 371.7308 0.2478336 -1.75073526 0.2588895 0.577487091
## 6 -0.08534034 871.6471 -0.4744435 0.67423723 0.2407769 -0.067049145
## 7 0.02734990 1360.8500 -2.8942482 1.52711790 -0.2148151 -0.633344406
## Comp.5
## 1 -0.05740061
## 2 0.10809932
## 3 -0.24489125
## 4 0.16519395
## 5 -0.12088121
## 6 0.60613223
## 7 -0.34986723
km$cluster
## [1] 3 3 3 7 4 7 7 7 3 3 7 7 7 3 7 7 7 3 7 6 4 4 3 3 6 6 3 7 6 3 7 7 3 7 3
## [36] 6 6 3 3 4 6 3 3 4 6 3 3 3 3 7 3 7 3 7 3 3 6 7 7 1 4 1 2 5 5 4 1 1 4 4
## [71] 6 5 1 3 6 5 5 1 4 1 5 4 2 1 1 1 1 2 4 2 1 1 1 5 5 6 2 5 4 5 4 2 1 5 4
## [106] 5 1 1 5 4 2 5 2 1 5 5 1 5 5 2 2 1 5 5 5 5 5 1 5 2 2 1 2 2 2 4 4 1 2 2
## [141] 2 4 1 2 6 6 5 2 2 2 1 1 5 4 2 4 1 6 4 2 1 4 2 4 2 1 4 4 4 2 1 1 4 4 4
## [176] 6 6 2
wine1 <- data.frame(wine,km$cluster)
wine
## Type Alcohol Malic Ash Alcalinity Magnesium Phenols Flavanoids
## 1 1 14.23 1.71 2.43 15.6 127 2.80 3.06
## 2 1 13.20 1.78 2.14 11.2 100 2.65 2.76
## 3 1 13.16 2.36 2.67 18.6 101 2.80 3.24
## 4 1 14.37 1.95 2.50 16.8 113 3.85 3.49
## 5 1 13.24 2.59 2.87 21.0 118 2.80 2.69
## 6 1 14.20 1.76 2.45 15.2 112 3.27 3.39
## 7 1 14.39 1.87 2.45 14.6 96 2.50 2.52
## 8 1 14.06 2.15 2.61 17.6 121 2.60 2.51
## 9 1 14.83 1.64 2.17 14.0 97 2.80 2.98
## 10 1 13.86 1.35 2.27 16.0 98 2.98 3.15
## 11 1 14.10 2.16 2.30 18.0 105 2.95 3.32
## 12 1 14.12 1.48 2.32 16.8 95 2.20 2.43
## 13 1 13.75 1.73 2.41 16.0 89 2.60 2.76
## 14 1 14.75 1.73 2.39 11.4 91 3.10 3.69
## 15 1 14.38 1.87 2.38 12.0 102 3.30 3.64
## 16 1 13.63 1.81 2.70 17.2 112 2.85 2.91
## 17 1 14.30 1.92 2.72 20.0 120 2.80 3.14
## 18 1 13.83 1.57 2.62 20.0 115 2.95 3.40
## 19 1 14.19 1.59 2.48 16.5 108 3.30 3.93
## 20 1 13.64 3.10 2.56 15.2 116 2.70 3.03
## 21 1 14.06 1.63 2.28 16.0 126 3.00 3.17
## 22 1 12.93 3.80 2.65 18.6 102 2.41 2.41
## 23 1 13.71 1.86 2.36 16.6 101 2.61 2.88
## 24 1 12.85 1.60 2.52 17.8 95 2.48 2.37
## 25 1 13.50 1.81 2.61 20.0 96 2.53 2.61
## 26 1 13.05 2.05 3.22 25.0 124 2.63 2.68
## 27 1 13.39 1.77 2.62 16.1 93 2.85 2.94
## 28 1 13.30 1.72 2.14 17.0 94 2.40 2.19
## 29 1 13.87 1.90 2.80 19.4 107 2.95 2.97
## 30 1 14.02 1.68 2.21 16.0 96 2.65 2.33
## 31 1 13.73 1.50 2.70 22.5 101 3.00 3.25
## 32 1 13.58 1.66 2.36 19.1 106 2.86 3.19
## 33 1 13.68 1.83 2.36 17.2 104 2.42 2.69
## 34 1 13.76 1.53 2.70 19.5 132 2.95 2.74
## 35 1 13.51 1.80 2.65 19.0 110 2.35 2.53
## 36 1 13.48 1.81 2.41 20.5 100 2.70 2.98
## 37 1 13.28 1.64 2.84 15.5 110 2.60 2.68
## 38 1 13.05 1.65 2.55 18.0 98 2.45 2.43
## 39 1 13.07 1.50 2.10 15.5 98 2.40 2.64
## 40 1 14.22 3.99 2.51 13.2 128 3.00 3.04
## 41 1 13.56 1.71 2.31 16.2 117 3.15 3.29
## 42 1 13.41 3.84 2.12 18.8 90 2.45 2.68
## 43 1 13.88 1.89 2.59 15.0 101 3.25 3.56
## 44 1 13.24 3.98 2.29 17.5 103 2.64 2.63
## 45 1 13.05 1.77 2.10 17.0 107 3.00 3.00
## 46 1 14.21 4.04 2.44 18.9 111 2.85 2.65
## 47 1 14.38 3.59 2.28 16.0 102 3.25 3.17
## 48 1 13.90 1.68 2.12 16.0 101 3.10 3.39
## 49 1 14.10 2.02 2.40 18.8 103 2.75 2.92
## 50 1 13.94 1.73 2.27 17.4 108 2.88 3.54
## 51 1 13.05 1.73 2.04 12.4 92 2.72 3.27
## 52 1 13.83 1.65 2.60 17.2 94 2.45 2.99
## 53 1 13.82 1.75 2.42 14.0 111 3.88 3.74
## 54 1 13.77 1.90 2.68 17.1 115 3.00 2.79
## 55 1 13.74 1.67 2.25 16.4 118 2.60 2.90
## 56 1 13.56 1.73 2.46 20.5 116 2.96 2.78
## 57 1 14.22 1.70 2.30 16.3 118 3.20 3.00
## 58 1 13.29 1.97 2.68 16.8 102 3.00 3.23
## 59 1 13.72 1.43 2.50 16.7 108 3.40 3.67
## 60 2 12.37 0.94 1.36 10.6 88 1.98 0.57
## 61 2 12.33 1.10 2.28 16.0 101 2.05 1.09
## 62 2 12.64 1.36 2.02 16.8 100 2.02 1.41
## 63 2 13.67 1.25 1.92 18.0 94 2.10 1.79
## 64 2 12.37 1.13 2.16 19.0 87 3.50 3.10
## 65 2 12.17 1.45 2.53 19.0 104 1.89 1.75
## 66 2 12.37 1.21 2.56 18.1 98 2.42 2.65
## 67 2 13.11 1.01 1.70 15.0 78 2.98 3.18
## 68 2 12.37 1.17 1.92 19.6 78 2.11 2.00
## 69 2 13.34 0.94 2.36 17.0 110 2.53 1.30
## 70 2 12.21 1.19 1.75 16.8 151 1.85 1.28
## 71 2 12.29 1.61 2.21 20.4 103 1.10 1.02
## 72 2 13.86 1.51 2.67 25.0 86 2.95 2.86
## 73 2 13.49 1.66 2.24 24.0 87 1.88 1.84
## 74 2 12.99 1.67 2.60 30.0 139 3.30 2.89
## 75 2 11.96 1.09 2.30 21.0 101 3.38 2.14
## 76 2 11.66 1.88 1.92 16.0 97 1.61 1.57
## 77 2 13.03 0.90 1.71 16.0 86 1.95 2.03
## 78 2 11.84 2.89 2.23 18.0 112 1.72 1.32
## 79 2 12.33 0.99 1.95 14.8 136 1.90 1.85
## 80 2 12.70 3.87 2.40 23.0 101 2.83 2.55
## 81 2 12.00 0.92 2.00 19.0 86 2.42 2.26
## 82 2 12.72 1.81 2.20 18.8 86 2.20 2.53
## 83 2 12.08 1.13 2.51 24.0 78 2.00 1.58
## 84 2 13.05 3.86 2.32 22.5 85 1.65 1.59
## 85 2 11.84 0.89 2.58 18.0 94 2.20 2.21
## 86 2 12.67 0.98 2.24 18.0 99 2.20 1.94
## 87 2 12.16 1.61 2.31 22.8 90 1.78 1.69
## 88 2 11.65 1.67 2.62 26.0 88 1.92 1.61
## 89 2 11.64 2.06 2.46 21.6 84 1.95 1.69
## 90 2 12.08 1.33 2.30 23.6 70 2.20 1.59
## 91 2 12.08 1.83 2.32 18.5 81 1.60 1.50
## 92 2 12.00 1.51 2.42 22.0 86 1.45 1.25
## 93 2 12.69 1.53 2.26 20.7 80 1.38 1.46
## 94 2 12.29 2.83 2.22 18.0 88 2.45 2.25
## 95 2 11.62 1.99 2.28 18.0 98 3.02 2.26
## 96 2 12.47 1.52 2.20 19.0 162 2.50 2.27
## 97 2 11.81 2.12 2.74 21.5 134 1.60 0.99
## 98 2 12.29 1.41 1.98 16.0 85 2.55 2.50
## 99 2 12.37 1.07 2.10 18.5 88 3.52 3.75
## 100 2 12.29 3.17 2.21 18.0 88 2.85 2.99
## 101 2 12.08 2.08 1.70 17.5 97 2.23 2.17
## 102 2 12.60 1.34 1.90 18.5 88 1.45 1.36
## 103 2 12.34 2.45 2.46 21.0 98 2.56 2.11
## 104 2 11.82 1.72 1.88 19.5 86 2.50 1.64
## 105 2 12.51 1.73 1.98 20.5 85 2.20 1.92
## 106 2 12.42 2.55 2.27 22.0 90 1.68 1.84
## 107 2 12.25 1.73 2.12 19.0 80 1.65 2.03
## 108 2 12.72 1.75 2.28 22.5 84 1.38 1.76
## 109 2 12.22 1.29 1.94 19.0 92 2.36 2.04
## 110 2 11.61 1.35 2.70 20.0 94 2.74 2.92
## 111 2 11.46 3.74 1.82 19.5 107 3.18 2.58
## 112 2 12.52 2.43 2.17 21.0 88 2.55 2.27
## 113 2 11.76 2.68 2.92 20.0 103 1.75 2.03
## 114 2 11.41 0.74 2.50 21.0 88 2.48 2.01
## 115 2 12.08 1.39 2.50 22.5 84 2.56 2.29
## 116 2 11.03 1.51 2.20 21.5 85 2.46 2.17
## 117 2 11.82 1.47 1.99 20.8 86 1.98 1.60
## 118 2 12.42 1.61 2.19 22.5 108 2.00 2.09
## 119 2 12.77 3.43 1.98 16.0 80 1.63 1.25
## 120 2 12.00 3.43 2.00 19.0 87 2.00 1.64
## 121 2 11.45 2.40 2.42 20.0 96 2.90 2.79
## 122 2 11.56 2.05 3.23 28.5 119 3.18 5.08
## 123 2 12.42 4.43 2.73 26.5 102 2.20 2.13
## 124 2 13.05 5.80 2.13 21.5 86 2.62 2.65
## 125 2 11.87 4.31 2.39 21.0 82 2.86 3.03
## 126 2 12.07 2.16 2.17 21.0 85 2.60 2.65
## 127 2 12.43 1.53 2.29 21.5 86 2.74 3.15
## 128 2 11.79 2.13 2.78 28.5 92 2.13 2.24
## 129 2 12.37 1.63 2.30 24.5 88 2.22 2.45
## 130 2 