Principal Component Regression
Ewa Sobolewska
1 What is Principal Component Regression and why is it used?
Principal components regression was first suggested by Kendall (1957). It’s premise is to use the results of Principal Component Analysis performed on regressors and use the output as new regressors. That way the independent variables are orthogonal and ensure the computations are easier and more stable (Jolliffe (1982)).
PCA in linear regression has been used to serve two basic goals. The first one is performed on datasets where the number of predictor variables is too high. It has been a method of dimensionality reduction along with Partial Least Squares Regression. Alternatively for reducing dimensions, there are methods like ridge regression, Lasso and remaining regression models using penalties (H. Lee, Park, and Lee (2015)). The second goal of PCR is to get rid of collinearities between variables. Because each subsequent principal component is orthogonal, PCR has been used in order to prevent errors cased by dependencies between assumed independent variables in regression (Hadi and Ling (1998)).
When it comes to choosing the number of appropriate principal components, the researchers are’t unanimous. One approach is, to choose the best principal components as if they were regular variables. Another, states that it is best to choose the first determined number of PCs that explain the highest variance (Hadi and Ling (1998)). This leads to rejecting some principal components that explain low variance. This approach however, has been criticised since those rejected PCs can actually be the ones that correlate with dependent variable (H. Lee, Park, and Lee (2015)).
The advantages of PCR have been best summarised by Ali S. Hadi and Robert F. Ling:
- Because the PCs, \(W_1, ... , W_m\) are orthogonal, the problem of multicollinearity disappears completely, and no matter how many PCs are actually used, the regression equation will always contain all of the variables in \(X\) ( beacause each PC is a linear combination of the variabes in \(X\) formed by an eigenvector of \(Z'Z\)).
- PCR presumably improves the numerical accuracy of the regression estimates because of the use of orthogonal PCs. (Hadi and Ling (1998))
2 The mathematics behind PCR
To understand the principle behind principal component regression, it is best to look at it mathematically. When performing linear regression, we are looking for \(\beta\) which is a vector of estimates of coefficients \(\beta = [\beta_1, \beta_2, ..., \beta_p]\) used to interpret relations between dependent variable and independent variables. Through \(y\) we will denote a vector of the observed dependent variable and \(X=[x_1, x_2, ..., x_p]\) is a matrix consisting of observed regressors. The relationship of those variables can be expressed through the following equation: \(y=\beta X + \varepsilon\) where \(\varepsilon\) is a vector of random errors.
Before performing PCA, all the variables have to be standardised, since PCA is sensitive to data that has not been centered. That is why one of the preprocessing steps in PCA is to normalise data so that it has \(\mu=0\) and \(\sigma=1\). The next step is to perform PCA on matrix \(X\) through singular value decomposition. This way we obtain \(X=UDV'\). D is a diagonal matrix consisting of \(p\) non-negative singular values, where \(p\) is the number of explanatory variables.
\[D = diag[\delta_1, \delta_2, ..., \delta_p] = \begin{bmatrix} \delta_1 & 0 & \cdots & 0 \\ 0 & \delta_2 & \cdots & 0 \\ \vdots & \vdots & \ddots & \vdots \\ 0 & 0 & \cdots & \delta_p \end{bmatrix}\]
This way we obtain \(p \times p\) matrix \(V\) with eigenvectors as columns. Next, using matrix \(V\) we calculate matrix \(Z=XV\) where each column is one of \(p\) principal components. These columns are all orthogonal and ensure no collinearity whatsoever. In order to reduce collinearity we can cut the nuber of components in matrix \(V\) to \(r\). This way \(Z_{k \times r} = X_{k \times p}V_{p \times r}\) where \(k\) is the number of observations.
To perform regression, we use the \(Z\) matrix consisting of \(r\) or \(p\) principal components. That way we obtain coefficients from regressing on principal components: \[\beta_Z = (Z'Z)^{-1}Z'y\] From it we can obtain the following equation: \[\hat y = Z \beta_Z = (XV) \beta_Z = X(V\beta_Z) = X \beta_X\] from this we can derive: \[\beta_X = V \beta_Z\]
3 Performing principal component regression step-by-step in practice on data
For step-by-step analysis I will be using a dataset “Communities and Crime” from UCI Machine Learning repository created by Michael Redmond. The dataset consists of various socio-economic, law enforcement and crime data. A clean version has also been added in mogavs library as crimeData. All the columns with redundant data (as described by the author of the dataset) have been removed resulting in 123 instead of 128 columns. I will use the dataset obtained from this library in my calculations for simplification.
The dependent variable in our analysis are violent crimes per capita. The independent ones are various variables - law enforcement, socio-economic, crime. A detailed description of all of those variables can be found here: http://archive.ics.uci.edu/ml/datasets/communities+and+crime.
3.1 Initial analysis
First lets investigate the dataframe itself before proceeding with any further calculations.
Column names
## [1] "x.V6" "x.V7" "x.V8" "x.V9" "x.V10" "x.V11" "x.V12"
## [8] "x.V13" "x.V14" "x.V15" "x.V16" "x.V17" "x.V18" "x.V19"
## [15] "x.V20" "x.V21" "x.V22" "x.V23" "x.V24" "x.V25" "x.V26"
## [22] "x.V27" "x.V28" "x.V29" "x.V30" "x.V31" "x.V32" "x.V33"
## [29] "x.V34" "x.V35" "x.V36" "x.V37" "x.V38" "x.V39" "x.V40"
## [36] "x.V41" "x.V42" "x.V43" "x.V44" "x.V45" "x.V46" "x.V47"
## [43] "x.V48" "x.V49" "x.V50" "x.V51" "x.V52" "x.V53" "x.V54"
## [50] "x.V55" "x.V56" "x.V57" "x.V58" "x.V59" "x.V60" "x.V61"
## [57] "x.V62" "x.V63" "x.V64" "x.V65" "x.V66" "x.V67" "x.V68"
## [64] "x.V69" "x.V70" "x.V71" "x.V72" "x.V73" "x.V74" "x.V75"
## [71] "x.V76" "x.V77" "x.V78" "x.V79" "x.V80" "x.V81" "x.V82"
## [78] "x.V83" "x.V84" "x.V85" "x.V86" "x.V87" "x.V88" "x.V89"
## [85] "x.V90" "x.V91" "x.V92" "x.V93" "x.V94" "x.V95" "x.V96"
## [92] "x.V97" "x.V98" "x.V99" "x.V100" "x.V101" "x.V102" "x.V103"
## [99] "x.V104" "x.V105" "x.V106" "x.V107" "x.V108" "x.V109" "x.V110"
## [106] "x.V111" "x.V112" "x.V113" "x.V114" "x.V115" "x.V116" "x.V117"
## [113] "x.V118" "x.V119" "x.V120" "x.V121" "x.V122" "x.V123" "x.V124"
## [120] "x.V125" "x.V126" "x.V127" "y"All of the columns are numeric.
Dimensions of dataframe
crimeData %>% dim## [1] 1994 123Splitting data into test and train data, will be needed later.
crimeData.test <- crimeData[1451:1994,]
crimeData.descr <- crimeData[1:1450,]Extracting the dependent variable y to crimeData.y and removing it from the original dataframe.
crimeData.y <- crimeData.descr$y
crimeData.descr$y <- NULL3.2 Variable correlation
This is a good database for analysis, because as you can see below on the correlation plot, there is a significant correlation among some of the variables.
res <- cor(crimeData.descr, method="pearson")
corrplot::corrplot(res, method= "color", order = "hclust", tl.pos = 'n')
3.3 Data normalisation
As I wrote before, normalisation is essential before performing PCA. It doesn’t however affect the correlation. I normalised the independent variables as well as the dependent variable.
crimeData.norm <- data.Normalization(crimeData.descr, type="n1", normalization="column")
crimeData.y.norm <- data.Normalization(crimeData.y, type="n1", normalization="column")3.4 PCA
3.4.1 Summary
hide summary
crimeData.pca1 <- prcomp(crimeData.norm, center=TRUE, scale.=TRUE)show summary
crimeData.pca1 <- prcomp(crimeData.norm, center=TRUE, scale.=TRUE)
summary(crimeData.pca1)## Importance of components:
## PC1 PC2 PC3 PC4 PC5 PC6
## Standard deviation 5.1631 4.2993 3.11688 2.89370 2.52914 2.41378
## Proportion of Variance 0.2185 0.1515 0.07963 0.06864 0.05243 0.04776
## Cumulative Proportion 0.2185 0.3700 0.44964 0.51828 0.57071 0.61847
## PC7 PC8 PC9 PC10 PC11 PC12
## Standard deviation 2.11243 1.9227 1.78001 1.5543 1.43804 1.41073
## Proportion of Variance 0.03658 0.0303 0.02597 0.0198 0.01695 0.01631
## Cumulative Proportion 0.65504 0.6853 0.71131 0.7311 0.74807 0.76438
## PC13 PC14 PC15 PC16 PC17 PC18
## Standard deviation 1.30550 1.27299 1.26136 1.21122 1.15214 1.10361
## Proportion of Variance 0.01397 0.01328 0.01304 0.01203 0.01088 0.00998
## Cumulative Proportion 0.77835 0.79163 0.80467 0.81670 0.82758 0.83756
## PC19 PC20 PC21 PC22 PC23 PC24
## Standard deviation 1.05622 0.99651 0.97124 0.96420 0.93437 0.88486
## Proportion of Variance 0.00914 0.00814 0.00773 0.00762 0.00716 0.00642
## Cumulative Proportion 0.84671 0.85485 0.86258 0.87020 0.87736 0.88377
## PC25 PC26 PC27 PC28 PC29 PC30
## Standard deviation 0.86094 0.84775 0.81584 0.77122 0.7569 0.72807
## Proportion of Variance 0.00608 0.00589 0.00546 0.00488 0.0047 0.00434
## Cumulative Proportion 0.88985 0.89574 0.90120 0.90607 0.9108 0.91511
## PC31 PC32 PC33 PC34 PC35 PC36
## Standard deviation 0.72616 0.70554 0.69350 0.67576 0.66997 0.66196
## Proportion of Variance 0.00432 0.00408 0.00394 0.00374 0.00368 0.00359
## Cumulative Proportion 0.91943 0.92351 0.92746 0.93120 0.93488 0.93847
## PC37 PC38 PC39 PC40 PC41 PC42
## Standard deviation 0.61704 0.60167 0.59107 0.57872 0.56627 0.55080
## Proportion of Variance 0.00312 0.00297 0.00286 0.00275 0.00263 0.00249
## Cumulative Proportion 0.94159 0.94456 0.94742 0.95017 0.95280 0.95528
## PC43 PC44 PC45 PC46 PC47 PC48
## Standard deviation 0.52654 0.51877 0.51065 0.49786 0.48247 0.46472
## Proportion of Variance 0.00227 0.00221 0.00214 0.00203 0.00191 0.00177
## Cumulative Proportion 0.95755 0.95976 0.96190 0.96393 0.96584 0.96761
## PC49 PC50 PC51 PC52 PC53 PC54
## Standard deviation 0.45648 0.44674 0.43886 0.43255 0.41822 0.41249
## Proportion of Variance 0.00171 0.00164 0.00158 0.00153 0.00143 0.00139
## Cumulative Proportion 0.96932 0.97095 0.97253 0.97406 0.97550 0.97689
## PC55 PC56 PC57 PC58 PC59 PC60
## Standard deviation 0.40407 0.38736 0.38347 0.3669 0.36107 0.35496
## Proportion of Variance 0.00134 0.00123 0.00121 0.0011 0.00107 0.00103
## Cumulative Proportion 0.97823 0.97946 0.98067 0.9818 0.98284 0.98387
## PC61 PC62 PC63 PC64 PC65 PC66
## Standard deviation 0.33975 0.32524 0.32179 0.30725 0.30019 0.29388
## Proportion of Variance 0.00095 0.00087 0.00085 0.00077 0.00074 0.00071
## Cumulative Proportion 0.98482 0.98568 0.98653 0.98731 0.98805 0.98875
## PC67 PC68 PC69 PC70 PC71 PC72
## Standard deviation 0.28904 0.28131 0.27406 0.26208 0.25483 0.24865
## Proportion of Variance 0.00068 0.00065 0.00062 0.00056 0.00053 0.00051
## Cumulative Proportion 0.98944 0.99009 0.99070 0.99127 0.99180 0.99230
## PC73 PC74 PC75 PC76 PC77 PC78
## Standard deviation 0.24555 0.23461 0.23259 0.22694 0.2218 0.21324
## Proportion of Variance 0.00049 0.00045 0.00044 0.00042 0.0004 0.00037
## Cumulative Proportion 0.99280 0.99325 0.99369 0.99412 0.9945 0.99489
## PC79 PC80 PC81 PC82 PC83 PC84
## Standard deviation 0.20841 0.20752 0.19648 0.1915 0.18917 0.17925
## Proportion of Variance 0.00036 0.00035 0.00032 0.0003 0.00029 0.00026
## Cumulative Proportion 0.99525 0.99560 0.99592 0.9962 0.99651 0.99677
## PC85 PC86 PC87 PC88 PC89 PC90
## Standard deviation 0.17312 0.16923 0.16595 0.16122 0.1549 0.1543
## Proportion of Variance 0.00025 0.00023 0.00023 0.00021 0.0002 0.0002
## Cumulative Proportion 0.99702 0.99725 0.99748 0.99769 0.9979 0.9981
## PC91 PC92 PC93 PC94 PC95 PC96
## Standard deviation 0.14260 0.14132 0.13427 0.13067 0.12622 0.12305
## Proportion of Variance 0.00017 0.00016 0.00015 0.00014 0.00013 0.00012
## Cumulative Proportion 0.99825 0.99842 0.99856 0.99870 0.99883 0.99896
## PC97 PC98 PC99 PC100 PC101 PC102
## Standard deviation 0.11674 0.11368 0.1100 0.10482 0.10315 0.09345
## Proportion of Variance 0.00011 0.00011 0.0001 0.00009 0.00009 0.00007
## Cumulative Proportion 0.99907 0.99918 0.9993 0.99936 0.99945 0.99952
## PC103 PC104 PC105 PC106 PC107 PC108
## Standard deviation 0.08881 0.08494 0.08091 0.07312 0.06869 0.06336
## Proportion of Variance 0.00006 0.00006 0.00005 0.00004 0.00004 0.00003
## Cumulative Proportion 0.99959 0.99965 0.99970 0.99974 0.99978 0.99982
## PC109 PC110 PC111 PC112 PC113 PC114
## Standard deviation 0.06058 0.05471 0.05237 0.04851 0.04697 0.04171
## Proportion of Variance 0.00003 0.00002 0.00002 0.00002 0.00002 0.00001
## Cumulative Proportion 0.99985 0.99987 0.99989 0.99991 0.99993 0.99995
## PC115 PC116 PC117 PC118 PC119 PC120
## Standard deviation 0.03856 0.03764 0.03474 0.02836 0.02629 0.02502
## Proportion of Variance 0.00001 0.00001 0.00001 0.00001 0.00001 0.00001
## Cumulative Proportion 0.99996 0.99997 0.99998 0.99999 0.99999 1.00000
## PC121 PC122
## Standard deviation 0.02127 0.0008493
## Proportion of Variance 0.00000 0.0000000
## Cumulative Proportion 1.00000 1.00000003.4.2 PCA output
\(Z = XV\) - both give the same output
crimeData.pca1$x [,1:10] %>% head(1) ## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## 1 1.608927 -0.7827918 -3.207806 -1.213591 0.1804304 2.040442 -2.989901
## PC8 PC9 PC10
## 1 1.212727 0.6215485 0.6777424as.matrix(crimeData.norm) %*% as.matrix(crimeData.pca1$rotation) [,1:10] %>% head(1)## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## 1 1.608927 -0.7827918 -3.207806 -1.213591 0.1804304 2.040442 -2.989901
## PC8 PC9 PC10
## 1 1.212727 0.6215485 0.6777424\(V\) matrix - Eigenvectors
crimeData.pca1$rotation## PC1 PC2 PC3 PC4 PC5
## x.V6 -0.052736437 0.0889351470 -0.186302820 8.902686e-02 -0.1146579773
## x.V7 0.013183786 0.1106761903 0.210446970 -3.850479e-03 -0.1436249485
## x.V8 -0.104287672 0.0191411939 -0.076701673 8.230389e-03 0.0462612436
## x.V9 0.108046777 -0.1266446531 0.003960621 -2.427270e-02 -0.0336707114
## x.V10 0.049832580 0.1541787415 -0.026833795 -2.345330e-02 0.0118366731
## x.V11 -0.060861412 0.1583573131 0.117946728 6.022321e-02 -0.0323375012
## x.V12 -0.053369284 0.0381215499 0.089554979 -1.964992e-01 -0.1171645926
## x.V13 -0.060813938 0.0764883595 0.024422790 -2.307915e-01 -0.0923824026
## x.V14 -0.052086500 0.0496019812 0.008273466 -2.344934e-01 -0.0773841838
## x.V15 -0.037417501 -0.1051584165 -0.078465041 1.116482e-01 0.1825948321
## x.V16 -0.045001575 0.0951081083 -0.187956183 9.332928e-02 -0.0948539125
## x.V17 0.063747330 0.0914017103 -0.079792063 5.441646e-02 0.1533758335
## x.V18 0.175822418 0.0521039704 -0.012979868 6.428133e-02 -0.0372697408
## x.V19 0.113894700 0.0788226472 0.038144253 -8.036300e-02 -0.1525746120
## x.V20 -0.001385063 -0.0231408220 0.081478015 -9.299744e-02 -0.1336459477
## x.V21 0.168644328 -0.0294303124 -0.073716160 -6.098926e-03 -0.0053369454
## x.V22 -0.068044507 -0.1116915275 -0.021994387 1.219347e-01 0.1623224969
## x.V23 -0.158677037 0.0400544586 0.051786409 6.296775e-02 0.0467105956
## x.V24 0.006328452 -0.0926023490 -0.044050750 1.145124e-01 0.1305090983
## x.V25 0.176929134 0.0440288346 -0.041712371 3.555345e-02 -0.0240596838
## x.V26 0.162961056 0.0334831602 -0.101054475 4.521737e-02 0.0151339634
## x.V27 0.142329970 0.0527368702 -0.123946951 4.935491e-02 0.0165572130
## x.V28 0.123007172 0.0481018854 -0.025935451 5.880133e-02 0.0123784938
## x.V29 0.052786324 0.0231089450 -0.022452038 2.417339e-02 0.0237083667
## x.V30 0.078413731 -0.0036003392 -0.029795471 8.005126e-02 -0.0123569503
## x.V31 -0.005314785 -0.0040036932 -0.004545949 6.377431e-03 -0.0028390238
## x.V32 0.122144423 0.0087273844 -0.062545548 5.849059e-02 0.0133769978
## x.V33 -0.080488987 0.0832198363 -0.168696825 8.477705e-02 -0.1103108119
## x.V34 -0.166847208 0.0219565166 0.024281964 -6.459275e-02 -0.0017534684
## x.V35 -0.141388509 0.0331498950 0.118854468 7.483944e-02 0.0236774142
## x.V36 -0.157397526 0.0112992773 0.102271791 9.900210e-02 0.0497759823
## x.V37 0.134601885 0.0460617632 -0.108813772 -1.022594e-01 -0.0417766515
## x.V38 -0.153164517 0.0368862390 0.065291419 6.267712e-02 0.0367871699
## x.V39 0.127948268 0.0386277808 -0.017179924 -3.977892e-02 -0.0778916173
## x.V40 -0.019583380 -0.0388121580 0.089025857 6.820092e-02 0.0394762208
## x.V41 0.023604500 -0.0077093516 -0.092894147 -1.241043e-01 -0.0077090701
## x.V42 -0.129785111 -0.0376296374 0.117967769 5.572895e-02 0.0456134491
## x.V43 0.142968647 0.0291399589 -0.111889303 -5.343491e-02 -0.0331362166
## x.V44 -0.123745636 -0.0177685468 -0.108397369 5.726319e-03 0.0947856040
## x.V45 -0.050225181 0.1083711838 -0.070928561 -1.431279e-01 0.0074444067
## x.V46 -0.125220590 0.0179156103 -0.096799147 -6.821569e-03 0.0823787802
## x.V47 -0.127861348 -0.0003187035 -0.104372734 1.441282e-04 0.0903772994
## x.V48 -0.020702321 0.1272981598 0.200988268 8.564448e-02 -0.1078363380
## x.V49 0.167320268 -0.0149644498 0.089873616 1.093232e-02 -0.0996774459
## x.V50 0.170146834 -0.0255150075 0.070829731 -7.529195e-03 -0.0880372123
## x.V51 0.166305116 -0.0029116286 0.050278773 3.011749e-05 -0.0888570051
## x.V52 0.145137257 -0.0210203213 0.104108129 2.120931e-02 -0.1010293277
## x.V53 -0.007776845 -0.0620016527 -0.038727206 -9.090711e-02 0.0134638265
## x.V54 0.018805012 -0.0813317012 -0.054521630 -9.427023e-02 0.0047572302
## x.V55 -0.075402374 0.0797432942 -0.172981441 1.046067e-01 -0.0994759114
## x.V56 -0.139645518 0.0721172192 -0.056652977 1.934290e-02 0.0558113126
## x.V57 -0.037821789 0.1320407078 -0.114291678 9.883721e-02 -0.1006367698
## x.V58 -0.042929376 0.0718733657 -0.054972851 -2.039488e-01 -0.0400152790
## x.V59 -0.050115340 0.0878405493 -0.052541688 -2.084000e-01 -0.0240619761
## x.V60 -0.048179830 0.1028057512 -0.052505873 -2.057264e-01 -0.0179602769
## x.V61 -0.055889738 0.1122583129 -0.041438071 -1.858353e-01 -0.0162925935
## x.V62 -0.007646682 0.2002590422 0.007532990 -2.922734e-02 0.0353837040
## x.V63 -0.010317266 0.2028826641 0.012272463 -1.805248e-02 0.0387261797
## x.V64 -0.007562840 0.2054984276 0.014232176 -6.927687e-03 0.0397213340
## x.V65 -0.009801240 0.2061306498 0.020163339 3.644870e-03 0.0421692669
## x.V66 0.028844831 -0.1845738591 -0.090623559 -7.927129e-02 -0.0109392199
## x.V67 -0.053735396 0.1781010352 0.098375994 6.923493e-02 0.0114777555
## x.V68 -0.074716366 0.1538274927 0.148769977 7.343788e-02 -0.0333377658
## x.V69 -0.056644765 0.1479116349 0.179000965 7.747262e-02 -0.0466676686
## x.V70 0.025522412 0.1084892702 0.221246140 8.729129e-02 -0.1269287054
## x.V71 0.046587865 0.1081265824 0.192985045 7.107163e-02 -0.1185155102
## x.V72 -0.056569427 0.1158075020 0.184059286 4.262156e-02 -0.0927496886
## x.V73 0.132036445 -0.0846602978 0.068590264 1.285649e-01 -0.0613850716
## x.V74 -0.090295506 0.1712276351 0.108649192 3.411466e-02 -0.0238931262
## x.V75 -0.119520053 0.0664891107 -0.084745278 -6.355872e-02 0.1230829842
## x.V76 0.091784616 -0.0601806799 0.077402431 6.219693e-02 -0.0733083022
## x.V77 -0.064112619 0.0626471715 -0.201891537 7.825686e-02 -0.0805845223
## x.V78 0.076776652 0.0225230936 0.062133690 3.294019e-03 -0.0180306272
## x.V79 0.119403929 -0.0780195755 0.084852139 1.356052e-01 -0.0688972825
## x.V80 -0.105352113 0.0227736785 -0.026603672 9.361887e-02 0.0103119057
## x.V81 -0.044596046 -0.0861757252 0.030678343 9.283191e-02 0.0028540181
## x.V82 0.038124423 0.0240925721 0.049744303 -1.089295e-01 -0.1355253616
## x.V83 -0.160672544 -0.0223954901 0.047535923 -9.703568e-03 -0.0061796085
## x.V84 -0.112123257 0.0379487051 0.052234723 6.075386e-02 -0.0209621216
## x.V85 0.134356610 0.1152565034 -0.045532149 4.913782e-02 0.0378453837
## x.V86 0.132038648 0.1175506019 -0.051152662 4.560576e-02 0.0370720948
## x.V87 0.129230620 0.1164352835 -0.062399461 4.173330e-02 0.0331518973
## x.V88 0.142123448 0.1114686791 -0.045423442 3.645097e-02 0.0021931636
## x.V89 0.146358902 0.1114492489 -0.044420228 5.254919e-02 0.0105950773
## x.V90 0.145301017 0.1133696034 -0.048489599 5.464652e-02 0.0080319377
## x.V91 0.147075765 0.1034375971 -0.039994012 6.167122e-02 0.0009567455
## x.V92 -0.062103087 0.0874405137 -0.021514034 -3.909889e-02 0.0343430141
## x.V93 0.048602407 0.1389118128 -0.001301143 4.219641e-02 0.0305851924
## x.V94 -0.019559139 -0.0247898140 -0.017829734 8.862518e-02 0.0425910540
## x.V95 -0.057114937 0.0726072254 -0.181892730 8.669938e-02 -0.1015710212
## x.V96 -0.043755121 0.0775709501 -0.144267923 7.719402e-02 -0.0925919378
## x.V97 0.012170874 0.1997281770 0.029502980 5.605816e-02 0.0486982039
## x.V98 -0.039996166 -0.1176902395 0.072179407 6.526234e-02 0.0126743200
## x.V99 0.038330602 -0.0665431077 0.047614684 2.481579e-01 0.0674149732
## x.V100 -0.019612531 -0.0453236492 0.053712069 2.494329e-01 0.1172430028
## x.V101 -0.021585962 -0.0649918269 0.084317594 1.846926e-01 0.0564551766
## x.V102 -0.069976211 -0.0356004823 -0.105211610 1.237281e-01 -0.2236501260
## x.V103 -0.070138316 -0.1015893186 0.027900194 -7.681356e-03 -0.1875634484
## x.V104 0.063522715 0.0362693989 0.101639365 -1.278600e-01 0.2237479230
## x.V105 -0.063664811 -0.1023174348 0.010749126 6.379034e-03 -0.1936925861
## x.V106 -0.047620482 -0.0019980843 -0.138358664 1.081755e-01 -0.1834234633
## x.V107 -0.068065811 -0.0696673952 -0.030163160 -3.472815e-03 -0.1664038956
## x.V108 -0.003657907 0.0525997173 -0.069637071 -1.342746e-02 -0.0092157299
## x.V109 -0.070184832 -0.1014954623 0.027854608 -7.834488e-03 -0.1875189706
## x.V110 0.034239545 -0.0407340189 -0.022828266 1.422657e-03 -0.0121785724
## x.V111 0.008071090 -0.1213524834 -0.011928806 -7.955231e-02 0.0131656869
## x.V112 -0.046601205 0.0389507144 -0.054470369 4.728036e-02 0.0372275998
## x.V113 -0.032367904 0.1209143844 0.061536445 5.548753e-02 -0.0470255198
## x.V114 -0.001283564 0.0796649578 -0.052534413 -4.575842e-02 0.0332814193
## x.V115 -0.050467230 0.1183716837 -0.001828210 7.631219e-02 -0.0019132771
## x.V116 -0.060253784 -0.0374260722 -0.105455031 1.307372e-01 -0.2059435518
## x.V117 -0.037145552 -0.0098997941 -0.040162202 2.318758e-02 -0.0300898208
## x.V118 -0.043803455 0.0272578198 0.005325378 5.191330e-02 0.0540472629
## x.V119 -0.031200093 0.0360787027 -0.139918305 5.988256e-02 -0.1505436218
## x.V120 -0.027066539 0.1323259137 -0.051810233 4.988293e-02 0.1216075442
## x.V121 0.021978178 0.1017185073 -0.107711761 7.134679e-02 0.0699557702
## x.V122 -0.088439243 -0.0408592417 -0.099708063 7.042430e-02 -0.2062419459
## x.V123 -0.066771751 -0.0311823112 -0.107772846 1.159135e-01 -0.2268431801
## x.V124 0.059006093 0.0078507978 -0.033810112 4.992299e-02 0.0230541584
## x.V125 -0.024626343 0.0114057975 0.003126464 -5.117966e-02 0.0063304507
## x.V126 -0.045090917 0.0637926806 -0.113234407 3.242777e-02 0.0195670952
## x.V127 -0.056586758 -0.0848299655 0.022483978 -1.439169e-02 -0.1951003891
## PC6 PC7 PC8 PC9 PC10
## x.V6 0.165179922 -0.0384131544 -0.096772262 2.164355e-02 -0.0518451629
## x.V7 0.091368687 0.0936151814 0.005759813 3.428478e-02 0.0428703022
## x.V8 0.083990502 0.1952185018 0.255394097 -3.906235e-02 -0.0391224396
## x.V9 -0.034740914 -0.1224436859 -0.202993787 1.390196e-02 0.0453972319
## x.V10 -0.067637940 -0.0463446994 0.010783140 -5.419161e-02 -0.0658693504
## x.V11 -0.070789647 -0.0876040928 -0.054489848 8.909214e-02 -0.0100350509
## x.V12 0.098614402 0.1721246693 -0.116045820 1.431000e-02 0.0607063372
## x.V13 0.077705482 0.0759784505 -0.084710348 -9.227790e-02 0.1696623494
## x.V14 0.049351927 0.1468142972 -0.145157739 -5.009917e-02 0.1350615696
## x.V15 -0.158167941 0.0224373756 -0.135127304 8.421453e-02 -0.0917241935
## x.V16 0.177559601 -0.0437791843 -0.097808520 2.007588e-02 -0.0430351507
## x.V17 0.164466233 -0.0625691976 -0.031884004 3.012268e-03 0.0826352148
## x.V18 -0.004398495 0.0556565383 0.082555778 -2.917170e-02 -0.0506602995
## x.V19 0.122721212 -0.0525046380 0.123833493 -1.431442e-01 0.0974842170
## x.V20 -0.023366982 0.0382360605 -0.030323409 8.221530e-02 -0.1833432448
## x.V21 -0.041529126 0.0553402252 -0.106843984 2.472236e-03 -0.0309931110
## x.V22 -0.123287513 0.0564739603 -0.147850046 7.546443e-02 -0.0794501896
## x.V23 -0.023169770 0.0686839396 0.011897019 3.405898e-02 -0.0281546215
## x.V24 -0.053705408 -0.0015319571 -0.133789265 1.293107e-01 0.0597558460
## x.V25 -0.024102956 0.0871239599 0.049546270 -3.308461e-02 -0.0492918140
## x.V26 -0.066914316 0.0767864732 0.055123594 1.231147e-03 -0.1014030831
## x.V27 -0.056744111 0.1119562933 0.098292134 3.692274e-04 -0.1293551566
## x.V28 -0.011487408 -0.0034051619 0.049125938 -3.382120e-02 -0.0344840425
## x.V29 -0.001649846 -0.0010341405 0.084653869 7.246120e-03 -0.0356050788
## x.V30 -0.089554710 0.0941484594 0.063015470 7.070011e-03 -0.0813330321
## x.V31 -0.016070333 0.0408870166 0.063961506 5.533909e-02 0.0348341764
## x.V32 -0.036091080 0.0679779689 0.062731559 -1.314588e-02 -0.0383595581
## x.V33 0.161126144 0.0021895192 -0.101503908 3.632654e-02 -0.0530404207
## x.V34 -0.007239516 0.1229976234 -0.046859767 9.228415e-02 -0.0382247661
## x.V35 -0.059801738 0.0150259455 -0.046721067 -4.565979e-02 -0.0550266520
## x.V36 -0.036544779 -0.0070711235 -0.017240751 -5.451846e-02 -0.0242328816
## x.V37 -0.022256415 0.1707985251 -0.009770431 4.371405e-02 -0.0699284125
## x.V38 -0.009451728 0.0839383555 -0.036958530 7.220810e-02 0.0256595235
## x.V39 0.101235086 -0.1385075712 0.159011412 -1.820615e-01 0.0684487061
## x.V40 0.039774081 -0.0914419317 0.055564717 -2.968815e-01 -0.0318955844
## x.V41 -0.006649487 0.2977309222 -0.146107495 9.392076e-02 -0.0036719830
## x.V42 0.029931914 -0.0822148964 0.017702064 -1.865909e-01 0.0029510708
## x.V43 -0.031553158 0.1632765296 0.003166394 7.071960e-02 -0.0830161077
## x.V44 -0.017084871 -0.1636939865 0.197333788 2.163751e-02 -0.0144820239
## x.V45 0.007687063 0.2027359521 -0.092067318 -1.305873e-01 0.2002384183
## x.V46 -0.015611439 -0.1548457507 0.215213210 2.186800e-02 -0.0129757832
## x.V47 -0.017091713 -0.1576516252 0.210827239 2.097309e-02 -0.0155225489
## x.V48 0.111005509 0.0480116619 0.041792865 -2.983456e-02 -0.0112114141
## x.V49 0.007583197 -0.0564861114 -0.105874628 2.679810e-02 -0.0277967890
## x.V50 0.005155710 -0.0619234761 -0.122742845 1.481044e-02 -0.0135745477
## x.V51 -0.009735922 -0.0675855101 -0.098117758 1.068441e-02 0.0184546966
## x.V52 -0.007277827 -0.0706373721 -0.124541751 2.984697e-02 -0.0191165232
## x.V53 0.073175479 -0.0764440375 0.153724952 -1.583276e-01 0.0807716488
## x.V54 0.060703523 -0.0787807111 0.140479832 -1.630318e-01 0.1249943479
## x.V55 0.148977218 0.0321919275 -0.051925169 -1.494058e-02 -0.0449465146
## x.V56 0.049116523 0.1381116661 0.151155894 -7.287992e-02 0.0152115267
## x.V57 0.049291565 -0.0691447651 -0.118087518 -2.685486e-02 -0.0293687125
## x.V58 -0.032381830 0.0592034643 -0.057032328 -9.187641e-02 -0.1572521869
## x.V59 -0.024116426 0.0326215121 -0.035587280 -1.051910e-01 -0.2164904014
## x.V60 -0.013410996 0.0163503952 -0.007699832 -1.051480e-01 -0.2451404163
## x.V61 -0.006524156 0.0006691707 0.013195411 -9.932394e-02 -0.2410383280
## x.V62 -0.126511243 -0.0362050755 -0.083871701 -6.857927e-02 -0.0565621166
## x.V63 -0.125173087 -0.0491109475 -0.069858742 -6.861258e-02 -0.0598486704
## x.V64 -0.121242812 -0.0542183494 -0.056013549 -6.762093e-02 -0.0611725518
## x.V65 -0.116533080 -0.0601625173 -0.049634705 -6.141573e-02 -0.0577178090
## x.V66 0.100654744 0.0469781895 0.091806460 -2.783335e-02 -0.0091102504
## x.V67 -0.092704518 -0.0711302183 -0.086523770 -3.421351e-03 -0.0265726028
## x.V68 0.038305724 0.0260921564 0.006895145 2.117986e-02 -0.0240272521
## x.V69 0.046570006 0.0195654986 0.007496343 3.405776e-02 -0.0268995499
## x.V70 0.101771032 0.0141770384 0.059463002 1.375329e-02 -0.0229879959
## x.V71 0.132777999 0.0353100375 0.011719679 -6.661575e-02 0.0448270863
## x.V72 0.021939632 -0.0436524995 0.101497133 8.303241e-02 -0.0624640863
## x.V73 0.063391301 0.0332219730 0.012903121 8.418098e-02 -0.0894717760
## x.V74 -0.048905103 -0.0630350710 0.009399274 4.190477e-02 -0.0241758566
## x.V75 -0.116310592 -0.1018829750 -0.062653201 -3.970428e-03 0.1083227308
## x.V76 0.095223750 0.0765776392 0.084764027 6.589100e-04 -0.0790651002
## x.V77 0.132705897 -0.0383462553 -0.064518231 1.079684e-01 -0.0678458057
## x.V78 0.060124931 0.0099996870 -0.076719893 -2.773499e-01 0.0676331352
## x.V79 0.050091357 0.0245755725 0.036524828 1.209391e-01 -0.1198442217
## x.V80 0.105517718 0.1327168510 0.030828881 3.066361e-02 -0.0163072166
## x.V81 0.032830893 0.1939401483 -0.041322268 5.324263e-02 -0.0383104404
## x.V82 0.047153821 -0.1704582082 0.178473762 2.292755e-01 -0.0633749531
## x.V83 -0.016845604 0.0489614078 0.073939034 5.216039e-02 -0.1281604773
## x.V84 -0.053661687 0.0785509414 0.018652673 -4.092419e-02 0.0044667294
## x.V85 -0.108319778 0.0638830399 0.043453089 -4.809050e-02 0.0060270432
## x.V86 -0.112441556 0.0723700413 0.044153642 -3.500819e-02 -0.0076949838
## x.V87 -0.115733280 0.0837139350 0.044713083 -1.700608e-02 -0.0243508669
## x.V88 -0.078517992 -0.0365387872 0.079665688 -3.200339e-02 0.0683964593
## x.V89 -0.082064824 0.0182936805 0.075184372 -2.173923e-02 0.0469468790
## x.V90 -0.080464708 0.0389672902 0.065772400 -1.124460e-02 0.0551492932
## x.V91 -0.073222800 0.0246584683 0.094698757 -1.269235e-02 0.0438882506
## x.V92 -0.093791316 0.1009211996 -0.038977746 1.649621e-01 0.1220912271
## x.V93 -0.083489414 -0.0334037102 0.117653356 8.371029e-02 0.1315111376
## x.V94 -0.022159867 0.1753326688 0.011331866 -1.148890e-01 0.1012649418
## x.V95 0.119869614 -0.0008354084 -0.092883108 -1.586656e-02 -0.0584635700
## x.V96 0.069641603 -0.0480481866 -0.074128177 6.645266e-03 -0.0426249826
## x.V97 -0.133460736 -0.0513126348 -0.062460762 -2.976837e-02 -0.0059588550
## x.V98 0.114270931 0.1229015954 -0.063434369 -1.989667e-01 -0.0090743221
## x.V99 0.020168413 0.1424898841 -0.076060555 -1.433025e-01 -0.0548580123
## x.V100 0.051369917 0.0501934279 -0.024126841 -1.472456e-01 -0.0868207712
## x.V101 0.042455053 0.0703267187 -0.043689910 -1.625940e-01 -0.0457702807
## x.V102 -0.090235066 -0.0429667481 -0.026051763 -8.192542e-02 0.0947689568
## x.V103 -0.228944675 0.0807945262 0.050927170 -4.688679e-02 -0.0103499395
## x.V104 0.083640538 0.0447964938 0.028971577 8.363101e-02 -0.0902715424
## x.V105 -0.229268827 0.0845818365 0.041035931 -6.883634e-02 -0.0004580357
## x.V106 -0.056953401 -0.0754243167 0.037015252 -2.379393e-03 0.0841363331
## x.V107 -0.201541443 0.0513020785 0.105910895 1.469776e-02 -0.0502153082
## x.V108 0.040406855 -0.0157632167 0.084287577 1.227686e-01 -0.0049569030
## x.V109 -0.229102312 0.0809209373 0.050919395 -4.656678e-02 -0.0102436009
## x.V110 -0.032145820 -0.0737749226 -0.168196366 8.135247e-02 0.3520771711
## x.V111 -0.016001955 -0.1470500012 -0.148694066 -1.554373e-01 -0.1300068990
## x.V112 0.097967709 0.2259572913 0.198839917 3.117805e-03 0.1351332543
## x.V113 -0.085614222 -0.0083674821 -0.031865839 2.092354e-01 0.1302842451
## x.V114 -0.089676979 -0.0899225191 -0.019587627 2.054094e-02 0.1440924889
## x.V115 0.014671972 0.1451922318 0.128632236 1.424745e-01 0.2147619492
## x.V116 -0.078475424 -0.0184933868 -0.022117242 -9.005085e-02 0.0361395333
## x.V117 -0.040939765 -0.0082751242 0.014642747 -1.354952e-02 0.0206778378
## x.V118 -0.017058037 -0.0243669621 -0.039504632 -3.910695e-02 -0.1481278853
## x.V119 0.165472104 -0.0492000378 -0.037967231 1.135187e-01 -0.0618553031
## x.V120 -0.058935342 -0.0046943040 -0.088339177 -1.959534e-01 0.1028526070
## x.V121 -0.004984729 0.1477892048 -0.050697919 -1.392673e-01 0.0410909904
## x.V122 -0.113399234 -0.0306648098 0.016459515 -4.655853e-02 -0.0428505613
## x.V123 -0.104907997 -0.0589586241 -0.001192912 -8.986681e-02 0.0807954808
## x.V124 0.072993957 -0.0562900877 -0.087646710 -5.925178e-02 -0.0522767902
## x.V125 0.022607582 -0.0372464354 0.055076126 3.017993e-02 -0.2208160583
## x.V126 0.086306790 -0.0005792527 -0.020539657 -3.719836e-05 -0.0145816720
## x.V127 -0.241989774 0.0535926496 0.070708550 -5.228648e-02 -0.0060513069
## PC11 PC12 PC13 PC14
## x.V6 0.042560622 -0.0757480041 6.090950e-02 -0.0253407897
## x.V7 -0.060933222 0.0385071849 5.124912e-02 -0.0938773083
## x.V8 0.012238399 0.0925808536 2.376205e-02 -0.0441493046
## x.V9 -0.060634151 -0.0653921275 1.322941e-02 0.0703112124
## x.V10 0.014885736 -0.0191706653 -6.949614e-02 -0.1847453523
## x.V11 0.063569993 -0.0378264507 -2.093273e-02 0.0909057431
## x.V12 -0.030103142 0.0352349291 4.920347e-05 -0.0881952539
## x.V13 -0.060867961 0.0122013718 2.459625e-02 0.0091146508
## x.V14 -0.045995056 0.0339699927 3.697096e-02 -0.0756071154
## x.V15 0.051017329 0.0146866840 1.030231e-01 -0.1299251688
## x.V16 0.041171205 -0.0618679699 4.849585e-02 -0.0209913035
## x.V17 -0.035949244 0.1246476610 -1.115922e-01 0.0230681542
## x.V18 -0.007058524 0.0106038932 -6.156463e-03 0.0082481701
## x.V19 -0.013989147 -0.0249990542 -3.849991e-02 0.1062341754
## x.V20 0.131337343 -0.2041281810 5.449004e-02 0.1595408484
## x.V21 0.050563132 -0.0428802339 -6.364875e-03 -0.0463689822
## x.V22 0.019378236 0.0194328227 1.196060e-01 -0.1543682287
## x.V23 -0.039325926 -0.0207530158 -1.053605e-01 -0.0425149432
## x.V24 -0.013721749 0.1318474709 1.485757e-02 -0.3067860460
## x.V25 0.008159055 -0.0032500480 -1.915797e-02 0.0146844411
## x.V26 0.039462092 -0.0002203186 -5.232091e-02 0.0714906700
## x.V27 0.058338240 0.0065875886 -4.663674e-02 0.0651720678
## x.V28 -0.115528511 0.0544353696 -1.352166e-01 0.0661845851
## x.V29 -0.007043264 -0.0559508103 -1.724913e-02 -0.0103266809
## x.V30 0.040382843 -0.0517672113 -7.759403e-02 0.1613662890
## x.V31 -0.196714484 -0.3969985192 -1.296464e-01 -0.1355490365
## x.V32 -0.032726562 0.0119499762 -8.842640e-02 0.0851071347
## x.V33 0.031873089 -0.0654020700 3.974033e-02 0.0025648973
## x.V34 -0.015663144 -0.0024219159 -8.623474e-02 0.0259233165
## x.V35 0.046527919 -0.0432436591 2.685004e-02 0.0453974490
## x.V36 -0.016297582 0.0139602871 4.410148e-02 0.0129853200
## x.V37 0.066454136 -0.0319976109 -9.511656e-02 0.0691213377
## x.V38 -0.079432431 0.0315455062 -2.634478e-02 0.0169829218
## x.V39 0.034506635 -0.0618866793 2.881330e-02 0.1346982395
## x.V40 0.015810825 -0.0827947757 -6.286903e-02 -0.1169658358
## x.V41 0.105896734 -0.0144414600 -6.731350e-02 -0.0011071412
## x.V42 -0.014247640 -0.0477188704 1.246744e-02 -0.0867730331
## x.V43 0.082350755 -0.0188778953 -1.230728e-01 0.0764161499
## x.V44 -0.034807960 -0.0229752769 -6.953188e-02 0.0658787721
## x.V45 -0.026840551 -0.0326098272 5.410556e-02 0.0015441083
## x.V46 0.008091766 -0.0051288897 -1.218056e-01 0.0535170530
## x.V47 -0.011838843 -0.0125123473 -1.025430e-01 0.0601419039
## x.V48 -0.050046553 -0.0123151716 4.902703e-03 0.0341421152
## x.V49 0.022231525 -0.0275622471 3.266814e-02 0.0058424834
## x.V50 0.017932662 -0.0374028284 2.063553e-02 0.0208751614
## x.V51 0.039726460 -0.0117567142 1.413039e-02 0.0157785037
## x.V52 0.042433217 -0.0176416056 1.672308e-02 -0.0369218690
## x.V53 0.260116419 -0.1327988410 2.770744e-01 -0.1399880376
## x.V54 0.213546599 -0.1171325210 2.891751e-01 -0.1447518756
## x.V55 0.014673109 -0.0337840829 6.266506e-02 -0.0004999041
## x.V56 -0.031536377 0.0408071744 2.971259e-02 0.0024652599
## x.V57 0.063135304 -0.0854893583 8.036845e-02 -0.0652773603
## x.V58 0.002126102 0.0463210985 -1.208290e-01 -0.1232954847
## x.V59 -0.050534683 0.0589917697 -6.596283e-02 -0.1205912318
## x.V60 -0.046462948 0.0525725149 -4.542944e-02 -0.0942611091
## x.V61 -0.003816899 0.0791105091 -2.245746e-02 -0.0549730835
## x.V62 0.036977895 -0.0104222128 1.846261e-02 -0.0198757804
## x.V63 0.029297851 -0.0052529478 3.938130e-02 -0.0183799106
## x.V64 0.028879644 -0.0082188998 4.585210e-02 -0.0216428512
## x.V65 0.037540058 -0.0089077420 5.181707e-02 -0.0139202906
## x.V66 -0.053220442 0.0465694767 -3.411516e-02 -0.0810477704
## x.V67 0.049110846 -0.0353672587 2.465696e-02 0.0652723169
## x.V68 -0.016281051 -0.0043028709 1.509763e-02 -0.0060662522
## x.V69 -0.017070156 0.0056791618 1.294965e-02 -0.0216284284
## x.V70 -0.061446107 0.0357328170 1.488485e-02 -0.0355639180
## x.V71 -0.045067077 -0.0223043051 -5.819531e-03 0.0458373826
## x.V72 -0.078275692 0.1042670676 5.522456e-02 -0.0922135861
## x.V73 0.020526857 0.0243641541 2.802870e-02 -0.1231062511
## x.V74 0.045601245 -0.0035575062 -1.764678e-02 -0.0016858702
## x.V75 0.049617332 -0.0592572658 4.792650e-02 0.1180725333
## x.V76 -0.033123803 0.0383188508 -1.833086e-02 -0.1053387523
## x.V77 0.006211588 -0.0452592746 1.325291e-01 0.0524229933
## x.V78 0.098068762 -0.0564711369 -2.459086e-01 -0.1853786046
## x.V79 0.003972112 0.0518040245 4.327928e-02 -0.1593775672
## x.V80 -0.062608167 -0.0046074288 -5.001933e-02 0.1239286385
## x.V81 -0.104341672 -0.0420141255 1.095123e-01 0.1229353585
## x.V82 0.055824930 0.0631968394 3.944787e-02 -0.0170639053
## x.V83 0.005635319 0.0127380250 -4.074702e-02 0.1194564122
## x.V84 0.057254582 -0.0259933239 -2.932975e-02 0.1506693934
## x.V85 -0.013092492 -0.0357560251 3.218556e-02 -0.0431368411
## x.V86 -0.004082717 -0.0387926960 2.627003e-02 -0.0312321388
## x.V87 0.007806519 -0.0370112688 1.999949e-02 -0.0200420460
## x.V88 -0.065494787 0.0476789278 5.940259e-02 -0.0489448346
## x.V89 -0.058359490 0.0247727918 7.931017e-02 -0.0483659742
## x.V90 -0.060873522 0.0133772786 8.327364e-02 -0.0516573413
## x.V91 -0.081085471 0.0423683397 9.129472e-02 -0.0583772492
## x.V92 -0.159203468 0.0629051793 1.359254e-01 -0.2015541968
## x.V93 -0.110739313 -0.0257478644 2.607664e-01 0.0002091169
## x.V94 -0.204538620 0.0198576952 2.929438e-01 0.1892543515
## x.V95 0.017419709 -0.0529488213 6.410609e-02 0.0094444580
## x.V96 0.020792896 -0.0578533871 5.016952e-02 -0.0530266294
## x.V97 0.043476340 -0.0121290717 6.289085e-02 -0.0047040220
## x.V98 0.010185178 -0.1130784058 -8.536352e-02 -0.0473975004
## x.V99 0.015724871 -0.0229447512 -6.964779e-03 -0.0393448759
## x.V100 0.073249811 -0.0827697596 -6.647367e-02 -0.0276976019
## x.V101 0.027043716 -0.1134274227 -6.852162e-02 -0.1118615363
## x.V102 0.015179265 0.2051658176 -9.476184e-02 -0.0141271075
## x.V103 0.056593115 -0.0730247777 7.745521e-02 0.0238867095
## x.V104 0.016879813 -0.1847312915 1.077952e-01 0.0133978542
## x.V105 0.023804626 -0.0577084090 5.661986e-02 0.0435046812
## x.V106 -0.210445569 -0.0046187633 -9.508189e-02 -0.1374065466
## x.V107 -0.189148457 -0.2001352050 3.321872e-02 -0.0791971429
## x.V108 -0.357781021 -0.2947425686 -4.093009e-03 -0.2268983959
## x.V109 0.056628961 -0.0732098653 7.748651e-02 0.0238636293
## x.V110 0.120179475 -0.1921652815 -1.057910e-01 0.0304074162
## x.V111 -0.221013819 -0.0255335965 1.460730e-01 0.1187876397
## x.V112 0.204946362 0.0111422297 3.925439e-02 -0.1230834416
## x.V113 0.188181040 -0.1176657553 -1.731099e-01 0.0602127183
## x.V114 -0.028124854 -0.0035656938 -2.289265e-01 -0.2016481411
## x.V115 0.265091902 -0.0588472411 -1.434804e-01 -0.0505289292
## x.V116 0.033597011 0.1700068257 -8.717917e-02 -0.0257591247
## x.V117 -0.091173293 -0.3912412347 -1.644497e-01 0.0135188345
## x.V118 0.227208317 0.0140219215 4.816406e-02 -0.0526765325
## x.V119 0.055425761 -0.0699463015 1.055920e-01 -0.0067198794
## x.V120 -0.039448474 -0.0122464882 -1.416824e-02 0.0696350249
## x.V121 -0.076164213 -0.0026539304 6.092458e-02 0.1621390006
## x.V122 -0.001888232 0.0984983836 2.156431e-02 -0.0032360286
## x.V123 0.006507788 0.1917274892 -8.326792e-02 -0.0529676318
## x.V124 -0.196727527 -0.0500349883 -1.301213e-01 0.1209045535
## x.V125 0.129645236 -0.1701446427 1.587102e-02 -0.1208006131
## x.V126 -0.058363975 -0.0570243413 1.172396e-02 0.0419118608
## x.V127 0.047961503 -0.1181892171 2.504083e-02 -0.0223157573
## PC15 PC16 PC17 PC18
## x.V6 0.1053123353 -0.0265262287 0.0004007655 0.0238372379
## x.V7 0.0605827358 -0.0198703743 0.0183779479 -0.0220525217
## x.V8 -0.0549558936 -0.0583440378 0.1727360300 -0.0547344565
## x.V9 0.0288874834 0.0409271949 -0.1412223406 0.0963897423
## x.V10 0.1126107431 0.0700181264 0.0519264565 -0.1204891306
## x.V11 -0.0504702137 0.0176574160 -0.0535851836 -0.0773800500
## x.V12 0.0505877329 0.0600119346 -0.0677313901 -0.1127638873
## x.V13 0.0523707276 0.0576396068 -0.0722082346 -0.0828710549
## x.V14 0.0409723671 0.0649972667 -0.0827666962 -0.1108790535
## x.V15 -0.0756689687 -0.0237383670 0.0603798550 0.0067816697
## x.V16 0.0869634824 -0.0149920078 0.0053894118 0.0241175294
## x.V17 -0.1379453076 0.0819542468 0.0634943648 0.0090779525
## x.V18 0.0182889297 0.0071302689 -0.0331323277 0.0284343966
## x.V19 -0.0283856131 -0.0114157196 -0.0025060492 -0.0069776400
## x.V20 -0.1324002456 0.1849393282 -0.1326217114 -0.0307796377
## x.V21 -0.0089523537 -0.0089146297 0.0374169550 -0.0195618233
## x.V22 -0.0566399370 -0.0132960003 0.0363991448 0.0018451357
## x.V23 0.1087834584 0.0896609438 -0.0606848111 -0.0008217886
## x.V24 0.0356755732 0.0534847935 0.1335185684 0.0066869690
## x.V25 0.0183017880 0.0072119615 -0.0561277105 0.0131721078
## x.V26 0.0094809085 -0.0039246918 -0.0482943248 0.0044499873
## x.V27 0.0017463033 -0.0073035818 -0.0219420531 -0.0019421198
## x.V28 -0.0278486103 -0.1542248551 -0.0706729119 -0.2363882165
## x.V29 -0.0057828949 0.0509415389 0.0022953284 0.1530312364
## x.V30 0.1497815524 -0.0240633984 0.0479807485 -0.0994230179
## x.V31 -0.1336976246 -0.0656778273 0.3192684858 0.0831913736
## x.V32 -0.0073391626 -0.0345075367 0.0487188113 -0.0446744407
## x.V33 0.0971622366 -0.0337537962 -0.0059540023 0.0119761567
## x.V34 -0.0040553068 0.0179154419 -0.0645392238 -0.0313176357
## x.V35 -0.0722981126 -0.1004359742 -0.0787757262 -0.0402030372
## x.V36 -0.0484564389 -0.0900039603 -0.0640748646 -0.0079914853
## x.V37 -0.0157034470 -0.0022013688 -0.0015371226 -0.0704932853
## x.V38 0.0286233802 0.0607977129 -0.0392475316 0.0296419107
## x.V39 -0.0471826911 0.0073976049 -0.0105051136 0.0168470772
## x.V40 0.1617031381 -0.1811873691 -0.1779215966 0.0798200615
## x.V41 -0.0372911428 0.0677629756 0.0661996731 -0.1436468972
## x.V42 0.0865035154 -0.1289149015 -0.1088202868 0.0917104919
## x.V43 -0.0095998003 -0.0009686863 0.0176067640 -0.0826587798
## x.V44 0.0916042723 0.0313726164 -0.0967303333 -0.0002149435
## x.V45 0.0390450934 0.0575137794 -0.0612413710 -0.0578592198
## x.V46 0.0898655693 0.0885675385 -0.0872045675 0.0038819747
## x.V47 0.0882634356 0.0643094064 -0.0915738495 -0.0015294291
## x.V48 0.0160842510 0.0610147804 0.0578695295 0.0205171038
## x.V49 -0.0220733207 -0.0623051566 -0.0027760820 0.0279556504
## x.V50 -0.0049314936 -0.0449153368 0.0012579954 0.0336853667
## x.V51 -0.0669353174 -0.0502783047 0.0146620140 0.0010345286
## x.V52 0.0013800026 -0.1268308569 -0.0234859320 0.0323771240
## x.V53 -0.2139147675 -0.0359423475 0.0400399818 -0.2420770363
## x.V54 -0.2276763463 -0.0244013367 0.0225228574 -0.1880524066
## x.V55 0.1004910218 -0.0246901545 0.0388212319 0.0181635021
## x.V56 0.0061726856 0.0124931919 0.0834883940 0.0035844711
## x.V57 0.0805443608 -0.0498105353 0.0271183053 -0.0263625925
## x.V58 -0.1462952746 -0.1123704499 -0.0649340782 0.2684434514
## x.V59 -0.1576568744 -0.1038764212 -0.0908413795 0.2131394231
## x.V60 -0.1511494401 -0.0797334419 -0.0835562700 0.1548768361
## x.V61 -0.1319108505 -0.0819356008 -0.0689923764 0.1515283995
## x.V62 -0.0467967060 -0.0507144090 0.0790997511 0.0186750232
## x.V63 -0.0470642559 -0.0414987473 0.0816355428 0.0043418764
## x.V64 -0.0421925507 -0.0342096663 0.0820374278 -0.0272613185
## x.V65 -0.0360909053 -0.0343253625 0.0843589106 -0.0342000746
## x.V66 0.0691086668 0.0178084473 0.0159365218 0.0964940912
## x.V67 -0.0725457706 -0.0113316754 0.0119698235 -0.0622968617
## x.V68 -0.0086408858 0.0910114949 0.0775491368 0.0099929848
## x.V69 -0.0109360357 0.0827307510 0.0747433268 0.0204792573
## x.V70 0.0133093153 0.0447872145 0.0484588594 0.0419116531
## x.V71 0.0101766956 0.0401762145 0.0510848043 0.0253355958
## x.V72 0.0115568668 0.0434371580 0.0135719642 0.0315276727
## x.V73 -0.1022092122 -0.0312798978 0.0036327248 0.0091299718
## x.V74 -0.0297704283 0.0607323972 0.0364266453 -0.0513053716
## x.V75 -0.0245268513 -0.0228360776 -0.0321534391 0.0114274081
## x.V76 0.0936404092 -0.0323875056 0.0950751023 0.0718657471
## x.V77 0.0285163619 -0.0419994082 -0.0130062558 0.0289607950
## x.V78 0.1371299896 0.0848921473 0.0786540293 -0.0101463211
## x.V79 -0.1055424453 -0.0286368379 0.0016608577 0.0127352789
## x.V80 0.0086521567 -0.0339612977 -0.0411309263 0.0057223726
## x.V81 -0.1237870119 -0.1599505809 -0.1406850465 0.0327988797
## x.V82 -0.0670101085 0.0247676813 0.0399602145 0.0294543942
## x.V83 -0.0148052618 -0.0638880553 -0.0834345901 -0.0472162545
## x.V84 -0.0804280387 -0.1195559655 -0.0311400608 -0.0115720118
## x.V85 0.0858970697 0.0700537826 -0.1555796272 0.0264057855
## x.V86 0.0924323344 0.0579557414 -0.1566998451 0.0271849752
## x.V87 0.0907947215 0.0499274725 -0.1543140091 0.0288613458
## x.V88 0.0093572116 0.0558606561 -0.0561186095 0.0286217950
## x.V89 0.0358466452 0.0410013831 -0.0885658577 0.0412395268
## x.V90 0.0149628990 0.0356190802 -0.0985839214 0.0521630387
## x.V91 0.0065756109 0.0354154097 -0.0939837898 0.0416613729
## x.V92 0.0450993091 0.1072176283 -0.1501919019 0.0196524099
## x.V93 0.0001807144 0.0144651492 -0.1146702588 0.1517744668
## x.V94 -0.1407640992 -0.1592020478 -0.0035832701 0.1615502203
## x.V95 0.1198366330 -0.0114458097 0.0326891262 0.0243085971
## x.V96 0.1060860280 -0.0387301160 0.0162232792 0.0114861410
## x.V97 -0.0389173628 -0.0328588991 0.0638084827 -0.0619822969
## x.V98 0.0312352724 -0.0040444805 -0.1769419354 -0.0352718720
## x.V99 -0.1136894864 -0.0177598869 -0.0137320569 -0.0346320299
## x.V100 -0.0296682747 0.0050827405 -0.1014194980 -0.0222929448
## x.V101 0.0004674840 0.0679357696 -0.2149791051 -0.0682939091
## x.V102 -0.1532466283 0.0703914610 -0.0196940586 0.0333064134
## x.V103 0.1307678758 0.0114313483 0.0650787974 0.0438112027
## x.V104 0.1862844618 -0.0942733814 0.0248681362 -0.0081016379
## x.V105 0.0717186120 0.0533235350 0.0512938512 0.0071688853
## x.V106 -0.1597861023 -0.0600938092 -0.0357484445 -0.1043955759
## x.V107 -0.0094936952 0.0078339236 -0.0882733095 -0.1545607707
## x.V108 -0.1219880572 0.0417901605 -0.1749236004 -0.1929440882
## x.V109 0.1306052589 0.0111335520 0.0648850144 0.0439071572
## x.V110 -0.0756649917 0.0071185853 -0.2070106033 0.3273567052
## x.V111 0.0814330528 0.1668026967 0.0755379110 0.0336200777
## x.V112 -0.0668831945 0.1098879770 0.0091762744 0.2192637820
## x.V113 -0.0714061824 -0.1923547377 -0.1323546723 -0.0674509649
## x.V114 0.1599520241 -0.2574960156 0.0924011380 -0.1168376680
## x.V115 -0.1245351716 -0.0918086696 -0.0615677606 0.0825007576
## x.V116 -0.1854655877 0.0794072872 -0.0267132755 -0.0274426490
## x.V117 -0.1548765700 0.2119998816 0.2883554122 0.2867182810
## x.V118 0.0007744196 0.5359638293 -0.0805433179 0.0387294352
## x.V119 0.0561772880 -0.0997992065 -0.0777142644 0.0522764178
## x.V120 -0.0036466759 0.0337493426 0.1343107051 -0.0335542351
## x.V121 0.0044228098 -0.0426885576 0.1866969727 0.0241274739
## x.V122 0.0274089184 -0.0329157592 0.0163154443 -0.0905283188
## x.V123 -0.0872079328 0.0399411228 -0.0311386008 0.0228620889
## x.V124 -0.2765642433 0.2028436771 -0.0635280245 -0.2128542426
## x.V125 -0.0026894994 -0.0157445224 -0.1028762831 -0.0681457801
## x.V126 -0.0736059499 0.0768427985 -0.0254587894 -0.0763732104
## x.V127 0.1562161676 -0.0226769088 0.0799054687 0.0037932508
## PC19 PC20 PC21 PC22 PC23
## x.V6 -0.024031553 9.516276e-03 -0.036839539 -0.0137838214 0.001792734
## x.V7 0.011519766 -3.872597e-02 -0.046328440 0.0280202359 -0.035078093
## x.V8 -0.081243254 3.004775e-02 -0.050836877 0.0345556305 0.021689688
## x.V9 0.039508693 -4.143836e-02 0.030865717 0.0099235172 -0.030158740
## x.V10 0.078758110 -1.956601e-02 0.017116788 -0.1002505426 0.044264659
## x.V11 0.020573521 4.730907e-02 0.038437043 0.0242043407 -0.008003334
## x.V12 -0.135021782 1.071071e-02 0.074362935 0.0653198098 0.059289249
## x.V13 -0.108906098 9.498679e-03 0.061899259 0.0311802627 0.076091994
## x.V14 -0.168792532 1.697220e-02 0.065318601 0.0585566552 0.083923001
## x.V15 -0.068799348 1.423861e-02 -0.084675924 0.0343978345 -0.013351239
## x.V16 -0.028504103 8.509007e-03 -0.042226116 -0.0132736271 0.007221075
## x.V17 -0.037876177 -3.450142e-03 0.007708429 0.0153448180 0.077248569
## x.V18 -0.018157971 -3.651167e-02 -0.003855324 0.0070414565 0.012949730
## x.V19 0.030991136 5.604469e-03 0.002389460 0.0068734971 0.034998441
## x.V20 0.013304878 -4.243878e-02 -0.049666644 -0.1662464833 -0.211148152
## x.V21 0.014442267 -2.368816e-02 -0.033240517 0.0498356490 0.016468185
## x.V22 -0.058810814 -2.275821e-03 -0.072509094 0.0369867236 -0.013646983
## x.V23 0.021200701 1.916111e-02 0.017831315 -0.0430655569 -0.016673881
## x.V24 0.038924843 -5.820685e-02 -0.097526986 0.1159679308 0.025183721
## x.V25 -0.026035161 -3.466809e-02 0.008116177 0.0085426399 0.009412766
## x.V26 -0.043339685 -5.270605e-02 0.008082414 0.0026648724 0.013894841
## x.V27 -0.056482162 -5.498348e-02 0.002403329 -0.0062077663 0.019663921
## x.V28 -0.119311105 1.739881e-01 -0.093431328 -0.0670719705 -0.102049799
## x.V29 -0.153955444 4.254874e-01 0.254431999 0.5112277517 -0.558514419
## x.V30 -0.140730606 3.054213e-02 -0.180668083 0.1247074279 0.142410923
## x.V31 -0.189650108 -3.413640e-02 0.227886104 -0.2844900880 0.125281488
## x.V32 -0.197563914 -7.198770e-03 -0.074161314 -0.0057130128 -0.021784023
## x.V33 -0.027276968 2.229711e-02 -0.028581030 -0.0122907168 -0.015139836
## x.V34 -0.078593950 3.492305e-02 0.054473716 -0.0492165140 -0.008585998
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## x.V36 -0.171022167 -2.757528e-02 -0.016332814 -0.0093880465 -0.042270084
## x.V37 -0.005509301 -4.689213e-02 0.035739177 -0.0055241719 -0.061789395
## x.V38 -0.022694021 3.273788e-03 0.047702790 -0.0506232381 -0.012808845
## x.V39 0.071613511 3.022246e-02 0.008392361 0.0067012947 0.070617221
## x.V40 -0.276114363 -2.304097e-01 0.014796554 0.1926866746 0.031782629
## x.V41 0.139508466 5.796292e-02 0.049889477 -0.0376089169 -0.091555096
## x.V42 -0.124428614 -1.294085e-01 -0.017477888 0.1052253209 -0.009658227
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## x.V44 0.119067076 -2.011479e-02 -0.013391980 -0.0510899281 -0.043031648