12.04 4.30 2.38 22.0 80 2.10 1.75
## 131 3 12.86 1.35 2.32 18.0 122 1.51 1.25
## 132 3 12.88 2.99 2.40 20.0 104 1.30 1.22
## 133 3 12.81 2.31 2.40 24.0 98 1.15 1.09
## 134 3 12.70 3.55 2.36 21.5 106 1.70 1.20
## 135 3 12.51 1.24 2.25 17.5 85 2.00 0.58
## 136 3 12.60 2.46 2.20 18.5 94 1.62 0.66
## 137 3 12.25 4.72 2.54 21.0 89 1.38 0.47
## 138 3 12.53 5.51 2.64 25.0 96 1.79 0.60
## 139 3 13.49 3.59 2.19 19.5 88 1.62 0.48
## 140 3 12.84 2.96 2.61 24.0 101 2.32 0.60
## 141 3 12.93 2.81 2.70 21.0 96 1.54 0.50
## 142 3 13.36 2.56 2.35 20.0 89 1.40 0.50
## 143 3 13.52 3.17 2.72 23.5 97 1.55 0.52
## 144 3 13.62 4.95 2.35 20.0 92 2.00 0.80
## 145 3 12.25 3.88 2.20 18.5 112 1.38 0.78
## 146 3 13.16 3.57 2.15 21.0 102 1.50 0.55
## 147 3 13.88 5.04 2.23 20.0 80 0.98 0.34
## 148 3 12.87 4.61 2.48 21.5 86 1.70 0.65
## 149 3 13.32 3.24 2.38 21.5 92 1.93 0.76
## 150 3 13.08 3.90 2.36 21.5 113 1.41 1.39
## 151 3 13.50 3.12 2.62 24.0 123 1.40 1.57
## 152 3 12.79 2.67 2.48 22.0 112 1.48 1.36
## 153 3 13.11 1.90 2.75 25.5 116 2.20 1.28
## 154 3 13.23 3.30 2.28 18.5 98 1.80 0.83
## 155 3 12.58 1.29 2.10 20.0 103 1.48 0.58
## 156 3 13.17 5.19 2.32 22.0 93 1.74 0.63
## 157 3 13.84 4.12 2.38 19.5 89 1.80 0.83
## 158 3 12.45 3.03 2.64 27.0 97 1.90 0.58
## 159 3 14.34 1.68 2.70 25.0 98 2.80 1.31
## 160 3 13.48 1.67 2.64 22.5 89 2.60 1.10
## 161 3 12.36 3.83 2.38 21.0 88 2.30 0.92
## 162 3 13.69 3.26 2.54 20.0 107 1.83 0.56
## 163 3 12.85 3.27 2.58 22.0 106 1.65 0.60
## 164 3 12.96 3.45 2.35 18.5 106 1.39 0.70
## 165 3 13.78 2.76 2.30 22.0 90 1.35 0.68
## 166 3 13.73 4.36 2.26 22.5 88 1.28 0.47
## 167 3 13.45 3.70 2.60 23.0 111 1.70 0.92
## 168 3 12.82 3.37 2.30 19.5 88 1.48 0.66
## 169 3 13.58 2.58 2.69 24.5 105 1.55 0.84
## 170 3 13.40 4.60 2.86 25.0 112 1.98 0.96
## 171 3 12.20 3.03 2.32 19.0 96 1.25 0.49
## 172 3 12.77 2.39 2.28 19.5 86 1.39 0.51
## 173 3 14.16 2.51 2.48 20.0 91 1.68 0.70
## 174 3 13.71 5.65 2.45 20.5 95 1.68 0.61
## 175 3 13.40 3.91 2.48 23.0 102 1.80 0.75
## 176 3 13.27 4.28 2.26 20.0 120 1.59 0.69
## 177 3 13.17 2.59 2.37 20.0 120 1.65 0.68
## 178 3 14.13 4.10 2.74 24.5 96 2.05 0.76
## Nonflavanoids Proanthocyanins Color Hue Dilution Proline
## 1 0.28 2.29 5.640000 1.040 3.92 1065
## 2 0.26 1.28 4.380000 1.050 3.40 1050
## 3 0.30 2.81 5.680000 1.030 3.17 1185
## 4 0.24 2.18 7.800000 0.860 3.45 1480
## 5 0.39 1.82 4.320000 1.040 2.93 735
## 6 0.34 1.97 6.750000 1.050 2.85 1450
## 7 0.30 1.98 5.250000 1.020 3.58 1290
## 8 0.31 1.25 5.050000 1.060 3.58 1295
## 9 0.29 1.98 5.200000 1.080 2.85 1045
## 10 0.22 1.85 7.220000 1.010 3.55 1045
## 11 0.22 2.38 5.750000 1.250 3.17 1510
## 12 0.26 1.57 5.000000 1.170 2.82 1280
## 13 0.29 1.81 5.600000 1.150 2.90 1320
## 14 0.43 2.81 5.400000 1.250 2.73 1150
## 15 0.29 2.96 7.500000 1.200 3.00 1547
## 16 0.30 1.46 7.300000 1.280 2.88 1310
## 17 0.33 1.97 6.200000 1.070 2.65 1280
## 18 0.40 1.72 6.600000 1.130 2.57 1130
## 19 0.32 1.86 8.700000 1.230 2.82 1680
## 20 0.17 1.66 5.100000 0.960 3.36 845
## 21 0.24 2.10 5.650000 1.090 3.71 780
## 22 0.25 1.98 4.500000 1.030 3.52 770
## 23 0.27 1.69 3.800000 1.110 4.00 1035
## 24 0.26 1.46 3.930000 1.090 3.63 1015
## 25 0.28 1.66 3.520000 1.120 3.82 845
## 26 0.47 1.92 3.580000 1.130 3.20 830
## 27 0.34 1.45 4.800000 0.920 3.22 1195
## 28 0.27 1.35 3.950000 1.020 2.77 1285
## 29 0.37 1.76 4.500000 1.250 3.40 915
## 30 0.26 1.98 4.700000 1.040 3.59 1035
## 31 0.29 2.38 5.700000 1.190 2.71 1285
## 32 0.22 1.95 6.900000 1.090 2.88 1515
## 33 0.42 1.97 3.840000 1.230 2.87 990
## 34 0.50 1.35 5.400000 1.250 3.00 1235
## 35 0.29 1.54 4.200000 1.100 2.87 1095
## 36 0.26 1.86 5.100000 1.040 3.47 920
## 37 0.34 1.36 4.600000 1.090 2.78 880
## 38 0.29 1.44 4.250000 1.120 2.51 1105
## 39 0.28 1.37 3.700000 1.180 2.69 1020
## 40 0.20 2.08 5.100000 0.890 3.53 760
## 41 0.34 2.34 6.130000 0.950 3.38 795
## 42 0.27 1.48 4.280000 0.910 3.00 1035
## 43 0.17 1.70 5.430000 0.880 3.56 1095
## 44 0.32 1.66 4.360000 0.820 3.00 680
## 45 0.28 2.03 5.040000 0.880 3.35 885
## 46 0.30 1.25 5.240000 0.870 3.33 1080
## 47 0.27 2.19 4.900000 1.040 3.44 1065
## 48 0.21 2.14 6.100000 0.910 3.33 985
## 49 0.32 2.38 6.200000 1.070 2.75 1060
## 50 0.32 2.08 8.900000 1.120 3.10 1260
## 51 0.17 2.91 7.200000 1.120 2.91 1150
## 52 0.22 2.29 5.600000 1.240 3.37 1265
## 53 0.32 1.87 7.050000 1.010 3.26 1190
## 54 0.39 1.68 6.300000 1.130 2.93 1375
## 55 0.21 1.62 5.850000 0.920 3.20 1060
## 56 0.20 2.45 6.250000 0.980 3.03 1120
## 57 0.26 2.03 6.380000 0.940 3.31 970
## 58 0.31 1.66 6.000000 1.070 2.84 1270
## 59 0.19 2.04 6.800000 0.890 2.87 1285
## 60 0.28 0.42 1.950000 1.050 1.82 520
## 61 0.63 0.41 3.270000 1.250 1.67 680
## 62 0.53 0.62 5.750000 0.980 1.59 450
## 63 0.32 0.73 3.800000 1.230 2.46 630
## 64 0.19 1.87 4.450000 1.220 2.87 420
## 65 0.45 1.03 2.950000 1.450 2.23 355
## 66 0.37 2.08 4.600000 1.190 2.30 678
## 67 0.26 2.28 5.300000 1.120 3.18 502
## 68 0.27 1.04 4.680000 1.120 3.48 510
## 69 0.55 0.42 3.170000 1.020 1.93 750
## 70 0.14 2.50 2.850000 1.280 3.07 718
## 71 0.37 1.46 3.050000 0.906 1.82 870
## 72 0.21 1.87 3.380000 1.360 3.16 410
## 73 0.27 1.03 3.740000 0.980 2.78 472
## 74 0.21 1.96 3.350000 1.310 3.50 985
## 75 0.13 1.65 3.210000 0.990 3.13 886
## 76 0.34 1.15 3.800000 1.230 2.14 428
## 77 0.24 1.46 4.600000 1.190 2.48 392
## 78 0.43 0.95 2.650000 0.960 2.52 500
## 79 0.35 2.76 3.400000 1.060 2.31 750
## 80 0.43 1.95 2.570000 1.190 3.13 463
## 81 0.30 1.43 2.500000 1.380 3.12 278
## 82 0.26 1.77 3.900000 1.160 3.14 714
## 83 0.40 1.40 2.200000 1.310 2.72 630
## 84 0.61 1.62 4.800000 0.840 2.01 515
## 85 0.22 2.35 3.050000 0.790 3.08 520
## 86 0.30 1.46 2.620000 1.230 3.16 450
## 87 0.43 1.56 2.450000 1.330 2.26 495
## 88 0.40 1.34 2.600000 1.360 3.21 562
## 89 0.48 1.35 2.800000 1.000 2.75 680
## 90 0.42 1.38 1.740000 1.070 3.21 625
## 91 0.52 1.64 2.400000 1.080 2.27 480
## 92 0.50 1.63 3.600000 1.050 2.65 450
## 93 0.58 1.62 3.050000 0.960 2.06 495
## 94 0.25 1.99 2.150000 1.150 3.30 290
## 95 0.17 1.35 3.250000 1.160 2.96 345
## 96 0.32 3.28 2.600000 1.160 2.63 937
## 97 0.14 1.56 2.500000 0.950 2.26 625
## 98 0.29 1.77 2.900000 1.230 2.74 428
## 99 0.24 1.95 4.500000 1.040 2.77 660
## 100 0.45 2.81 2.300000 1.420 2.83 406
## 101 0.26 1.40 3.300000 1.270 2.96 710
## 102 0.29 1.35 2.450000 1.040 2.77 562
## 103 0.34 1.31 2.800000 0.800 3.38 438
## 104 0.37 1.42 2.060000 