## x.V45 -0.071434594 3.625427e-02 0.006902662 0.0280411373 0.052630327
## x.V46 0.134076425 -1.003279e-02 0.006096254 -0.0519448690 -0.042277481
## x.V47 0.128948015 -1.247343e-02 -0.004526042 -0.0565549065 -0.048417884
## x.V48 0.101035712 4.494944e-02 -0.062902978 0.0245157018 0.014000337
## x.V49 0.012288585 -1.288283e-02 0.027689002 0.0096023354 0.001812551
## x.V50 0.039916607 -1.265977e-02 0.023019078 -0.0011537907 -0.006305468
## x.V51 0.022554993 3.223304e-02 0.006437238 0.0074851709 -0.006398667
## x.V52 0.056413173 -2.032932e-03 0.062470968 0.0397524197 0.037132777
## x.V53 0.019690815 1.480222e-02 -0.077805046 -0.0615784814 -0.093578956
## x.V54 0.019675700 5.657777e-02 -0.115998298 -0.0365639129 -0.072544320
## x.V55 -0.012844888 2.669913e-02 -0.022687381 -0.0096517528 -0.043838094
## x.V56 -0.083698188 -2.344893e-02 -0.014769646 0.0099597318 0.007103819
## x.V57 -0.046707063 -4.563150e-02 0.040708687 -0.0201629197 -0.093989195
## x.V58 0.074585629 1.737800e-02 -0.178537047 0.0195679938 0.006641936
## x.V59 0.071603317 3.428075e-02 -0.121080531 0.0181956236 0.013197820
## x.V60 0.052322212 3.580501e-02 -0.089793517 -0.0068282076 0.014527234
## x.V61 0.040053451 2.365901e-02 -0.039319789 -0.0819915988 -0.035923449
## x.V62 0.029797472 -8.026527e-02 0.038063431 -0.0082338325 -0.022308455
## x.V63 0.020862477 -7.725537e-02 0.050734798 -0.0104482130 -0.023174028
## x.V64 0.020637532 -7.204691e-02 0.053243904 -0.0122921360 -0.019864470
## x.V65 0.018580607 -6.813406e-02 0.051417372 -0.0202968506 -0.025442696
## x.V66 0.016801212 5.407283e-03 -0.048697894 -0.0158132006 0.003221898
## x.V67 -0.024576077 -6.890465e-03 0.037762558 0.0312277980 -0.025605316
## x.V68 0.097799674 5.067035e-02 -0.121189911 0.0418381517 -0.006879022
## x.V69 0.080920170 2.930453e-02 -0.127363310 0.0393599874 -0.013372620
## x.V70 0.041911491 -8.375000e-03 -0.053216306 0.0178589148 0.004674232
## x.V71 0.082226850 2.790469e-02 -0.058922226 0.0587575584 0.011347223
## x.V72 0.007601584 -6.992319e-02 0.009289650 -0.0585093466 -0.014737382
## x.V73 0.026240517 3.024257e-02 -0.039015455 0.0115756314 -0.002198803
## x.V74 0.011677789 3.386524e-02 -0.020833737 0.0093106111 -0.004681637
## x.V75 -0.060960038 6.580804e-02 -0.015717553 0.0068932981 0.038133721
## x.V76 0.055357782 -8.831393e-02 0.007895824 -0.0078312720 -0.089764536
## x.V77 -0.024197726 2.668577e-02 -0.053350017 0.0363467408 0.072732236
## x.V78 -0.017216254 -7.353838e-02 -0.001595922 -0.0661954556 -0.167727233
## x.V79 0.008398062 1.033993e-02 -0.035674175 -0.0034494746 -0.006820430
## x.V80 0.203622049 -8.524750e-03 -0.016899095 0.0281597878 0.022439614
## x.V81 0.138024362 -1.648710e-01 0.073599901 -0.0065808442 -0.018154840
## x.V82 -0.209177451 1.274445e-01 -0.044646884 -0.0407347340 0.061552743
## x.V83 -0.103068157 -4.592582e-02 0.041239479 -0.0133639947 -0.023036582
## x.V84 -0.053913046 1.001279e-01 -0.108461184 0.0065992068 0.010492719
## x.V85 -0.053360432 -2.439156e-02 0.013662047 -0.0589888372 0.023818860
## x.V86 -0.058412273 -3.812251e-02 0.014495170 -0.0571603651 0.010808044
## x.V87 -0.062653113 -5.203360e-02 0.019713150 -0.0509379719 0.005328242
## x.V88 -0.012337880 6.217619e-02 -0.001944393 -0.0324178537 0.056274225
## x.V89 -0.025710972 5.316649e-02 -0.007996031 -0.0390421291 0.069445823
## x.V90 -0.025807816 2.716273e-02 -0.031460535 -0.0296246252 0.032286666
## x.V91 -0.039995660 4.020149e-02 -0.013181838 -0.0337648502 0.051946444
## x.V92 -0.030341169 1.783600e-01 -0.066375593 -0.0895554646 -0.056494958
## x.V93 -0.037104895 1.141799e-01 -0.077133237 -0.0618549128 0.029593779
## x.V94 0.047280097 1.497149e-01 0.083016471 -0.0019809508 0.126916880
## x.V95 0.028590262 2.131506e-02 -0.025132450 -0.0619221630 -0.074759881
## x.V96 0.014170165 1.428109e-02 -0.039595418 -0.0755393471 -0.191120291
## x.V97 -0.012664972 -3.967781e-02 0.054273906 0.0129630926 -0.003245690
## x.V98 0.031946020 2.109086e-01 -0.032280901 -0.2044893736 -0.003010302
## x.V99 0.026402973 3.837083e-02 -0.004054532 0.0206599623 0.054608225
## x.V100 0.055103395 4.624649e-02 0.044454354 -0.0443415103 0.070475352
## x.V101 0.077898113 3.030034e-01 -0.018266358 -0.2078650462 0.025338676
## x.V102 -0.005817042 1.668986e-02 0.087343637 -0.0561984226 -0.003649480
## x.V103 0.060406697 -2.675095e-02 -0.065181326 0.0463869898 0.027410804
## x.V104 -0.004857274 -4.457396e-03 -0.065639726 0.0126738318 -0.006386012
## x.V105 0.054523349 -3.440501e-02 -0.137030241 0.1031466618 0.032478399
## x.V106 0.039532795 -3.721453e-02 0.190638694 0.0091168281 0.017915960
## x.V107 0.086266612 -7.742822e-02 -0.053196113 0.0876014250 -0.103405806
## x.V108 0.138955825 -2.106339e-01 -0.001823430 0.1017957644 -0.143168930
## x.V109 0.060404029 -2.681095e-02 -0.065232437 0.0460268548 0.027272470
## x.V110 0.101001480 -7.386913e-02 -0.142030532 0.0715238991 -0.025019412
## x.V111 0.061453889 5.750960e-02 -0.065345701 -0.0427593062 0.014568861
## x.V112 0.065946266 -1.678868e-01 -0.018502367 0.1004618080 -0.030797784
## x.V113 -0.002156637 3.950560e-02 -0.041963392 -0.0313508651 0.035154493
## x.V114 0.140232658 2.651805e-01 -0.286106419 0.1041361764 0.141997421
## x.V115 0.047100527 -4.969519e-02 -0.053480429 0.0545682528 0.022249217
## x.V116 -0.054366065 -1.002810e-01 0.116830159 -0.0003502394 0.031471901
## x.V117 -0.216318228 1.394517e-01 -0.060535739 -0.0276199587 0.111396422
## x.V118 -0.059268463 -1.981587e-03 -0.016387966 0.0368538530 0.156650545
## x.V119 -0.112103142 1.897351e-02 -0.069324441 -0.0153207875 0.109861800
## x.V120 0.168508327 -1.658690e-02 0.073451772 0.0446782402 -0.122763896
## x.V121 0.233696194 3.425711e-02 -0.005719175 0.0357707590 -0.028419884
## x.V122 -0.096082948 9.128367e-02 -0.084411295 0.0276109710 0.102390360
## x.V123 0.011614869 8.199741e-02 0.119915158 -0.0485056186 -0.041193032
## x.V124 -0.070993355 -7.040168e-05 -0.405823937 0.2531716015 0.053425090
## x.V125 0.219129595 2.454588e-01 0.417011298 0.3030676808 0.451547635
## x.V126 -0.007108579 -2.524455e-01 -0.001530183 0.3226815150 0.156127179
## x.V127 0.064328806 4.370435e-02 -0.056320828 0.0746229593 0.003102101
## PC24 PC25 PC26 PC27
## x.V6 -0.038834147 0.0083474363 -0.0121096353 0.0246028602
## x.V7 -0.004245777 -0.0519477183 0.0251910855 0.0605674159
## x.V8 0.052675534 0.0584421286 -0.0068985651 -0.0940549881
## x.V9 -0.047412244 -0.0183430967 0.0623215905 0.0947416807
## x.V10 0.041419706 -0.0395399911 -0.3238313812 -0.2724152665
## x.V11 -0.097788417 -0.0054863693 0.0914217283 0.1497327699
## x.V12 0.036196223 -0.0960815598 -0.0063823916 0.0098213397
## x.V13 -0.009922253 -0.1133056137 -0.0327601186 0.0522802992
## x.V14 0.012015074 -0.1231621346 -0.0175013898 0.0522436828
## x.V15 0.050988177 0.0111328286 0.0356277554 0.0351658604
## x.V16 -0.042771853 0.0074719014 0.0014091417 0.0263453611
## x.V17 -0.136503456 -0.0396512411 0.1570124086 0.0225810120
## x.V18 -0.006573303 -0.0074387528 0.0005647238 0.0758889155
## x.V19 -0.061840185 -0.0229472987 -0.0359433651 0.0040595366
## x.V20 0.240571800 0.1133305233 -0.0558683413 -0.0838354259
## x.V21 0.022380441 0.0280235166 0.0133687149 0.0620504916
## x.V22 0.041931816 -0.0000682810 0.0442226743 0.0666431384
## x.V23 0.052005689 0.1252898715 0.0044612707 -0.0607153774
## x.V24 0.016160884 -0.1365358830 -0.0987982107 0.1782363871
## x.V25 -0.021615629 -0.0109240484 0.0135044847 0.0632627095
## x.V26 -0.001975876 -0.0095547570 0.0374216733 0.0577395588
## x.V27 0.016398692 0.0036472273 0.0345909126 0.0443635968
## x.V28 0.117798562 0.0936152226 -0.1339970760 0.1305769595
## x.V29 -0.128065742 -0.1182182084 -0.1255586612 -0.0158514552
## x.V30 -0.250567057 -0.2341192750 0.3882858413 -0.3588230030
## x.V31 -0.055420118 -0.1033766020 0.0384200681 0.1452829660
## x.V32 -0.041928248 -0.1121055018 0.0104727104 -0.0542434716
## x.V33 -0.008988889 0.0151271978 0.0333092329 0.0381088155
## x.V34 0.027035850 0.0435852466 0.0314727182 -0.0866672558
## x.V35 0.002995849 0.0683051723 0.0180764585 0.0543460591
## x.V36 -0.003327215 0.0216689365 0.0289871340 0.0478429993
## x.V37 -0.009144694 0.0468974290 0.0343275183 -0.0208855100
## x.V38 -0.057469919 -0.0213372283 -0.0637904152 -0.0629555742
## x.V39 0.022020702 0.0146293399 -0.0353503218 0.0325188555
## x.V40 0.126947143 0.0019658108 0.0527739948 -0.0307253301
## x.V41 -0.073594102 0.0412014652 0.0447857940 -0.0959550871
## x.V42 0.110372733 -0.0016252460 0.0197048561 -0.0169801604
## x.V43 -0.033052871 0.0445035356 0.0343048847 -0.0132112030
## x.V44 -0.060796927 -0.1120393988 -0.0117110019 0.0603533151
## x.V45 -0.002196845 -0.0991744035 0.0514885053 0.0934582721
## x.V46 -0.064828577 -0.0549044761 0.0250087053 0.0119831167
## x.V47 -0.066566078 -0.0768603923 0.0105596520 0.0301508990
## x.V48 -0.020998136 -0.0102942977 0.0140739360 0.0114486439
## x.V49 -0.026129066 -0.0202445524 -0.0456420130 -0.0043342725
## x.V50 -0.015840639 -0.0117160779 -0.0413560038 -0.0176392119
## x.V51 -0.033656178 -0.0629453901 -0.0460011786 0.0137858487
## x.V52 -0.013904406 -0.0638628987 -0.0181404102 -0.0203458178
## x.V53 -0.077652832 -0.1060423605 0.0093882974 0.0152602833
## x.V54 -0.058079826 -0.0607956121 -0.0047846204 0.0189786563
## x.V55 0.079552721 0.0066837715 0.0616773065 0.0705505267
## x.V56 0.035595986 0.0732494222 0.0905678641 0.0151206427
## x.V57 0.073985215 0.0283132179 0.0292817299 -0.0957294057
## x.V58 -0.071571331 -0.0102093146 0.0179901773 0.0560063784
## x.V59 -0.045695084 -0.0155133306 0.0727424890 0.0635471400
## x.V60 -0.056806834 -0.0163577064 0.0388350381 0.0819238148
## x.V61 -0.104503726 -0.0118679633 0.0197403643 0.0696534708
## x.V62 -0.023787234 -0.0424853318 -0.0077339904 -0.1377312245
## x.V63 -0.034386410 -0.0386145203 0.0013228485 -0.1388132133
## x.V64 -0.033698436 -0.0373474823 -0.0193875620 -0.1452135836
## x.V65 -0.044378970 -0.0338435687 -0.0210160566 -0.1389012407
## x.V66 0.076633503 -0.0085627976 0.0208216612 -0.0378299476
## x.V67 -0.056898807 0.0045890369 0.0470706591 0.0296039924
## x.V68 0.017649808 -0.0804692007 0.0788389870 0.0573673716
## x.V69 0.011466488 -0.0794240786 0.0749155984 0.0563995870
## x.V70 -0.007605348 -0.0097495801 0.0041282489 0.0168892579
## x.V71 -0.035697859 0.0430171937 0.0378344412 0.0218204345
## x.V72 0.020368869 -0.0781640607 -0.0495300088 0.0049183685
## x.V73 -0.051188421 -0.0052949877 0.0457906461 -0.0077346868
## x.V74 -0.013790194 -0.0602290595 0.0413382714 -0.0015892382
## x.V75 0.007943370 -0.0796142529 0.0160452690 0.0159070070
## x.V76 0.039527460 0.1969286268 -0.0025362834 -0.0987693930
## x.V77 -0.050953057 -0.0533851492 -0.0029586453 0.0308181420
## x.V78 -0.028231834 0.2285837913 0.0562640259 0.0131866311
## x.V79 -0.035305288 -0.0267390763 0.0312734398 -0.0120841009
## x.V80 -0.060268266 -0.3021780533 -0.1335561522 0.1249906687
## x.V81 0.073331586 -0.3276265792 -0.2673485824 -0.2470787266
## x.V82 0.026205710 0.1095346732 0.0947681915 -0.1453555103
## x.V83 0.026385687 0.0098343374 -0.0372799392 0.0514788150
## x.V84 0.099935211 0.0149395498 -0.3049449219 -0.0004327377
## x.V85 0.066422781 -0.0455674609 -0.0606909608 0.0217920305
## x.V86 0.069046445 -0.0496463638 -0.0528234234 0.0084994515
## x.V87 0.075938809 -0.0559986025 -0.0359118114 -0.0011143667
## x.V88 -0.011533093 -0.0559849630 -0.0147191157 0.0413439616
## x.V89 -0.006356124 -0.0288914953 -0.0291030542 0.0826825431
## x.V90 0.012843113 -0.0215437689 -0.0180390374 0.0626794394
## x.V91 -0.008647526 -0.0332420868 -0.0259915243 0.0624577344
## x.V92 -0.105817998 0.1452675696 0.1251702019 -0.1555324520
## x.V93 0.075737744 0.1858257941 0.0415648914 -0.0573693272
## x.V94 -0.025792207 0.2692208719 -0.0012204371 -0.0744704786
## x.V95 0.120022785 0.0166911141 0.0366207013 0.0584559371
## x.V96 0.181629600 -0.0138038449 0.0785087075 -0.0662826765
## x.V97 -0.038661740 -0.0092689612 -0.0207782489 -0.0978608358
## x.V98 -0.133249491 0.0521175559 -0.0391606890 -0.1034544060
## x.V99 -0.055040067 -0.0408693199 -0.0144339637 0.0689533810
## x.V100 -0.102387485 -0.0449661475 0.0747832122 0.0180403125
## x.V101 -0.180998329 -0.0206011366 0.0459409017 -0.1094097216
## x.V102 0.042195884 -0.0384264636 -0.0007396195 -0.0592974216
## x.V103 -0.058730042 0.0007202459 0.0110394241 0.0496681773
## x.V104 -0.088353286 0.0605584296 -0.0187624004 0.0809597897
## x.V105 -0.013444728 -0.0120316046 0.0279571766 0.0532589849
## x.V106 -0.017974753 -0.0589795989 0.1477519344 -0.0163975564
## x.V107 -0.009584602 0.0600570081 0.0028781103 0.0702344362
## x.V108 -0.040403543 0.0369978757 0.0597213223 0.0073716545
## x.V109 -0.058709717 0.0009312537 0.0109747226 0.0494865311
## x.V110 -0.004479971 -0.0205033976 0.1073694283 -0.1481708243
## x.V111 -0.002265869 0.0199714671 0.0196790239 -0.1984966301
## x.V112 0.093064709 -0.0668745491 0.0495219316 -0.1814698071
## x.V113 -0.032190054 0.1519506885 0.0518472602 0.1905924062
## x.V114 0.075770623 0.0417350341 -0.2567381850 -0.1169512553
## x.V115 0.082333466 0.0610399677 -0.0152123090 -0.0137461005
## x.V116 -0.019258814 0.1021606896 -0.0905965877 -0.0306394373
## x.V117 0.052321725 -0.0524133753 -0.1808549174 -0.0382561446
## x.V118 -0.027614931 0.0236701669 -0.1870409398 0.1755487930
## x.V119 -0.122474794 -0.0485788468 -0.1610651794 -0.0437272329
## x.V120 0.098348806 0.0364053618 0.1607115261 0.0441302309
## x.V121 0.131450772 0.0903525791 0.0036752776 0.1807302595
## x.V122 -0.045013044 -0.0515443574 0.0336434293 0.0548239455
## x.V123 0.018357738 0.0191763419 -0.0051592432 -0.0591372539
## x.V124 0.314603916 -0.0176478844 0.0824014037 -0.0828847848
## x.V125 0.312404549 0.0624039987 0.1505231532 -0.0546395496
## x.V126 -0.458305088 0.3947904896 -0.2638381525 -0.0654536477
## x.V127 -0.079644989 0.0163615613 0.0179598878 0.0763732874
## PC28 PC29 PC30 PC31
## x.V6 -8.960100e-03 0.0491699353 -0.1000390160 0.011117988
## x.V7 5.821605e-02 -0.0283097085 0.0574007641 0.041053484
## x.V8 1.165142e-01 0.0884876170 -0.0063148664 -0.032471969
## x.V9 -1.195640e-01 -0.1150671252 0.0436069237 0.051734271
## x.V10 1.736492e-02 0.1003081300 -0.0826579402 0.014236204
## x.V11 -9.421381e-03 -0.0204821523 -0.0415787419 -0.034250342
## x.V12 -8.998306e-04 -0.1012822894 0.0148080131 0.042715864
## x.V13 4.075746e-02 -0.0092246186 0.0161075632 -0.064454147
## x.V14 3.858028e-02 -0.0437193107 0.0167056387 -0.028048563
## x.V15 5.646097e-02 0.0171957554 0.0469228211 0.007990808
## x.V16 -1.049366e-02 0.0417579565 -0.0904783539 0.004024234
## x.V17 5.046611e-04 -0.0309818426 0.0293520507 -0.022042356
## x.V18 -3.676823e-03 -0.0132059889 0.0055701541 0.031626448
## x.V19 -1.383236e-02 0.0404949555 -0.0597248638 -0.035298323
## x.V20 3.133392e-01 0.0499389514 -0.1118756357 0.005960466
## x.V21 6.111090e-03 0.0188887269 -0.0228912769 0.065405808
## x.V22 4.447591e-02 0.0176688360 0.0648397146 0.015517123
## x.V23 -1.397309e-01 0.0126268464 0.0150197250 0.067984814
## x.V24 1.819642e-02 -0.0199800585 0.0083025120 -0.069121275
## x.V25 -7.660180e-03 0.0014280733 0.0147073511 0.035048960
## x.V26 -1.672024e-02 0.0037021311 0.0443203690 0.033706898
## x.V27 1.802997e-02 0.0290249627 0.0394138463 0.037166190
## x.V28 -6.288274e-02 -0.1103006017 -0.1627127749 -0.030639465
## x.V29 1.157166e-02 0.0119886561 -0.0350423786 -0.040840487
## x.V30 -8.010618e-02 -0.2128699159 -0.0023870430 -0.278052983
## x.V31 -4.796904e-02 -0.1457368940 0.0613748658 0.022307381
## x.V32 -4.450111e-02 0.0965544987 0.0477603007 0.423431084
## x.V33 -1.134266e-02 0.0522180349 -0.1180872843 0.051175057
## x.V34 -5.488604e-02 -0.0176406960 -0.0509446588 0.055129433
## x.V35 -7.448786e-03 0.1029446466 0.0683328758 -0.033877421
## x.V36 3.367071e-02 0.0407578599 0.0163821671 -0.023112413
## x.V37 -1.287414e-01 0.0848566206 0.0497171948 0.021362519
## x.V38 -1.775623e-01 -0.0373764809 -0.0020328468 -0.003128813
## x.V39 -6.728730e-02 -0.0031418950 -0.0055075017 -0.020372838
## x.V40 -9.033367e-02 0.0486895278 -0.0759151310 0.011167383
## x.V41 -1.519974e-01 0.0272330690 0.0865532394 0.061686511
## x.V42 1.017874e-02 0.0059400486 -0.0203779517 0.032615456
## x.V43 -1.320287e-01 0.0669230443 0.0776875796 0.014887416
## x.V44 1.919736e-02 -0.0486043740 0.0228236400 0.070095283
## x.V45 8.381115e-02 -0.0462691846 -0.0562558460 -0.025537312
## x.V46 -6.391493e-02 -0.0439045285 0.0373468339 0.046756475
## x.V47 -3.188857e-02 -0.0410859086 0.0338577581 0.055607508
## x.V48 -4.714707e-02 0.0245684002 0.0752728793 0.028961991
## x.V49 1.338855e-02 0.0382419105 0.0718359011 -0.011774502
## x.V50 -1.496374e-02 0.0336716298 0.0732971151 -0.009016152
## x.V51 6.164644e-02 0.0412924710 0.0806583819 -0.084550995
## x.V52 3.635014e-02 0.0451123168 0.1327570601 0.039698329
## x.V53 -1.230311e-01 -0.1394015231 -0.0271072214 0.080322856
## x.V54 -9.952216e-02 -0.1036136178 -0.0358352935 0.040830528
## x.V55 4.123751e-02 0.0288384391 -0.1319398809 0.045730278
## x.V56 7.186456e-02 0.0075558604 -0.0858478499 0.018016219
## x.V57 -5.739344e-02 -0.0905938155 0.0907982754 -0.085646064
## x.V58 -2.333420e-02 -0.0982934970 -0.0440719042 -0.020168034
## x.V59 -2.342847e-02 -0.0409719697 0.0170278672 0.017546441
## x.V60 -2.390692e-02 0.0007577682 0.0267575420 -0.047686860
## x.V61 2.812027e-02 0.0032663611 0.0403770677 -0.081614786
## x.V62 -3.488929e-02 0.0150703328 -0.0967126083 0.034332441
## x.V63 -2.149805e-02 0.0191976036 -0.0805499022 0.037450777
## x.V64 -1.635577e-02 0.0317411080 -0.0709609768 0.025976433
## x.V65 -7.047572e-03 0.0290650701 -0.0641411118 0.020285194
## x.V66 3.495968e-02 -0.0560127017 0.0566993271 0.050948225
## x.V67 -4.995087e-02 0.0010214808 -0.0083875073 -0.001311370
## x.V68 3.815954e-02 0.0211772199 0.0993021670 0.036832211
## x.V69 2.704208e-02 0.0255511065 0.1014940463 0.043945186
## x.V70 -4.670865e-02 -0.0160954762 0.0387916503 0.055387920
## x.V71 -1.023174e-01 0.0435468601 0.0691819912 0.008538986
## x.V72 3.043980e-02 -0.0669254784 -0.0041630383 0.043972221
## x.V73 -5.092980e-03 -0.0468378329 -0.0580530554 0.104212184
## x.V74 3.292296e-02 0.0405478511 0.0642386306 0.003877187
## x.V75 1.033822e-01 0.1159033810 0.1215442822 -0.042364062
## x.V76 -1.683945e-01 -0.3125236631 -0.3224840556 -0.302916130
## x.V77 2.773588e-02 0.0556345097 -0.1412137512 -0.019719049
## x.V78 -4.466718e-02 0.0926974292 -0.0151145907 0.225969636
## x.V79 1.973725e-02 -0.0741597592 -0.0735463863 0.124849006
## x.V80 7.298877e-02 -0.0483899420 -0.1703538306 0.212170546
## x.V81 8.999560e-03 -0.0803952312 -0.1004462917 -0.117356460
## x.V82 1.070749e-01 0.0700358354 0.0633450514 -0.028422665
## x.V83 -3.925815e-02 -0.0454648524 0.0594860902 -0.034264927
## x.V84 -3.065463e-01 -0.3132287810 0.2296735722 0.226358397
## x.V85 3.216201e-02 -0.0334736740 0.0507993571 -0.002970706
## x.V86 4.116460e-02 -0.0379934201 0.0609136261 0.003275523
## x.V87 4.207622e-02 -0.0362259338 0.0739077624 0.007259558
## x.V88 9.571820e-02 -0.0469961399 -0.0355360111 -0.016401164
## x.V89 6.074892e-02 -0.0443758484 -0.0241063446 -0.015732223
## x.V90 5.082226e-02 -0.0282309770 -0.0073363807 -0.001630500
## x.V91 5.492631e-02 -0.0344030219 -0.0231594090 -0.018342516
## x.V92 -9.783907e-02 -0.1455862090 -0.2028858727 0.253555417
## x.V93 -2.605569e-02 -0.0391117677 0.0439310643 -0.007959388
## x.V94 -1.999586e-01 0.1518438722 0.0720112169 -0.045557822
## x.V95 3.142989e-02 -0.1055215414 0.0473751073 0.040896087
## x.V96 4.719743e-02 -0.3383837096 0.5015442458 -0.105547342
## x.V97 -1.883361e-02 0.0285567313 -0.0588636331 0.027253246
## x.V98 1.421808e-01 0.0881916874 0.1012851564 -0.167083957
## x.V99 -1.505002e-02 0.0282865743 -0.0179551195 -0.002275985
## x.V100 8.730486e-05 -0.0284090815 0.0065440345 0.046766383
## x.V101 2.211438e-01 0.0425265851 0.0164137151 -0.037473854
## x.V102 7.120365e-03 -0.0266785413 -0.0233921237 -0.038818529
## x.V103 4.017661e-02 -0.0204895782 -0.0273413757 0.004972895
## x.V104 -2.209004e-02 0.0172429942 0.0372440806 0.039947443
## x.V105 6.541693e-02 -0.0229799306 -0.0442809374 0.002110447
## x.V106 -1.063325e-01 0.1590507162 0.1005046189 -0.058259272
## x.V107 -5.566201e-02 0.1075239166 0.0104048598 -0.031242725
## x.V108 -9.870271e-02 0.1564332941 0.0549498017 -0.136244545
## x.V109 4.045818e-02 -0.0203601602 -0.0280178345 0.004652266
## x.V110 -9.261245e-02 -0.0184156550 -0.0862929953 0.135559442
## x.V111 -4.879389e-02 0.0213670271 0.0002833892 0.141566412
## x.V112 2.380972e-02 0.1735557859 0.1518022633 0.002980878
## x.V113 3.652418e-02 -0.0940737584 -0.1873445724 -0.103237729
## x.V114 -1.335167e-02 0.0601236274 0.0760965061 -0.117881747
## x.V115 1.869601e-02 0.0624981918 0.0205894101 -0.049165463
## x.V116 1.084847e-01 -0.1562233267 -0.0122623071 0.015281832
## x.V117 6.261727e-02 -0.0464565592 -0.0852753638 -0.026710971
## x.V118 -3.811143e-01 0.0533842395 -0.0013418369 -0.274034172
## x.V119 -1.171142e-01 0.2082711729 0.0084961348 -0.005494845
## x.V120 1.136028e-01 -0.1603434796 -0.0865384760 -0.026923992
## x.V121 -1.782327e-03 0.0772594221 0.0127398622 -0.104373294
## x.V122 -9.798893e-02 0.1283249385 0.0082033450 0.131595158
## x.V123 -1.696131e-02 0.0100756860 0.0438343247 0.016352437
## x.V124 1.018474e-02 -0.0076769304 -0.0445684666 0.027323805
## x.V125 1.829686e-02 -0.1135312839 -0.0248271632 0.160023924
## x.V126 3.065464e-01 -0.2417610876 0.1698132695 0.102808745
## x.V127 4.142867e-02 0.0442736048 -0.0064900501 0.017309214
## PC32 PC33 PC34 PC35
## x.V6 -0.0297075469 0.0389119046 -0.022733730 3.225272e-02
## x.V7 -0.0127693052 0.0298053603 0.038622425 -6.517598e-02
## x.V8 -0.0420339797 -0.0569987450 0.043921940 -4.655498e-02
## x.V9 0.0297662178 0.0278523558 -0.033116012 2.507534e-03
## x.V10 0.0377348722 -0.1488039537 0.053278662 2.090262e-03
## x.V11 -0.0600829480 0.0615196213 0.104214603 -3.096013e-02
## x.V12 -0.0422699570 0.0375710120 0.083140020 -1.796347e-02
## x.V13 -0.0471130758 0.0118766542 0.115227204 4.674930e-02
## x.V14 -0.0501787685 -0.0028833645 0.138957883 -4.646900e-05
## x.V15 -0.0151595460 0.0377083239 -0.001646095 -2.442267e-02
## x.V16 -0.0336880238 0.0081132363 -0.008719405 1.957978e-02
## x.V17 -0.0276163646 -0.2307221688 0.135305420 -1.418833e-01
## x.V18 0.0041077037 -0.0109327673 0.003872535 -7.770244e-02
## x.V19 -0.0124734482 -0.0615804172 0.034780631 -2.518380e-02
## x.V20 0.1172542672 -0.0164735046 0.222447476 1.513428e-01
## x.V21 0.0280298228 -0.0165932450 -0.074580436 -1.097005e-01
## x.V22 0.0093103165 0.0406664291 0.053465536 -1.300302e-02
## x.V23 0.0192465449 0.0308933402 0.003731275 7.795604e-02
## x.V24 0.0276019153 0.1486935459 0.238193428 1.366252e-01
## x.V25 -0.0121585211 -0.0071029659 0.013584598 -8.635117e-02
## x.V26 -0.0324814022 0.0272732475 0.010259030 -8.632766e-02
## x.V27 -0.0648731447 0.0293502927 0.011299523 -1.196455e-01
## x.V28 0.2593661858 0.3040387177 -0.060058031 1.998104e-01
## x.V29 -0.0407344092 0.0354842962 0.005663116 -3.064946e-02
## x.V30 0.2526734920 -0.0306808078 0.040295585 1.718386e-01
## x.V31 -0.0843004742 0.1679151014 -0.028759666 1.566412e-02
## x.V32 -0.3356464020 -0.1106162602 0.163399668 6.264910e-01
## x.V33 -0.0282225261 -0.0014371246 -0.055112301 3.221087e-02
## x.V34 0.0262789961 -0.0471243877 -0.039780208 1.031431e-03
## x.V35 -0.0127645001 -0.1104494416 0.123270101 1.756593e-02
## x.V36 -0.0233068433 -0.0769844275 0.103380297 1.768542e-02
## x.V37 0.0176051351 -0.0098121268 -0.128612059 -8.036065e-02
## x.V38 0.1455971766 0.1017776622 -0.039487226 1.245501e-01
## x.V39 -0.0044613632 0.0198764293 0.009361388 3.030267e-02
## x.V40 0.1134675168 -0.0201322078 -0.214454590 -2.276721e-02
## x.V41 0.0754923313 0.1725103861 -0.076549558 1.508768e-02
## x.V42 0.0488688003 -0.0186469122 -0.014497326 2.255236e-02
## x.V43 0.0006235439 0.0455453472 -0.099528056 -5.725097e-02
## x.V44 0.0031330163 0.0644604953 0.120440701 -7.344451e-02
## x.V45 -0.0278016748 0.0197596226 0.086799159 -4.815847e-02
## x.V46 -0.0280127023 0.1502015439 0.151973827 -1.317939e-02
## x.V47 -0.0153224051 0.1146970245 0.139032194 -4.170999e-02
## x.V48 0.0033642596 0.0811031076 -0.065683221 1.455435e-02
## x.V49 0.0377299104 -0.0471280983 0.030452125 3.595540e-02
## x.V50 0.0360451288 -0.0104537668 -0.006353134 5.044439e-02
## x.V51 0.0181850556 -0.0547572458 0.062783263 3.048507e-02
## x.V52 0.0521657301 -0.0302950539 0.060000866 8.334169e-02
## x.V53 0.0430444633 0.0258356566 -0.035019316 8.264909e-02
## x.V54 0.0565124403 0.0522515107 0.005775617 -2.521997e-03
## x.V55 -0.0312519265 -0.0283793276 -0.115545676 5.279769e-02
## x.V56 -0.0182225274 -0.0321996704 -0.079029736 -5.253433e-02
## x.V57 -0.0584052929 -0.0703500415 -0.019629807 2.420259e-02
## x.V58 -0.0382303864 0.0588026400 -0.030025725 1.460798e-01
## x.V59 -0.0247471441 0.0507488316 0.020712750 6.486866e-02
## x.V60 0.0353903707 -0.0513095663 0.029701166 3.209948e-02
## x.V61 0.0589264678 -0.0463191260 0.005975295 -8.316666e-03
## x.V62 -0.0034150184 0.0357610471 0.023260416 -5.674332e-02
## x.V63 -0.0097002072 0.0410906612 0.023727948 -7.116185e-02
## x.V64 -0.0082173030 0.0137030850 0.021667267 -6.961980e-02
## x.V65 -0.0186598714 0.0086924567 0.015788369 -7.334707e-02
## x.V66 0.0366364063 -0.0035962685 -0.116096560 7.222634e-03
## x.V67 -0.0346278257 0.0503308263 0.064380695 -4.458516e-02
## x.V68 -0.0157001233 0.1434861947 -0.089165725 -1.934124e-03
## x.V69 -0.0106066505 0.1379324153 -0.086437934 7.865574e-03
## x.V70 0.0306958140 0.0281475534 -0.057355972 1.400301e-02
## x.V71 0.0057447862 0.0509155456 -0.070140944 5.461140e-02
## x.V72 0.0414510733 0.0194416061 -0.045943662 5.289117e-02
## x.V73 0.0319012391 -0.0824882587 -0.004119478 -4.287050e-02
## x.V74 -0.0393701699 0.0430080547 -0.022360742 -6.280189e-03
## x.V75 0.0500117942 -0.0061307163 -0.127296343 9.708684e-02
## x.V76 -0.3115658588 0.0160614605 0.360394497 -2.366261e-04
## x.V77 -0.1226780795 0.0597417516 -0.094748026 7.639035e-03
## x.V78 0.2894007969 0.0149940063 0.211162334 -2.062075e-02
## x.V79 0.0480396692 -0.0989744309 -0.007854160 -5.861912e-02
## x.V80 0.3281932267 -0.2823688574 0.160305102 -4.893479e-03
## x.V81 0.0432926205 0.0048232632 -0.132712577 5.253353e-02
## x.V82 -0.0130874902 -0.1536574048 -0.011005481 2.997384e-02
## x.V83 0.0073849765 -0.0071481063 0.033550729 -4.177992e-02
## x.V84 -0.2405859651 -0.2076979859 -0.057770970 -1.898828e-01
## x.V85 -0.0181794930 0.0872920216 0.044875610 -9.191073e-03
## x.V86 -0.0296510344 0.0862444158 0.049509113 -3.014034e-02
## x.V87 -0.0452524046 0.0880333053 0.044441347 -5.209463e-02
## x.V88 -0.0152084707 -0.0413508298 -0.045390719 2.430597e-02
## x.V89 0.0197752757 -0.0410912885 -0.025194600 7.036548e-03
## x.V90 0.0246692442 -0.0139732970 -0.016965163 -2.829359e-02
## x.V91 0.0211507661 -0.0482530027 -0.041701530 -9.315281e-05
## x.V92 0.0680981533 -0.1581833581 -0.103722328 -1.046661e-01
## x.V93 0.0474125081 0.0598410790 -0.042852827 1.556375e-01
## x.V94 0.2007522302 0.1139545874 0.285125251 1.506974e-02
## x.V95 0.0688371937 -0.0233309386 -0.025146637 -5.756146e-03
## x.V96 0.1551736124 -0.1229707348 0.163278165 -1.763766e-02
## x.V97 -0.0174795603 0.0161325776 0.063455858 -3.668424e-02
## x.V98 -0.1749519278 -0.0040738707 -0.077252567 8.378026e-04
## x.V99 -0.0159829959 0.0005328286 0.061508436 -3.835446e-02
## x.V100 -0.0493333548 0.0751301857 -0.055762480 3.056834e-02
## x.V101 -0.1292441503 -0.0388127647 0.020550971 -7.214424e-02
## x.V102 0.0106560708 0.0862165091 -0.042269739 4.947121e-02
## x.V103 -0.0525590475 0.0105533261 -0.009227943 -4.404397e-03
## x.V104 0.0403639656 -0.1236479039 0.043483425 -6.102664e-02
## x.V105 -0.0941595680 0.0164839748 0.020199331 -7.173781e-02
## x.V106 -0.0571669559 -0.1934869237 0.047684568 -2.606338e-02
## x.V107 -0.0342488356 -0.0974678549 0.005592927 6.439726e-03
## x.V108 0.0006875709 -0.0789597608 -0.046491505 9.177880e-02
## x.V109 -0.0517470423 0.0099536353 -0.009284688 -3.690866e-03
## x.V110 -0.0794045081 -0.0292979683 0.078038294 -1.301279e-02
## x.V111 -0.1198811773 0.0589066636 0.001167189 -1.538620e-02
## x.V112 -0.0032592949 0.0923342763 0.044312028 5.276034e-03
## x.V113 0.0195075584 -0.0721177848 -0.005467507 7.172462e-03
## x.V114 -0.0247999118 -0.0229970069 -0.026707353 4.906062e-02
## x.V115 -0.0159352820 -0.0023192732 0.011842386 6.000589e-02
## x.V116 0.0380102963 0.0772574743 -0.090185129 4.789421e-02
## x.V117 0.2010626552 -0.0563158881 0.007163457 -7.708710e-02
## x.V118 0.0382120495 -0.2221803140 -0.078972477 1.842057e-01
## x.V119 -0.0384995280 0.2589976978 0.182287451 -1.473526e-01
## x.V120 -0.0750549999 -0.0667268491 -0.128622536 1.540189e-01
## x.V121 -0.0227201341 -0.2208919669 0.036952576 1.013726e-01
## x.V122 0.1701515683 -0.0571634643 0.155439854 -7.590166e-02
## x.V123 0.0322326859 0.0123355900 0.002332152 -2.122086e-02
## x.V124 -0.0757234729 0.1156287657 0.073739840 -2.043559e-01
## x.V125 0.0189736437 0.0443466636 0.077857140 7.421575e-02
## x.V126 0.0437800965 0.0504622232 -0.024891133 8.248036e-02
## x.V127 0.0142683068 -0.0288138080 -0.019495480 -2.298556e-02
## PC36 PC37 PC38 PC39
## x.V6 -0.0881505024 0.0001095111 0.0546391573 -0.0346535223
## x.V7 -0.0662858801 0.0097377975 0.0502493838 -0.0350387991
## x.V8 0.0218047411 -0.0112576812 0.0014546129 0.0510407309
## x.V9 0.0154655784 -0.0040041704 -0.0433901447 0.0177510987
## x.V10 -0.1004602011 0.1170908314 0.2414190884 -0.3933095132
## x.V11 0.0735340082 -0.0695558205 0.0489082026 0.0363151042
## x.V12 -0.0104768904 0.0373124980 -0.1223078083 -0.0951970343
## x.V13 -0.0146965613 0.0042440598 -0.0038747148 -0.0180516775
## x.V14 -0.0092662732 0.0104470689 -0.0921640681 -0.0431457793
## x.V15 -0.0099333961 -0.0722359377 0.0376432727 -0.0512258069
## x.V16 -0.1015619569 -0.0215793600 0.0560213460 -0.0467621571
## x.V17 -0.1268399465 -0.1560412790 0.0584358872 -0.0373103108
## x.V18 0.0121427753 0.0193536498 -0.0250954457 -0.0212554782
## x.V19 0.0590321298 0.0864661236 -0.0063873902 0.0303771256
## x.V20 -0.3015150500 -0.1662211005 -0.2255885254 -0.0299002146
## x.V21 0.0221988538 -0.0324080298 0.0039057478 0.0074464233
## x.V22 -0.0455519023 -0.0457438628 0.0395268881 -0.0551225367
## x.V23 0.0025784740 -0.0467742286 0.0898342168 0.0153949392
## x.V24 -0.1369037354 0.0595504092 0.1357767218 0.1667508322
## x.V25 0.0250804630 -0.0114814431 -0.0666745455 -0.0421933467
## x.V26 0.0543141171 -0.0989772368 -0.0657803433 -0.0354350058
## x.V27 0.0658602529 -0.1322855731 -0.0410139808 -0.0443709768
## x.V28 0.0300846244 0.0021888906 -0.1782332237 0.0852368004
## x.V29 -0.0453606542 -0.0196069369 0.0465383983 -0.0598369366
## x.V30 -0.2976365503 -0.0040128509 0.0530789105 0.0523781835
## x.V31 -0.1522572936 -0.1812632464 -0.1192271030 -0.1281878736
## x.V32 0.1552956313 0.1475297395 0.0455312034 -0.0678486257
## x.V33 -0.0622082999 -0.0349957919 0.0486679937 -0.0162788672
## x.V34 0.0047611826 0.0243492359 0.0101547798 -0.0523574302
## x.V35 0.0880946055 -0.1356372364 0.0664206194 0.0686560821
## x.V36 0.0223450823 -0.0496222509 0.0348210039 0.0245635707
## x.V37 0.0606120129 -0.0618534631 -0.0094394222 -0.0150151869
## x.V38 0.0250204167 -0.0185078273 -0.2306339742 -0.0027788456
## x.V39 0.0627768748 -0.0142988474 0.0782564447 0.0845914556
## x.V40 -0.0166341544 -0.0917876694 -0.0397217570 -0.1904786610
## x.V41 0.0216640931 -0.0190992012 0.2105726891 -0.0085182685
## x.V42 -0.0655018647 0.0066957056 -0.0718581929 -0.0315856816
## x.V43 0.0406746343 -0.0714753245 0.0427377539 -0.0318906709
## x.V44 -0.0341554024 0.1077756444 -0.0804951274 -0.1245404262
## x.V45 0.0785896494 0.0844620342 -0.0394702957 -0.0112523440
## x.V46 -0.0513260520 0.0473536621 -0.0584039588 -0.0550715748
## x.V47 -0.0445004919 0.0736127397 -0.0718102137 -0.0891714026
## x.V48 0.0166244500 -0.0017153472 0.0138759532 -0.0526738141
## x.V49 -0.0526968873 -0.0226267427 -0.0202349017 0.0186366608
## x.V50 -0.0465113939 -0.0300247225 -0.0373076524 0.0244740895
## x.V51 -0.0435236073 0.0018512311 -0.0020153551 -0.0110584442
## x.V52 -0.1333021635 -0.0983990836 -0.1145361891 -0.0268300069
## x.V53 0.0039765588 -0.1044061243 0.0002533494 -0.0365074463
## x.V54 0.0186339122 -0.0254831013 0.0524382473 -0.0593692122
## x.V55 -0.0287538575 -0.1002917720 0.0252931128 0.0089835262
## x.V56 0.1098239774 -0.0336409896 -0.0059861974 0.1566755470
## x.V57 0.0251064418 0.0846057671 -0.0007768627 -0.0562550745
## x.V58 0.0762154485 -0.0288021765 -0.0601203449 -0.0427793866
## x.V59 -0.0033847807 0.0039252031 0.0254022765 0.0387099393
## x.V60 -0.0365341778 0.0407607934 0.0822427859 0.0337922174
## x.V61 -0.1016384080 0.0442176331 0.0681080821 -0.0176654308
## x.V62 0.0547734091 0.0510431713 -0.0960521315 0.0552008881
## x.V63 0.0413826501 0.0508445608 -0.0768572674 0.0610839398
## x.V64 0.0263014139 0.0441431047 -0.0736878207 0.0365962589
## x.V65 0.0209950662 0.0488011003 -0.0810675965 0.0153527907
## x.V66 -0.0856603643 0.0698093268 -0.0626201168 0.0247168328
## x.V67 0.1002194246 -0.1189623000 -0.0188968057 0.1001050946
## x.V68 0.0284802987 -0.0261823075 -0.0012474455 -0.1133132854
## x.V69 0.0145848096 -0.0246925186 0.0116546017 -0.1058067468
## x.V70 -0.0201719919 0.0012967446 0.0246179928 0.0110816246
## x.V71 0.0222177510 -0.0029365981 -0.0812461359 -0.0117469372
## x.V72 -0.1433278906 -0.0475006025 0.2143554171 0.0179902262
## x.V73 0.0351543904 0.1073345267 -0.1407561830 -0.1221475616
## x.V74 0.0219056193 -0.0545143193 -0.0077722648 0.0112856460
## x.V75 0.0219727195 0.0177419542 -0.1031666843 0.0007955879
## x.V76 0.1296997601 -0.1606587317 -0.0379769197 0.0308613935
## x.V77 -0.0341166537 -0.0828074209 -0.0536435795 -0.0430869532
## x.V78 -0.0586566558 0.1023305692 0.1199304307 0.2202435597
## x.V79 0.0119986747 0.1159450533 -0.0871494201 -0.1076958614
## x.V80 0.2001669654 -0.3931416368 0.0394439815 0.0407255251
## x.V81 0.1292212066 0.1560901373 0.0769731322 0.1611407923
## x.V82 0.0974967894 -0.0149482219 -0.1060464765 0.0957248621
## x.V83 -0.0554087900 0.0917867732 0.0686536749 -0.1869849521
## x.V84 -0.3914714830 -0.0335655543 0.0275588960 0.2051484555
## x.V85 -0.0162144777 -0.0701979744 0.0496729323 0.0572901343
## x.V86 -0.0102103049 -0.0824567639 0.0490468268 0.0516038267
## x.V87 0.0028369612 -0.1115839323 0.0375404501 0.0340951130
## x.V88 -0.0674470011 0.0251909316 0.0317141842 -0.0551101167
## x.V89 -0.0308796059 0.0213654678 0.0225527447 -0.0195787188
## x.V90 -0.0277248276 0.0067194348 0.0255966137 -0.0064252718
## x.V91 -0.0425955949 0.0226763916 0.0398749292 -0.0167882401
## x.V92 -0.0194817838 0.0713248046 -0.2308808566 0.0049375014
## x.V93 0.0538394154 -0.0187838683 0.2030604892 0.2038287283
## x.V94 -0.0415967644 -0.0374216847 0.0746586480 -0.3856913819
## x.V95 0.0480475660 -0.0135648124 0.0658659206 -0.1056693636
## x.V96 0.3554169684 0.1289480723 -0.0549741993 -0.0515621805
## x.V97 0.0392907405 0.0062663963 -0.0759772897 -0.0006333617
## x.V98 -0.0020682000 -0.0709787158 0.1475908062 0.0790856514
## x.V99 0.0575623934 0.1269451631 -0.0993102972 -0.0191057227
## x.V100 0.0830508431 0.1142617098 -0.1065030847 0.0463063524
## x.V101 0.0008803378 0.0212564590 -0.0836853431 0.0168808930
## x.V102 -0.0071095833 -0.0783394320 -0.0085756681 -0.0225250175
## x.V103 0.0511292563 0.0342848316 0.0088906560 -0.0207155715
## x.V104 -0.0157668469 0.0580229790 0.0044673816 0.0519106080
## x.V105 0.0255002043 0.0323452729 0.0185304232 -0.0632404948
## x.V106 0.0201920984 -0.0008734680 0.0146062845 0.0391566722
## x.V107 -0.0492936841 -0.0057937507 0.0247832984 0.0603836746
## x.V108 -0.0105215018 -0.0184065161 -0.0104657522 0.0942108221
## x.V109 0.0509748590 0.0349786697 0.0094174854 -0.0208036526
## x.V110 0.0206042273 -0.0721952216 0.0117913021 -0.0474187617
## x.V111 0.0697386999 -0.1946702508 0.0722668322 0.0014169534
## x.V112 -0.0633497658 -0.0972280745 -0.1466397321 0.0807815077
## x.V113 0.0397251883 0.1998537428 0.2008414241 -0.1166426585
## x.V114 0.0857171401 -0.3003426412 -0.1913873245 -0.0514963672
## x.V115 -0.0431480369 0.0321739578 0.0162510526 -0.0709579989
## x.V116 0.0045706952 -0.0239939721 0.0351964987 0.0004780704
## x.V117 0.1396111284 0.1536696213 0.0919290701 0.0893389608
## x.V118 0.0689857152 -0.0287786585 -0.1148896908 -0.0540527731
## x.V119 -0.0781757303 0.2099750196 -0.0897855266 0.2322034140
## x.V120 -0.1790221037 -0.0158584693 0.0628210487 0.0531274545
## x.V121 -0.2034066036 0.2280101396 -0.2979431042 0.0550502006
## x.V122 -0.0285437675 -0.0384049086 0.0251799046 0.1529805380
## x.V123 -0.0834856826 -0.0235639530 -0.0701352218 0.0002238300
## x.V124 0.0004079006 0.1020832679 0.0529327385 -0.0914309331
## x.V125 -0.0014505306 0.0202189412 0.0545387950 0.1053667962
## x.V126 0.0013568030 -0.0437219893 -0.0553590037 -0.0079255680
## x.V127 0.0093051810 0.0204990087 -0.0586193558 -0.0143553833
## PC40 PC41 PC42 PC43 PC44
## x.V6 0.009637822 -6.765686e-02 0.016466083 0.026228673 -0.034685436
## x.V7 -0.083419091 3.958282e-02 0.068780050 -0.012242703 0.054000388
## x.V8 0.042572181 -2.903401e-02 -0.191574367 -0.005077659 0.052630345
## x.V9 -0.011541605 8.807377e-04 0.183987085 -0.001324530 0.057090591
## x.V10 0.121912494 -5.517323e-02 0.061108875 -0.188165830 0.101843102
## x.V11 -0.041764928 5.982420e-02 -0.081778649 0.046588442 -0.247105457
## x.V12 -0.032800067 -9.823584e-02 0.069365202 0.019639756 -0.141996726
## x.V13 0.038360606 -5.801822e-05 0.007978677 0.041462036 -0.007043000
## x.V14 0.014130222 -4.078737e-02 0.032938131 0.038555896 -0.086070776
## x.V15 -0.052966638 -9.490184e-02 0.030202668 0.087128549 -0.015066977
## x.V16 0.003263979 -5.624187e-02 0.007524189 0.021199697 -0.022014617
## x.V17 -0.012567591 1.127061e-01 -0.111485099 0.009656893 0.274582162
## x.V18 -0.023665949 6.755147e-02 0.064484934 -0.006746287 -0.002346525
## x.V19 0.011418467 6.714521e-02 -0.084996213 -0.052469556 0.041304222
## x.V20 -0.014778159 1.908026e-01 -0.233245147 0.083152809 0.109017170
## x.V21 -0.006248416 1.445614e-01 -0.030136117 0.137495074 -0.038945063
## x.V22 -0.045424775 -6.126615e-02 0.054066952 0.092274688 0.004136780
## x.V23 -0.068128332 1.648439e-01 0.155799898 -0.112302073 0.088346583
## x.V24 0.116173490 2.790337e-01 -0.081095451 0.010262869 0.010000977
## x.V25 -0.039086984 4.406538e-02 0.038588159 0.024687442 -0.009208990
## x.V26 -0.068264331 -2.162649e-03 -0.016534129 0.035721068 -0.029245215
## x.V27 -0.091047602 1.993390e-02 -0.040862019 0.026616577 -0.040843023
## x.V28 0.156878973 -2.741800e-02 0.130851151 -0.019444558 0.202404859
## x.V29 -0.005794767 2.927561e-02 -0.048516930 -0.136337922 -0.003691131
## x.V30 -0.080419233 7.928375e-02 0.038046201 -0.034500729 -0.042455421
## x.V31 0.140222878 2.471218e-02 -0.177957396 -0.282446357 -0.188546486
## x.V32 0.003867581 6.053563e-02 -0.053619970 0.115670604 -0.013714124
## x.V33 0.021885282 -1.887620e-02 0.063697611 -0.001590779 -0.044024495
## x.V34 -0.081428696 -9.377780e-02 0.009001645 0.007005963 0.120857185
## x.V35 -0.189164817 -4.731569e-02 0.062583838 -0.136140255 -0.034966865
## x.V36 -0.113999201 -3.386833e-02 0.082397083 -0.119149225 -0.006271354
## x.V37 -0.015586990 -8.755710e-03 -0.025951847 0.107495747 -0.017058858
## x.V38 0.021745271 6.356125e-02 0.185939957 -0.006729616 0.096591019
## x.V39 -0.007847958 2.300716e-02 -0.146045136 -0.122274568 -0.071667704
## x.V40 0.137528882 1.033719e-01 -0.123846828 0.171810189 -0.049865622
## x.V41 -0.020668739 1.268451e-02 -0.018860065 0.063044578 -0.067958420
## x.V42 -0.080132128 1.566253e-02 -0.018284235 0.032665301 -0.086546653
## x.V43 0.012547937 -7.301036e-03 -0.027677831 0.047844499 -0.004472340
## x.V44 -0.021214201 1.029917e-02 0.060761036 0.099436061 -0.056262527
## x.V45 0.093171225 7.788573e-02 0.085355017 0.084791098 0.078887625
## x.V46 0.012375470 -5.335194e-02 0.040343410 0.025453161 -0.126100700
## x.V47 -0.007744297 -2.721997e-02 0.051929413 0.066634240 -0.096200238
## x.V48 -0.020616229 -1.774021e-02 -0.023570900 0.015726591 0.062661832
## x.V49 0.028531208 -8.644727e-02 -0.008330469 0.023276187 -0.041232428
## x.V50 0.042701599 -7.048211e-02 0.020720497 0.018294620 -0.064696145
## x.V51 0.090095078 -1.400034e-01 -0.037018183 0.102005114 -0.073997136
## x.V52 -0.029296648 -9.850955e-02 0.040808597 -0.013092548 0.036051329
## x.V53 -0.157645748 -4.993664e-02 0.065016847 0.002106935 0.114093808
## x.V54 -0.146096194 2.047932e-02 0.051746733 -0.006636849 -0.021200963
## x.V55 -0.006208961 9.587063e-02 0.092187940 -0.036004881 -0.079808547
## x.V56 -0.022697556 1.738232e-01 -0.085044116 0.012789546 0.103277533
## x.V57 0.006240328 -1.351719e-01 0.013991761 0.139556085 0.080945548
## x.V58 -0.103206748 1.655914e-03 -0.038641635 -0.105301393 0.072090561
## x.V59 -0.031023235 1.250899e-02 0.017440219 -0.037539069 -0.001239895
## x.V60 0.066387618 -1.219519e-02 0.020217686 0.015142898 -0.041021658
## x.V61 0.146197928 -5.435162e-02 -0.003174312 0.041558368 -0.067180124
## x.V62 0.021994178 8.231611e-02 0.039222972 -0.025896426 0.052746709
## x.V63 0.049559315 9.522276e-02 0.067778634 0.001182183 0.039779265
## x.V64 0.077213515 7.219843e-02 0.069020750 0.003512531 0.025309774
## x.V65 0.098131400 6.402329e-02 0.060453002 0.011508801 0.011954172
## x.V66 -0.030093842 -2.657017e-02 -0.007116101 0.058466697 0.099033688
## x.V67 0.014391915 1.211199e-01 0.048083495 0.013177663 -0.106624505
## x.V68 -0.062091876 -1.500188e-02 -0.058589858 0.176966169 0.070716517
## x.V69 -0.068334167 -2.830458e-02 -0.054012830 0.148365136 0.064965803
## x.V70 -0.057282323 -1.537730e-02 -0.013278729 -0.048249534 0.053748150
## x.V71 0.052376926 -3.549499e-02 0.020377895 -0.013221898 0.079749799
## x.V72 -0.149401431 8.488718e-03 -0.084439665 -0.062698214 0.050626562
## x.V73 0.049734705 -5.522758e-03 0.133263619 0.024503681 -0.105247779
## x.V74 -0.032505759 -5.380206e-02 -0.057639394 0.095723704 -0.025059985
## x.V75 -0.014205403 -3.464858e-03 -0.021184424 0.132747428 0.019601237
## x.V76 -0.021341797 -1.341687e-01 0.050592655 0.196883090 0.025574203
## x.V77 0.073390651 -5.191321e-02 0.022667674 -0.030750358 0.036105408
## x.V78 -0.139985818 -1.237452e-02 -0.043893358 0.072522616 -0.267603030
## x.V79 0.008725777 1.525510e-03 0.120443479 0.006283516 -0.105066910
## x.V80 0.164804258 -6.095748e-02 0.062956064 0.081606910 -0.055893486
## x.V81 -0.162536115 2.070288e-02 -0.191704138 -0.019202309 -0.255120420
## x.V82 0.072324563 2.788283e-02 0.211318672 0.003429116 -0.115112271
## x.V83 -0.193684080 -1.806058e-01 -0.003326305 0.060556059 0.008455210
## x.V84 0.141332759 1.283797e-01 0.071494033 0.155644306 -0.006988126
## x.V85 -0.086171483 -1.427616e-01 0.023163723 -0.100284598 0.073460681
## x.V86 -0.089644025 -1.498546e-01 0.025663030 -0.104059905 0.066931408
## x.V87 -0.110326180 -1.494147e-01 0.030383588 -0.092086759 0.044117386
## x.V88 -0.028020496 9.263401e-02 -0.017165101 0.146380445 -0.042798903
## x.V89 -0.084399794 8.305115e-02 -0.003309484 0.092222546 0.022591829
## x.V90 -0.079775947 3.606669e-02 0.013677313 0.045804914 0.029758614
## x.V91 -0.069212930 1.011604e-01 -0.004970249 0.077043951 0.011002672
## x.V92 -0.048261188 -8.039452e-02 -0.319901282 -0.057093415 -0.104674483
## x.V93 0.221214115 -1.018862e-01 0.043005138 -0.041580501 -0.202232116
## x.V94 0.059999500 9.441282e-02 -0.028885187 0.153210549 -0.054126779
## x.V95 -0.100059727 2.575215e-01 0.135095316 -0.167061822 -0.139969596
## x.V96 0.145808456 7.679512e-02 -0.203812433 -0.057627392 0.091759207
## x.V97 0.050405606 2.217780e-02 0.040830670 -0.024429208 0.008027048
## x.V98 0.090114180 1.295072e-01 0.121259349 -0.023877893 0.043307794
## x.V99 0.054178737 -7.098630e-02 -0.113621236 -0.135277420 0.144756107
## x.V100 0.053601253 -8.567721e-02 -0.149250608 -0.007532434 0.083566319
## x.V101 0.062259879 1.239407e-02 0.092049610 0.065726518 -0.119426041
## x.V102 -0.052656551 3.278165e-02 0.011023228 0.049407897 0.012092131
## x.V103 0.034343609 2.814431e-02 0.032861166 -0.026368304 -0.009877860
## x.V104 0.061688002 -4.542279e-02 -0.012315880 0.002462069 0.044433941
## x.V105 0.060274956 4.624755e-02 0.021953270 -0.048950634 0.014528883
## x.V106 -0.144667668 1.157685e-02 0.051978596 0.069017238 0.004970937
## x.V107 0.124019830 1.026888e-02 0.013957784 0.060186686 0.093225461
## x.V108 0.007884381 2.972915e-02 0.036401954 0.079345983 0.070197298
## x.V109 0.033869163 2.834492e-02 0.032646633 -0.025691889 -0.009476730
## x.V110 -0.016646718 3.178118e-02 -0.024991581 -0.134694947 0.208197324
## x.V111 -0.143661654 -2.547753e-02 -0.088866838 -0.020988919 0.003643468
## x.V112 0.133266955 -1.127855e-01 0.145583985 -0.056928831 -0.104752486
## x.V113 -0.044240517 1.720826e-03 -0.133788456 -0.034060124 0.012616074
## x.V114 -0.205295897 6.673554e-03 -0.103302836 0.039792983 -0.130336148
## x.V115 0.074748343 -5.062603e-02 0.049675046 -0.016769468 -0.048353902
## x.V116 0.047945758 2.499362e-02 0.043364261 0.006921533 -0.011093579
## x.V117 -0.175848164 -1.217745e-01 0.181036871 0.280536694 0.097990819
## x.V118 0.048406412 1.775002e-02 -0.139384640 -0.035783958 -0.112385355
## x.V119 -0.077562651 9.436145e-03 -0.193304788 0.129953099 0.083036203
## x.V120 0.151395701 -3.601558e-01 -0.084626940 0.176146427 -0.050203747
## x.V121 -0.304073693 -2.143709e-02 0.147348156 -0.217091681 -0.072804903
## x.V122 0.120842050 -3.141962e-01 -0.076419862 -0.197802376 0.139216053
## x.V123 -0.068788867 3.668334e-03 -0.097245540 0.067473003 -0.032155752
## x.V124 0.111988343 -3.490727e-02 0.016152789 -0.170501426 -0.201862748
## x.V125 -0.045755216 5.117826e-02 0.008945462 0.009122056 0.086057673
## x.V126 -0.069421173 -3.829446e-02 0.009739375 -0.048340922 -0.019583417
## x.V127 0.076430948 2.436693e-02 -0.093389404 -0.015902120 0.004066501
## PC45 PC46 PC47 PC48 PC49
## x.V6 0.0536088360 0.0242767008 -0.058309981 0.018126077 0.0291550494
## x.V7 0.1292680781 0.0814928565 -0.008680022 -0.011649961 0.0665034026
## x.V8 0.0587393435 -0.0272290639 -0.027370769 0.013238082 0.0448662921
## x.V9 0.0386510120 -0.0135703825 0.011203902 0.027402526 -0.0505108092
## x.V10 -0.0905143429 -0.0084212587 0.139299341 -0.030055366 0.1625639204
## x.V11 -0.0691187820 -0.1265754418 -0.145214007 0.025987651 0.0173299472
## x.V12 0.0854156835 0.0347150484 0.044088267 0.154481145 -0.0333554148
## x.V13 0.0274983256 -0.0175492618 0.017974311 -0.010315680 -0.0653354602
## x.V14 0.0649105087 -0.0004687050 0.034021209 0.040078008 -0.0682165271
## x.V15 0.0083570042 -0.0382787763 0.087742062 0.006182929 -0.0629750955
## x.V16 0.0765252202 0.0355869989 -0.063790390 0.001309119 0.0294211174
## x.V17 0.1722722896 0.0300955065 -0.040422238 -0.091977716 0.0271220897
## x.V18 0.0299035155 -0.0087781847 -0.094555569 0.010855487 0.0902782012
## x.V19 0.0099243438 -0.0475695846 -0.070477264 0.048878429 -0.0226543179
## x.V20 0.0817270630 0.1044333585 -0.002576790 0.059720523 0.0122478492
## x.V21 -0.0709628414 0.0082784271 -0.028152284 -0.037167902 0.0273537222
## x.V22 0.0292006986 -0.0049871313 0.098578532 -0.032103894 -0.0416577198
## x.V23 -0.0237774648 0.1394316627 0.048359473 -0.164682600 0.2245545116
## x.V24 -0.0505270492 -0.2187566130 -0.251464025 0.029966155 0.1151809979
## x.V25 0.0142772364 -0.0332816017 -0.071678637 -0.015127067 0.0955129827
## x.V26 0.0114500547 -0.0221660629 -0.041245451 -0.026384501 0.0270448581
## x.V27 0.0095735939 -0.0291655334 -0.013109674 -0.057673542 0.0054717088
## x.V28 0.1390549497 -0.1897665443 -0.039951199 -0.076448742 -0.0487494281
## x.V29 -0.0204928566 0.0081855822 0.059547061 0.022383114 0.0108567418
## x.V30 -0.0142589276 0.0011123135 0.116179141 0.070538968 -0.0315250267
## x.V31 -0.0340833890 -0.0882582529 0.070495597 -0.028692136 0.0617647756
## x.V32 -0.0561033226 -0.0088806765 -0.023233297 -0.073273580 -0.0788014851
## x.V33 0.0715883973 0.0328198861 -0.090141493 0.008100830 0.0065569130
## x.V34 -0.1131841239 -0.0382337655 -0.057378249 -0.027114278 -0.0755713294
## x.V35 0.0597169286 0.0694109071 0.005298164 -0.026895873 0.0828112528
## x.V36 0.0319869283 0.0502463855 0.070445833 -0.002458734 0.0756889670
## x.V37 -0.0880998207 -0.0419970747 -0.086177188 0.008139808 -0.0849754159
## x.V38 -0.1641040697 0.1490808664 -0.252954366 -0.060188256 0.2055725143
## x.V39 0.0127079595 -0.0605477976 0.008802850 0.053732554 -0.1333620204
## x.V40 -0.1773192876 -0.0774711909 -0.065532318 -0.048040057 0.0337306220
## x.V41 -0.0408884847 -0.0222618782 0.069986339 0.095587260 0.0268877554
## x.V42 -0.1210359455 -0.0623600492 -0.001603675 0.046807947 -0.0856930196
## x.V43 -0.0185219909 -0.0076371793 -0.050236338 -0.054869617 0.0022051821
## x.V44 0.0612100606 0.0029052018 0.009623840 -0.043984102 0.0497068906
## x.V45 0.0153596751 0.0276689487 0.060374519 -0.163656340 -0.0125965085
## x.V46 0.0714121098 -0.0094005731 -0.042073445 0.016370961 -0.0357943337
## x.V47 0.0705099916 -0.0026240318 -0.017025365 -0.010550054 0.0021800825
## x.V48 0.0117694747 -0.0273989556 0.023514433 -0.071899876 0.0687865527
## x.V49 -0.0284987967 0.0082675134 -0.034731589 -0.019371485 -0.0037400027
## x.V50 -0.0405152328 0.0371266579 -0.033214415 -0.021812444 0.0137315494
## x.V51 -0.0105972661 0.0453482206 0.023612155 -0.079656315 -0.0443246799
## x.V52 -0.1061969948 0.0448523779 -0.072953022 -0.209526521 0.1228082992
## x.V53 -0.0632408460 0.0261606146 -0.056647905 -0.099786010 0.0541018422
## x.V54 -0.0855921322 0.0075934621 -0.030615366 -0.012780218 0.0977523047
## x.V55 0.1062935751 0.0775267716 -0.026799428 -0.027505378 0.0102518805
## x.V56 0.0472446745 -0.0260006135 0.043751746 0.017698032 0.1098468255
## x.V57 0.3458134292 -0.5141759002 -0.054511688 0.194002285 0.2276311307
## x.V58 0.1008888705 0.1185801129 -0.069657104 0.285524190 0.0413565436
## x.V59 -0.0064035713 0.0133172384 -0.028034310 0.053892117 0.1063879803
## x.V60 -0.0134177628 -0.0157607489 0.049492653 -0.148073630 0.0599495609
## x.V61 -0.0277061028 -0.1392445408 0.096688714 -0.266497255 -0.0100054158
## x.V62 -0.0024974471 0.0464851425 -0.057996305 0.077506528 -0.1360019469
## x.V63 -0.0151855917 0.0209146414 -0.038286425 0.030313334 -0.1054182976
## x.V64 -0.0024529312 0.0172584770 -0.014953990 0.010145332 -0.0913792541
## x.V65 0.0151179323 0.0017091399 -0.007126677 -0.002417083 -0.0820923802
## x.V66 0.0242128320 0.0032210493 0.061479912 -0.072114378 -0.0184925408
## x.V67 -0.0153230910 -0.0152635359 -0.059374100 0.018871571 0.0245855467
## x.V68 -0.0420192592 -0.0996161058 0.128907286 -0.161977474 -0.0488598615
## x.V69 -0.0367181370 -0.0804954665 0.113573535 -0.127150859 -0.0659401459
## x.V70 0.0301129246 -0.0051839530 -0.038523435 0.041547262 -0.0132846977
## x.V71 0.0119032295 0.0081890659 0.058193814 0.035221577 0.1851563339
## x.V72 -0.0358313550 -0.0149832881 -0.124729091 0.094900238 -0.2958503528
## x.V73 0.0563086564 0.0405258827 0.066637323 0.072288564 0.0016475742
## x.V74 -0.0132543665 -0.0915831925 0.031595639 -0.100742768 -0.0560161400
## x.V75 0.0113996093 -0.0532213257 0.258392556 -0.079718425 0.0582056846
## x.V76 -0.1336457123 -0.0107477383 0.145763654 -0.210485899 -0.0717246976
## x.V77 -0.1015431373 0.1745219231 -0.098435554 -0.041783783 -0.0840733382
## x.V78 0.1102476667 0.0406092599 0.077491765 -0.031458344 0.0290335315
## x.V79 0.0639018011 0.0341794435 0.013626423 0.086679405 -0.0878364587
## x.V80 -0.1843907158 -0.1221391981 0.171106414 0.185712846 0.1143028619
## x.V81 0.2517544148 -0.0412737871 -0.088994273 -0.288527645 0.0969887099
## x.V82 0.0620796996 -0.1634706647 0.046113943 0.006833470 0.2144004776
## x.V83 -0.1213443353 -0.0528397729 -0.171892239 0.139523290 -0.0786545943
## x.V84 0.0619772304 0.0386376124 0.058027002 0.050039609 -0.0174790969
## x.V85 0.0173008181 0.0081350441 0.022415171 0.001107495 0.0691066890
## x.V86 0.0153962771 -0.0080204564 0.029390513 -0.002371229 0.0692303261
## x.V87 0.0171824472 -0.0178315555 0.044983902 -0.008322043 0.0541216416
## x.V88 -0.0724164015 0.0358980783 0.014853422 0.082776639 0.0250923852
## x.V89 -0.0220000455 0.0431560105 -0.025178989 0.029225606 0.0004547988
## x.V90 -0.0350940877 -0.0136564585 -0.019053922 0.006389656 -0.0189014299
## x.V91 -0.0286606692 0.0391350995 -0.054080430 0.047283247 -0.0296556821
## x.V92 -0.1125519670 -0.1316686105 -0.058754504 -0.090499249 0.0249548295
## x.V93 -0.0152749802 0.1172196450 0.130235041 0.027001852 -0.0185149786
## x.V94 0.1399439329 0.0087145824 -0.072553259 0.047675311 -0.0339373395
## x.V95 0.0617179079 0.0116689398 0.172519338 -0.184359167 -0.3012929500
## x.V96 -0.1907695521 0.1355691192 -0.115178020 0.041125712 -0.0199452335
## x.V97 0.0424224518 0.0357269303 0.025950759 0.020009100 -0.0333750702
## x.V98 -0.1823993236 -0.1468915627 -0.129572509 0.016803145 -0.0977226100
## x.V99 0.0845328876 0.0196820841 0.107673198 0.044162373 -0.0162407047
## x.V100 0.1624793574 0.1653719814 0.200526507 0.160167859 -0.0593929952
## x.V101 -0.0245774173 -0.0621534276 -0.169502170 -0.029332047 -0.0353332059
## x.V102 -0.0279117708 -0.0364911922 0.004010098 -0.012913548 -0.0188392046
## x.V103 0.0315271770 0.0252642647 -0.005822988 0.052711737 0.0558789676
## x.V104 0.0757053217 -0.0002974047 -0.017679788 -0.043014259 -0.0296128253
## x.V105 0.0416339887 0.0131690297 -0.041498938 0.023482294 0.0737118275
## x.V106 0.0030427358 0.1497314650 -0.045145980 -0.039361417 0.1287447068
## x.V107 0.0313734653 -0.1040725590 0.016674078 0.009079148 -0.1288259794
## x.V108 0.0255189824 0.0305264269 0.109718830 0.117598700 -0.1157563244
## x.V109 0.0314211750 0.0251804406 -0.005697310 0.052753127 0.0557042760
## x.V110 0.0619586639 -0.1739007557 0.053400809 -0.111299189 -0.0501442714
## x.V111 -0.0784519521 -0.1795386730 -0.030920309 0.176394822 0.0710998098
## x.V112 -0.0200510909 -0.0523667125 -0.135650790 0.051062802 -0.0973621355
## x.V113 -0.0827342945 -0.0094420589 -0.005990162 0.043444581 0.0690194016
## x.V114 0.1245958910 0.1128543646 0.003263328 0.068814272 -0.0837667947
## x.V115 -0.0514770838 -0.0338826316 -0.028677439 0.056474872 -0.0630026122
## x.V116 -0.1419898131 -0.0917476377 0.278304801 0.138937165 -0.0132628536
## x.V117 0.0002855721 0.0478781510 -0.141234506 -0.016533998 -0.0856604102
## x.V118 0.0806762430 0.0181631493 0.007481801 -0.028533870 -0.0409691228
## x.V119 -0.2995309175 0.0695725622 0.241740874 0.109232468 0.1633251249
## x.V120 -0.0372027331 0.2278681924 -0.154384794 0.040722556 0.1625044365
## x.V121 -0.2826216773 -0.2500525417 0.068070960 0.013510631 -0.0167600916
## x.V122 0.0147598271 -0.0608448335 -0.160657102 -0.143197532 -0.2421285581
## x.V123 0.0645286324 0.0310617567 0.009235367 -0.110686972 0.0199096337
## x.V124 -0.0879284959 0.0480697680 -0.050534334 -0.061036756 0.1157813225
## x.V125 -0.0045302598 -0.0505385694 -0.023675731 -0.044813103 -0.0027094553
## x.V126 0.0036989035 -0.0388848697 -0.067730374 -0.127293374 -0.0085894523
## x.V127 0.0458666257 0.0454093019 -0.012691036 -0.175814439 0.0908850829
## PC50 PC51 PC52 PC53
## x.V6 0.0126373709 -0.0256765038 -0.0367466302 -0.0745720133
## x.V7 0.0134899797 0.0279076637 -0.0648587713 0.0706735694
## x.V8 0.0810190041 -0.0920646477 0.0784639115 0.0101927075
## x.V9 0.0088075442 0.1433060300 -0.0144893109 -0.0410833939
## x.V10 -0.0950508074 -0.0689434785 -0.1132440076 -0.0455401304
## x.V11 -0.0627046398 -0.1471962633 -0.1357860625 0.0452733733
## x.V12 -0.0717955464 -0.0256621159 -0.1086730061 0.0128083474
## x.V13 0.0202198265 -0.0340353992 -0.0005634491 -0.0378929896
## x.V14 -0.0186560476 -0.0271511569 -0.0549348721 -0.0080498170
## x.V15 -0.0216415171 0.0369923715 -0.0564612769 -0.0783802752
## x.V16 0.0474180339 -0.0115432481 -0.0540093682 -0.0489548591
## x.V17 0.2640557060 -0.0182668491 -0.2363981044 0.1869097236
## x.V18 -0.0828547153 0.0146376294 -0.0547705251 0.0253146170
## x.V19 0.0061201762 -0.0625839077 0.0754803157 0.0465062147
## x.V20 0.0038032629 0.0630374508 0.0156863488 0.1266706033
## x.V21 -0.1636877022 0.0129074158 -0.0404183639 0.0079324222
## x.V22 -0.0092317453 0.0555770927 -0.1093466121 -0.0630963950
## x.V23 -0.0885497014 0.1522207822 -0.0509945390 -0.0430601733
## x.V24 0.0329435914 -0.1720797007 0.1813318650 -0.0204315358
## x.V25 -0.0760350254 -0.0471788099 -0.0724689421 0.0173254395
## x.V26 -0.0961140059 -0.0573857839 -0.0771328488 0.0203772339
## x.V27 -0.1011956680 -0.1334964721 -0.0612558890 0.0271045737
## x.V28 0.0297252509 0.1065231300 -0.1687611023 -0.1144831532
## x.V29 -0.0055791641 0.0107774959 -0.0095069679 -0.0043656420
## x.V30 -0.1112333602 -0.0527022917 0.0130513465 -0.0318125056
## x.V31 0.0154033400 0.1089178088 -0.0314656898 -0.0277934488
## x.V32 -0.0122358175 0.0266647341 -0.0116244357 0.0672299858
## x.V33 0.0577644937 0.0064065760 0.0554715631 -0.1577661409
## x.V34 -0.0144003030 -0.0761574812 0.0540696033 -0.0995147143
## x.V35 -0.0413346124 0.2235365836 0.0346976854 0.0022662843
## x.V36 0.0284712232 0.1235652219 0.0103067306 0.0085971057
## x.V37 -0.0132703018 -0.0149246494 -0.0088063950 -0.0041599410
## x.V38 -0.0262939400 -0.1357678023 0.0837580502 0.1809914010
## x.V39 -0.1121482674 0.1097639921 0.0936265499 -0.0464435807
## x.V40 0.2699649277 -0.0250933608 -0.0649787894 0.0839247673
## x.V41 0.3692662557 0.2877402011 -0.0145223501 0.1291936569
## x.V42 0.0611794502 0.0822374934 -0.0984877030 0.0718081539
## x.V43 0.0720025746 0.0197325449 0.0159190239 0.0108848378
## x.V44 0.0641413476 -0.0510491462 0.0456431531 0.0199375624
## x.V45 -0.0263132457 0.0161258124 -0.0337360407 0.0071834976
## x.V46 0.0779489821 0.1003613286 -0.0458495481 0.0072524000
## x.V47 0.0751584773 0.0280426855 -0.0056419871 0.0128805989
## x.V48 -0.0227221851 0.0007839162 0.0157498574 -0.0007806461
## x.V49 0.0379775107 -0.0580485666 0.0870018121 -0.0143640919
## x.V50 0.0078964250 -0.0295113324 0.0888934091 -0.0283516397
## x.V51 0.3441167719 -0.0252707010 0.1522962766 -0.0072569650
## x.V52 -0.1043763974 0.0004931444 0.1881467497 0.0220076730
## x.V53 0.0238375954 -0.1161143222 -0.0697819739 0.0064667686
## x.V54 -0.0029843798 0.0275899508 0.0668881302 -0.0076667172
## x.V55 0.0330150687 -0.0457246245 0.1107225926 -0.1508887047
## x.V56 -0.0887488963 -0.0415330721 -0.0395201805 0.0679806661
## x.V57 -0.0966800337 0.1942169056 0.1496181363 0.2620059599
## x.V58 0.1054116255 -0.0904958144 -0.0413412623 -0.0483430002
## x.V59 0.0529768840 0.0019348609 0.0611919979 0.0077324249
## x.V60 -0.0717447000 0.0295683183 0.0420471220 0.0426028317
## x.V61 -0.2111263694 0.0229650205 -0.0626031003 0.0241259134
## x.V62 0.1378654903 0.0424894912 0.0720797901 -0.0241167267
## x.V63 0.0941751672 0.0481728262 0.0670272992 -0.0093645824
## x.V64 0.0437799199 0.0411310497 0.0446302962 0.0048252297
## x.V65 0.0181994937 0.0427130595 0.0232251993 -0.0028585883
## x.V66 0.1207483093 0.0936046932 0.0670990728 -0.0016338226
## x.V67 -0.0742007976 -0.0104326451 -0.0155862149 -0.0305672235
## x.V68 0.0312240790 -0.0233864603 -0.0026605370 -0.0530503245
## x.V69 0.0391871997 -0.0128171753 -0.0137143707 -0.0654063634
## x.V70 0.0035925469 0.0172954741 -0.0248017982 0.0007254992
## x.V71 -0.0156175526 -0.0415993090 0.0293892494 0.0138795158
## x.V72 0.0908371011 0.1457978648 -0.1117306738 -0.0840690347
## x.V73 -0.0208824731 -0.0473476846 -0.1272878394 0.1397969452
## x.V74 -0.0076788322 -0.0686528470 -0.0079846960 -0.0334819632
## x.V75 0.0500132696 -0.0668465831 0.0761864726 -0.0600079369
## x.V76 0.0533746214 0.0694119235 0.0926572384 -0.0412422492
## x.V77 0.0307723787 -0.0585841165 -0.1205103925 -0.1231634021
## x.V78 0.0149047164 -0.1394030733 -0.0601618076 -0.2054359464
## x.V79 -0.0007977187 -0.0136435302 -0.1566482448 0.1327271929
## x.V80 0.0545995367 0.0842156950 0.0893809051 -0.0117017977
## x.V81 0.0468550723 -0.0026072401 -0.1823182432 -0.0930611320
## x.V82 0.2238767554 -0.0998564181 -0.0365929779 -0.3468907082
## x.V83 -0.0170789825 -0.1113550438 0.2030816098 0.0600146930
## x.V84 0.0273381982 -0.1153716315 0.0267725715 -0.0963380844
## x.V85 0.1256635192 -0.1395673617 0.0639382100 -0.0285254143
## x.V86 0.1305975691 -0.1420109598 0.0421602288 -0.0190678716
## x.V87 0.1234653091 -0.1495469486 0.0246658933 0.0096694142
## x.V88 -0.0610893800 0.1938379944 0.0531518612 -0.1085291980
## x.V89 -0.0242082934 0.1722856502 0.0396512305 -0.0737382168
## x.V90 -0.0373083386 0.1181032576 0.0502919528 -0.0572487405
## x.V91 -0.0354362526 0.2115780998 0.0540318424 -0.0885705767
## x.V92 -0.0051245056 0.0011857307 0.2109583763 -0.0461963013
## x.V93 0.1108555187 -0.0962327118 -0.1001169886 0.4075927639
## x.V94 0.0066262532 -0.0809268094 0.0074642208 -0.1635031237
## x.V95 -0.0380851046 -0.1357643179 0.2648462753 0.2721714663
## x.V96 0.0015156580 0.0196534965 -0.1765004332 -0.1751589308
## x.V97 0.0252080604 -0.0177777418 -0.0346929811 -0.0036817909
## x.V98 -0.0020436357 0.0330733383 0.0429938883 0.0074723300
## x.V99 0.0258233425 -0.1308567838 0.1012319150 0.0118946443
## x.V100 -0.0467985202 0.0129323544 0.2219234786 -0.1585193901
## x.V101 0.0930644973 -0.0070206595 -0.1322005751 0.0604050314
## x.V102 0.0279841838 -0.0927428604 -0.0281699536 0.0220384903
## x.V103 0.0495048188 0.0117300049 -0.0162005984 -0.0149692847
## x.V104 -0.0681813905 0.0554354545 -0.0232019146 -0.0290904990
## x.V105 0.0841275153 0.0183430279 -0.0449274145 0.0006523410
## x.V106 0.0531969538 0.1494592705 0.0834827770 -0.0227649791
## x.V107 -0.0436227080 -0.0185659597 -0.0948626989 -0.0915285750
## x.V108 -0.0353983494 -0.2316759435 0.0090977517 -0.0007851623
## x.V109 0.0493139195 0.0116418579 -0.0162850263 -0.0151719983
## x.V110 -0.0487879656 -0.0048789227 -0.1336913081 -0.0634176948
## x.V111 -0.0646064904 -0.1098657503 -0.1146009323 -0.0523248629
## x.V112 -0.1612480644 0.1042673153 0.0266706199 -0.0447465647
## x.V113 0.0282582918 -0.0685081671 0.0078379203 0.0034958759
## x.V114 -0.0761614316 0.0334074465 -0.0334673913 0.1151831707
## x.V115 -0.0415981518 0.0472077379 0.0029659026 -0.0651648202
## x.V116 -0.0784110429 -0.0814240583 -0.0635576894 -0.0127501598
## x.V117 -0.0164306239 -0.0511786827 0.0188332962 0.0869812728
## x.V118 0.0437878449 0.0647487072 -0.0538998640 -0.0135638756
## x.V119 -0.0530581834 0.1230057462 -0.1499056238 0.1213000342
## x.V120 -0.1377411628 0.0175002734 -0.1280232210 0.0272240335
## x.V121 0.1838812302 -0.0046882897 -0.1801132238 -0.0027666489
## x.V122 -0.0430637577 0.0674878511 -0.0590729937 0.0909674486
## x.V123 -0.0443407997 -0.0147567543 -0.0151497094 0.0370495894
## x.V124 0.0414533015 0.1449417813 0.1528731676 -0.0057226411
## x.V125 0.0230467574 0.0004401051 -0.0391026003 0.0068174033
## x.V126 0.0481858286 0.0906077768 0.0282650702 -0.0010946998
## x.V127 0.0988786507 0.0403185182 0.0343399699 0.0547438848
## PC54 PC55 PC56 PC57 PC58
## x.V6 0.068172441 0.0105137531 -0.0183711801 -0.029263477 0.072558479
## x.V7 0.005037702 -0.1268380971 -0.0186477429 0.132785101 0.027896498
## x.V8 0.112488306 -0.0719663447 -0.0836847692 -0.209206750 -0.063642645
## x.V9 -0.012239577 -0.0542201967 0.1263753583 0.155843761 0.060664177
## x.V10 -0.128108239 0.1525559162 -0.0611702011 0.035321295 0.017451495
## x.V11 -0.054476105 0.1205708736 -0.0725727479 -0.117905981 0.054024381
## x.V12 0.019275376 -0.1579192091 -0.0705102639 0.128767866 -0.086178452
## x.V13 0.013930886 0.0478414541 0.0133267833 -0.133325453 0.008582214
## x.V14 0.020135445 0.0127278931 -0.0430847507 -0.013087034 -0.016303292
## x.V15 0.029434244 0.0132932058 -0.0457586489 -0.020683244 0.003943788
## x.V16 0.080431174 0.0339815753 -0.0029046966 -0.013338323 0.071685831
## x.V17 -0.030104550 0.2820351530 0.0449346900 0.150917916 0.064351459
## x.V18 0.002831667 -0.0175291571 -0.0671580767 0.059626202 -0.023232733
## x.V19 -0.089269366 -0.0688252304 -0.1603377179 -0.011391770 0.111730022
## x.V20 -0.007209693 -0.0506540121 -0.0216121288 -0.021301065 0.043986233
## x.V21 -0.090914496 0.0068708464 0.1519456753 0.133584357 0.114936275
## x.V22 0.079939674 0.0356048925 -0.0329721148 -0.041938244 -0.122202115
## x.V23 0.097206657 0.0658622634 0.1444734720 -0.065796398 -0.050235605
## x.V24 -0.066846233 -0.0970979568 -0.1182668847 0.142966382 -0.053050513
## x.V25 0.023832902 -0.0315138021 -0.0956862305 0.051223291 -0.061480978
## x.V26 0.036252767 -0.0375520788 -0.0306778076 0.018230550 -0.012715252
## x.V27 0.059378268 -0.0618157159 -0.0185829852 -0.002546047 -0.021361442
## x.V28 0.010508286 0.2036058846 -0.1506743358 0.089040139 -0.136453647
## x.V29 0.006219208 -0.0434641755 0.0519249979 -0.033038660 -0.008127160
## x.V30 0.067755229 0.0053650061 -0.0032019842 0.003780090 -0.011644648
## x.V31 0.011360120 -0.0550509496 0.0607164772 -0.027723503 -0.024018760
## x.V32 0.032876572 -0.0110833282 0.0612306606 0.098445101 0.021095793
## x.V33 0.095085151 -0.0015338816 -0.0001428093 -0.036499427 0.114423204
## x.V34 -0.013707360 -0.0052750925 0.1460692325 0.009114068 0.079240612
## x.V35 -0.111659731 0.1032359891 -0.0869578719 0.065318763 0.103991247
## x.V36 -0.047857789 0.0281945342 -0.1410421182 0.038374090 0.009548377
## x.V37 -0.074507703 -0.0119062652 0.0264350557 0.004955046 -0.020635732
## x.V38 -0.109459311 -0.1748039300 0.0579466614 -0.279408162 0.181886892
## x.V39 0.094738038 0.0718265492 -0.0042827051 -0.047894230 -0.097512191
## x.V40 -0.140112747 0.0029490872 0.0234548874 -0.049429601 0.025400835
## x.V41 -0.141019624 -0.0228772781 -0.3710543001 -0.052136906 0.100661463
## x.V42 0.035632601 0.0290702151 -0.1876509284 0.063426489 0.024365752
## x.V43 -0.078743581 -0.0835290768 0.0991894872 -0.018592242 -0.030063050
## x.V44 0.002280654 0.0204316149 -0.0514254901 -0.097310695 -0.025946032
## x.V45 -0.038486220 0.1241274164 0.0798523549 -0.174903856 0.033077971
## x.V46 -0.013049197 0.0589276466 -0.0351218213 0.013874834 0.029773411
## x.V47 -0.008658360 0.0335950868 -0.0427854880 -0.030156417 0.010971479
## x.V48 0.048775048 0.0674917914 -0.0527794157 0.034715978 -0.062399362
## x.V49 0.022695455 0.1364164221 -0.0308745393 -0.053856672 -0.017635417
## x.V50 0.030716264 0.1381389230 0.0264606870 -0.021962507 0.012312424
## x.V51 0.076243516 0.1337283638 0.0417561177 -0.002830207 0.034631205
## x.V52 0.057791472 0.0956517026 -0.1585394592 -0.183561248 -0.156356829
## x.V53 0.005592097 0.0321333542 0.1253665501 0.022513728 0.078710740
## x.V54 0.005442466 -0.1078994010 -0.0288371962 0.068340672 -0.052227649
## x.V55 0.118258812 -0.0701905072 -0.1069471976 -0.027527672 0.048372391
## x.V56 0.043000919 -0.0267804091 -0.0875806335 -0.020608110 -0.122165775
## x.V57 0.034419714 -0.0199487175 0.2192369700 -0.093118339 0.066683367
## x.V58 -0.044254451 0.2377807824 0.1578966215 -0.086031241 -0.252017509
## x.V59 -0.057279462 0.0587083800 -0.0102594400 -0.103161611 0.032511016
## x.V60 0.005981133 -0.1525688518 -0.0457389332 0.040718654 0.129643762
## x.V61 0.031305508 -0.1218130361 -0.1088804015 0.156125612 0.186464483
## x.V62 0.097451968 -0.0638570271 0.0372331383 0.012288241 -0.145917221
## x.V63 0.101252275 -0.0748934373 -0.0107916121 0.017755780 -0.088658241
## x.V64 0.083459650 -0.0928880544 -0.0240976058 0.044891344 -0.047143170
## x.V65 0.079339511 -0.0634040032 -0.0213262302 0.055488895 -0.035576055
## x.V66 0.113482380 -0.1166412240 0.0336638990 0.035379191 -0.110819944
## x.V67 -0.033791980 0.1450565316 0.0771138123 0.020394986 0.059447179
## x.V68 0.061096811 -0.0003293024 0.0653755977 -0.093029919 -0.073016328
## x.V69 0.041715806 -0.0211232456 0.0665475203 -0.078181741 -0.041752167
## x.V70 -0.015531335 -0.0350763136 -0.0486590416 0.102735905 0.021065233
## x.V71 0.022138852 -0.0157697576 -0.2297335382 0.179901314 -0.059044219
## x.V72 -0.116852974 -0.1679615706 0.1838052635 -0.066201487 0.027914646
## x.V73 0.057547737 0.0318976227 -0.0635327613 -0.174816419 -0.050554088
## x.V74 -0.065385925 0.0959305234 0.0680358141 0.027742216 0.057665463
## x.V75 -0.034159420 -0.0511750426 -0.0942529319 -0.107007725 -0.052806778
## x.V76 -0.073917331 -0.0177772522 -0.0341348954 -0.055105296 0.024806741
## x.V77 0.086198411 -0.0079595395 -0.1293336046 0.103527374 0.065886225
## x.V78 0.087941482 -0.0158226885 0.0876304117 -0.084869893 0.005767905
## x.V79 0.025166244 0.0018555408 0.0210125197 -0.205904565 -0.028615013
## x.V80 0.066428365 -0.0691204485 0.1182758903 0.086254813 -0.077340225
## x.V81 -0.051867396 0.0533925115 0.0226638247 -0.001731732 -0.036654092
## x.V82 -0.353368937 -0.1338446311 0.0639977835 0.070807639 -0.085074888
## x.V83 0.121392946 0.0041806964 -0.0897249742 0.253401520 -0.124583170
## x.V84 -0.028669657 0.0307416969 -0.0675160087 -0.082300591 0.009680304
## x.V85 0.015155074 -0.0319552370 0.0350931176 0.015421254 -0.012418665
## x.V86 0.019626432 -0.0434262685 0.0264160011 0.025319076 -0.020683819
## x.V87 0.039109976 -0.0545111409 0.0218965466 0.049129973 -0.015899970
## x.V88 -0.065824387 0.0390887363 -0.0889997630 -0.107673214 0.087009326
## x.V89 -0.056237518 0.0038494470 -0.0412280816 -0.090544305 0.047973897
## x.V90 -0.060646234 -0.0090898673 -0.0052120390 -0.069942673 0.037686878
## x.V91 -0.057199337 -0.0130106335 -0.0106273185 -0.120083284 0.008595672
## x.V92 0.029327111 0.2531188871 -0.0428168915 0.183464471 0.011148534
## x.V93 0.170875245 -0.0288291323 0.0204120686 0.023547552 0.073602080
## x.V94 -0.051944131 -0.0744672193 0.1302004943 0.069721441 -0.055937078
## x.V95 -0.407882079 0.1032020098 -0.0289947571 0.058314689 -0.295776862
## x.V96 0.070499919 -0.0095457175 -0.0705658639 0.005385069 0.070528254
## x.V97 0.037045915 -0.0544616857 -0.0243482623 0.034323475 -0.020846639
## x.V98 0.160137928 0.0811473626 0.1356408888 -0.001034797 -0.123847841
## x.V99 -0.088356588 -0.0337556234 -0.0235484456 -0.091021349 0.144752981
## x.V100 -0.214811266 -0.0445646674 -0.0170545230 0.082921434 0.225434709
## x.V101 -0.077103391 -0.1716362515 -0.0231057649 0.076109488 -0.124141593
## x.V102 -0.015881064 -0.0186639382 0.0002240757 0.084838811 0.097374929
## x.V103 -0.014023216 0.0639376687 0.0152138525 0.026124030 0.009891077
## x.V104 0.050808658 -0.0189145721 0.0056778055 -0.048379159 -0.138502599
## x.V105 -0.023647329 0.0860455978 0.0445804363 0.068986667 0.045821833
## x.V106 0.096408043 -0.0232885762 -0.1128692054 -0.034022578 -0.226453272
## x.V107 -0.020407250 0.0386239458 -0.0753815668 -0.018690632 -0.058743305
## x.V108 -0.051495767 0.0224229400 0.0278196276 0.015479218 0.083058194
## x.V109 -0.014338382 0.0635066664 0.0146565404 0.026683589 0.010136468
## x.V110 -0.010637094 -0.2640135970 -0.1386757548 -0.024473632 -0.089440601
## x.V111 -0.061130475 0.0476016924 -0.2426432200 -0.216713702 -0.010793115
## x.V112 -0.077782071 0.2711569374 -0.0349686177 0.025866355 0.063045286
## x.V113 0.052931519 -0.0769169213 -0.0359052965 -0.139304369 -0.075018030
## x.V114 -0.009638476 -0.1116505971 0.0301096579 0.059774162 0.129030111
## x.V115 -0.017436155 0.0505057398 -0.0187684138 -0.008113336 -0.026121121
## x.V116 0.087321541 0.0354430391 -0.0187645734 -0.020765041 0.010608475
## x.V117 -0.013124270 0.0849053871 -0.1140979693 0.073210318 0.059286334
## x.V118 0.073211021 -0.0757509608 -0.0195723057 -0.002325507 -0.184872154
## x.V119 -0.153053752 0.0353567480 0.1561964257 0.088187632 -0.185836851
## x.V120 -0.310188816 -0.0867350886 0.0387612495 0.078112554 -0.289471709
## x.V121 0.005965399 -0.0334610439 0.0726858586 0.003622207 0.122874245
## x.V122 -0.194574705 -0.1172638385 0.0094265215 -0.208753913 -0.036851512
## x.V123 0.107812604 -0.0389192923 0.0717422141 0.052915772 -0.049461224
## x.V124 0.057134918 -0.0603424122 0.1516237219 -0.009979244 0.002323214
## x.V125 0.024800764 0.0418671987 -0.0045704093 0.036582741 0.037912978
## x.V126 -0.030977901 -0.0619415069 0.0062067919 -0.021675693 -0.036007547
## x.V127 0.044561605 0.0081746833 0.0678190070 0.105826979 0.039104745
## PC59 PC60 PC61 PC62
## x.V6 0.0165301623 4.558935e-02 -0.057175724 -0.0898662738
## x.V7 0.0169765788 -4.984163e-02 0.108088993 0.0024832899
## x.V8 -0.1663182698 2.729052e-02 -0.128186157 -0.0208012828
## x.V9 0.1139733437 -3.649799e-02 -0.103776205 -0.0068426953
## x.V10 0.1751301787 6.026712e-02 0.044966020 0.1048759693
## x.V11 0.0273649002 -1.380039e-01 0.180078617 0.1515954882
## x.V12 -0.0003249307 2.891501e-02 0.056372939 0.0748612019
## x.V13 -0.0138373888 9.143544e-02 -0.058527623 -0.0278165396
## x.V14 0.0373642051 3.721281e-02 -0.013441403 0.0192669501
## x.V15 -0.0270242361 -1.172957e-01 0.016563578 -0.0957550561
## x.V16 0.0194079423 1.855372e-02 -0.058781537 -0.1046195380
## x.V17 -0.0396671129 -1.555425e-01 -0.112165222 0.0237274118
## x.V18 -0.0162447186 5.540893e-02 -0.013657215 0.0480789524
## x.V19 -0.0040681298 7.746587e-02 -0.089568004 -0.0393646930
## x.V20 0.1338058891 -3.692073e-02 0.084675567 -0.0736136541
## x.V21 0.2263918722 -2.577619e-02 -0.086775165 0.1487988525
## x.V22 -0.0166337882 -1.105168e-01 0.035210330 -0.0128762937
## x.V23 -0.0328769044 1.693784e-01 0.129526544 0.0536574999
## x.V24 0.1665295098 2.376515e-01 -0.019437120 -0.0419596439
## x.V25 -0.0645246759 7.884738e-02 -0.009350715 0.0275203254
## x.V26 -0.0824307558 1.778195e-01 -0.022498342 0.0365204343
## x.V27 -0.1079567795 2.188385e-01 -0.011155523 0.0455566186
## x.V28 -0.0531336538 -5.062914e-02 0.037222996 -0.0829244567
## x.V29 0.0143859075 -3.513302e-02 -0.009995359 -0.0139562556
## x.V30 0.0264574849 3.131293e-02 0.040290491 -0.0301394815
## x.V31 0.0164985823 -4.436888e-02 -0.096661296 -0.0061672880
## x.V32 -0.0483798922 -8.421675e-02 0.049524445 0.0209433736
## x.V33 0.0264410816 -2.359132e-02 -0.049843367 0.1096777301
## x.V34 0.0177084232 -6.651043e-02 -0.153301060 -0.0701619880
## x.V35 0.1044956391 3.063123e-01 -0.170475016 -0.1206950369
## x.V36 0.0252126644 2.135735e-01 -0.152979253 -0.0050855961
## x.V37 0.1136520199 6.337191e-02 0.020794766 -0.0731823046
## x.V38 -0.1836354566 -5.791526e-02 -0.050331668 0.0126882702
## x.V39 0.1505545209 1.415739e-01 0.066191871 -0.0277642436
## x.V40 0.1458650068 -4.805247e-02 0.101170019 -0.1077960042
## x.V41 0.0046201913 4.007483e-02 -0.031030761 0.1772552320
## x.V42 -0.1521285809 1.073738e-01 0.059579784 0.2017276349
## x.V43 0.1664489700 6.661361e-02 -0.059294562 -0.0779529201
## x.V44 0.1397695021 6.634977e-02 -0.084359070 0.1094788248
## x.V45 0.1584751292 4.964344e-02 0.036326692 -0.2328851991
## x.V46 -0.0255654991 4.673230e-02 -0.023644768 -0.1060245448
## x.V47 0.0469569160 5.205266e-02 -0.054934750 0.0002016663
## x.V48 0.0584728420 -4.628746e-03 -0.025207800 0.0102004147
## x.V49 -0.0441782817 2.304559e-02 0.005452841 0.0575073605
## x.V50 -0.0208948072 -7.894867e-05 0.031351783 0.0841539279
## x.V51 -0.2690124299 2.155326e-01 0.061835098 0.0042429976
## x.V52 0.1249380446 -7.490638e-02 -0.171066438 0.0863437163
## x.V53 -0.1410838777 7.157049e-02 -0.150849417 0.0978368788
## x.V54 0.1210743178 -9.247782e-02 0.196492845 -0.0683212166
## x.V55 0.0284341493 -1.131460e-02 0.009857929 0.2305568264
## x.V56 0.1425533671 -5.010187e-02 0.017212819 0.1834285974
## x.V57 -0.0552452053 -1.584652e-02 0.037747094 0.0311609179
## x.V58 0.1411258111 -2.750251e-02 -0.042123155 0.2379723141
## x.V59 -0.0023289233 1.935118e-02 0.072255152 -0.1110175888
## x.V60 -0.1057072867 -5.189157e-02 0.014842680 -0.0470463904
## x.V61 -0.0879393531 -4.149917e-02 0.049636961 -0.0652223427
## x.V62 0.0404581755 4.809176e-02 -0.045486826 0.0252612422
## x.V63 0.0189311691 3.909511e-02 -0.008723174 -0.0504907210
## x.V64 0.0105309669 9.709417e-04 -0.034341117 -0.0324226897
## x.V65 -0.0167349898 -8.363719e-03 -0.041236390 -0.0344076357
## x.V66 0.0086525130 1.307468e-01 -0.034278822 -0.0153954113
## x.V67 -0.0064353288 4.139088e-02 -0.027041086 -0.0080069630
## x.V68 0.1320170620 5.161826e-02 -0.034412906 -0.1105965687
## x.V69 0.0965092204 7.373515e-02 -0.037045033 -0.1082802204
## x.V70 -0.0210107258 7.482757e-03 0.005851324 0.0143193017
## x.V71 -0.0535904284 -1.330865e-01 -0.064624349 0.0026053388
## x.V72 -0.1090276161 5.617393e-02 0.053750511 0.0613787920
## x.V73 0.0595756622 1.421310e-01 -0.032757555 -0.0799741626
## x.V74 0.0129350070 4.066900e-02 0.056939813 0.1608688119
## x.V75 0.0187981923 1.140536e-02 -0.037450168 0.2783559219
## x.V76 0.0934008711 -6.038478e-02 -0.008322831 0.1320780306
## x.V77 0.0453959912 2.876637e-02 0.054924186 -0.0955988247
## x.V78 -0.0514940649 -1.613522e-01 -0.179569898 -0.0798534076
## x.V79 0.0588577779 1.835622e-01 -0.013677926 -0.0547567198
## x.V80 -0.0284214040 -7.325627e-03 0.019305081 -0.0505835448
## x.V81 0.0487989412 -7.693084e-02 -0.103659650 -0.0134534164
## x.V82 0.0824215852 1.372158e-02 -0.073491280 -0.0649051511
## x.V83 0.1818477700 -1.916812e-01 -0.332133177 -0.0506208778
## x.V84 0.0359381022 -1.277764e-02 0.062647727 -0.0273600934
## x.V85 -0.0046833383 -8.890049e-02 0.084069387 -0.0326378727
## x.V86 -0.0144857787 -3.451181e-02 0.105493146 -0.0011145378
## x.V87 -0.0396490063 4.158264e-02 0.137948551 -0.0019617837
## x.V88 0.0063834854 -5.852342e-02 -0.188077098 0.0356306277
## x.V89 -0.0405795083 -9.819418e-02 -0.127735803 -0.0063732490
## x.V90 -0.0469501481 -6.743560e-02 -0.078150332 -0.0074355726
## x.V91 -0.0651438072 -9.038323e-02 -0.112959641 0.0305045579
## x.V92 -0.0535858091 1.247628e-01 0.063358990 -0.0167797626
## x.V93 0.2770901445 -1.636076e-02 -0.130754824 -0.0440751207
## x.V94 -0.0531717308 6.914837e-02 0.063764463 0.0977846923
## x.V95 -0.1960634947 -7.696310e-02 -0.014923895 -0.0920122340
## x.V96 0.0054704960 5.977128e-04 -0.014317427 0.0153932616
## x.V97 -0.0538834549 -7.685064e-02 -0.087877934 -0.0355528043
## x.V98 -0.0110131372 1.306310e-01 -0.071312856 -0.0080716838
## x.V99 0.0346022057 -4.510308e-02 -0.146939122 -0.1302885874
## x.V100 0.1304480542 6.509047e-02 0.201831822 0.0325948477
## x.V101 0.0006561735 -1.430235e-01 0.005472191 0.1125124656
## x.V102 0.0223001220 8.278639e-02 -0.019865045 -0.0393391078
## x.V103 -0.0391260808 -2.397522e-02 -0.016993154 -0.0402096203
## x.V104 0.0007923169 -1.595048e-02 0.039295012 0.1016275216
## x.V105 -0.0999989853 -7.516850e-02 -0.033433722 -0.0534851581
## x.V106 0.0804644663 -1.745797e-01 0.279574505 -0.1733880533
## x.V107 -0.0769170411 5.727775e-02 -0.079893078 0.0394432282
## x.V108 -0.0334850273 5.109029e-02 -0.071452403 0.0575359929
## x.V109 -0.0396848371 -2.364270e-02 -0.017675167 -0.0397625236
## x.V110 -0.0381058762 5.988761e-02 -0.122510152 0.0307970731
## x.V111 -0.0466100700 -3.423937e-02 0.027153025 -0.2588731521
## x.V112 0.0001712804 -1.218442e-01 0.079935315 -0.0045943978
## x.V113 -0.0707377887 -3.888546e-03 0.147398436 -0.0734368145
## x.V114 0.0003629983 -1.838936e-02 -0.059712381 -0.0862231785
## x.V115 -0.0716169805 -4.159867e-02 -0.017013834 -0.1420472740
## x.V116 -0.0645321579 -4.226330e-02 -0.123972387 0.1162391701
## x.V117 0.0084615278 9.552810e-02 0.129964496 0.0438938174
## x.V118 -0.0522896573 -1.779714e-02 -0.051650539 -0.0334593697
## x.V119 -0.1338001382 2.346139e-03 -0.056932598 -0.0171897457
## x.V120 -0.0805081153 1.922932e-01 -0.091798636 -0.0590200728
## x.V121 0.1265414009 2.408097e-02 0.068867659 0.0167620968
## x.V122 0.1771590384 -5.680456e-02 0.039990357 0.1908894516
## x.V123 0.0885460892 1.221608e-01 0.060625083 0.0540595474
## x.V124 -0.0760063389 -4.179985e-02 -0.053297370 0.1332746694
## x.V125 -0.0550576435 2.073099e-02 -0.101343476 -0.0212683537
## x.V126 0.0637395958 8.446068e-03 0.078301102 -0.0407409928
## x.V127 -0.0225084488 -2.399510e-02 -0.075431995 0.0380635754
## PC63 PC64 PC65 PC66
## x.V6 0.0018518487 1.319442e-02 0.0902347143 0.144349562
## x.V7 -0.2413652096 -1.936526e-02 0.1242038377 -0.169866866
## x.V8 -0.0459489415 -5.205738e-02 0.1706271646 0.079932206
## x.V9 -0.0757551836 -3.419810e-03 -0.1248758879 -0.010277230
## x.V10 0.1677647386 1.324327e-02 0.0642178592 -0.103333100
## x.V11 -0.0333099315 6.964047e-02 0.0816653993 0.035153811
## x.V12 0.0451442798 -1.176310e-01 0.0352781873 0.052218232
## x.V13 -0.0180349643 9.829635e-05 0.0892251065 -0.009411187
## x.V14 0.0561838730 -1.952198e-02 0.0738065517 0.057171942
## x.V15 0.0568853242 -4.331486e-02 0.0751544638 0.089293670
## x.V16 0.0113242323 3.133364e-02 0.0558749589 0.148991536
## x.V17 0.0186476907 -5.767963e-02 -0.0314930609 0.026420893
## x.V18 0.0209267894 -1.830043e-02 0.0587797599 0.009878037
## x.V19 0.0932058114 4.653961e-02 -0.0144708587 0.085044074
## x.V20 -0.0410660642 -5.477753e-02 0.0044422346 -0.060040586
## x.V21 0.0137393406 -6.604446e-03 0.0318373380 -0.070658779
## x.V22 -0.0512472321 -7.417937e-02 0.1824318016 -0.019529091
## x.V23 -0.2094115201 5.646481e-03 0.1663769281 0.215077189
## x.V24 -0.0064803641 -2.587482e-02 -0.0020158608 -0.080762775
## x.V25 0.0815223653 -6.593740e-02 0.0518053762 -0.015385101
## x.V26 0.0975833487 -7.579020e-02 0.0475166266 -0.003944225
## x.V27 0.1335996470 -9.973369e-02 0.0599984743 -0.001610824
## x.V28 0.1264615208 8.351106e-02 0.0198332211 -0.005775251
## x.V29 0.0237142546 -3.451026e-02 -0.0206028704 -0.034861160
## x.V30 -0.0015172926 2.097594e-02 -0.0163194848 -0.024063478
## x.V31 0.0054514768 7.714570e-02 0.0040229978 -0.061265348
## x.V32 -0.0838369673 -6.606699e-03 -0.0454310299 0.019362956
## x.V33 0.0303957926 -3.550041e-02 -0.0661656662 -0.101440701
## x.V34 0.0545907424 1.592383e-04 -0.0867244482 -0.164069991
## x.V35 0.0186358757 -1.631024e-02 -0.0303993179 -0.136476764
## x.V36 0.0213539265 -5.531358e-02 -0.0178848601 -0.080101051
## x.V37 0.1255222744 -1.062671e-01 -0.0061506416 -0.081876401
## x.V38 0.0684891243 -5.515443e-02 0.1996383430 -0.064539525
## x.V39 -0.1431761374 -5.294567e-03 0.0575774935 0.080521825
## x.V40 -0.1731745283 -8.583951e-02 0.0363498674 -0.015619030
## x.V41 -0.1233133403 6.208418e-02 -0.0631079423 0.167091311
## x.V42 0.1680116747 7.762341e-02 -0.0494171013 0.124213120
## x.V43 -0.0435207861 -4.110178e-02 0.0922239896 -0.003097698
## x.V44 -0.0641048772 -9.126215e-03 -0.0791635778 -0.003280382
## x.V45 -0.0098364077 -1.169842e-03 -0.1238242952 0.033856983
## x.V46 -0.0574973229 -2.316540e-01 0.0048269520 -0.080799129
## x.V47 -0.0598587501 -1.369429e-01 -0.0249008045 -0.031515420
## x.V48 -0.0487696666 6.485508e-03 0.0311081367 -0.026556899
## x.V49 -0.0733886401 2.071817e-02 0.0513690124 -0.102530480
## x.V50 -0.0702974977 -1.769174e-03 0.0056700491 -0.084328160
## x.V51 0.0069851137 -6.968194e-02 0.2194710153 -0.216077394
## x.V52 0.1662069666 -2.598488e-01 -0.2490979392 0.437756488
## x.V53 0.0887611653 7.860367e-02 -0.0319279654 -0.097222950
## x.V54 -0.0762468997 -1.411689e-01 0.0668102345 0.069862635
## x.V55 0.0212904126 2.727145e-02 -0.2568475121 -0.280008497
## x.V56 0.0011856883 1.590898e-02 -0.1426536304 -0.021000272
## x.V57 0.0422302163 -5.314983e-02 0.0201288505 0.045311724
## x.V58 0.0199230831 -7.748521e-02 0.1419549456 0.030250267
## x.V59 0.0909619901 1.739983e-01 -0.0142605303 -0.057049305
## x.V60 -0.0159822268 -1.027448e-01 -0.1197221644 -0.032789850
## x.V61 -0.1262296148 3.153770e-02 0.0044313243 0.055388380
## x.V62 -0.0239236461 -4.115319e-02 -0.0037120934 -0.021314144
## x.V63 0.0022255389 1.082874e-03 -0.0182672077 -0.019024744
## x.V64 -0.0122039610 1.377751e-02 -0.0132824519 -0.012897512
## x.V65 -0.0195761142 2.159554e-02 -0.0053761327 0.018315639
## x.V66 0.0339788617 -8.618041e-02 -0.0381355307 -0.060401036
## x.V67 -0.0788930985 -7.597498e-02 -0.0316450114 0.050200855
## x.V68 0.1235742156 -1.339620e-02 -0.0044860247 -0.057224237
## x.V69 0.1032825951 -3.407439e-02 0.0014459426 -0.046319055
## x.V70 -0.0679467884 -5.019020e-02 -0.0102740490 0.004188401
## x.V71 -0.0583628731 -6.431620e-02 0.0191319943 -0.137669239
## x.V72 0.1578871072 -7.518322e-02 -0.1128166712 0.177917855
## x.V73 -0.1240962013 1.812607e-01 -0.1000554669 -0.076504759
## x.V74 -0.0216364883 1.890446e-02 -0.0546675783 0.024192083
## x.V75 -0.0850758751 2.048327e-01 -0.0174989352 -0.074038493
## x.V76 0.0033367527 5.508550e-02 0.0209321783 -0.025017394
## x.V77 -0.1185591576 -6.832897e-02 0.1354883865 0.154200497
## x.V78 0.0705535716 3.060668e-02 0.0403476992 0.003331111
## x.V79 -0.1104344757 1.910555e-01 -0.1268332528 -0.008394120
## x.V80 0.0441655234 7.452805e-02 0.0481861319 0.075723653
## x.V81 -0.0382369479 -8.387467e-02 0.0303852327 -0.050106359
## x.V82 -0.0632622674 -3.705917e-02 0.0483881606 0.150922410
## x.V83 -0.0769275116 2.240833e-01 0.1766418657 0.018197943
## x.V84 0.0461097097 3.141019e-02 -0.0028050465 0.013230217
## x.V85 -0.1197584936 7.786230e-02 -0.1288138124 0.006118436
## x.V86 -0.0933232157 6.436737e-02 -0.1266143731 0.024969706
## x.V87 -0.0543693558 4.314020e-02 -0.1242539226 0.037183598
## x.V88 0.0320393933 -3.519707e-03 0.1541012245 -0.063495794
## x.V89 -0.0424593769 2.363744e-02 0.0536525382 -0.049256995
## x.V90 -0.1127403308 6.480885e-02 0.0638117012 0.015849695
## x.V91 -0.0407058206 4.001014e-02 0.0613862689 0.004000131
## x.V92 -0.0511718226 -1.069439e-01 -0.0613673545 0.003988929
## x.V93 0.2564742972 -8.171472e-02 0.1168042709 -0.014244380
## x.V94 -0.0157309544 -3.514763e-02 -0.1471114465 0.009042017
## x.V95 0.0107000940 -1.312751e-02 0.1008150179 0.020188216
## x.V96 -0.0087221261 3.331917e-02 -0.0355870726 -0.002874161
## x.V97 -0.0546771871 2.310889e-02 0.0463383002 0.060778388
## x.V98 -0.1417641857 -1.777623e-02 0.0035708319 -0.021097446
## x.V99 -0.1747037141 -5.736538e-02 -0.1340237659 0.147173357
## x.V100 0.2172448679 -4.745943e-02 0.2337906365 0.049196028
## x.V101 0.1362939084 -2.262721e-02 -0.0245187262 -0.016289644
## x.V102 0.0652221012 1.223592e-01 -0.0558431575 0.037489575
## x.V103 0.0343041734 -5.361803e-02 -0.0464687204 -0.007631482
## x.V104 -0.1094940726 -9.670751e-02 0.1059673950 -0.033931642
## x.V105 0.0550269287 -1.164943e-02 -0.0232259507 0.022827776
## x.V106 0.1801441470 -4.986119e-02 -0.0004737343 -0.148966145
## x.V107 0.0760004326 1.631017e-02 0.0280788261 0.012969311
## x.V108 -0.1159054616 1.302806e-02 -0.0124240488 0.112202104
## x.V109 0.0343713049 -5.344222e-02 -0.0468819402 -0.008130457
## x.V110 0.0357019523 2.900184e-02 0.1928681656 -0.040263729
## x.V111 -0.0428807477 5.013475e-02 -0.0081117361 -0.100016266
## x.V112 -0.0088341124 1.091259e-01 0.0113972404 -0.071439414
## x.V113 -0.0016863770 -3.407006e-02 -0.0623269360 -0.040081817
## x.V114 -0.1127031960 -4.978003e-02 -0.0927095022 -0.036355990
## x.V115 -0.0229182180 -9.362730e-03 -0.1448702345 -0.009923381
## x.V116 -0.2265573504 -4.614565e-01 0.0024693702 -0.098455381
## x.V117 -0.0651870058 -9.566317e-02 -0.0258498400 0.075677083
## x.V118 0.0243028258 3.104332e-02 -0.0938142387 -0.024603195
## x.V119 0.0354011725 6.453130e-02 -0.1032602359 -0.063392038
## x.V120 -0.1149659732 2.498053e-02 -0.0742373367 -0.003026782
## x.V121 0.0021761159 -6.692407e-02 0.1008414991 0.015948593
## x.V122 -0.1433841141 -7.398235e-02 0.0460471987 -0.172854284
## x.V123 -0.1045943951 2.793567e-01 0.1932987731 0.146746295
## x.V124 0.0325506017 2.846288e-02 -0.0051109325 0.045162437
## x.V125 -0.0205809710 1.951742e-02 0.0426308729 -0.077305422
## x.V126 0.0712101363 1.246315e-01 -0.0110291929 -0.054664875
## x.V127 0.0009022886 1.363853e-01 0.0630587128 0.132291960
## PC67 PC68 PC69 PC70 PC71
## x.V6 -2.416996e-02 -1.092958e-01 -0.064366604 0.063930053 1.177129e-01
## x.V7 -6.084232e-02 2.118135e-01 -0.138499126 0.046313320 1.808882e-01
## x.V8 5.296926e-02 1.599897e-01 -0.048128990 -0.065047051 -1.222637e-01
## x.V9 2.658872e-02 -4.765210e-02 -0.013414908 -0.037331927 -9.039376e-03
## x.V10 8.007011e-02 -6.527499e-03 -0.040585079 -0.018025715 2.264821e-03
## x.V11 -4.293944e-02 -4.487008e-02 -0.220351902 -0.054419794 -8.072566e-02
## x.V12 1.487085e-02 -6.344924e-02 0.045475122 0.022118747 -1.428481e-01
## x.V13 2.632725e-02 -1.508234e-02 0.011903108 0.092569954 2.737049e-02
## x.V14 4.917234e-02 -3.792419e-03 -0.017250156 0.051608529 -4.696930e-02
## x.V15 -1.085010e-01 9.732959e-02 -0.003647810 0.062891185 -1.216126e-01
## x.V16 -1.244951e-02 -1.254065e-01 -0.079910133 0.059242860 1.195420e-01
## x.V17 1.559122e-01 -1.039267e-01 0.021299213 0.047520148 -1.037697e-01
## x.V18 9.436941e-03 1.580974e-02 -0.036293860 0.082335543 4.949771e-02
## x.V19 6.082284e-02 2.067261e-02 -0.071618997 -0.010929148 -1.163951e-02
## x.V20 -2.672905e-02 -9.965444e-02 -0.005418117 0.029782166 -2.274089e-02
## x.V21 1.680554e-01 5.911902e-03 0.068422565 -0.241877477 7.752241e-02
## x.V22 -2.571820e-02 -8.609520e-03 0.014576158 0.046455295 -9.197105e-02
## x.V23 -3.081550e-02 1.800801e-02 0.195776979 0.218552114 4.897215e-02
## x.V24 1.991428e-02 -4.604986e-02 0.028847243 0.047759507 5.168399e-02
## x.V25 -1.113961e-02 -1.145458e-02 -0.005000363 0.065178607 5.983251e-02
## x.V26 -4.489031e-02 -4.013735e-02 0.122217049 0.054859671 4.817514e-02
## x.V27 -5.139290e-03 -2.406551e-03 0.140531929 0.053970469 3.167216e-02
## x.V28 1.106933e-01 1.412187e-01 -0.072675883 -0.046525419 4.985505e-02
## x.V29 -1.893412e-02 -2.502594e-02 -0.007455516 0.004768979 4.480814e-02
## x.V30 2.749475e-03 1.796244e-02 0.025520630 -0.046935181 2.454345e-03
## x.V31 -2.365077e-02 -6.597238e-03 0.004936793 -0.028476203 3.612581e-02
## x.V32 1.328896e-05 1.977755e-05 -0.012273259 -0.042375937 -1.735467e-03
## x.V33 7.449252e-02 4.281517e-02 0.074878750 -0.003319010 -9.005949e-02
## x.V34 -4.750375e-02 8.388187e-02 0.051661036 -0.180716050 5.101999e-02
## x.V35 2.328643e-02 4.924386e-04 -0.001004109 -0.118016225 4.607580e-02
## x.V36 -8.817951e-03 4.596029e-02 -0.029351636 -0.022493134 7.498147e-02
## x.V37 6.575280e-02 -9.684323e-02 0.045385523 0.043391098 3.586337e-02
## x.V38 2.541690e-01 -1.163202e-01 -0.067563963 -0.099505503 -5.942410e-02
## x.V39 1.706212e-01 -1.014617e-01 0.078587971 0.110201132 -4.707110e-03
## x.V40 -6.256476e-02 1.029964e-01 -0.031822613 0.173759970 -5.680909e-02
## x.V41 4.483985e-03 -1.174041e-02 -0.025306967 -0.089343120 2.257143e-02
## x.V42 5.279479e-02 -1.948441e-01 0.160014394 -0.298407430 -2.148027e-02
## x.V43 -2.524279e-02 1.391662e-01 -0.058840977 0.100106710 -1.015553e-01
## x.V44 -1.380327e-01 7.596062e-02 0.029409592 -0.272976271 -4.843580e-02
## x.V45 -6.039230e-02 2.122919e-01 0.087226581 -0.090992144 4.893307e-02
## x.V46 8.343756e-02 2.499414e-02 -0.017326819 0.154189549 -7.179739e-03
## x.V47 -2.936061e-02 4.218249e-02 0.005979133 -0.032052385 -3.731792e-02
## x.V48 7.454325e-03 -6.784782e-02 -0.004653689 -0.005813897 -8.914115e-02
## x.V49 2.969674e-02 7.179467e-02 0.032900102 -0.067822142 6.382941e-02
## x.V50 2.162197e-03 5.527455e-02 0.074402680 -0.049098269 7.649639e-02
## x.V51 3.109254e-02 1.874058e-01 0.013500402 -0.102624574 4.068719e-02
## x.V52 -6.620713e-02 1.824984e-01 -0.127151255 0.083905359 -2.335098e-02
## x.V53 -2.165409e-01 -1.589978e-02 -0.116337344 0.122368629 9.082914e-02
## x.V54 2.074662e-01 1.117388e-02 0.150904868 -0.111133403 -1.221191e-01
## x.V55 1.750358e-01 2.400834e-01 0.144234027 0.128139433 -3.509195e-01
## x.V56 -9.960765e-02 1.003604e-01 -0.232634686 -0.134127221 1.806964e-01
## x.V57 -3.647102e-02 -1.621180e-02 0.022103135 -0.053329485 5.301540e-02
## x.V58 -1.186370e-02 6.836768e-02 0.081980468 -0.061633405 -1.976908e-03
## x.V59 -2.178484e-02 -1.230763e-01 0.076403893 0.094524704 3.667217e-02
## x.V60 -2.007395e-02 -9.132850e-02 -0.126277850 0.039604910 -1.604917e-02
## x.V61 9.345321e-02 1.671907e-01 -0.003989506 -0.066666877 -5.692237e-02
## x.V62 -6.398546e-02 -3.241981e-02 -0.021056506 -0.071054189 7.103597e-03
## x.V63 -4.334378e-02 -4.572961e-02 -0.017838567 0.004765526 3.480331e-02
## x.V64 -4.597063e-02 -3.061330e-02 -0.023088275 0.019752847 2.307205e-02
## x.V65 -1.935747e-03 3.143618e-02 0.003091327 0.034207637 2.743065e-02
## x.V66 4.014709e-02 -1.922495e-02 -0.054365366 0.011838841 2.331267e-01
## x.V67 1.414950e-01 1.034435e-01 -0.029420587 0.042525149 -2.349662e-02
## x.V68 5.212611e-02 -1.365159e-01 0.023095924 -0.118250289 -4.868498e-02
## x.V69 3.610759e-02 -1.121102e-01 0.034157541 -0.061517184 -1.957262e-02
## x.V70 -9.676073e-03 7.452474e-02 0.005360252 0.052026265 1.674298e-02
## x.V71 -2.830247e-01 -1.452530e-01 0.208224093 0.019795640 -9.244853e-02
## x.V72 1.631195e-01 1.520527e-01 0.022558594 0.052307088 6.761674e-02
## x.V73 1.209176e-02 -5.532516e-02 -0.099610541 0.026457533 -5.875007e-02
## x.V74 7.708993e-02 6.320715e-02 -0.081340295 0.032903639 1.249495e-01
## x.V75 2.302232e-01 -1.680613e-01 -0.027251811 0.338207103 2.328149e-01
## x.V76 3.936347e-02 -5.883063e-02 0.025194435 0.069106135 6.031972e-02
## x.V77 -4.092083e-02 -1.404616e-01 -0.091533832 -0.219054513 2.557284e-01
## x.V78 3.139881e-03 -8.463834e-02 -0.083837646 -0.017777991 7.427274e-02
## x.V79 1.244327e-01 1.216552e-02 -0.166275964 0.039881629 -2.592657e-02
## x.V80 -2.825701e-02 1.722008e-02 0.014685116 0.013058163 2.887264e-02
## x.V81 -3.748136e-02 -8.640957e-02 0.016187385 0.017783883 -3.481625e-02
## x.V82 1.183235e-02 -6.176456e-02 0.023885865 -0.083862035 -6.382979e-02
## x.V83 1.629674e-01 8.623348e-02 -0.056540892 0.137580530 3.763842e-02
## x.V84 -3.795336e-02 8.827110e-03 0.013783570 -0.015931750 6.194367e-02
## x.V85 3.214947e-02 -4.953231e-02 -0.054048209 -0.084247804 -2.462173e-02
## x.V86 1.725026e-02 -7.245737e-02 -0.068553126 -0.073199906 -6.011713e-02
## x.V87 5.336042e-03 -5.997428e-02 -0.089001864 -0.072993567 -6.594619e-02
## x.V88 -2.537720e-01 -2.102922e-02 0.055494791 -0.036736236 -6.195798e-02
## x.V89 -4.245684e-02 -5.303922e-02 0.005273191 -0.008210762 -3.120730e-02
## x.V90 8.710690e-02 2.273665e-02 -0.023860399 0.024632823 2.706179e-02
## x.V91 1.593220e-02 -1.461947e-02 -0.013839089 -0.026756804 2.103306e-03
## x.V92 6.191624e-03 -5.080546e-02 -0.039357495 0.098142434 -2.301892e-02
## x.V93 4.952153e-02 5.431712e-02 0.056772289 0.031955002 -2.742117e-03
## x.V94 -4.352346e-02 -1.707107e-02 -0.097969166 -0.023714353 6.305315e-02
## x.V95 -3.027976e-02 -2.592061e-02 -0.016187899 -0.047410100 1.697196e-02
## x.V96 -3.128723e-03 1.642918e-02 -0.007619216 0.042893572 -1.076912e-02
## x.V97 -1.997584e-02 3.046453e-02 0.154607083 0.061489238 -1.164339e-01
## x.V98 -6.690398e-02 -1.361135e-01 -0.234808236 -0.049909073 -2.477337e-01
## x.V99 2.182101e-01 -8.212567e-02 0.267074846 -0.030560822 7.750384e-02
## x.V100 -3.043983e-02 9.660295e-02 -0.247764231 0.047942876 -1.006077e-01
## x.V101 2.359391e-02 1.184085e-01 0.254772976 0.105433630 2.828744e-01
## x.V102 -1.223811e-01 5.431801e-02 0.019320052 0.072368886 -8.721715e-02
## x.V103 4.226307e-02 -6.428674e-03 -0.034364168 0.041857223 4.442682e-02
## x.V104 1.762043e-01 -6.446831e-03 0.003010421 -0.157505200 -4.662013e-03
## x.V105 7.331037e-02 -2.035681e-02 -0.036698054 0.049749268 5.536893e-03
## x.V106 1.663360e-01 -5.759069e-02 -0.122280645 -0.054507988 6.897710e-02
## x.V107 1.204312e-01 -1.701809e-01 -0.019436856 0.041601156 -1.840632e-01
## x.V108 -1.401568e-01 1.569560e-01 0.105970077 -0.012429226 8.754151e-02
## x.V109 4.211584e-02 -6.723729e-03 -0.034691877 0.041697288 4.463324e-02
## x.V110 7.373111e-02 1.560279e-01 -0.161184910 -0.035954114 -7.251334e-02
## x.V111 5.044025e-02 2.150546e-01 0.096793475 -0.039829572 1.156510e-01
## x.V112 6.746482e-02 6.096279e-02 0.003209138 -0.027329299 1.252497e-01
## x.V113 -7.463425e-02 4.319548e-02 0.139615201 -0.021534790 1.176073e-01
## x.V114 2.967251e-02 -1.694023e-02 -0.080271782 -0.014383218 -4.969252e-04
## x.V115 -2.683812e-02 -3.982185e-02 0.102977411 0.017253754 -5.784012e-05
## x.V116 1.303528e-01 -3.058430e-02 -0.100094398 -0.076302267 1.185705e-01
## x.V117 -3.199919e-02 2.518232e-02 0.010747140 0.066720796 -7.608626e-02
## x.V118 -3.638102e-02 1.121165e-01 -0.068441736 -0.088450113 4.633460e-02
## x.V119 4.522870e-02 1.252408e-01 -0.011022260 0.039744353 -1.215520e-01
## x.V120 7.823357e-02 -9.118147e-04 -0.056988684 -0.035968618 -6.793449e-02
## x.V121 -4.688576e-02 7.597226e-02 -0.054989667 0.049379699 -4.916335e-02
## x.V122 -2.221415e-01 -1.322175e-01 0.081554365 0.052403496 -1.368593e-03
## x.V123 1.291001e-02 8.660000e-02 0.184802002 -0.183772504 -6.262119e-02
## x.V124 -5.957518e-03 1.906215e-02 -0.074631780 -0.011867358 5.182365e-02
## x.V125 1.192499e-02 1.457361e-02 -0.016955425 -0.025667442 1.045640e-03
## x.V126 -2.335570e-02 1.405071e-02 0.031354840 0.021384368 -4.994048e-02
## x.V127 4.756559e-02 1.118894e-01 -0.013993523 -0.105477680 -8.234616e-03
## PC72 PC73 PC74 PC75
## x.V6 6.388798e-02 1.373798e-01 -0.2854665958 -1.176964e-01
## x.V7 1.463217e-01 -1.424497e-01 -0.0808345504 2.322912e-02
## x.V8 5.981962e-02 1.190354e-01 -0.0064637932 6.176590e-02
## x.V9 -1.499834e-01 -6.408008e-02 -0.0423094274 -1.662921e-01
## x.V10 -6.907661e-02 -4.676492e-02 0.0188221380 -6.334882e-02
## x.V11 -2.654931e-02 -4.317212e-02 -0.0838416086 7.567824e-02
## x.V12 2.216190e-03 6.214557e-02 -0.0708861522 2.701915e-01
## x.V13 -8.599449e-02 -4.823381e-02 -0.0292009447 -2.247989e-02
## x.V14 1.661565e-02 -4.626029e-02 0.0583876139 7.924253e-02
## x.V15 1.783243e-02 -1.382574e-02 0.0882861952 -7.471114e-02
## x.V16 7.552790e-02 1.187296e-01 -0.2977740284 -1.240078e-01
## x.V17 1.889558e-02 -1.097399e-01 -0.0349934303 6.321329e-02
## x.V18 1.077877e-01 -1.322463e-02 0.0304028344 -2.747096e-02
## x.V19 1.046241e-01 2.495756e-02 0.1021242663 -3.110293e-02
## x.V20 -4.262020e-02 -4.134223e-02 0.0378656795 -3.806016e-02
## x.V21 2.621894e-01 7.040291e-02 -0.1331168527 -7.643220e-04
## x.V22 8.413281e-02 2.602652e-02 -0.0416044171 -7.038350e-02
## x.V23 -1.248070e-01 -1.020286e-01 -0.0729382371 1.314947e-01
## x.V24 -1.221599e-01 1.410874e-02 0.0595884109 5.478487e-02
## x.V25 1.174263e-01 1.661298e-02 -0.0692761732 -4.822690e-02
## x.V26 2.685320e-02 -1.831545e-01 0.0232961134 -1.378545e-01
## x.V27 7.584273e-02 -2.077785e-01 0.0832290409 -1.644327e-01
## x.V28 5.710102e-02 -2.023153e-02 -0.0264892137 4.483890e-02
## x.V29 1.084964e-02 -5.056900e-02 -0.0159469640 -1.980924e-02
## x.V30 1.642669e-02 4.164912e-02 0.0211749511 -8.901542e-03
## x.V31 3.490230e-02 -2.638092e-02 -0.0225072232 -3.879368e-02
## x.V32 2.877394e-02 1.011488e-02 -0.0269807791 -2.743355e-02
## x.V33 -3.171671e-02 1.027193e-02 0.0055992851 8.361703e-02
## x.V34 6.454528e-02 1.144165e-01 -0.0400162786 1.686470e-01
## x.V35 9.920995e-02 1.591243e-01 0.0153540205 8.457270e-02
## x.V36 5.158555e-02 9.413146e-02 0.0696963308 -8.118740e-02
## x.V37 -1.402560e-01 5.293186e-02 -0.1421379858 1.619518e-01
## x.V38 2.143265e-02 -5.078877e-03 0.0178383472 -1.434833e-01
## x.V39 -1.274716e-01 9.250600e-02 0.1260854619 -1.089390e-01
## x.V40 5.423213e-02 7.359627e-02 0.1132100757 5.075548e-02
## x.V41 6.094922e-03 -6.725805e-02 0.1102332668 -1.057225e-01
## x.V42 -2.189576e-01 -1.928932e-01 -0.1806074467 -4.929652e-02
## x.V43 -1.637650e-01 1.601953e-01 -0.0032882623 1.027076e-01
## x.V44 2.029641e-01 9.889410e-02 0.1204737813 1.159475e-03
## x.V45 -8.733777e-03 -1.040139e-01 0.0543472650 -3.239754e-01
## x.V46 -8.999933e-02 -6.501565e-02 -0.1587818430 5.195118e-02
## x.V47 3.900859e-02 1.959589e-02 -0.0435393054 4.659870e-02
## x.V48 -1.674461e-02 1.089882e-01 0.0273641161 -1.759570e-02
## x.V49 7.117798e-03 1.493692e-03 0.0118078804 7.141831e-03
## x.V50 2.813472e-04 -6.647286e-05 -0.0240487314 1.178478e-02
## x.V51 -1.469965e-01 8.221247e-02 -0.1926083092 -1.220143e-01
## x.V52 2.779636e-02 -3.859354e-02 -0.0748380447 8.111791e-02
## x.V53 -2.254653e-01 -8.041333e-02 0.1156598393 1.589678e-01
## x.V54 2.172843e-01 3.436721e-02 -0.1880379015 -8.836931e-02
## x.V55 -4.907557e-02 -1.830559e-01 0.0756432540 -1.434305e-02
## x.V56 -3.009109e-01 1.140225e-01 -0.2728398005 -1.229088e-01
## x.V57 -1.702520e-02 -2.442631e-02 0.1555407782 3.209716e-02
## x.V58 1.131029e-03 6.335454e-02 0.0677914454 -3.814185e-02
## x.V59 9.271001e-02 -2.062607e-02 0.0284208795 3.256948e-02
## x.V60 -7.424875e-02 3.563370e-03 0.0292565441 -1.189078e-01
## x.V61 -8.921336e-02 3.094991e-02 -0.0581738247 1.219361e-01
## x.V62 6.219163e-02 -9.993130e-02 -0.1114348342 1.156633e-01
## x.V63 8.719565e-02 -1.105417e-01 -0.0907956943 9.343560e-02
## x.V64 3.501226e-02 -6.900479e-02 -0.0408194832 -5.274427e-03
## x.V65 1.671813e-02 -2.999156e-02 -0.0043015125 -4.815583e-03
## x.V66 8.121637e-02 -1.251018e-01 -0.0075609328 1.455942e-01
## x.V67 -1.547355e-01 9.771126e-02 0.0316074805 9.428518e-02
## x.V68 -1.204565e-01 -1.985671e-02 0.0164994077 -5.611024e-02
## x.V69 -9.066927e-02 -1.803301e-02 -0.0009448705 -3.223077e-02
## x.V70 5.966200e-02 1.312932e-03 0.0071066258 2.247144e-02
## x.V71 7.299026e-02 9.218708e-02 0.0096359850 -6.169373e-02
## x.V72 9.162238e-02 1.188820e-01 0.0097105409 -1.155970e-01
## x.V73 -5.259548e-02 3.987357e-02 -0.0030300111 -2.670517e-03
## x.V74 2.162654e-01 -1.719559e-01 0.1426082527 9.551160e-02
## x.V75 1.801146e-01 1.011507e-01 -0.0611233110 3.769513e-02
## x.V76 4.840039e-02 9.250148e-03 -0.0070428247 3.179307e-05
## x.V77 -5.277581e-02 -3.214842e-02 0.4418466099 1.328814e-01
## x.V78 4.057401e-02 -5.054508e-02 0.1497678954 -2.133408e-02
## x.V79 -4.663402e-02 1.527277e-02 0.0005863928 1.175341e-02
## x.V80 3.868414e-02 -2.197791e-02 -0.0017296422 3.556698e-02
## x.V81 5.555676e-03 -8.040127e-02 -0.0253470729 -1.778156e-02
## x.V82 -7.044720e-02 -2.148077e-01 -0.0549619924 -7.599118e-02
## x.V83 -1.401131e-01 -2.039031e-01 -0.0060505465 -1.816684e-01
## x.V84 1.284170e-03 -1.906730e-04 0.0134286631 -4.376605e-02
## x.V85 -1.697139e-02 1.162815e-01 -0.0302150314 1.643636e-02
## x.V86 -4.658178e-02 9.502078e-02 -0.0192540520 3.248389e-02
## x.V87 -4.298460e-02 2.708995e-02 0.0068626352 3.137185e-02
## x.V88 -8.661655e-02 3.822092e-02 -0.1206134049 2.053389e-01
## x.V89 -5.380089e-02 -4.969552e-02 0.0248718166 6.160959e-02
## x.V90 1.747061e-02 -3.121718e-02 0.0201406336 1.509617e-03
## x.V91 -6.107959e-02 -8.090087e-02 0.0429799273 3.741555e-02
## x.V92 3.893242e-02 3.762412e-02 0.0359187630 -1.134874e-01
## x.V93 4.570523e-02 -1.068106e-01 0.0036174837 1.145322e-01
## x.V94 -1.265725e-02 -2.090750e-02 0.0004484763 2.695357e-02
## x.V95 -3.748732e-03 2.258620e-02 -0.0029267198 7.589904e-02
## x.V96 2.636179e-02 2.822244e-02 -0.0175040436 2.936337e-03
## x.V97 -5.857777e-02 1.711063e-01 0.1245842259 -2.268629e-01
## x.V98 2.069930e-01 -1.996499e-01 -0.0566605803 -2.578230e-02
## x.V99 -5.117367e-02 -1.308397e-01 -0.1032297557 2.378695e-01
## x.V100 -3.550642e-02 -1.464089e-01 -0.0401920328 -1.291908e-02
## x.V101 -1.482834e-01 2.356299e-01 0.0912508350 -3.001508e-02
## x.V102 1.039688e-01 3.331106e-02 -0.0322771250 -1.150659e-02
## x.V103 8.203479e-04 1.800626e-02 0.0125130120 -7.309968e-03
## x.V104 -7.259628e-02 2.581922e-03 0.0959848610 3.457342e-02
## x.V105 1.981962e-02 1.094876e-02 -0.0524694217 5.644146e-03
## x.V106 -5.902426e-02 -3.798688e-02 0.1076187276 1.960654e-02
## x.V107 6.622359e-02 1.295849e-01 0.0135908573 9.255270e-02
## x.V108 1.170059e-02 -6.335381e-02 -0.0616609495 -9.852372e-02
## x.V109 -3.615516e-06 1.781324e-02 0.0127989184 -6.819555e-03
## x.V110 -3.949462e-02 5.045856e-02 0.0087303557 2.437886e-02
## x.V111 9.195444e-03 -1.546998e-01 -0.0971440897 1.130069e-01
## x.V112 1.028217e-02 -6.976870e-02 -0.0382696855 8.722717e-03
## x.V113 4.685399e-02 -1.785060e-01 -0.0800495179 6.482856e-02
## x.V114 -6.142577e-02 -5.093777e-02 -0.0286361401 -5.834184e-02
## x.V115 2.239572e-02 -2.944915e-03 0.0068681124 1.252107e-02
## x.V116 -7.782117e-02 -1.361569e-02 0.0540092993 -6.481112e-02
## x.V117 -3.330344e-02 2.648063e-02 0.0151098496 5.395521e-02
## x.V118 8.504233e-02 -4.444953e-02 -0.0288888755 -1.107040e-02
## x.V119 -1.270534e-02 -3.120176e-02 0.0325430498 1.086106e-02
## x.V120 1.500070e-02 -7.273845e-02 -0.0099157027 -1.820697e-02
## x.V121 -1.184100e-04 1.167962e-02 0.0163074217 2.762351e-02
## x.V122 -4.603692e-03 -1.275460e-01 -0.0735279143 -9.517173e-02
## x.V123 -2.406652e-02 3.255710e-02 0.0082340258 7.907513e-02
## x.V124 -7.283452e-03 1.052119e-02 0.0100353502 1.789724e-02
## x.V125 6.225502e-02 5.499570e-02 -0.0071840799 -5.862405e-02
## x.V126 9.633494e-03 -1.228030e-02 -0.0089806469 3.959476e-02
## x.V127 -7.377318e-02 -1.296759e-01 -0.0015487086 5.710452e-02
## PC76 PC77 PC78 PC79
## x.V6 0.0927204157 0.0344329496 0.0218994895 0.0407937809
## x.V7 -0.1381592274 0.0353006954 -0.0579698094 0.0457425845
## x.V8 0.0486842675 0.0583816857 -0.1179683250 -0.1264001698
## x.V9 -0.0056587982 -0.1393740519 0.0460783466 -0.0437677396
## x.V10 -0.1085589333 0.0073853701 0.1338650977 0.0344508719
## x.V11 -0.1099240592 0.3214029677 0.1276035691 -0.0078304970
## x.V12 -0.0000941960 -0.1951399389 0.0978500082 -0.0909217536
## x.V13 0.1039715065 -0.0045737077 -0.0324239154 -0.0065155810
## x.V14 0.0512103262 -0.1071256435 -0.0588343960 0.1698286556
## x.V15 -0.0722115075 0.0183059564 0.0029552550 0.2290214787
## x.V16 0.0900242896 0.0490029236 0.0142646501 0.0345500312
## x.V17 0.0915587370 -0.0579511997 -0.0106624599 -0.1232226258
## x.V18 0.0336305177 -0.0522506720 0.0131234001 0.0310575045
## x.V19 -0.0102197051 0.0271608474 -0.0528998483 0.1445604097
## x.V20 0.0098369337 0.0052615944 -0.0086566705 0.0589752987
## x.V21 -0.0260729616 -0.1261275116 -0.4191717031 -0.0284564741
## x.V22 -0.0926827468 0.0008754244 -0.0319637457 0.0780111175
## x.V23 0.0523144138 0.0224431536 -0.2437840913 0.1558196232
## x.V24 0.0881533871 -0.0024979604 -0.0189153116 -0.0522018336
## x.V25 0.0530654092 -0.0534285514 0.0291929211 -0.0288715202
## x.V26 0.0120413424 0.0068482245 -0.0168638939 0.0093529930
## x.V27 -0.0016095446 0.0507011059 0.0244920533 -0.0229483686
## x.V28 0.0101381836 0.0454427976 -0.0240019997 -0.0329607594
## x.V29 0.0336843878 -0.0260601628 -0.0327829700 0.0115911930
## x.V30 -0.0510166911 -0.0017227175 0.0074876520 0.0362411190
## x.V31 -0.0100718281 -0.0053252930 -0.0031918786 0.0391463562
## x.V32 -0.0029452108 -0.0131685745 0.0358878544 -0.0107004521
## x.V33 0.0476502012 0.0222007979 -0.0298703207 0.0257024679
## x.V34 0.0699591642 0.0471323325 -0.1097022529 0.0442310267
## x.V35 0.0768295859 0.0312112147 0.1152132240 -0.1212254317
## x.V36 -0.0066660335 0.0292000850 0.1001236300 -0.0465829398
## x.V37 -0.0731622904 0.0203563461 0.0518182036 0.1198536031
## x.V38 0.0506087800 -0.0431071809 0.0152585150 0.0136782632
## x.V39 0.0695745652 0.0147019945 -0.1741117496 0.1064801041
## x.V40 0.0614145128 -0.0650297375 -0.0164167108 0.0013182164
## x.V41 0.1105112596 -0.0182537226 -0.0917265984 0.0245127669
## x.V42 -0.0647869042 0.1354634308 -0.0226335450 0.0366041347
## x.V43 -0.2027829362 0.1202051825 0.2372036025 -0.0665097279
## x.V44 0.0116355949 -0.0931131141 -0.0215414938 0.2558344522
## x.V45 -0.1914634812 0.2394255782 -0.0858600980 -0.0991868986
## x.V46 -0.1368955294 -0.0258993909 -0.0346215838 -0.1674723736
## x.V47 -0.0689751405 -0.0745651937 -0.0187704775 0.0277901497
## x.V48 -0.0206380815 -0.0113342579 0.1127380091 -0.1217034160
## x.V49 0.0247144971 0.0490170653 0.0143962061 -0.0020430211
## x.V50 0.0379000555 0.0382696009 -0.0076545715 -0.0750900793
## x.V51 -0.1661973461 -0.1800789528 -0.0533289697 0.2223631041
## x.V52 -0.0395347534 -0.1049263278 -0.0413522501 -0.0759351597
## x.V53 0.0033861137 -0.0542706770 -0.1365206897 0.0307559130
## x.V54 -0.0094964454 0.0465599937 0.1683948581 -0.0585969075
## x.V55 -0.0460713804 0.0221323083 0.0298905033 -0.0258214251
## x.V56 -0.1572781788 -0.3069534047 0.0462617032 0.1742296630
## x.V57 -0.0760451779 0.0036059043 -0.0181309709 -0.0120198732
## x.V58 0.1614850836 0.0987562688 0.0552868015 0.0823259602
## x.V59 -0.3657027316 -0.2589335190 -0.0346660829 -0.1393017316
## x.V60 -0.0760607994 0.1511427963 -0.0655428974 -0.0376661417
## x.V61 0.3004462209 -0.0284351192 -0.0022359205 0.1115762448
## x.V62 0.0050523137 0.1289191006 0.0213994873 0.0286204331
## x.V63 -0.0228345097 0.0021728785 -0.0118257641 -0.0325652899
## x.V64 0.0458159020 0.0296140649 0.0095145460 -0.0220672423
## x.V65 0.1063683274 -0.0399489039 0.0066124562 -0.0006159601
## x.V66 0.0866773535 0.1480086191 0.1469329894 0.0307959777
## x.V67 0.0088305855 -0.0709035488 0.0149093622 0.1145632809
## x.V68 0.1659636748 -0.0618816649 0.0592231076 -0.0536663704
## x.V69 0.1038611157 -0.0254053794 0.0008934320 -0.0226329936
## x.V70 -0.1020420113 0.0371648074 -0.0540823256 0.0374134349
## x.V71 -0.0865685721 0.0466764957 -0.0515115151 0.0976640562
## x.V72 -0.1853148390 -0.0013794721 -0.0772462604 -0.0572869433
## x.V73 0.0498045412 0.0271258472 -0.0839564766 -0.0286728086
## x.V74 0.0528696233 0.0066300716 -0.0262000900 0.1897385133
## x.V75 -0.0922943547 0.0134386853 0.0172595073 -0.1303712231
## x.V76 -0.0025058709 -0.0308412017 0.0279263599 -0.0270484099
## x.V77 -0.2019658182 -0.0970333114 0.0061111433 -0.0712072917
## x.V78 -0.0477718893 -0.0402872284 0.0562844038 0.0055220183
## x.V79 0.0535899794 0.0160047396 -0.0808958304 -0.0434457653
## x.V80 -0.0074946181 0.0144881768 0.0257508984 -0.0036644453
## x.V81 0.0087734867 -0.0596581411 -0.0254508167 -0.0188135085
## x.V82 -0.0202145485 0.0014352866 -0.0693807083 0.0356886746
## x.V83 -0.0406981765 0.0376188659 -0.1421664586 0.0105087741
## x.V84 0.0320462568 0.0280364887 0.0532019419 -0.0084517253
## x.V85 0.0544460784 0.0316370610 -0.0840525820 -0.0342375481
## x.V86 0.0497241048 0.0268803051 -0.1002983627 -0.0448930480
## x.V87 0.0356925826 0.0155686996 -0.1016704329 -0.0536128943
## x.V88 -0.0438468209 0.2510628768 -0.2945012797 -0.1969061227
## x.V89 0.0350507142 -0.0505086441 0.1257751708 0.0807292322
## x.V90 0.0261505919 -0.1077722475 0.2477390883 0.1798862715
## x.V91 0.0542063483 -0.1327417908 0.2198974627 0.0321947595
## x.V92 -0.0316096840 0.0228410869 0.0074834326 0.0104483775
## x.V93 -0.0152511182 -0.0228848907 -0.0141768591 0.0682255138
## x.V94 0.0076434615 0.0070525881 -0.0230581872 -0.0465562663
## x.V95 0.0083780655 -0.0199952538 -0.0474547504 -0.0228571863
## x.V96 -0.0011114390 0.0028620740 0.0125112562 -0.0043680854
## x.V97 0.0203843839 -0.2130871090 -0.0781005693 -0.1067466368
## x.V98 -0.0711979781 -0.1135482877 0.0258589263 0.0047918959
## x.V99 -0.2591161318 0.1182316644 0.0614617685 0.2632558666
## x.V100 0.1321615478 -0.1105775682 -0.1041584618 -0.1170163882
## x.V101 0.0598549671 0.0666830847 -0.0154095022 -0.0388975192
## x.V102 0.0146970802 0.0402142595 0.0282464190 0.1490882729
## x.V103 0.1066590940 0.0702894492 0.0056621967 0.0443779240
## x.V104 0.0126634353 0.0351714031 -0.0119129296 -0.0704417710
## x.V105 0.0696124975 -0.0091871735 0.0397946882 0.0237024978
## x.V106 0.0685759203 0.0687063043 -0.1431582722 0.1066961948
## x.V107 -0.1790543629 -0.0982600397 -0.1600583781 0.0543760353
## x.V108 0.1296152461 0.0410037727 0.1670907956 -0.1257246100
## x.V109 0.1075538307 0.0688961182 0.0051723822 0.0440206025
## x.V110 -0.0631551443 0.1119803394 -0.0292111680 0.0485904992
## x.V111 0.0930629887 -0.1724447323 -0.0439778631 -0.0938085063
## x.V112 -0.0127845647 -0.0356043446 0.0250214934 -0.0735669263
## x.V113 0.0751840700 -0.2259862623 -0.0053491353 -0.1226937625
## x.V114 -0.0126190895 0.0150010152 -0.0403553511 0.0311930349
## x.V115 0.0942590844 -0.1373538393 -0.0387926193 0.0056479715
## x.V116 -0.0148920400 0.0215126755 -0.0326479554 -0.1570848258
## x.V117 -0.0247726993 -0.0192722448 0.0046941466 -0.0511903458
## x.V118 -0.0382504299 -0.0071287799 -0.0449144058 -0.0239267423
## x.V119 0.0009970204 0.0373751586 0.0004883754 0.0194659843
## x.V120 -0.0027643478 0.0299689011 -0.0161974815 0.0485244253
## x.V121 0.0311611400 -0.0515511544 -0.0242280408 -0.0256492056
## x.V122 0.1019577011 -0.0724890741 -0.0009704956 -0.0089373081
## x.V123 -0.0779182687 -0.0737795026 0.1234050001 -0.1672249531
## x.V124 0.0228649673 -0.0068231209 0.0218465768 -0.0293104656
## x.V125 -0.0048858871 0.0242674639 0.1057788168 0.0170291921
## x.V126 -0.0105239191 0.0223233747 -0.0138373766 0.0661176359
## x.V127 -0.0435073775 -0.0499023525 0.0481719821 -0.2330651140
## PC80 PC81 PC82 PC83
## x.V6 7.383215e-03 2.451318e-02 0.2186954052 -0.0815734929
## x.V7 5.712722e-02 2.936859e-01 0.0138247982 -0.1454642846
## x.V8 5.820206e-02 7.046703e-02 0.1312665184 0.2277930742
## x.V9 1.274816e-01 4.285404e-02 0.0527263410 0.0281573632
## x.V10 -4.648797e-03 5.319597e-02 0.0002604208 0.0293938344
## x.V11 -1.772472e-01 -1.812315e-01 0.0327217390 0.1166299182
## x.V12 -1.542584e-01 1.769809e-01 0.0591431943 0.1375064756
## x.V13 2.046205e-02 -1.448367e-01 -0.1784352542 -0.1684983776
## x.V14 3.214539e-02 -3.696126e-02 0.0127869111 -0.0610681400
## x.V15 9.473586e-03 6.531448e-02 -0.1241059309 -0.1424600947
## x.V16 1.565176e-02 3.106117e-02 0.2007727754 -0.0710811930
## x.V17 3.579899e-02 -5.245895e-02 -0.1001430790 -0.0270015663
## x.V18 1.315030e-02 5.198810e-02 0.0315679130 0.0358251286
## x.V19 8.819316e-02 2.780530e-02 -0.0847450642 -0.2472998557
## x.V20 3.370635e-02 1.780638e-02 0.0395131727 0.0447987247
## x.V21 -2.990009e-01 -5.646912e-02 -0.0476388261 0.0959221323
## x.V22 -1.364266e-01 4.876924e-02 -0.0169309159 -0.1476362012
## x.V23 5.712327e-02 -1.429367e-01 -0.0650363184 0.1045317412
## x.V24 9.647938e-02 -3.216033e-02 0.0363409616 0.0620950817
## x.V25 4.182462e-02 -3.904510e-02 0.0507608163 0.0519915684
## x.V26 9.276510e-02 1.456369e-02 0.0259665788 0.0197128296
## x.V27 2.606337e-02 7.412758e-02 -0.0315405493 0.0164600828
## x.V28 -2.506692e-02 1.077110e-01 -0.0094423198 0.0269446967
## x.V29 4.280639e-03 -2.057603e-02 -0.0214946740 0.0002227790
## x.V30 -2.942159e-02 4.366032e-03 0.0233656375 -0.0090734068
## x.V31 3.699294e-02 -3.531409e-02 -0.0287050961 0.0100440462
## x.V32 -2.398247e-02 8.849112e-05 -0.0045812632 -0.0349382753
## x.V33 1.052973e-01 -1.000955e-02 0.0162205863 0.0182583449
## x.V34 2.479195e-01 -2.688319e-02 0.0318381278 0.2052400681
## x.V35 -1.633989e-01 1.183919e-02 -0.0706833937 0.0069678877
## x.V36 -3.632252e-02 -1.394655e-01 0.0046525663 -0.1186930404
## x.V37 9.956966e-02 2.409718e-03 -0.0210243644 0.0250255056
## x.V38 -1.137124e-01 4.224319e-02 -0.1272426493 -0.1811259661
## x.V39 -2.235961e-01 1.519916e-01 -0.0407865896 -0.0163865954
## x.V40 -6.786921e-02 -1.486114e-02 0.0661384061 -0.0065239046
## x.V41 -4.158040e-02 2.290216e-02 0.0649019657 0.0033153150
## x.V42 1.790285e-01 1.016788e-01 -0.0085127603 0.0460836845
## x.V43 8.803698e-02 1.566568e-02 -0.0647623288 -0.1685577132
## x.V44 4.809774e-02 1.109482e-01 0.1194491649 -0.0142687958
## x.V45 2.866138e-02 -1.439522e-01 0.1158019319 0.1183010108
## x.V46 -8.533307e-02 -6.569934e-02 -0.1045668686 -0.0012513997
## x.V47 -2.643988e-02 2.371474e-02 -0.0086531134 0.0029604588
## x.V48 -7.055509e-02 2.242483e-02 -0.0200477030 0.0980433286
## x.V49 6.013693e-02 -4.280478e-03 0.0567569109 -0.2264063262
## x.V50 4.128989e-02 3.140828e-02 0.0048544812 -0.1656276893
## x.V51 -6.214549e-02 -6.865405e-02 -0.1347285517 0.2554783250
## x.V52 -3.514631e-02 -5.856304e-02 -0.0734611875 0.0604828234
## x.V53 -1.797597e-01 6.118676e-03 0.2308593881 -0.0315171666
## x.V54 2.809486e-01 -8.584043e-02 -0.2241102023 0.0459653545
## x.V55 -1.338829e-01 -2.212194e-02 -0.0463807685 -0.0541217663
## x.V56 8.384161e-03 -3.354354e-02 -0.2002980931 -0.1535476557
## x.V57 -1.565892e-02 -3.490490e-02 -0.1420194896 0.0527440063
## x.V58 -1.001295e-02 4.064696e-02 -0.0671571293 0.0273547988
## x.V59 7.169933e-02 6.611842e-03 0.1282129622 -0.0569692629
## x.V60 -1.438685e-02 6.252455e-02 0.0782984521 0.0736716250
## x.V61 -3.730308e-02 -7.183215e-02 -0.1394355377 -0.0403436774
## x.V62 -5.557282e-02 -1.890687e-01 0.0271466602 -0.0896724318
## x.V63 -7.711839e-02 -5.482902e-02 0.0237557591 -0.0178355233
## x.V64 -9.784343e-02 1.400588e-02 -0.0370248982 0.0609897735
## x.V65 -4.564750e-02 1.465060e-02 -0.0848279276 0.0307638255
## x.V66 8.196642e-03 -1.508381e-01 -0.0429132114 -0.1164025388
## x.V67 3.470007e-01 2.197749e-01 0.1261424237 0.0805464428
## x.V68 -8.403450e-02 7.655739e-02 0.0127406365 -0.0393834751
## x.V69 -4.998704e-02 6.546984e-02 -0.0110774919 -0.0386390709
## x.V70 3.675423e-02 -9.213071e-03 0.0114570033 0.0646580760
## x.V71 7.192541e-02 -2.992926e-01 0.0168425670 0.0909995598
## x.V72 -1.018623e-02 -5.782542e-02 -0.0288446218 0.0242137136
## x.V73 1.048704e-01 -1.078710e-01 -0.0832695013 0.0596707067
## x.V74 2.104215e-01 -8.861204e-02 0.0580404834 -0.1529342380
## x.V75 1.215061e-01 1.010052e-01 -0.1203528732 0.1760316240
## x.V76 3.078886e-02 3.749277e-02 -0.0133369034 0.0095168506
## x.V77 2.045561e-02 -3.977474e-02 -0.3129605051 0.1316701013
## x.V78 2.478658e-02 7.896651e-03 -0.1894319304 0.0603886176
## x.V79 9.965349e-02 -4.789534e-02 -0.1041960947 0.0716013660
## x.V80 -1.686423e-02 3.178763e-03 -0.0143169096 -0.0431930292
## x.V81 6.036999e-02 -2.896194e-02 -0.0232888435 -0.0036073949
## x.V82 -8.351066e-02 2.256185e-03 0.0383693652 -0.0271303078
## x.V83 9.148800e-04 -8.835257e-02 -0.0359892360 0.0380762164
## x.V84 -5.772380e-02 5.404912e-02 -0.0360884204 0.0351027164
## x.V85 -5.303729e-03 -3.610200e-02 -0.0361477487 -0.0274081659
## x.V86 -8.185522e-04 -3.365724e-02 -0.0359098761 -0.0317240233
## x.V87 -4.866118e-03 -6.715252e-03 -0.0353405473 -0.0449265960
## x.V88 1.048411e-01 2.116673e-01 -0.2151097909 -0.1722793164
## x.V89 5.103784e-02 -3.103908e-02 -0.0081825429 0.0784744701
## x.V90 -1.123013e-01 -1.808662e-01 0.1571471703 0.2021031827
## x.V91 4.412364e-03 -5.763735e-02 0.0936958612 0.0622876095
## x.V92 -6.118559e-02 9.305454e-02 -0.0211232890 -0.0663362275
## x.V93 5.204263e-02 -2.778421e-03 0.0591272366 0.0201396363
## x.V94 2.689465e-03 -9.933013e-03 -0.0119671881 -0.0242960340
## x.V95 2.420346e-02 -7.431977e-03 0.0018881268 -0.0033353607
## x.V96 -2.631087e-03 2.016969e-04 -0.0106529379 -0.0105663635
## x.V97 1.239388e-01 9.767836e-02 0.0458755897 -0.0848167116
## x.V98 4.282956e-02 1.627895e-01 -0.0437049974 0.0314643968
## x.V99 -1.543449e-01 1.632729e-01 0.0607197877 -0.0393602147
## x.V100 1.180950e-01 -1.624056e-01 0.0292931271 0.0287549285
## x.V101 -4.760783e-02 -5.350576e-02 0.0209162709 -0.0525283286
## x.V102 -4.578987e-02 1.328079e-02 -0.1242657951 0.0659771982
## x.V103 -2.530904e-02 4.106725e-02 -0.0780525310 0.0383629905
## x.V104 5.922657e-02 -1.103019e-01 0.1505054066 -0.1112938215
## x.V105 5.505912e-03 -1.862964e-02 -0.1181131313 -0.0318224741
## x.V106 1.179621e-02 1.309416e-01 0.1306243014 0.0593383874
## x.V107 4.465486e-02 -2.773604e-01 0.0678488425 -0.1765053073
## x.V108 -9.501437e-02 1.198009e-01 -0.1285254321 0.0795780147
## x.V109 -2.506855e-02 4.180598e-02 -0.0767663882 0.0393536284
## x.V110 -2.262798e-02 5.160613e-02 0.0374424413 0.0705984608
## x.V111 2.169862e-02 -5.852691e-02 0.0150246955 -0.0003293443
## x.V112 -6.042768e-02 1.073543e-02 0.0597110263 -0.0293100267
## x.V113 -8.066272e-02 3.167642e-03 -0.0155358623 -0.1090352112
## x.V114 3.065993e-02 -1.088102e-01 0.0335356702 -0.0083613686
## x.V115 8.086946e-02 -4.009503e-02 -0.0643731002 -0.0676728477
## x.V116 4.955157e-02 -8.259511e-02 0.1940335093 -0.0607230543
## x.V117 -2.048316e-02 1.553690e-02 0.0523136469 -0.0293651849
## x.V118 2.419947e-02 3.946362e-02 0.0035153598 -0.0092128613
## x.V119 -1.699012e-02 -2.164252e-03 -0.0362899453 -0.0128986861
## x.V120 1.375614e-02 2.985754e-02 -0.0129003384 0.0122954088
## x.V121 1.640655e-02 4.005468e-03 0.0251099935 -0.0068298747
## x.V122 6.672477e-02 5.858494e-02 -0.0652915600 0.0905567360
## x.V123 -6.073906e-03 -1.241357e-01 0.1188526083 -0.1746984688
## x.V124 3.028826e-02 -3.809081e-02 -0.0007660657 -0.0579661227
## x.V125 -5.743380e-06 2.303178e-02 -0.0606366913 -0.0444307455
## x.V126 -5.560673e-03 2.261108e-02 -0.0207668413 0.0191613371
## x.V127 4.192049e-02 1.112135e-01 0.1068090873 0.0330711092
## PC84 PC85 PC86 PC87 PC88
## x.V6 -0.0119570074 -0.0754505701 -0.010530320 -0.034588306 0.0390680223
## x.V7 0.1489954995 0.0686436363 0.145558433 0.125708521 -0.1131243393
## x.V8 0.0159016953 0.0619810453 0.115841272 0.029903594 -0.0141574335
## x.V9 0.1420699260 0.1800769151 -0.101739831 -0.005774086 0.0444895201
## x.V10 -0.0092593811 0.0182222697 -0.087416417 0.038194179 -0.0433731953
## x.V11 -0.0453395204 0.2116258965 -0.044107017 -0.040654290 -0.0330146819
## x.V12 -0.0938062009 -0.1358224465 -0.116152473 -0.141302578 0.1014184856
## x.V13 0.0188812268 0.1479504248 0.071832852 0.129384790 0.0382513235
## x.V14 -0.0529026813 0.1447526231 0.054037466 -0.012222895 0.0101857293
## x.V15 -0.0131488256 0.1496214064 0.055673906 0.029282785 -0.0995448511
## x.V16 -0.0116604219 -0.0517181211 -0.007303994 -0.001563630 0.0659228588
## x.V17 -0.0652347595 0.0367378147 0.019514099 0.115054671 0.0946656246
## x.V18 0.0065857556 0.1080128470 0.109790454 0.129467781 -0.0086148666
## x.V19 0.0288317886 -0.0817279833 0.022276970 -0.269852789 -0.2981342560
## x.V20 0.0139027420 0.0123558355 -0.026764831 0.001313213 -0.0174752802
## x.V21 -0.0796402131 -0.0997547625 0.105996545 -0.033956657 -0.1211297184
## x.V22 -0.1063414958 -0.0452559649 -0.227798974 0.096814006 -0.2012261548
## x.V23 -0.0408099766 0.0130184212 0.174814694 -0.170268039 0.0920885194
## x.V24 0.0363675710 0.0609369557 -0.026395171 -0.019809152 0.0082882517
## x.V25 0.0402645572 0.0747356161 0.134550551 0.126581970 -0.0091509920
## x.V26 0.1126111908 0.0700430438 -0.176147172 -0.100759990 0.0436124756
## x.V27 0.0704720675 0.0738199717 -0.277433480 -0.110889175 0.1089759947
## x.V28 -0.0488091759 0.0312001372 0.015545996 -0.022780855 0.0712554385
## x.V29 -0.0010518832 0.0006009221 -0.002200345 0.028434785 0.0119513700
## x.V30 0.0024812551 -0.0172926176 0.015819624 -0.023397011 -0.0260960739
## x.V31 -0.0026233890 -0.0214894002 0.044081504 0.026098007 0.0028837993
## x.V32 0.0136149549 -0.0159911925 0.001209710 0.045322128 -0.0051339766
## x.V33 -0.0204205092 0.2280017256 -0.231797576 -0.009277986 -0.2553243092
## x.V34 -0.0856936786 0.4001018475 -0.144023187 -0.031046077 -0.0199065083
## x.V35 -0.0302515877 0.0067370427 -0.049637113 -0.009994039 0.0318441597
## x.V36 0.0194036649 -0.0081795069 0.136363365 -0.047989285 -0.0841300396
## x.V37 0.0387379685 0.0009203366 0.250749103 0.118160020 -0.1405296807
## x.V38 -0.0462815579 -0.0372732100 -0.112246635 0.126330157 -0.0177129428
## x.V39 -0.2155389849 0.1909725929 -0.146698173 0.245088867 -0.0729117254
## x.V40 0.0427430165 0.0409833020 -0.111006561 -0.078868747 0.0716102946
## x.V41 0.0285822901 0.0291508862 -0.091812602 -0.008780073 0.0245302632
## x.V42 -0.0626882024 0.0205507495 0.190377358 0.165453593 -0.1251039983
## x.V43 -0.0673993978 0.0113724206 0.126645636 0.142293950 0.0395369919
## x.V44 0.0251082554 0.0114314926 0.085944392 0.205062780 0.2387562497
## x.V45 0.0722941907 -0.1480173552 -0.088166324 0.064283506 -0.0502068808
## x.V46 0.0173937368 0.0453527937 -0.011305296 -0.213436463 -0.2396580900
## x.V47 0.0199677614 0.0418539889 0.026071261 -0.031288741 -0.0281231322
## x.V48 0.0231725424 -0.0026927405 -0.186634615 0.025201302 0.1149001966
## x.V49 -0.0011206059 0.1107107011 0.074674664 -0.169394143 0.2249213101
## x.V50 0.0096040479 0.0756624590 0.064814362 -0.175750545 0.1631445289
## x.V51 -0.0531841867 -0.0770169525 -0.062186349 0.011745804 0.0184197524
## x.V52 -0.0075415825 0.0486027378 0.004486895 0.108095809 -0.0681357504
## x.V53 0.1146600005 0.0258799820 -0.022772097 0.060949245 -0.0327350198
## x.V54 -0.0665985819 0.0174151563 0.018684825 -0.107266131 0.1191610345
## x.V55 -0.0380716275 -0.1028746872 0.153520637 0.044758356 0.0992407385
## x.V56 -0.0474051501 0.0968026811 -0.162052904 -0.148534854 0.1236321821
## x.V57 0.0284421616 -0.0310896146 0.046942120 -0.011101918 0.0067670648
## x.V58 0.1633089751 -0.0861425588 0.024396022 -0.111593506 -0.0979425874
## x.V59 -0.2205236778 0.0832688042 -0.052972064 0.097203748 -0.0200118862
## x.V60 -0.2264755775 0.0180262397 0.163181937 -0.081831878 0.1976734256
## x.V61 0.3111719193 -0.0281828789 -0.136342068 0.075046954 -0.0643158028
## x.V62 0.2385183580 -0.0706139479 -0.063077464 -0.019210217 -0.0074230736
## x.V63 -0.0412228669 0.0045762106 -0.015474380 0.096838480 0.0237442878
## x.V64 -0.0988954772 0.0434399224 0.026960430 0.030172282 0.0667856652
## x.V65 -0.1152155087 0.0858300110 -0.028398974 0.021524853 0.0443369900
## x.V66 -0.2807478561 -0.0969657578 -0.159504683 0.109737450 -0.1112043692
## x.V67 -0.0264092625 -0.4153690949 -0.137698273 0.217258642 -0.0571103417
## x.V68 0.0436393204 -0.0096551933 0.104458674 -0.055962010 0.0325896895
## x.V69 0.0106085998 0.0109490978 0.177852628 -0.102778314 -0.0549892779
## x.V70 -0.0361047458 0.0851652877 -0.078168485 0.042925482 -0.0620325037
## x.V71 0.0345416700 -0.0456845031 -0.088686679 0.118228389 -0.0871988528
## x.V72 0.1776263767 0.0292566380 -0.078200286 0.056365117 0.1316161992
## x.V73 -0.0373299218 -0.0141761920 -0.019152432 -0.019698702 -0.0443326171
## x.V74 -0.3569558248 -0.0928473188 -0.064308012 -0.125716009 -0.0018699181
## x.V75 0.2373684101 0.0508212414 -0.019926516 0.054872067 -0.0269894156
## x.V76 0.0492171927 0.0018273142 -0.006225886 0.029901431 -0.0099252715
## x.V77 0.0539170806 -0.0392506186 0.091650218 0.001014822 0.0491455436
## x.V78 0.0598720094 -0.0477857514 -0.002629626 0.026368951 0.0606257896
## x.V79 -0.0121270117 0.0161569739 -0.014544584 -0.012990820 -0.0216195995
## x.V80 0.0071397020 0.0197121907 0.019177530 0.001659889 -0.0306941427
## x.V81 -0.0241153852 -0.0086211358 0.006370249 0.023501489 -0.0112468162
## x.V82 0.0198140087 0.0431157596 -0.023725382 0.069646679 0.0071604692
## x.V83 -0.0462556171 -0.1476580671 0.004533432 0.009962842 0.1015795957
## x.V84 0.0062488934 -0.0033943656 0.002747733 -0.051659443 -0.0507720600
## x.V85 -0.0055202379 0.0435228131 0.071270007 0.041856938 -0.2359288981
## x.V86 -0.0358033154 -0.0630242643 0.008377583 0.012154580 -0.0649508325
## x.V87 -0.0153154445 -0.1182282570 -0.080440891 -0.017162590 0.1382861111
## x.V88 -0.0520474225 -0.0698528214 -0.145851350 -0.010275427 0.1871306233
## x.V89 -0.0158547686 -0.0212164491 0.017117552 -0.007518886 -0.0677627651
## x.V90 -0.1286384100 0.0453493246 0.083426049 -0.097761558 0.0684174661
## x.V91 0.0420340811 -0.0507297841 0.010705717 -0.040777591 -0.0992399667
## x.V92 0.0935991037 -0.0145426854 0.042707787 0.027644478 0.0068655130
## x.V93 0.0588064871 0.0534645222 -0.001316136 0.003826531 0.0450629811
## x.V94 -0.0383284966 -0.0152368245 0.022837528 -0.010361014 -0.0260538084
## x.V95 0.0035147425 0.0472561612 -0.023724346 -0.006423225 -0.0034537282
## x.V96 -0.0223859151 0.0003720452 0.006424970 -0.013051448 0.0002735021
## x.V97 -0.0760731654 0.1983766384 0.151520434 -0.160041209 -0.1088620000
## x.V98 0.0763137638 0.0512614359 -0.001904058 -0.016862455 -0.0282636831
## x.V99 0.1030338801 0.0765700226 -0.043807702 -0.087283690 0.1092158222
## x.V100 0.0054202723 0.0334839499 0.031277902 0.109803128 0.0678269454
## x.V101 -0.0819301243 -0.0391788928 0.027798395 0.015192915 0.0070534038
## x.V102 0.0217293051 0.0024605815 0.089043737 0.003215418 -0.0371154542
## x.V103 -0.0398639966 0.0850193508 0.008930194 0.121004663 0.0984896994
## x.V104 0.0283537882 0.0725847065 -0.042879953 0.095604632 0.0111229487
## x.V105 -0.0179722116 0.0575282763 -0.018192935 0.094569536 0.0648044221
## x.V106 0.1209550917 0.0344848400 -0.076078145 -0.088862134 0.0051426187
## x.V107 0.1350030405 -0.0803506966 0.003337079 -0.020221971 0.1112136438
## x.V108 -0.1509999625 0.0135317749 -0.016847037 0.066495523 -0.0667586439
## x.V109 -0.0390860254 0.0843810358 0.009551542 0.118702620 0.0980086687
## x.V110 -0.1022626414 -0.0318089894 0.005351870 -0.045208957 0.0636813551
## x.V111 0.0187516373 -0.0674841152 0.022111177 0.043394397 0.0195368447
## x.V112 0.0911978964 0.0652696490 0.052521325 0.029977169 0.0474582153
## x.V113 0.0324672752 0.0074580393 0.052740043 0.145176322 -0.0192422097
## x.V114 0.0464623382 0.0586663299 -0.018732999 0.065459699 0.0664345885
## x.V115 -0.0418766072 -0.1090763659 -0.107078418 -0.012873464 0.0410457309
## x.V116 -0.0373019475 0.0094881127 0.067034684 0.027716703 -0.0284288921
## x.V117 0.0363704922 0.0353845438 0.009213408 0.002191829 0.0010868263
## x.V118 -0.0003379587 -0.0058456432 0.045229421 0.020012859 -0.0052761186
## x.V119 -0.0040734968 0.0419846941 0.002165181 0.017926389 0.0207931014
## x.V120 -0.0233652625 0.0756976586 0.006629106 -0.013870912 -0.0054090130
## x.V121 -0.0146133741 -0.0032778194 -0.024147382 -0.009407286 0.0367051767
## x.V122 -0.0403600928 -0.1250730354 0.032226360 0.006489640 -0.0071929471
## x.V123 0.0244007059 0.0968205790 -0.086275604 0.180227362 0.0050376549
## x.V124 0.0918506743 0.0330458783 -0.017619514 0.040202028 -0.0035459091
## x.V125 0.0754443699 -0.0365924325 0.033662588 0.009979491 -0.0031467888
## x.V126 0.0096802593 -0.0059318022 -0.004518743 -0.022539065 -0.0001646307
## x.V127 -0.0641183601 -0.0340289406 -0.062324607 -0.224881439 -0.2051310200
## PC89 PC90 PC91 PC92
## x.V6 6.840429e-03 0.0066183922 0.027677141 0.0983525204
## x.V7 3.019197e-02 -0.0713002947 -0.046162775 0.1048046532
## x.V8 -3.861040e-01 0.0127884476 -0.182933165 0.0250854914
## x.V9 -5.018265e-01 0.1203888272 -0.012038114 0.0629759475
## x.V10 -1.224558e-01 -0.0353637733 -0.029029639 -0.0446158349
## x.V11 -4.346988e-02 0.1012022181 0.048785741 -0.0700872456
## x.V12 -3.580644e-02 0.2786022426 -0.126836492 -0.0163817379
## x.V13 2.756570e-02 -0.3798576109 0.248270265 -0.0291087175
## x.V14 6.976808e-02 -0.0437974842 0.003953755 -0.0606660750
## x.V15 3.193614e-02 0.2246461907 -0.135020132 -0.1067269772
## x.V16 -1.052937e-02 0.0055362819 0.030251356 0.1031640790
## x.V17 4.804861e-02 0.0913328364 -0.075628530 -0.0019808544
## x.V18 -5.635280e-02 -0.0096583855 0.075567388 -0.1088149379
## x.V19 -2.665959e-02 0.0528280855 -0.194817619 -0.1107613761
## x.V20 -4.672037e-03 0.0274025862 0.004870851 -0.0039251487
## x.V21 1.200737e-01 -0.0453301112 -0.064028017 -0.0560049377
## x.V22 -3.836510e-02 -0.2321358550 -0.060997213 0.1579809365
## x.V23 -2.137157e-02 0.1153934224 -0.088038183 -0.0862829980
## x.V24 3.548681e-02 0.0692553117 0.004800429 0.0936076202
## x.V25 -1.165665e-01 0.0293479077 -0.002644733 -0.1257555075
## x.V26 -2.282948e-02 -0.0297518242 0.017982575 -0.0569580436
## x.V27 1.062920e-01 -0.1167591749 0.002344196 0.0766686687
## x.V28 2.017398e-02 -0.0159393932 0.048608352 -0.0487259178
## x.V29 2.121892e-02 0.0200835911 -0.032571760 0.0080850752
## x.V30 -2.397462e-02 -0.0193732067 0.018098456 -0.0108845061
## x.V31 7.236444e-05 0.0118175874 -0.036873817 0.0019138075
## x.V32 -1.891285e-02 -0.0036518672 -0.012600211 -0.0107735019
## x.V33 1.376821e-01 0.1798659214 -0.011452703 -0.3963812203
## x.V34 7.082139e-02 -0.2206342151 -0.133701936 0.1896500165
## x.V35 -1.012283e-01 0.0505504617 0.095429945 -0.0453190395
## x.V36 5.837465e-02 0.0464087465 -0.018892199 0.0819203648
## x.V37 -9.552345e-03 0.1077255775 0.155349233 0.3093068906
## x.V38 -3.600740e-02 0.1110423218 -0.008894610 0.0649607535
## x.V39 -6.486599e-02 0.0597033366 -0.104700507 0.1474690070
## x.V40 -3.844584e-02 -0.0410999621 0.041629622 -0.0371975114
## x.V41 -1.354827e-02 -0.1098405354 -0.014145627 -0.0155258401
## x.V42 9.206543e-02 0.0344869451 -0.149160923 0.1221913548
## x.V43 1.094528e-01 0.1381978057 -0.078150005 -0.0461462567
## x.V44 8.010027e-02 0.1205709100 0.075977637 -0.0251694970
## x.V45 3.808994e-02 0.2408370044 -0.149657590 0.0893365455
## x.V46 4.884331e-03 -0.1162812252 -0.128130186 0.0676413249
## x.V47 5.161995e-02 -0.0501563704 -0.037063354 0.0273880167
## x.V48 2.601293e-01 0.0253582866 -0.186501602 0.3201440669
## x.V49 5.579553e-02 0.0318134833 -0.280402901 -0.0336197369
## x.V50 5.000691e-02 -0.0368273021 -0.340946026 0.0134384744
## x.V51 -3.447003e-02 0.1101306958 0.144244130 -0.0339270471
## x.V52 -7.594951e-03 -0.0569449603 0.025727933 0.0473631095
## x.V53 6.208468e-02 0.0642054253 -0.025002295 0.0319611763
## x.V54 -3.684627e-02 -0.0669909397 0.035265434 -0.0393364680
## x.V55 -1.044492e-01 -0.0981179258 0.038872975 0.1627592430
## x.V56 -5.288606e-03 -0.0058783171 -0.020833260 -0.0377107156
## x.V57 1.484201e-02 -0.0477163350 -0.020232436 0.0307228571
## x.V58 4.041288e-02 0.0419116804 0.107716570 0.1036619074
## x.V59 -1.526947e-01 -0.0448431643 -0.121869417 -0.0788334752
## x.V60 1.793609e-01 -0.0674882749 0.111347606 -0.0930989620
## x.V61 -4.938721e-02 0.0966780122 -0.054174201 0.1076091943
## x.V62 -8.780724e-02 -0.0693554641 -0.066721848 -0.0082170017
## x.V63 -5.654956e-02 -0.0513232048 -0.134938158 -0.0689179135
## x.V64 5.801058e-02 0.0298100776 0.027594572 -0.0416284252
## x.V65 3.812020e-02 0.1188795609 0.064482517 0.0439295063
## x.V66 1.036220e-01 0.1476537977 -0.040171316 -0.0509608246
## x.V67 6.351598e-02 -0.2534839958 -0.134079344 -0.1934954738
## x.V68 -8.354604e-02 -0.0330281933 -0.086322867 -0.1365828028
## x.V69 -9.807590e-02 -0.0593214491 0.061463578 -0.2214096950
## x.V70 6.445883e-02 0.0115966235 0.086662173 0.0414991512
## x.V71 -4.152685e-02 0.0173028048 0.074487159 -0.0680500644
## x.V72 5.548944e-02 0.0957022574 0.073172889 -0.0851961315
## x.V73 -4.627786e-03 -0.0141433107 0.028108416 -0.0082592788
## x.V74 -2.909263e-01 0.1539283156 0.165070596 0.2527481018
## x.V75 8.737877e-02 0.1155114526 -0.032828558 -0.0148663493
## x.V76 2.611462e-02 0.0356040791 0.020479881 -0.0069539691
## x.V77 -5.518122e-02 -0.0537923839 -0.043306813 0.0496872919
## x.V78 -3.028701e-02 0.0319878047 -0.008456811 0.0406331257
## x.V79 3.805415e-02 -0.0041806822 0.022719754 0.0501049907
## x.V80 1.166507e-02 -0.0050161677 -0.009362056 0.0294143657
## x.V81 -7.479966e-03 0.0337146842 -0.009128213 -0.0133203824
## x.V82 6.176387e-02 -0.0166555396 -0.044174925 0.0323856286
## x.V83 5.188915e-03 0.0540292002 -0.016865058 -0.1057879821
## x.V84 -3.191477e-02 -0.0206848997 0.017243880 0.0029078044
## x.V85 -3.011538e-02 0.0146574509 0.034272717 -0.0420368425
## x.V86 -2.255174e-03 0.0047506019 -0.012783150 -0.0171813499
## x.V87 3.385379e-02 -0.0093157079 -0.032364183 0.0505058673
## x.V88 -1.133371e-01 0.1073399601 0.153124933 0.0244535370
## x.V89 -9.236536e-03 -0.0283148570 -0.052362228 0.0403936110
## x.V90 4.599323e-02 -0.0799728711 -0.104123193 0.0697186955
## x.V91 1.085238e-01 -0.0041547061 -0.051228115 0.0284521304
## x.V92 -1.568642e-02 0.0048438196 0.019751557 -0.0508664206
## x.V93 2.856687e-02 -0.0025504381 -0.003342899 0.0168862204
## x.V94 -1.593199e-02 0.0187189691 0.005277130 0.0013044454
## x.V95 -1.932643e-02 0.0162569382 0.002503229 -0.0147333139
## x.V96 1.025923e-02 -0.0111951689 0.014186057 -0.0088225867
## x.V97 1.923667e-01 0.1655940405 0.148642875 0.1711140990
## x.V98 9.013781e-02 0.0794588584 0.062791694 -0.0083969765
## x.V99 6.565278e-03 -0.0183998138 0.148031638 -0.0346410596
## x.V100 9.656812e-02 0.0049382515 -0.057735777 0.0353018678
## x.V101 -1.025377e-01 -0.0678228101 -0.066678794 0.0031895047
## x.V102 -1.284661e-02 0.0570981696 -0.138859434 0.0196260053
## x.V103 1.270504e-02 0.0028023925 -0.053420252 -0.0471605658
## x.V104 2.667317e-02 0.1049774418 0.074633615 -0.0825439301
## x.V105 -1.050990e-02 0.0481853345 -0.093744999 0.0228484424
## x.V106 4.081122e-02 0.0406716580 0.069392734 0.0168605277
## x.V107 -3.622517e-03 0.0055007902 -0.061282845 0.0788675377
## x.V108 -3.158714e-02 -0.0132968593 -0.036385382 -0.0776937799
## x.V109 1.351029e-02 0.0022671035 -0.054776861 -0.0468517980
## x.V110 1.635211e-02 -0.0662701306 0.015669268 -0.0249156447
## x.V111 1.236699e-01 0.1429404583 0.098865198 0.0127075480
## x.V112 -3.442077e-02 0.0538212454 0.067708940 -0.0506009129
## x.V113 -2.564018e-02 0.0689778402 -0.065385694 0.0547008818
## x.V114 -1.927968e-02 0.0254907087 -0.044902358 -0.0172126860
## x.V115 1.097023e-01 0.0601677518 0.078866586 -0.0388057934
## x.V116 6.407740e-03 0.0720166912 0.037338666 -0.0354539067
## x.V117 3.930741e-03 -0.0366165386 0.035774561 -0.0139365202
## x.V118 8.259360e-03 -0.0204188084 -0.051464447 -0.0089276275
## x.V119 -3.603995e-02 -0.0043514081 0.006018992 0.0008284115
## x.V120 -3.187194e-03 -0.0300707477 -0.026432623 -0.0364451606
## x.V121 1.322338e-02 -0.0276541781 0.005697404 -0.0092524687
## x.V122 1.132011e-02 0.0256235726 -0.049569197 -0.0586423502
## x.V123 3.833598e-02 -0.0648879829 0.092480562 -0.0834898041
## x.V124 3.744928e-02 0.0254581652 0.027447332 0.0470133589
## x.V125 -1.185361e-02 0.0312763843 0.032135453 -0.0017358967
## x.V126 4.371238e-03 -0.0226880271 0.001371515 0.0112898417
## x.V127 4.551378e-02 -0.0002069837 0.226785442 0.0554871524
## PC93 PC94 PC95 PC96
## x.V6 0.0155861076 -0.0468794363 -0.0281244344 -0.121992439
## x.V7 0.0378257645 0.1062673686 -0.0501693464 0.018997520
## x.V8 0.1803372207 0.2005343366 0.1092308520 0.077220841
## x.V9 0.1575349217 0.2341205939 0.0859254855 0.100375114
## x.V10 0.0133225989 0.0997746475 0.0328228379 -0.014563833
## x.V11 -0.0149993550 0.2340200624 -0.2404107135 0.031129577
## x.V12 -0.0606777431 -0.0473110915 0.0511246149 -0.070932182
## x.V13 0.1681027032 0.0859800012 0.0630978404 0.154112011
## x.V14 0.0766638189 -0.0407210459 -0.0247017156 -0.056379578
## x.V15 -0.0625699475 -0.0593789488 0.0292660775 -0.129667730
## x.V16 0.0061308505 0.0086110208 -0.0343845103 -0.125487032
## x.V17 0.0030095828 -0.0418723665 -0.0108035379 -0.004412255
## x.V18 -0.2370238746 -0.0842843676 0.0428303382 0.028703857
## x.V19 -0.0063771704 0.1637558683 -0.0800819990 0.006096648
## x.V20 0.0013436752 -0.0126361054 0.0152147288 -0.001260000
## x.V21 0.1941092030 0.0761895711 0.0589370106 -0.076441882
## x.V22 0.0154249843 0.1256794833 0.1083340081 0.245388482
## x.V23 0.0331619586 0.0257185487 -0.1163157338 0.071834354
## x.V24 0.0140852485 -0.0065897430 0.0242835328 -0.040366587
## x.V25 -0.4137467918 -0.1244784247 0.1211844395 0.246163796
## x.V26 -0.0175141917 0.0012060233 -0.0127025810 0.024174847
## x.V27 0.1919411042 0.0213492455 -0.0818207156 -0.141804701
## x.V28 0.0971694922 0.0127209483 -0.0054631623 -0.028900827
## x.V29 0.0090223473 0.0099173345 0.0094905151 0.003113621
## x.V30 0.0012821904 0.0161248450 0.0017465785 0.032032413
## x.V31 -0.0276900363 0.0144379341 0.0079342359 0.014297960
## x.V32 -0.0063096007 -0.0008379099 -0.0239290354 0.001790913
## x.V33 0.1501320883 -0.0925971676 0.1210620995 0.351564061
## x.V34 -0.2021825339 -0.0780858514 -0.0718364447 -0.183026377
## x.V35 -0.0543078580 0.1801546675 0.0715936549 -0.008749583
## x.V36 0.1129699837 -0.2517655764 -0.1416801788 0.032962794
## x.V37 -0.0141643997 0.1447201142 -0.0936936325 0.188248337
## x.V38 -0.0150721320 -0.0326367164 0.0547259474 -0.024322599
## x.V39 -0.0311302646 -0.1522280266 0.0235199420 -0.027534862
## x.V40 -0.0563153707 0.0099072087 -0.0081588238 -0.020514645
## x.V41 -0.1309703329 -0.0104670092 -0.0251626742 -0.032649210
## x.V42 0.0955965283 0.0094750924 0.1149138039 -0.021877887
## x.V43 0.2975198870 -0.1391290653 0.1649297728 -0.121763509
## x.V44 0.1239529763 0.0137636486 -0.1253442083 0.157443920
## x.V45 -0.1329480341 -0.0127136595 0.0558805033 0.001537634
## x.V46 -0.0817124808 0.0374806272 0.1967188170 -0.176894470
## x.V47 -0.0038687484 0.0309571361 0.0547195664 -0.021807501
## x.V48 -0.0320495199 -0.0541189660 0.0173262092 0.341370997
## x.V49 0.0086576915 0.0358830958 0.0775707358 -0.006606344
## x.V50 -0.0885769750 0.0961050874 0.0497598224 0.096977798
## x.V51 -0.0669880951 -0.0617839370 -0.0792734987 -0.028931655
## x.V52 0.0179955195 0.0237743705 -0.0399117257 -0.067603342
## x.V53 0.0003435042 0.0634089033 0.0598357065 -0.021538157
## x.V54 -0.0049889026 -0.0710449867 -0.0712184963 0.032228717
## x.V55 -0.1293131156 0.0573590111 -0.1070716796 -0.129943904
## x.V56 -0.0657482573 0.0051567478 0.0801785107 -0.014530415
## x.V57 -0.0252693274 -0.0099083728 -0.0271111396 0.009077841
## x.V58 -0.0567835406 0.0712997464 0.0868363432 -0.031121253
## x.V59 0.0902286708 -0.0734902890 -0.3142287054 -0.021303213
## x.V60 -0.0571315747 0.0925071141 0.3641095672 0.078709721
## x.V61 0.0377217175 -0.0604008522 -0.1279646642 -0.035568719
## x.V62 0.0203098330 -0.1832254803 0.0683858928 0.062965987
## x.V63 0.0838900898 -0.0638027436 -0.0154070622 0.038538191
## x.V64 -0.0184915933 0.0499418159 0.0462440657 0.026324435
## x.V65 0.0104980876 0.0823108728 -0.0895389729 -0.029329730
## x.V66 -0.1674574504 0.3724563268 -0.2001229747 0.006149766
## x.V67 -0.1185643262 0.1312623612 -0.0214647767 -0.057589855
## x.V68 -0.0488366352 -0.0187919695 -0.0574672803 -0.009598739
## x.V69 -0.0248000575 -0.0038098422 -0.0893697652 -0.096785648
## x.V70 0.0813812686 -0.1089943598 -0.0407298258 -0.026975599
## x.V71 0.1364495700 0.1042304438 0.1401808217 -0.247356861
## x.V72 -0.0036058990 0.0957809133 0.0644086426 0.001773531
## x.V73 0.0491107826 -0.0026262707 0.0707275170 -0.048028231
## x.V74 0.0282827814 -0.1581632229 0.3009254113 -0.035841140
## x.V75 0.0243035084 0.0424340264 0.0576999164 -0.073388933
## x.V76 -0.0008032989 0.0119739713 0.0280069855 -0.011402487
## x.V77 -0.0562985401 0.0425139709 0.0370641252 0.001368837
## x.V78 -0.0107783526 -0.0231143930 -0.0005238884 -0.003535861
## x.V79 0.0270882734 -0.0439792710 -0.0055026639 -0.020269048
## x.V80 -0.0139562662 0.0195396914 0.0271636407 -0.011027637
## x.V81 0.0081331317 0.0001554671 -0.0070462850 -0.022985879
## x.V82 -0.0541172175 -0.0125267411 -0.0028221823 0.025135053
## x.V83 -0.0400424901 -0.0089241431 -0.0412907517 0.039982112
## x.V84 0.0125219656 -0.0300076444 0.0099080966 -0.006544865
## x.V85 -0.1628217065 -0.0649270731 0.0440246059 0.005313132
## x.V86 -0.0291684134 -0.0411191407 0.0028732272 -0.006699165
## x.V87 0.2261102197 0.1044158833 -0.0763938326 -0.008048416
## x.V88 -0.1075930010 -0.0234147388 -0.0662785435 -0.005086749
## x.V89 0.0733441993 -0.0807359423 -0.0148917264 -0.034992437
## x.V90 0.0707366334 0.1460998709 0.0617575188 0.049014150
## x.V91 0.0517191369 -0.0480399847 0.0319429951 -0.123208967
## x.V92 0.0636874742 0.0344429665 -0.0014070904 0.022951297
## x.V93 -0.0234133917 0.0294140287 0.0326705340 0.017643028
## x.V94 0.0091916177 -0.0159018392 -0.0487177935 -0.020579816
## x.V95 -0.0017076136 0.0205056179 0.0340353941 0.004154480
## x.V96 0.0165152830 -0.0150708742 -0.0085165130 0.002544799
## x.V97 -0.0951562320 0.2604813115 -0.1186163721 -0.054708815
## x.V98 -0.0278301042 0.0401782313 0.0452832025 -0.106311409
## x.V99 -0.0692514286 0.0249976326 0.0161971698 0.004467886
## x.V100 -0.0018983319 0.0661656323 0.0040349752 0.035639630
## x.V101 0.0830639934 -0.0327220091 -0.0458485415 0.055286064
## x.V102 0.0012301341 0.0417791718 0.1009670530 -0.003629596
## x.V103 0.0311663049 0.0184684869 0.0804390242 -0.121553826
## x.V104 -0.0358617776 0.0523747267 0.0261907670 -0.246839449
## x.V105 0.0296593779 0.0465837007 -0.1194814527 -0.042157757
## x.V106 0.0811256968 0.0066280449 0.0292147723 -0.071675674
## x.V107 -0.1442117490 -0.0024098755 -0.0157322398 0.070786720
## x.V108 0.0208217247 -0.0345412110 -0.0305192334 -0.031140977
## x.V109 0.0303743130 0.0209405674 0.0811015298 -0.120958357
## x.V110 -0.0165812787 -0.0707259749 -0.0394548100 -0.021248166
## x.V111 0.0451457749 0.0421524781 0.1247026089 0.046537865
## x.V112 -0.0052497456 -0.0786991859 -0.0447239242 -0.042282617
## x.V113 -0.0075508437 -0.0189455245 0.1175203388 -0.034213004
## x.V114 -0.0561156696 -0.0497271093 -0.0644925276 0.051049760
## x.V115 0.0823519119 0.1978970097 0.0622645470 0.138573219
## x.V116 0.0579655862 -0.0899041520 -0.1698632729 0.021252022
## x.V117 0.0340755871 0.0228216934 -0.0181713978 -0.010488918
## x.V118 0.0250768721 0.0176584826 -0.0569145090 0.017726099
## x.V119 -0.0156809902 -0.0007478332 -0.0263878683 0.031532474
## x.V120 0.0135795717 -0.0158365382 -0.0556234465 0.034342624
## x.V121 0.0051273385 0.0078205605 0.0191314416 -0.012335839
## x.V122 -0.0171771811 0.0072536549 -0.0670612327 -0.014618730
## x.V123 -0.1418958967 0.1302726665 0.1680651487 -0.156207644
## x.V124 -0.0193289050 0.0263707048 0.0314100083 -0.052480654
## x.V125 0.0178341909 -0.0045393888 0.0055821032 0.001214399
## x.V126 -0.0209751323 0.0140318718 0.0393438498 -0.002923899
## x.V127 0.0541438245 -0.1457327552 -0.0372702267 0.155791035
## PC97 PC98 PC99 PC100
## x.V6 -0.0210501609 -0.0013319584 0.0969477087 3.146155e-02
## x.V7 -0.0554146749 -0.2502015286 -0.0234717516 1.623928e-02
## x.V8 -0.0081810711 0.0081360701 -0.0485950625 1.197046e-01
## x.V9 -0.1289808194 0.1258337131 0.0073089594 5.249114e-03
## x.V10 -0.0565249054 -0.0216152750 -0.0030512750 2.286227e-02
## x.V11 -0.0598335469 0.0862909797 0.0264665696 2.466842e-02
## x.V12 -0.1030120690 0.0727937787 -0.0074748710 -5.898067e-02
## x.V13 0.0375282314 0.1535710579 0.1256095775 1.767988e-01
## x.V14 0.0135139634 -0.0805387821 0.0318296266 -3.178367e-02
## x.V15 -0.2860438570 -0.0875921114 0.2399715763 2.494110e-01
## x.V16 -0.0235827751 0.0711538170 0.0279210535 -5.490773e-03
## x.V17 -0.1012403258 -0.0547610994 0.0488161636 -6.454137e-02
## x.V18 0.1075780239 0.1199702445 -0.0072200230 -8.273255e-02
## x.V19 -0.2100321737 0.2413189755 0.1499875451 -1.875265e-01
## x.V20 0.0156851107 0.0682999636 -0.0067079962 -4.824312e-03
## x.V21 0.0048223217 0.1036563572 -0.0218031549 9.346714e-02
## x.V22 0.0449024222 0.2508660113 -0.0168096867 -2.311000e-01
## x.V23 -0.0673595708 0.0994485499 0.0969093504 -4.400765e-02
## x.V24 -0.0103690526 0.0086673001 0.0301326410 -2.244242e-02
## x.V25 0.0631425262 0.1855051432 0.0185987944 8.542206e-02
## x.V26 -0.0095776903 0.0183973016 -0.0119329536 1.277567e-02
## x.V27 -0.0435554506 -0.0877446913 0.0505022161 -6.701506e-02
## x.V28 -0.0605623433 0.0008143858 -0.0020497669 -1.245875e-02
## x.V29 0.0081519759 0.0063176000 0.0122799359 -1.500278e-02
## x.V30 0.0064051125 -0.0032101262 0.0055048482 1.371241e-02
## x.V31 -0.0231823936 -0.0200283923 -0.0131340420 -1.731777e-02
## x.V32 -0.0086201670 -0.0220189236 -0.0139825435 3.899679e-03
## x.V33 0.1088856986 -0.2262518344 -0.2108897292 3.594192e-02
## x.V34 -0.1106886087 0.1240915304 0.0638173867 -5.520539e-02
## x.V35 0.1637622827 -0.2176006484 0.3518980990 1.827827e-02
## x.V36 -0.2757361757 0.2267690299 -0.5158169659 2.096250e-02
## x.V37 -0.2559611505 -0.1765031241 -0.1411979581 8.256705e-02
## x.V38 -0.0475661962 -0.0851800802 -0.0049467703 2.496652e-04
## x.V39 -0.1210695052 -0.1263012058 0.0148839712 1.282885e-02
## x.V40 -0.0534774065 -0.0134594647 -0.0264094167 2.798776e-02
## x.V41 0.0207821871 -0.0176938389 -0.0506473769 2.253074e-02
## x.V42 0.1625456035 0.0434806696 0.0674463142 -6.978040e-02
## x.V43 0.2585873972 0.2422494753 0.1322127996 -1.526688e-01
## x.V44 -0.0399489327 0.0384169618 0.1334802614 -3.645033e-02
## x.V45 0.0736857014 -0.0388717928 -0.0378496708 5.115857e-03
## x.V46 0.0694192935 -0.0295066725 -0.0994353800 8.596949e-02
## x.V47 -0.0048310250 0.0181517413 0.0130987896 3.958403e-02
## x.V48 -0.0492065795 0.0987090919 0.1316820096 1.288506e-01
## x.V49 0.0465217581 0.0600208140 -0.1108708918 5.556942e-02
## x.V50 0.0415244649 -0.0283861084 0.0666457574 1.188715e-01
## x.V51 -0.0715662874 0.0345297336 0.0449760749 -7.145462e-02
## x.V52 -0.0106287629 -0.0965704805 -0.0360028421 -5.286918e-02
## x.V53 0.0290245794 0.0827264940 -0.0067462224 -2.215342e-02
## x.V54 -0.0062934165 -0.0534426804 -0.0097069365 2.597840e-02
## x.V55 -0.0606169950 0.1200829384 0.1082738297 -4.184673e-02
## x.V56 0.0168473555 -0.0298282820 -0.0054437255 1.321330e-02
## x.V57 -0.0102678077 0.0140071422 0.0077755975 -3.259136e-02
## x.V58 0.0669303960 0.0149235067 -0.0394904349 4.738036e-02
## x.V59 0.0684763642 0.0187627700 0.0277582779 1.110686e-02
## x.V60 -0.2832438069 -0.0607161496 0.0191560797 -3.521329e-02
## x.V61 0.1754030542 0.0388111523 -0.0204600242 -2.607454e-02
## x.V62 -0.1831854570 -0.1942115489 0.1583931717 -2.408498e-01
## x.V63 -0.0468437020 -0.0097878683 0.0881486836 -3.785279e-03
## x.V64 0.0070733326 0.1325203642 -0.0579064633 1.500496e-01
## x.V65 0.1207840592 0.1928930921 -0.1042383240 1.788683e-01
## x.V66 0.0754969659 0.0046391416 0.0022814397 9.153347e-02
## x.V67 -0.0387399297 0.0057136794 -0.0709171526 6.418584e-02
## x.V68 -0.0151388531 0.0373727933 -0.0664500963 -6.839420e-02
## x.V69 0.0341645328 -0.0988419663 -0.0276127592 -3.261621e-02
## x.V70 -0.0045751581 0.0017216396 0.0557643104 -1.003820e-01
## x.V71 0.0189287812 0.0073737356 0.0050945671 1.080371e-01
## x.V72 0.0119499805 0.1379259418 0.0213550397 6.057033e-02
## x.V73 -0.0172917860 -0.0225174113 0.0417922344 5.029265e-02
## x.V74 0.1130293974 -0.0006530214 -0.0478855574 6.762563e-02
## x.V75 -0.0694356601 0.0316127679 0.0452306362 -6.969983e-02
## x.V76 -0.0227318537 0.0121476738 0.0149426516 -1.376851e-02
## x.V77 0.0072540057 0.0269028008 -0.0063940146 -3.967403e-02
## x.V78 0.0060706105 -0.0188952338 -0.0310217335 -1.533217e-02
## x.V79 -0.0150072938 -0.0195163418 0.0172580533 -3.329211e-02
## x.V80 0.0167228018 -0.0069481837 -0.0099587727 8.802235e-03
## x.V81 -0.0259528699 0.0032263951 0.0071822677 -2.545519e-02
## x.V82 0.0272421095 0.0034311350 -0.0039993840 1.211669e-02
## x.V83 0.0267956934 -0.0411106924 0.0071460557 1.408088e-02
## x.V84 0.0146037322 -0.0081229111 0.0076388063 -2.474919e-03
## x.V85 0.0055733193 0.0884751233 0.1193635179 -1.386454e-01
## x.V86 0.0156116291 0.0236843778 0.0109405682 4.694946e-02
## x.V87 -0.0539248888 -0.0968995477 -0.1320845158 1.748597e-01
## x.V88 -0.0030977045 -0.0248875228 -0.1282128570 -1.491984e-01
## x.V89 0.0069894369 0.0589862664 0.0222789703 1.944277e-01
## x.V90 0.0964607127 -0.1890690629 -0.1392783884 -4.289923e-01
## x.V91 -0.1053065722 0.0129357696 0.1472189762 3.088203e-01
## x.V92 0.0233321990 0.0361999012 0.0121282637 -9.296318e-03
## x.V93 0.0130448930 0.0528790021 0.0092293780 -4.149551e-03
## x.V94 0.0303124935 -0.0129444209 0.0116616648 -4.048543e-04
## x.V95 0.0008877416 0.0130755931 -0.0068043386 2.199273e-02
## x.V96 -0.0061979803 -0.0083986884 -0.0039170289 1.252369e-05
## x.V97 0.2060735723 -0.1144534886 -0.0286444435 -9.405751e-02
## x.V98 0.0362527699 0.0475024899 -0.0759025550 -1.519647e-02
## x.V99 0.0847485683 0.0979781588 -0.0703414706 8.790216e-02
## x.V100 -0.0145160269 -0.0015168318 0.0266591572 -4.611762e-02
## x.V101 -0.0567311007 -0.0904257148 0.0932423087 -6.434885e-03
## x.V102 0.0057266210 -0.0588159102 -0.0034928785 -2.420115e-02
## x.V103 -0.0604844641 0.0094577810 -0.0543408162 -6.735531e-02
## x.V104 -0.1407465561 0.0600741277 -0.0040480599 -1.104556e-01
## x.V105 0.0537974284 0.0202647199 -0.0827061962 -3.610005e-02
## x.V106 0.0993939290 0.1432537370 0.0155063257 -1.139635e-02
## x.V107 0.0842756154 -0.1807446666 0.0075326441 6.511044e-02
## x.V108 -0.0764463202 0.0087190225 -0.0203863418 -3.178958e-02
## x.V109 -0.0637871718 0.0107463752 -0.0522019177 -6.886584e-02
## x.V110 0.0695713347 -0.0432012765 -0.0262530575 1.039513e-01
## x.V111 -0.0830113514 0.0479541883 0.0371408903 -8.774506e-02
## x.V112 -0.0130733338 0.0089840299 0.0232171827 3.657339e-03
## x.V113 0.0559073430 -0.0442119081 -0.0124565574 4.576574e-02
## x.V114 0.0459978293 0.0519264023 -0.0169143144 -8.962357e-03
## x.V115 -0.2098141201 0.1354591233 0.0596928110 -1.460031e-01
## x.V116 0.0123872513 0.0086876162 0.1685375571 -3.449288e-02
## x.V117 0.0304013924 0.0130768876 -0.0282597917 1.885613e-02
## x.V118 0.0298277352 -0.0329851429 -0.0349034956 -7.400335e-03
## x.V119 -0.0220301867 -0.0170826629 0.0046254822 3.828298e-03
## x.V120 -0.0073341008 -0.0002171802 0.0277688385 3.850908e-03
## x.V121 -0.0012900655 -0.0156611367 0.0069528857 3.320962e-02
## x.V122 0.0096384538 0.0465022929 -0.0002066187 -2.323589e-02
## x.V123 -0.2201663300 -0.0157692100 -0.1665366687 -5.828049e-03
## x.V124 -0.0127340262 -0.0003807721 0.0030306474 -1.781301e-02
## x.V125 0.0038109715 -0.0200779061 -0.0314641178 2.007982e-03
## x.V126 -0.0037645454 0.0082004063 -0.0324929485 5.049475e-03
## x.V127 -0.1200949690 0.0362512725 0.2133518718 4.294618e-02
## PC101 PC102 PC103 PC104
## x.V6 0.0481936722 4.253700e-03 0.0639402613 0.0098533548
## x.V7 0.1625744284 1.208016e-01 -0.0604126940 0.1700692583
## x.V8 -0.0224083896 3.706048e-02 0.1018357087 -0.0256705217
## x.V9 0.1143967133 1.428090e-01 0.0382524204 -0.0252425045
## x.V10 0.0034483685 1.079434e-02 0.1005105950 -0.0356818768
## x.V11 0.0364435347 3.110973e-02 0.0930153404 -0.0365823727
## x.V12 -0.0709058757 -3.778146e-02 -0.0007779659 0.0971029167
## x.V13 -0.1815624291 1.828161e-01 0.0432364269 0.0162047731
## x.V14 0.1647257291 -1.152666e-01 0.1694490519 -0.1217447399
## x.V15 -0.0790119605 2.460135e-01 0.1232191297 -0.0172565431
## x.V16 -0.0250789557 9.935020e-03 -0.0212409001 -0.0122985730
## x.V17 0.0542451669 -8.923027e-02 0.0249284613 0.0260521572
## x.V18 0.0193493031 1.480794e-01 -0.0552503742 -0.2758306979
## x.V19 0.0504537232 -1.126629e-02 -0.3103140771 -0.0195355709
## x.V20 -0.0366653909 2.769277e-02 0.0090260066 -0.0344611520
## x.V21 -0.0858360288 1.494309e-01 0.0952037180 -0.0419446867
## x.V22 0.0595499858 -3.487346e-01 -0.1495701665 -0.0744904454
## x.V23 -0.0085698375 -3.073163e-02 -0.1005055568 0.0296233028
## x.V24 0.0083613958 -3.186949e-02 -0.0383506340 0.0202552774
## x.V25 -0.1088635413 -5.112678e-02 0.0272013387 -0.0838382412
## x.V26 0.1637238248 -1.488018e-02 0.1950757287 -0.0565523858
## x.V27 -0.0649975451 3.515743e-02 -0.0847625265 0.3011685769
## x.V28 -0.0685808456 -2.608554e-02 -0.0040759915 0.0229523778
## x.V29 -0.0083875533 -9.206937e-03 -0.0011712057 -0.0030214417
## x.V30 0.0024640150 3.141194e-02 -0.0078257521 0.0014984655
## x.V31 -0.0031146357 1.240424e-03 -0.0638442677 -0.0072860352
## x.V32 0.0175535101 8.741152e-03 -0.0061034417 -0.0016401496
## x.V33 -0.0200645419 1.711497e-02 -0.1553955644 0.0376746751
## x.V34 0.1544268115 1.215353e-02 -0.0479657377 -0.0655215335
## x.V35 -0.0097861163 -9.079375e-02 -0.1107551579 0.0126119933
## x.V36 0.0398977014 6.562981e-02 0.1989467785 0.0048328803
## x.V37 -0.2004284226 -2.674872e-01 -0.0798683779 0.0789036908
## x.V38 0.0514370718 -3.273685e-02 0.0922974207 -0.0166758128
## x.V39 0.1302886997 -9.046858e-02 0.1514692745 -0.0027102448
## x.V40 -0.0090466020 2.017897e-03 -0.0229754475 0.0206260779
## x.V41 -0.0116735654 2.186784e-02 -0.0017795686 0.0200414126
## x.V42 0.0090545316 7.167197e-02 -0.0202729320 -0.0045358937
## x.V43 0.1578744755 6.555624e-02 0.0522317307 -0.0485670944
## x.V44 0.0056100716 -1.339418e-01 0.0261175415 0.0402265522
## x.V45 -0.0139132846 -9.359064e-02 -0.0472719851 -0.0250976313
## x.V46 -0.0466675910 5.746156e-02 0.0040205611 -0.0463375797
## x.V47 -0.0531830465 -4.689657e-02 0.0361913733 0.0003040849
## x.V48 -0.1294496535 3.530644e-01 -0.0643960839 0.0007120811
## x.V49 -0.0793479762 -1.068073e-01 0.0870481410 0.0835211935
## x.V50 -0.0692869579 -2.881302e-01 0.1541268793 -0.0379464551
## x.V51 0.0579506387 1.024482e-01 -0.1106908589 -0.0236044821
## x.V52 0.0439316743 3.866808e-02 -0.0882580499 0.0459504899
## x.V53 -0.0500801923 -2.653564e-03 -0.0011000107 -0.0014221718
## x.V54 0.0522370154 -2.738142e-04 -0.0119580175 -0.0059639406
## x.V55 0.0026512641 -1.625418e-02 0.0422798940 -0.0290558052
## x.V56 -0.0379427641 -8.333623e-02 0.0547388799 0.0033988694
## x.V57 -0.0033496557 -4.067441e-02 0.0274088762 0.0049132452
## x.V58 0.1657625186 5.604433e-02 -0.0239780387 0.0139596998
## x.V59 -0.1886677504 1.327126e-02 -0.0181663606 0.0262556346
## x.V60 0.1159706230 -8.603482e-03 -0.0226579998 -0.0212857932
## x.V61 -0.1035225002 -5.974546e-02 0.0748290391 -0.0256984873
## x.V62 -0.2225340711 6.139256e-02 0.1458646653 -0.1862823082
## x.V63 0.0109435777 1.491581e-02 -0.0125870964 0.0403406325
## x.V64 0.2113165322 -9.647621e-02 -0.0935905291 0.1127157141
## x.V65 0.2368165209 -2.591274e-02 -0.1099542081 0.1773115361
## x.V66 0.0419136135 1.200836e-01 0.2360201701 -0.0827516008
## x.V67 0.0197980572 6.568518e-02 0.1573487417 0.0098775625
## x.V68 0.0478868724 9.891166e-02 -0.1030680194 0.0371968058
## x.V69 0.0655409175 -1.625203e-01 0.0751376921 -0.0648376791
## x.V70 0.0112232907 -1.397589e-01 0.0616249734 -0.3187003760
## x.V71 -0.0071956473 -1.666641e-01 0.1154478949 0.0753936377
## x.V72 -0.0914413505 -1.534882e-01 0.1210775217 0.0954762707
## x.V73 -0.0262140523 -8.630231e-03 -0.0013791191 0.0938507173
## x.V74 -0.1520910954 7.035557e-02 -0.0844572059 0.0242554381
## x.V75 0.0348964314 -5.871606e-02 0.0103044743 -0.0570433755
## x.V76 0.0002408613 -1.855806e-02 0.0137591173 -0.0185084916
## x.V77 0.0051185627 -3.365553e-02 0.0387451177 -0.0089125561
## x.V78 0.0158257989 -1.833421e-02 0.0058535671 -0.0151305483
## x.V79 0.0008132621 -4.910036e-02 0.0158794940 -0.0254545154
## x.V80 -0.0024729590 1.090636e-03 -0.0102582488 0.0002216038
## x.V81 0.0109380454 -4.806553e-04 -0.0005876628 0.0029152469
## x.V82 -0.0088203721 -1.761659e-02 -0.0031551196 0.0089121072
## x.V83 -0.0713268624 -5.132106e-02 -0.0387563453 0.0179585428
## x.V84 -0.0033382939 5.794976e-03 0.0148849645 -0.0250433564
## x.V85 -0.0372380194 1.103193e-02 0.1123581809 0.4376405603
## x.V86 -0.0118060696 6.543535e-03 0.0381973207 0.0179074595
## x.V87 0.0948019927 -2.196634e-02 -0.1897013876 -0.4581496916
## x.V88 0.0015451039 8.312386e-02 0.0220770671 -0.0070096923
## x.V89 -0.0297131654 -1.226491e-01 0.1194473133 0.0994156352
## x.V90 0.0327402137 1.307919e-01 0.1136947331 0.0784568589
## x.V91 -0.0081896600 -1.061421e-01 -0.2684250186 -0.1273271562
## x.V92 -0.0059461903 6.443638e-03 -0.0052884626 0.0197865570
## x.V93 -0.0171781913 -5.925944e-04 -0.0185926903 0.0061473801
## x.V94 0.0031916550 1.548595e-03 0.0074089428 0.0039661726
## x.V95 0.0113634732 1.083601e-02 0.0243385106 -0.0123811711
## x.V96 -0.0049602233 6.313597e-03 -0.0081209077 0.0152958058
## x.V97 -0.2113921125 7.119494e-02 0.0841489561 -0.1755548486
## x.V98 -0.0920950219 -6.484186e-02 0.0606546183 -0.0104411566
## x.V99 -0.0404786594 5.264246e-02 0.0149190565 -0.0374484643
## x.V100 0.0051013626 -6.800908e-02 0.0251705844 0.0435775630
## x.V101 0.0628163590 3.610922e-02 -0.0349075921 -0.0006897581
## x.V102 0.0761268370 2.313062e-02 0.0649658996 -0.0594400514
## x.V103 -0.1360583869 -3.604985e-02 -0.0524605552 -0.0213237432
## x.V104 -0.0801348528 5.797274e-02 -0.1130083101 -0.0164182858
## x.V105 -0.1158216637 -4.083848e-02 -0.1012881433 0.0399659208
## x.V106 -0.1078603989 4.163156e-02 0.0701644645 -0.0215000054
## x.V107 0.3344667822 1.170016e-01 -0.0135179418 0.0739687805
## x.V108 -0.1308184259 -3.762267e-02 0.0020888992 -0.0525147320
## x.V109 -0.1365705915 -3.588756e-02 -0.0536019195 -0.0206710839
## x.V110 -0.1461331664 -7.148116e-02 -0.0077036785 0.0442849267
## x.V111 0.0982183777 1.190880e-02 0.0408444127 -0.0273059443
## x.V112 0.1428681505 9.237456e-03 -0.0594799706 -0.0197205304
## x.V113 0.1457710352 1.696039e-02 0.0151658393 -0.0528662642
## x.V114 0.0062072639 -2.757632e-02 -0.0565080124 -0.0083015825
## x.V115 -0.0245554419 5.680301e-02 0.1504057960 0.0003658469
## x.V116 -0.0068980411 -2.304073e-02 -0.1026004302 0.0299307363
## x.V117 0.0080692495 3.001050e-03 0.0187741398 0.0349226365
## x.V118 -0.0124727554 3.490670e-02 -0.0299997648 0.0180765331
## x.V119 0.0250866893 -4.838708e-03 -0.0071879366 0.0037259993
## x.V120 -0.0077251183 -1.422581e-02 -0.0227629345 -0.0024584692
## x.V121 -0.0091541674 -1.520543e-02 -0.0048673487 0.0356117431
## x.V122 -0.0481586694 5.198763e-02 -0.0090424560 -0.0253815238
## x.V123 -0.0654119103 -5.253182e-05 -0.1490338363 0.0219472955
## x.V124 -0.0126270795 -5.800530e-02 0.0046115542 0.0099160320
## x.V125 0.0015039935 -2.724415e-02 -0.0143237099 -0.0039998640
## x.V126 -0.0045471066 7.446526e-03 0.0128507203 -0.0119055184
## x.V127 0.1421163632 -1.417693e-01 0.2828814192 -0.0113982116
## PC105 PC106 PC107 PC108
## x.V6 0.0037022609 -0.052935718 -0.0104991766 -0.0512785557
## x.V7 0.0610949001 0.273131092 0.0236428820 -0.0406740737
## x.V8 -0.1002984460 -0.032585058 -0.0385623310 -0.0383533446
## x.V9 -0.1063928628 -0.078073850 0.0632338574 -0.0501010959
## x.V10 -0.0445362203 0.007356921 0.0221946449 0.0100391644
## x.V11 -0.0880808723 0.118270196 0.0529066249 -0.0466966751
## x.V12 -0.0870312013 0.104767861 0.0190768302 0.1943533160
## x.V13 -0.0098510979 0.009174082 -0.0190411479 0.2860526620
## x.V14 0.0528032191 -0.223447186 0.0131317781 -0.3852526301
## x.V15 0.1990750922 -0.163169542 -0.0342043658 0.0779371369
## x.V16 0.0222764192 0.035246587 -0.0336033363 0.0448806954
## x.V17 -0.0099260115 0.012641969 0.0328721739 0.0501745536
## x.V18 -0.1398471617 -0.113699567 -0.1288077392 -0.3580806546
## x.V19 0.1134280266 -0.098261082 0.0013280648 0.1081734241
## x.V20 0.0067771287 -0.027282840 0.0017934137 0.0154196691
## x.V21 -0.0419457035 0.006507456 0.0169130564 0.0034656593
## x.V22 -0.0737254383 -0.005000018 0.0698692342 0.0347327540
## x.V23 -0.0321746243 -0.006284683 0.0601354686 0.0057404268
## x.V24 0.0358404278 0.020533295 0.0032757396 0.0237140153
## x.V25 0.2872000194 0.160333775 0.2776274953 0.0506848441
## x.V26 -0.0357250958 0.078146793 -0.3227643958 0.3419237362
## x.V27 -0.1324821229 -0.061279261 0.1768412316 -0.1722595021
## x.V28 -0.0090049772 0.030512534 0.0176035147 0.0224261311
## x.V29 -0.0068004650 -0.009597883 -0.0135755732 0.0032785484
## x.V30 0.0018756277 0.002373098 -0.0090718498 -0.0256599216
## x.V31 -0.0129642863 -0.015553017 -0.0164152942 0.0056915622
## x.V32 0.0048786374 -0.031256781 -0.0014973281 0.0114584717
## x.V33 -0.0153136805 0.031974670 0.0040051074 0.0189100576
## x.V34 0.0645388967 0.112548704 0.1059819198 0.0428585117
## x.V35 0.0643007584 -0.049433586 -0.0351123161 -0.0408224238
## x.V36 -0.0927851912 0.069598240 0.0221526479 0.0495202646
## x.V37 0.0364948466 -0.193921396 -0.0549951698 0.0005049576
## x.V38 0.0257604471 0.006098291 0.0047890363 -0.0139074648
## x.V39 0.0367371101 0.174057564 0.1372358144 0.0211419886
## x.V40 -0.0185718886 -0.006206700 -0.0153941129 0.0089196366
## x.V41 -0.0070317567 0.008467498 -0.0092469077 0.0016915995
## x.V42 0.0310156484 0.046119172 -0.0018014876 -0.0249635765
## x.V43 -0.0139181253 0.141092428 0.0569799075 0.0169208156
## x.V44 -0.0611371801 -0.010707954 0.0272475348 0.0900308265
## x.V45 -0.0142384806 -0.006999782 -0.0328503696 -0.0243450867
## x.V46 0.0681717649 -0.067562198 -0.0399599277 -0.0878565562
## x.V47 0.0316860485 -0.033802265 0.0152100090 0.0045287382
## x.V48 0.0202700579 -0.193248371 -0.0827883996 -0.0541109114
## x.V49 -0.0703836923 -0.288979346 0.3447154959 -0.1285470786
## x.V50 0.0047176688 0.209114993 -0.3627897210 0.0624723800
## x.V51 -0.0421874851 0.062738977 -0.0103798962 -0.0185117633
## x.V52 -0.0125162826 0.076961918 -0.0104942876 0.0105161546
## x.V53 0.0155364525 -0.010387285 -0.0203293594 -0.0190116569
## x.V54 -0.0445462312 -0.010635072 0.0013126673 0.0058547146
## x.V55 0.0480858601 -0.011818040 0.0115999053 -0.0094809625
## x.V56 -0.0124179877 -0.011939078 -0.0176741007 -0.0112966844
## x.V57 -0.0110949719 0.016295467 0.0245355563 -0.0028948753
## x.V58 0.0596520027 -0.018555520 -0.0214688498 -0.0092604800
## x.V59 0.0606948352 0.031071049 -0.0554582814 -0.0134235430
## x.V60 -0.1520582177 0.013975032 0.0522563980 0.0192834438
## x.V61 0.0149991872 0.001942426 0.0267583692 0.0061987752
## x.V62 -0.0901356244 0.133410424 0.1424803544 -0.0610205524
## x.V63 0.0106169575 -0.084840103 -0.0697744421 0.0520159237
## x.V64 0.0815928434 -0.125130348 -0.0939897324 -0.0223763835
## x.V65 0.0886338693 -0.020749781 -0.0819700579 -0.0365759449
## x.V66 -0.1531811007 -0.020745737 0.1222094322 0.0388830453
## x.V67 -0.0330945513 -0.112056897 0.0702524642 0.0687471073
## x.V68 0.0422298623 0.041109624 0.0103463142 -0.0433860498
## x.V69 -0.0698585317 0.039148609 0.0119472637 0.0115032262
## x.V70 -0.2341974436 -0.323772514 -0.2432088849 0.0925644472
## x.V71 0.1355903011 -0.009919822 0.1515466679 0.0341317220
## x.V72 0.1477596751 -0.017922191 0.0958847145 -0.0074534738
## x.V73 0.0883662230 0.021289962 0.0857097155 0.0543735987
## x.V74 -0.0120387958 0.083053492 -0.0281090684 0.0075311543
## x.V75 0.0175514929 -0.014322292 0.0159028304 -0.0063075622
## x.V76 0.0171062253 -0.007678900 -0.0037258609 -0.0043043386
## x.V77 -0.0241780105 0.010908706 0.0311934700 0.0094169418
## x.V78 -0.0084774327 0.007308107 0.0098112641 0.0176135216
## x.V79 -0.0169470313 -0.033429308 -0.0298182601 0.0264915279
## x.V80 -0.0053133883 -0.002544309 -0.0116344115 -0.0067223667
## x.V81 0.0235110741 -0.020396886 0.0037700632 0.0114960602
## x.V82 0.0110856801 -0.001790890 0.0010802814 0.0082912300
## x.V83 -0.0294691376 0.017161619 -0.0120964576 0.0089492641
## x.V84 0.0136192260 -0.012422486 0.0220000513 0.0159759685
## x.V85 -0.2687216940 -0.071879663 -0.0644898279 -0.0153528792
## x.V86 -0.0095975151 -0.086624561 -0.0416894914 0.0392774968
## x.V87 0.2725645759 0.068174589 0.1021600482 -0.0122589724
## x.V88 0.0454535239 -0.099361786 0.0367601748 0.0490042162
## x.V89 0.0480599670 0.090664067 -0.2393749123 -0.2299509197
## x.V90 0.3293230725 -0.130769378 0.0037307583 0.2027746041
## x.V91 -0.3554255687 0.174722507 0.1930246384 0.0694898457
## x.V92 -0.0084088326 0.034564992 -0.0072273319 -0.0107066060
## x.V93 -0.0075226771 0.034882148 0.0066079531 0.0099983881
## x.V94 0.0190391534 -0.031075694 0.0005795514 0.0058552373
## x.V95 -0.0154055284 -0.005039629 -0.0168860465 0.0080795038
## x.V96 -0.0004650655 0.009563582 0.0055183390 0.0007666113
## x.V97 -0.1648409487 0.119163391 0.1264216626 0.0914612736
## x.V98 0.0306472804 -0.029988182 0.0101297400 0.0382675999
## x.V99 -0.0086081981 0.060121627 0.0149655359 -0.0134210563
## x.V100 -0.0216249384 0.039808132 0.0136406264 -0.0081647900
## x.V101 -0.0101631071 -0.006861756 -0.0273741667 -0.0162816718
## x.V102 -0.0761949591 0.047829069 -0.1170345100 0.0933794505
## x.V103 -0.0533959441 -0.005841770 -0.0274220695 0.0506306616
## x.V104 0.1181733819 0.016041244 -0.2462387990 0.0503650563
## x.V105 0.0124784959 0.072960965 -0.0270447060 -0.0482882538
## x.V106 0.0515434228 -0.006918272 -0.0210247674 0.0402656889
## x.V107 -0.1382234525 0.066218451 -0.0169372257 0.0129203647
## x.V108 0.0401435582 -0.011902099 0.0003326571 -0.0406599779
## x.V109 -0.0551430591 -0.003744708 -0.0262073258 0.0532971275
## x.V110 -0.0191971066 -0.018805546 -0.0391352338 0.0012775210
## x.V111 -0.0256941427 0.069419261 0.0039283781 -0.0661864729
## x.V112 -0.0750747604 -0.133008822 0.1226521984 0.2196768253
## x.V113 -0.0746189909 -0.236251613 0.0711041000 0.1720237222
## x.V114 -0.0311210711 -0.040029284 0.0314124523 0.0397281801
## x.V115 0.0496432185 0.274947310 -0.1218712754 -0.3335004893
## x.V116 0.1226807541 -0.030424437 -0.0419981395 -0.0075267939
## x.V117 0.0002889352 0.040578942 0.0191729943 -0.0065652219
## x.V118 0.0091119797 0.011814973 -0.0112937192 0.0099238665
## x.V119 -0.0145678150 0.004758629 0.0032948523 0.0044918464
## x.V120 0.0016523640 -0.016768857 0.0245593825 0.0067876324
## x.V121 -0.0207594913 -0.004205111 -0.0078666727 0.0115715743
## x.V122 0.0261254096 -0.016451406 0.0010873238 -0.0302916582
## x.V123 0.0349115022 -0.038053012 -0.1038214950 -0.0680408095
## x.V124 0.0392728181 -0.022549640 -0.0341783521 0.0141891285
## x.V125 0.0117417160 -0.021371312 -0.0204886790 0.0109084962
## x.V126 -0.0233735449 0.006087821 0.0089014992 0.0053691199
## x.V127 0.1901954733 -0.061117787 0.1271294547 0.0154974812
## PC109 PC110 PC111 PC112
## x.V6 -1.670459e-02 -0.0418870083 -0.1024048982 -0.0438047478
## x.V7 8.175141e-02 0.0144706490 0.0043058147 0.0373693221
## x.V8 1.217560e-02 -0.0282714158 0.0019130863 -0.0561504028
## x.V9 -7.807301e-02 -0.0014378885 0.0674127454 -0.0472095430
## x.V10 -5.896191e-03 0.0066483383 0.0165601911 -0.0113714386
## x.V11 -1.263864e-02 0.0124285061 -0.0055818233 0.0136597531
## x.V12 -1.593724e-02 0.1448715167 -0.1478461837 0.0892119679
## x.V13 -1.903487e-02 0.2080797632 -0.1414905414 0.0070580659
## x.V14 -2.151751e-02 -0.3804771597 0.2339298818 -0.1421225957
## x.V15 3.093934e-02 0.0799497339 -0.0986947178 -0.0844585981
## x.V16 4.980334e-03 0.0567961870 0.1004347542 0.0436340747
## x.V17 -7.969020e-03 0.0141844717 -0.0835192705 0.0120453629
## x.V18 2.318440e-03 0.0427607377 -0.5508038117 0.1163903686
## x.V19 -7.512671e-02 -0.0909783070 -0.0171177919 0.0598613435
## x.V20 -1.242674e-02 -0.0035275969 -0.0022082226 -0.0248712831
## x.V21 1.636715e-02 -0.0263618289 0.0412293637 -0.0189189896
## x.V22 -4.174829e-02 -0.0463668067 -0.0387389999 0.0719141773
## x.V23 -3.220089e-02 -0.0326743256 -0.0052919886 0.0341308978
## x.V24 8.330187e-05 -0.0143776650 -0.0137860752 0.0105449071
## x.V25 -8.075424e-02 0.1257974925 0.3708213248 -0.1636889379
## x.V26 4.146933e-01 -0.2891854204 0.0151978871 0.2125671624
## x.V27 -3.069283e-01 0.1687257982 0.0351647341 -0.1536641937
## x.V28 -1.001660e-02 -0.0526954657 0.0049559846 0.0117874989
## x.V29 -5.570961e-03 0.0045638653 0.0028874075 0.0039929003
## x.V30 5.340581e-03 0.0105261788 0.0078430763 -0.0112581711
## x.V31 -5.755233e-03 0.0063600549 0.0095260678 0.0141163539
## x.V32 -1.371081e-02 -0.0005500380 -0.0001692889 -0.0001429490
## x.V33 -3.427207e-02 0.0062348780 -0.0317992995 0.0137981752
## x.V34 3.783776e-03 0.0177918696 -0.0651488562 0.0652003441
## x.V35 5.473160e-02 0.0002487864 0.0127084880 0.0241176347
## x.V36 -8.622700e-02 -0.0291737095 -0.0295048350 -0.0590379923
## x.V37 4.701374e-02 -0.0113916744 -0.0976421276 -0.0019800214
## x.V38 2.661619e-02 0.0372923697 -0.0149627507 -0.0143709913
## x.V39 3.216346e-02 0.0445361603 -0.0468275446 0.0282034139
## x.V40 -2.149636e-02 -0.0169115955 0.0234105876 0.0091061579
## x.V41 -7.575268e-03 0.0372338236 0.0177346622 -0.0015165299
## x.V42 4.008822e-02 0.0199682559 -0.0183116121 -0.0229382685
## x.V43 -2.086134e-02 -0.0550101012 0.0272943574 -0.0173844544
## x.V44 -9.849567e-03 0.0145167608 -0.0205102375 -0.0188905138
## x.V45 4.631859e-02 0.1021705473 -0.0616425761 0.0091753278
## x.V46 5.069015e-02 0.0540249202 0.0263091263 -0.0595608447
## x.V47 -3.010997e-03 -0.0433797422 -0.0405351907 0.0226290941
## x.V48 7.828472e-03 -0.2392751598 0.1260805989 0.0732094194
## x.V49 3.515567e-01 0.2423581824 0.0141159213 0.2545445974
## x.V50 -2.833685e-01 -0.0820029489 -0.1689059320 -0.3180100371
## x.V51 -4.709686e-02 -0.0477542517 0.0229811162 0.0341738613
## x.V52 1.278208e-02 -0.0054035020 0.0233687378 0.0475758077
## x.V53 7.423890e-03 0.0016886897 0.0107513170 -0.0173703845
## x.V54 -3.186609e-03 -0.0034579722 -0.0113425171 0.0172852171
## x.V55 5.675644e-02 -0.0322436754 0.0200070027 0.0080185656
## x.V56 3.567363e-03 0.0354128403 -0.0137592243 0.0043460214
## x.V57 6.671824e-03 0.0089073970 0.0064015780 0.0092830118
## x.V58 5.592903e-03 0.0771083980 0.0281280619 0.0060674020
## x.V59 5.438581e-02 0.0221390340 -0.0369072965 -0.0549581341
## x.V60 -8.460688e-02 -0.1044043472 0.0608442929 0.0336520078
## x.V61 2.904122e-02 0.0181785057 -0.0431774985 0.0210673005
## x.V62 -4.016375e-02 -0.1383586778 -0.0690080099 -0.0573213419
## x.V63 3.423613e-02 0.0846033956 0.1301394123 0.2247584084
## x.V64 -3.732990e-03 0.1170363474 -0.0447961338 0.0534238681
## x.V65 8.901760e-02 -0.0317181954 -0.0522046983 -0.3127915048
## x.V66 -1.058280e-01 -0.0362388363 -0.0036233160 0.0267528849
## x.V67 -6.850763e-02 -0.0071958461 -0.0005450740 -0.0358289683
## x.V68 -9.292788e-02 0.0040208417 -0.1636863512 -0.1320654749
## x.V69 8.538477e-02 0.0342886014 0.1451451865 0.1202895846
## x.V70 1.050653e-02 0.3459604480 0.2117243056 -0.2449849901
## x.V71 -1.983636e-02 -0.0768236002 -0.1631025127 -0.0247399513
## x.V72 -4.558196e-02 -0.1564296603 -0.1116972008 0.0521255696
## x.V73 -4.947724e-02 -0.1623489081 -0.0538130661 0.0391011780
## x.V74 -2.786694e-03 -0.0674855489 -0.0045527250 0.0187116655
## x.V75 1.525688e-02 0.0170226465 -0.0092808845 0.0029919140
## x.V76 1.140816e-02 0.0115665707 -0.0035015401 -0.0080991325
## x.V77 1.401214e-02 0.0052678735 0.0094831314 -0.0047789494
## x.V78 1.333489e-02 0.0031477091 -0.0022034735 -0.0043742035
## x.V79 1.239634e-03 0.0751461427 0.0104635907 -0.0304121889
## x.V80 1.208740e-03 -0.0031773603 0.0070634170 0.0001544303
## x.V81 -6.331534e-03 0.0084352218 -0.0145069164 -0.0080934476
## x.V82 -9.192038e-03 -0.0081207636 -0.0067978307 0.0102801595
## x.V83 -2.849505e-02 -0.0117972314 -0.0055449483 0.0096331825
## x.V84 -1.401446e-02 -0.0226054759 0.0013732800 0.0091926413
## x.V85 1.823128e-02 -0.0332705868 0.0027450738 -0.0451929657
## x.V86 7.648333e-02 -0.0694816314 0.0283463707 -0.0802552381
## x.V87 -8.467821e-02 0.0777768632 -0.0669775716 0.0909780612
## x.V88 -1.158331e-03 -0.0430891117 0.0263258237 -0.1026083765
## x.V89 -3.422370e-01 0.0540356268 0.1333255384 0.4780914312
## x.V90 4.856816e-02 0.0527606890 -0.0984621663 -0.1356136146
## x.V91 2.390054e-01 -0.0479516497 0.0030900025 -0.2381061570
## x.V92 1.481321e-02 0.0001807406 -0.0082427586 0.0046908644
## x.V93 1.220194e-02 0.0048459908 0.0041657026 0.0024972598
## x.V94 -3.607298e-04 -0.0052764203 -0.0092609547 0.0018528212
## x.V95 -3.034669e-03 -0.0053622902 0.0035484645 -0.0052885731
## x.V96 -2.513526e-03 -0.0029076081 0.0008363984 -0.0010020273
## x.V97 -1.230447e-01 -0.0564813297 0.0435780888 0.1411948611
## x.V98 -6.132317e-03 -0.0275593343 -0.0183079132 -0.0146144783
## x.V99 -3.975129e-02 -0.0220675263 0.0189782451 -0.0098840535
## x.V100 1.652759e-02 0.0293975723 -0.0232137817 0.0166282108
## x.V101 2.453754e-02 0.0214074743 0.0140290033 0.0176835895
## x.V102 -1.439284e-01 0.2081605134 0.1567855198 0.0556247396
## x.V103 -2.351339e-02 -0.0225448066 -0.0550715145 0.0400420745
## x.V104 -9.267058e-02 0.1138995190 0.1962814691 0.0385487116
## x.V105 1.211463e-01 -0.1504634929 0.1982893332 -0.0417938343
## x.V106 -8.138513e-03 0.0040112513 0.0066121707 -0.0371132908
## x.V107 -5.171583e-02 0.1384464117 -0.0209725255 0.0089824180
## x.V108 2.451170e-02 -0.0723030229 0.0201162632 0.0268531963
## x.V109 -2.470874e-02 -0.0206251354 -0.0585348373 0.0361788678
## x.V110 1.633551e-02 -0.0448471357 -0.0319043226 -0.0085391029
## x.V111 -2.224441e-02 0.0060955921 0.0041289782 0.0199041686
## x.V112 -2.318756e-01 -0.1370015735 0.0089262766 0.0973654392
## x.V113 -1.933383e-01 -0.1252593602 0.0031476370 0.0142880791
## x.V114 -3.629590e-02 -0.0135802463 -0.0304479623 0.0154152706
## x.V115 2.371282e-01 0.2031540131 0.0451094853 -0.0734581621
## x.V116 2.324995e-02 -0.0105483647 -0.0274666365 0.0214570346
## x.V117 1.056015e-02 -0.0230813995 0.0043586873 -0.0141334166
## x.V118 1.359701e-02 0.0109949589 -0.0130676094 -0.0022221280
## x.V119 -3.194141e-03 0.0021710871 -0.0010524091 0.0028053359
## x.V120 -1.838716e-02 -0.0130348592 -0.0037935047 0.0046920223
## x.V121 8.286805e-03 -0.0016318677 0.0062996976 0.0002702163
## x.V122 2.488102e-03 -0.0038381593 0.0119310252 -0.0306840649
## x.V123 3.503420e-02 -0.0700621607 0.0385152288 -0.0029602774
## x.V124 -1.639904e-02 0.0601073671 -0.0073235005 0.0399917272
## x.V125 9.322643e-03 -0.0049948529 -0.0006834037 -0.0226438540
## x.V126 -8.638122e-03 -0.0049641241 0.0005172443 -0.0098535683
## x.V127 -2.516189e-02 0.1086957460 -0.1365666771 0.0008880290
## PC113 PC114 PC115 PC116
## x.V6 -0.0663372878 0.0629585179 0.0958019693 1.123208e-01
## x.V7 -0.0088073608 0.0333195619 0.0187823755 4.853173e-02
## x.V8 -0.0175292476 -0.0095681801 0.0046319326 -8.200461e-03
## x.V9 -0.0212887127 -0.0632899819 -0.0025020841 1.359002e-02
## x.V10 0.0018568807 0.0046524297 -0.0151733263 7.565322e-04
## x.V11 0.0005908530 0.0003168646 -0.0174638756 5.516062e-02
## x.V12 -0.0919972605 -0.0154454264 -0.0394237033 -7.028462e-02
## x.V13 -0.0387057762 0.0084443630 -0.0168468825 -9.540972e-02
## x.V14 0.1767003086 0.0149077134 0.0513164569 9.426834e-02
## x.V15 -0.0976129610 -0.0629708623 -0.0708416658 -3.427104e-02
## x.V16 0.0694515652 -0.0643358116 -0.0861655442 -1.031347e-01
## x.V17 -0.0275609380 -0.0157376717 0.0452438803 6.186733e-02
## x.V18 0.1048038777 -0.1194314981 -0.0511693290 -1.694836e-01
## x.V19 -0.1013171216 -0.0324639081 -0.0034511595 3.091428e-02
## x.V20 0.0048785717 -0.0225845298 0.0033860438 -7.778494e-04
## x.V21 -0.0448741003 0.0192575021 0.0058558727 -2.279432e-03
## x.V22 0.0284695713 0.0387222070 0.0490983976 -2.464569e-02
## x.V23 -0.0007096284 0.0235671212 0.0024852645 -4.867497e-03
## x.V24 -0.0213943461 -0.0154160845 -0.0184500772 -4.510683e-03
## x.V25 -0.0532420540 0.0112860639 0.0287034867 1.194502e-01
## x.V26 0.0004174940 0.1619081609 0.0428923330 3.300209e-02
## x.V27 0.0014056523 -0.1189303533 -0.0410576730 -2.267557e-02
## x.V28 -0.0149095162 0.0054623316 -0.0074673758 2.680170e-03
## x.V29 -0.0023135454 0.0028426719 0.0122133649 -6.503540e-03
## x.V30 -0.0086665781 0.0012436347 -0.0092321919 -5.714193e-03
## x.V31 -0.0151144643 0.0051504022 -0.0016131052 -6.910315e-03
## x.V32 0.0034098489 0.0017179561 0.0079211579 -5.552457e-03
## x.V33 0.0010371230 0.0007131709 -0.0027407342 -1.059608e-02
## x.V34 -0.0237403145 -0.0312976530 -0.0418809496 -3.297888e-02
## x.V35 -0.0112577684 0.0737115719 -0.0108949101 -6.189842e-03
## x.V36 0.0513612784 -0.0838354518 -0.0308924349 8.910306e-03
## x.V37 0.0563521512 0.0338489798 0.0086663957 -1.173672e-02
## x.V38 -0.0085123406 -0.0164494014 -0.0129167971 5.163628e-03
## x.V39 0.0053721073 0.0119231119 -0.0483891467 -6.353077e-02
## x.V40 0.0047308670 0.0047492903 -0.0029390837 -2.290038e-03
## x.V41 0.0004295125 -0.0028922382 -0.0049864090 -2.664624e-02
## x.V42 -0.0442010489 -0.0232524221 0.0105912848 6.343686e-03
## x.V43 -0.0430614608 -0.0321466950 -0.0315181787 2.319474e-02
## x.V44 -0.0054388111 -0.0164263429 -0.0353384417 -9.111278e-02
## x.V45 -0.0533043518 -0.0280557899 -0.0164573303 6.736330e-03
## x.V46 0.0445033667 0.0040947594 0.0027764923 -6.638448e-02
## x.V47 -0.0265824408 0.0241174374 0.0191558760 1.098219e-01
## x.V48 0.0422889152 -0.1248015810 0.1606883716 -1.743028e-02
## x.V49 -0.0175780627 0.1808192240 0.0683183461 -7.012516e-02
## x.V50 0.0522869600 -0.1685985697 -0.0874057397 1.434070e-03
## x.V51 -0.0014615364 -0.0156339654 -0.0148908793 3.811879e-02
## x.V52 -0.0215291158 0.0225650569 0.0044915937 -8.599680e-03
## x.V53 -0.0270554069 -0.0187701262 -0.0159700237 -4.157611e-03
## x.V54 0.0269224831 0.0131280229 0.0247340166 2.051773e-02
## x.V55 -0.0135481641 -0.0045016250 -0.0068325717 1.700055e-02
## x.V56 0.0320049834 -0.0098538856 0.0095877563 -2.375146e-03
## x.V57 0.0139947558 0.0005653780 -0.0058099294 3.559625e-03
## x.V58 -0.0013640876 -0.0453546907 -0.0812560184 3.720322e-02
## x.V59 0.0305137357 0.0417958366 0.1843899338 -1.086126e-02
## x.V60 -0.0646776230 0.0806577571 -0.0954256091 -9.132661e-02
## x.V61 0.0317839715 -0.0773597182 -0.0180638299 8.163361e-02
## x.V62 -0.2049967641 0.1530619126 0.1686923087 -2.063748e-01
## x.V63 0.3276385732 -0.1905222511 -0.4118776142 3.256054e-01
## x.V64 0.0780072877 -0.1892479538 0.0676945788 -1.174882e-01
## x.V65 -0.2680949470 0.2059456163 0.2471673862 -6.320327e-02
## x.V66 -0.0040234226 0.0199150247 -0.0085531155 1.257567e-02
## x.V67 0.0055743162 0.0052472665 0.0184168419 -6.637119e-02
## x.V68 0.1579749730 0.5110719016 -0.2118971910 1.268732e-01
## x.V69 -0.1812153499 -0.5160743610 0.2035836593 -1.361755e-01
## x.V70 -0.2295345364 0.1160601851 -0.1171654772 4.888955e-02
## x.V71 0.1140860970 0.0239678832 -0.0648359851 -2.999717e-02
## x.V72 0.0974605360 0.0048408535 -0.0041173773 -2.314116e-02
## x.V73 -0.0042533082 -0.0896988353 0.0378126476 -7.836621e-02
## x.V74 0.0223952450 -0.0377862693 -0.0222973329 1.874125e-02
## x.V75 -0.0385712389 0.0046023431 -0.0476514591 -2.089099e-02
## x.V76 -0.0086312137 -0.0021259899 -0.0087457594 -6.287074e-03
## x.V77 0.0105115228 0.0104805673 -0.0061927529 -2.520551e-03
## x.V78 0.0109808825 -0.0028554296 -0.0110440756 -4.916253e-03
## x.V79 0.0445153026 0.0959452244 -0.0731132513 4.631067e-02
## x.V80 -0.0158211667 -0.0011685131 -0.0059371748 4.186689e-03
## x.V81 0.0020429015 -0.0131398854 0.0041450225 -3.447236e-03
## x.V82 -0.0020807622 -0.0005036318 0.0086205696 -1.163035e-02
## x.V83 0.0141584874 0.0071088899 0.0127234365 1.123380e-02
## x.V84 0.0037248981 0.0051506611 -0.0039509296 -1.368784e-03
## x.V85 0.0753953452 -0.0283760104 0.1440473027 -1.264391e-02
## x.V86 -0.0629313243 0.0337275717 -0.2196650311 3.099685e-02
## x.V87 -0.0017466571 -0.0164860273 0.1068434444 -1.308247e-02
## x.V88 0.1049400043 -0.0466976649 0.0185922959 9.409452e-03
## x.V89 -0.2927687580 0.2052419550 -0.0266141879 -1.247556e-03
## x.V90 -0.0241449891 -0.1059881783 -0.0093641487 -1.746085e-02
## x.V91 0.2140764219 -0.0579166454 0.0346860032 2.993400e-02
## x.V92 0.0045702090 -0.0026414347 -0.0013485577 -4.841509e-03
## x.V93 -0.0187141172 -0.0028718371 -0.0109068716 -1.913974e-02
## x.V94 -0.0036681190 0.0044912634 0.0002442786 5.509100e-03
## x.V95 0.0013670898 -0.0057165627 0.0020774598 -3.709898e-03
## x.V96 0.0065661126 -0.0006270988 0.0010826999 5.858255e-05
## x.V97 0.0299802584 0.0441181790 -0.0589207539 7.771328e-02
## x.V98 -0.0219118376 0.0013894318 -0.0216370110 8.578788e-03
## x.V99 0.0577478116 0.0003579329 0.0034233319 2.454306e-02
## x.V100 0.0008383838 0.0045172684 -0.0009095101 -2.012620e-02
## x.V101 -0.0049620421 0.0091071146 0.0121177554 -1.322282e-02
## x.V102 0.4379862657 0.1707217532 0.3126221364 -2.355692e-01
## x.V103 -0.0273558445 -0.0159991184 0.2009888610 3.006551e-01
## x.V104 0.3118995109 0.0838603317 0.2165395476 -1.954545e-01
## x.V105 -0.0267502241 0.0219755114 -0.3928325875 -5.472077e-01
## x.V106 0.0030677100 -0.0302982130 -0.0117453324 -3.003291e-02
## x.V107 -0.0636851194 -0.0248741183 0.0034254021 6.389091e-02
## x.V108 0.0298523246 0.0278830589 0.0083472909 -2.071190e-02
## x.V109 -0.0273164212 -0.0182409713 0.2036519543 3.053710e-01
## x.V110 0.0251043545 0.0201850334 0.0072200959 8.259893e-03
## x.V111 0.0007132281 -0.0078448374 -0.0109202569 -1.385801e-02
## x.V112 -0.0214167766 0.0348628220 -0.0068356663 -5.028636e-02
## x.V113 -0.0255051770 0.0111254579 0.0111196966 -7.463305e-02
## x.V114 0.0203645866 -0.0200149296 0.0068570052 -6.022858e-03
## x.V115 0.0179027489 -0.0436393638 -0.0023869313 8.155260e-02
## x.V116 0.0081304983 0.0006436583 0.0206166737 -1.468413e-02
## x.V117 0.0056129703 -0.0010359262 -0.0022492119 1.729187e-03
## x.V118 -0.0124943004 -0.0079527337 0.0027815003 1.421038e-03
## x.V119 0.0054844945 -0.0022323834 -0.0037186860 -2.361746e-03
## x.V120 0.0033762544 -0.0017120781 -0.0017766874 -2.776325e-04
## x.V121 0.0089020327 0.0083124209 0.0107234725 -8.720352e-03
## x.V122 -0.0101715909 -0.0185419364 0.0045148051 6.602820e-03
## x.V123 -0.1830136378 -0.0507821079 -0.0889367334 6.462710e-02
## x.V124 0.0297797119 0.0155152103 0.0838141736 8.066273e-02
## x.V125 0.0093164359 -0.0161849130 -0.0003216048 9.421209e-03
## x.V126 -0.0095433826 -0.0046120825 -0.0073999179 6.228597e-04
## x.V127 0.1528430948 0.0262221218 0.0188100830 -6.022368e-02
## PC117 PC118 PC119 PC120
## x.V6 0.6106478479 -0.1501719708 -1.473014e-01 -1.024797e-01
## x.V7 -0.0242136890 -0.0614614987 -2.360092e-02 -1.845992e-03
## x.V8 -0.0047702588 -0.0085071941 2.212519e-02 2.697493e-04
## x.V9 0.0064812297 -0.0269418436 -1.198973e-02 -1.992597e-02
## x.V10 0.0023547732 0.0099931464 2.978325e-03 3.676286e-03
## x.V11 0.0013838317 -0.0215727821 -1.096058e-02 4.046427e-03
## x.V12 0.0126864726 0.0203010288 -1.666238e-02 -7.751433e-03
## x.V13 0.0341275791 0.0126607330 -2.016917e-02 -2.368864e-02
## x.V14 -0.0667746020 -0.0140870081 6.336910e-02 1.881196e-02
## x.V15 -0.0137105598 0.0364814872 6.032490e-02 -7.263848e-03
## x.V16 -0.6196542712 0.1482561986 1.589495e-01 1.062490e-01
## x.V17 0.0257058789 -0.0264916743 -1.880865e-02 3.443867e-04
## x.V18 -0.0391850458 0.0924771317 -1.084608e-01 -2.767975e-03
## x.V19 -0.0027396328 -0.0107052927 3.806650e-03 -4.135210e-02
## x.V20 0.0137777330 0.0101679863 -3.848805e-03 -7.357135e-03
## x.V21 0.0029783216 -0.0062145078 2.890480e-02 -9.185194e-04
## x.V22 0.0013463158 -0.0033810672 -6.069843e-02 -2.547638e-02
## x.V23 -0.0056284369 -0.0118338266 7.884940e-03 -9.211238e-03
## x.V24 -0.0050051632 0.0030883524 5.483183e-03 2.504684e-03
## x.V25 0.0561159325 -0.0172406274 3.153076e-02 -6.093801e-03
## x.V26 0.0096905248 -0.0230110942 8.715567e-02 2.035915e-02
## x.V27 -0.0294518953 -0.0218662247 -5.785852e-02 -2.533220e-02
## x.V28 0.0038284758 -0.0138514150 9.553259e-03 -1.040682e-02
## x.V29 -0.0001192664 0.0005064060 -4.083530e-03 -2.873701e-04
## x.V30 0.0016614225 0.0026245165 1.940292e-03 -5.506871e-03
## x.V31 0.0106026758 0.0013718624 -6.581409e-03 -5.034775e-03
## x.V32 -0.0013023684 -0.0003310094 -4.262730e-03 -3.029266e-03
## x.V33 -0.0138374189 0.0026136948 -7.545556e-03 -2.093247e-02
## x.V34 0.0176763881 -0.0128677805 -2.187103e-02 -2.159132e-03
## x.V35 -0.0173352390 0.0035683829 1.138293e-02 -5.251999e-04
## x.V36 0.0181540332 0.0024854118 -1.057602e-02 5.739590e-03
## x.V37 -0.0101718403 0.0178808039 -3.250488e-02 8.722634e-03
## x.V38 -0.0184461946 0.0058051880 3.339383e-03 1.793845e-02
## x.V39 -0.0058166365 -0.0046852195 -1.043365e-03 1.192000e-02
## x.V40 0.0017213300 -0.0009332415 8.953324e-04 -6.638182e-03
## x.V41 0.0164729571 0.0099741082 -9.736439e-03 2.801769e-03
## x.V42 0.0043546671 -0.0037143234 6.870321e-03 5.715718e-03
## x.V43 -0.0022972592 -0.0187279452 3.982619e-02 -1.086722e-03
## x.V44 0.0433602751 -0.0554963647 5.961734e-03 -5.086816e-02
## x.V45 0.0052898419 0.0233628578 -1.946095e-02 8.976438e-03
## x.V46 0.0494055877 -0.0568220502 2.086803e-02 -4.658377e-02
## x.V47 -0.0952209099 0.1286526934 -1.404136e-02 9.050136e-02
## x.V48 -0.0149650296 0.0210651113 -2.013283e-03 -7.510906e-02
## x.V49 -0.0119397622 0.0160947402 -3.535854e-02 2.454067e-02
## x.V50 -0.0038911080 0.0375241952 1.934165e-02 -3.282723e-03
## x.V51 -0.0017885896 -0.0200387332 6.285837e-03 -1.198090e-02
## x.V52 0.0080420302 -0.0326823534 -7.947075e-04 -1.352350e-03
## x.V53 0.0107055301 0.0071778430 1.745107e-03 -3.559453e-03
## x.V54 -0.0129927368 -0.0073452894 -4.536847e-03 2.592092e-03
## x.V55 0.0073615050 -0.0018335075 1.504043e-02 1.227410e-02
## x.V56 0.0024904753 0.0096417028 -8.442084e-03 1.505268e-03
## x.V57 0.0037395880 -0.0047734423 -4.508550e-03 1.168365e-02
## x.V58 0.0156963018 0.0227514144 -3.683373e-03 2.286541e-02
## x.V59 -0.0329770825 -0.0743469487 1.932075e-02 -1.542152e-02
## x.V60 0.0238401946 0.0912009795 -3.995595e-02 -3.103291e-02
## x.V61 -0.0038557190 -0.0466610095 3.046242e-02 2.828198e-02
## x.V62 -0.0777441532 -0.0516376456 3.700904e-02 -2.691603e-02
## x.V63 0.1389408370 0.2933130926 -1.835917e-01 3.665998e-02
## x.V64 -0.0154811259 -0.5856980451 3.906102e-01 2.660680e-02
## x.V65 -0.0740487642 0.3777818421 -2.669734e-01 -3.944877e-02
## x.V66 -0.0096798570 -0.0218791567 1.956327e-02 7.578256e-03
## x.V67 -0.0019222236 0.0142245769 1.872841e-02 -7.827018e-04
## x.V68 -0.0198140512 -0.0842192550 1.169344e-01 1.232427e-01
## x.V69 0.0157468984 0.0897908437 -1.344413e-01 -1.272312e-01
## x.V70 0.0433629173 -0.0290197805 5.256262e-02 2.521583e-01
## x.V71 -0.0264846417 0.0622900055 5.367685e-02 -1.819447e-01
## x.V72 -0.0006106328 0.0051567097 -4.030720e-02 5.280920e-02
## x.V73 0.0395325169 -0.0915791702 -2.086584e-01 6.144820e-01
## x.V74 0.0167000140 -0.0209750499 3.693909e-02 -1.122787e-02
## x.V75 0.0109245485 0.0079082079 -4.634532e-03 1.347455e-02
## x.V76 0.0043601971 0.0069173233 -8.858674e-04 1.041447e-04
## x.V77 0.0031587911 -0.0024376062 -5.960654e-03 7.018529e-03
## x.V78 0.0096912624 0.0002686373 -4.901766e-03 8.032543e-03
## x.V79 -0.0267340459 0.0951074083 2.126742e-01 -6.050796e-01
## x.V80 0.0027477140 0.0020132925 5.004378e-04 -5.322097e-04
## x.V81 -0.0011654736 0.0020476153 -1.022547e-03 4.946217e-03
## x.V82 0.0008659526 0.0084119751 -5.286152e-03 5.056803e-03
## x.V83 0.0029864431 0.0088137386 -9.971462e-03 1.132674e-03
## x.V84 0.0023550994 0.0048698348 1.880327e-03 -2.878222e-03
## x.V85 0.1351199755 0.2376110921 3.408952e-01 1.203428e-01
## x.V86 -0.2641182583 -0.4096357945 -5.309604e-01 -2.029309e-01
## x.V87 0.1304152207 0.1957700171 2.013667e-01 8.729893e-02
## x.V88 0.0138953683 0.0062930526 8.680090e-03 -8.527564e-03
## x.V89 -0.0185105001 0.0015057142 -1.009453e-02 -7.405399e-03
## x.V90 0.0030308427 0.0119133436 1.313445e-03 5.276170e-03
## x.V91 -0.0013644885 -0.0259074565 -7.112378e-04 2.312505e-02
## x.V92 0.0016058038 -0.0076646417 -6.537081e-03 -3.470539e-03
## x.V93 0.0134879200 -0.0019393888 -8.696481e-03 -5.218688e-03
## x.V94 -0.0025658352 -0.0045265519 8.679628e-03 1.452859e-03
## x.V95 -0.0005925086 -0.0021806985 -3.419178e-04 -2.905135e-03
## x.V96 0.0022593049 -0.0014825411 4.552823e-03 1.670917e-03
## x.V97 0.0197332395 -0.0541329106 1.839080e-02 5.929943e-03
## x.V98 0.0152709671 0.0088236578 6.066680e-03 3.436791e-03
## x.V99 0.0153775220 -0.0020572515 -1.317857e-02 -9.355450e-03
## x.V100 -0.0094638346 -0.0048125681 -1.351329e-02 6.945691e-03
## x.V101 -0.0143223035 -0.0085436667 1.103307e-02 1.987520e-04
## x.V102 0.0108616091 -0.0036850645 -2.136819e-01 -2.210515e-02
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## x.V104 0.0499728168 -0.0100874176 -1.430907e-01 -2.625693e-02
## x.V105 0.2117710235 0.0412731583 4.849380e-02 6.092160e-03
## x.V106 0.0343535114 0.0027964416 -4.333631e-03 -1.097930e-02
## x.V107 -0.0464204396 -0.0082372291 7.559394e-03 2.671334e-02
## x.V108 0.0023586383 0.0044156853 -5.450846e-03 -4.991702e-03
## x.V109 -0.0753031816 -0.0482125954 -4.608914e-03 -4.858683e-03
## x.V110 -0.0051277126 0.0153643654 2.104053e-02 1.770200e-03
## x.V111 -0.0180871292 -0.0059160939 -1.854719e-02 -8.090501e-03
## x.V112 -0.0088480923 0.0093739622 -1.127622e-02 -3.739960e-02
## x.V113 -0.0225554757 0.0209123272 1.169698e-02 -2.402960e-02
## x.V114 0.0097221491 0.0063632837 -2.530224e-02 -1.411073e-02
## x.V115 0.0080425048 -0.0428964815 -1.458347e-02 3.262165e-02
## x.V116 -0.0279084631 -0.0009751581 6.361366e-03 -1.032363e-02
## x.V117 -0.0060577970 -0.0084462574 5.612093e-03 1.891258e-03
## x.V118 0.0121776527 -0.0142249891 -8.378472e-03 -8.370296e-03
## x.V119 -0.0073626032 -0.0021537191 1.005025e-03 1.224351e-03
## x.V120 -0.0018551454 -0.0003928132 -9.773989e-05 5.009874e-05
## x.V121 -0.0018505350 0.0026547591 3.427364e-04 -2.995409e-03
## x.V122 0.0035180495 0.0201241114 6.231849e-03 1.076708e-02
## x.V123 0.0232522508 0.0056835573 4.229104e-02 -9.761625e-03
## x.V124 -0.0139771663 -0.0140712098 -3.419201e-02 9.872480e-03
## x.V125 -0.0047452263 0.0081454932 -8.489168e-03 3.215706e-03
## x.V126 0.0091543738 0.0049982339 6.578602e-04 8.617368e-04
## x.V127 -0.0503915775 0.0382208197 -4.744700e-02 4.902621e-03
## PC121 PC122
## x.V6 -0.0759855127 -5.703861e-04
## x.V7 -0.0044476572 -5.851564e-05
## x.V8 -0.0057519802 3.394092e-04
## x.V9 -0.0189736734 6.168223e-04
## x.V10 -0.0004875155 3.571279e-04
## x.V11 0.0064896382 -2.239903e-05
## x.V12 0.0067489057 1.659130e-03
## x.V13 -0.0095765501 4.459764e-04
## x.V14 0.0230839072 -1.822881e-03
## x.V15 0.0018242513 3.475730e-04
## x.V16 0.0802498554 6.648325e-04
## x.V17 0.0102247855 5.073765e-04
## x.V18 -0.0032016972 -2.130885e-04
## x.V19 0.0127389708 2.070979e-03
## x.V20 -0.0016757720 5.024384e-04
## x.V21 -0.0012907925 2.587688e-04
## x.V22 0.0184455719 2.515920e-04
## x.V23 0.0043944109 5.492475e-04
## x.V24 -0.0019039777 5.757133e-04
## x.V25 0.0042201719 2.877359e-04
## x.V26 0.0254436421 -1.032745e-03
## x.V27 -0.0210585503 7.591949e-04
## x.V28 0.0010345383 1.385365e-04
## x.V29 -0.0026999991 -1.578905e-04
## x.V30 -0.0043525567 2.077981e-04
## x.V31 -0.0078895793 -4.012082e-04
## x.V32 -0.0009857455 -9.977512e-06
## x.V33 -0.0095950147 -6.102997e-04
## x.V34 0.0148725963 9.873354e-04
## x.V35 -0.0042456648 -2.939601e-04
## x.V36 -0.0038855626 1.810125e-04
## x.V37 0.0172394791 2.510699e-04
## x.V38 -0.0014197268 -5.581318e-04
## x.V39 -0.0102204517 -9.385421e-04
## x.V40 0.0029080326 -4.030323e-05
## x.V41 -0.0002283599 2.610640e-04
## x.V42 -0.0078665163 3.094212e-04
## x.V43 -0.0056401794 -9.989394e-04
## x.V44 0.3512027002 5.218847e-04
## x.V45 -0.0276197142 -4.030280e-04
## x.V46 0.4362111676 2.361537e-04
## x.V47 -0.7720096382 -7.834864e-04
## x.V48 0.0135593592 -1.084999e-04
## x.V49 -0.0059971375 -1.240968e-03
## x.V50 0.0010646271 2.260273e-03
## x.V51 -0.0001424631 5.030950e-05
## x.V52 -0.0027850151 -6.440746e-04
## x.V53 0.0010764659 8.819966e-04
## x.V54 0.0066265229 -7.527966e-04
## x.V55 0.0041240855 2.334634e-04
## x.V56 0.0073950323 2.016537e-04
## x.V57 0.0033702133 -1.959589e-05
## x.V58 -0.0053301070 -8.007754e-05
## x.V59 -0.0097083146 -5.665207e-04
## x.V60 0.0078021343 1.085791e-03
## x.V61 0.0078263089 -3.590474e-05
## x.V62 -0.0027608378 -4.205766e-05
## x.V63 0.0591854563 9.455713e-04
## x.V64 -0.1285962575 -3.024947e-03
## x.V65 0.0606648845 1.690315e-03
## x.V66 0.0009491693 -1.036130e-04
## x.V67 0.0057596208 4.315971e-04
## x.V68 0.0185200514 1.505953e-04
## x.V69 -0.0256904125 2.022986e-04
## x.V70 -0.0201797869 -5.116163e-04
## x.V71 0.0011626017 -1.458170e-04
## x.V72 0.0274384839 -2.772276e-04
## x.V73 0.0635409830 -5.712957e-04
## x.V74 -0.0148558475 -8.845851e-04
## x.V75 -0.0007387241 4.968270e-04
## x.V76 0.0021075887 6.260528e-05
## x.V77 0.0008242790 1.433844e-04
## x.V78 -0.0017573287 -4.294324e-05
## x.V79 -0.0652202231 5.496130e-04
## x.V80 -0.0016983497 -1.073450e-04
## x.V81 -0.0014883139 4.013220e-04
## x.V82 0.0063986332 -2.559718e-05
## x.V83 -0.0016713037 2.372838e-04
## x.V84 0.0031810144 -3.898436e-04
## x.V85 0.0241665202 2.328486e-03
## x.V86 -0.0454677182 -3.261323e-03
## x.V87 0.0207655344 7.942978e-04
## x.V88 -0.0138013783 -1.657356e-04
## x.V89 0.0470605914 -2.056233e-03
## x.V90 -0.0071025851 1.158561e-03
## x.V91 -0.0178438197 2.339982e-03
## x.V92 -0.0067921125 3.132850e-05
## x.V93 -0.0030414419 6.742462e-05
## x.V94 0.0034527052 1.451800e-04
## x.V95 -0.0018027661 4.821957e-05
## x.V96 -0.0017429458 -4.219051e-05
## x.V97 0.0151714016 2.790081e-04
## x.V98 0.0106411248 -9.044473e-06
## x.V99 0.0058567925 -4.284515e-04
## x.V100 0.0046293546 3.307565e-04
## x.V101 -0.0046670628 -1.771297e-04
## x.V102 -0.0574319484 -7.513044e-04
## x.V103 0.0601134659 7.084592e-01
## x.V104 -0.0655398104 -9.172326e-04
## x.V105 -0.1217784063 -3.849133e-03
## x.V106 -0.0169711963 5.812731e-05
## x.V107 -0.0014546098 5.895087e-04
## x.V108 0.0135242857 -2.905804e-04
## x.V109 0.0633797543 -7.056855e-01
## x.V110 0.0102891692 -4.130828e-05
## x.V111 -0.0102427916 1.877521e-04
## x.V112 0.0017764840 -5.956961e-04
## x.V113 -0.0048828203 6.628656e-05
## x.V114 -0.0010874198 -1.011173e-04
## x.V115 -0.0140224953 1.177222e-03
## x.V116 -0.0078414825 1.311783e-05
## x.V117 0.0053574834 3.641457e-04
## x.V118 -0.0096273064 -9.310295e-05
## x.V119 -0.0025282356 -2.224059e-06
## x.V120 0.0008099423 2.449423e-04
## x.V121 0.0035949036 1.142345e-04
## x.V122 0.0035839397 2.138795e-04
## x.V123 0.0204098057 -2.032308e-04
## x.V124 0.0159206930 -9.228291e-05
## x.V125 -0.0060547876 -1.474376e-04
## x.V126 -0.0006593063 -2.907984e-05
## x.V127 0.0152183127 7.985902e-04\(Z\) matrix - each columns is a principal component
crimeData.pca1$x## PC1 PC2 PC3 PC4 PC5
## 1 1.608927e+00 -0.782791766 -3.207806e+00 -1.213590761 1.804304e-01
## 2 -8.537179e-01 1.082576230 -3.352309e+00 -3.584263706 2.945794e+00
## 3 -3.082324e+00 -2.407561149 1.836383e-01 1.034859911 -1.100381e+00
## 4 2.312143e+00 2.889624558 1.857966e+00 3.856058819 -2.915139e+00
## 5 5.517163e+00 -2.464765391 1.870325e+00 2.167580038 -1.363588e+00
## 6 6.364400e+00 7.056718635 -3.096743e+00 -0.676686543 3.218687e+00
## 7 4.875976e+00 -3.207952100 1.731188e+00 1.674111218 3.694427e+00
## 8 -8.681296e+00 6.358305013 6.308397e+00 1.745179402 -2.781162e+00
## 9 -3.501594e+00 -4.255710269 -1.939850e-01 1.276038903 1.230004e+00
## 10 6.497128e+00 0.970720766 -4.083646e+00 -6.569348074 1.233074e+00
## 11 7.639116e-01 13.617269769 1.164575e+00 1.791711395 3.924747e-01
## 12 7.871587e+00 0.158796647 3.894402e-01 2.568162133 3.820038e+00
## 13 9.543213e+00 0.139213123 -1.184322e+00 2.163740175 3.936155e-01
## 14 5.293807e+00 -2.774907325 1.971961e+00 -1.936154351 -1.324996e-01
## 15 5.532176e+00 5.980916226 -2.692794e+00 -1.742320960 3.678468e-01
## 16 -2.510247e+00 -6.824597499 4.371250e-01 1.095624819 -2.291657e+00
## 17 -4.169154e+00 1.167090126 -5.267620e+00 -1.750135335 1.772065e+00
## 18 7.526960e+00 -0.526375733 -7.412896e-01 3.482227442 -2.724092e+00
## 19 5.317214e-01 -3.451140132 -5.511641e-01 -3.382905580 -3.793522e+00
## 20 -1.464228e-01 -5.907930081 2.159676e+00 4.241857011 -4.178714e-02
## 21 -1.654681e+00 4.825879789 -2.754146e-01 0.511815707 -3.618248e-01
## 22 -5.095435e+00 2.680465645 -1.071453e+01 4.742470194 -7.222699e+00
## 23 -4.926855e+00 -2.129264006 -8.033490e-02 -3.012814302 -3.452477e-01
## 24 -2.072301e+00 -1.540846226 -5.245433e-01 -1.231811161 7.136842e-01
## 25 -8.181237e+00 9.881003362 9.141134e+00 2.075654695 -3.881897e+00
## 26 5.622161e-01 0.353258274 -1.869629e+00 -6.242205795 9.220501e-01
## 27 -2.007175e+00 9.742123271 1.708796e-01 0.814253128 1.941734e+00
## 28 -1.048751e+00 -6.264733393 1.607587e+00 1.951616725 -1.094543e-01
## 29 -3.610703e+00 -5.821091550 -1.224912e+00 2.381986522 1.437938e+00
## 30 4.709150e+00 -2.924459491 1.141674e-01 1.555559527 -3.886416e+00
## 31 -3.646142e+00 -5.513872970 -4.004773e-01 -2.126395572 -1.173962e+00
## 32 -2.234638e+00 -0.947044582 -3.355633e+00 -0.090636859 6.198871e-01
## 33 -2.858399e+00 1.723569435 -2.331874e+00 -11.121093514 -4.190264e+00
## 34 -3.396017e+00 -1.516375265 -1.785207e+00 -2.353874915 1.321621e+00
## 35 1.060829e+01 8.339457842 -1.495116e+00 -2.563985497 4.492820e+00
## 36 -3.565856e+00 -2.646924966 -2.786210e+00 0.121536265 2.337130e+00
## 37 6.123705e+00 3.312866871 2.463545e+00 0.288783082 3.888394e+00
## 38 -4.869537e+00 2.973565644 4.532596e+00 -0.027147602 9.225179e-01
## 39 -3.455442e+00 -2.108584584 1.121652e+00 -2.570591380 -3.410340e+00
## 40 6.113181e+00 5.053392267 -4.619839e+00 -6.531947146 -1.362184e+00
## 41 1.642165e+00 -4.025358543 5.032782e-01 3.976166528 -3.662379e+00
## 42 6.657043e-01 -1.271422789 8.461801e-01 2.332853693 2.956882e+00
## 43 -4.554981e+00 -1.668953093 7.039024e-01 1.096064153 5.171392e+00
## 44 4.374211e+00 5.087086059 -4.523856e+00 -0.170527655 -1.523689e-01
## 45 7.723024e+00 2.746976829 1.161504e+00 4.201683289 -3.961817e+00
## 46 9.077558e-01 1.682670298 -1.917180e+00 -7.146607504 -2.298632e+00
## 47 1.475541e+00 -0.494444534 1.702020e+00 1.086439034 -1.772184e+00
## 48 -4.686945e+00 -2.196769447 3.762211e+00 2.143739780 -2.217157e+00
## 49 2.944995e+00 -1.528939793 -1.864178e+00 -2.216572248 1.083794e+00
## 50 -1.693305e+00 -3.318290557 1.318242e+00 -0.106083084 2.441578e+00
## 51 -3.202994e+00 -3.504504263 -8.588258e-01 1.377215071 2.943349e+00
## 52 -1.993392e+00 6.388203135 -5.999709e-01 1.006893704 -3.691882e+00
## 53 1.283201e+00 -2.149130962 8.963493e-01 3.445691146 -6.538275e-01
## 54 8.769828e+00 0.001780270 4.951134e-01 2.333741726 -1.832997e+00
## 55 -2.550413e+00 -3.545157156 2.763297e+00 0.951110949 1.034751e+00
## 56 -5.435338e+00 -3.177950685 2.844419e+00 0.598585060 5.845979e-01
## 57 2.840302e+00 4.784565930 -2.330990e+00 -0.999648947 3.909216e-01
## 58 -4.526075e+00 -4.593168762 -4.241274e-01 0.087376820 -3.585168e-01
## 59 -1.238234e-01 -0.138320548 -3.773676e+00 -1.054838001 -1.565202e+00
## 60 1.851640e+00 -2.288099388 3.009489e-01 3.186265403 8.844449e-01
## 61 6.101490e+00 -0.678652597 -5.766168e-01 3.282953202 1.345375e+00
## 62 -3.141630e+00 -4.760307839 -1.055959e+00 -1.669334221 -1.687684e+00
## 63 -3.266691e+00 -2.176675829 -1.829048e-01 -5.245416313 -1.280267e+00
## 64 -4.512777e+00 -0.075657409 3.296863e+00 -0.224877307 -3.326442e+00
## 65 -5.781315e+00 1.806352162 2.133661e+00 1.220804466 4.200771e-01
## 66 1.050312e+01 3.105848812 -3.982865e+00 0.725075013 1.811742e+00
## 67 -3.248119e+00 -1.923251339 3.851962e-01 -0.204026767 3.030629e+00
## 68 8.222534e+00 3.728877541 -1.830475e+00 -0.227825552 -1.125139e+00
## 69 -6.514250e+00 8.128442531 3.528017e+00 2.516317207 2.882066e+00
## 70 -1.937164e+00 -5.782725289 1.082498e+00 2.112112619 -1.530415e+00
## 71 1.071465e+01 1.050395786 7.394985e-01 -1.182232426 -6.925533e-01
## 72 3.032028e+00 0.189943740 -2.932433e-01 0.224890066 -2.039305e+00
## 73 1.542168e+00 -1.213109992 1.245486e+00 -6.652946508 5.559320e-01
## 74 7.997582e+00 -1.339266069 -8.135508e-01 1.441064868 -2.429144e+00
## 75 1.972691e-01 -0.347327545 -4.876571e-01 1.218816071 2.075605e+00
## 76 4.733779e-01 -2.979807322 -3.598994e+00 1.946621867 4.727310e+00
## 77 -3.288576e+00 -2.821268493 -7.825481e-02 2.409231536 2.898670e-01
## 78 -7.220015e+00 -0.151610846 4.620132e-01 2.299562449 2.917969e+00
## 79 -4.837367e+00 -0.791586755 -4.159926e-01 1.810563087 2.168494e+00
## 80 -2.541104e-01 1.354339343 -5.345867e+00 -1.359075268 -2.394740e+00
## 81 -1.564291e+00 5.112596351 -3.130756e+00 3.914783108 1.351956e+00
## 82 -3.758261e+00 -0.579572360 -1.456992e-01 -0.021752285 1.560814e+00
## 83 -5.245545e+00 -4.573496994 2.049246e+00 0.217723425 -9.214006e-01
## 84 4.289811e+00 -4.630660102 2.508316e+00 2.793636880 -1.194074e-01
## 85 -2.427109e+00 0.394070891 -5.255598e-01 -10.740156980 -4.760873e+00
## 86 -2.644060e+00 -5.256917769 1.990589e+00 -0.777368856 1.441039e+00
## 87 2.243250e-01 -4.838134564 -1.667673e+00 0.465883801 -9.746392e-01
## 88 6.041822e+00 -1.632920429 -5.680946e+00 2.326380133 4.325537e+00
## 89 -3.652867e+00 -4.580895395 9.098245e-01 0.774697602 1.272910e+00
## 90 7.026922e-01 -1.578224622 3.016960e-01 1.259813079 4.190168e+00
## 91 -1.294253e+00 0.616441814 -2.549562e+00 -2.274010659 -1.913088e+00
## 92 1.687751e+00 -0.425767636 2.939741e-01 -4.613850069 -1.646180e+00
## 93 6.578243e+00 -1.122071597 -2.193622e-01 1.344135562 -5.779909e-01
## 94 1.442673e+00 -2.488827613 4.595509e-01 -0.230489713 -6.152095e-01
## 95 2.191631e+00 3.004811886 -6.164812e-01 -1.883156260 -3.688645e-01
## 96 1.138969e+00 2.947933570 -1.901356e+00 0.258498297 3.071918e+00
## 97 -4.892036e+00 -1.954255593 -1.502515e+00 -0.193101984 -2.363260e-01
## 98 8.567143e-01 3.992148750 -3.435744e-01 -12.207637094 -2.435285e+00
## 99 5.592594e+00 -2.929782491 2.579646e+00 3.699548728 -7.160096e-01
## 100 -4.480506e-01 0.073763722 -2.225820e+00 -0.552124480 1.662120e+00
## 101 -2.487643e+00 0.361836705 -9.132662e-01 -1.424546489 -5.568134e-01
## 102 1.771502e+00 2.793541799 5.745862e-02 1.563431170 4.567089e+00
## 103 -2.019211e+00 1.613359981 -4.639580e+00 1.666113090 1.858798e+00
## 104 -2.873312e+00 0.180029410 -2.002468e+00 -0.068834402 -9.322896e-01
## 105 -7.993220e-01 -5.542448731 1.238635e+00 -1.757700789 -1.726994e+00
## 106 -9.105546e+00 -4.693789112 8.997967e-01 3.714329172 9.176732e-01
## 107 5.241625e-01 3.294329069 -2.773512e+00 -5.978308464 -4.850531e-01
## 108 7.264665e+00 -0.112082670 2.353839e-01 -1.041335917 1.317981e-01
## 109 -4.864487e+00 -1.946552382 4.800215e+00 1.300137666 -1.270765e+00
## 110 -5.913175e+00 5.226539107 -7.609870e+00 1.183737229 -3.715312e+00
## 111 -1.485678e+00 -0.543045611 -3.274663e+00 0.860558380 2.307514e+00
## 112 3.345792e+00 -4.292905643 7.190517e-01 1.861220238 1.436271e+00
## 113 6.686802e+00 -0.025060083 2.357596e+00 -0.912901734 -3.799483e-01
## 114 2.848439e+00 7.795844287 -2.551806e+00 -1.194412807 1.061230e+00
## 115 -5.516800e+00 0.151210418 -9.878526e-01 -1.603339493 1.812626e+00
## 116 1.125022e+01 5.117059881 1.152027e+00 -2.643929927 -2.475520e+00
## 117 -6.539080e+00 13.766011870 7.887515e-01 1.213359334 1.468639e+00
## 118 6.407031e+00 -2.148843207 3.836326e-01 3.278667720 -1.091868e+00
## 119 3.020052e+00 -3.158572583 -2.523523e+00 1.316883858 2.143630e+00
## 120 1.745402e+00 6.264496113 -8.130055e+00 1.470892127 3.069037e+00
## 121 1.883629e+00 1.892002838 -1.032990e+00 -1.511771000 -1.244463e-01
## 122 8.396448e+00 0.283588720 -1.631337e-01 2.533572049 -2.744464e-01
## 123 4.665063e+00 -2.336692970 3.638125e+00 0.086272491 -1.882652e-01
## 124 4.089445e+00 -1.829372104 1.182858e+00 -1.267894656 -2.819873e-01
## 125 8.298101e-01 -2.556444798 -4.605732e-01 -2.966058486 -1.201163e+00
## 126 1.487206e+00 -4.353430184 1.592032e+00 2.512879655 3.908560e-01
## 127 4.459767e+00 -2.133237358 -1.262323e+00 -0.375064225 1.712083e-01
## 128 1.269088e+00 7.617339753 9.946854e-01 -4.538220652 2.456776e+00
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## 716 4.909088e+00 0.720684840 -5.897252e-01 0.929877409 5.217490e+00
## 717 1.690379e+00 5.007608967 6.666470e-01 0.446873757 1.286595e+00
## 718 4.192808e+00 -1.344714518 2.223152e+00 -1.321428251 -9.974118e-01
## 719 -3.015318e+00 -4.900935645 1.851225e+00 1.295672970 -2.342328e+00
## 720 5.481459e+00 1.680952436 -2.667805e-01 0.557709879 4.520921e-01
## 721 1.269036e+00 -1.004007063 -2.547233e+00 -2.943012172 6.156699e-01
## 722 7.602040e+00 0.941540926 -3.204828e+00 -1.840281366 1.983125e-01
## 723 3.318275e+00 1.023370971 -5.037759e+00 0.015615024 2.653070e+00
## 724 -2.243999e+00 11.853431032 3.177182e+00 -0.612345970 2.508143e+00
## 725 -1.432365e+00 -4.373604912 -1.154283e+00 -3.091497246 -1.649719e+00
## 726 8.191899e+00 1.870451623 -1.198930e+00 -3.385381912 3.505564e-01
## 727 -1.046092e+01 13.940472000 5.241271e+00 4.183947820 7.329814e-01
## 728 -8.536220e+00 0.413766919 -3.324251e+00 0.385810772 2.218144e+00
## 729 -2.353289e+00 -5.129239795 1.383615e+00 1.099036765 -1.339254e+00
## 730 3.101020e-01 7.008216392 1.475988e-01 1.644716159 2.177219e+00
## 731 9.464739e-01 -4.224153120 2.164451e+00 2.141762008 1.045102e+00
## 732 3.224749e+00 3.154306782 5.503050e-01 -0.480789848 2.562016e+00
## 733 -8.814273e+00 -0.295639317 3.888847e-02 -0.061110410 4.421405e+00
## 734 -3.892376e+00 -2.490458387 -4.974921e-01 0.137818512 2.702524e+00
## 735 4.460921e+00 -0.220181720 1.252570e+00 0.276079563 -2.316588e-02
## 736 -7.035911e+00 -3.074762132 9.844592e-01 0.548281935 8.333608e-01
## 737 -8.527013e-01 -2.976624331 -1.776690e+00 1.726545545 6.412444e+00
## 738 5.164973e+00 4.309714323 1.548101e+00 -10.790920794 9.745505e-01
## 739 -1.587437e+00 -0.085923042 -3.991584e+00 -2.016083459 2.420669e+00
## 740 6.110030e+00 2.649205201 -6.077918e-01 -2.222997130 -3.568738e+00
## 741 1.783941e+00 7.387774612 -8.650100e+00 -3.652477920 1.665602e+00
## 742 1.253865e+00 -3.106633818 5.841278e-01 2.097339813 -1.877347e+00
## 743 -7.570469e+00 -3.446386578 -1.081985e+00 0.461776063 1.928381e+00
## 744 -2.134862e+00 -4.334578026 9.920799e-02 -0.472610946 -2.732877e+00
## 745 1.278616e+01 3.291177392 -3.527199e-01 1.410840399 6.295693e-01
## 746 2.158413e+00 4.745883539 -4.576846e+00 -6.660100240 -4.319343e-01
## 747 -8.329666e-01 -5.254222196 3.079476e+00 -1.580467792 -1.684258e+00
## 748 3.105930e+00 -2.682463351 -8.370655e-01 2.649299420 1.116244e+00
## 749 2.356297e+00 -4.035220190 2.016914e+00 3.148757565 -1.021843e+00
## 750 5.553377e+00 -0.569708086 -1.938122e+00 -1.457727300 4.313090e-01
## 751 -7.449670e+00 5.029250658 8.813397e+00 3.589542673 -3.252043e+00
## 752 4.742519e+00 2.912795614 7.281288e-01 -1.509172055 -2.408716e+00
## 753 -2.808476e+00 -3.663221822 -2.122622e-01 -0.746981105 1.847973e+00
## 754 -2.253686e+00 -0.577983766 9.043442e-01 -9.197038253 -4.030625e-01
## 755 5.341766e+00 -0.900343800 3.035236e-01 0.769531321 2.806689e+00
## 756 -1.301901e+00 -0.105978121 -1.260533e-01 -1.845602892 -1.035448e+00
## 757 1.745603e+00 -5.504995001 8.320001e-01 4.528344141 -1.743046e+00
## 758 -1.466338e+00 2.728076015 -5.310203e+00 -11.169533410 -2.172754e+00
## 759 1.057476e+00 9.012201413 4.504874e+00 1.410932148 1.023302e+00
## 760 4.717620e+00 -3.001971391 4.184636e-01 -0.215070851 -2.446305e-01
## 761 -6.452816e+00 2.044280794 1.338278e+00 -5.279153750 -6.537929e+00
## 762 -1.578930e+00 -3.690285866 -1.844525e+00 -1.920107095 -1.346531e+00
## 763 4.751252e+00 -0.699280720 2.208736e+00 1.240705854 -1.537397e+00
## 764 -2.861973e+00 0.991302343 -9.415748e-01 -1.282524838 -1.479124e+00
## 765 3.473461e+00 -3.090721299 -2.495105e-01 2.357159471 7.814368e-01
## 766 3.659299e+00 -0.759299895 2.150985e+00 2.329545455 -4.536463e+00
## 767 -2.952138e+00 1.859265282 7.622204e-01 -3.812624790 1.213119e-01
## 768 -1.761292e+00 -4.261184446 -3.793921e+00 0.938333945 3.570120e+00
## 769 -3.211899e+00 -3.124072180 -5.817381e-01 -6.064077363 -3.244442e+00
## 770 -6.827732e+00 4.626934106 3.903600e+00 0.109797589 -1.001808e+00
## 771 -3.228531e+00 -3.074691633 -4.534704e-01 -0.197136681 -7.700698e-01
## 772 1.044686e+01 0.984340121 9.993281e-02 2.096065134 -2.767857e+00
## 773 -6.464614e+00 -3.620366790 -8.337279e-02 -0.040580291 -2.311944e+00
## 774 -2.596799e+00 -3.617744310 3.261483e-02 -1.190416095 -1.787697e+00
## 775 -4.572917e+00 -5.390654986 -5.580587e-01 -0.525940544 -8.305742e-01
## 776 -1.325568e+00 -3.908377524 -1.957234e+00 -2.247748721 2.802165e+00
## 777 -8.241176e+00 6.767760576 -2.922169e+00 1.796167020 3.291810e+00
## 778 -3.332211e+00 -1.560912815 -3.002043e+00 0.579623365 2.694093e+00
## 779 2.027562e+00 -0.547658636 2.113550e+00 -1.221514596 2.655474e+00
## 780 -6.024523e+00 -6.074435620 1.090598e+00 -0.316747526 5.332371e-01
## 781 -1.489244e+00 13.670052128 1.270747e+00 0.491606984 2.451039e+00
## 782 -5.112000e+00 -1.194933906 -1.412927e+00 -2.700810670 1.927418e+00
## 783 -2.086457e+00 -3.375385464 6.616598e-01 2.174376837 1.467596e+00
## 784 -6.994875e+00 -0.551945041 -8.191217e-02 0.154249896 2.130020e+00
## 785 5.734250e+00 3.366016848 -8.801182e-01 0.362851149 -1.354745e+00
## 786 3.165012e+00 -2.401991316 -3.590592e-01 -0.658866759 -6.987889e-01
## 787 3.326756e-01 7.725106012 -6.365028e+00 -4.319308503 1.721118e+00
## 788 1.862471e+00 -3.292187418 1.233520e+00 3.377035586 9.376695e-01
## 789 6.616247e+00 -2.562134321 -1.813696e+00 -0.406546294 -1.549746e+00
## 790 7.447607e+00 -2.381285927 -3.326170e-01 5.419001171 8.002808e-01
## 791 -5.764039e-01 5.607833086 -3.932803e+00 0.222521967 4.037780e+00
## 792 -7.923831e+00 -1.502115252 -1.749084e-01 -2.111999190 -2.510029e-01
## 793 5.125517e+00 -3.612413450 1.040815e+00 1.483373175 -5.242582e-01
## 794 4.748031e+00 1.519415203 -2.641979e+00 -0.686217892 5.480379e-02
## 795 -2.832499e+00 -3.553492313 -4.330810e-01 -2.026983090 1.378199e+00
## 796 8.705261e-01 -0.538338141 -3.991209e-01 -1.476829295 -1.574678e+00
## 797 2.856154e+00 -3.349769774 3.578954e-01 -1.285778620 -1.201995e+00
## 798 -4.257528e+00 -4.155960710 -1.446766e+00 -0.786290444 -1.860513e-01
## 799 -1.923840e+00 -6.652265516 1.445717e+00 2.344747384 1.916931e+00
## 800 1.272320e+00 0.466957378 -3.031950e+00 -0.145868413 -5.994571e+00
## 801 5.680138e+00 -0.708945483 7.034690e-01 -0.034269632 -3.152848e+00
## 802 7.587770e-01 -0.381469157 -3.415020e-02 1.938003458 2.671458e+00
## 803 3.616529e+00 -2.461716029 3.091047e-02 1.392641025 -7.494768e-01
## 804 -6.369887e+00 -3.262025440 4.290618e+00 2.832812512 4.604056e-01
## 805 -5.301948e+00 -1.791228334 1.838457e+00 -0.844401034 6.476328e-01
## 806 8.577485e-01 -0.134219450 -1.329108e+00 -2.765250550 2.061271e+00
## 807 1.061467e+00 -2.697583090 -9.433439e-01 -0.339151941 2.523623e+00
## 808 1.650708e-01 -4.946419355 -8.342047e-01 -1.765981076 -9.271013e-01
## 809 -1.037927e+00 1.062343324 -5.180305e+00 -0.141395507 -3.192112e+00
## 810 -3.195835e+00 4.436207582 6.598499e+00 -8.626466737 -9.328439e+00
## 811 -1.194878e+01 -3.256303962 3.182802e-02 1.861165156 -7.685299e-01
## 812 7.254852e-01 7.989171428 1.244936e+00 1.457326431 -2.344503e+00
## 813 2.134104e-01 -0.990545477 -2.861856e+00 -2.552705729 2.920622e+00
## 814 -1.231530e-01 -6.147028485 6.101306e-01 4.297074549 6.212595e-01
## 815 -6.206693e+00 -1.350994270 -1.094586e+00 -6.480695828 -9.116829e-01
## 816 5.880798e+00 4.272548521 -7.691634e-01 0.205599507 -4.924300e-01
## 817 2.171002e+00 -0.726942623 -2.297265e+00 -1.230261157 2.488975e+00
## 818 3.495048e+00 -2.451712207 -9.791826e-01 1.982087959 -1.227607e+00
## 819 4.734040e+00 -3.087042166 3.012988e+00 1.704029618 2.030748e+00
## PC6 PC7 PC8 PC9 PC10
## 1 2.040441842 -2.989900969 1.212727070 0.6215485371 0.677742435
## 2 -0.113897502 -4.325286309 2.383370612 -1.7215026563 0.284542881
## 3 -1.686559026 -0.037475601 3.678718079 -0.1073673584 2.753451792
## 4 3.344804332 3.004673235 5.718621811 0.0449666216 2.832347962
## 5 2.152857981 -0.721665625 -0.178258800 0.4419349498 0.298498225
## 6 -2.912521235 0.123674407 0.269045390 -0.2301315600 0.253709930
## 7 1.624804729 0.575957429 -1.994975055 0.0647669217 0.257898187
## 8 -4.300138069 -0.377421496 -0.802520574 0.0377108944 -1.554319924
## 9 1.311327287 -2.090084374 0.145761717 -0.1784968328 1.872081061
## 10 -0.575168800 3.723022138 -2.517403070 -0.7164235072 0.805802196
## 11 -2.344847062 -1.393491620 0.901130221 -2.1808441621 1.281055044
## 12 0.688637423 4.315339343 -1.908920460 -1.2868314763 -1.639627974
## 13 -1.136343424 3.527200330 -0.673302018 -0.3750420795 -1.123844985
## 14 3.430264503 -2.200752260 0.268818114 -1.0429361875 -0.047056554
## 15 -3.826635070 -0.848913609 2.432555371 0.6104339194 -1.744425467
## 16 -2.290285512 0.189150305 -0.918513600 -0.7189890717 0.954934529
## 17 1.520281988 3.674573821 -1.568366682 -1.7430606957 1.576530530
## 18 -1.345338141 1.646987145 0.097422638 -1.2816011218 1.154120198
## 19 -2.323845951 1.718465549 -0.902756182 -0.7086592951 0.892103427
## 20 1.344929359 0.731264315 -2.644777373 1.6430045288 1.422701123
## 21 1.299489263 -2.694241962 -0.779242258 1.0783281549 -0.921262912
## 22 8.000204569 -2.673084319 -1.063988984 2.5868371670 -1.409304966
## 23 -2.586619728 -0.616472843 -0.578171722 0.6147774141 0.341084587
## 24 2.941223826 -1.026430714 -1.678769650 -0.7208638297 -1.358897300
## 25 -4.890706430 -0.973829651 -1.789944879 -1.0817119832 -1.924629552
## 26 -0.352255270 -0.722812647 -0.027128038 0.6757298166 0.719758495
## 27 -3.264676883 -2.312097098 1.783208009 -3.2653266982 -0.234734939
## 28 -0.939149266 -0.924078668 -1.459799708 -0.3220925037 -0.742814434
## 29 -3.549725642 2.928583755 -0.539684652 3.0185526862 -1.014144937
## 30 -0.830855128 -0.065237437 2.017801471 -0.7083346140 1.483440701
## 31 -3.577212793 -1.154217433 -2.038855716 -0.6974871523 -3.175733855
## 32 3.689700923 -1.314576026 -0.792907299 -0.0693603961 0.002791936
## 33 -0.479462246 3.754735346 -2.652629819 0.6664564087 2.532668547
## 34 2.647238836 1.653755591 -0.583602233 -0.3371135693 -1.137919820
## 35 -0.877479025 -1.462005078 2.635280393 -0.8548943394 -1.541591672
## 36 2.338275164 -1.302609636 -0.918768486 -0.3221999011 -0.566622767
## 37 2.340016573 0.044656300 0.543311652 1.3815058876 -0.353425253
## 38 -5.307337175 -2.149396422 -3.963712628 0.3949339450 -5.264743191
## 39 -1.717619836 0.135452203 -0.002999975 2.2592759705 -0.727397061
## 40 -4.493840890 -1.158863585 2.999086506 -0.5444242829 0.516498950
## 41 -3.913397048 -0.950921215 0.332844737 2.0810425608 0.879600187
## 42 0.166599147 -0.970336230 -2.058480410 -1.1133182071 1.584400296
## 43 4.137535069 3.477610481 3.531883178 0.6606922414 0.648371708
## 44 -1.517106511 -2.592089799 0.890482659 2.9362643551 0.413266883
## 45 -4.007163846 1.475552000 -1.307486671 -1.8848857604 -2.676419371
## 46 1.574569396 -0.049790680 -2.208895139 0.0866309543 0.358627000
## 47 2.336425643 2.283454110 2.618756639 0.8133847465 1.638812122
## 48 -1.855729000 0.332878806 -1.544328543 2.8302616292 -2.010348267
## 49 0.906085768 -2.226315288 0.929392130 0.8181061353 0.432588067
## 50 -0.675155049 -1.054895318 0.091706711 0.7591164525 1.632646615
## 51 2.196643832 -1.473559554 0.048901167 0.1225624259 0.786481609
## 52 0.592726440 -1.397145147 -0.407801416 0.7308105000 0.570917411
## 53 0.442889030 0.596566812 -0.084885191 -0.5377493264 1.068706727
## 54 1.753726560 2.177849334 0.168405552 1.5258985144 1.490236089
## 55 1.953930709 -2.007663515 -0.945693233 -0.8428464335 0.939262417
## 56 -0.857460627 -0.145898396 0.257035558 1.7113705508 -2.441783507
## 57 -0.195368109 -2.404614300 0.937852485 -0.7255113532 -0.635836791
## 58 -2.983467064 -2.013192327 -0.216023896 0.2649933090 -0.663884474
## 59 3.813193443 -0.799296164 0.139119984 0.5840511020 -1.885736835
## 60 -1.686948432 -0.344016905 -0.627063451 -2.3673746015 1.936944811
## 61 -1.985701176 -0.010705458 -2.027043424 -2.1109728973 0.622272428
## 62 -2.515909285 -0.165698036 0.072975905 -0.5465761965 -0.538975037
## 63 -1.008206101 -0.129484673 -1.680976542 -0.9846943976 -1.620493577
## 64 -2.032045562 -0.436993110 2.377585381 2.2199309915 -0.552928090
## 65 -5.348107739 -1.014541237 -0.650804144 3.1436124047 -2.251696686
## 66 -2.254235003 1.618422190 3.456766171 -0.6365791917 -0.180326719
## 67 3.275002365 -1.202786974 1.298207530 -1.7919784645 -1.665865442
## 68 -1.441671946 0.968587112 1.690809854 1.0403467680 0.824575447
## 69 -2.044403423 -0.235065085 -0.708008260 -3.6656296766 0.118313308
## 70 -2.878089396 1.193504320 -0.675408131 -1.8388646262 1.631821530
## 71 2.045554710 1.421791697 -0.265437838 1.5905957877 -2.720567815
## 72 -3.009239817 -0.908556645 2.184397949 -0.1566523831 0.495392613
## 73 4.511284027 1.694075100 -4.756988865 -0.2601694579 -0.751365487
## 74 -0.373294233 1.977096758 1.696654304 0.0784526601 -0.754716082
## 75 0.688256068 -1.218468989 -0.037161063 -0.5496098417 1.315028558
## 76 -1.539766098 -0.466439182 -1.567796894 4.4512104706 0.013510094
## 77 2.033039653 -0.722112602 1.356703801 1.5937343482 2.047523044
## 78 2.459425138 1.245348890 0.493226238 1.7194753297 -1.734974444
## 79 1.803025796 -0.245647140 -1.885909539 3.2341304860 0.492158596
## 80 3.196633048 -3.845824724 1.898370547 1.9566556759 0.245118555
## 81 -1.177584698 1.840537286 -2.942855229 -2.3311072795 -0.314709771
## 82 2.485046501 -1.351169066 -1.030110942 0.7317914227 -0.653408624
## 83 -1.918261423 1.583288563 -0.477473244 0.7959696705 -2.192829608
## 84 2.389314583 1.162186099 -3.025948447 0.8439005146 -0.140293819
## 85 -0.448481347 3.721481137 -3.719326255 0.7510902452 2.221917244
## 86 -0.814697070 -1.434245062 -0.980964750 -1.0097148061 -3.355153329
## 87 -4.153543226 -3.826750070 0.467999801 5.1780770122 0.095128290
## 88 -6.111421568 -0.642653144 -1.355878356 2.7897384543 -1.575853623
## 89 -1.160596704 -1.383237937 -0.045178397 0.9533673180 0.974637007
## 90 -0.600658314 -1.717888861 -1.320644964 3.7654813606 -0.847912541
## 91 -5.670122023 -2.344899111 3.359312944 1.7504978363 2.959366719
## 92 3.022599481 1.226093767 0.710235388 -0.9075053874 -1.924353696
## 93 -1.006069317 2.560272832 0.417623787 1.8823453747 0.237937200
## 94 0.537821711 -1.576297416 0.432941518 -0.8942572562 1.079621081
## 95 -0.225862540 -2.114887642 1.803482956 -0.2649736698 2.779956429
## 96 -0.977150265 0.663937173 -2.632395130 -3.6795287804 0.889414408
## 97 -4.169394838 -0.471174331 0.422844378 1.0848312819 1.254242404
## 98 0.216279149 3.187643907 -4.808684612 -0.2582265324 -0.738351547
## 99 2.172184917 0.650868046 -0.063316144 -1.1008322191 1.121667726
## 100 0.974286666 -1.691299007 -0.679442900 -1.1613072479 1.515890655
## 101 2.507485103 -0.933279439 0.751061689 3.6383230229 0.671937743
## 102 -3.083776092 -1.786948521 -3.407392974 -4.0673615682 0.104949683
## 103 -1.279189286 -2.843289091 -1.139532854 2.6096322355 -0.060083213
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## 548 1.428286655 -1.529100359 -1.821306590 1.1736863163 1.364075556
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## 550 -1.628218546 0.316987201 -1.610136225 -2.0018274430 1.935867593
## 551 2.012716485 -2.164928199 0.576871326 -0.8104877143 -0.958814135
## 552 0.147616808 -1.725583220 -1.963088197 -0.8236090396 -0.249152888
## 553 0.618095294 0.366027574 3.536549269 -0.2273125608 0.908281733
## 554 -2.148420017 1.210186848 0.848517303 -1.4503723832 -0.529941108
## 555 -4.758692740 0.440682468 1.660897752 -1.2468220947 0.687927478
## 556 -2.247515762 4.788602882 5.054712411 -1.0722909353 0.867306056
## 557 -0.915210718 -0.438175819 1.132511498 0.2295098444 1.710776111
## 558 4.218502514 -2.286356866 -0.813328302 0.4467964237 -1.286149386
## 559 -3.326910561 -1.533467532 0.064725621 1.8765710166 2.160212249
## 560 -1.807979915 -0.204959215 1.946320613 -1.1905297906 1.944131473
## 561 -0.321333368 2.788291871 4.732359573 -0.8254349910 1.786488427
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## 565 2.133212788 -4.023766197 -6.070320054 -1.9099298119 -0.434189828
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## 572 -2.969938210 -1.230404554 2.890153889 3.1968671922 0.373539464
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## 574 -0.576119444 4.243578854 -4.667087219 2.0093454204 5.244322617
## 575 -0.534998768 -1.426184935 -1.531217821 -1.7521824314 1.841465672
## 576 2.725330699 3.634016258 -2.199003048 -0.3486359222 0.373256059
## 577 -0.036578838 -0.047492275 -0.759090927 0.9850638125 -0.916303529
## 578 1.265456382 2.731096401 -0.694784746 -0.7705823233 1.998906816
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## 581 -1.306999410 0.605910329 0.931422872 1.6893586379 0.929962736
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## 584 -1.217714750 0.969980238 -1.092177542 -1.1603307011 0.960394466
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## 586 0.354094925 -0.603534099 -0.335613692 -0.8834761885 0.774786608
## 587 4.173846700 3.485296189 4.145661102 1.2399669009 0.872372656
## 588 -3.088926143 2.222625641 -2.796581246 2.8930372679 -0.389540533
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## 592 2.618153822 3.870174002 3.594327136 -0.8580589308 0.202969629
## 593 2.756452244 1.600480473 1.693087953 2.1221982478 -2.932328802
## 594 -0.439137161 -0.170429493 -0.592258705 -1.5765253526 1.870722214
## 595 2.188305364 0.908846418 -0.958322296 0.2159381924 -0.238774193
## 596 2.375054937 0.086411596 -1.223111320 0.1040313224 0.835090481
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## 599 2.144213276 -3.309340404 1.632861595 -2.3848368020 -0.711597479
## 600 0.437693909 4.968611152 -0.650908889 -1.1374727580 -1.402301344
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## 602 -3.093495884 -1.436875340 1.202309926 -1.1605750857 -1.001467446
## 603 -3.696925420 -0.361882750 -1.069469362 -2.0686166952 0.284246780
## 604 -4.163009829 0.803530414 0.795015558 -0.6666445004 -1.182261061
## 605 -0.122944960 -1.410485627 4.354769681 1.1781273993 0.357984404
## 606 1.005602044 -2.905077137 0.667836476 -3.0693528590 0.468750665
## 607 -4.179382601 2.799173647 -0.437331291 2.1995914774 -1.680605587
## 608 1.521335184 -2.184809634 -0.819534522 -1.0967817758 0.260623375
## 609 -0.784512237 1.767059997 -2.503713878 -0.6146567076 1.390076129
## 610 0.670089707 2.145363889 2.009736535 0.4216776155 -1.559187405
## 611 -0.972411982 -1.987265431 1.256105505 0.1136573098 -0.352007142
## 612 2.033766931 0.913515250 -1.499112320 -1.5754373581 0.955432600
## 613 3.124520004 -2.972403015 -0.347842071 0.3301858625 0.042841739
## 614 -0.807418909 1.015420559 -1.689429785 -0.8518599273 0.839833022
## 615 -4.522149418 -1.154156348 0.645135909 0.9538307753 0.101219795
## 616 0.679638764 -0.391129902 -0.611162009 -1.6564912217 1.509031417
## 617 1.936910331 -0.218060409 -1.629304320 0.6592157987 -0.376668581
## 618 1.801983745 -1.305001559 -0.023595912 1.2678107479 0.410738570
## 619 0.064443314 2.151712634 3.693287738 -2.3553542133 0.122352142
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## 621 -1.166209527 2.060573720 0.075882476 -2.8764216367 0.190879731
## 622 2.704775111 0.408559968 -4.292477994 -1.2980551944 -2.078919572
## 623 -1.408378693 -1.314124346 3.099514972 -1.3080391839 0.952586102
## 624 0.797328716 0.858004414 -0.428443341 0.1599095989 2.211406152
## 625 -0.943359246 -1.558356848 -0.999185899 1.0828305273 -1.643197874
## 626 1.290231872 -1.881611685 0.165614889 2.4641324485 1.809684919
## 627 -4.716415789 1.111436693 0.449435431 2.9297407114 0.327940500
## 628 -1.634528350 0.632648392 -0.047225404 1.8501184676 2.384517135
## 629 -3.532348539 0.382247829 -1.427257185 2.9899226601 -1.088587344
## 630 -1.569503307 0.801459933 -1.459032324 1.1818891009 0.652499936
## 631 5.288434766 5.128447477 3.499146151 2.5923961820 2.609106478
## 632 2.009186989 3.968118191 2.666182389 -2.8263389816 -0.027908043
## 633 -2.905246290 -0.336006622 1.628977008 -1.0667176611 -0.840118215
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## 635 -0.648720546 -0.348547985 -1.141748061 0.8098854018 -0.811254793
## 636 -0.192591091 -3.502112481 1.017646827 -0.1443397618 -0.669672970
## 637 -2.273714975 2.108347134 -3.006825609 4.4742427790 -1.026337867
## 638 1.404087563 1.149815870 -0.022549444 -1.5915671528 0.717794952
## 639 -2.745821597 -1.463854329 -0.945221364 4.4040195639 -1.459567329
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## 641 -4.451318924 -0.169495430 -2.041095241 0.6038564802 -0.282287860
## 642 0.234249565 3.198325468 0.877971801 -1.1123497660 0.604715209
## 643 1.577743534 -1.576249441 -0.598199714 -1.1675183919 -1.686370385
## 644 6.916412862 0.805755115 -2.972886676 1.6145969491 -1.384809996
## 645 2.967551226 3.434048239 0.002217725 0.8815198100 -2.021759402
## 646 2.206061732 -3.425037210 1.356820052 -0.2770333447 -0.310761016
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## 652 -0.785248500 -1.545571628 1.327810917 -0.8434510224 -0.059659253
## 653 1.074282429 -0.541745803 1.786157873 -0.9781878384 1.017326954
## 654 2.117247468 -2.678099045 -1.543127795 -1.2923634333 -2.908068655
## 655 -2.476911141 -0.151278918 -0.238383622 -0.4002956637 0.763483988
## 656 0.144389152 1.360145880 -0.619911500 -1.3635869965 1.275484786
## 657 -0.848100843 -0.482336692 0.507903317 -0.6490759546 -0.988429718
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## 659 -1.313727193 -0.557311119 -2.249809876 0.4134755864 -4.255476966
## 660 0.177895392 -1.104867966 -0.696580508 -3.7664228213 -1.665405783
## 661 0.963829812 1.390738579 -2.242156781 3.9027654672 0.335895519
## 662 1.764347255 -1.318457136 -0.121815233 -0.6940602568 -0.433872389
## 663 2.984376636 -0.104706430 0.563545541 -0.6399500440 -0.360473543
## 664 7.240333283 -2.185815694 -1.575884359 2.2191864995 -2.253577558
## 665 -2.991722503 -1.411255300 0.874590659 1.5792976501 1.448626851
## 666 -2.661724571 -2.204224460 3.490670181 -1.4408873761 1.369685559
## 667 3.302155223 -1.001332997 -0.592500620 -0.7511550944 0.637655703
## 668 8.542642097 3.632509408 1.255482431 0.8271845005 -3.541110738
## 669 -0.162274082 -0.985422545 -1.046761530 -0.9367105305 2.347435931
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## 671 -1.969773616 -3.232160377 -0.376391976 0.9817122928 0.253118851
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## 673 8.439880390 -1.386060568 0.316601216 0.7691428322 2.152222816
## 674 -2.865801800 -1.801078162 -2.115628352 -4.2094791535 -0.830541573
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## 676 3.465108124 3.595085322 -0.564219444 2.5434615913 0.468189505
## 677 2.963152763 0.223401204 1.280801023 0.5512382342 -0.589179905
## 678 0.432748894 -3.163702286 0.722728191 -3.0365893259 0.019559501
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## 680 1.401898348 -0.757310419 -0.117133316 -0.7941655241 1.650872158
## 681 4.015578582 1.767534816 6.025697290 -2.4792983267 1.168132509
## 682 -1.168629080 -3.522902233 0.171276150 -0.2052222156 0.052211077
## 683 5.796982687 2.050364591 -4.804180069 -2.7581185178 0.131735108
## 684 2.546479464 -2.331419753 1.407344739 2.4195601330 0.161570372
## 685 -0.770635719 -1.633228036 -0.875141016 0.8433150410 1.857838611
## 686 0.024581611 2.226695929 0.534268637 1.4693434819 1.083946674
## 687 -5.406363885 -0.762768344 -0.864037938 5.3140885043 1.601819423
## 688 0.132161348 0.071696430 -1.377882292 -1.8925615438 3.025689659
## 689 -1.394086469 -0.953938406 -1.384172220 -0.1380484271 -0.525069389
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## 691 1.888679483 -2.174115061 1.012747723 -1.2102532699 1.250720221
## 692 2.860439812 1.141773165 2.685379070 0.6081505746 0.488333126
## 693 -0.703709671 -2.060192904 -1.679229945 0.9120788998 0.893021441
## 694 0.026772320 3.879645057 2.778789869 0.7143214016 -1.418717013
## 695 -0.416948054 -0.733495098 2.637475793 -1.0030119797 -1.241947760
## 696 7.502101759 -2.867732981 -2.597755491 0.0827022279 -2.627543928
## 697 -0.263490764 1.153397293 1.262260910 -0.6547678539 -0.212556092
## 698 -0.469131797 -0.951148969 0.256759682 -1.4441046946 -1.153238285
## 699 2.628393922 -3.006105284 -0.633964654 0.4894191207 -1.012023592
## 700 1.878521792 -0.495899178 -1.600857534 0.2024200705 4.272741027
## 701 -1.150253794 -2.243368653 1.153981145 1.3162586399 1.473483822
## 702 -2.210918952 -2.590226324 0.782886322 -1.1258749940 -0.449120137
## 703 -2.411749705 -2.114175957 0.224112753 -1.1672049232 -2.385396688
## 704 2.092056918 0.756825859 -0.039761387 0.3582319722 1.759197879
## 705 -3.836041331 0.046419496 2.296344769 1.2452410435 -1.617104477
## 706 -1.485969969 -1.180923542 1.687651414 0.3200311093 1.632105438
## 707 1.038884130 2.016574407 -1.404401483 -0.3802042128 -0.445560615
## 708 -2.010682674 0.177131106 0.136548759 2.8355303950 0.093718534
## 709 -2.925644747 2.199327130 0.194014091 2.8455848641 0.687118216
## 710 -0.107830717 1.603388220 -1.662261060 -1.9447696369 1.677543803
## 711 0.923192946 0.043309801 -2.319825665 -0.2912828256 0.174086120
## 712 2.535767374 0.609387719 -0.464995952 0.3318352086 0.500686454
## 713 4.831917016 -1.679135950 1.351565186 -1.4024810354 -0.630438001
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## 715 -2.802207747 0.001786230 -2.168054961 0.8675875647 -0.608098232