0.940 2.44 415
## 105 0.32 1.48 2.940000 1.040 3.57 672
## 106 0.66 1.42 2.700000 0.860 3.30 315
## 107 0.37 1.63 3.400000 1.000 3.17 510
## 108 0.48 1.63 3.300000 0.880 2.42 488
## 109 0.39 2.08 2.700000 0.860 3.02 312
## 110 0.29 2.49 2.650000 0.960 3.26 680
## 111 0.24 3.58 2.900000 0.750 2.81 562
## 112 0.26 1.22 2.000000 0.900 2.78 325
## 113 0.60 1.05 3.800000 1.230 2.50 607
## 114 0.42 1.44 3.080000 1.100 2.31 434
## 115 0.43 1.04 2.900000 0.930 3.19 385
## 116 0.52 2.01 1.900000 1.710 2.87 407
## 117 0.30 1.53 1.950000 0.950 3.33 495
## 118 0.34 1.61 2.060000 1.060 2.96 345
## 119 0.43 0.83 3.400000 0.700 2.12 372
## 120 0.37 1.87 1.280000 0.930 3.05 564
## 121 0.32 1.83 3.250000 0.800 3.39 625
## 122 0.47 1.87 6.000000 0.930 3.69 465
## 123 0.43 1.71 2.080000 0.920 3.12 365
## 124 0.30 2.01 2.600000 0.730 3.10 380
## 125 0.21 2.91 2.800000 0.750 3.64 380
## 126 0.37 1.35 2.760000 0.860 3.28 378
## 127 0.39 1.77 3.940000 0.690 2.84 352
## 128 0.58 1.76 3.000000 0.970 2.44 466
## 129 0.40 1.90 2.120000 0.890 2.78 342
## 130 0.42 1.35 2.600000 0.790 2.57 580
## 131 0.21 0.94 4.100000 0.760 1.29 630
## 132 0.24 0.83 5.400000 0.740 1.42 530
## 133 0.27 0.83 5.700000 0.660 1.36 560
## 134 0.17 0.84 5.000000 0.780 1.29 600
## 135 0.60 1.25 5.450000 0.750 1.51 650
## 136 0.63 0.94 7.100000 0.730 1.58 695
## 137 0.53 0.80 3.850000 0.750 1.27 720
## 138 0.63 1.10 5.000000 0.820 1.69 515
## 139 0.58 0.88 5.700000 0.810 1.82 580
## 140 0.53 0.81 4.920000 0.890 2.15 590
## 141 0.53 0.75 4.600000 0.770 2.31 600
## 142 0.37 0.64 5.600000 0.700 2.47 780
## 143 0.50 0.55 4.350000 0.890 2.06 520
## 144 0.47 1.02 4.400000 0.910 2.05 550
## 145 0.29 1.14 8.210000 0.650 2.00 855
## 146 0.43 1.30 4.000000 0.600 1.68 830
## 147 0.40 0.68 4.900000 0.580 1.33 415
## 148 0.47 0.86 7.650000 0.540 1.86 625
## 149 0.45 1.25 8.420000 0.550 1.62 650
## 150 0.34 1.14 9.400000 0.570 1.33 550
## 151 0.22 1.25 8.600000 0.590 1.30 500
## 152 0.24 1.26 10.800000 0.480 1.47 480
## 153 0.26 1.56 7.100000 0.610 1.33 425
## 154 0.61 1.87 10.520000 0.560 1.51 675
## 155 0.53 1.40 7.600000 0.580 1.55 640
## 156 0.61 1.55 7.900000 0.600 1.48 725
## 157 0.48 1.56 9.010000 0.570 1.64 480
## 158 0.63 1.14 7.500000 0.670 1.73 880
## 159 0.53 2.70 13.000000 0.570 1.96 660
## 160 0.52 2.29 11.750000 0.570 1.78 620
## 161 0.50 1.04 7.650000 0.560 1.58 520
## 162 0.50 0.80 5.880000 0.960 1.82 680
## 163 0.60 0.96 5.580000 0.870 2.11 570
## 164 0.40 0.94 5.280000 0.680 1.75 675
## 165 0.41 1.03 9.580000 0.700 1.68 615
## 166 0.52 1.15 6.620000 0.780 1.75 520
## 167 0.43 1.46 10.680000 0.850 1.56 695
## 168 0.40 0.97 10.260000 0.720 1.75 685
## 169 0.39 1.54 8.660000 0.740 1.80 750
## 170 0.27 1.11 8.500000 0.670 1.92 630
## 171 0.40 0.73 5.500000 0.660 1.83 510
## 172 0.48 0.64 9.899999 0.570 1.63 470
## 173 0.44 1.24 9.700000 0.620 1.71 660
## 174 0.52 1.06 7.700000 0.640 1.74 740
## 175 0.43 1.41 7.300000 0.700 1.56 750
## 176 0.43 1.35 10.200000 0.590 1.56 835
## 177 0.53 1.46 9.300000 0.600 1.62 840
## 178 0.56 1.35 9.200000 0.610 1.60 560
## Comp.1 Comp.2 Comp.3 Comp.4 Comp.5
## 1 -3.52293390 1.45309844 -0.164795488 -0.0132728225 7.373454e-01
## 2 -2.52885806 -0.33001925 -2.026706652 -0.4171443626 -2.832137e-01
## 3 -2.78502898 1.03693595 0.983237703 0.6642324117 -3.875650e-01
## 4 -3.92258841 2.76821026 -0.174968168 0.5650878225 -3.243597e-01
## 5 -1.40751111 0.86777309 2.025829485 -0.4409058042 2.279492e-01
## 6 -3.28812981 2.13017513 -0.628992339 -0.6053718996 -4.096264e-01
## 7 -2.75057754 1.17916999 -0.977337471 -0.3535884869 -1.024277e+00
## 8 -2.39286652 1.61128232 0.145729462 -1.2456017254 2.074379e-01
## 9 -2.79525633 0.92317952 -1.770925478 -0.1568265334 -8.584648e-01
## 10 -3.00559666 0.79628417 -0.983741629 0.2702931464 -4.718452e-01
## 11 -3.67868855 1.31252342 -0.421854170 0.0020699961 -2.598405e-01
## 12 -2.10963477 0.61298199 -1.191569954 -1.0985436029 -5.578990e-01
## 13 -2.43845636 0.67852331 -0.865513701 -0.6587794689 -1.087722e+00
## 14 -3.67349453 1.14012136 -1.203768702 -0.2313656609 -1.822612e+00
## 15 -4.44157575 2.11031917 -1.262450409 0.2040040844 -8.445524e-01
## 16 -2.60892387 1.66641801 0.217632760 -1.5184588918 -9.964066e-02
## 17 -2.47542846 2.33089672 0.831602071 -0.8972799745 2.110374e-01
## 18 -2.22623243 1.63359016 0.794557947 -1.1502520540 -1.304798e-01
## 19 -3.74226929 2.52840527 -0.484832351 -1.0546938142 -7.223647e-01
## 20 -2.39441150 1.06452946 -0.164711761 0.5673636284 5.370524e-01
## 21 -3.33656895 0.79601279 -0.363852323 0.2467574316 9.686303e-01
## 22 -1.48140399 0.24008547 0.936230971 0.8997642539 -2.098748e-01
## 23 -2.82806867 -0.08685755 -0.311966722 -0.2069459435 -4.875725e-01
## 24 -2.00771405 -0.51561649 0.143253973 -0.5783077797 -3.766527e-01
## 25 -2.11463604 -0.31592057 0.889723442 -0.3316153212 -6.239313e-01
## 26 -1.39753751 0.93821529 3.819842450 -1.3475506129 3.426532e-01
## 27 -2.13348803 0.68710205 -0.087458063 -0.5760178785 -1.130384e+00
## 28 -1.62970383 -0.09118403 -1.387817268 -0.6744513832 -3.747357e-01
## 29 -2.50760753 0.69274983 1.394171528 -0.9869768913 -6.314664e-01
## 30 -2.55948318 0.19547290 -1.092679354 0.1318303123 -5.749011e-01
## 31 -2.77244452 1.24635279 1.386255484 -0.4466194260 -4.105327e-01
## 32 -2.93513374 1.47827883 -0.331852675 -0.3210136105 5.763330e-02
## 33 -1.99124842 0.05325201 -0.167814766 -0.9342206072 -4.876518e-01
## 34 -2.24570987 1.63466910 1.171383757 -2.3554718298 3.514551e-01
## 35 -1.78698628 0.69748039 0.478958711 -1.1004425986 2.239941e-01
## 36 -2.22763867 0.17928892 0.450723842 0.2020708847 -2.729958e-01
## 37 -1.76802847 0.65787231 0.457519616 -1.3868922529 -9.117577e-05
## 38 -1.52317798 0.11222505 -0.040111695 -1.0993534146 -2.046073e-01
## 39 -1.87236494 -0.76930576 -1.426819252 -0.8453586103 -6.559916e-02
## 40 -2.79711434 1.80880887 -0.342657071 1.3438452930 7.410983e-01
## 41 -2.84093569 0.78616157 -0.117781870 0.6014593401 3.243449e-01
## 42 -1.10557210 0.16588492 -0.784568985 0.9781259154 -9.719952e-01
## 43 -3.30689482 1.16395547 -0.312199951 0.4540527201 -4.499917e-01
## 44 -0.90479842 0.32607243 -0.202584244 1.2500223650 -3.870687e-01
## 45 -2.39683569 -0.06690594 -0.655487425 0.8408195083 2.484124e-01
## 46 -1.53781235 1.77507765 0.027668589 0.4456977698 -5.382589e-01
## 47 -2.99121644 1.19762255 -0.539465841 1.1663606469 -9.220836e-01
## 48 -3.05931631 