## 716 1.776225275 3.578023144 3.534860920 1.3162513414 0.216536044
## 717 -0.607375961 -1.663217586 1.267934696 -0.6089822932 1.121593018
## 718 4.552263444 -1.614341899 1.445007777 -0.3086891345 0.747266799
## 719 -2.659846014 -0.212977824 -1.703056081 0.9646546780 -2.722893342
## 720 0.438712830 0.817326089 -0.570533520 -0.8799238605 -0.373167750
## 721 -1.041458577 -1.924821854 0.942669774 0.3923924667 2.375223047
## 722 -0.132631149 -0.733470117 1.493674668 1.7434216264 -0.747950876
## 723 -4.494874128 -1.056656961 1.916192542 1.5829334718 3.482389960
## 724 -3.488829059 -2.403619304 1.414755093 -2.9824888078 1.130542894
## 725 -2.537094517 0.817760050 -1.173710224 -2.2141266548 1.156850343
## 726 -0.428608615 6.182118279 -2.745535496 1.5844108084 1.303679175
## 727 1.468832223 2.867950943 1.923249567 -0.2574048372 1.687525609
## 728 3.757211420 3.029601633 3.006287037 0.3067097767 -1.044310611
## 729 -0.323638287 -1.841266547 0.084397320 -2.1958240936 0.668322695
## 730 -1.538645966 -2.642149911 -0.411951846 -1.3630234903 0.086565532
## 731 1.438884675 -1.305896638 -2.181441860 -0.0444388389 -0.734309257
## 732 -1.006254016 1.644709418 0.514913227 1.3900757641 -1.160685166
## 733 0.612126732 2.004088016 2.422603928 1.7334714866 -0.424470484
## 734 0.620019195 -2.683375308 -1.036450543 -2.5822365289 1.329432646
## 735 -0.370222899 -2.163012769 1.815043925 3.9311610328 0.788321308
## 736 0.210187661 2.971142699 3.847902898 -0.2052309694 -0.287397498
## 737 1.222767740 1.960601583 -3.089594540 -1.0474233271 1.306722578
## 738 3.284881310 6.152287978 -3.635097180 4.4323178525 3.205423863
## 739 -0.010725920 0.482491803 -0.838354084 -0.2908453833 0.757262472
## 740 2.782560534 -1.799808570 1.126099198 0.5817323005 -1.271208507
## 741 -2.611533327 -0.772444668 2.194179321 -1.9103440395 -0.333804290
## 742 -2.252311785 1.041615288 1.364666446 -1.3152564808 1.845985804
## 743 -1.117475188 1.355742606 3.237736151 -2.3348450727 -0.900631508
## 744 0.480446553 -0.356666079 2.660021661 -2.1068836596 -1.084670960
## 745 0.454765102 1.146538986 2.903661076 1.8883464437 -1.622820571
## 746 -3.053042644 -1.508450355 1.214715944 -2.4964214581 0.265428714
## 747 0.274563446 0.293020118 -1.383513642 0.4932682608 -0.616112424
## 748 1.243561281 -0.401720424 -1.219405578 -0.0781297770 1.373774060
## 749 2.406953823 -0.818925799 -1.750220053 -0.4925650368 -0.292461190
## 750 0.849900465 -0.620144863 1.205680547 0.5272663002 1.549037267
## 751 -1.573796432 1.850903022 -2.246901804 4.7806353454 0.942345130
## 752 -0.912700396 -0.072688468 5.107664849 -0.2500755475 1.491168799
## 753 2.582423337 -1.640890250 -1.363450808 -0.1900350353 -0.467569162
## 754 -0.275353917 2.297158014 -4.424115455 -2.5485593740 -1.477568363
## 755 2.169397199 0.001197429 -0.189687933 -1.9732479687 0.071974309
## 756 1.097997936 -1.875136413 -0.497504187 1.1455645898 0.030050032
## 757 -0.761868620 -1.213069239 -2.385032656 -1.6667375156 0.579837455
## 758 -1.663860732 1.748128905 -1.103442220 -2.4462097746 1.983256239
## 759 -1.275496072 -1.115696153 1.068929026 0.7197711248 -0.067450987
## 760 2.848737806 -1.400370695 0.314718753 0.9252982504 0.247024517
## 761 -3.379485697 2.778142904 -2.294441153 0.9036587950 5.736498501
## 762 -1.767373662 -2.474727043 1.714285395 0.3380723995 2.800873431
## 763 1.524926626 0.690231641 0.223257650 -1.4569839047 -0.265611857
## 764 -5.382625388 -2.550853083 2.017197190 0.2331302975 0.732040492
## 765 0.062959166 -1.339648383 0.296741353 -1.8569169605 2.726826649
## 766 1.966080030 0.308598237 0.843864705 -0.2485693347 2.285856620
## 767 2.352613086 0.853058675 -0.384633357 0.2101580207 -0.607441025
## 768 -3.919970062 -2.214671875 -0.314062775 5.6924257388 0.038391871
## 769 -1.385722174 0.111710691 -2.401022635 -2.1640916337 -0.965484149
## 770 -3.061774216 -0.331126359 -0.833235253 1.6230405558 -1.607336018
## 771 2.028882560 -0.385129384 2.163459516 -0.3784364803 -1.092572107
## 772 0.891837033 1.136013977 2.091389877 0.1017570071 0.010863570
## 773 -1.431930700 1.202370919 2.527975786 -0.5162397800 -0.923984720
## 774 -2.358112763 2.984629210 -3.960557571 -1.4992860520 0.930833321
## 775 -2.361484442 -1.037826910 -1.061154351 -1.7602492061 -1.249124374
## 776 -0.112260393 -2.445819126 0.522638814 -0.9140743797 -0.808492176
## 777 1.243288842 4.877746865 5.194451375 -2.8361904779 1.899950302
## 778 0.734224655 0.975831500 -1.010462674 -0.0842731818 1.275309615
## 779 4.171512899 -2.697467405 0.116416868 0.9104854559 0.442239589
## 780 -1.844704931 -1.780461137 0.357001065 -1.3507105457 -1.314406619
## 781 -2.807436651 -1.629852276 -1.366271020 -0.7328641641 0.891311813
## 782 2.546531530 1.465228881 2.254515213 -1.1100768846 -1.804298695
## 783 -1.536686909 -0.199005590 -0.684711769 -1.5480602817 1.475363863
## 784 3.744807187 3.306652581 2.255035273 0.4140445002 -1.663267929
## 785 -1.519633292 -0.721223002 -0.318941187 -2.7716583449 0.291676789
## 786 2.816635507 -1.567684432 2.629785550 -0.0768289884 1.939356947
## 787 -2.847682429 3.442318363 -2.265296305 -3.2951720161 1.180706601
## 788 1.095834503 0.082631115 -1.737154187 -0.3670483215 1.991082066
## 789 -0.901538093 1.108763631 -0.847978441 0.8175730527 -2.301785957
## 790 -1.106055557 0.944977305 -2.287286539 -1.2303061210 0.728459505
## 791 -3.053347414 0.083507240 1.503442078 -3.5317847168 0.463749407
## 792 -1.504921512 1.557766503 4.175025673 -3.0184098358 -3.399360913
## 793 1.527009253 0.629038114 -0.980888386 -1.0505017538 0.239995812
## 794 -0.501189085 -1.850847579 0.406815713 2.1499435319 -0.091102383
## 795 -2.064710685 -1.955669060 0.195452977 0.4507280477 -1.427060796
## 796 0.588774676 -3.960313247 1.510481809 2.6778288918 0.235365044
## 797 2.105346271 -1.426629884 0.744043150 -1.4774408001 1.586067925
## 798 -3.013418234 -1.767919150 -0.006803419 0.8549713647 0.704635934
## 799 -2.851733747 1.219076657 -3.498257443 -1.7132261626 -1.443600207
## 800 -1.568956728 -1.071000789 3.836447496 1.5693375029 1.038003615
## 801 0.394217145 -1.073956766 0.814067115 -1.4890796924 0.870210375
## 802 0.862967451 2.405704147 2.103329115 0.6780253579 1.402908104
## 803 0.955431233 -1.340186388 -0.186055225 -1.6076878566 1.968385091
## 804 0.479924194 2.933555445 -0.179463655 3.0285700975 -0.325729861
## 805 0.013337039 2.050186917 0.805474078 0.8045786522 -1.306642842
## 806 0.225861442 -2.562036012 -0.103636927 1.7477535645 0.630152631
## 807 0.708011380 -3.199456515 0.656272599 -0.4826935080 0.704470614
## 808 -0.442879644 -0.288606642 0.271093077 0.0127211309 -0.785208784
## 809 3.595651790 -3.150547546 -0.350164434 3.0649150509 0.301960641
## 810 0.056756856 3.972417093 -4.233938838 -0.3285513962 0.484204748
## 811 -2.586000521 2.736247191 3.435378091 -0.1315199975 0.144702058
## 812 -2.403236850 -3.384727670 0.520320759 -3.0060151324 0.394995834
## 813 0.384366952 -2.202467191 0.262418795 1.6139036474 0.863841413
## 814 -1.160251564 -0.343531769 -2.161717880 0.5874629000 0.068119362
## 815 -1.263619465 1.907704628 -1.101769935 1.6366775129 -1.227794387
## 816 -0.326748240 -0.366690508 -0.593783197 -2.0514948597 -1.255999360
## 817 -0.558947031 -2.897725895 0.111137367 -1.6164058653 1.241294036
## 818 -2.268068790 1.409384866 0.025457494 -0.0311127245 1.557690011
## 819 2.635744688 1.229614395 -2.311580938 -0.0709022757 0.158350949
## PC11 PC12 PC13 PC14 PC15
## 1 0.451022782 -1.090273e+00 -0.3725415918 0.6378767523 -0.595086497
## 2 -0.351322525 -3.034604e-01 -2.9126830271 0.7403519507 0.168676256
## 3 2.475825105 1.052749e+00 -0.4810437914 -0.7391305364 1.969936533
## 4 0.678786327 3.382050e+00 1.0202343618 -4.0895139950 -3.124856283
## 5 0.536289902 6.980353e-01 -0.5374122848 -0.8878804836 -0.563587555
## 6 1.397757667 -3.203474e-01 -3.3080263551 1.1238048699 0.689213192
## 7 1.590947148 -8.869865e-01 1.0360659981 1.2811080180 1.980406760
## 8 0.622624821 -1.298541e+00 -0.8733079843 -1.2516246499 -1.779830441
## 9 0.922060800 -1.107087e-01 -1.3954153307 0.5741078398 -1.119762062
## 10 1.392836588 5.765882e-01 0.3642751041 1.7897389335 0.102069900
## 11 1.029819753 -1.630260e+00 1.1296947235 -3.2818050525 -1.190584426
## 12 -0.143164267 -1.646015e+00 1.3081294017 1.5615191598 1.381425035
## 13 -0.319065580 4.956350e-01 -0.3072089714 -0.2262579205 0.687783658
## 14 0.875935178 -1.395059e+00 0.1164047959 1.5110178442 1.450080801
## 15 1.085332935 3.595796e-01 -0.1819549433 0.4460702686 0.724902669
## 16 1.914573111 -2.288190e+00 0.1941168756 1.5551874889 0.645969794
## 17 -0.964478086 -3.232106e-01 0.2871667571 1.3115518758 -0.432173507
## 18 -1.896977124 7.291433e-01 -0.0516616552 -0.5226568381 -1.847263321
## 19 1.479786625 -6.588606e-02 -0.2568018857 0.2223883005 2.153075879
## 20 1.727627794 1.210574e+00 -0.8134241299 -1.5841937112 -0.519833828
## 21 -0.851184734 -1.840624e-01 -1.2173340122 -1.0040976413 0.846418144
## 22 1.501932741 -6.059019e-01 2.1700653216 -0.3859937631 2.076573334
## 23 0.415542062 3.872767e-01 -0.6376724588 0.5284049139 1.903234438
## 24 0.058953727 -1.405916e+00 -0.3217735716 -0.4072810065 -2.107827037
## 25 1.329074629 1.020553e+00 0.4671698785 0.1132525607 -0.747688626
## 26 1.778692286 -1.193466e+00 -0.5800560879 0.2854737458 -1.177180314
## 27 1.809005532 1.310413e+00 -1.2151467030 -2.4054949654 0.029806795
## 28 -1.501763147 -1.527284e+00 -1.0851552953 0.2243890145 1.877020893
## 29 0.062758733 4.543736e-01 -0.7979094901 0.5314912801 2.516202424
## 30 0.572041538 -1.729723e+00 0.5042148178 0.4414537455 -1.174852757
## 31 -0.471196604 -2.017421e-01 -1.2317087546 -2.2277609740 0.350104667
## 32 0.210401255 -1.450249e+00 0.6869454184 -0.0479421733 -0.264459960
## 33 0.854396113 3.356327e-01 -0.7288810878 -1.1606625972 -1.359894787
## 34 -0.270143883 8.201634e-01 -0.7084053588 -1.2113238981 -1.646667319
## 35 1.931279819 -6.881800e-01 0.0968024746 0.8291943727 1.545179898
## 36 0.383016888 -2.959747e-01 -0.2675417313 0.1550308722 -0.797724773
## 37 1.820641068 -5.664024e-01 1.1828805602 -0.6017079347 1.286207785
## 38 0.490929761 6.717818e-01 1.7843127610 -1.3499975685 -0.779148121
## 39 -0.010228041 1.380189e+00 0.2833725625 2.1348632403 0.093102098
## 40 -1.291580610 -1.180009e+00 -0.6917060295 3.7557927010 1.071001823
## 41 -2.947112055 3.384493e+00 3.2793067340 0.2889811336 0.983401124
## 42 2.059431247 -1.212612e-01 1.3941466128 -0.1116643141 -0.361318982
## 43 2.859192007 1.902356e+00 0.6465412266 -1.0557116835 -0.124362699
## 44 -0.522646233 -3.514422e-01 -0.6875095061 -1.6902814277 1.100691966
## 45 -1.596648145 2.266055e+00 -0.2932038988 -2.3409224063 0.459147675
## 46 -0.818238398 4.670926e-01 -0.5117509697 -0.2092981424 -1.241961121
## 47 -1.159243078 7.321251e-02 2.1487103122 0.9128437889 -0.856090976
## 48 1.240179481 3.432228e-01 -1.4767837259 1.6351963163 -1.269302475
## 49 -0.411833883 3.894980e-01 -0.2785987109 0.4183559203 -0.154711997
## 50 -0.271323144 -7.321760e-01 2.1865971533 0.4846938451 2.363511381
## 51 -0.613333050 -3.640299e-01 -1.5930789491 0.3718048234 0.677776010
## 52 1.300812033 7.731806e-01 -0.4962707943 -1.2730712225 1.460370071
## 53 -2.614773793 -2.684692e-01 -0.2779877587 -0.4330599722 -0.785066748
## 54 -2.215106461 1.507966e-02 -0.8941301616 0.5158523213 -1.214893017
## 55 -1.208856583 1.908769e+00 -1.5763726332 0.3594895105 1.943187686
## 56 -1.614502309 -1.624191e-01 0.5131913169 1.0263101078 1.780848716
## 57 -0.746921177 -3.677761e-01 -0.3567878350 -1.2274647557 0.076813168
## 58 -2.283239806 -5.465802e-01 -0.7707471480 0.2767845833 1.592854116
## 59 0.788567859 1.699586e-01 -0.9889531545 0.0764987077 0.113650112
## 60 -0.362182163 -6.848472e-01 1.1804785089 -2.0095183930 -1.654551204
## 61 -3.526944257 1.593215e+00 -0.0804841820 1.4699643915 -0.283241735
## 62 0.373418870 2.381520e-01 -0.7115314126 -1.2214786255 -0.004368840
## 63 0.601156552 -1.868601e-01 -0.8654285525 -0.4374012440 -1.671062478
## 64 1.207133179 -5.567980e-01 1.4051796862 1.3963461789 1.461054255
## 65 -1.384873851 1.311779e+00 0.2806463035 -2.8283036133 1.556579795
## 66 3.117585881 -8.501194e-01 -1.7079955236 2.0029658673 1.639576928
## 67 -0.414380267 6.744731e-01 0.1962916856 -0.2373446333 0.660629173
## 68 -0.858814746 6.569098e-01 -1.5037086729 0.3775218917 0.084364803
## 69 -1.056925727 -4.389687e-01 2.1809576137 1.9389231013 -2.146060541
## 70 0.405968169 -6.778388e-01 0.3576309577 1.2350444919 2.669263464
## 71 -0.458345543 9.348847e-01 -1.7927342314 1.6647980356 0.962987496
## 72 0.160819277 -8.890221e-01 0.6072642900 -1.4556131434 2.086957169
## 73 -0.558716203 3.993753e-01 -0.3519608964 -1.4423387172 -0.548098332
## 74 -0.934030007 -9.177259e-01 0.3528436540 0.1230419762 -1.069701442
## 75 0.412743042 -6.528774e-01 0.8581847758 -0.1870081604 -0.538162414
## 76 -2.048199723 1.082366e+00 3.3333227382 -2.6439097463 -2.228730889
## 77 0.263655775 1.554171e+00 -1.3145277717 -0.9814542281 -1.383412551
## 78 -0.478242821 6.628893e-01 -0.2707847459 -0.1505014442 -1.449596633
## 79 -0.026971901 -2.125598e-01 -1.6619545245 -0.2287259270 -0.101207473
## 80 -1.241368274 -1.694764e+00 0.5615275391 0.6804489020 -1.346223759
## 81 -0.655249906 -1.937800e-01 0.5732507500 1.7140239829 0.376111082
## 82 -0.521287026 3.001669e-01 -0.1726326105 0.1995186137 0.062724579
## 83 2.104863861 -2.226434e+00 2.5529783192 1.7068725671 -2.613222575
## 84 0.766887349 6.882289e-01 0.0619128109 -1.7721962121 -0.687408948
## 85 -0.730405192 -5.708750e-01 -0.9074511300 -0.9118493480 -2.485314421
## 86 0.113558415 -9.636137e-01 0.4539735731 -0.7940712714 0.940271580
## 87 -0.166909077 9.446482e-01 3.0521613373 -1.6564043168 0.242205051
## 88 0.214507582 2.266475e-01 -0.0495663085 -2.0021765301 0.429635928
## 89 0.058938206 1.317213e-02 1.2119258164 -0.2090267626 1.932344096
## 90 -0.537175762 1.264159e+00 1.6806314519 -1.6775116499 1.563426269
## 91 0.168206453 -1.312714e+00 2.4299484641 2.6506066121 1.386719780
## 92 -0.129246615 9.958445e-01 -0.6313125823 -1.3491168378 -1.815689966
## 93 0.468583726 -3.298053e-01 -1.3627927792 1.0445073526 2.141017991
## 94 0.537854842 5.179481e-02 -0.2327064379 -1.3889214015 -0.103864295
## 95 -0.971141140 -4.067673e-01 -0.5210441501 -0.6731607716 -0.100894392
## 96 -1.091692823 3.927207e-01 1.0094832394 1.0544384937 -0.614159251
## 97 -0.135961919 -7.765540e-01 -1.7909520943 -0.5237846036 2.973776408
## 98 1.368758371 -1.958920e+00 0.0163824647 -0.6122933877 -1.074035162
## 99 -0.503855192 -1.675578e+00 0.5098308435 -0.5883910119 -1.342676745
## 100 -0.367857869 -5.332421e-01 1.5726825582 1.2376379849 -0.598432675
## 101 -1.552740513 7.368628e-01 -0.1120172062 0.5651619577 -0.396386992
## 102 -1.855222645 2.149755e-01 0.6409868101 2.8971331675 -1.084766341
## 103 0.447156239 -4.218911e-01 2.2552093113 0.2677512627 -1.963408810
## 104 0.030673077 -1.029515e+00 -0.2718472278 1.0742823430 -1.403875953
## 105 2.949223555 -2.166898e+00 2.6773797577 1.5130951341 -1.105730518
## 106 0.126713355 -1.294567e-01 0.1134176638 -0.0048348958 0.774392237
## 107 -1.108920315 -1.319750e+00 0.0914947609 -1.9159864346 -0.419565881
## 108 0.874151876 3.138404e-01 -0.5445886625 -0.5458705577 -0.317037820
## 109 1.624211564 -2.264900e+00 0.1324922289 2.2387034534 -1.743853562
## 110 1.156213934 -1.279135e+00 1.1226538270 0.0372896390 0.145567853
## 111 1.241921895 1.480644e+00 2.8318436299 -1.3329417951 -1.982418366
## 112 1.616890304 4.373718e-01 -0.6413551041 -2.2098623662 -0.149755791
## 113 0.587221180 -1.502750e+00 1.3564753059 0.2778298110 0.737968495
## 114 -0.013014589 -1.726669e+00 -0.8952113088 -1.5378671055 0.438863872
## 115 -1.443606224 1.123949e+00 -2.5670282566 0.3874804128 1.778140100
## 116 0.771909438 -9.510242e-01 1.3011426360 2.2075571293 2.771562779
## 117 0.117314876 5.599469e-01 0.3598202866 0.1748528242 -0.393216881
## 118 -0.369048160 -1.589146e-01 -0.8685564361 -1.4572515755 -0.329279331
## 119 1.566678945 1.124449e+00 0.5709812137 -1.3346507272 -0.557683719
## 120 2.325281854 -3.075981e+00 -1.8191048384 2.6578670066 1.454637274
## 121 0.422540992 3.911111e-01 -0.7658831612 0.7924734318 -1.515666236
## 122 0.514843642 3.246993e-01 0.7172237398 1.1976560071 -0.812517584
## 123 0.970256485 4.915206e-01 0.6553651743 -1.4133139202 -0.412176606
## 124 2.919142181 7.028900e-03 -0.4547095412 0.3416999676 0.119087371
## 125 -1.487848682 -5.074699e-01 2.8363077837 -1.1017656488 1.285101817
## 126 1.734038865 -3.398887e-01 -0.5255673171 0.0308729474 -0.036026525
## 127 2.416559475 5.821348e-01 -2.2620650609 -0.1207186258 0.085148166
## 128 2.869804994 -1.485505e+00 -0.6467335614 0.3487140019 1.424269948
## 129 2.107182080 -1.054508e+00 1.3711692844 -0.8550026468 -1.327966414
## 130 -0.176629278 -6.465418e-01 -1.8522540784 0.4780773628 2.512985761
## 131 -15.359935351 -3.013818e+01 -8.3838960880 -8.4250523684 -8.066272801
## 132 1.816814849 -9.177552e-01 -0.0129486982 0.5612468234 -0.074778464
## 133 -0.331097030 -8.734891e-01 -0.5750068482 -0.9465810286 -2.364723511
## 134 0.143642788 6.340806e-01 0.3381183761 -3.9299857273 0.324355986
## 135 -1.059497924 -1.208797e+00 1.1893271803 -0.3396327085 -1.438629262
## 136 -2.008848019 5.450020e-01 1.4056801691 1.5336911935 0.034214274
## 137 0.636816126 -1.170487e+00 -0.8597360409 -1.1306531993 0.278299822
## 138 -0.286552651 -3.825447e-01 -1.3347422712 0.1271043689 0.819580320
## 139 1.024198526 -6.860096e-01 0.7959364996 0.9955987449 0.346635470
## 140 0.547345469 -1.021623e+00 -1.4533428791 -0.9908569254 2.611415359
## 141 3.050301079 -7.248559e-01 1.1313964198 -1.7590658332 2.255688268
## 142 -0.565071982 -3.546384e-02 0.8312600333 1.1198616626 -0.474652024
## 143 -0.775052322 -2.185955e-01 0.5144102194 1.0185549778 0.459705923
## 144 -4.379036364 -8.123827e-01 0.7418948843 1.8863375693 -0.455277930
## 145 -1.077559791 -2.836626e-02 -1.0849698934 -0.0475345549 -0.122665650
## 146 -1.754887886 -3.130046e-01 0.2256933822 -0.2109402514 0.008256011
## 147 0.439756111 8.543034e-01 0.0864802084 0.1672158071 -0.491298259
## 148 -0.754799908 -8.701097e-01 0.4150595903 1.7162123927 2.033399137
## 149 0.086812442 -8.194555e-01 -0.3169590685 -1.0489628306 -0.595822485
## 150 -1.486665350 -6.912833e-01 0.1307183678 0.8376568897 1.258789317
## 151 0.657785148 -1.653027e+00 0.3782485029 1.3704462225 -1.869539083
## 152 -0.090697149 7.735094e-01 -1.1391404974 -0.8252232489 0.442505685
## 153 -0.715106856 1.522713e+00 -1.6920439847 -0.3894182406 0.547129422
## 154 0.428169362 -6.432190e-01 0.8622972965 0.7185907575 -0.205237217
## 155 -0.096141723 1.862871e+00 -1.2398077639 -0.0146987934 -0.087720417
## 156 0.636794562 -2.050176e-01 1.6578332726 1.0105363771 -2.266015608
## 157 0.795566524 2.223455e-01 -1.7296459326 -0.3303077647 0.123201220
## 158 0.488505999 1.223788e-01 -0.5873722593 0.0514211863 0.347922193
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## 579 1.526986727 -7.887961e-01 -1.7933043973 0.0803474116 -0.377490893
## 580 0.643570968 -1.630400e-01 0.9374324467 0.5944238272 -0.601698158
## 581 -3.149272301 2.565421e+00 3.9472979241 -0.8697757618 -0.841253603
## 582 1.763391382 1.887860e-01 -0.1511462435 -1.5607753315 -0.439959434
## 583 1.702420467 -8.385187e-01 -1.4419629733 -0.5534113347 -0.874510936
## 584 -0.715927010 -1.030529e+00 0.5727507166 -0.4662327616 1.436978562
## 585 -0.789783336 5.663414e-01 0.0463260281 0.4098146249 -0.715615412
## 586 -1.165208875 -2.392180e-01 -0.4830398742 -0.8094289028 0.025181291
## 587 0.314836154 -9.330985e-02 -2.0516343499 -0.4095093870 -0.130597793
## 588 1.849720460 2.029590e-01 -1.7718324390 2.1813708018 -1.802514519
## 589 -2.223182250 -1.934175e-01 0.0038298561 0.0379794962 -1.497623379
## 590 0.185532430 -1.507286e-01 0.7165758638 -0.4430901812 -0.399018119
## 591 1.696611714 7.955770e-01 -0.7419323919 -0.5232076277 -0.186295712
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## 593 -1.007313049 2.581934e-01 -2.0427599776 1.0459247008 -0.473031386
## 594 -1.286588173 -2.024150e-01 -0.1808090495 -0.5755416455 -1.785536259
## 595 -0.760707478 -9.731912e-01 0.0434470459 -0.9777910060 -1.718638385
## 596 0.283424524 1.002370e+00 -0.7388190657 -0.7251601435 1.821685916
## 597 0.838696947 -5.510446e-01 0.5089680185 1.5344137841 -0.622949280
## 598 -0.901940683 -1.133713e+00 0.5521765862 0.3758763985 -0.240071466
## 599 -0.389681917 -3.177968e-01 -1.0279490740 0.3131006875 0.656393615
## 600 2.304331539 3.319441e+00 0.0496082955 -0.7014636344 0.257690241
## 601 1.300352828 1.099725e+00 0.8953489665 -0.0688157067 0.564737593
## 602 0.588508646 -5.379199e-01 -0.7089505365 0.0560218350 0.188320572
## 603 -0.174888414 1.167821e+00 -0.9953217894 -1.0897809883 1.959126967
## 604 1.990100554 -5.388313e-01 -2.7339087164 -1.0298138611 0.622912764
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## 606 -0.347400904 6.293664e-01 -1.9505603952 0.1890315753 -1.252241229
## 607 -0.515357419 2.806924e-01 0.2717662102 -0.3175519869 2.230433924
## 608 -0.969508338 1.388598e+00 -1.6040783464 0.1267470351 1.666933348
## 609 1.063199790 1.116232e+00 -0.9008758409 -0.2231590973 0.578185988
## 610 -0.649615704 1.338522e+00 -0.0076566897 1.6798640783 0.378273270
## 611 -1.352215038 -1.234896e-01 -1.0852995768 -1.1924354257 0.970944090
## 612 -1.987803506 3.763122e-03 -1.0960158776 0.3834045187 1.059613544
## 613 0.373787300 -1.231421e+00 -0.2606431252 -0.9805918567 -0.483597239
## 614 -0.987480931 -1.224406e+00 0.6149474002 0.9624999060 0.417988982
## 615 -0.833878654 3.578934e-01 -1.6405411908 -1.3674258526 3.317099122
## 616 -1.789199845 -1.461842e+00 1.3790987422 0.6442119138 2.158824052
## 617 0.736166625 -4.942728e-01 -0.1483505664 -1.6939405129 1.183239494
## 618 0.676100046 -1.014114e+00 0.1731970025 0.1574534343 -0.050619283
## 619 1.597126718 -5.975727e-01 -0.4578381827 -2.1691493477 0.181585743
## 620 -0.679941610 8.536826e-01 -2.9409716418 -2.0308947455 1.264509839
## 621 -0.396821634 8.573517e-01 -0.1130083839 -0.8036526815 0.694738413
## 622 0.433996265 2.821638e-01 -0.1462047421 -1.8102299067 -1.343350507
## 623 -1.436365094 -1.273141e+00 2.8072429510 1.6809711177 1.217596347
## 624 0.882601803 -6.470606e-01 -0.0128745511 -0.8856861205 0.864826050
## 625 0.993388383 9.225125e-01 -2.2105595871 -0.9324274090 0.908124587
## 626 2.002566865 -1.413468e-01 -0.2489150426 0.8339841366 0.540852394
## 627 -1.496929210 2.161907e+00 4.4922463557 -0.8468319113 0.407880523
## 628 0.482197209 2.322032e-02 1.2306490187 -0.3443480521 1.254135961
## 629 2.806902123 -3.789478e-01 2.9409255805 0.6857494285 -0.344785490
## 630 1.401834912 -7.182007e-01 -1.9241877058 -1.7948958828 -1.333392740
## 631 -0.070291517 8.097812e-01 -0.8614066106 0.2147402473 0.606577865
## 632 -1.900329195 3.679646e-01 0.6349633247 1.2067343774 -0.670231806
## 633 2.175339376 -6.842737e-01 -0.1343240148 -0.8484042683 1.774566456
## 634 -0.465188501 6.431230e-01 0.7748473719 -1.8141805741 0.839915467
## 635 0.617138137 -1.276092e+00 -1.1237085717 0.4208580757 1.530562898
## 636 -0.568901370 -1.111352e+00 -0.6473724416 -0.0477456319 0.413523034
## 637 4.169054435 -1.423410e+00 -0.4831971682 4.1380221168 -1.938473411
## 638 -1.949006277 -4.374440e-02 0.5920377079 0.1068981615 0.058333622
## 639 -0.005805735 5.703563e-01 0.9831809363 -0.0751652840 -1.713173594
## 640 1.461910222 -1.122053e+00 0.7892736367 0.3411971088 -2.262566078
## 641 1.397299795 2.510035e+00 -0.9147424622 -0.1842161291 -1.604647562
## 642 -1.409585644 -1.274307e-01 -0.1946984086 2.4598817517 0.922193185
## 643 0.146920451 1.567411e+00 -1.0868099613 -1.6477361684 -0.340545831
## 644 -0.020559834 -9.387444e-01 -0.4019758927 0.6687374008 1.668734465
## 645 1.271761117 -1.247395e+00 0.2749669633 0.6636177650 1.193650875
## 646 -0.768394407 2.779153e+00 -0.0426477743 -0.6062400934 -2.604830874
## 647 -1.148016882 -4.262665e-01 -0.9425897465 1.8132552100 -3.483368194
## 648 -0.186232907 1.270603e+00 0.1037289211 0.6943531292 -1.598231955
## 649 -1.680873161 6.118661e-01 0.0703937324 -1.4249114299 -0.277920593
## 650 1.917268067 -1.676823e+00 0.0112733822 1.1026948665 0.033247776
## 651 -2.189457692 2.030324e+00 -1.2640138168 -2.5115857713 0.068495592
## 652 -0.058173038 -9.608891e-02 -1.2423998011 -0.5876797617 0.435012126
## 653 -0.209342653 -2.079337e-01 -0.2540757530 0.5744996281 -2.049221236
## 654 -0.646272760 7.580123e-01 -1.7628831493 -0.4980346376 -1.163564992
## 655 -1.857558532 -1.608146e+00 0.5745401437 0.8842039881 1.716823257
## 656 0.396894635 -9.641960e-01 -0.1270078655 -0.3952700594 -0.938162186
## 657 -0.710931391 -2.406647e-01 -0.7832788998 -0.8377372408 1.169633732
## 658 0.608978411 -1.453935e+00 -1.1945623964 -1.7201389506 2.863578792
## 659 -0.854666650 -1.174486e-02 -0.6808948497 -1.3262052766 0.212826169
## 660 1.107349966 -9.174920e-01 0.0512893796 -2.0486542005 -0.274402306
## 661 2.373259702 -2.370328e-01 -2.0666469142 1.4195805460 -3.934504294
## 662 -0.878068262 8.753992e-01 -1.9649672472 0.1552341307 -0.695726958
## 663 0.773063570 -2.322436e-01 -0.1990732244 0.8548516127 -1.512155381
## 664 0.807842544 -1.894952e+00 2.0317728381 0.4751035070 1.829380075
## 665 -0.025573879 3.956694e-01 0.9726808272 -0.8934229228 1.523586824
## 666 -0.111864723 -1.938980e+00 -1.9311447152 1.6414767569 1.301365221
## 667 2.008897350 4.012076e+00 0.7520691025 -1.4047352486 -0.934482275
## 668 -1.763404903 -1.090194e+00 1.9803708321 2.2081664645 2.633472839
## 669 -0.475892653 3.863869e-01 0.4190544406 0.4082472283 2.328604157
## 670 1.286756183 -6.102620e-01 2.8254127642 0.7273272663 2.310436659
## 671 -0.317928341 7.771247e-02 -2.7902019166 0.4865160019 -0.079662526
## 672 -2.593963048 9.940979e-01 0.9943161769 0.5413037119 -0.781279681
## 673 -0.742956015 -7.820502e-01 0.1761502987 0.8074303384 0.601466826
## 674 -2.963913460 -7.871272e-01 2.0625416494 2.3510647891 -0.890152077
## 675 -0.515292365 -1.617410e-01 -1.0236886902 0.2486050634 -0.463863952
## 676 -2.622683155 1.296345e+00 -0.7161933329 -1.0230542135 1.220676004
## 677 -0.039866779 5.704977e-01 -0.3404961899 0.5079838233 -0.278865618
## 678 -0.464084117 -8.959608e-01 0.8635832036 1.5457188090 -0.322992444
## 679 -0.592568300 5.161489e-01 1.2291551130 1.3874293089 -1.952060736
## 680 2.015691245 -8.938415e-01 -0.3921186709 -0.7083054401 0.031754961
## 681 2.349597682 1.107141e+00 -1.2278691580 -0.6241770125 0.056384199
## 682 -1.953621399 9.885637e-01 -1.0824704444 -0.7033328777 1.499917252
## 683 -1.853461920 1.677055e+00 0.4479457743 -2.2597602360 -0.812879577
## 684 0.916884427 1.656827e+00 -0.3836053281 -1.6185719310 -0.273545280
## 685 -1.402204019 3.350620e+00 -2.3916571116 0.5030423738 1.742458498
## 686 -1.451688951 -1.227041e+00 0.0656319929 1.1857184999 -0.964973864
## 687 0.952574274 -2.101332e-02 1.0988876375 -0.8511605220 0.661497519
## 688 2.636690080 8.294597e-01 0.2575698213 1.5558519526 1.693014148
## 689 2.000704410 2.060245e+00 -1.8501047148 0.3307012857 -0.957082597
## 690 1.792788729 -8.773573e-01 -1.6427149925 -1.3801329652 1.036722555
## 691 2.395556076 9.525844e-01 0.4866168801 -0.5448218151 0.378350841
## 692 -1.642645288 1.366489e+00 0.1165738107 -0.4754003332 0.318497924
## 693 -0.366041221 4.844723e-01 -1.4369530324 -1.6706364580 2.003409631
## 694 -0.823238684 1.710789e+00 -1.1854032318 0.9358474035 0.567404633
## 695 0.333788591 -1.770194e+00 -0.6110132438 -1.0161790835 0.222556712
## 696 1.570942520 -1.292996e+00 2.4480041722 0.5890842370 1.678555277
## 697 -1.363870837 -4.825609e-03 -0.1366003161 -0.6540845222 -2.257567850
## 698 -2.979957657 6.748254e-02 -0.3640948202 0.0758599860 1.418389855
## 699 -0.695349899 -6.406210e-01 -1.2278257967 2.6051824658 -0.269908095
## 700 2.080022981 2.567223e-01 -0.6164514090 0.9989840888 1.973568747
## 701 0.072716835 6.803224e-01 -2.1561583360 -0.0377381341 -0.495693470
## 702 -2.243057869 -5.877626e-01 -0.3059929122 -0.3331362983 2.578485735
## 703 0.838514686 1.204782e-01 0.5377274539 1.4291110453 -0.590189149
## 704 1.235076300 -1.495341e+00 2.0257803687 -0.8666322367 1.154913547
## 705 -0.310815477 -6.199318e-01 -1.8118767586 2.4805797427 1.923097662
## 706 1.088068480 1.528605e+00 -1.5683249873 0.2131904762 0.375483247
## 707 0.322343005 1.719118e+00 0.3623758721 -0.5630600000 2.607828925
## 708 0.341333851 -4.339492e-02 0.0288371383 -0.0055838224 -0.460338875
## 709 1.275816969 1.009514e+00 -1.6162170001 -0.6822885034 -0.440623350
## 710 1.071905795 -6.663418e-01 0.1144096001 0.9156074191 -1.387043422
## 711 1.558830746 -6.646973e-01 -0.3620352037 0.2246614752 -0.143685378
## 712 -2.318862309 -3.715515e-01 -1.5781567048 -0.3215978629 0.169528675
## 713 -0.809381732 -1.474370e-01 2.2824588370 -1.2418391542 0.565097154
## 714 0.300993803 -1.262056e+00 1.6869545629 0.0388835248 -0.445479715
## 715 0.482673223 1.034685e+00 -1.0276912867 1.3107659397 1.011427707
## 716 3.832588625 -1.681819e+00 2.0523149758 -2.4869196025 -0.277416576
## 717 0.861538496 -3.816468e-01 -1.6953589447 -1.2934353605 0.439058039
## 718 0.682561078 8.637016e-01 0.1554133253 1.2078240497 0.656242747
## 719 0.651433530 -1.673685e-01 0.0470456737 2.0440294296 -1.386280764
## 720 0.496038327 1.699450e+00 -0.2350720139 0.8161531807 -1.316474888
## 721 -1.451219919 1.611107e-02 1.7399239276 1.2377563223 0.887711756
## 722 0.735612871 1.138093e+00 -3.0751086717 1.5667994147 -0.344923011
## 723 0.067759440 -1.239071e+00 -1.2167849124 -0.6139815516 -0.323206781
## 724 1.072256505 1.220031e-01 -0.0944446561 1.2300737027 2.194472626
## 725 1.741512947 1.076296e+00 1.7342484167 -0.6244158293 2.220952654
## 726 0.044571648 1.974941e-01 0.9524139525 0.9799171978 2.014307326
## 727 -2.033759562 -2.581727e-01 -0.8708726399 -2.3636053461 -0.718533331
## 728 0.252033774 6.642693e-01 -1.4650744161 -0.5669072767 -0.909540352
## 729 -0.065913906 4.250473e-01 -0.3375532154 -0.3152516777 1.347217825
## 730 1.012012421 -5.902278e-01 -0.3545476249 -0.6242432325 0.289412651
## 731 0.223361226 2.292658e+00 -1.0510679325 -0.1729125686 0.536390440
## 732 1.798110012 -7.192383e-01 2.3572486217 -0.6304207422 -1.891914826
## 733 -2.841878785 6.695646e-01 -0.1975072335 0.3197264646 0.418804510
## 734 -1.707192939 6.808603e-01 -1.9241655503 -0.1182198053 -0.215210398
## 735 1.724262136 1.976668e+00 2.6724117348 -0.2427092026 -0.146773176
## 736 0.982285168 -1.043821e+00 0.7497035110 -0.6409667378 0.221750502
## 737 -0.156598166 6.262326e-01 -1.3710694715 3.1040188518 -0.666058198
## 738 -2.040010224 1.292406e-01 2.0268840260 -2.2535099818 1.243092379
## 739 -1.651749458 -8.098099e-01 0.2053720080 1.3784020674 -0.296258128
## 740 -0.486291474 2.011353e-01 -0.8581270606 1.7119656133 -0.959659972
## 741 1.392404623 3.594774e-01 0.3948528924 2.2317653285 -1.459908341
## 742 -1.266297991 -1.482011e+00 1.6478676508 0.5213960358 1.685179353
## 743 -1.053250741 -3.482368e-01 -0.5777714011 -0.9033466720 -0.268446783
## 744 0.875667669 9.330083e-01 0.4365352048 0.7225205868 0.713977140
## 745 -0.706002051 5.439750e-01 -0.5903322957 -0.2462780733 2.107556798
## 746 1.099449963 2.321314e+00 -0.8148555363 1.4104251342 -0.380247606
## 747 1.177342625 -3.781484e+00 3.2125717629 1.8012282445 -0.307510032
## 748 -0.959622671 -9.995453e-01 0.6444439623 -0.4822769498 -0.617353061
## 749 -1.815499143 1.687762e+00 -1.5727710419 -1.8400715885 -1.088295385
## 750 0.808777168 1.492830e+00 -1.1217560599 0.5057243177 -0.615516507
## 751 2.368088955 -7.538115e-01 -2.1948290298 2.5464795768 -1.067126075
## 752 -1.773023463 -4.755680e-01 2.0438300492 -1.1468185462 2.868851154
## 753 0.314620069 3.267633e-01 -1.6076748043 -0.3222341370 -0.971796448
## 754 -1.181406163 -5.893610e-01 2.0903595617 -2.4815681435 0.796723055
## 755 -0.611729890 2.233779e-01 0.7500632416 1.5114958360 -1.130671018
## 756 -0.661629930 2.071555e-01 -3.6918947133 0.7829668544 -0.988521568
## 757 -0.857699029 8.848318e-01 -1.6504035133 -1.3605184268 -1.023316337
## 758 -2.020602233 1.646770e+00 0.4668407303 2.1538312342 -2.377780903
## 759 0.719063278 -1.183354e+00 -1.0123392147 -2.3018256097 0.338312785
## 760 1.219855786 -1.191604e+00 -1.1705856660 0.7978741991 -0.600418764
## 761 0.460989707 -3.742503e-01 -1.0464340749 0.5347084886 0.013797298
## 762 -0.351709350 -1.195948e+00 0.8282176567 1.0700487445 0.683405794
## 763 -0.153665640 1.185164e+00 0.7458186043 0.1308503731 -0.108578105
## 764 -0.795380983 -6.330478e-01 0.0770430215 -1.1596386885 1.364073492
## 765 1.511122675 -1.989691e-01 0.9422070324 0.7170039111 -0.349936703
## 766 -3.559651623 9.602809e-01 -0.3544882210 -0.4923792111 -2.184306200
## 767 1.905420189 6.342622e-01 0.6207271988 1.5873742661 -1.851986145
## 768 1.077650548 1.329641e+00 2.3012313153 -1.9779398485 -1.922204838
## 769 -0.435910469 1.185460e+00 0.1887816627 -0.7371487419 -0.228319712
## 770 0.379380917 -2.232770e-01 -0.5063749517 -1.0123477346 -0.429986826
## 771 2.077226730 1.544112e+00 -0.2321180445 0.3466034357 0.175806516
## 772 -2.460058838 5.084682e-02 0.1837850770 0.9883286367 -2.230673034
## 773 1.806708955 -5.475929e-01 -1.4632339939 -0.6644316831 -0.465002841
## 774 -1.006976750 2.063026e+00 -1.2753410919 -0.6685846885 0.989578995
## 775 0.637515458 5.908428e-01 0.1898154551 -0.7142221016 -1.928931593
## 776 0.566560420 -5.634472e-03 -0.2705249812 -0.2672935549 0.229382805
## 777 -0.452605857 -3.039568e-01 -0.1070768443 1.1932790710 -0.913889535
## 778 -2.910774354 -1.435720e+00 0.2827905238 -0.2106027586 -0.140492670
## 779 -0.554702954 -1.894771e+00 -1.1969399991 0.7241983945 0.406368937
## 780 1.545604812 -1.651727e+00 0.4633520741 -0.5839810853 0.504477710
## 781 1.707170788 -8.808807e-02 -1.5728158410 -1.2554890919 -0.604526955
## 782 0.886714425 1.059938e+00 -1.0018835595 -1.8641051506 -1.586347684
## 783 -2.191871575 -6.989969e-01 0.9887281472 0.1394511878 1.211117420
## 784 -0.601310520 1.158147e+00 -0.0613179559 -0.9404967330 -1.376724938
## 785 0.729654904 1.144616e+00 -1.3160666474 1.3674652642 -0.918043740
## 786 1.341205769 -4.623321e-01 0.0106282101 -0.5294352481 -2.259312008
## 787 1.054007476 -7.676994e-01 0.4572329069 2.0261702976 -0.850800352
## 788 -0.368071552 -8.796454e-01 0.2286632319 0.1833733359 -1.258895549
## 789 0.528467943 1.285129e+00 -2.3269096377 -0.0841781603 -0.353723798
## 790 -2.211212974 3.478936e-01 -0.6260384726 -0.7172444574 -1.464155969
## 791 -1.128908536 -5.264513e-01 1.6128428438 3.2550034697 -1.685988964
## 792 -0.775369821 -9.203935e-01 0.0628720198 -0.7188370018 -0.399772650
## 793 1.877580237 -4.344708e-01 0.2240353582 -0.6838962861 -0.275615858
## 794 -0.277291955 4.160812e-01 0.5534605566 0.6947717236 -1.286466322
## 795 -1.794942622 -1.307320e+00 -0.1003983346 0.5483461061 1.978952500
## 796 -0.045057579 1.328874e+00 0.9299238358 -1.0937964235 0.447482825
## 797 2.919962650 -1.286607e+00 -0.3387004638 -0.2401514682 -1.556918278
## 798 -0.265288897 1.023818e+00 -0.6653953432 -0.4482547803 0.598939424
## 799 -1.437092828 -8.582490e-01 0.1960632965 1.1776176811 3.739436525
## 800 2.488755466 -2.130517e+00 -0.7138624541 1.1333691424 -0.351609100
## 801 -2.967647043 1.276780e+00 0.0070594258 0.3944950110 0.236494167
## 802 1.395704418 -3.045156e-02 1.8462673463 -0.7608843669 -0.579682104
## 803 -1.600097137 7.501182e-01 -1.6396623911 1.9280174532 -0.021888968
## 804 -2.115064854 -5.307023e-01 -0.1388915890 0.8119861027 0.726542448
## 805 1.675346667 2.719239e-01 0.6544036079 -0.7319057495 -1.076418519
## 806 -0.150102537 8.949642e-01 -0.9511557815 -1.6480642627 0.092636324
## 807 -0.745190143 -5.095202e-03 -1.1367920540 -0.0367876387 1.055618063
## 808 1.243682293 -1.215061e+00 0.7598881949 0.5454993260 -0.031166962
## 809 0.367831226 1.717192e-01 0.3162088547 0.3710368248 0.496191952
## 810 -1.383333833 4.208084e-01 -0.0569200204 -0.1696264811 -1.591392006
## 811 1.708470328 1.083559e+00 -2.0858489900 0.0601878461 -0.558710316
## 812 -1.453337223 2.189235e+00 -1.0973073746 -1.9622167635 -0.488233549
## 813 1.221655442 -1.832396e-01 -1.0399815721 0.8676026254 -0.342840654
## 814 0.447828641 -8.157885e-01 -2.6425519960 -0.5896347197 1.182339463
## 815 -0.946713275 1.619987e+00 -0.9041313469 -0.5591429466 -0.902644485
## 816 -0.217501199 8.761479e-01 0.8971016766 -0.3396968258 0.277155391
## 817 -1.500997655 5.456774e-01 0.1607268791 1.3882575940 -0.881852372
## 818 1.373040666 -2.545325e-01 0.1346253770 -0.1636107742 0.389247816
## 819 2.014249250 -1.504262e+00 2.1553657277 -0.1815806386 -0.566701781
## PC16 PC17 PC18 PC19 PC20
## 1 1.1984273961 -0.1154510085 -0.835527092 0.8131648126 -0.0499064394
## 2 0.6017870991 -1.0439987319 0.023586406 0.7185802413 -0.2466964852
## 3 0.7778868735 1.3882054247 -0.972223508 0.1445734449 -0.9405351911
## 4 1.1589665572 0.9790780456 -1.634262909 1.6959778186 -1.1961256077
## 5 -0.7658410374 0.2959519764 -0.781691397 -0.8063340320 -1.7699237252
## 6 0.2722878388 -1.6660212455 -3.023187459 0.6815001849 0.3489655265
## 7 0.4827670565 0.5961951641 -0.545375280 -1.7204736573 0.0888980667
## 8 3.7445497665 -0.6255665378 0.796419617 -0.0155123774 -0.6475388498
## 9 1.0168922923 -0.9206500567 -0.495794460 -1.1220640952 -0.9401098786
## 10 0.9550380692 -0.6751052299 -2.518264907 -0.4165102591 -3.2410777414
## 11 0.9859926575 2.8688022566 -2.287888530 2.6188215638 0.5549037477
## 12 1.6166122759 0.9824666069 1.016310448 1.5043951868 2.1829093050
## 13 0.6795464267 0.5373172993 -0.700994614 0.1411396299 -0.0375149668
## 14 -0.6022469473 0.3832747513 -0.280622421 -1.2916591644 0.3165455414
## 15 1.0689688320 -2.1640217398 3.564692730 0.0626242169 0.6172206247
## 16 1.2157875666 0.9169508303 -0.478367655 0.5567321918 -0.0530945604
## 17 1.3402275682 0.4461617782 -2.068589155 1.0003297233 -0.0866785339
## 18 1.0242300968 -0.9310586514 0.151097970 -0.0967382148 -0.8393289190
## 19 0.2594120459 0.8404143412 -0.697586535 0.4109387626 0.2217580082
## 20 0.0244163400 0.0816858460 0.709743302 0.4487701064 -1.3388886397
## 21 1.5969566385 -0.4733324247 0.510911815 0.3232916965 -0.5467716901
## 22 -0.2095244021 -0.2615781890 1.015078504 -1.6756801278 0.2344918889
## 23 -1.7430316633 -0.6619621051 0.785920931 1.2969211053 -0.3241709495
## 24 0.1268535280 -0.4334658761 0.248474467 1.0732509017 -0.4851663868
## 25 1.3750997749 3.6232795756 -2.242086245 -0.7083816716 0.9381526485
## 26 -0.0401345187 -0.8836045214 1.617100056 0.6223531572 0.6440163960
## 27 0.1815870630 1.2238453046 -2.349026041 0.4115560460 0.4798082952
## 28 -0.6902022612 0.1399715901 -0.333289606 -0.3612857897 -0.6020664346
## 29 0.4493051489 1.5718708268 -1.305518781 -0.1506541624 0.8032240087
## 30 -1.0164287356 -1.8369609462 -0.932707573 1.2200408547 -0.3473885083
## 31 -0.9889578260 -0.7417538430 2.125776010 0.7220419888 0.1371444350
## 32 -0.7546761889 -1.1369004273 -0.156267700 1.9220199229 1.3272551337
## 33 0.0599357962 -0.3983179308 -0.302393713 -1.2412510994 0.2711761920
## 34 -0.6850635263 0.1072931371 0.259364270 -0.6320460495 -1.1107188705
## 35 -0.0370906888 -0.2360066376 -0.275166187 -0.9078805415 1.2110206040
## 36 0.4565473726 -0.9771598874 0.230174073 0.0223444873 -0.5859240122
## 37 0.9702981395 -0.8602537072 -0.151695460 -0.3627390768 0.9764186051
## 38 -0.0264450599 2.3465234818 1.327843941 -1.0357751681 -0.3511607586
## 39 -0.1453857640 1.2019310651 0.528052363 0.7987792873 -1.2667329385
## 40 -3.9060199633 0.2622457287 0.286730468 0.3665630508 -1.1476866378
## 41 -0.7671699008 0.8722366752 -0.074003219 -1.0939972261 2.5270293023
## 42 -0.9433476353 -0.7377285791 -0.394789187 -0.4090702972 0.2088754769
## 43 -0.2597548073 1.7268209742 -0.903321903 0.3286863363 0.7935748736
## 44 -1.2688097291 -1.1411477907 0.892025621 -0.5477755990 0.4382224157
## 45 1.9098009405 1.6065030718 1.138728962 -0.2328917610 -0.2295375126
## 46 0.9590354926 -0.4784730297 1.453793773 -0.5068438112 -0.1775360530
## 47 -1.2470155811 0.7522651081 1.598369658 0.7101565109 0.9617026915
## 48 -0.9803225186 -0.5170822933 0.439066291 1.0056166940 -0.3398566911
## 49 0.3374035078 0.2418083856 -1.042417886 0.8341882438 -0.4533039457
## 50 -3.6192499283 -1.2172296685 0.205047234 -0.7250659957 0.1938338062
## 51 0.3180302952 -1.3983250343 -1.187530345 0.1013227794 -1.7350752400
## 52 0.5115159193 0.0718640117 1.156444784 -0.1819239905 0.6827242615
## 53 0.1708633254 1.2910495376 0.050233776 0.8109065209 0.3149020111
## 54 2.2672833857 -0.8554622877 0.814046437 -1.1417161559 -0.8919641123
## 55 -0.4855601518 -1.1164146778 0.685181586 -1.4720044112 -1.6025807313
## 56 -1.5857592485 -1.1821737373 0.183404677 0.1207678208 -0.2668860275
## 57 1.4818015762 -0.1791240367 0.137014123 1.2295830551 0.1572692341
## 58 1.5801024352 -0.0151224072 -0.671353887 0.9537247692 -0.5382949947
## 59 0.0483912941 0.7366205853 -0.606237185 -1.2842411617 -0.9475311289
## 60 0.6158424399 -0.8126071044 1.855338895 -0.4185797670 0.1414885298
## 61 -1.5182147407 -0.1656917545 -0.044072179 -2.4454822894 2.4165731247
## 62 -2.1237942145 0.0614663254 0.380841806 1.3732498928 -0.5858750492
## 63 0.0113651493 -0.6760264900 1.179083104 1.6671529044 0.4288797395
## 64 0.3110361151 -0.3367738283 -0.663758016 0.4562694889 -0.4207178076
## 65 0.1306700506 1.0816175910 1.106758950 0.7263605301 0.6493069534
## 66 0.6296908054 -2.6885624247 0.336783438 -1.2788670250 -0.6081834998
## 67 -0.1178094649 -0.8724880500 -0.241943777 -2.0784836153 -0.7480279275
## 68 -0.1234329580 -1.6553565002 1.537482550 -1.5265122810 -0.0911436273
## 69 -1.1048124657 0.2614957888 -0.299144791 -1.6856230442 -1.5061969159
## 70 -0.5521056474 0.3961071553 -0.239156184 0.3149327553 0.8219963992
## 71 -0.7082918365 0.8706045168 0.537440585 -2.2065327949 -1.5039777588
## 72 0.5033501432 -0.3510145152 0.035437307 1.3646153965 1.3238834054
## 73 0.8339536565 -0.7906883385 -1.175396208 -0.3659827963 0.3037422921
## 74 -1.3483712778 -1.9222715187 0.178648803 0.2909390037 0.2900995516
## 75 -0.0282814422 -1.9539458038 -0.201071313 -0.2564975201 0.0625786613
## 76 1.8192088584 -1.5273614965 1.569192533 0.2139155074 0.4878553154
## 77 0.2618122021 -0.5610108534 -0.306490990 2.0943446435 -0.3830019897
## 78 -0.1946881931 0.0840063726 -0.840989799 0.0228486557 -0.4419988150
## 79 -0.4327939619 -1.9459611754 -0.798487744 1.7085133496 -0.1451108644
## 80 0.7100364752 -0.2396226052 -0.927998671 0.6569841550 -1.1505246735
## 81 0.7015209527 1.1034350182 0.244591610 0.6410642097 -0.1006738831
## 82 -0.0117886396 -1.0913193141 -0.513616935 2.4095699771 -0.1174508977
## 83 -0.3933429061 -0.8580543938 -1.841328685 0.5999757728 1.2339373452
## 84 0.3312646456 1.7209159979 1.039000030 0.8257901485 -0.9405150060
## 85 0.6725721554 -1.6028204156 -0.485791265 0.2230363634 0.0138677355
## 86 -1.2275457499 0.1154776124 0.493903407 -0.2830738739 -1.4430593863
## 87 -0.3045725982 2.6986017121 0.046300764 -0.5719601323 -1.0356091066
## 88 0.3415961934 -1.4277789799 -0.852137869 -1.7204370467 0.2873459019
## 89 1.2588399571 0.4102780234 0.339629035 -0.4137253345 -0.8283081555
## 90 -0.4861371941 -0.0972040265 -0.059994206 -0.3292127355 1.2211461880
## 91 -2.2581039699 0.2645398871 0.130305814 0.5468662874 0.5837593390
## 92 0.0710836835 0.6473851300 0.557357050 1.0484538749 0.0152306759
## 93 -0.0322787443 0.0365082475 2.319622537 -0.7256984659 1.2653099918
## 94 0.0466061782 1.7588211533 1.171564302 2.1123824128 1.0777745594
## 95 2.3381370296 -1.1330885945 1.580098706 -0.3216034052 1.6148919014
## 96 0.2387500150 0.2767411397 0.161929055 1.8385013068 0.0623385339
## 97 0.1855376321 -0.3869311930 -0.148320649 2.3312861270 0.8845286257
## 98 -0.8631442366 0.0930237593 0.119602920 1.1074521125 0.7153248492
## 99 0.4586212258 -1.0089702837 -0.823948439 -1.1436404686 -1.0169250004
## 100 0.5336752473 -1.2265183535 0.225002721 -0.7147619113 -0.3009191934
## 101 0.0868372953 0.7507649185 -0.791451414 0.3417518464 -2.2624016609
## 102 -2.1290641496 0.3565196874 0.993804669 -1.4190355361 0.7830936208
## 103 -0.2882204396 0.6397007953 0.560653775 -0.4486202903 -0.5027702068
## 104 -0.3241845414 -0.7144752247 0.591176689 0.7874366321 -0.4212418254
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## 106 0.9199039504 -0.5865842156 -1.036385930 -0.6774430120 0.4191767433
## 107 5.2456464002 -2.5186922363 -0.507690685 -1.9909488833 1.5734457180
## 108 -0.0397760006 0.0457713808 0.654192003 0.1630757799 1.2082129753
## 109 0.0097491465 -1.4426174810 0.138380129 -0.0353179116 -0.0060831650
## 110 -0.7882432931 -0.5489931709 -0.328580842 -0.8465243892 0.2417535816
## 111 -0.2821638691 1.9929266747 0.601211875 -1.1235496823 0.1145204891
## 112 -1.9416795780 -0.2469045467 -0.742075572 -0.4712432976 0.3857409859
## 113 1.8789414081 -0.7669571935 0.731096388 -0.9789549157 1.4837690262
## 114 0.9118271967 -0.8589590700 -0.883147341 -0.9504149875 -1.0167580019
## 115 3.5536768646 0.3065395540 0.734087360 1.1248128486 0.1433972761
## 116 -0.4923862016 2.0279445028 1.509740976 0.8713429916 -2.0753699883
## 117 0.2834946580 1.7462103924 -1.525954501 0.5662200600 0.8258390762
## 118 0.4098718776 0.4958481484 -1.184033938 0.5357252408 0.2690511483
## 119 0.4779979790 1.7989049859 0.370734666 -1.1090353083 -0.3016248152
## 120 -0.0836552275 -1.1419227574 -1.189904791 1.4897932837 -1.1982616248
## 121 -0.5600370279 -0.2106834094 1.762370254 0.0325101635 0.8051302086
## 122 1.9532377919 0.6054723788 1.528792488 -0.6313757486 0.6948535816
## 123 1.2942515990 1.7380318114 -0.012976147 0.8884458322 0.8894915332
## 124 0.2318131856 1.2209205709 -0.839257556 -1.0426894212 -1.7747367909
## 125 -0.0544211327 -0.7839813523 -0.549736911 0.0231544474 -0.9441298569
## 126 1.1675076032 0.5088112376 0.407452737 -1.0898072120 0.2964898314
## 127 -1.6422999210 1.0344789551 0.445073626 -0.1175498922 2.4270545896
## 128 -1.5989614795 1.9032458334 -0.872344623 1.2971577819 -0.1507362505
## 129 0.0664312020 0.0944594778 0.544184402 -0.4239523059 0.2624139667
## 130 -1.6979019083 1.6615233639 -1.881272447 -0.5324822766 0.4240827017
## 131 -3.6278344322 16.1133926890 3.906700817 -7.9258908568 -1.3482656369
## 132 -2.4554266222 -0.9087958471 2.495240278 1.1970995592 1.7705674210
## 133 -0.8971516186 -0.9011747010 -1.709700732 0.7010546297 -0.0216607558
## 134 1.2658692570 -0.8970466035 -0.789367062 0.4814775070 0.0167200380
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## 137 -0.3094373883 0.2252371253 -1.101672073 -0.3587019314 0.8325114784
## 138 1.8599262941 -2.0711648824 -0.326671808 -0.0282882320 0.2956373734
## 139 0.5795820579 -0.6177207258 -0.586144295 -2.0701340882 -1.3039025403
## 140 -0.0946910442 -1.1119850247 -1.939370102 -0.0491405270 1.6230385919
## 141 -3.1232590771 -0.7430588925 1.926153556 1.0875767155 -1.0594821720
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## 143 1.2815050632 0.8113039198 -1.266743832 -0.7557553140 0.1361975287
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## 145 1.4980223977 -0.2499240183 0.337277942 0.9865661507 0.7931923806
## 146 0.5616711885 -1.1066178663 -0.107301450 -0.4132368437 -1.6373255690
## 147 -0.0728204041 -0.1470608763 0.009550415 -0.1911495523 1.2909218052
## 148 0.4613180311 1.0956957409 -0.407505971 -0.4293251828 -0.4574508592
## 149 1.4999622406 0.4009140007 -1.842144224 0.1857400292 -1.6323922347
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## 163 1.4280688755 0.8253328419 0.635155609 0.6119075961 0.1989921473
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## 174 1.5428668888 -0.0990598190 0.004585809 -1.3063988972 3.4366345690
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## 610 1.3872966553 1.2425734254 0.993797793 -1.9317229368 0.3680356774
## 611 1.1355147191 -0.7174108549 0.088462075 0.1141836508 0.9869513359
## 612 0.8617236363 -0.6890265974 1.350811960 0.0317070924 -0.5809431023
## 613 0.1567004563 -0.5441088331 -0.739823415 0.6384344289 -0.4015555488
## 614 0.5720229376 -1.5928071079 1.201302230 0.5161114492 -0.0092728771
## 615 0.8210185294 -1.1863363268 2.215830706 1.8870707363 0.1276391982
## 616 1.4837143491 -0.1501938882 -1.579098972 1.0636851111 -0.1235535757
## 617 0.7252456768 0.6504946539 -0.536238361 -0.0795014379 0.2753098076
## 618 0.1534757406 0.7740498762 1.032509083 0.5269461597 0.2257017357
## 619 -1.0774340343 -0.6299790446 0.521974982 -0.7218531151 -1.0797312958
## 620 -0.5944137250 -1.3022962840 -2.015872918 -0.9769548891 0.0164190333
## 621 0.5631350647 -0.7272234762 -1.172662998 -3.4142636136 0.2345787943
## 622 0.8601187090 -0.3967357204 2.013241629 0.1588196180 1.5076940414
## 623 0.7146831948 -0.7213563906 0.666239008 -1.4748964391 -0.0936097734
## 624 -0.3960092576 -1.5448428913 0.458600621 0.9817280668 0.9562918332
## 625 2.0988209338 0.7942948350 0.257381144 0.6344502260 0.5867747849
## 626 -0.0304225683 0.7708206364 -0.394476707 1.5504953163 -0.3181788793
## 627 -0.2559870205 -0.5966494354 0.756472233 0.3647910386 1.2639363671
## 628 -1.1163266329 0.6259713677 0.736381912 0.2580404914 -1.5628003557
## 629 1.2924732378 0.7969749601 -0.391036624 -0.2463292735 0.8360221919
## 630 -1.6297537653 0.9508480733 1.018868871 -0.1354546186 1.2990584580
## 631 0.1257302387 -0.5411526729 -0.039486534 0.6762868858 -1.2531772416
## 632 0.4152477058 1.8854346644 -0.590303769 1.4770814742 -0.1705515892
## 633 -0.3862883399 -0.0085809712 0.393488516 -0.5185211858 -1.4208297785
## 634 -0.8331317777 -0.0243850448 -0.164097803 -0.8618273191 -0.0260129179
## 635 0.5620907476 -0.6857112796 -0.441714457 -1.6406323591 -0.0833223991
## 636 1.3609737175 1.4921292730 -0.280298407 0.5753710397 0.9468909214
## 637 1.7018699033 0.4904349313 -1.063669439 -0.7225407467 2.2890883801
## 638 0.3081821392 -0.3843823558 1.220843848 0.5211951022 0.3368420116
## 639 -0.5978674347 -0.2356468921 0.940278625 -0.4068200753 -1.3456210469
## 640 0.4429067771 -0.5195418306 -0.306470045 0.5859462911 -0.3962691711
## 641 0.6174830911 0.7495939568 -0.517300079 0.2379382228 0.6830843693
## 642 1.8446740041 -0.2120271255 -1.304351270 -0.1554094507 -0.8327591240
## 643 -0.4455524869 0.3658137025 0.777458544 0.7304861822 -0.7783518526
## 644 2.1098609869 2.3671780827 0.738917956 1.9624067970 -0.1983667162
## 645 -1.8710517122 0.7920220201 0.646695813 0.7686472626 1.0270515006
## 646 1.3652085419 -0.0967952836 -0.016061655 0.3920355984 -1.1351999638
## 647 1.3311687073 -1.7933450786 -3.483013348 -0.8984508642 2.3520630482
## 648 -0.5903383858 1.4955222959 -0.422046369 0.4326540650 1.2381015185
## 649 1.1809005771 0.4750899770 -0.263454984 0.4546063992 0.0887140010
## 650 0.2127873881 -0.2434869533 -1.069182762 -1.1481473902 -1.1347670475
## 651 -1.7073963041 -0.6768077119 -0.330205679 -1.7835086020 0.1328120616
## 652 0.7759693561 -1.0519836201 0.047867277 -0.6185341392 0.8397746161
## 653 0.1695340169 -0.8220230588 -1.777631625 -1.2797472439 -0.7473291362
## 654 -1.7247413355 -0.7063423860 -2.044283583 -0.9631444999 1.1695014130
## 655 0.3778414268 -0.6707937318 -0.552688802 1.0022847505 0.7929524156
## 656 1.4016457759 0.2586821958 0.736692486 -0.3401538831 0.9654262073
## 657 -2.0378702916 -1.6147529546 0.075170662 -1.3640072364 -0.6069674817
## 658 0.1020437094 -1.0099102757 -1.431822945 -1.2987177300 -0.9031374283
## 659 0.2161689555 -0.9621896569 -1.280384619 0.4926216861 -0.9960347233
## 660 -1.0435972177 -0.9479856673 1.271910021 0.8343992227 -0.7818583051
## 661 1.1788737346 -1.7714064736 -1.074723741 0.1957265752 0.2848572645
## 662 -1.0025767959 0.9168071140 -1.047373558 0.0883858239 1.0211225641
## 663 0.3932081130 0.2241791841 0.332121106 -1.5961914369 -0.1479327678
## 664 -3.1679259542 -1.3337170296 0.227233685 -0.4403217096 0.6278077960
## 665 0.0384904484 0.1063460457 0.882214317 0.5233193365 -0.3632586616
## 666 0.0265296061 -2.8225986626 -0.347892870 -1.0053462496 0.9853053397
## 667 0.0258749939 0.7606355328 -0.117263102 0.0011154277 0.6451673833
## 668 -0.8988042372 0.0833841904 -0.135952091 0.1799548781 1.4150447473
## 669 -1.7258917793 0.3078983788 1.993934069 -1.4140194115 -0.8687348351
## 670 0.4272577833 1.6995864798 0.584189420 0.1716093151 0.1984516191
## 671 2.5240623989 0.1495311081 0.682306777 0.4132954552 0.6769926799
## 672 1.1243681094 0.2358571324 -0.594769269 -0.1618820458 -0.7764953764
## 673 -0.3519241236 0.6427138881 0.888709684 2.1609813122 1.0249429155
## 674 -1.7703939663 -0.6330035340 0.510079001 -0.7533606534 -1.8555897344
## 675 0.0754983706 0.4756008361 0.222322852 -0.5028090342 -0.6313034922
## 676 1.1469607495 -0.3659521140 0.241559530 0.3618099305 -0.3528961845
## 677 -0.5074032067 -0.2595448384 0.210774783 -1.2637959034 -0.5318712207
## 678 2.1266915631 -0.1204384167 -0.374926578 -0.6651504160 0.6987153265
## 679 1.2337579019 -0.0815952618 0.560282338 -0.7552116077 0.2494713311
## 680 0.3883357590 1.1129228168 1.290174264 -0.0408551877 0.8215595913
## 681 0.5637470577 0.8670572523 0.735565549 0.9871004598 1.4302734614
## 682 2.7257001576 -0.8525211605 0.590664338 0.5880909234 0.5302912150
## 683 -0.0905118487 1.1840182329 0.215914851 1.3147563548 0.3792542690
## 684 -0.5692668479 1.5015490403 -1.137695828 0.0587401679 -0.4521502686
## 685 -0.0138346773 1.3334873950 0.115635700 0.2846350646 -0.8421826563
## 686 1.1990658298 -0.3132396542 1.657405663 -0.8759085620 -0.3135944758
## 687 0.4748695373 1.6014144615 0.832582725 -0.2479914050 -0.3690643219
## 688 -1.5079601702 0.5241308736 2.530235319 -2.2939565391 -0.3740836536
## 689 0.3162228153 0.2261212924 1.588718505 0.5093565740 0.5951997917
## 690 0.0459000283 -1.2931445958 -0.197857043 -0.9587660800 -0.4914802130
## 691 1.0560456977 0.6204281367 0.719300195 -0.0573939343 -1.5289094805
## 692 0.2732873383 0.2659681643 -1.085657022 -0.2504178919 -0.5574165803
## 693 -0.1209528462 1.3196951709 -2.045812259 0.3528549986 -0.4055405033
## 694 -0.0256354657 0.4248358033 -0.035186912 -0.9076058063 -0.8235075434
## 695 -1.3297792034 -0.7041595073 1.806233526 -0.3376303623 0.5002873411
## 696 -2.1323964747 -0.4732336408 0.019056099 -1.2029669037 0.7268358536
## 697 0.4587850421 -0.9129344964 -0.809619879 -1.2172332204 -0.9397858516
## 698 -0.1207701962 -0.3975500923 -1.111968853 1.0670319440 -0.7785540783
## 699 -0.0794487655 -0.8743979829 0.091568789 0.3634815247 -0.4349776357
## 700 -2.3414511250 -0.9593433478 3.298231656 -1.9065410629 -1.0905874980
## 701 0.0888523398 -0.6609159197 0.316774152 0.5485572151 1.6758414808
## 702 0.3667852883 0.0590585165 0.803103423 1.5147569102 -0.3810255677
## 703 0.8293787964 -0.0950898239 2.171233916 0.4926893153 -0.6162313395
## 704 0.9715195351 -0.6066710703 -0.567233309 -0.0163682193 1.0135542010
## 705 2.4552426299 -3.5751634686 0.229316655 -2.4418830556 1.3015320576
## 706 -0.3579588194 1.6321991963 -0.669222184 0.6226514788 -0.8280790354
## 707 -0.3281635167 -0.5646049072 1.358550776 0.6691800169 -0.5375512195
## 708 0.1342820065 -0.6801495790 -0.396340728 0.6365499940 -1.7492513295
## 709 2.4232702416 1.4156689325 0.902738327 -0.8534349229 -0.6989087756
## 710 0.3780689713 0.9797732892 0.546678510 2.4698389398 2.9104152007
## 711 1.0803658175 2.1625083930 -0.445471262 0.3784533814 0.3806130088
## 712 0.4638613542 -1.0987110180 -1.108935284 0.3099620410 -1.4692377241
## 713 1.6940240488 0.2437165047 -0.455547843 0.8913191379 0.3927800096
## 714 -0.3597177356 -0.3914542229 -1.417591747 0.6667749327 0.9853973134
## 715 -0.3498140207 -0.6678617284 -0.842654533 -0.9953697760 0.0651641327
## 716 -1.6366945066 1.2956368833 1.095096772 -0.5622159143 2.4720528888
## 717 0.7849462115 -0.9361954285 0.307382712 0.8701858048 1.1126691234
## 718 -0.0171251594 1.4190479248 0.249591144 0.2925063942 0.3337353883
## 719 -0.3631901519 -0.6763299602 1.553764655 0.9287423514 -0.4619901499
## 720 -0.2297957621 -0.1522693910 1.653995130 0.7920628907 0.3389165133
## 721 0.2260089156 0.7414708486 0.135554279 0.4346169592 -0.8743975192
## 722 -0.3663184981 0.9953746660 0.829826095 -0.5408119982 1.8445348761
## 723 0.3687426997 -1.7125739634 -0.555211611 0.9780548845 0.6568438559
## 724 0.1627077240 0.2988695545 0.534273106 0.2024970103 1.2054715419
## 725 0.1858984933 1.2352783760 -1.872350792 0.0330270728 0.0014595937
## 726 0.6572861884 -0.4591237829 -0.458520536 -0.9146425287 -1.3344743823
## 727 -0.0455657176 -0.5704802442 0.010528455 0.8846939761 -1.7827299550
## 728 -0.1418124534 -0.6669309964 0.281428279 0.2561651791 0.1064581952
## 729 1.8042619794 -0.4993276731 -0.507938370 -0.2648760142 -1.6039813980
## 730 1.8351108239 -0.6924897495 -0.969555451 -0.5171686635 -0.5062731798
## 731 -1.2924270170 0.9219587581 -0.204310474 0.2680347545 0.5475329263
## 732 -0.4885613835 0.8477762269 -1.829563040 1.2678096669 -1.4570834029
## 733 -0.5145603865 -1.3758095041 -0.524206375 1.5511409197 0.7588733564
## 734 -0.1487630920 -0.7943805578 1.042229954 0.9998918279 -0.8107557574
## 735 -1.3198547005 2.5535376130 1.330822188 -0.3282873273 0.5394067919
## 736 0.4087739817 -0.8296809288 -0.274652366 -0.9643287214 -0.6975113340
## 737 -0.0750560323 1.5066352688 -0.653434401 1.4004715603 1.0016719245
## 738 -1.6425006444 -0.9491095812 1.174741717 -0.3374648427 -3.6113933952
## 739 0.2512089672 -1.2829702201 0.968940507 1.2529306456 -0.0544305109
## 740 -0.2477591730 0.4884225543 1.387068400 -0.3495382149 -1.0869607604
## 741 0.9705728399 1.8353556912 0.140881569 0.2961930319 -1.6954194769
## 742 0.0088717395 -1.2081701237 0.916074155 0.4727491012 -0.4830379838
## 743 0.7748802474 -0.1178754237 -0.046684310 -2.2084401397 -0.6158000754
## 744 -0.2576481171 0.7575480971 -0.297736071 -0.6126198186 -0.7940822016
## 745 0.4816560581 -1.3337555933 -0.986544869 -1.6638025415 0.7144395069
## 746 0.4173061527 2.8511771286 -0.992421366 -0.4238588102 0.5294824089
## 747 1.8320144942 0.3443812956 0.165260304 1.0390227305 0.2506077088
## 748 0.4915398326 -0.1004548540 -0.180455676 -0.5972402498 0.2274923313
## 749 -2.0332387869 -0.1732415800 -1.147773856 0.8194655540 0.4832642066
## 750 -1.4641176350 -0.1010360609 -0.835736040 -0.4188936687 0.3338621079
## 751 -0.5931776356 -0.7881813602 -0.588687734 0.3485044251 0.8829863482
## 752 1.6201213113 -0.6125344620 -0.394862719 0.4564936269 -1.5360887709
## 753 0.7946119345 -0.8752772186 0.499341086 0.2358805906 -0.4119051167
## 754 0.2004377580 -0.3276377770 0.500874220 -0.3020997589 1.6037913299
## 755 1.4531112768 -1.4620364963 -0.308562741 -1.4466927209 -1.1548968305
## 756 0.3046845799 0.3563839896 0.881686836 1.6877830009 -0.3976915191
## 757 1.3885725210 0.9008990960 -1.220129387 -0.5450682641 -0.9791953766
## 758 1.2947002635 -0.0205215792 0.219845632 -0.5721824526 0.7959688980
## 759 -0.3939563555 0.0998310619 -1.048752063 1.5018591251 0.8106803286
## 760 0.7708705777 1.1836465396 -1.190198622 0.1650356426 -0.6253645805
## 761 -0.5038234674 -1.7316905293 -1.704004984 -1.5887724982 4.5845112044
## 762 0.6800295100 0.4298322128 0.524845951 0.6903980692 -0.0419370420
## 763 1.9787894381 0.7294601568 -0.215946467 -0.5000995273 0.9798979734
## 764 2.2648670113 -1.0173694694 0.819615201 1.4319338253 0.9091121638
## 765 0.1930973912 -0.1135599180 -0.061311981 -1.6380051180 0.1201033635
## 766 -0.5886547233 -0.7342423277 1.840187178 1.6843142822 0.4766628743
## 767 -0.0135861443 -0.7299999552 -0.333566603 0.3402452560 1.3045787400
## 768 -0.0125181841 0.1985763071 -0.118582737 -0.4690071765 -0.8215611321
## 769 1.0154946143 -1.1391071458 -0.556912431 -2.0717979554 -0.3165058475
## 770 2.0856790937 0.1786488355 -0.008797334 0.3066222442 0.5627103838
## 771 -0.2650845941 0.5921418044 -0.301881992 -0.3604051212 0.1163954640
## 772 0.5619923535 -1.4445757707 0.017042151 -2.2817141041 0.0001096300
## 773 1.1699101785 0.7897211702 1.489873466 -0.3018871320 0.3838776068
## 774 0.1247237315 0.3178254665 3.291617800 0.7846766931 1.2847457163
## 775 -0.5031358578 -0.7087782444 1.701648175 -0.1011595885 -0.1556765149
## 776 0.0774276211 0.2005260630 -0.059513031 -0.1586239148 1.8664413195
## 777 1.0916432663 1.1207348688 -0.542880046 2.2874899150 -0.3368030668
## 778 1.6278924642 -0.7916512144 -1.648825567 1.6086418588 -1.1020419510
## 779 0.9382143289 0.1254937559 -1.106604637 1.5341016315 0.2200214248
## 780 -0.3673329554 -1.4029078735 -0.455897910 -1.0713992488 -0.8526151418
## 781 -1.1456549813 1.3027391104 -1.319352312 0.5975344564 0.3513362817
## 782 -0.6925060905 -0.4209538571 1.180374867 -0.5536175096 0.6149907332
## 783 0.5550567184 0.0651990380 0.926867459 -0.4743395631 0.4148768299
## 784 -0.2572174818 0.2747311152 -0.448555840 -0.6707023623 0.0228741147
## 785 -0.9001851263 -0.0570000549 -0.080931132 -1.0509214661 0.4818860227
## 786 0.1836056197 0.0742203611 -1.528871928 0.0545063372 -0.0191167189
## 787 0.5945337181 1.4734030096 -0.712154529 1.2957575294 -2.4042113338
## 788 1.0600874144 -1.1190413748 1.805845737 -0.7408166844 0.0885380723
## 789 0.4867504070 1.1410691499 -0.981688283 0.1184562933 -0.2935240141
## 790 0.8538883478 0.6948224863 0.723392009 -2.5020867412 3.3580875311
## 791 -0.3628164438 0.8264357938 -0.323318393 -0.1879881756 -0.6823409798
## 792 -1.1088780456 -0.8184434339 0.172144006 -1.8045673407 0.7217641844
## 793 1.4244449684 0.4804666306 -0.504627433 0.6700865559 0.3477232354
## 794 0.5006718838 0.7626670150 0.095637003 -0.6758466071 -0.8476109669
## 795 0.0651756561 0.7355064815 -0.166516968 0.7724415121 -0.5751045764
## 796 -0.4739599056 1.4953925540 0.592163946 -0.5618092398 -1.5990667841
## 797 0.5030812244 1.0412511028 0.634580111 0.3146243531 0.3103521769
## 798 0.1216343037 0.7317172397 1.249224967 1.4588560642 -0.1136053616
## 799 -1.4028193832 1.5687142120 0.717907521 -0.1182327364 0.6484696539
## 800 -1.0972517521 -0.3929793761 0.004689149 0.7909719399 1.2804111450
## 801 -0.2098418542 -0.1135721235 -1.170929992 -0.1125271295 1.0367049026
## 802 -0.9212614058 0.1178136895 0.950905022 1.5289687623 1.6765433988
## 803 0.2085241096 0.7079210176 -0.001590705 -1.4642001899 0.4148484226
## 804 0.1269675778 -0.4701201242 0.018906032 0.0929736056 -0.4491628830
## 805 -2.0402131609 -1.2648192886 1.172660800 0.7570404814 -0.3248052376
## 806 0.4414597842 1.7151892348 -0.382907497 0.7355503987 0.8125808003
## 807 0.1150647148 1.0068385447 -0.997397202 0.3811173651 0.6496897669
## 808 -0.0980801576 1.0054930749 -2.621091655 0.4960536589 0.1544167196
## 809 -0.0409820833 0.2965206745 0.796446691 -0.2086316984 -0.3349767112
## 810 3.8915734153 2.6044652482 4.116156337 0.2954163700 -2.0835376762
## 811 3.0138301132 1.1257836735 -0.161715119 -1.3147489062 0.5823518018
## 812 2.2132003854 0.3090079795 -0.016086473 -0.4815836355 -0.6389414128
## 813 2.3075401485 0.1628905095 -0.418669593 0.1830301862 0.2675627017
## 814 -0.8577658381 1.2495427393 -0.586389131 -1.2852777823 -1.8033075245
## 815 1.4499079295 -2.0096872474 0.396666825 0.1616744892 1.2002504267
## 816 -1.2374511200 1.1467566998 0.431463917 0.3994634754 -1.1227844973
## 817 -0.1740439347 0.4274079072 1.074295671 -0.8279746872 2.3478575997
## 818 0.4486798676 -0.8357785124 2.045710197 1.4921847867 -0.3758499112
## 819 0.6695217054 0.1697670038 1.658038213 -0.4826373730 -0.7288568201
## PC21 PC22 PC23 PC24 PC25
## 1 -0.038188050 2.251261e-01 -0.3755223760 -0.700083782 0.5243527108
## 2 0.364741839 4.919775e-02 1.0668619807 0.615050499 -0.9562024056
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## 633 0.448337047 1.118694e-01 -0.5606678574 -0.016247847 0.7776366232