0.65382196 -1.154757952 0.9971175289 -2.018414e-01
## 49 -2.31877146 1.25023668 -0.057298014 0.1392095083 -4.045823e-01
## 50 -2.95947229 1.75860365 -0.642655624 -0.1457672963 -3.414155e-01
## 51 -3.41218130 0.17691581 -1.972282043 1.2053717634 -1.054874e-01
## 52 -3.11637827 0.75210873 0.004998138 -0.3666000023 -6.367033e-01
## 53 -3.70021113 1.62309187 -0.519868451 0.0392380468 -4.928069e-01
## 54 -2.53754828 1.87852793 0.339182163 -1.3309799572 -2.765455e-01
## 55 -2.44478924 1.02071516 -0.957570940 -0.0583066688 8.371937e-01
## 56 -2.72281451 1.33524369 0.514188852 0.5086688194 8.597839e-01
## 57 -2.98531677 1.44363759 -0.611793476 0.3324080052 3.946058e-01
## 58 -2.48814690 1.21549250 0.261493332 -0.6806057248 -5.676851e-01
## 59 -3.35128665 1.74060283 -0.284735130 0.3157770703 1.129913e-01
## 60 0.87492504 -3.07772383 -4.585646187 -0.9590976434 6.293462e-01
## 61 1.41466076 -1.38995420 -0.876470824 -3.1000200267 -2.752689e-01
## 62 1.71387916 -0.83885608 -1.607071772 -1.5217659003 4.715098e-02
## 63 -0.01229686 -1.26269589 -1.784605213 -1.2541029453 -6.131431e-02
## 64 -1.83310122 -1.91338608 -0.005308782 0.8971802732 3.677318e-02
## 65 0.57453595 -1.91115097 0.678679017 -2.1114198497 4.787788e-01
## 66 -0.79147116 -0.75872552 0.574195746 -0.5556642912 2.299419e-01
## 67 -2.02003148 -1.87213142 -2.029700526 1.4273825317 -7.185205e-01
## 68 -0.14328098 -2.42575691 -1.069514689 0.0394590420 -4.774736e-01
## 69 0.75150766 -0.22520902 -0.708153727 -2.5913271112 2.322337e-02
## 70 -1.74032573 -1.39100815 -1.235601124 0.0430909940 4.448987e+00
## 71 1.47630041 -0.89224859 -0.629942735 -0.9794920049 1.116243e+00
## 72 -1.49197779 -0.94792708 1.953836973 0.0980619399 -6.029770e-01
## 73 0.69396686 -1.06686332 0.079864238 -0.1555123072 -2.039263e-01
## 74 -2.29945716 0.27435851 3.376817208 -0.2960317909 2.343107e+00
## 75 -1.63413138 -1.27738980 0.460188129 0.5587426327 1.102155e+00
## 76 0.82899932 -2.44770579 -1.563704184 -0.6631037845 8.464248e-01
## 77 -0.30043175 -2.15106456 -2.448739452 -0.0049489546 2.558266e-01
## 78 1.36117820 -1.39034627 -0.228302697 -0.5652438361 9.798377e-01
## 79 -1.09604852 -0.76264282 -1.182372766 -0.1111807339 2.927635e+00
## 80 -0.31921974 -1.02477043 1.794820911 0.8931115709 -4.199180e-01
## 81 -0.67125757 -3.37052496 -0.356702471 -0.2912661671 8.313858e-02
## 82 -0.92411091 -1.44510662 -0.362167941 0.2900615889 -2.676909e-01
## 83 0.46749204 -2.38376557 1.335141077 -1.2438032460 -6.963613e-01
## 84 2.35241675 -0.10013996 0.472254334 0.3020216172 -1.464262e+00
## 85 -0.71822325 -1.46811394 0.611344419 0.8883942765 8.552386e-01
## 86 -0.69829604 -2.02223417 -0.254062359 -0.6544505395 5.344114e-01
## 87 0.76457439 -2.23750414 0.772269731 -1.0533631524 -1.295439e-02
## 88 0.52824923 -2.37569723 2.307047700 -1.1321258292 -2.081958e-01
## 89 1.03785507 -1.80786799 0.958261132 -0.5574922612 -6.846089e-01
## 90 0.52142425 -2.66038386 0.848509316 -0.3351709738 -1.279421e+00
## 91 1.25335859 -2.12475639 -0.048801873 -0.7174782659 -7.828223e-01
## 92 1.46070926 -1.85969940 0.779936252 -0.7515682495 -3.742754e-01
## 93 1.79124629 -1.56916323 -0.090862081 -0.8494470101 -1.039859e+00
## 94 -0.65330428 -2.30839297 0.115558436 1.2912683727 -5.442118e-02
## 95 -0.83614510 -2.21754888 0.143652590 0.5989609023 8.954515e-01
## 96 -2.26060732 0.18428637 0.791707831 0.1110844141 4.077836e+00
## 97 0.55547283 -0.37012733 1.309239042 -0.4977564637 3.393684e+00
## 98 -0.91499650 -2.55963934 -1.085370948 0.3198955902 -9.844110e-02
## 99 -2.02098347 -1.42022041 -0.228051484 1.0647925250 -1.456317e-01
## 100 -1.26542677 -2.15848251 0.750129033 1.1011485043 -8.238798e-01
## 101 -0.70143229 -2.37221592 -1.567245337 0.1630190918 6.483242e-01
## 102 0.53086979 -2.29535505 -1.499170937 -0.2451596525 3.511420e-01
## 103 0.17615672 -1.16479003 1.003761031 0.6660103113 4.500727e-02
## 104 0.64274197 -2.68228953 -0.765006369 0.4893737131 2.520412e-02
## 105 -0.33770614 -2.09639668 -0.471487650 0.3727114472 -3.731599e-01
## 106 1.63721155 -1.72636425 0.945499540 -0.1132401365 -1.174883e+00
## 107 0.35877264 -2.17081862 -0.481516548 0.2672077954 -5.487062e-01
## 108 1.51311874 -1.36335628 0.286009689 -0.2231528936 -5.989977e-01
## 109 -0.03009626 -2.30450774 -0.462917472 1.0154709713 2.053297e-01
## 110 -1.40940236 -1.45311158 1.781225643 0.8090170485 3.151077e-01
## 111 -1.21824444 -1.40819282 0.141869305 3.9821590472 1.392571e+00
## 112 0.28831462 -1.93122641 0.078755633 0.9210177990 -5.052836e-02
## 113 1.19609762 -0.77044262 1.998051773 -1.9560850681 -4.059647e-01
## 114 0.45161819 -2.27100706 1.061178910 -0.8251115379 8.450811e-03
## 115 0.47183886 -1.94138119 1.323479508 -0.2727900134 -7.961125e-01
## 116 -0.42339909 -3.86899361 1.344602340 -0.9818912346 -4.920979e-01
## 117 0.26437653 -2.82191608 -0.302473757 0.5301770393 2.329101e-01
## 118 0.13745847 -1.92845353 0.690492491 0.0008442816 1.093673e+00
## 119 2.25047663 -1.26932529 -1.904897287 0.5201549673 -9.466788e-01
## 120 0.53074498 -2.22441680 -0.356421002 1.2808234165 -2.727012e-01
## 121 -0.64128735 -1.40431272 1.126303563 1.3139854888 1.562646e-01
## 122 -1.18436691 0.26095740 5.346699305 0.4244234712 3.513029e-01
## 123 1.10694195 -0.66949700 3.009462636 1.0493488712 -2.088535e-01
## 124 0.45864794 -0.61988848 0.483469394 3.3394572344 -1.015258e+00
## 125 -0.84610722 -1.43910880 1.482768819 3.8118010618 -4.686037e-01
## 126 0.11653672 -2.10990355 0.434953692 0.9396832137 -5.722296e-01
## 127 0.00708670 -1.26551112 0.688045285 1.2151700013 -5.522575e-01
## 128 1.49530863 -1.21567945 3.360064769 -0.4056943050 -5.844198e-01
## 129 0.47860169 -1.94027835 1.296539773 0.6711184593 -1.923772e-01
## 130 1.66414462 -1.15919147 0.781438229 1.1234613161 -1.110782e+00
## 131 1.77894554 0.17231476 -1.178869453 -0.8089643346 2.678598e+00
## 132 2.74191892 0.37085725 -0.723641101 0.0090473628 1.318518e+00
## 133 3.25429697 0.25756346 -0.167783428 -0.1353300274 1.136829e+00
## 134 2.53036635 0.36598866 -0.452793591 0.4475797945 1.588996e+00
## 135 2.71302437 -0.46387414 -1.101622522 -0.9760004891 -6.231749e-01
## 136 3.34898858 0.34556216 -1.099903687 -0.8732274254 -4.666761e-01
## 137 4.11716696 0.14197308 0.220219652 -0.2624436011 -5.734002e-01
## 138 4.14412844 0.64721324 1.710698021 0.2429917678 -8.623381e-01
## 139 3.36592550 0.34041064 -1.027847566 -0.3792004908 -1.059842e+00
## 140 2.71267678 0.28746438 1.241561570 -0.8193760706 -1.994265e-01
## 141 3.07164523 0.27980594 0.608807930 -1.0372325090 -3.786113e-01
## 142 2.62614546 0.36823287 -0.971981338 -0.4636157441 -2.657384e-01
## 143 3.26039672 0.48109080 0.945869411 -1.2244838869 -4.100339e-01
## 144 2.70404699 0.47745985 -0.253362189 0.4112366504 -9.035342e-01
## 145 2.59084775 1.15749987 -1.244623117 0.7094751859 1.504146e+00
## 146 2.95401110 0.55785150 -0.856141264 0.3775207111 4.786006e-01
## 147 4.45995006 0.63547901 -1.459910221 0.7959161153 -9.203568e-01
## 148 3.82924957 1.26232962 -0.111849762 0.7866969486 -9.021894e-01
## 149 3.13365001 1.56464614 -0.472735778 0.5727425597 -3.555822e-01
## 150 3.23471410 2.03532443 -0.495850787 0.7966068090 1.240701e+00
## 151 2.71256472 2.35387960 0.438394136 0.5275244037 2.186101e+00
## 152 2.93094044 2.04198353 -0.311553350 0.9017968425 1.779178e+00
## 153 2.25057425 1.52795614 1.363759806 0.3774522259 1.906445e+00
## 154 3.09752033 2.13348176 -0.964702506 0.6167716617 -4.813229e-01
## 155 3.07705567 0.40479097 -1.190326202 -0.4214727367 7.789767e-01
## 156 3.85615824 1.79208943 -0.095022279 1.0042505817 -9.957663e-01
## 157 3.20838842 1.91882788 -0.782626281 1.1480536454 -8.630070e-01
## 158 3.65849417 1.30258082 1.601089604 -0.6244407310 -4.885354e-01
## 159 1.55298183 3.51909311 1.161596772 1.0083206720 -6.160598e-01
## 160 2.05828389 2.40754610 0.549571767 0.7510722059 -7.426561e-01
## 161 3.43854934 0.73054324 -0.091469132 0.8417691565 -6.380817e-01
## 162 2.58448815 1.17132839 -0.101780000 -1.2046349098 1.791901e-02
## 163 3.14445722 0.54903584 0.803473957 -0.9650328360 -6.115706e-02
## 164 2.92529398 0.69265684 -0.885187512 -0.1307495784 7.229023e-01
## 165 3.26182677 1.54859057 -0.983800479 -0.0393173738 -2.899609e-01
## 166 3.77758717 0.87231155 -0.467133500 0.3135145230 -8.982590e-01
## 167 2.77463925 2.58870465 0.428405575 -0.0081839524 5.646649e-01
## 168 3.24261618 1.26784789 -1.213715227 0.2402065953 -2.919270e-01
## 169 2.56374375 2.07490927 0.764076543 -0.2066082457 5.635132e-01
## 170 2.74872948 2.58508204 1.418267058 0.8093356992 8.650299e-01
## 171 3.49119620 -0.25946020 -0.847741922 -0.1246775422 5.489472e-01
## 172 3.92913440 0.83738603 -1.340347800 -0.2318458654 -3.979636e-01
## 173 2.81529547 2.18933614 -0.918927443 -0.0811475233 -5.599976e-01
## 174 3.62799620 2.20661701 -0.343667668 0.7517046545 -1.004109e+00
## 175 2.94272922 1.75226320 0.207479744 0.3993807554 1.542230e-01
## 176 3.02727243 2.75604024 -0.940803036 0.6077584574 1.128136e+00
## 177 2.75522166 2.29378408 -0.550473677 -0.3915704212 1.067083e+00
## 178 3.49633565 2.76060799 1.013151148 0.3496303049 -1.005136e+00
## Comp.6
## 1 -0.300716184
## 2 -0.884309411
## 3 0.468841610
## 4 0.262616418
## 5 -0.593762131
## 6 0.258275952
## 7 -0.462620113
## 8 -1.388985438
## 9 0.014240451
## 10 0.297661698
## 11 -0.039720124
## 12 -0.403976283
## 13 -0.019283128
## 14 1.010003895
## 15 1.002136706
## 16 -0.243150964
## 17 -0.058382304
## 18 0.417864300
## 19 0.630748624
## 20 -1.543513740
## 21 -0.210233732
## 22 -1.432185184
## 23 -0.904880173
## 24 -0.720295234
## 25 -0.796994838
## 26 -0.403297620
## 27 -0.424132839
## 28 -0.604474936
## 29 -0.432671480
## 30 -0.278254950
## 31 0.715880523
## 32 0.240786167
## 33 -0.057852983
## 34 -0.285342855
## 35 -0.737253252
## 36 -0.169036161
## 37 -0.607093715
## 38 -0.392650541
## 39 -0.423260642
## 40 -1.825637078
## 41 0.559092509
## 42 -1.466131194
## 43 -0.650051561
## 44 -1.357289955
## 45 0.180121324
## 46 -2.008387852
## 47 -0.989002338
## 48 0.283230937
## 49 0.493085307
## 50 0.806881706
## 51 1.156232957
## 52 0.002244259
## 53 0.347654780
## 54 -0.147538587
## 55 -0.495102368
## 56 0.392787850
## 57 0.055453509
## 58 -0.137358867
## 59 0.418261252
## 60 -0.427247461
## 61 0.152864954
## 62 0.619579334
## 63 -0.347666404
## 64 1.050196614
## 65 -0.099419541
## 66 1.126119361
## 67 1.571392160
## 68 0.163223182
## 69 -0.155377236
## 70 -0.020871630
## 71 -0.007928710
## 72 0.167490599
## 73 -0.401224948
## 74 -0.222308594
## 75 0.210894515
## 76 -0.037948341
## 77 0.661841215
## 78 -1.123045047
## 79 1.128148848
## 80 -0.668758948
## 81 0.442508633
## 82 0.093135785
## 83 0.368279755
## 84 -0.007767326
## 85 0.780744946
## 86 -0.019157095
## 87 0.384864170
## 88 -0.074432306
## 89 0.070167287
## 90 0.270206819
## 91 0.460247365
## 92 0.658963356
## 93 0.854828788
## 94 -0.512291157
## 95 -0.333740969
## 96 0.807033117
## 97 -1.165642492
## 98 0.541312699
## 99 1.299240316
## 100 0.666129366
## 101 -0.273376339
## 102 -0.188642566
## 103 -0.696556494
## 104 0.350590863
## 105 -0.128609541
## 106 -0.021523668
## 107 0.218546435
## 108 0.491500729
## 109 0.956312274
## 110 0.836030554
## 111 0.872330208
## 112 -0.677885204
## 113 -0.460655814
## 114 1.071686289
## 115 0.139975946
## 116 1.137655371
## 117 -0.017643820
## 118 -0.108274203
## 119 -1.015037477
## 120 -0.781784395
## 121 0.035104579
## 122 0.870010387
## 123 -1.390327286
## 124 -1.746107708
## 125 -0.326057873
## 126 -0.078439642
## 127 0.974498927
## 128 0.782543701
## 129 0.617679827
## 130 -1.148591262
## 131 -0.233954407
## 132 -0.771191632
## 133 -0.135815350
## 134 -1.102084059
## 135 1.591834577
## 136 0.874070641
## 137 -1.199625292
## 138 -0.995553206
## 139 -0.267100282
## 140 -0.239432193
## 141 -0.580269296
## 142 -0.690067426
## 143 -1.006779438
## 144 -1.425022206
## 145 -0.561464836
## 146 -0.590025321
## 147 -1.677299949
## 148 -0.613301829
## 149 0.573814947
## 150 -0.060081705
## 151 -0.129464003
## 152 0.764918844
## 153 0.888226552
## 154 1.683399846
## 155 1.745825061
## 156 0.031527849
## 157 0.418239146
## 158 0.830793032
## 159 3.473515481
## 160 3.089008424
## 161 0.372646500
## 162 -0.617037486
## 163 -0.250765526
## 164 -0.809985372
## 165 0.606297830
## 166 -0.449317974
## 167 0.553992903
## 168 0.440188501
## 169 0.690981075
## 170 -1.017082254
## 171 -0.496437527
## 172 0.896152985
## 173 0.865458215
## 174 -1.143154878
## 175 -0.062464756
## 176 0.005290357
## 177 1.012562314
## 178 0.377223368
wine2 <- cbind(wine[,1],pcawine1$scores[,7:13])
wine2