## 634 0.714428387 5.003281e-01 0.4296903044 0.155431185 -1.4898404533
## 635 2.003923358 -9.480941e-01 -0.9829508718 2.252427945 1.9012761799
## 636 -0.712066535 6.832916e-01 -0.8052712834 0.141725352 0.7864032339
## 637 -1.579738381 1.875604e+00 2.6270236633 -0.779252263 -1.9730262542
## 638 -0.506709623 -4.624410e-01 0.0597250959 -0.633037799 1.1105689472
## 639 -0.019629950 1.791789e+00 2.1290806954 -0.387670041 0.5641894895
## 640 -0.997014504 -1.007440e+00 -0.5042178106 -0.512654784 0.7217211405
## 641 1.041969452 -5.293990e-01 -0.1857011682 -0.379305340 0.3212490658
## 642 1.010761680 1.793611e+00 1.0113818308 0.650880625 3.0056112168
## 643 2.382073831 3.740848e-02 0.3457865958 -0.154531640 -0.1423016340
## 644 -1.920902356 1.003408e+00 0.3010901567 1.323604838 -0.8441691148
## 645 0.191598324 -6.271614e-01 -0.3197447840 -0.890752997 1.2214818561
## 646 0.545162524 -7.582551e-01 0.7108985630 0.269168783 -0.5385904821
## 647 -0.233924152 1.597772e+00 -0.6746558966 0.732593444 0.3843657378
## 648 -1.844730290 -5.554110e-01 1.4833848844 1.695459999 1.6884277294
## 649 1.233166723 5.679216e-02 0.5486801655 -0.293637230 -1.2364176163
## 650 0.089078856 7.285507e-03 -0.4631566845 0.691985009 0.0512645821
## 651 -0.724399037 -9.037370e-01 -0.4834725672 -1.302038654 -0.3072594326
## 652 0.037497725 -4.193301e-02 0.7149370651 0.014563570 -0.9255762285
## 653 -0.718267003 -1.594382e+00 0.2972056260 0.866425502 -0.0905414338
## 654 -0.985319310 -1.168791e+00 0.6876810446 1.753888625 1.2444435837
## 655 -0.730676564 -3.543425e-01 -0.0135985996 0.655559066 1.1557954774
## 656 0.087654330 -2.478547e-02 -0.2324560546 -0.045387953 -0.7135167278
## 657 0.478072021 -1.147471e-01 -0.2656380423 0.610413608 1.3507523189
## 658 0.044815533 -4.722609e-01 1.5471221163 0.510789369 -0.3777952878
## 659 -0.341135687 -1.320414e+00 0.1548932705 1.261110599 -0.7407748004
## 660 -0.772342080 1.207303e+00 -0.4888057862 -0.094823178 -1.0886953991
## 661 -0.057260158 -5.604428e-02 0.4512415167 0.019838946 -0.6152254981
## 662 -0.279156393 3.391391e-01 -0.9903755456 -0.303956300 0.1435604673
## 663 -0.338324986 6.477682e-01 1.1791072253 -1.069145415 0.8793588341
## 664 -0.463520218 -1.213548e+00 -0.5853552423 0.471944647 -2.8356454616
## 665 -0.074192982 -1.282997e-01 -1.0343485018 0.689089057 0.8505342649
## 666 0.174776580 -6.159137e-01 0.1799596102 0.859137465 -0.6047312590
## 667 3.473776073 -1.632102e+00 -1.2902909832 -1.376568862 -0.5456918903
## 668 -1.173370541 -1.388991e-01 0.2268427534 1.132224812 0.4346520495
## 669 1.111873614 -1.659361e-01 -0.0196747451 0.756580952 0.5286800331
## 670 0.177778205 -5.461237e-01 -1.1537041569 3.175551880 -0.0120053749
## 671 -0.526199583 -1.246709e+00 -1.0461834277 0.421218591 0.4606950288
## 672 0.120052741 -7.369253e-01 -0.6146721337 0.263198419 0.0421736359
## 673 -1.910146622 -4.915661e-01 0.0555518376 0.211603356 0.0636674485
## 674 1.847766807 1.015721e+00 -0.0582417913 1.763585680 0.9444248662
## 675 -0.716682762 -3.618519e-02 -0.1144169569 -0.823910433 1.0681633276
## 676 0.392712108 -2.814986e-01 -0.6709009001 0.786393153 0.1750758741
## 677 -0.908760976 6.355024e-01 0.9079713097 -1.754447178 0.6278593198
## 678 -0.565903882 -5.493166e-01 -0.1808649307 0.153730790 -0.6914036795
## 679 0.112810284 -3.706250e-01 -0.0949081128 0.707041718 -0.6475046108
## 680 0.585203029 9.606206e-01 1.2091622996 -0.439747524 0.8006425926
## 681 -1.372915790 -1.611411e-01 -0.4107380061 0.075802728 0.0160201694
## 682 0.487404751 -9.232293e-01 -0.1265009506 0.324708274 -0.2541522358
## 683 0.918497713 -1.116216e+00 -2.9148108657 3.567595717 -0.1170405527
## 684 -0.429888613 3.259503e-01 0.1867666240 0.723671744 -0.2379867497
## 685 1.051654091 1.393116e+00 1.5690403955 2.240229204 -1.3192943400
## 686 -0.841502997 9.233424e-01 -0.8512726114 0.836557340 -0.2647677048
## 687 -1.209313748 8.689889e-01 0.3021517305 0.436406885 -0.0902027535
## 688 0.004127310 -1.320614e-02 0.0948013948 1.081843656 -0.2989155260
## 689 1.332138394 -1.339465e+00 -0.0451694672 -0.230289253 -0.5163756066
## 690 1.159028537 1.477555e-01 1.1462741613 0.864669747 -0.8421360468
## 691 1.085054452 -1.290967e+00 0.3081751144 -0.911428943 -0.1352967947
## 692 -0.436748553 6.365472e-01 0.3270670573 -1.130292898 0.6770038428
## 693 -0.167905866 1.190546e+00 0.1177755034 0.984914853 -0.4391313822
## 694 -0.122377937 -2.735225e-01 0.1639791449 -1.941596287 1.3273325695
## 695 0.230403907 1.198615e+00 -1.1657781955 -0.023254458 0.2248080822
## 696 0.421860330 -1.565210e+00 -0.4770957260 0.346934384 -2.0643544128
## 697 0.221954852 2.686886e-01 -0.3981272780 -0.286175569 -1.2688297054
## 698 2.958444003 -6.981568e-01 -1.0561733362 -0.357057367 -0.6984371827
## 699 0.954630473 1.393400e+00 1.5590518823 -1.942630048 -1.0803518310
## 700 1.206850225 -1.066993e+00 -0.1430312633 0.466788489 0.3072537900
## 701 -0.235475838 8.120341e-02 1.1132519273 -0.420939248 0.0223229966
## 702 0.867403174 5.079046e-01 0.0400408394 -0.342175063 -0.3450007530
## 703 0.058952036 -2.131964e-01 0.1945520436 0.670488336 0.1135530616
## 704 -0.094185656 -5.637721e-01 0.4544663189 -0.001716285 0.1394667419
## 705 1.027600585 7.181252e-01 0.6485125765 -0.445812528 -0.7129920664
## 706 -1.465628407 -9.600767e-01 -0.2424007279 -0.426605742 0.7923926891
## 707 1.956432290 -5.439381e-01 -0.2521052191 -0.078468805 -0.6589554170
## 708 0.757154758 -1.412271e+00 -1.9610575411 0.110060102 0.5457987478
## 709 -0.834838583 3.767391e-01 -1.5678182635 0.521598656 0.2292156631
## 710 0.658309961 1.319572e+00 -1.9361847444 0.884942848 1.4078281347
## 711 -0.235995463 9.679254e-01 -0.8129544848 -0.249812501 -0.5463224055
## 712 -0.424324494 6.584418e-01 0.0410389946 -1.302113484 -0.2815549398
## 713 0.887118862 -6.066967e-01 1.1990991334 -0.238298262 0.4124352746
## 714 1.196172453 2.722395e-01 0.3447880217 0.240545610 1.0772223576
## 715 1.158750269 -1.887814e+00 -1.3693021688 0.124596321 0.9337522088
## 716 0.278009321 1.977256e+00 -2.8174651598 -0.687843278 -0.8674329259
## 717 0.165495181 4.605041e-02 0.0202616700 0.167769345 -0.3589878481
## 718 0.637921668 -7.203385e-01 -0.3548236293 -0.872533154 -0.7179506710
## 719 -0.053018142 -3.655358e-01 0.2069841959 1.484842358 -0.1330494660
## 720 0.360738467 -1.200156e+00 2.0363108733 0.415925877 0.1134212019
## 721 0.147601658 6.994276e-01 0.0714655465 0.593349398 -1.1984048988
## 722 0.450643863 1.401622e+00 -2.7140153688 0.429925236 0.9257217879
## 723 -1.453444313 -7.739324e-01 -2.3303801221 -0.089920717 -0.1166873044
## 724 0.384433924 -3.869303e-01 1.5214993732 0.582321438 -1.0431726576
## 725 0.973134197 -4.359960e-02 -0.1038393487 -0.512463683 -0.0137849390
## 726 0.078218064 -9.991781e-03 0.0658601113 0.128494938 -0.4497210768
## 727 -0.767150857 2.376139e+00 -0.2404452720 -0.650866480 1.1888057864
## 728 -0.777738173 9.002771e-01 0.5822299029 -0.707598900 -0.1195263758
## 729 -0.578223849 -6.915788e-02 -0.9969000389 0.356498982 0.0377333283
## 730 0.590194547 6.105537e-01 0.6609120667 -1.317619330 -0.1744171675
## 731 1.702040892 -3.617278e-01 -0.8476239534 -0.279618583 -0.4940536984
## 732 -0.743127439 -3.480471e-01 -0.4214475600 -0.921163582 0.0678839743
## 733 -0.592931711 -1.233937e+00 -0.4756478958 -0.650629555 -1.4782869732
## 734 -0.730547548 -7.241752e-01 -1.0790198294 -0.129020194 -0.6075496550
## 735 0.867411987 -3.233936e-02 -0.1305249855 -0.761838586 0.6033359016
## 736 1.777372766 -9.777140e-01 -0.4805884491 0.547931901 2.2156995391
## 737 -0.793853988 -1.279683e+00 0.2729548032 0.994222489 -0.2913170549
## 738 -1.172172497 -2.522413e-01 -1.8160567887 -0.358578953 -0.3515269208
## 739 1.161832968 -2.822283e-01 1.0809403641 -0.894158304 0.7203337104
## 740 -0.260119599 6.239063e-01 -0.0793465971 -0.541818071 0.3581967020
## 741 -0.003707374 1.401137e+00 -0.5685749023 -1.302742717 1.1161345815
## 742 0.736621806 -9.351786e-02 0.0269913047 -1.151765768 -0.3960740013
## 743 -2.148212732 -3.173883e-01 0.2334056012 1.141300479 0.5956387191
## 744 1.136551196 -1.110954e+00 -0.6763201010 -0.772205309 -0.2199987130
## 745 -0.001361646 -1.012328e+00 0.1613775106 0.536286261 0.7033301597
## 746 0.933485271 -1.919101e+00 0.5929474662 -0.930533404 -0.8645325272
## 747 0.753853961 -8.613157e-01 -0.3663168587 0.965778705 1.3360155621
## 748 -0.924303264 3.263829e-01 0.4075842883 -1.109406244 0.6228734395
## 749 0.573585135 1.219725e+00 -0.4265796796 -0.010925360 -1.2206522938
## 750 0.426120758 -1.254501e+00 -0.1780018976 -0.358479507 0.1890710859
## 751 0.486076139 1.584891e-01 0.5598529506 0.753498754 1.1437104335
## 752 0.036968530 -1.505506e+00 -1.0776025078 -1.608976933 0.1209009397
## 753 0.574596838 -1.246748e+00 -0.6671463708 0.177522821 0.0782795349
## 754 -0.304091922 -1.388691e-02 1.4770514739 -0.740373167 -0.0642264175
## 755 -1.038553349 -1.728361e+00 -0.5399452394 0.894312022 1.0141454620
## 756 -0.115649179 -4.882087e-02 0.0990410712 0.764333713 -0.5723967116
## 757 -0.613090908 6.085636e-01 0.8858654365 0.817675339 0.0781869346
## 758 0.867644944 -9.158691e-01 0.5722084168 0.073840829 1.1491276074
## 759 -0.762057493 7.015362e-02 0.8785101865 -0.606865148 0.5497507338
## 760 0.888890601 7.868712e-01 -0.4625617346 0.900144576 0.4804527083
## 761 1.028469322 1.360328e+00 0.6455664386 0.090208322 0.6673619293
## 762 0.559500041 1.811184e-01 -0.2643735394 0.619736456 0.6113476910
## 763 -0.160391731 3.690109e-01 1.2600937244 0.683102896 0.5373235565
## 764 -0.196601469 -3.659427e-01 0.6437475561 0.382438359 -0.1220059034
## 765 -0.770561625 -8.981016e-01 0.2495709895 -0.900935785 -0.1590437967
## 766 -0.501262266 2.055974e-01 0.0309772271 0.066688215 0.5017449782
## 767 0.528412210 -1.154740e+00 -0.0446738061 -0.380139734 -0.4499885437
## 768 -1.497324984 3.323439e-01 0.6590867679 0.927063993 0.3064225181
## 769 0.380583398 -5.579167e-01 0.2332917626 0.019324818 -0.5207129157
## 770 0.949434984 -1.217126e+00 -0.6719011879 -0.684837737 0.8964726688
## 771 0.696342146 -2.261190e-01 0.3841742216 -0.188924244 -0.2463079729
## 772 -0.369673080 8.628546e-01 -2.6740787093 0.473466659 -0.1626548365
## 773 1.159549595 5.708193e-01 -0.0028331601 1.010762165 0.1473106543
## 774 0.283433287 2.124380e-01 -1.5486421192 -1.564216334 -0.5798971482
## 775 -1.032806478 -1.247020e+00 -0.7239510056 -0.852800043 -0.5266216049
## 776 0.352446206 1.186704e+00 -0.4478845144 -1.473068118 -1.3476413926
## 777 -0.427021616 1.333521e+00 -0.4061187497 -0.151885842 1.2402591913
## 778 0.055723698 1.726135e-01 -0.7748539396 -0.723029689 0.9024765496
## 779 -1.221026493 -1.976136e-01 -0.5061925796 0.379229356 0.0257061343
## 780 -0.004375983 -1.128916e+00 -0.8830724125 0.396075793 0.8247782313
## 781 1.114514388 -2.694552e-01 0.3326982005 1.151397274 -0.4775366927
## 782 -0.903985979 4.421217e-02 0.2474994422 0.334529598 0.8853296075
## 783 -0.908603837 1.543368e-01 -0.1577434511 -0.326974414 0.2832634016
## 784 0.001366181 8.441436e-01 1.3477167467 -1.620368039 2.4066005992
## 785 -0.273027541 -8.192057e-01 1.0675282063 0.390932057 -0.5365012457
## 786 0.933035074 -5.005967e-01 -1.1128228236 -0.315568062 0.0478585306
## 787 2.192461946 6.778679e-01 -0.6873669240 1.006812855 -0.3704334582
## 788 -0.934962416 -3.454819e-01 -0.2815201842 0.316280023 0.6045501532
## 789 -0.746196188 -1.097840e-01 -1.5450536664 -1.078313023 0.1542559730
## 790 0.196363029 2.413423e+00 -2.0187340857 0.505756178 -0.4171366316
## 791 0.752003050 1.362856e+00 1.0148355972 -0.866491968 2.3040345298
## 792 -1.896090999 8.467813e-01 0.5128745110 -0.204474953 -0.1954560512
## 793 1.389113729 5.011530e-01 0.4212786369 -0.021790860 -0.4584958669
## 794 0.197153401 1.683012e+00 0.5791792374 -1.216365490 1.6838836066
## 795 -1.990633260 -1.321655e-01 -1.6192404201 0.034160196 -0.5140488533
## 796 0.648451303 9.396251e-01 0.3003882392 0.248164857 -0.2067769365
## 797 0.363684617 3.316139e-01 0.8510255072 -0.315651256 -0.1261358073
## 798 -0.240129936 -2.562463e-01 0.2698710556 -0.046326629 0.0782854434
## 799 -1.490027555 7.774210e-01 0.7576198138 -0.606871886 -0.1461008325
## 800 -1.894760244 2.992228e-01 2.0320431940 -0.083806606 -1.2163571410
## 801 -1.225629004 -1.042476e+00 1.0243949279 0.196165732 0.6345993176
## 802 0.287653239 4.470934e-01 0.6178552341 0.254557499 -0.0295672470
## 803 -1.832091720 -4.437753e-01 0.6041287015 -0.173709162 -0.4115905371
## 804 1.110136544 -1.697538e+00 -0.4605287093 1.029826663 1.4345753812
## 805 0.365930532 -1.012826e+00 -0.2992896099 0.334349792 0.2879472543
## 806 -0.275830396 3.169739e-01 0.3718767648 0.518535100 -0.0072845367
## 807 0.091485518 -3.675901e-01 -1.0011801368 0.318995032 0.6556899988
## 808 -0.558184472 -1.162743e+00 -2.0536638652 -0.618732763 0.1495243762
## 809 0.828609111 5.035841e-01 1.0764228181 0.881058782 -0.3791712712
## 810 -2.577062750 1.207908e+00 -0.9263059436 1.816066656 -1.3730416460
## 811 -0.559624271 -4.127159e-01 0.6489763744 2.984004246 1.0256747670
## 812 -0.665350014 -1.092117e+00 -0.5211656372 -0.562681332 -1.0465643850
## 813 -0.853484860 -1.186190e+00 -0.8476822722 0.327786270 0.1016547245
## 814 -0.818808805 2.763203e+00 1.4389342528 0.451668470 -1.7429015961
## 815 0.884465632 -1.872732e+00 -0.8046579472 0.051826569 1.0109839771
## 816 1.321586033 -7.142746e-01 0.2244604280 -1.656551249 0.8305626197
## 817 -0.019148132 1.239822e+00 -1.3246175774 -0.384883319 -0.1885090315
## 818 -0.140604764 -1.207896e+00 1.3137456945 -0.421681292 0.9662791497
## 819 0.333480297 -5.938577e-01 -0.1634632926 -0.282053142 0.2492885330
## PC26 PC27 PC28 PC29 PC30
## 1 9.657805e-02 0.2293238358 -0.380654429 -0.363383169 -0.8192358267
## 2 2.805494e-01 0.5758689033 -0.065179319 1.224391925 -0.0934627037
## 3 -1.643055e+00 1.4807215629 -0.754233407 -0.630089340 -0.4964675088
## 4 4.554029e-01 1.5155535272 0.042940625 -0.048004925 -0.6526200459
## 5 1.328720e+00 -0.9727810005 -0.004516979 -0.089368567 0.5053494668
## 6 -7.675385e-01 -0.9317845494 0.014571451 1.005352248 -0.1479691729
## 7 4.536378e-01 -1.0030548088 -0.207342519 -0.459449606 -0.1714807297
## 8 7.736040e-01 -0.2620574067 -0.127739317 1.729030356 -0.6940554979
## 9 3.303687e-01 -0.9615271521 -0.216792893 0.623157086 0.4287303130
## 10 8.022537e-01 0.6177551715 -0.279960272 -0.105506005 1.2377739115
## 11 -9.064785e-01 -0.8104620271 -0.313093113 0.949492123 0.6812540402
## 12 7.193477e-01 1.1247982441 0.352971290 0.573451687 1.2732004701
## 13 8.857551e-02 1.5120666926 -0.689342118 0.410136138 0.8228373595
## 14 -4.881005e-02 0.0495754308 0.871594250 1.100829445 0.5289866118
## 15 1.064814e+00 0.3048270624 1.348751210 -1.992092616 -0.1270818325
## 16 -5.040715e-01 -0.8941760630 0.677747135 -0.805684847 -1.3060463940
## 17 -1.276493e+00 0.9100882914 1.699373832 -1.058951790 -0.5830101933
## 18 5.219552e-01 -0.1258053714 -0.297078952 -0.083709596 -0.5319589078
## 19 7.742270e-01 0.1410334561 -0.025807266 -0.906319459 -0.6327365346
## 20 -2.216891e+00 -0.3818579932 0.668239585 0.882694025 0.2490366388
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## 669 1.815746e+00 0.7212029358 0.111710214 0.762587022 0.1754101830
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## 689 -5.299137e-02 0.5081251908 -0.618326368 -0.491148430 0.4053686982
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## 701 1.209506e+00 -0.1731282312 -0.214299978 0.846725021 0.1532458179
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## 704 -1.117681e+00 -0.1684278202 -0.987914131 -0.973040621 0.2292252022
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## 707 -3.627173e-01 -0.3579779470 -0.148427362 -0.653184041 -0.4050902169
## 708 -1.491596e-01 0.6133175404 0.998640570 0.439145325 -0.8910271326
## 709 9.065411e-02 0.9079812049 0.307353119 0.240329682 -0.4850256879
## 710 -7.520180e-01 1.1469471124 -0.964594667 -0.674175969 0.4587960327
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## 713 1.500105e+00 0.0703898518 0.241726013 -0.565167142 -0.3539607004
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## 715 -3.475735e-01 0.3115153149 1.190716993 1.198295320 0.8735994418
## 716 -9.325366e-01 -0.2917204953 0.453390941 0.751933757 -0.5957631582
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## 727 2.098008e-01 -0.7411295246 0.936317705 -0.255986287 1.2597736599
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## 737 -4.341774e-01 0.1519625584 -0.425006481 -0.045180662 0.6292806718
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## 758 1.360961e+00 -1.4346180857 -1.623946554 0.880359337 -0.4844863982
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## 764 5.717535e-01 0.1212678208 1.311834915 0.916832764 0.2074486573
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## 767 6.565308e-01 -0.6853597793 0.062411334 0.334600344 0.5291180676
## 768 1.675690e+00 0.4486978701 -0.259314183 -0.012547066 -0.0689700904
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## 772 -1.376861e-01 -0.7921405746 -0.247102709 1.370290575 0.1657674700
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## 776 7.720747e-01 0.3377520281 -0.178431425 0.171562932 0.5935360190
## 777 7.722740e-01 0.4410604699 0.760866790 -0.446871761 1.0914019241
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## 780 6.241521e-02 0.1563221440 1.095486491 1.090621289 -0.0323393985
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## 785 -1.739559e+00 -0.7848359493 0.572337680 0.355197748 0.3381663970
## 786 5.960768e-01 -0.5381854672 -0.142770519 -0.110568010 -0.2509181715
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## 789 1.386551e-01 0.4798388577 -0.990190975 0.218196624 0.5115138964
## 790 -1.438736e+00 0.1060964716 0.835679065 -0.150772522 -0.4453436959
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## 795 -2.029436e-01 0.6073724181 0.029248301 -0.269181814 -0.0324023109
## 796 -2.453726e-01 0.7387569486 -1.136526185 0.219145937 -0.5918369244
## 797 6.130067e-01 -1.0294114669 -1.036046823 -0.070366593 0.4000979610
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## 799 5.564962e-01 -1.3825255190 0.539206891 -0.756882574 -1.0091161148
## 800 -3.700209e+00 1.0054242108 -1.897094009 1.009548811 1.0148637881
## 801 -1.286394e-01 -0.1740796854 -0.669576568 -0.290990834 0.8044327881
## 802 5.882102e-01 -0.3347542507 0.088457422 -0.119919124 -0.1689370054
## 803 5.611484e-01 -0.8898092386 0.113294397 0.123612695 -0.2165167490
## 804 -5.245740e-01 -1.1539070950 1.237129338 1.859387490 -0.2433048275
## 805 -3.228841e-01 -0.8570818183 0.845176143 0.389625426 0.1859572330
## 806 -7.134098e-01 0.4627748410 -0.603332427 0.985681412 0.9995690740
## 807 -5.777241e-01 0.6191277636 -0.412676965 -0.122346783 -0.3772734510
## 808 -4.910848e-01 1.0441097149 0.795065885 0.624231885 -0.2210056834
## 809 -3.326092e-01 -0.0503248039 -1.794705553 0.932114388 -1.4777716437
## 810 2.207421e-01 -0.7622329143 1.453069514 0.199410326 0.5319531856
## 811 -1.095268e+00 -0.2684539697 -0.165023291 -0.257111683 0.8674258248
## 812 -7.585547e-01 -1.0422889663 -0.563837524 -0.049971211 -0.7843843815
## 813 -6.651153e-01 0.0056729467 -1.520395495 -0.107464230 0.3537946635
## 814 1.340133e+00 -1.4572432732 0.138353271 0.463601386 -0.7897877870
## 815 6.929230e-01 -0.3093421306 -0.164796241 0.498399518 0.3116016281
## 816 -1.569531e+00 -0.9952810489 0.114116700 0.962153474 0.1193107474
## 817 1.065472e-01 1.0755306169 0.422222192 0.770243401 0.2846425360
## 818 -7.800161e-01 0.4706454842 -0.887690378 1.021774364 0.8868103197
## 819 -3.521103e-01 -0.5700124959 0.156748898 0.662674328 0.2080365063
## PC31 PC32 PC33 PC34 PC35
## 1 -1.330143e-01 -0.6273253066 0.5167363486 0.5026543214 0.085783652
## 2 -1.350901e+00 0.0290419482 -0.3078520890 0.5144021461 0.056306949
## 3 -4.134364e-01 0.0814389681 -0.1422036133 0.4503274210 0.873308708
## 4 4.466967e-01 1.6820690249 -0.5492159771 0.7575137008 0.838022561
## 5 -5.221304e-01 0.5762441223 -0.4135718037 -0.1009167046 0.325670671
## 6 -2.323052e-01 -0.0712652469 1.1229574982 -0.4848359902 -0.052401423
## 7 -1.057607e+00 0.6690577340 0.5608372171 -0.4285341384 -0.141276538
## 8 -5.888706e-01 1.1335811256 0.3874693107 0.2318971131 1.571823975
## 9 -3.581446e-01 0.4104350238 -0.1591411391 -0.6835678636 -0.198845304
## 10 1.349393e+00 -1.9170595724 1.3089509465 -0.1247115332 -0.147171697
## 11 -1.038985e+00 -0.0623417172 -0.9851925716 -0.2773932591 0.709318856
## 12 -5.054324e-01 -0.8883133605 0.6201926728 0.0486691215 -0.589226089
## 13 -7.691389e-01 0.3835344638 0.3157436335 -0.9575810054 -0.923562005
## 14 1.049178e+00 -1.1321658063 -0.6193509319 -0.0594252860 0.593557990
## 15 -1.256468e+00 -0.9159502018 0.5078422464 0.3039945855 -0.334157158
## 16 6.320960e-01 0.2141896526 -0.3092707617 0.3582710796 -0.500956650
## 17 2.140047e-01 0.0032246512 -0.5446058089 -0.2733239167 -0.396972643
## 18 6.692679e-01 0.4960612469 -0.4318905895 0.0905735377 -0.935377711
## 19 -4.235914e-01 0.4593758112 0.3505982708 0.0253875718 0.563416946
## 20 -8.972201e-01 0.1178197832 -0.1437354697 -0.0801133087 0.800155267
## 21 3.759979e-01 -0.4163517195 0.0709135482 0.3443658488 0.113054637
## 22 -2.851323e-01 -0.3828614646 0.9203474465 2.0138660782 -0.439336056
## 23 8.885340e-01 0.8974184224 0.5547165128 -0.0538840982 -0.223313251
## 24 1.154179e+00 1.4848755787 -0.1250502024 -0.1973486120 -0.291455793
## 25 8.709511e-01 -0.3826282059 -0.1506803372 -0.2422002608 -0.821868060
## 26 6.673686e-01 0.8991130081 -0.1428506128 0.9165577339 0.241701671
## 27 -8.118813e-01 -0.4064183663 -0.4202117230 -0.6711106636 -0.039019184
## 28 7.189972e-01 -0.2981814270 -0.0248062912 0.2052790900 0.014930171
## 29 -3.935465e-01 -0.8920186090 -0.2858072304 0.3254881849 2.259191885
## 30 -3.655803e-01 -0.5053117918 0.7302057050 -1.0572224719 -0.279134866
## 31 -1.589207e+00 -0.2391943422 -0.9519261641 0.0653923157 -0.502104949
## 32 1.682724e+00 1.2509920490 -0.8433912511 0.6785603584 -0.138531096
## 33 -1.693943e-01 0.3163798413 -1.2613341677 -1.3806353848 0.206374096
## 34 -5.729317e-01 -0.4138313189 0.2538537623 0.5349738295 -0.331766295
## 35 3.370668e-01 -0.7032236565 -0.0869911283 0.5078676647 0.919623242
## 36 -1.503281e-01 0.3662775655 -0.2181481896 -0.6750089593 0.584575262
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## 665 2.109871e+00 1.5334328964 1.0614538049 -0.3548175454 0.215265451
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## 669 -2.749766e-01 -0.0226079181 -0.1670692787 -1.4048344725 1.201400630
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## 672 1.569996e+00 0.4318601589 0.2733441963 1.0700573430 0.897164001
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## 684 6.797515e-02 0.3656834591 0.0654177687 0.1598913759 0.663739984
## 685 -2.020628e-01 1.0430274916 0.4337400950 1.2178026486 0.384301516
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## 703 9.159483e-02 1.5481956016 1.4347574642 0.8335105761 0.361416038
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## 707 8.415334e-01 0.3228336297 1.0047842645 0.0100550690 0.390283288
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## 713 1.964309e+00 0.1470322159 -1.0288565884 -1.1297272000 -0.679059531
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## 716 7.732785e-01 0.4745726641 0.1198695148 1.0763167190 0.000797777
## 717 -2.271116e-01 -0.7686857288 0.5642259862 0.3883327223 0.131004050
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## 726 -6.817765e-01 -1.0779456692 -0.6386364097 0.6110022341 -0.411876299
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## 728 1.408942e+00 0.4412780480 -0.1751217798 0.5558333651 0.351879681
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## 737 1.209566e+00 -1.4993218839 -1.2300156569 -0.6635150492 1.058000605
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## 739 8.767191e-01 0.0568219716 0.5219619804 -0.4487770199 0.742526762
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## 742 -1.040627e+00 -0.0754630253 0.6719557220 -0.1565310323 1.703993845
## 743 1.609643e-02 0.9106167814 0.0390223278 -0.9695411512 -1.229498628
## 744 -1.844462e-01 0.0984285945 0.8369067068 -0.1370617787 -0.553385666
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## 748 3.005734e-01 0.0284583896 0.0724246584 0.3122669477 0.341863389
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## 750 4.717671e-01 -0.3055713081 0.6786820438 0.0902121331 0.741259395
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## 754 -3.575449e-01 0.3123350719 0.0641247833 0.4061111884 0.285398706
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## 757 3.986113e-01 -0.3406367750 0.2488442419 1.0778058199 -0.785964428
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## 763 8.736864e-01 -0.0841692026 0.1209903669 0.2066930011 -0.987520348
## 764 -2.247038e-01 0.2196606071 0.5209078006 0.1305218820 0.686007420
## 765 4.768244e-01 -0.5531476177 0.2542725879 1.1173189163 0.414560797
## 766 9.740339e-01 1.0442764977 -0.4331140469 1.0286301585 -1.575059407
## 767 7.244159e-01 -0.5569847105 0.0962618339 0.1296599394 -0.288382020
## 768 1.488243e-01 -0.4468725445 -0.5014320014 -0.6040005343 1.082241267
## 769 -7.112079e-01 -1.3428795231 -0.6295052675 1.3620143547 0.740806552
## 770 6.077210e-01 0.7214946057 0.6807042127 -0.1897015284 0.305840887
## 771 4.569475e-01 -0.7415457227 0.4580524719 1.1912163713 -0.757563763
## 772 7.472182e-01 0.4000767354 0.2326279391 0.4281817817 0.229208303
## 773 -2.913448e-01 0.6837616207 0.2162020499 0.6150117899 0.713566694
## 774 -1.888141e-01 -0.9071796087 0.9846211007 0.2252078436 0.137823593
## 775 5.210836e-01 0.3162271401 -0.1420890959 -0.9406712079 1.034781965
## 776 -5.159713e-01 -0.1764412366 0.1560789026 -0.2398803442 0.327245195
## 777 -1.627862e-01 0.8778903496 0.5388644119 -0.8679530764 1.336858974
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## 784 4.491873e-01 -0.2985744570 0.5751698849 0.2066459980 0.529025985
## 785 8.865377e-01 0.0268019260 0.0555010058 -0.4046295161 -0.784019441
## 786 -5.259218e-01 -0.2447297233 -0.6530853264 0.0957269177 0.099876896
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## 793 -3.813725e-01 -0.2918388579 -0.3446574813 -1.2069438580 -0.769147374
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## 795 5.946031e-01 1.8676557480 1.1497113364 -0.3307895778 -0.027575135
## 796 -7.589003e-01 0.2227999337 -0.5983565807 -0.2284884062 0.635341973
## 797 4.969629e-01 -0.5873432712 -0.7935280845 0.3270472113 1.643417473
## 798 3.485813e-01 1.7566117771 1.0344138952 0.1635519211 0.206963175
## 799 -1.230775e+00 0.3086805242 1.0488831698 -0.2589137927 0.439193835
## 800 1.854500e+00 -0.1179874753 1.9691874647 1.1683727835 -2.457440334
## 801 5.656527e-01 -0.6512477856 -0.1423374353 -0.9012247357 -0.676756871
## 802 -5.667707e-02 -0.1683550918 0.9421417048 0.7763926747 0.067041600
## 803 1.163143e+00 -1.2833967893 -0.1234986411 0.8521818519 1.082859858
## 804 -2.632002e-01 0.2186566785 -0.3097757783 0.7754323014 0.658442536
## 805 -1.004835e+00 -0.3499414281 0.6038252631 0.6177220594 0.425270949
## 806 1.948572e-01 1.0693093549 0.0843144953 0.4719996201 0.460943653
## 807 -2.256295e-01 0.3000405480 0.2044490991 0.5822593537 0.578749360
## 808 -5.038497e-02 -1.1460687542 0.6601326815 0.8075166854 0.685978592
## 809 -5.618908e-01 -0.3538168702 1.2746837789 0.2943575699 0.101072863
## 810 1.608655e-01 0.8346677835 2.3374112394 -0.9075717100 1.190304357
## 811 1.690598e+00 -0.5122266288 0.3832305393 -0.6278908463 -1.157503570
## 812 -3.025966e-01 -0.7749654095 0.1213287461 0.0335703282 -0.649599832
## 813 9.383520e-01 0.4834024813 -0.3393386882 0.1664339023 -0.312887932
## 814 -1.150996e+00 0.7250920967 -0.5916194178 1.0217954444 0.670120207
## 815 4.938776e-01 0.0929667076 0.3047496002 -0.1150042164 1.290193976
## 816 -2.410473e-01 -0.1380024271 -0.8769061195 0.2252977295 0.852950195
## 817 -1.445894e-01 0.6872105686 -0.0414660030 0.5247533611 0.694518811
## 818 -1.479212e+00 -0.4389611748 0.4006286702 -0.8857302298 -0.661886387
## 819 -2.299399e-01 0.6370099125 -0.1074201004 0.4939354170 -0.305684406
## PC36 PC37 PC38 PC39 PC40
## 1 -0.1013874863 0.141305871 -0.4447036398 -0.0997330069 -0.411130789
## 2 0.2386729769 1.869975733 -0.8559728623 -0.4836352077 0.029892854
## 3 0.0167880492 0.311020768 -0.1465511736 0.5290001983 0.688660739
## 4 -1.2065948326 0.550466666 0.2081153701 -0.2676840114 0.463851643
## 5 -0.6026430691 0.220755626 1.0918926936 1.2086640362 0.609860561
## 6 0.4675640127 -0.225665735 0.9158412050 -0.8229086224 1.209597288
## 7 0.2701322333 -0.554283494 0.1356001006 0.5559432119 -0.220466301
## 8 0.6350355832 -0.633731976 -0.8281062866 1.2154250384 -0.407055373
## 9 -0.5343924955 0.124653116 -0.5085661376 -0.5941300387 -1.408500088
## 10 0.6416197547 -1.095357998 1.1561573582 -1.8236026481 -0.302889367
## 11 -0.6704519750 0.561085395 -0.6756542318 -0.5827641729 -1.390441309
## 12 -0.7047187445 -0.028573776 0.1088764237 0.3949625193 -0.955180825
## 13 -0.3644687789 -0.186932589 -0.5328198938 0.0894271262 -0.813298107
## 14 1.0648495760 -0.384538612 -0.3824316447 0.2490689878 0.689617117
## 15 0.2467033378 -0.432731232 -0.4475817849 0.5134519450 -0.044133298
## 16 -0.3027567078 -0.634960841 -0.3249745778 -0.0465615609 0.280094828
## 17 0.7846379384 -0.271272092 0.5641918933 0.5674092842 -1.087657061
## 18 0.5252449185 0.559171718 0.2253594391 -0.7060489932 -0.091566572
## 19 0.3275516655 -0.198036514 -0.1095450502 -0.1677589806 0.415239434
## 20 0.2735556665 -0.046755254 -1.2660993321 1.0388528532 0.963886968
## 21 -0.8191377164 -0.330218980 0.3190941505 -0.2538771022 0.464630398
## 22 -1.0208526780 0.496156980 -0.5279753554 1.1724935131 0.231763641
## 23 -0.1370149037 0.233354336 -0.7081500107 -0.9862380545 0.258361233
## 24 -0.3299262338 -0.177860151 0.1135689139 -0.2241700709 -0.865821541
## 25 0.4826594346 0.290206446 0.8023014653 -0.3151114396 -0.339017672
## 26 -0.0503888065 0.713050109 -0.7900371454 -0.4185103561 0.496798824
## 27 -0.5523469925 -0.193880128 -0.9210576243 -0.2480164863 0.871581917
## 28 0.0057876104 0.438030563 0.0941410554 0.3127916000 0.365506856
## 29 0.6067355176 0.645548622 0.9691202314 0.6801374760 -0.156266310
## 30 1.0357286353 0.657831859 0.0855971908 0.4476797835 -0.168429490
## 31 0.7127051378 -0.524163388 0.2294170887 0.1106166576 -0.859443922
## 32 -0.2283786235 -0.572115313 0.3443791975 0.3173445829 0.021899694
## 33 0.5895473008 -0.748102467 -0.8261907353 -0.2425002151 -0.664650044
## 34 0.3778870825 -0.413915021 0.1768617253 0.0369672772 -0.887334183
## 35 -0.2174392281 0.079563167 0.3869131621 -0.9645633079 0.320671408
## 36 -0.0784103626 -0.009612142 -0.2577381877 -0.5537454931 -0.279411091
## 37 0.0257300102 -0.056079836 0.9524391203 -0.1852364992 0.342227830
## 38 0.0667424572 0.151099918 0.8904087597 1.2945033648 -0.105474196
## 39 -1.1032420326 -0.916029327 0.6277126673 0.3277848852 -0.431285389
## 40 1.2508303169 0.181350245 -0.1617072748 -0.3798462112 0.909457384
## 41 -0.5156041342 -0.527290920 -0.2889920634 -0.7659761293 1.370032632
## 42 -0.0449750159 -0.245283272 -0.1063022202 0.1373727910 0.282656215
## 43 -0.7399381731 -0.937749729 0.3003225594 0.4063437039 0.872373802
## 44 2.9763861933 0.282564192 -0.8150890692 0.5101928841 1.138324527
## 45 -0.2167450618 0.817337184 0.8389029855 -0.5869899006 -0.303679706
## 46 -0.0651988141 -0.431529988 -0.8512627235 -0.1482165832 0.071181413
## 47 0.0168087674 0.696996079 -0.1840670138 -0.0566137257 -0.236062165
## 48 1.3951321368 0.562711236 0.6607214459 0.1212331444 -0.972039756
## 49 0.2481069128 -0.218093788 -0.5933869799 0.0059321277 0.259180948
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## 709 0.5430744848 -0.689664851 -0.5415629354 -0.1938966789 0.105013042
## 710 -2.5838105924 -0.200245822 -0.5860713189 0.0726350716 0.637417336
## 711 -0.1156216603 0.037868592 -0.2429376174 0.0922711377 -0.524776844
## 712 -0.4304647631 -0.159893532 0.5015704791 -0.0663969156 -0.251413227
## 713 -0.2398946208 0.309782385 -0.3477633503 0.4275860940 -0.477692742
## 714 1.0008782792 -0.779564431 0.8900221701 -0.3480752029 -0.508190351
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## 721 0.0614423312 -0.761553914 1.3011799956 0.3360438644 -0.554846525
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## 723 -1.1942576980 -0.586872698 0.5503473342 0.1565975944 0.027740045
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## 725 0.4619541040 -1.044761924 0.7771162660 0.0472645858 0.102238131
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## 727 0.3322501591 -0.577203091 -1.9099807073 1.5502365361 1.146853741
## 728 0.6940725534 -0.769752752 0.4039616363 0.6996491884 0.143293254
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## 737 -0.3581494771 1.473584375 0.7341510473 0.6615457734 0.413818089
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## 741 -0.3286775481 -0.166416647 -0.7426591906 0.6115088764 -1.410276924
## 742 0.3973490756 0.123017247 0.4156075342 -0.1996970319 -0.251377278
## 743 1.1459470295 0.419941995 0.4751413332 0.5234616648 0.162759186
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## 755 0.3451583987 0.075506404 0.0328831822 -1.1450942425 1.179872908
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## 757 -0.1921831517 0.785191299 0.4645691756 0.1479523947 1.493276583
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## 764 -0.2185817850 -0.357083199 0.1970126470 0.6967502111 0.100674857
## 765 0.5378846472 0.014152082 0.1353286841 -0.6558376524 0.287193071
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## 769 0.3287744669 -0.619056921 -1.0549278455 -0.0574604452 0.136746676
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## 771 -0.3636900198 -0.410056347 0.1435023355 0.1259987010 -0.580429281
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## 773 0.8812173399 -0.019942151 0.2207374112 0.5304297341 -0.292489719
## 774 1.2276000734 -0.164339647 -0.2815328415 -0.5557033461 0.303425207
## 775 0.0980397441 0.275941444 -0.4662828190 -1.0500484928 -0.368773520
## 776 0.1587147207 -0.059607257 -0.6064009861 -0.1286418797 -0.034848971
## 777 -1.4019287507 1.113196286 -1.0551794096 0.3978028726 0.197617298
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## 782 0.2816605281 0.026076550 0.4302840531 0.1724159384 -0.361113599
## 783 0.1805886193 -0.370695601 1.1053808235 -0.2732676573 0.441169508
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## 785 -0.6008006899 0.448158964 -0.1163939642 -0.4535893099 1.066415173
## 786 0.4563171136 0.346035246 0.6950962741 0.9113611638 -0.475197269
## 787 0.1263941169 -0.007650037 0.4030505703 0.4259707769 -0.140882093
## 788 1.0965177378 -0.003977194 0.0439285058 0.3268987050 0.789716171
## 789 0.2312584006 -1.084284110 -0.3155576265 0.8845950162 0.828196960
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## 794 0.4971109556 -0.363806121 -0.7297027508 -0.0295804148 0.023385890
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## 796 -0.2618638616 -0.286014130 -0.1198211813 0.5486401602 0.165838418
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## 799 0.1420038450 0.177249850 0.7690039045 0.1731842890 0.722938105
## 800 -1.9265353784 3.348050754 -0.9225204962 3.1354442370 -1.305946283
## 801 0.0490769600 -0.393646248 -0.4535282023 0.5165670969 0.218092389
## 802 0.2460133424 -0.199108339 0.3103873602 -0.4534293960 0.379033955
## 803 1.3032863028 0.615792398 -0.1668664761 -0.6954874690 -0.385685745
## 804 1.2612099632 0.187087894 -0.2111755019 -0.8118260297 -0.118739480
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## 806 -0.6034740274 -0.088484232 -0.0098888010 0.2954261483 0.265527289
## 807 -0.1704399359 -0.015350528 -0.8324340942 -0.1005374037 0.217675556
## 808 0.5720672738 -0.025541853 -0.5653111404 0.0845060043 0.190716123
## 809 -0.6059952059 0.129496393 -0.0285893732 0.4243907579 0.014077618
## 810 -0.3785510447 -0.663511096 0.0025508427 -0.4461523497 0.144436048
## 811 -0.4626516435 0.465684187 -0.7466006529 -0.2746696894 -0.818312779
## 812 -0.7255716897 -0.306833694 0.3188421496 -0.6950256816 0.557935084
## 813 -1.0571284336 0.160614434 -0.6146586828 -0.0137972604 0.613692957
## 814 -0.1716966492 0.475777703 -0.4299195263 0.1242305257 -0.069467473
## 815 0.1437713289 0.294879062 -0.4324129336 -1.0015172205 -0.574655177
## 816 -0.3126147950 0.338517490 0.1859339067 -0.8181127297 0.085069225
## 817 -0.0411953754 -0.171920739 0.2752353276 -0.9500177597 0.513551183
## 818 1.3088678405 -0.317196906 -0.4769302080 0.0341431522 -0.181283853
## 819 1.0512267021 -0.601762253 0.1730999063 -0.2015928733 -0.611157930
## PC41 PC42 PC43 PC44 PC45
## 1 -0.2781318231 0.2501205447 0.1558988030 -0.1634717511 -0.0786358164
## 2 0.8634487551 0.4299209290 -0.3900976793 -0.3612644645 0.1347585758
## 3 0.2277584151 -0.6475163134 -0.1581792156 0.0096329717 0.2936059484
## 4 -0.1397158998 -1.2527128257 0.4225523585 -0.8647304136 -0.4544320680
## 5 0.3462444437 0.4324221219 -0.6805437292 -0.8024670846 -0.3701831687
## 6 -1.4993442778 -0.8496863890 -1.1381356839 -0.0080892087 0.3456721331
## 7 -0.1957505080 -0.3296460561 -1.0548374600 -0.1401644545 0.0645981573
## 8 1.7526141398 -0.0145633644 0.3263997271 -0.3642545706 0.1663846442
## 9 0.1926915745 0.3279619577 -0.1230016345 0.5635222630 0.1539196899
## 10 -0.3616304060 -0.1731899222 0.2512284815 -0.5786119691 -0.0981265351
## 11 -1.3192257514 0.7347161596 0.0031743540 0.3740970743 -0.3651244957
## 12 -1.2872593943 0.0581148209 -0.4572070083 0.1326634490 -0.5744621700
## 13 0.1597580194 0.5315863291 0.3319851584 0.1472020800 -0.3716396072
## 14 0.7582125500 0.5311112575 0.5146952490 0.2453054718 -0.6280524301
## 15 0.1645975717 0.2249586376 0.4651366533 0.2836515475 -0.1385017245
## 16 0.2014630566 -0.1086745641 0.3914931778 0.6684271292 -0.1606046303
## 17 0.7992880586 0.8292638564 -0.6748763290 -0.2585406148 -0.8177098899
## 18 0.2394753623 -0.3289699534 0.3309320327 -0.6882584399 -0.4631453918
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## 24 0.1349568915 -0.0742498136 0.3006629918 0.6869357344 -0.0903685381
## 25 0.6972530437 0.8925887863 -0.9331946223 0.8971713855 0.0885351627
## 26 0.2173795766 0.1105500741 -0.0036904348 -0.2043133861 0.8463578649
## 27 -0.3745957847 -0.9202253846 -0.0001169414 -0.2256452525 0.1939877104
## 28 0.1884206101 -0.1828064645 0.3145985168 -0.5178678224 -0.4318937433
## 29 -0.3370046260 -0.6039369417 -0.1645193135 -0.3978905768 0.2796268093
## 30 0.1828717304 0.4405636400 -0.6468319012 -0.2774898391 -0.0888978162
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## 33 0.5193732993 -1.1423452788 0.1695507222 1.8058358994 -0.6101176083
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## 36 -0.3430225857 -0.2227866851 -0.1860646399 -0.2625205849 0.1935363682
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## 39 -0.0171955763 -0.9549219275 -0.1733303071 0.4093974585 0.2453390672
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## 50 0.1817648371 -0.2178233760 -0.0906013380 0.2930002984 -0.6728216267
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## 68 0.7337452442 1.0236327726 1.1352387655 -0.4252004498 -0.1995154287
## 69 1.0649282305 -0.1324379686 1.3765081101 -1.4304407211 -0.0362459462
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## 81 -0.9524939930 0.2020173561 -0.4832337723 -0.2088535670 1.0055347996
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## 97 0.5139075566 0.0588234771 0.6029225178 -0.2484796853 0.1021280910
## 98 0.6902132169 0.4799118150 0.0097703280 0.5758603026 -1.0264649790
## 99 0.1431005145 0.5110663323 -0.3010016887 -0.0766097697 0.3699713216
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## 742 0.6066743801 -0.0985445846 0.5028873196 0.3282180649 0.3592003901
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## 768 0.7228288940 -0.0019078987 -0.1597311810 1.0693190155 -0.4496021920
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## 770 1.1267409319 1.0176521820 -0.3337933121 -0.1098478879 -0.5448866022
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## 777 -0.1037128077 0.7266364450 0.6880662105 0.0556688755 0.0606420568
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## 800 1.5029956437 -1.3089631217 1.8394587337 0.9690069017 -2.1469000930
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## 809 -0.7646761536 -0.6976420008 0.3416174319 0.2189240995 -0.5636746964
## 810 -2.0479649946 0.3905261244 1.3967499227 1.8577952909 -0.7225549768
## 811 0.1911771947 0.6229318128 0.7515587668 1.0129572699 -0.0275822971
## 812 -0.7225491284 0.0996784261 0.0324212714 0.4899936108 -0.6823817821
## 813 0.8093310427 0.3301110220 0.2764881077 -0.0196178896 0.0212266156
## 814 0.4168129887 0.0649791762 -0.1703146012 0.1102867441 0.2948508988
## 815 -0.7220325024 -0.4566023255 -0.0415958335 -1.1329308863 -0.6009922736
## 816 0.2573470122 0.6140326163 -0.3017765622 0.5397607796 -0.3752381214
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## 819 -0.0052659737 0.2672725880 -0.3187384104 -0.4142842064 -0.0489979309
## PC46 PC47 PC48 PC49 PC50
## 1 0.0360878170 -0.166023132 -0.2648583292 -0.1159691604 -0.1381939706
## 2 -0.4533900528 0.464627146 -0.6285643824 0.1386248375 0.2596020865
## 3 -0.2349443770 0.120424331 0.4203016538 -0.0518385103 -0.5985602638
## 4 -0.1632993100 -1.048355892 0.5824444195 -0.3774304048 0.1031104755
## 5 -0.1884138174 0.032523131 -0.2140721638 0.0293339824 -0.1148652424
## 6 0.3503423780 1.338634900 -0.1116268025 0.4641716978 0.2394741965
## 7 -0.1416085036 0.592869088 0.1403554025 0.2434341795 -0.2465278052
## 8 0.8713278758 -0.026100864 0.3270055025 -0.2652376916 -0.6147351856
## 9 0.3757174077 -0.355036419 0.3037028703 0.1406631207 0.4671455942
## 10 0.1815032532 0.889546814 0.0857349142 0.9727941313 -0.7899473905
## 11 -0.6536832074 -0.554313332 0.0089549350 0.1744976928 -0.4047542435
## 12 -0.6682127470 -0.193312045 0.0605384222 0.6523805477 0.2561601654
## 13 0.0314528880 -0.585999864 0.5536934456 0.0035381921 0.3713614569
## 14 -0.2783986659 0.239793173 -0.5321506107 0.2574308036 -0.1352856877
## 15 0.4893466638 -0.548808982 0.3075074240 -0.2743783710 0.8732547282
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## 21 0.0061874639 -0.406945308 -1.0239139291 0.5655884289 0.1676113922
## 22 1.9360753472 0.395493914 -0.2622173454 -0.5384421270 -0.0497432362
## 23 0.2769329208 0.477966980 -0.2590966468 0.1298774022 -0.4503226370
## 24 0.2356947980 0.561012139 0.0273674889 0.0384044333 -0.7136823758
## 25 1.4370931608 0.639986708 -0.6061548604 0.8782309501 -0.7582186892
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## 30 0.3908389522 -0.020514611 -0.3824264634 0.4006375996 0.3934172943
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## 128 0.4079737468 0.208662923 0.2053458514 -0.0841605368 1.3644163001
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## 819 0.7429840742 0.237070131 1.0770824064 0.6803899285 0.1265220004
## PC51 PC52 PC53 PC54 PC55
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## 818 -0.0238878735 0.8268959832 0.5133648662 0.0911820298 -1.0585196927
## 819 -0.5058292511 0.7016540574 0.2423078521 -0.3820295262 -0.0646956664
## PC56 PC57 PC58 PC59 PC60
## 1 0.0501633833 -0.1308066076 0.4491624467 5.176579e-01 -0.0333128179
## 2 0.5868040275 -0.6776212679 0.4616482980 6.241292e-01 0.0161550912
## 3 -0.3159113590 0.7241800247 -0.2909496103 2.194072e-01 0.2965726402
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## 799 0.1338683967 -0.1204128728 0.3121648215 -2.248006e-01 0.2283691406
## 800 1.4514198598 1.3560367068 -1.0325547697 -3.490386e-03 0.3727644081
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## 811 0.5896391268 0.1812132701 0.2848776637 -6.541515e-02 -0.2692872449
## 812 -0.5790685525 -0.1546814286 -0.0868359685 4.929317e-01 -0.1639758673
## 813 0.0477683028 0.1049611893 -0.0148041170 5.209217e-01 0.1163065010
## 814 -0.1983061458 -0.0221577339 0.3442150792 -3.833596e-01 -0.6703200929
## 815 -0.3617775699 0.3527779596 0.4025043275 -1.147230e-01 0.1822683338
## 816 -0.3337911168 -0.3722245070 0.1925240967 2.808978e-01 -0.1194217502
## 817 -0.3667229803 -0.5587225289 0.2531332563 -4.521015e-01 0.0490510800
## 818 -0.0061475507 -0.5044409945 0.2477250667 3.785393e-01 0.0883794366
## 819 -0.2538328302 -0.2987725030 0.5675084993 -4.021676e-02 0.0844858052
## PC61 PC62 PC63 PC64 PC65
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## 696 0.0839365051 0.2998119352 1.0360938884 0.2499698700 -0.3767049369
## 697 0.0714072656 0.1545549306 0.0858315432 0.0559880742 0.1922096971
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## 707 -0.2109650143 0.3443044874 0.0806863789 0.3155797339 0.6597316897
## 708 -0.2605207334 -0.2049639859 0.1954063545 -0.2906249037 0.3802968408
## 709 0.3429268386 0.4658537774 0.0480220075 -0.0263444361 0.0075374132
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## 716 -0.0820886001 0.0782497125 0.2163527234 0.0451696602 1.0352749857
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## 728 0.0720975011 0.2112593506 0.0384310466 0.0088120101 0.1411400645
## 729 0.1925878709 0.3268687114 0.0862181872 0.5430503241 0.5474462817
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## 737 0.2582773887 -0.5998065479 0.0198112960 0.3104412216 -0.4342342241
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## 743 0.7520872355 -0.0513413382 0.4895542284 0.2970748454 0.4384090658
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## 750 0.2720233574 0.1109661685 0.2263861678 0.1307392399 -0.0112381070
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## 755 0.6662707890 -0.2078113388 -0.1229667002 0.4243546864 0.2950725645
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## 761 0.2194628049 -0.2580576025 0.7462588708 0.3665838356 -0.0901358933
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## 765 0.3039002938 0.3740347575 -0.1993768285 0.3010002632 0.1084787965
## 766 0.3414099590 0.3103080967 -0.1008293282 -0.3298004847 -0.1530382815
## 767 -0.1360144516 0.0400230795 0.0855664315 0.2531783076 -0.0316410593
## 768 0.1990571785 0.0231690956 0.6803483429 0.2309149998 0.1463003342
## 769 0.0949795755 -0.3707385485 0.5751133938 -0.5557376634 0.0923109930
## 770 0.4075405713 -0.0102224471 0.0399043276 -0.8403743193 0.1916530024
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## 776 0.0464867697 0.4975181258 0.5429241604 -0.3291915397 -0.2069567486
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## 782 0.0401532369 0.5635963361 0.1324418073 0.0149640855 0.1837130106
## 783 0.1332644555 0.2674615851 -0.1594936112 -0.6544201995 -0.2778263374
## 784 0.2426588259 0.2589486820 0.0608860382 0.2681646976 -0.0637272376
## 785 -0.4981873074 -0.1399325866 -0.0155914477 -0.2799804652 -0.0291316242
## 786 0.0641517343 0.1291738985 0.4431884625 -0.8872195614 0.4743908182
## 787 0.5444216910 -0.2517472369 -0.5013348682 0.6869593295 -0.2706705558
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## 790 -0.3014811771 -0.4359606320 -0.1548076976 -0.0182978835 0.5480807252
## 791 0.0162873507 0.2732320037 0.1597083979 0.2877657396 -0.0475293724
## 792 0.1002791979 -0.0524233408 0.1585784121 -0.5356745456 0.1433420736
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## 795 -0.1361627344 0.2235576666 0.3184746356 0.4036541728 0.5221985108
## 796 -0.0562163331 -0.4632252349 -0.1164474756 -0.0719652462 0.2636139597
## 797 0.2118077483 0.5561652190 -0.6452933743 0.0164378943 -0.4100482391
## 798 0.0255090129 -0.1054067047 0.3440488041 0.1068880850 -0.1407205004
## 799 0.0978752501 -0.4404267539 0.3331298362 0.4381257883 -0.1399054133
## 800 -0.7039345081 0.7822010760 0.4835263748 0.1554023283 -0.2943879676
## 801 -0.0392133885 -0.0163808662 0.0809836181 0.4439154873 0.0585420112
## 802 -0.2069055774 0.0019875163 0.2155437289 0.1599621171 0.4609687384
## 803 -0.1236974112 0.2834887675 0.0194524199 0.3111363005 -0.3025571428
## 804 -0.2807672606 -0.3338431237 0.3799942833 -0.2177084204 -0.1463432335
## 805 -0.3474441735 0.0499270747 0.1353915648 -0.2667450719 0.2543420021
## 806 -0.0011372985 0.3512429414 0.3237982699 -0.4131399775 0.0293679974
## 807 -0.1296147069 -0.0386501537 0.0737102354 -0.1465178420 -0.4466192366
## 808 -0.0600847515 -0.0356215127 0.1466043542 -0.3125812241 -0.2452438578
## 809 0.0348075352 -0.5410356369 -0.3960585289 -0.3198200852 0.7556698796
## 810 -0.8340947663 0.4255186641 0.2765115644 -0.2139125850 -0.7030714082
## 811 -0.0408389717 -0.5916414974 -0.2668584134 0.6444106982 0.4622950354
## 812 0.1264957174 0.3563234872 -0.2119522201 -0.1352678391 -0.1103574939
## 813 0.0858509130 0.1169184204 0.0745297848 -0.1397232409 0.4217966254
## 814 0.0216525022 0.0442882878 0.3030993552 0.0185463645 -0.6819282458
## 815 -0.2562650195 -0.6188539663 0.0106516471 0.5594842138 -0.3869948658
## 816 -0.1800866540 -0.2625420157 0.3761242786 0.4601079682 0.5028948244
## 817 -0.6283892220 -0.0304200040 0.2365352087 -0.0717294044 -0.1847823658
## 818 0.4455303799 0.0398973958 -0.2842684355 -0.1339370102 -0.1003027382
## 819 0.2229923282 0.0304207914 -0.4544224242 -0.1997818789 -0.1813912270
## PC66 PC67 PC68 PC69 PC70
## 1 3.220178e-01 3.217755e-01 -0.1051580276 0.1022960177 -0.0835144490
## 2 -1.912235e-01 -1.225600e-01 0.1402895954 0.2969054698 -0.0873559395
## 3 9.924035e-02 -2.012231e-01 -0.3496526780 0.1868789743 0.0684775493
## 4 2.735346e-01 -5.594335e-02 0.0887900609 0.4201648766 -0.1919057688
## 5 -4.961505e-02 -2.204003e-01 -0.0523615554 0.0695182268 -0.6995650976
## 6 -4.576414e-01 3.032741e-01 -0.3271929594 0.0377353345 -0.3687171455
## 7 2.945639e-01 -1.756227e-02 0.2703243115 0.1567413269 0.1449030519
## 8 -7.294828e-02 2.615747e-01 -0.3247607872 -0.3546976595 -0.1615778810
## 9 -1.537515e-01 1.273845e-02 0.1727339217 -0.3066012035 0.0067827589
## 10 7.511590e-02 1.350492e-01 -0.1529212877 -0.0729228165 -0.1170918290
## 11 1.256547e-01 -7.519280e-02 -0.5202926860 0.2796896906 -0.2532883928
## 12 -2.738875e-01 4.805996e-01 -0.1007115051 -0.4594043789 0.2471697649
## 13 2.452381e-01 4.780132e-01 -0.2812126056 0.0892769336 -0.1080019973
## 14 -2.536676e-01 3.334881e-01 -0.1922094401 -0.1068371688 -0.4932910118
## 15 -1.092534e-01 -1.729057e-01 -0.3922101773 0.0172532745 -0.0319507850
## 16 8.564389e-02 -4.758384e-02 -0.1399439774 -0.1739562651 0.0545579272
## 17 2.549319e-01 -4.810076e-01 0.2456437116 -0.1089301269 -0.0597079643
## 18 -7.671888e-02 -3.316363e-01 0.0321616577 -0.1496954427 0.5697655272
## 19 -5.952848e-02 -7.300507e-02 -0.2455053136 -0.0992636330 0.2115189820
## 20 2.448588e-01 2.190038e-01 -0.2497137861 -0.1200182357 -0.0891151347
## 21 2.040068e-01 2.180059e-02 -0.1886223164 -0.0603911991 0.0225132220
## 22 3.390691e-01 -3.298442e-01 -0.0517404307 -0.3358150258 0.1364980587
## 23 5.884835e-02 4.369834e-01 -0.1939256525 -0.0586326504 -0.1325138706
## 24 2.436305e-01 -8.560743e-02 0.0293276531 -0.2223772322 0.5099717448
## 25 -5.719429e-01 -1.861524e-01 -0.2990161812 0.0902396680 0.4492420991
## 26 -6.432440e-02 6.307526e-02 0.1536983322 0.1756064400 0.2239812067
## 27 -6.542965e-02 2.526851e-01 0.3398362891 -0.4121514330 0.3501447813
## 28 -1.556646e-02 -1.349707e-01 0.0332493220 0.2892955315 -0.0968608006
## 29 1.039707e-01 2.994271e-02 0.2596418953 -0.0434256741 -0.2222625855
## 30 7.720862e-02 3.904300e-01 0.1544020677 -0.1319434943 0.1524445335
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## 702 3.265621e-01 2.597017e-01 0.0675059611 0.1367511675 -0.2715142130
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## 706 2.248731e-01 1.035514e-01 -0.4164927200 0.1960987479 0.3356104826
## 707 3.293305e-01 2.127663e-01 0.2788428878 0.1378810246 -0.1395136780
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## 711 6.350450e-03 3.287687e-02 0.0004000180 -0.3158020807 0.3185520435
## 712 2.686147e-01 -2.979955e-01 0.1679549489 0.2808898441 0.2366563578
## 713 3.387553e-01 2.946446e-01 -0.0980630586 0.3908784935 0.3670823313
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## 715 -1.093937e-01 -4.358737e-01 0.4475938774 0.2449059074 0.0178081609