## Comp.7 Comp.8 Comp.9 Comp.10 Comp.11
## [1,] 1 -0.572261286 -0.055480771 0.457474579 -1.062572157 -0.419311078
## [2,] 1 0.029632889 -1.007529774 -0.218190602 0.020125260 -0.129653891
## [3,] 1 -0.486931824 0.268200489 -1.219329902 0.105950252 -0.278289088
## [4,] 1 0.397243535 -0.617102916 0.114335795 -0.107368253 0.771688951
## [5,] 1 -0.446615701 -0.433713850 0.260812021 -0.112118049 -0.536418018
## [6,] 1 -0.377511025 -0.365793608 -0.044785952 0.217353076 0.406638322
## [7,] 1 0.024690576 0.349679028 -0.591076796 -0.776935402 -0.401144507
## [8,] 1 0.100285359 -0.212688006 0.060780781 -0.622593999 0.319654339
## [9,] 1 -0.084395484 0.526326337 0.531269228 -0.327330764 -0.506734442
## [10,] 1 0.861406406 -0.159662457 0.171674223 -0.241558013 0.015045667
## [11,] 1 -0.188595988 1.225008970 -0.449282832 0.377774162 0.730295547
## [12,] 1 0.492162831 0.952768897 -0.563402415 -0.148380877 0.047574990
## [13,] 1 0.283919623 0.439162759 -0.830010491 0.304196708 0.057200416
## [14,] 1 -1.453011942 0.439585290 0.099983560 0.314810258 -1.227597359
## [15,] 1 -0.996343630 0.438403302 -0.635605691 0.669856197 -0.309962009
## [16,] 1 0.247455297 -0.046570534 -0.182063406 0.894553695 0.083663937
## [17,] 1 -0.103759439 0.386446567 -0.004404340 -0.099593022 0.073015643
## [18,] 1 -0.119269231 -0.108343550 0.385808700 0.200898637 0.285640056
## [19,] 1 0.073847345 0.089121714 -0.181315477 0.946945281 0.899795909
## [20,] 1 0.192752218 -0.563881465 0.111290263 0.122468282 -0.837910776
## [21,] 1 -0.259951993 -0.146381463 1.194804578 -0.666103870 -0.457918747
## [22,] 1 -0.236704365 0.070224246 -0.588239544 0.146026814 -0.659972141
## [23,] 1 0.232102279 0.087016816 0.005507423 -0.723118875 -0.059141553
## [24,] 1 0.719862872 -0.239715487 -0.749834806 -0.269907782 -0.012858421
## [25,] 1 0.697934878 0.323603338 -0.060240223 -0.666198811 -0.359108507
## [26,] 1 -0.489990098 -0.138639518 -0.062332499 -0.566423687 -0.431750853
## [27,] 1 0.506795823 -0.939145103 -0.731707565 -0.182778638 -0.011872668
## [28,] 1 0.392270162 0.176860964 -0.820291496 -0.159014454 0.871493026
## [29,] 1 -0.031381896 0.124065944 0.492584270 -0.040062530 -0.535327145
## [30,] 1 0.189244445 0.447606181 -0.045794331 -0.791702150 -0.097574341
## [31,] 1 0.377166887 1.021001240 -0.558666432 0.335855112 0.362800416
## [32,] 1 0.518865768 0.491799407 -0.766010043 0.354709984 1.065540864
## [33,] 1 -0.964875254 0.492352381 0.040736907 -0.248663860 -0.220080286
## [34,] 1 -0.927744034 -0.458168965 0.734559984 -0.197296382 0.623281390
## [35,] 1 0.269822758 0.187373550 -0.478502945 -0.163724167 -0.171299383
## [36,] 1 0.650042123 0.315747552 0.039767477 -0.467137963 0.199199423
## [37,] 1 0.111631358 -0.964782601 -0.224498853 0.251669302 -1.100732106
## [38,] 1 0.421949027 -0.020009462 -0.823976189 0.413793805 -0.006331597
## [39,] 1 0.051264914 0.009292604 -0.259222982 0.267618584 0.270281671
## [40,] 1 -0.854134222 -0.708090247 0.767926504 -0.142661063 -1.189357198
## [41,] 1 -0.635870786 -0.716917056 0.682317590 -0.567804171 -0.282244193
## [42,] 1 0.046930500 0.290852577 -0.350428554 0.029398059 0.814467408
## [43,] 1 1.086440075 -0.915741480 -0.148875618 -0.067211121 -0.426057495
## [44,] 1 -0.547714763 -0.593041703 0.209475363 -0.132207438 -0.085928789
## [45,] 1 -0.099556554 -0.673239795 0.136071784 -0.563641065 0.472678263
## [46,] 1 -0.026135568 -0.223449007 0.520419519 -0.292636123 0.593112800
## [47,] 1 -0.622210040 0.311099018 0.521350067 0.078922870 0.047420763
## [48,] 1 0.433255121 -0.161210010 0.292929087 -0.393963317 0.122841972
## [49,] 1 -0.282145637 0.764686971 -0.014928583 -0.140983927 -0.113865530
## [50,] 1 -0.059801284 0.245886837 0.167586320 0.174955285 0.528660258
## [51,] 1 -0.377938496 0.402199838 -1.159493377 0.752534627 -0.381210855
## [52,] 1 0.398147944 1.041942571 -0.991105135 0.128895270 -0.535677231
## [53,] 1 -0.128751812 -1.343395872 0.632756760 0.456314587 0.284457857
## [54,] 1 -0.419644572 -0.380338536 -0.214333251 0.226437007 0.311878507
## [55,] 1 0.402382255 -0.325472170 0.122744339 -0.570035104 0.177275244
## [56,] 1 0.267737225 0.468863523 -0.298031375 -0.252272895 0.328030058
## [57,] 1 0.017590387 -0.339556051 0.814501457 -0.572953596 -0.040280424
## [58,] 1 0.249822377 -0.616864231 -0.668092680 0.662061472 0.076562562
## [59,] 1 0.802469065 -0.649233835 -0.351605489 0.283781567 0.254164895
## [60,] 2 0.116133214 -0.643777735 0.480556957 0.327747691 0.350305311
## [61,] 2 -1.025111713 -1.012077489 0.479649414 0.559187147 0.132177226
## [62,] 2 -0.335287324 -0.973965627 0.914826561 0.200843029 0.116293816
## [63,] 2 0.672415707 0.711002121 1.245394687 0.046255859 0.237305764
## [64,] 2 1.064026946 -0.191200705 0.962492718 1.286082765 -0.030018263
## [65,] 2 -0.451292302 0.058149576 0.555664285 0.921260198 -0.911150675
## [66,] 2 -0.250557967 -0.082908981 -0.403961376 0.803744786 -0.819279698
## [67,] 2 0.294076237 0.247879885 0.909421176 0.239356872 -0.164709679
## [68,] 2 1.376565218 0.241298141 0.370764405 -0.173796801 0.480054364
## [69,] 2 -0.303996953 -1.166920857 1.073582349 -0.226555951 0.236190868
## [70,] 2 -1.529314796 1.038548787 0.238237571 -0.480829796 0.242606717
## [71,] 2 -0.241511226 0.580060343 -1.362172495 -0.563274763 0.241618888
## [72,] 2 1.605779104 1.653139371 1.291988690 0.465249897 -0.756048843
## [73,] 2 1.635415547 1.041424925 0.666541885 -0.692742514 0.095261942
## [74,] 2 0.524455802 1.235259839 1.178266466 0.015495355 1.772533874
## [75,] 2 1.380794933 -0.501109797 -0.249796261 0.512163143 1.077114936
## [76,] 2 -0.452135774 -0.064278270 -0.079934270 0.853522616 -0.205554469
## [77,] 2 0.614030618 0.765678291 0.763203373 0.173822324 -0.406809164
## [78,] 2 -0.906745294 -0.864196412 -0.046133721 -0.068471141 0.061699007
## [79,] 2 -2.183742024 0.115854270 -0.323982050 -0.563229856 -0.367792564
## [80,] 2 -1.091382416 0.441837126 0.972414783 0.465118774 0.247070609
## [81,] 2 0.441492971 0.315798032 0.819602858 0.517733728 -0.142499750
## [82,] 2 0.505754397 0.630263080 -0.213160864 0.235705459 -0.128074378
## [83,] 2 0.667302164 0.936287817 -0.510881363 0.250567980 0.127560537
## [84,] 2 -1.204077032 0.446704255 -0.003628677 -0.387227503 0.024478939
## [85,] 2 0.711556746 -0.671630405 -1.349153086 -0.529074145 -1.221059381
## [86,] 2 0.316900461 0.198166934 0.541885368 -0.164452986 -0.591859496
## [87,] 2 -0.275456599 1.050911630 -0.066088474 0.380674145 -0.041538759
## [88,] 2 0.531932890 0.862114993 -0.389886741 0.240088486 0.315997649
## [89,] 2 -0.104734033 -0.367706999 -0.929707234 -0.074021188 0.333722517
## [90,] 2 0.773912538 0.401670401 -0.470067392 -0.524591106 0.641759217
## [91,] 2 -0.805663875 0.066725425 -0.693779124 -0.112172586 -0.662568071
## [92,] 2 -0.232103869 0.348562110 -0.655799223 -0.610101624 -0.395682822
## [93,] 2 -0.640588107 0.452065413 -0.441032036 -0.851110778 -0.423495435
## [94,] 2 -0.142241999 0.253232245 0.250147883 0.437058214 -0.799089293
## [95,] 2 0.802314932 -0.816945619 0.468894752 1.296102741 -0.202275478
## [96,] 2 -2.772275622 0.528726175 0.055577697 -0.495578068 0.256542532
## [97,] 2 0.322166694 0.026384920 -1.064893447 0.076546291 -0.672506479
## [98,] 2 -0.007780287 0.027061409 0.382463504 0.711865891 -0.410326780
## [99,] 2 0.827816132 -0.688090349 0.525616367 0.948048335 0.472993931
## [100,] 2 -2.062594865 0.700720753 0.462845962 1.224916825 -0.643817539
## [101,] 2 -0.229776298 0.440103887 0.286942278 0.634176934 0.952397591
## [102,] 2 0.404477048 0.747974521 -0.270073269 -0.694974056 -0.015203004
## [103,] 2 0.534942282 -0.955953573 0.268342879 -0.574269296 -0.004511193
## [104,] 2 -0.017960924 -0.460198881 0.205381272 -0.004814913 0.664312646
## [105,] 2 0.491282837 0.401936874 0.060042242 -0.664299512 0.744810915
## [106,] 2 -1.110390043 -0.456212863 0.407054197 -1.589832136 0.044183639
## [107,] 2 0.213531952 0.231676566 -0.502014428 -0.578995987 -0.258031047
## [108,] 2 -0.013878010 0.581196831 -0.424261266 -1.063344598 -0.245221885
## [109,] 2 -0.337111953 -0.350922915 0.313886097 -0.968973936 -0.047971051
## [110,] 2 0.216250262 -0.660806174 -1.188738667 0.106671906 -0.568930079
## [111,] 2 -1.867223487 -0.092144183 -0.556548663 0.254149371 0.735615066
## [112,] 2 0.890760418 -0.262327201 0.607569727 0.014582555 0.078660746
## [113,] 2 -1.070483542 -0.820079232 -0.484157400 0.705740071 -0.693680931
## [114,] 2 0.409195560 -0.768158284 -0.323004255 0.539649835 -0.171999945
## [115,] 2 0.985294012 -0.955376154 0.335970418 -0.395022008 0.120499348
## [116,] 2 -1.408743898 0.764301338 0.228687345 1.374550261 0.258367532
## [117,] 2 0.533075504 0.082267433 -0.363978399 -0.783405519 0.496016154
## [118,] 2 -0.014165692 0.350202500 0.620542951 -0.701332231 0.006120640
## [119,] 2 -0.221346552 -0.673651627 0.022500113 -0.303550184 -0.329134323
## [120,] 2 -0.935880029 0.166660018 -0.554142375 -0.302178047 0.330767282
## [121,] 2 0.177116743 -1.409976218 -0.550246418 0.065026486 0.395898115
## [122,] 2 0.531938184 -1.753871961 0.528495879 0.176094268 0.133515816
## [123,] 2 -0.537495188 0.255101783 0.212147143 -0.267127899 -0.026994082
## [124,] 2 -0.649253551 0.296058820 0.508958482 0.111050166 0.189287442
## [125,] 2 -0.198072312 -0.128872301 -0.744106290 0.197302108 -0.445389974
## [126,] 2 0.532475389 -0.835107239 0.405988737 -0.355282140 0.393234211
## [127,] 2 0.702172430 -1.022395294 0.362895746 -0.624395259 -0.015737509
## [128,] 2 -0.247529576 0.032374300 -0.349237454 -0.348050849 0.345844581
## [129,] 2 0.319954619 0.240216948 0.150546589 -0.812259133 0.065074821
## [130,] 2 -0.268484127 -0.288260927 -0.699614475 0.218797244 0.416131234
## [131,] 3 0.822748941 -0.270825240 -0.117696562 0.111673138 -0.535316955
## [132,] 3 0.972457196 0.145402606 -0.259088952 0.520070917 -0.561186334
## [133,] 3 1.566956914 0.509433557 -0.460080354 -0.043463075 -0.011876987
## [134,] 3 1.081482886 0.321728269 -0.177571812 1.118543135 0.031734286
## [135,] 3 -0.431605353 -0.856516337 -0.279475653 -0.163671354 0.004553365
## [136,] 3 -0.774390337 -0.750111358 -0.072210540 -0.095646352 0.408949326
## [137,] 3 -0.797349605 -0.194230793 -0.981976224 0.797400673 0.193057550
## [138,] 3 -1.372691931 0.120990630 0.121299166 0.648765982 0.426123667
## [139,] 3 -0.694251343 0.211352502 0.570347789 -0.146048547 0.134417253
## [140,] 3 0.013262033 -0.239908574 0.699259803 0.147972278 0.549011788
## [141,] 3 0.084018697 -0.406255917 -0.140658407 -0.488483743 -0.379269652
## [142,] 3 1.069068234 0.160626257 -0.297424568 -0.652937067 0.120758130
## [143,] 3 0.383306845 0.395058462 0.550807850 -0.230617343 -0.335743473
## [144,] 3 -0.766178113 0.518021704 0.785319300 0.581294054 -0.078675173
## [145,] 3 -0.014992359 -0.311997654 -0.878194826 0.489331282 0.498856957
## [146,] 3 -0.546828758 0.378555713 -0.431583939 -0.579176676 0.667585040
## [147,] 3 0.200195932 0.773904817 0.054542092 -0.052310558 -0.598613712
## [148,] 3 0.228231175 -0.422021386 -0.334420759 0.285750708 0.222071461
## [149,] 3 0.393357764 -0.137425098 0.024729789 -0.040293356 0.178160518
## [150,] 3 0.327684836 -0.069577718 0.104808630 0.421599891 -0.104942033
## [151,] 3 1.209609951 0.433764201 0.231316034 0.156971573 -0.606316553
## [152,] 3 1.463279229 -0.350782349 -0.218685543 0.244777971 -0.437330170
## [153,] 3 1.417611318 0.050191863 0.317062571 0.091888033 -0.474682514
## [154,] 3 -1.180954925 -0.407803539 -0.069876758 -0.134034753 -0.120632383
## [155,] 3 -0.222921889 -0.483352271 -0.252721846 -0.876427229 0.377347554
## [156,] 3 -1.436428765 0.198319025 -0.141832818 0.212170004 0.571687574
## [157,] 3 -0.251330066 0.148947138 0.344385868 0.029132190 -0.665944154
## [158,] 3 -0.168790648 -0.150173681 -0.481753622 -0.176008617 1.326308401
## [159,] 3 0.383205926 0.493062002 0.740431949 -0.627922147 -0.278215538
## [160,] 3 0.470653621 -0.181713746 0.108836896 -0.168212900 -0.364882734
## [161,] 3 0.028728410 -1.079109928 0.027816576 0.663704783 0.449840196
## [162,] 3 -0.404570107 0.247608396 0.749011318 0.296705226 -0.217844295
## [163,] 3 -0.810385176 -0.198921228 0.370047265 -0.182906892 0.021446906
## [164,] 3 -0.214306214 -0.249062536 -0.289121877 -0.040938532 -0.196476193
## [165,] 3 0.942596523 0.768419955 0.248050153 -0.176581424 -0.080275816
## [166,] 3 -0.465340370 1.102160861 0.420916454 -0.171364472 -0.009415628
## [167,] 3 -0.074718730 0.701278607 0.287352068 0.737215297 -0.125549749
## [168,] 3 0.606983692 -0.011848436 -0.379678521 0.670451615 0.060332382
## [169,] 3 0.699519890 0.895002792 -0.212978726 -0.218715724 -0.217910235
## [170,] 3 1.005322879 0.336287067 0.164991988 0.706859139 -0.169193338
## [171,] 3 0.296548339 -0.612000878 -0.572127062 0.022182487 -0.187930939
## [172,] 3 0.919905217 -0.724722902 -0.038781204 -0.067470540 -0.135547013
## [173,] 3 0.786661504 0.292329710 0.244013326 -0.340934411 -0.598772128
## [174,] 3 -0.841082264 0.206044724 0.125065905 0.391514872 0.136398554
## [175,] 3 -0.139553613 0.563996559 -0.055185648 0.235602201 0.253570543
## [176,] 3 -0.730964144 -0.052396746 0.027802925 0.212150899 0.501226372
## [177,] 3 -0.753298285 -0.425312224 -0.048646933 -0.478443539 0.312903079
## [178,] 3 -0.015263586 0.324087919 0.717958122 -0.079682974 -0.237612114
## Comp.12 Comp.13
## [1,] 0.551372411 0.302125915
## [2,] 0.393860128 0.146232803
## [3,] 0.001892654 -0.021218163
## [4,] -0.230279641 0.499866743
## [5,] -0.226048523 -0.273337857
## [6,] -0.375655765 0.017393570
## [7,] 0.159682213 0.573752772
## [8,] 0.389910627 0.307340232
## [9,] -0.634450713 -0.101395098
## [10,] 0.548060428 -0.021433151
## [11,] -0.078689862 0.034377295
## [12,] -0.162718688 -0.125702870
## [13,] -0.087292083 0.045667483
## [14,] -0.764258779 0.081607879
## [15,] -0.131286792 0.394273611
## [16,] 0.492127392 -0.052444968
## [17,] -0.506466363 -0.375842629
## [18,] -0.279678569 -0.724870242
## [19,] 0.160189018 -0.313333365
## [20,] 0.284449852 -0.126957345
## [21,] 0.470738666 -0.040820927
## [22,] 0.677887989 0.013051006
## [23,] 0.493242752 0.304846085
## [24,] 0.490548192 0.321335240
## [25,] 0.319646123 0.223217249
## [26,] -0.112615461 -0.139230799
## [27,] -0.199844720 0.168952586
## [28,] -0.377734736 -0.100082464
## [29,] 0.052133061 0.170344007
## [30,] 0.145303795 0.434683405
## [31,] -0.615221055 -0.237118399
## [32,] -0.003289926 -0.301468243
## [33,] -0.208330577 -0.288215349
## [34,] 0.107013907 -0.072545643
## [35,] -0.221919526 -0.182702397
## [36,] 0.225959650 -0.286488201
## [37,] -0.148237214 -0.042613416
## [38,] -0.408361693 -0.229178312
## [39,] -0.189274912 -0.459414350
## [40,] 0.171110587 0.144559855
## [41,] 0.190271797 -0.233366862
## [42,] -0.087220201 -0.641617258
## [43,] -0.176358945 0.252737574
## [44,] -0.065307529 -0.590079867
## [45,] 0.049496470 -0.272167229
## [46,] 0.042583331 -0.174619061
## [47,] -0.199562466 0.179865338
## [48,] -0.089854603 -0.249221674
## [49,] -0.327373033 -0.365849328
## [50,] 0.725444392 -0.643750457
## [51,] 0.403046087 -0.226595035
## [52,] 0.323372039 0.208294720
## [53,] -0.086582358 0.196510172
## [54,] 0.003982141 0.180983459
## [55,] 0.172555036 -0.355557584
## [56,] -0.175971344 -0.078939025
## [57,] -0.055246235 0.024195628
## [58,] -0.127011403 -0.103432656
## [59,] -0.559169145 -0.156378044
## [60,] -0.603278404 0.206599427
## [61,] -0.305758267 -0.020830388
## [62,] -0.105863349 -0.749899516
## [63,] -0.145212476 -0.151569112
## [64,] -0.234195918 0.236102848
## [65,] 0.281427947 -0.199054287
## [66,] -0.203763724 -0.022064127
## [67,] 0.180129323 0.054108573
## [68,] 1.096825023 0.021278088
## [69,] -0.992214650 0.327381959
## [70,] 0.728809158 0.473888191
## [71,] -0.458603326 -0.427684364
## [72,] -0.459445913 0.368138728
## [73,] -0.183845273 -0.356476811
## [74,] -0.101315890 0.399317651
## [75,] -0.446710474 1.038428157
## [76,] 0.581635924 -0.559317234
## [77,] 0.209575849 -0.402879583
## [78,] 0.339973712 -0.206429593
## [79,] -0.182633641 0.024246874
## [80,] 0.011953181 0.069752730
## [81,] 0.481884016 0.062903982
## [82,] 0.366161160 0.114945228
## [83,] -0.038184161 0.268338423
## [84,] -0.213787961 -0.844659732
## [85,] -0.194746144 0.558334380
## [86,] 0.278389371 0.424158370
## [87,] -0.100032604 -0.349361065
## [88,] 0.791118721 0.220476254
## [89,] 0.155749721 0.054712430
## [90,] -0.062202450 0.465277123
## [91,] -0.180643104 -0.141211259
## [92,] 0.441060093 -0.144818263
## [93,] -0.466207546 -0.547647968
## [94,] 0.262314160 0.395862677
## [95,] 0.215710790 0.439524441
## [96,] -0.444304565 0.355866473
## [97,] -0.213466367 0.246594462
## [98,] -0.067145619 0.071397273
## [99,] -0.586894835 -0.121222927
## [100,] -0.082434301 0.103521757
## [101,] 0.635434538 -0.121534194
## [102,] 0.123583738 -0.073240988
## [103,] 0.057417032 0.337865213
## [104,] -0.572003354 -0.036576730
## [105,] 0.521831614 0.348668065
## [106,] 0.550362863 -0.395095961
## [107,] 0.607801899 -0.154653855
## [108,] -0.236884290 -0.666432356
## [109,] -0.178652303 0.012168260
## [110,] -0.214709604 0.590549693
## [111,] -0.623412010 0.154137403
## [112,] -0.598382620 -0.152477935
## [113,] 0.706261547 -0.247088968
## [114,] -0.331719258 -0.010882339
## [115,] 0.021791075 0.076245495
## [116,] 0.715929944 0.097430826
## [117,] 0.299920813 0.226550067
## [118,] -0.015076562 -0.317284786
## [119,] -0.312377117 -0.495320883
## [120,] -0.009152936 0.199298377
## [121,] 0.150339289 0.294362366
## [122,] 0.833373649 -1.103369349
## [123,] -0.005120869 -0.205420551
## [124,] -0.364380598 -0.322083196
## [125,] 0.036775275 0.284518432
## [126,] 0.048844594 -0.185347209
## [127,] -0.574121421 -0.557519936
## [128,] -0.376844646 -0.641545633
## [129,] -0.618061190 -0.473370891
## [130,] -0.262613021 -0.204047808
## [131,] -1.017342492 0.004143416
## [132,] -0.397360179 -0.310359004
## [133,] -0.528773370 -0.562615365
## [134,] -0.694492749 -0.188310957
## [135,] -0.650194749 0.678551873
## [136,] 0.171512710 0.078553918
## [137,] -0.571426289 0.125759587
## [138,] -0.071986575 0.081820525
## [139,] -0.075983746 0.313578833
## [140,] -0.205129315 0.849500737
## [141,] 0.075808581 0.803960373
## [142,] 0.260617991 0.762385024
## [143,] -0.231976084 0.537088182
## [144,] -0.268366949 0.618158741
## [145,] 0.994842346 0.089162844
## [146,] -0.850996345 0.308153976
## [147,] -0.661897895 -0.257795257
## [148,] 0.282816688 0.149241323
## [149,] -0.156668455 0.170975177
## [150,] 0.332520457 -0.877982107
## [151,] -0.194454835 -0.823806727
## [152,] 0.572723334 -0.722739448
## [153,] -1.004743309 0.004154291
## [154,] 0.441409476 -0.012539614
## [155,] -0.010717956 -0.052854085
## [156,] -0.006605533 -0.065051116
## [157,] 0.041839100 0.093559981
## [158,] 0.024421607 0.198830040
## [159,] 0.093309590 0.585735387
## [160,] 0.091226683 0.588880011
## [161,] -0.115592440 0.131176801
## [162,] -0.088372011 0.658024359
## [163,] 0.327255509 0.438853089
## [164,] -0.158350184 0.244613942
## [165,] 0.470908999 -0.192106698
## [166,] 0.117955601 -0.088198638
## [167,] 0.788480062 -0.131882983
## [168,] 1.072554369 -0.028098695
## [169,] 0.156844681 0.195987742
## [170,] 0.250893595 0.263014837
## [171,] 0.250201682 0.138953326
## [172,] 0.795321881 -0.226878455
## [173,] 0.104632309 0.306587295
## [174,] 0.174315544 0.198243688
## [175,] -0.276738278 0.184543121
## [176,] 0.691386023 -0.166565798
## [177,] 0.343151836 0.109206813
## [178,] -0.189332048 0.163628435