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## 721 1.735584e-01 1.500774e-01 0.1470026319 0.0452804484 0.1593442083
## 722 -5.758601e-01 -2.843054e-01 -0.3985621550 0.4223685721 -0.2409836877
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## 730 1.395717e-01 -5.310597e-01 0.2396764915 -0.2420371081 0.0472820066
## 731 2.682383e-01 -3.682876e-01 0.1245941519 -0.1209206919 0.3072774778
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## 734 -4.423571e-01 8.185165e-02 -0.1948563340 0.3383151440 0.0460755472
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## 748 -1.075015e-01 1.578321e-01 -0.2389790766 0.0136472916 0.2981381278
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## 767 -1.416888e-02 1.993145e-01 -0.1238340902 0.1690415683 -0.4429776137
## 768 1.292045e-01 2.485418e-01 0.4054521381 0.2114366610 0.0308494987
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## 770 -1.263213e-01 6.054254e-02 0.3589771721 -0.0633208598 -0.1399547795
## 771 -3.333775e-01 6.866874e-02 0.0470794866 0.0534648423 0.0034170664
## 772 1.851276e-01 5.229063e-01 0.0532429681 0.1481160599 -0.6205268312
## 773 -6.201243e-01 -5.834067e-02 0.0384240829 -0.4182973915 0.1178512025
## 774 -1.822653e-01 -3.218578e-01 0.3155905632 -0.4848737414 0.1430862825
## 775 -3.485642e-01 3.060730e-01 0.0311704114 -0.1393187156 -0.4194832000
## 776 -2.917124e-01 3.736682e-01 -0.3545022869 -0.2157078031 0.2195827913
## 777 -1.200539e-01 -2.639722e-01 -0.8418139938 0.5925986792 0.2220124795
## 778 2.251245e-01 -3.220295e-01 0.1133681670 0.1585721189 -0.1001863264
## 779 6.676942e-02 -3.994043e-02 -0.2737272916 0.0026695958 0.0212888887
## 780 -5.169146e-02 -4.214025e-01 -0.0161078426 -0.1646959678 0.1584481264
## 781 8.694366e-02 1.285413e-01 0.0731610060 -0.2286587660 0.1699200111
## 782 -1.653650e-01 1.800921e-02 0.0849523315 0.0370476107 0.0788558568
## 783 -2.225631e-02 1.768630e-01 -0.0939193369 0.0980686380 0.3008950748
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## 785 -1.270739e-01 -1.344851e-01 -0.4979891381 0.3140681489 0.1869182845
## 786 1.472168e-02 2.229716e-02 -0.0753945698 -0.0333262265 0.0618372760
## 787 5.131281e-01 4.852436e-01 -0.3944468083 -0.6647665144 -0.3965441526
## 788 -2.283860e-01 2.028912e-01 0.1838890788 -0.3026706246 0.0743627662
## 789 1.612433e-01 5.091574e-02 0.0966949758 -0.2542711819 0.0685465756
## 790 -3.710332e-01 -2.842505e-01 0.0994091876 -0.1150936721 -0.0414632091
## 791 1.689169e-01 -1.482534e-01 -0.1883882975 0.0359434779 0.0517027106
## 792 1.904789e-01 2.211008e-01 0.2217400087 -0.3083669060 -0.1582608973
## 793 -3.452610e-01 3.449248e-02 -0.2294252155 0.3761179160 0.3266882702
## 794 -1.765603e-01 -2.242205e-01 0.0599258761 0.0272070667 0.3197420120
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## 796 -1.037957e-01 -3.411685e-01 0.2134675367 -0.1568658066 -0.1777582270
## 797 4.794886e-02 8.648221e-02 -0.2849545937 0.1683155603 -0.1624259821
## 798 -5.596338e-01 -7.408917e-02 -0.0267122599 -0.5615353082 -0.3276106459
## 799 1.479548e-01 7.652140e-02 0.1419616844 0.3535566110 -0.5224535491
## 800 -6.530513e-01 9.187709e-01 0.6897230568 0.4511649344 -0.2416081382
## 801 1.408543e-02 7.143026e-02 -0.3751127788 -0.1992278533 -0.1673094695
## 802 -3.284541e-01 4.662411e-03 0.1716602194 -0.0351650779 -0.1874279413
## 803 -6.452005e-02 -3.668240e-01 0.0064267694 0.1158822777 -0.0662575360
## 804 -8.370107e-03 1.483807e-01 -0.1737574340 -0.0212923676 -0.2973332488
## 805 1.880711e-01 5.390378e-01 0.3271643453 -0.1450589199 -0.1216763009
## 806 -1.151449e-01 -2.023564e-01 -0.1970224702 0.1580983651 -0.0241051407
## 807 1.953509e-01 3.184713e-01 -0.0016108355 0.4209729500 -0.3771095082
## 808 -3.703511e-01 -3.008765e-01 0.0525089393 -0.0500927795 -0.2040586656
## 809 6.544100e-01 -4.968420e-02 -0.9393326433 -0.5570449817 -0.5483325925
## 810 3.781507e-01 -3.069760e-01 0.4875497359 -0.0462160897 -1.0459876467
## 811 6.424363e-02 -2.183438e-01 0.0340169353 -0.1491295396 0.1755495371
## 812 1.598493e-01 -4.088769e-01 0.1740139747 0.0035478305 0.2374812315
## 813 -3.960971e-01 1.240142e-01 0.2174972186 0.2781388797 -0.3930625276
## 814 2.758553e-01 -9.792484e-03 0.2074332197 0.2812693549 -0.0518644027
## 815 3.680176e-01 -6.178773e-02 -0.1169890835 0.4227208419 0.5082986634
## 816 -2.104746e-01 2.684960e-02 -0.1771981890 0.2769105115 0.0318547766
## 817 -5.118020e-02 -7.084923e-02 0.0838003358 0.1986577745 0.0318465927
## 818 -1.157954e-01 4.020781e-01 0.3054339517 -0.1768156383 -0.0984003181
## 819 -1.736860e-01 -1.365806e-01 0.3551065327 -0.1255088001 -0.2283128114
## PC71 PC72 PC73 PC74 PC75
## 1 0.5549072619 -0.0660024727 0.1168545899 -0.2841913728 0.1529636514
## 2 0.0065798960 0.3180046568 -0.1303457384 0.2794252531 -0.3041689860
## 3 0.4957348396 -0.3751755927 -0.0770184161 0.1125741687 -0.2120342028
## 4 0.0648364015 -0.3122371854 0.2732174982 0.2867261531 0.1614370689
## 5 -0.2752977682 0.1987171904 -0.2193920932 -0.0238952527 -0.3015129040
## 6 -0.3308637133 -0.1171882207 0.4306437545 0.1033898405 -0.4766758056
## 7 0.0797487003 0.1999111765 0.0049599936 0.0671416568 -0.2682366341
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## 654 -0.0905764244 0.1773037025 -0.2460705711 -0.2159073509 0.1875136792
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## 706 0.2582531748 -0.1853742765 0.1529707269 -0.0012094379 -0.0123285950
## 707 0.0744966637 0.0405188995 0.0161903243 -0.0910316087 0.0182079029
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## 737 -0.1809853428 0.1920511985 -0.3053932877 0.3231597245 0.1115070479
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## 765 0.0024025365 0.0946302958 0.2233902247 0.0751254286 -0.0255878512
## 766 0.2060050655 -0.0318775909 -0.0317201285 0.0993416646 -0.3587745840
## 767 0.3527152367 -0.0949976394 -0.0523761161 0.0922456719 -0.3622443617
## 768 0.1198146920 -0.0488497755 -0.0305891432 -0.2697394927 0.2953663797
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## 770 0.4929641369 -0.0363665546 -0.1450524099 0.1824473272 0.1499613756
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## 777 -0.2980037455 0.5717942581 -0.1196399838 0.4210422248 -0.2710093410
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## 795 0.0793927549 -0.0018811725 0.2843529997 0.2538360480 0.1463447614
## 796 -0.4339660833 -0.0365819188 0.1829395970 0.1986617841 -0.2838296509
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## 798 -0.0135289583 0.0937633235 0.0138144388 0.2936856500 -0.0264898490
## 799 -0.2484301822 -0.1035348885 -0.1249419714 0.0155756027 0.2235341277
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## 801 -0.3491495485 0.3737538446 0.0970818853 -0.1612369074 -0.1068131712
## 802 -0.0025313896 -0.1004779298 0.1671715737 -0.1888179029 0.2460312830
## 803 0.3674498835 -0.1145739530 -0.0942633561 -0.1403406489 0.0961948057
## 804 -0.2237877954 0.3057528693 0.2559302213 -0.2789124748 -0.1758269578
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## 807 -0.0086257328 -0.1259258641 -0.0879073112 -0.0373410858 0.2502818810
## 808 0.2134315577 0.1095603583 0.3661919738 0.2249955732 -0.0742770695
## 809 0.8340886386 0.0831102953 0.2637882256 0.3008996494 0.1301198573
## 810 -0.0938478403 1.5907495499 -1.0117102182 0.4528405167 -0.2766058457
## 811 0.2360211669 -0.2164661216 0.4892774439 -0.1423533075 0.0367617979
## 812 0.0077270376 0.2948736636 -0.1684772490 0.0322413961 0.1044322766
## 813 -0.1842525304 -0.1742164433 0.4058874180 -0.1689869005 -0.0301803613
## 814 0.3797065485 -0.1324197029 -0.0558000361 -0.0152700710 0.1548051171
## 815 0.0222642133 0.2286483244 -0.2104894316 0.4083860173 0.1796012697
## 816 0.2023941211 0.3067153129 -0.1960357517 -0.2795402403 -0.1147037379
## 817 0.5584126839 -0.0255384936 -0.1377779488 0.1845465530 0.0752101267
## 818 0.1258431774 -0.3623014477 0.0965295350 -0.1922303497 0.1139797751
## 819 -0.0003915677 0.2545287457 0.1885507702 0.1839869761 -0.2021121921
## PC76 PC77 PC78 PC79 PC80
## 1 -1.438327e-01 0.2314738303 -0.0213480107 0.0696811570 -0.1704051458
## 2 -1.241135e-01 -0.2403135250 -0.0197570608 0.1932783444 -0.0259485382
## 3 -2.112815e-01 0.0262560715 -0.2718261483 -0.2929072435 0.1032229681
## 4 7.650780e-02 -0.0414626274 -0.5240228352 -0.1380389289 -0.1079403249
## 5 3.244294e-01 0.1301315021 -0.0568191906 -0.1493202231 0.1759832976
## 6 -3.741724e-01 0.2259607286 -0.0760383690 -0.2462971720 0.3186586533
## 7 -3.984536e-01 -0.1559757209 -0.2469187268 0.1115157190 -0.2321648432
## 8 -4.166747e-01 0.4630914829 0.0906014989 0.0101586933 0.0784160223
## 9 6.958215e-02 -0.0223666223 0.0278902984 -0.1794588006 -0.0385308440
## 10 -9.225167e-02 -0.3186396127 0.0942522236 -0.8072679521 -0.0440260578
## 11 8.891219e-02 -0.3486878966 -0.5921371578 0.3667183132 -0.1049816835
## 12 7.171917e-02 0.0245059812 -0.1284987119 0.1258717761 0.3106586580
## 13 1.681374e-02 0.1294205792 0.5935382089 0.1230744944 0.1162135685
## 14 3.506335e-02 0.4387312910 -0.3320830832 0.0153885073 -0.0426897595
## 15 2.163336e-01 0.2299297116 -0.1967065012 0.0798013008 0.0583531747
## 16 -1.208079e-01 -0.1426641629 0.2021651451 -0.0225009417 0.2067330461
## 17 1.668909e-01 -0.0915936309 0.0620114336 -0.2551531058 0.1090657447
## 18 -2.448352e-01 0.0415513772 -0.1140605615 0.0853513548 -0.0250390932
## 19 8.098534e-02 -0.3533032464 0.1768403448 -0.1233751347 -0.0680245660
## 20 -6.767001e-01 0.0707700644 -0.1061638512 0.0103796890 -0.1645127232
## 21 3.256457e-01 -0.1086705510 0.0442062365 0.1470166242 0.0101181858
## 22 2.723034e-01 0.0556470051 0.0462805429 0.0170542227 0.4436886603
## 23 -8.884383e-02 -0.0684197180 -0.0223896717 -0.1256433364 0.3456220478
## 24 1.507499e-02 0.0906280150 -0.0411554811 -0.0475362276 0.0136522051
## 25 -8.439877e-02 0.5256623657 0.4373026453 0.3681905406 0.0637554586
## 26 -4.545052e-01 0.1523292305 -0.1052880930 -0.0836572994 -0.0859171732
## 27 -4.042321e-02 0.0157455415 -0.0083591842 0.4450216145 0.0367789979
## 28 1.335385e-01 -0.0613625638 0.0340343858 0.0080729129 0.1365562494
## 29 -2.683581e-01 -0.1204133107 0.3975728897 -0.2261751440 0.1082854097
## 30 2.386586e-01 0.2823899101 0.0815405474 0.1591367430 0.0198119146
## 31 2.217965e-01 0.0432911978 0.2010751582 0.1917995135 0.1697402062
## 32 2.512251e-01 -0.0307896960 0.0987174326 0.1702783019 0.3880608546
## 33 8.773308e-02 -0.3921785013 0.5347341972 -0.3587753039 0.5707890017
## 34 -1.609847e-01 -0.1882143221 0.0602471767 -0.1240081231 -0.2877704269
## 35 -3.393769e-01 -0.1025534723 -0.1981207841 0.0722129463 0.1551577829
## 36 -6.439718e-02 0.0393169912 -0.2132693102 0.0519897816 0.1039680758
## 37 -9.706778e-02 0.1407338008 -0.0137629273 -0.2467124754 0.1598713099
## 38 -1.162693e-01 0.0120669227 0.1484164779 -0.0844170400 0.2566915290
## 39 -6.728902e-02 -0.1845369097 -0.1942027004 0.2239329867 0.0194689037
## 40 1.907972e-01 0.3229520505 -0.0476214621 -0.3143209142 -0.2373567415
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## 665 1.806999e-01 0.1157624734 0.3210769678 -0.2236744233 0.1794094575
## 666 -1.004481e-01 0.0680098777 -0.0462487921 -0.1562364783 -0.0119926337
## 667 8.419100e-02 -0.1661831383 0.4058848121 0.1808904231 0.3356046030
## 668 -3.061008e-01 0.1891149669 0.2628062006 -0.4714188131 -0.0161453470
## 669 -1.605983e-01 -0.1446255069 0.0349772866 0.2620498372 0.1150331753
## 670 -1.745159e-02 -0.3835522765 0.4709316414 0.0160955773 -0.1474890751
## 671 -7.330331e-02 -0.2118365295 0.1228164950 0.0935065947 0.0210586167
## 672 -9.544082e-02 0.2092198379 0.2129114484 -0.0339897513 0.0936683657
## 673 5.115015e-01 -0.1325668360 0.1834100673 -0.3435684204 -0.1637821077
## 674 1.357926e-01 0.1139955209 -0.0249941105 0.1678516912 0.1081902670
## 675 -1.811615e-01 0.0315541626 -0.0138085746 0.2417411546 -0.0186584784
## 676 1.659247e-01 0.2958825588 -0.2838706615 -0.1492537107 -0.0234235607
## 677 5.256594e-02 -0.0530264213 0.1224728581 0.0745792536 0.0231133384
## 678 1.434313e-01 0.3962186039 0.1746102077 0.2458679517 0.1319551165
## 679 4.374397e-02 0.0971809464 -0.2323569560 0.2433445701 -0.2476408398
## 680 2.133626e-01 0.1496984830 -0.2414603485 -0.0015853795 -0.0250581738
## 681 -9.534035e-04 0.1350189158 0.3593238443 -0.3794059026 0.3056461396
## 682 3.276120e-02 0.1867515948 -0.2357794838 0.0119070460 0.0661859330
## 683 -1.573082e-01 -0.2079199510 0.0514375317 -0.2718412980 -0.2083316230
## 684 3.954267e-01 0.1246587142 0.0677279719 -0.0073249823 0.2234114143
## 685 2.182134e-01 -0.4362362651 -0.1365321415 -0.1684207913 0.0173506879
## 686 1.656379e-01 -0.0464356060 0.1106927683 -0.3540479952 0.0645264961
## 687 -1.670787e-01 0.0004117471 -0.2659421915 0.2520100855 -0.2415199426
## 688 -3.992582e-01 0.0232078302 -0.0679856571 0.1069108926 -0.2688566958
## 689 1.163884e-01 -0.0196336106 -0.0459887299 -0.2013758939 0.0191351059
## 690 -2.809868e-01 -0.0092937646 -0.0578153899 0.0473313900 -0.1219745672
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## 695 2.688169e-01 -0.0671894486 0.0197931806 0.1430357956 -0.0428095918
## 696 8.129407e-02 0.4432447221 -0.1353223941 0.1550036314 -0.3663488027
## 697 1.235601e-01 -0.1615075997 -0.0486821441 0.0376998162 0.1858746456
## 698 -9.485068e-02 -0.4245023782 -0.2135951027 0.0300029087 -0.0405664641
## 699 4.699805e-02 -0.0901137020 0.0433231666 0.0906087008 -0.0060385433
## 700 -4.492191e-01 0.1051479953 -0.0175423189 0.1442359990 -0.3535844802
## 701 9.448805e-02 0.1152386403 0.2226528384 0.2183565018 -0.3129966378
## 702 3.835395e-02 0.0870594576 -0.1983931199 0.0019853940 -0.0398912630
## 703 1.684840e-01 -0.0713042683 0.0846469692 -0.0138553464 0.2365442614
## 704 -2.816463e-01 -0.0805683511 -0.3053573600 0.1182827983 0.0670727482
## 705 2.825179e-02 0.2574760718 -0.0536702155 0.0912227117 0.2692725859
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## 708 -9.551738e-02 -0.2607877116 0.1909081181 0.4678800894 0.0201226001
## 709 -3.141617e-01 -0.0561278616 0.2110049482 0.1413280659 0.1816930691
## 710 8.031035e-02 -0.2578279865 -0.1920539228 0.0221295051 0.0529086617
## 711 -4.267148e-02 0.2669734576 -0.1205676504 -0.0752625774 -0.1078579706
## 712 2.840239e-01 -0.0442741872 0.0440536111 -0.2766170806 0.0570707586
## 713 -6.387495e-01 0.4189463976 -0.2372222094 -0.0360244631 0.1061087757
## 714 2.349834e-01 0.0105899720 0.2206808465 -0.1247010745 -0.0582145164
## 715 3.356976e-01 -0.0027811684 0.2715258745 -0.4219379085 -0.0796213825
## 716 3.639577e-01 -0.0602741664 0.2057743971 -0.0803030381 -0.0933170628
## 717 -2.831797e-02 0.1760090489 -0.0051879501 -0.0150188498 -0.0246319550
## 718 7.321864e-02 0.0100039135 0.0203850318 -0.0449878460 0.0454363166
## 719 4.469285e-01 0.0300917352 0.3114762183 -0.0436673719 0.2655957156
## 720 -3.183919e-01 0.4145182535 -0.1193534198 -0.3883639090 0.3744661621
## 721 -9.999492e-02 0.1937937207 0.1488648019 -0.2238770176 -0.0127781797
## 722 -4.479795e-01 -0.3155557479 0.2178828597 0.0109813397 0.0721382046
## 723 -3.048854e-01 0.1947122911 0.0414322996 0.3572111678 -0.2357927430
## 724 6.245918e-02 -0.6304228720 0.4006905851 0.1177408730 0.1609503186
## 725 8.991674e-02 -0.2058960933 0.1518015272 0.0386324200 0.1400573259
## 726 -1.364220e-01 -0.2594667296 -0.3931893982 -0.2469331202 -0.0619400109
## 727 3.116112e-01 0.4524862196 0.0182198550 -0.1444989722 0.5260786797
## 728 -1.948201e-02 -0.0923141475 0.0606521640 0.0148835651 -0.1060529495
## 729 -1.346974e-01 0.0238919353 -0.0026573806 0.0438264209 0.2761057648
## 730 -2.324699e-02 -0.1315772901 -0.2043488869 -0.0080684094 0.2273497955
## 731 -8.169291e-02 -0.0787620094 0.0667833906 0.0674411849 -0.1074388160
## 732 2.456204e-01 -0.1724011319 -0.0244958988 -0.3290678063 0.1232380169
## 733 1.677564e-01 -0.0107696695 0.0032737239 0.1709357641 0.0066471864
## 734 5.875774e-02 0.1971657641 -0.0144281044 -0.0899719188 0.2631712835
## 735 1.420996e-01 0.0297679243 -0.3474012296 -0.2055080453 0.1625908131
## 736 1.206477e-01 0.8668275390 -0.0643686420 0.1288021974 -0.0313783101
## 737 -1.614015e-01 0.0081037089 0.2529429194 -0.1354640737 0.0152518118
## 738 9.620127e-02 -0.1487120067 -0.4551463176 0.5773937925 -0.1099160397
## 739 -2.243092e-01 0.0304343031 0.1264078784 0.1707695516 0.0235568213
## 740 -1.821104e-01 -0.0161741204 0.0414214390 0.1441727972 -0.1856369983
## 741 -3.991379e-02 0.3346995730 -0.0146624789 -0.0054323245 0.1912096478
## 742 1.631422e-01 -0.1154344741 0.3043507700 -0.1298362225 0.2012984641
## 743 -4.022577e-01 0.0347227113 0.2271479808 -0.0697003222 0.1438703175
## 744 1.144709e-01 0.0148986847 -0.0449988968 0.2085169436 0.1837787213
## 745 2.308121e-01 -0.1980000991 -0.3290471815 -0.1358300111 0.1994711211
## 746 -5.171899e-02 0.2684023104 -0.1532956712 -0.3429837033 0.2630991571
## 747 3.029333e-01 -0.0293775646 -0.1521686120 -0.1922005281 -0.3444477094
## 748 -6.827951e-02 0.0190293049 0.4515463278 0.3118445730 -0.1103738980
## 749 8.165351e-02 0.1275758061 -0.1673624471 -0.1680930359 0.0409386821
## 750 -2.033053e-01 -0.1307545532 -0.0530260443 -0.0552787793 0.1645799891
## 751 2.542104e-01 -0.7067240222 -0.0102028280 0.1996484831 0.3064683435
## 752 -5.473658e-01 -0.2946525374 -0.0098710034 -0.0931535867 0.3575928481
## 753 6.442684e-02 -0.1260678212 0.0363180025 0.0212835390 -0.0016134108
## 754 -1.186576e-01 0.1990334625 -0.2495091126 -0.2647983645 -0.3439011119
## 755 7.551419e-02 -0.0825414873 0.3297652237 -0.1038571988 0.0028664420
## 756 3.020131e-01 -0.0891742056 -0.0686513965 -0.1284104630 -0.1048295097
## 757 2.655883e-02 -0.1166722365 -0.1852339198 0.0803417819 -0.3020961964
## 758 -1.706297e-01 -0.1905426742 -0.8824850462 0.6919562196 0.2079795093
## 759 -5.065486e-02 -0.3042992528 0.3194239547 -0.0890597834 -0.0652661251
## 760 -7.804633e-02 -0.0898861429 0.1288163066 -0.0055212361 -0.3172644292
## 761 3.501422e-01 0.2843055213 0.5152891356 0.0020473027 0.0008507478
## 762 -6.974764e-02 0.0369366784 0.1576494779 0.2668057923 0.0058829076
## 763 -2.415161e-01 0.5994130288 0.1888176478 -0.0990652962 -0.2129175409
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## 765 3.254888e-01 -0.2786488542 -0.2958914692 -0.0917567103 0.0410452429
## 766 6.182617e-02 0.0234697476 0.3573488016 0.0989147843 -0.2394406610
## 767 2.824961e-01 0.2690839959 -0.2365115207 0.1216609216 -0.1447309897
## 768 -1.297806e-01 0.1654496554 0.0622708107 0.3084676854 -0.0663607152
## 769 1.905128e-01 0.0299290636 0.0495271105 0.1645909503 -0.1919690750
## 770 2.172028e-01 -0.1318500152 -0.1131873595 -0.1392734312 -0.1868818672
## 771 -7.876396e-02 -0.3267206781 0.0354519965 -0.0931040731 0.2150193323
## 772 3.211282e-01 -0.2308120804 0.2955952372 -0.0010645267 0.0569489220
## 773 -1.508109e-01 -0.4664948137 0.1027300233 -0.0502817726 -0.0607976873
## 774 2.287587e-02 0.0108421988 0.0166614288 -0.0781197970 0.0743973751
## 775 2.400928e-01 0.0406022565 -0.2127862596 0.0291920624 -0.2104353660
## 776 -3.315041e-02 0.3445301274 0.1493704092 -0.0905155746 0.0565247165
## 777 4.710924e-01 0.0125580855 -0.2171259954 0.3241643619 -0.2573671043
## 778 2.874752e-02 -0.2961432570 -0.2429326957 -0.1682003700 -0.1897573258
## 779 2.344507e-01 -0.2472453162 -0.1996578377 -0.1188676498 0.0113238904
## 780 2.547702e-01 0.0394979924 -0.0987363799 -0.2404976375 -0.2316329442
## 781 9.366648e-02 0.0599775507 0.1406960571 0.3311491945 0.5586061553
## 782 -1.457752e-02 -0.2479014214 0.1497651880 0.0322559464 0.1615193079
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## 784 4.217404e-02 0.1293336784 -0.0504889707 -0.0297422004 -0.0130349114
## 785 -1.594628e-01 0.2960574951 -0.3015113853 -0.1750028488 -0.1763419841
## 786 1.975038e-02 0.4411340013 0.1319529120 -0.2812477243 -0.0377795832
## 787 9.601524e-02 0.0752547919 0.0441090049 -0.2950797578 -0.2821644395
## 788 -1.503438e-01 0.1153825112 0.1412982882 0.2607519029 0.0658910527
## 789 -1.578981e-01 0.2443260297 -0.1640284936 -0.2798513463 0.0567916684
## 790 4.292641e-03 0.4105204011 -0.5659290516 -0.2638846284 0.4461251996
## 791 4.893897e-01 0.0985874488 0.1911234791 0.1020314179 -0.1135544557
## 792 1.276623e-01 0.0785850191 0.0946026891 -0.1850584845 -0.2291319656
## 793 -3.844643e-01 -0.1671627837 0.1477283225 -0.0410345275 -0.0648311546
## 794 2.305821e-02 0.2047326729 0.0270994380 -0.0192998582 -0.0310838588
## 795 -1.365957e-01 -0.2450319281 -0.1271744669 0.1066930339 0.0630640710
## 796 2.438479e-01 0.1316379686 -0.0318776363 -0.1930617116 0.0191124374
## 797 -1.167297e-01 0.1690280631 0.0426457646 -0.2617328226 0.1208410327
## 798 1.226027e-01 0.1548692172 -0.1639112653 0.1081545890 0.1315113227
## 799 -3.394371e-01 0.3887004663 0.1218147714 0.4028644967 -0.0862030727
## 800 -1.498639e-01 -0.0497548319 -0.5306246714 -0.0979395516 -0.5548155348
## 801 -5.792586e-01 0.0671955451 -0.5829769768 -0.1803715872 -0.1848083015
## 802 8.562912e-02 0.1859200634 -0.2495489801 0.0922791033 -0.0168927517
## 803 1.636233e-01 0.0089461766 0.0396949161 0.1385976806 0.2751483763
## 804 -6.204640e-02 0.3114047834 -0.2095373668 -0.2999121256 -0.1532416479
## 805 8.410832e-02 0.1055460014 0.1504495532 -0.1116986152 0.0849623839
## 806 -2.232298e-01 -0.2377348058 0.4465246445 -0.0206210557 -0.2246833286
## 807 -1.168538e-01 0.2623905407 -0.0016995402 -0.0391224136 -0.0458338609
## 808 9.084450e-02 0.2036555107 -0.0063486243 -0.1248286526 -0.0303492835
## 809 -2.650806e-01 -0.2098226901 -0.1055429196 -0.0456062681 0.0601091468
## 810 1.719921e-01 0.0534875862 -0.1211042641 0.2720495259 0.8472312931
## 811 1.255047e-01 -0.0351350442 0.0315309935 -0.3346112045 -0.2983283737
## 812 -2.755167e-01 0.0080937527 0.0966861495 -0.0031875148 0.0395820463
## 813 -3.863689e-01 -0.1297982710 0.3251936059 -0.0590825531 0.1506998476
## 814 2.760825e-01 -0.1013437614 -0.1691975328 -0.2407745170 -0.3758325959
## 815 2.094430e-01 -0.1874201626 -0.2313896601 0.1768754876 -0.1423679910
## 816 -2.272751e-01 0.1371468825 -0.2579891097 -0.0159745518 -0.0384338268
## 817 -4.568458e-02 0.4079561572 0.1632373167 0.2779829654 -0.2751894743
## 818 -1.962412e-01 -0.0213981396 0.0416408973 0.3241639707 0.3559927847
## 819 8.849530e-02 -0.1532637911 0.4227832046 0.1457936000 -0.0287162659
## PC81 PC82 PC83 PC84 PC85
## 1 8.891831e-02 2.157400e-01 -8.555650e-02 7.285245e-02 -2.918521e-02
## 2 2.646358e-01 -8.093961e-02 1.891364e-01 1.297852e-01 -7.791726e-02
## 3 -5.974719e-02 2.027085e-01 2.498832e-01 -1.993354e-02 9.829880e-03
## 4 -3.568464e-02 2.234616e-01 3.543794e-01 3.171398e-01 -2.416508e-01
## 5 2.456833e-01 -2.777359e-01 1.663266e-02 5.609609e-02 -1.002089e-01
## 6 2.290837e-02 -2.397849e-01 -9.272271e-02 1.504406e-01 -2.725445e-01
## 7 -6.292629e-02 -9.068404e-02 3.546846e-02 6.051542e-02 1.046932e-01
## 8 1.169277e-01 3.010238e-01 -1.304959e-01 -3.766470e-03 3.599651e-02
## 9 -2.039950e-02 -2.133242e-01 -6.583400e-02 -1.878692e-01 5.434431e-02
## 10 -2.000161e-01 -8.201498e-02 -4.619950e-02 -3.402615e-02 -4.827266e-01
## 11 -2.405769e-02 -1.281857e-01 -2.705789e-01 2.288898e-01 -6.834961e-02
## 12 3.019750e-03 -3.139819e-01 -1.406868e-01 2.162966e-01 1.761155e-01
## 13 -3.524214e-02 6.009080e-02 2.232503e-01 -2.204859e-01 2.190880e-01
## 14 -4.123044e-02 5.382747e-02 -1.156089e-01 -4.047400e-02 -1.817585e-01
## 15 1.194140e-01 1.291134e-01 1.208071e-01 1.301892e-01 2.972228e-02
## 16 2.228188e-02 4.251913e-02 9.286580e-04 -7.097809e-02 -6.529689e-02
## 17 -2.798591e-01 -2.621632e-04 -3.117026e-01 -8.968926e-02 -1.284608e-01
## 18 1.908846e-01 1.758208e-01 5.414208e-02 2.442539e-02 2.563976e-01
## 19 -9.736897e-02 -1.062325e-01 -1.463909e-02 -3.004255e-02 -1.310778e-01
## 20 -1.040962e-01 2.387708e-01 3.404993e-02 -1.070987e-01 6.373719e-02
## 21 3.431404e-01 1.419589e-01 -1.232434e-01 -2.272885e-02 -5.799071e-02
## 22 2.372766e-01 5.699786e-01 -1.877646e-01 -2.836003e-01 -2.390702e-01
## 23 -4.065520e-01 -1.072000e-01 -1.297705e-01 -1.859159e-01 2.948306e-02
## 24 6.405095e-02 -1.268118e-01 -9.015241e-02 3.771366e-02 1.948125e-02
## 25 -6.364647e-01 -2.528905e-01 -2.739151e-01 7.041664e-02 -2.606858e-01
## 26 -3.503530e-02 -3.538782e-02 7.060696e-02 1.131128e-01 -2.168891e-01
## 27 4.127107e-01 1.076677e-01 1.422209e-01 -1.644340e-01 -3.187780e-01
## 28 -4.478477e-02 -1.510786e-01 1.954524e-01 -1.164188e-02 -6.591167e-03
## 29 8.172701e-02 3.282117e-02 8.030854e-02 -7.181344e-02 -9.495909e-02
## 30 8.369134e-02 1.844818e-01 -2.568000e-01 7.905377e-02 1.544088e-01
## 31 -3.605807e-02 -3.270155e-01 2.031105e-01 -2.673819e-01 1.172479e-01
## 32 1.706982e-01 -5.405221e-03 -7.487506e-02 9.152392e-02 -5.333710e-02
## 33 -3.254688e-01 -1.598830e-01 2.709703e-02 -8.461091e-02 8.067772e-02
## 34 6.772580e-02 6.361923e-02 -1.720064e-02 -2.248780e-01 -6.604534e-02
## 35 -9.040769e-02 -5.284676e-02 6.611210e-02 2.962248e-01 8.094700e-02
## 36 9.110169e-02 -1.101589e-01 -7.449776e-02 -1.157943e-01 -7.487111e-02
## 37 -2.741855e-02 -1.460479e-02 5.138042e-03 2.436098e-03 1.995612e-02
## 38 3.208346e-01 -8.447669e-02 1.154065e-02 5.450702e-01 2.034194e-02
## 39 -4.149006e-01 1.324402e-01 1.744908e-01 -9.657524e-02 1.352916e-01
## 40 -5.699675e-02 -2.479773e-01 -3.325799e-01 1.524792e-01 -3.846867e-03
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## 813 -1.051121e-01 -2.889731e-03 -9.240175e-02 -1.581171e-01 -1.455639e-01
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## 819 -3.639541e-02 -1.047435e-01 6.371521e-02 -1.172532e-01 -7.913626e-03
## PC86 PC87 PC88 PC89 PC90
## 1 0.2290825161 -0.0169833988 -0.1474171272 0.0647964611 -3.207922e-02
## 2 -0.0662739053 0.0702169387 0.0412934009 0.0005506644 -6.605947e-02
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## 764 -0.0532079996 -0.1396157702 -0.1308154862 -0.0336825816 -1.105526e-01
## 765 0.0987488157 -0.0793452911 0.1102681532 0.1814152501 6.992296e-02
## 766 0.0208310652 0.2038258388 0.3961918128 0.2561395335 -1.303867e-01
## 767 0.0118283463 -0.1278224361 -0.1403470448 0.2090766262 -1.704714e-01
## 768 0.0681784427 0.0894201715 -0.1024905385 -0.0426169635 -7.457149e-02
## 769 0.1182072573 -0.2754197287 0.0580359205 -0.0303799752 1.364602e-01
## 770 -0.3469011005 0.0360456902 -0.0713717231 0.1005562169 -6.978000e-02
## 771 0.0443456418 0.0944684771 0.0199597072 0.0496282592 7.632802e-02
## 772 0.0803079569 -0.0435214198 -0.2825898159 0.2746176165 7.465808e-03
## 773 -0.0215585479 -0.1671625933 -0.0694179697 -0.0329848251 2.040492e-01
## 774 -0.1431256374 0.1173431916 0.0236890583 0.1877961675 -3.490199e-02
## 775 -0.0211547269 0.1401270565 -0.1651019566 0.0690552976 2.722361e-02
## 776 0.3034193640 0.0214170874 0.0728176832 0.0690611825 -1.849687e-01
## 777 -0.2293236946 0.0507877199 0.2439765402 -0.2712526411 3.718448e-01
## 778 -0.0349593075 -0.0520806316 -0.0009223809 -0.0395483723 3.638069e-02
## 779 0.1255256977 0.0046902340 -0.0273231862 0.0737110574 -1.503930e-01
## 780 0.2446314963 0.3910977445 -0.2708740904 -0.1075229211 1.496112e-01
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## 784 -0.0104569161 0.0209218103 -0.0058232283 -0.0430606243 8.618718e-02
## 785 0.1045815714 0.0963029647 0.1277438883 -0.1620540195 9.967221e-02
## 786 -0.0396483288 -0.2317948296 0.0016401349 -0.0904554912 -1.579251e-01
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## 795 0.0712594381 0.0937405273 0.0126078373 0.0676852344 6.805231e-02
## 796 -0.1898582992 -0.0634561500 -0.0759363230 -0.0335941409 4.924923e-02
## 797 0.2517879357 0.2482745024 0.0456303095 0.1112457280 7.401109e-02
## 798 0.0290096939 0.1171472107 -0.0586217478 0.0425745230 1.257466e-01
## 799 0.0491110648 0.1322632719 0.0196215879 0.0070041091 1.802300e-01
## 800 0.2529594369 0.1107715141 0.1209462864 0.1654361326 7.006243e-03
## 801 -0.0592252409 0.1482818736 -0.1715902199 0.0295597093 5.498976e-02
## 802 0.2403494699 0.1798367587 -0.1250009109 -0.0921425919 1.144327e-01
## 803 -0.0797699270 0.2134135045 0.2667301621 0.0050633259 -1.176047e-01
## 804 0.2723761801 0.0445534294 0.1442147448 -0.2701569692 -3.747903e-01
## 805 -0.1350536351 0.2455331940 -0.0073556987 -0.0873476022 2.624552e-01
## 806 0.0118707894 -0.0133657834 0.1582637761 -0.0748472113 -1.086246e-02
## 807 0.0036216408 -0.0064489780 -0.1829184530 0.0271942759 -1.625419e-01
## 808 0.1263445550 0.0186906333 -0.1373150762 0.1580933609 1.821577e-01
## 809 0.1895544645 -0.0722759266 0.0974203195 0.0597171330 -1.559810e-02
## 810 -0.1933164059 -0.6071205321 0.2491118248 -0.4653349823 1.732223e-01
## 811 -0.0443052937 -0.0218563614 0.0197766146 -0.0905984950 -2.839532e-01
## 812 -0.0203587501 0.1778982793 -0.1731299159 -0.2464239250 -9.113172e-02
## 813 0.2326638820 -0.0968068894 -0.1429846656 0.1795656347 7.421738e-02
## 814 -0.1264742277 0.1818060872 0.1690309126 -0.2044953142 -7.040035e-02
## 815 0.0691502045 0.1872227593 -0.2959686358 0.7893896917 -3.936945e-01
## 816 0.0948268254 0.1155560251 0.0672796978 -0.0041144971 8.692772e-02
## 817 -0.0056191991 0.0933546327 0.0064121627 0.0351343300 1.305394e-01
## 818 -0.0312574788 -0.0771993069 -0.0254401599 0.0564131052 8.907746e-02
## 819 0.2618868119 -0.0745686384 0.0729486304 -0.1624364319 2.254228e-02
## PC91 PC92 PC93 PC94 PC95
## 1 1.521486e-01 5.881001e-02 -7.082696e-02 0.0866562880 -7.872946e-02
## 2 -8.732705e-02 -5.230213e-02 4.851823e-02 0.1624108180 1.532746e-01
## 3 -2.560050e-01 -7.898845e-02 1.308118e-01 -0.0294085391 -2.077367e-02
## 4 -2.549665e-01 -2.330258e-01 1.798086e-01 0.2536687586 -8.131294e-02
## 5 1.053420e-01 -5.186862e-02 -2.287712e-02 -0.0432999715 -1.959484e-01
## 6 9.595685e-02 -5.556519e-02 1.349577e-01 0.1357299950 -2.227368e-02
## 7 -3.311819e-02 2.497333e-02 2.691662e-01 -0.2545486408 -3.366517e-02
## 8 -2.822311e-02 -1.284396e-01 -4.630443e-02 0.0073083925 2.411285e-01
## 9 -2.709966e-01 -9.317041e-02 -1.011307e-02 0.0724893931 -5.394087e-02
## 10 2.702515e-01 -1.072576e-01 -2.019840e-01 -0.1096771838 1.727352e-01
## 11 2.737491e-01 1.891070e-01 -8.178682e-02 -0.7966203386 3.498950e-01
## 12 1.722774e-01 2.005772e-02 3.312377e-03 0.1500817710 1.284134e-01
## 13 -1.418360e-02 3.101200e-01 -1.101550e-02 -0.1280608967 3.952072e-02
## 14 2.609134e-01 -2.571106e-01 1.506342e-01 0.0649338878 2.077707e-02
## 15 -1.460739e-01 -2.761962e-01 -1.462478e-01 -0.0873257498 -1.602778e-01
## 16 1.290635e-01 -1.089634e-01 4.553951e-02 -0.0597271379 -1.186438e-01
## 17 3.081996e-01 -2.979138e-02 -2.255274e-02 -0.0094056553 1.451225e-01
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## 22 3.283046e-03 3.504662e-02 8.991886e-03 0.0007961986 -1.303920e-01
## 23 -7.638826e-02 5.887304e-02 -1.392159e-01 -0.0195131548 9.719688e-03
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## 26 1.393746e-03 6.805001e-02 6.786156e-02 -0.0898639365 -3.538925e-02
## 27 -1.183913e-01 2.418594e-02 -1.407216e-01 -0.0997526676 2.452968e-01
## 28 1.197694e-01 4.731815e-02 -8.372106e-02 -0.0257660121 -1.697193e-02
## 29 7.847746e-02 -6.717137e-02 -1.584385e-01 0.0353393236 5.047813e-02
## 30 -2.362394e-02 -1.579853e-01 -5.488202e-02 -0.1624763996 -1.671633e-02
## 31 6.844924e-02 -9.066141e-02 -1.020803e-01 0.0733169408 1.174060e-01
## 32 5.803568e-02 4.238196e-02 -1.447792e-02 0.0222924607 2.038093e-02
## 33 -6.637808e-02 -1.073430e-01 -2.605833e-01 -0.0828066514 1.070914e-01
## 34 1.053060e-01 5.161221e-02 -2.917981e-02 0.1202856280 4.358290e-02
## 35 3.035484e-02 1.306585e-01 6.722131e-02 -0.0563021361 -1.240726e-01
## 36 -1.350333e-01 -3.633254e-02 8.541283e-03 0.1725629213 1.359617e-01
## 37 1.064519e-02 1.112290e-01 -3.843034e-03 0.1300613511 -1.798143e-01
## 38 -2.679844e-01 -1.853478e-01 -2.885918e-01 -0.1946584720 2.957029e-01
## 39 1.668725e-01 -3.004042e-02 -1.498826e-02 -0.0621139509 -2.071594e-01
## 40 3.756553e-01 -1.618028e-01 -1.520722e-01 0.0883505196 1.005288e-01
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## 48 8.943833e-02 -1.059598e-01 2.652442e-02 0.0032978877 2.202706e-01
## 49 1.186144e-01 1.485765e-01 5.394494e-02 0.0454630765 1.050714e-01
## 50 -1.364425e-01 3.123889e-02 1.278243e-01 -0.0486033923 8.502928e-02
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## 57 4.818412e-02 4.134996e-02 3.039857e-02 0.0677839458 7.325684e-02
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## 59 1.599493e-01 1.385413e-01 1.178918e-01 0.0045127136 1.144397e-01
## 60 5.255747e-02 1.631567e-01 -1.046879e-01 -0.2209283988 -1.028916e-01
## 61 -8.330321e-02 -3.475382e-02 1.912912e-01 0.0450870521 1.999323e-01
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## 66 1.230512e-01 -8.566234e-02 -7.355341e-02 -0.1500013676 -1.213926e-01
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## 70 2.351227e-01 2.460958e-02 2.146436e-01 0.1386605001 1.038929e-01
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## 95 -1.448884e-01 2.956331e-02 9.131351e-02 0.2418556053 4.680595e-02
## 96 -1.709847e-01 9.308016e-03 4.913767e-02 0.0255654835 1.437926e-01
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## PC96 PC97 PC98 PC99 PC100
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## 685 0.0553901911 -1.523270e-02 -3.069760e-02 0.1552593292 1.271637e-01
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## 689 0.1034549337 5.487685e-02 -1.363711e-01 0.0897218512 -2.560096e-03
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## 698 0.0154867286 2.804591e-02 -3.688397e-02 0.0237320892 -1.168898e-01
## 699 0.0116205870 1.056072e-01 6.858993e-02 -0.0434299536 -8.249318e-02
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## 708 0.0034693107 3.924964e-02 1.684511e-01 0.0455528050 3.163935e-02
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## 710 0.0822322315 1.898342e-02 -1.219300e-01 0.0582605603 1.084849e-01
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## 716 -0.2111849857 -7.710840e-02 8.110530e-03 -0.0587837964 1.512554e-01
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## 720 -0.0045541769 -9.264253e-02 6.774720e-02 -0.0551432894 -6.300155e-02
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## 724 0.1542459918 -3.607470e-02 2.613011e-01 -0.0923076227 -1.028381e-01
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## 737 -0.0445822286 1.503494e-01 -8.622230e-02 0.1257473282 9.371921e-02
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## 750 0.1080473968 -2.374306e-02 5.256046e-02 0.1359524787 -8.380942e-02
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## 760 0.0734901980 -5.696916e-02 4.677334e-02 -0.1093088064 3.521702e-02
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## 762 -0.2148593019 1.441478e-01 1.819607e-02 -0.1067020134 1.090263e-01
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## 766 0.1497566449 1.002278e-01 -8.239037e-02 0.1257323325 2.207812e-01
## 767 0.0257873597 -4.883061e-02 5.297448e-02 0.0232148850 6.660795e-02
## 768 0.1088209629 8.369512e-02 6.336546e-02 0.0891515004 -9.291094e-02
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## 770 -0.0977862620 2.092762e-01 -7.141012e-02 0.1613555998 -1.591614e-03
## 771 0.1640480884 -1.780892e-01 4.160134e-02 -0.0192178437 -5.114301e-02
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## 774 0.0099185090 -8.167554e-02 9.499558e-02 -0.1389555256 -1.081510e-01
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## 777 -0.0831223708 -3.708845e-02 1.416072e-01 0.0623131961 2.464907e-02
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## 779 0.0452755189 -1.273218e-01 1.834983e-01 -0.0269120306 -1.206293e-01
## 780 0.0904846469 1.625313e-01 -2.612189e-02 0.0100722312 2.972845e-02
## 781 0.0153719787 -6.290798e-02 1.781791e-02 0.1146878476 -1.367756e-02
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## 785 0.1150708955 5.405357e-02 9.009761e-02 0.0109798501 1.155220e-01
## 786 -0.0171417294 2.755576e-01 3.784489e-03 0.0416510735 8.915211e-02
## 787 0.0679724718 -2.308105e-01 -2.534897e-01 -0.2281349860 1.204296e-01
## 788 -0.1466834565 -1.752316e-01 1.114436e-01 -0.2473023291 2.584644e-01
## 789 0.0485302713 -1.682345e-01 5.277297e-02 0.0062815380 3.305443e-03
## 790 -0.1096289753 1.683224e-01 1.874242e-04 0.0983739930 1.007025e-01
## 791 -0.0003252538 1.892440e-01 1.480568e-01 -0.1666350117 -1.047871e-01
## 792 0.2024466152 -1.033542e-01 -1.541612e-01 0.1033384708 -6.037626e-03
## 793 0.0645477651 2.208349e-01 1.711137e-01 -0.0629173109 -8.331590e-02
## 794 -0.0409904959 3.726879e-02 5.948029e-02 0.0847430342 -1.056199e-01
## 795 -0.1282124241 -8.482423e-02 1.739967e-01 -0.0106086234 -7.326055e-02
## 796 -0.0641304603 -7.999470e-02 2.883280e-02 -0.0165662704 -9.709727e-02
## 797 0.1192464536 1.787092e-02 -6.404480e-02 0.0005895059 6.134655e-02
## 798 -0.1587614832 7.612500e-02 1.452678e-01 -0.0971469880 -1.881531e-01
## 799 0.0245797002 -3.343457e-02 -7.058784e-02 0.0093399898 1.681985e-03
## 800 -0.1751013194 1.247691e-01 4.804205e-02 -0.0031486394 1.436142e-02
## 801 -0.1376131886 -5.200529e-02 8.708945e-02 0.0367205316 1.469618e-01
## 802 -0.0347160334 5.858078e-02 -4.262363e-02 -0.1271456169 -1.139624e-01
## 803 0.2065000979 9.072269e-02 -5.138441e-02 -0.0002689309 5.014164e-02
## 804 -0.0272454355 1.593748e-01 -1.682677e-02 -0.0606258591 -9.300582e-03
## 805 0.0419149302 1.515401e-01 5.767377e-03 0.0455212037 2.110839e-02
## 806 -0.0031570484 5.415858e-02 -7.640547e-02 0.0002296413 -2.980851e-02
## 807 -0.0571295423 -4.288975e-02 -2.488012e-02 0.1113902629 -6.546546e-02
## 808 0.0489686765 1.623869e-02 4.079103e-02 0.1034494195 7.951382e-02
## 809 -0.2002560944 1.311943e-01 1.719153e-01 -0.0300755986 1.589614e-02
## 810 -0.3499437279 3.418901e-01 7.554369e-02 0.2160127324 -3.710479e-01
## 811 0.1866306678 -7.626471e-02 1.357110e-01 -0.1385868859 -1.063548e-01
## 812 0.0476571229 3.595405e-02 8.266022e-02 -0.0229023580 4.502335e-02
## 813 -0.1127409257 1.114337e-01 -6.641289e-02 0.1228314355 1.531942e-01
## 814 0.0262952037 1.951789e-02 -1.202286e-01 0.1178380385 1.265822e-01
## 815 -0.2412503889 3.577454e-02 -1.975182e-01 0.1208601646 -1.070464e-01
## 816 -0.0876677387 -2.643822e-01 -2.240326e-02 0.0550324136 7.601817e-02
## 817 -0.0045302274 -1.802449e-01 1.744487e-01 0.0207987842 5.592817e-02
## 818 -0.0757149277 9.012179e-02 2.097193e-01 -0.0412352546 -3.366612e-02
## 819 0.0459934926 -1.133170e-01 7.393824e-02 -0.1457009498 -6.812432e-02
## PC101 PC102 PC103 PC104 PC105
## 1 7.689006e-04 6.638853e-02 3.694670e-02 4.602911e-03 5.258861e-02
## 2 -8.142516e-02 2.244299e-02 3.447960e-02 -1.007913e-01 -7.603677e-02
## 3 -6.397520e-02 -3.329271e-02 -1.326468e-04 -1.104067e-01 -7.156046e-02
## 4 1.830234e-01 -1.341269e-01 -1.441237e-01 6.685874e-03 -1.319414e-02
## 5 1.433815e-01 -8.803033e-02 4.364616e-02 -2.226410e-02 6.094451e-02
## 6 2.620673e-02 9.638918e-02 -3.906217e-02 9.537513e-02 -2.808336e-02
## 7 1.141200e-01 -4.117106e-02 7.008881e-02 3.522952e-02 2.129297e-02
## 8 4.604405e-02 -9.348402e-02 7.294669e-02 -5.171633e-02 -3.674287e-02
## 9 3.807266e-02 -1.580235e-01 1.191918e-01 5.330845e-02 5.287200e-02
## 10 3.792142e-02 2.982429e-02 3.151493e-02 2.450584e-01 -4.401270e-03
## 11 -3.077834e-02 5.234034e-03 -3.168869e-01 1.252501e-01 9.867494e-03
## 12 -3.715612e-02 -8.863673e-02 -1.017935e-01 1.801721e-02 4.441087e-02
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## 817 -4.992067e-02 1.595436e-01 4.233211e-02 3.743700e-02 4.252007e-02
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## 819 5.622603e-02 -5.842334e-03 -1.471050e-01 -8.345592e-02 -4.838286e-02
## PC106 PC107 PC108 PC109 PC110
## 1 1.817726e-02 -0.0481015790 -0.0818684314 4.024894e-02 -6.795604e-02
## 2 -2.503672e-02 0.0102555672 -0.0029239721 1.046926e-01 -1.509783e-02
## 3 1.162599e-01 -0.0079499194 -0.0448068719 8.149380e-02 1.592137e-02
## 4 5.623265e-02 0.1267436573 0.0098067000 1.884313e-01 -1.144004e-01
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## 8 -5.582448e-02 -0.0254412721 0.0558550827 -5.881590e-04 1.086101e-01
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## 10 7.475450e-04 0.0701532308 0.1463877723 -6.523404e-02 -6.159558e-02
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## 688 9.862434e-02 -0.0425648455 0.0444427571 4.860553e-02 -4.324432e-02
## 689 -1.409701e-02 0.0451884326 0.0378645618 -4.760397e-02 2.075163e-02
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## 699 8.949485e-02 -0.0894311346 -0.0723630010 -7.547220e-02 -4.456671e-02
## 700 6.606409e-03 0.0414823037 0.0944646429 3.262032e-02 4.758968e-02
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## 702 1.040995e-01 0.0424151142 -0.0632075853 1.579771e-02 -9.614676e-03
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## 707 -4.669404e-02 0.1565361804 -0.0327999313 7.206522e-02 1.678690e-02
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## 713 7.917498e-02 -0.0378236275 0.0484748788 2.116098e-02 -1.143312e-02
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## 717 3.530702e-02 0.0464887068 -0.0122548593 2.142796e-02 3.768103e-02
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## 720 -3.713965e-02 -0.0314146428 -0.0648609549 2.682117e-03 -5.490585e-03
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## 723 -3.799580e-02 -0.0306919117 0.0672955471 3.802700e-02 3.295308e-02
## 724 -1.030458e-01 -0.0167991946 0.0189342239 9.505039e-03 4.878684e-02
## 725 4.492853e-02 0.0040613534 0.0099658319 2.283727e-03 -8.398364e-02
## 726 5.749460e-03 0.1378969014 0.0428386712 5.189265e-02 3.785116e-02
## 727 1.041746e-01 -0.0950620891 0.1682398109 2.275668e-01 -2.664016e-01
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## 730 1.243341e-02 0.0697102709 0.0782027236 -5.550105e-02 1.016488e-01
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## 744 1.110979e-02 0.0354154975 0.0251599996 -2.900157e-02 4.802956e-02
## 745 6.067552e-02 -0.0894198781 -0.1826416889 6.178877e-03 6.700838e-03
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## 749 -8.510319e-02 0.0363229864 0.0040753512 5.007969e-02 7.264466e-02
## 750 3.704830e-03 -0.1168634965 -0.0101728437 -3.218965e-02 4.551016e-02
## 751 5.262115e-02 0.1884603194 -0.0384608587 9.940376e-02 -2.371306e-02
## 752 2.240269e-02 0.0895084809 -0.0629886111 -1.372268e-01 1.129358e-01
## 753 -2.879768e-02 -0.0380892549 -0.0369566877 -3.240810e-02 2.462495e-03
## 754 1.241142e-01 -0.0262298699 -0.0680186592 2.671473e-02 1.686258e-02
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## 777 2.244642e-01 0.0502624621 -0.1671153345 1.646435e-01 1.451511e-02
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## 799 5.225266e-02 0.0811635439 -0.0066833090 -5.514840e-02 -4.634145e-02
## 800 2.260505e-02 0.0627406975 0.0175545306 5.479211e-03 -1.777142e-02
## 801 -1.200568e-02 0.0347549311 0.0744965952 7.441028e-02 3.440260e-02
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## 807 1.161515e-01 0.0520082085 -0.0286500110 -2.622275e-03 5.412063e-02
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## 810 -2.727427e-02 -0.1136263497 -0.0161310195 -4.272528e-02 -9.431898e-03
## 811 1.190804e-03 0.0382067362 -0.0259668675 3.595311e-02 -4.888441e-02
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## 813 2.402919e-02 0.0320040854 -0.0050227514 -7.700949e-03 -4.033919e-02
## 814 -1.824753e-02 0.0213662903 0.0161242460 2.310467e-02 -6.203590e-02
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## 816 -9.251000e-04 -0.0048359947 -0.0368808914 -2.598430e-02 4.991121e-02
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## 818 3.490188e-02 0.0378426356 -0.0652943332 2.394405e-02 1.744644e-02
## 819 7.186233e-03 -0.0537666770 -0.0167471132 3.710355e-02 9.178005e-02
## PC111 PC112 PC113 PC114 PC115
## 1 7.071833e-02 4.639675e-02 1.799635e-02 2.790617e-02 4.140130e-02
## 2 -8.090115e-02 9.028936e-02 5.542317e-03 -2.662339e-02 -5.248975e-02
## 3 -4.914787e-02 -1.560437e-02 4.493578e-02 -1.619443e-02 3.966108e-02
## 4 7.733731e-02 2.455518e-02 -2.801823e-02 -8.335499e-02 1.492133e-02
## 5 3.638207e-03 1.892429e-02 -4.615603e-02 4.692991e-02 -4.179962e-02
## 6 -6.802130e-03 -9.508786e-02 5.614421e-02 1.072538e-02 2.485964e-02
## 7 -1.034299e-01 5.330069e-02 9.835016e-02 5.868164e-02 -5.383371e-03
## 8 -1.139309e-02 7.310895e-02 6.472814e-02 -1.003956e-01 8.799227e-03
## 9 -2.584356e-02 7.405252e-03 -6.876607e-02 1.748059e-02 2.280369e-02
## 10 1.894661e-01 -1.757126e-02 -6.208235e-03 1.812354e-02 -1.374448e-02
## 11 4.318455e-02 1.236833e-02 4.786785e-02 -2.061478e-02 -2.087164e-02
## 12 2.306052e-02 1.498374e-02 -4.051428e-03 -1.096337e-02 -2.182529e-02
## 13 -2.029406e-02 1.933943e-02 -1.349257e-02 -2.404230e-02 -5.016547e-02
## 14 3.967337e-02 -4.788059e-03 -1.871376e-02 8.741969e-03 -6.311891e-02
## 15 -4.916045e-02 1.758337e-03 7.606321e-02 3.031834e-02 8.633257e-03
## 16 -9.104599e-02 -6.340554e-02 5.036467e-02 -2.976471e-04 3.658610e-02
## 17 3.941426e-02 -3.511509e-02 2.011872e-02 -2.191199e-02 2.506874e-03
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## 19 8.935691e-03 -1.199298e-01 -8.711392e-03 -7.596184e-02 1.796090e-02
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## 22 -2.704997e-02 2.132954e-02 -7.417208e-02 -1.844392e-02 -1.579159e-02
## 23 1.242262e-04 2.669826e-03 -3.424626e-02 -1.771716e-02 -3.390699e-02
## 24 -3.795978e-02 7.270966e-02 2.534332e-02 6.461031e-02 1.712519e-02
## 25 1.189783e-02 -6.284166e-02 4.612923e-02 4.006453e-02 -4.813665e-02
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## 27 -4.958463e-02 1.194930e-02 -6.386483e-02 7.405319e-03 4.305478e-02
## 28 4.055869e-02 -1.367303e-02 2.077573e-02 -2.869335e-02 -2.314911e-02
## 29 9.071989e-03 -3.358290e-02 -4.304582e-02 -1.548458e-02 3.252039e-02
## 30 4.895847e-02 -6.844459e-02 -7.900568e-03 1.068661e-02 -1.713809e-02
## 31 -5.725793e-02 1.711119e-02 3.902514e-02 5.461458e-04 -2.654586e-02
## 32 7.921285e-02 1.155501e-02 2.972885e-02 -5.060685e-02 2.461442e-03
## 33 1.522488e-01 1.733522e-02 1.083598e-02 5.849288e-03 4.051211e-02
## 34 4.380215e-02 3.923912e-02 3.978453e-02 6.971177e-02 6.267574e-02
## 35 -1.004910e-01 1.058967e-01 -2.136074e-02 1.462812e-02 -1.052186e-01
## 36 1.753367e-02 -3.019694e-04 -5.611515e-02 -1.438243e-03 -3.745793e-02
## 37 9.587955e-03 3.336271e-03 2.910543e-02 -7.496917e-03 -3.929907e-02
## 38 -9.181116e-02 5.129496e-02 7.231833e-02 1.528168e-02 -8.740216e-02
## 39 -4.647611e-02 4.042407e-02 -3.253883e-02 1.044059e-02 -2.425311e-02
## 40 -5.960098e-02 6.244457e-02 -2.639598e-02 -1.068038e-01 4.880980e-02
## 41 -3.563387e-03 -9.915622e-03 -5.493363e-02 -2.429110e-02 1.914734e-02
## 42 3.193417e-02 2.212239e-02 -1.167644e-02 -3.160262e-03 -2.433833e-02
## 43 -4.998856e-02 8.872887e-03 2.875228e-02 -3.790319e-02 1.691073e-02
## 44 -1.273098e-01 -4.249420e-02 2.856951e-02 -2.092728e-02 6.768117e-02
## 45 8.201409e-03 1.828819e-01 2.225879e-02 -8.369977e-02 -9.694198e-02
## 46 5.846414e-02 1.372104e-02 -2.643379e-02 5.354631e-02 -4.307931e-02
## 47 -3.128389e-02 2.678104e-02 -8.503249e-03 1.197358e-03 -1.460744e-02
## 48 5.068346e-02 -1.416152e-02 9.636911e-03 4.614638e-02 6.693523e-02
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## PC116 PC117 PC118 PC119 PC120
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## PC121 PC122
## 1 9.006835e-03 -5.115663e-04
## 2 -6.025648e-02 6.417815e-04
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## 819 -3.732473e-02 -3.533782e-04
## [ osiągnięto getOption("max.print") -- pominięto 631 wierszy]Eigenvalues
crimeData.pca1$sdev## [1] 5.1630892869 4.2993267853 3.1168828340 2.8936959224 2.5291393365
## [6] 2.4137769555 2.1124330272 1.9226521540 1.7800051931 1.5543467762
## [11] 1.4380354569 1.4107274463 1.3055035669 1.2729873644 1.2613583933
## [16] 1.2112235909 1.1521373233 1.1036076172 1.0562202800 0.9965124025
## [21] 0.9712442115 0.9641958238 0.9343670124 0.8848576694 0.8609411284
## [26] 0.8477522804 0.8158449351 0.7712154325 0.7568540169 0.7280716067
## [31] 0.7261617591 0.7055397894 0.6934990503 0.6757599673 0.6699743576
## [36] 0.6619640355 0.6170378020 0.6016671045 0.5910658424 0.5787152976
## [41] 0.5662657183 0.5508012125 0.5265448038 0.5187714647 0.5106473229
## [46] 0.4978607499 0.4824694666 0.4647205234 0.4564805242 0.4467436656
## [51] 0.4388583214 0.4325531856 0.4182238237 0.4124945153 0.4040683234
## [56] 0.3873572424 0.3834686359 0.3669312042 0.3610703483 0.3549555535
## [61] 0.3397495122 0.3252378963 0.3217852441 0.3072487153 0.3001866107
## [66] 0.2938821671 0.2890426012 0.2813091389 0.2740631888 0.2620816800
## [71] 0.2548338250 0.2486508790 0.2455533720 0.2346144043 0.2325851287
## [76] 0.2269408739 0.2218400373 0.2132401831 0.2084142973 0.2075177883
## [81] 0.1964843585 0.1915283671 0.1891653215 0.1792467347 0.1731204258
## [86] 0.1692337434 0.1659487146 0.1612193627 0.1549495094 0.1542722082
## [91] 0.1425993183 0.1413218138 0.1342675943 0.1306701448 0.1262153073
## [96] 0.1230527730 0.1167418833 0.1136824104 0.1099868073 0.1048161014
## [101] 0.1031523759 0.0934526941 0.0888061086 0.0849398202 0.0809070946
## [106] 0.0731214684 0.0686935583 0.0633646525 0.0605840170 0.0547079765
## [111] 0.0523659823 0.0485124734 0.0469733227 0.0417054330 0.0385580476
## [116] 0.0376356855 0.0347414981 0.0283633950 0.0262940176 0.0250179865
## [121] 0.0212714413 0.00084925843.4.3 Principal components
Since the principal components are orthogonal, there is no correlation whatsoever. The correlation plot is perfectly white, apart from autocorrelation.
res1 <- cor(crimeData.pca1$x, method="pearson")
corrplot::corrplot(res1, method= "color", order = "hclust", tl.pos = 'n')
3.4.4 PCA analysis
The plot below shows what percent of variance has been explained for each number of principal components (aggregate variance explained).
plot(summary(crimeData.pca1)$importance[3,])
3.4.4.1 Plots
Below are loading plots presenting how strongly a loading of a given variable contributes to a given principal component. Click on the tab in order to view another pair of PCs.
PC1-PC2
fviz_pca_var(crimeData.pca1,axes = c(1, 2))
PC3-PC4
fviz_pca_var(crimeData.pca1,axes = c(3, 4))
PC5-PC6
fviz_pca_var(crimeData.pca1,axes = c(5, 6))
PC7-PC8
fviz_pca_var(crimeData.pca1,axes = c(7, 8))
3.5 Linear regression with principal components
Below are scatterplots showing the relation between PCs and y. Some of the principal components have a high correlation and others a lower correlation with the observed dependent variable.
3.5.1 Scatterplots
PC1
pcs <- as.data.frame(crimeData.pca1$x)
plot(crimeData.y.norm, pcs$PC1)
PC2
plot(crimeData.y.norm, pcs$PC2)
PC3
plot(crimeData.y.norm, pcs$PC3)
PC4
plot(crimeData.y.norm, pcs$PC4)
3.5.2 PCR
In order to perform the regression, I am combining both the explanatory variables - PCs, and explained variable - y. In this moment the dimensionality reduction should take place. Here however I won’t be getting rid of any principal components since I want to compare the results with prc from pls package.
ols.data <- cbind(crimeData.y.norm, pcs)Using the lm function I perform the linear regression. The coefficient attribute contains values of 122 coefficients, denoted earlier as \(\beta_Z\).
lmodel <- lm(crimeData.y.norm ~ ., data = ols.data)As you can see below, not only the first principal components turned out to be significant. This reopens the discussion of the selection of principal components. For more indepth analysis on PC selection and its methods, see Næs and Martens (1988), Mansfield, Webster, and Gunst (1977), Xie and Kalivas (1997).
summary(lmodel)##
## Call:
## lm(formula = crimeData.y.norm ~ ., data = ols.data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.0977 -0.3058 -0.0537 0.2180 3.1183
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.819e-16 1.468e-02 0.000 1.000000
## PC1 -1.198e-01 2.845e-03 -42.103 < 2e-16 ***
## PC2 7.468e-02 3.417e-03 21.858 < 2e-16 ***
## PC3 -6.405e-02 4.713e-03 -13.590 < 2e-16 ***
## PC4 4.035e-02 5.076e-03 7.948 4.01e-15 ***
## PC5 5.649e-02 5.808e-03 9.726 < 2e-16 ***
## PC6 2.832e-02 6.086e-03 4.654 3.58e-06 ***
## PC7 4.443e-02 6.954e-03 6.390 2.30e-10 ***
## PC8 1.241e-01 7.640e-03 16.240 < 2e-16 ***
## PC9 2.014e-02 8.252e-03 2.441 0.014783 *
## PC10 -4.134e-02 9.450e-03 -4.374 1.31e-05 ***
## PC11 -1.027e-02 1.021e-02 -1.005 0.314850
## PC12 4.351e-02 1.041e-02 4.179 3.12e-05 ***
## PC13 7.635e-03 1.125e-02 0.679 0.497548
## PC14 2.349e-02 1.154e-02 2.036 0.041973 *
## PC15 2.980e-02 1.165e-02 2.559 0.010618 *
## PC16 3.080e-02 1.213e-02 2.539 0.011220 *
## PC17 3.348e-02 1.275e-02 2.626 0.008740 **
## PC18 -3.234e-02 1.331e-02 -2.429 0.015255 *
## PC19 -2.171e-02 1.391e-02 -1.561 0.118828
## PC20 3.996e-03 1.474e-02 0.271 0.786347
## PC21 -4.660e-02 1.512e-02 -3.081 0.002106 **
## PC22 1.266e-02 1.523e-02 0.831 0.406191
## PC23 2.214e-02 1.572e-02 1.408 0.159278
## PC24 -4.891e-03 1.660e-02 -0.295 0.768308
## PC25 -5.536e-03 1.706e-02 -0.324 0.745615
## PC26 7.195e-02 1.733e-02 4.152 3.50e-05 ***
## PC27 -3.442e-02 1.800e-02 -1.912 0.056132 .
## PC28 9.381e-02 1.905e-02 4.925 9.48e-07 ***
## PC29 -1.310e-02 1.941e-02 -0.675 0.499732
## PC30 -1.869e-03 2.018e-02 -0.093 0.926223
## PC31 3.776e-02 2.023e-02 1.867 0.062149 .
## PC32 -1.800e-02 2.082e-02 -0.865 0.387414
## PC33 -7.455e-02 2.118e-02 -3.519 0.000447 ***
## PC34 7.399e-03 2.174e-02 0.340 0.733609
## PC35 -4.254e-02 2.193e-02 -1.940 0.052559 .
## PC36 9.143e-02 2.219e-02 4.120 4.02e-05 ***
## PC37 -1.433e-02 2.381e-02 -0.602 0.547195
## PC38 -3.943e-02 2.441e-02 -1.615 0.106532
## PC39 5.089e-02 2.485e-02 2.048 0.040777 *
## PC40 3.739e-02 2.538e-02 1.473 0.140925
## PC41 -5.643e-03 2.594e-02 -0.218 0.827813
## PC42 -1.209e-01 2.667e-02 -4.532 6.36e-06 ***
## PC43 5.841e-03 2.790e-02 0.209 0.834198
## PC44 1.350e-01 2.832e-02 4.767 2.07e-06 ***
## PC45 1.002e-02 2.877e-02 0.348 0.727639
## PC46 7.288e-02 2.950e-02 2.470 0.013637 *
## PC47 6.216e-02 3.045e-02 2.042 0.041371 *
## PC48 -3.523e-03 3.161e-02 -0.111 0.911260
## PC49 -6.064e-02 3.218e-02 -1.884 0.059731 .
## PC50 5.586e-04 3.288e-02 0.017 0.986448
## PC51 2.260e-02 3.347e-02 0.675 0.499739
## PC52 -2.383e-02 3.396e-02 -0.702 0.483022
## PC53 5.460e-02 3.512e-02 1.554 0.120318
## PC54 3.544e-02 3.561e-02 0.995 0.319787
## PC55 1.786e-02 3.635e-02 0.491 0.623320
## PC56 -5.754e-02 3.792e-02 -1.517 0.129430
## PC57 -1.661e-02 3.831e-02 -0.434 0.664647
## PC58 -1.235e-01 4.003e-02 -3.085 0.002076 **
## PC59 -5.840e-02 4.068e-02 -1.436 0.151358
## PC60 -3.549e-02 4.138e-02 -0.858 0.391318
## PC61 4.424e-02 4.324e-02 1.023 0.306333
## PC62 9.323e-02 4.516e-02 2.064 0.039180 *
## PC63 -1.418e-01 4.565e-02 -3.106 0.001936 **
## PC64 4.640e-02 4.781e-02 0.971 0.331968
## PC65 7.399e-02 4.893e-02 1.512 0.130765
## PC66 1.881e-01 4.998e-02 3.764 0.000175 ***
## PC67 1.541e-02 5.082e-02 0.303 0.761725
## PC68 2.548e-02 5.222e-02 0.488 0.625689
## PC69 -4.460e-02 5.360e-02 -0.832 0.405482
## PC70 3.409e-02 5.605e-02 0.608 0.543114
## PC71 2.377e-02 5.764e-02 0.412 0.680140
## PC72 2.345e-02 5.908e-02 0.397 0.691500
## PC73 -3.195e-02 5.982e-02 -0.534 0.593394
## PC74 1.562e-01 6.261e-02 2.495 0.012699 *
## PC75 -2.978e-02 6.316e-02 -0.472 0.637345
## PC76 -5.621e-02 6.473e-02 -0.868 0.385290
## PC77 -6.179e-02 6.622e-02 -0.933 0.350934
## PC78 1.119e-01 6.889e-02 1.624 0.104640
## PC79 1.039e-03 7.048e-02 0.015 0.988244
## PC80 -2.580e-02 7.079e-02 -0.364 0.715567
## PC81 4.174e-02 7.476e-02 0.558 0.576736
## PC82 1.811e-01 7.669e-02 2.361 0.018351 *
## PC83 1.352e-01 7.765e-02 1.742 0.081806 .
## PC84 -1.466e-01 8.195e-02 -1.789 0.073921 .
## PC85 -1.637e-03 8.485e-02 -0.019 0.984610
## PC86 5.899e-02 8.680e-02 0.680 0.496866
## PC87 2.114e-01 8.852e-02 2.388 0.017069 *
## PC88 -1.309e-01 9.111e-02 -1.437 0.151050
## PC89 -1.274e-01 9.480e-02 -1.344 0.179267
## PC90 5.170e-01 9.522e-02 5.430 6.70e-08 ***
## PC91 -4.321e-02 1.030e-01 -0.420 0.674905
## PC92 1.949e-01 1.039e-01 1.875 0.061025 .
## PC93 5.729e-02 1.094e-01 0.524 0.600606
## PC94 -1.544e-01 1.124e-01 -1.374 0.169719
## PC95 8.731e-02 1.164e-01 0.750 0.453247
## PC96 7.586e-02 1.194e-01 0.635 0.525219
## PC97 -8.221e-02 1.258e-01 -0.653 0.513616
## PC98 -4.758e-02 1.292e-01 -0.368 0.712788
## PC99 -2.645e-02 1.336e-01 -0.198 0.843062
## PC100 -4.410e-02 1.401e-01 -0.315 0.753030
## PC101 1.868e-02 1.424e-01 0.131 0.895660
## PC102 -1.497e-01 1.572e-01 -0.952 0.341111
## PC103 -2.907e-01 1.654e-01 -1.757 0.079100 .
## PC104 -3.957e-01 1.729e-01 -2.288 0.022300 *
## PC105 2.172e-02 1.816e-01 0.120 0.904791
## PC106 4.212e-02 2.009e-01 0.210 0.833946
## PC107 -7.113e-02 2.138e-01 -0.333 0.739470
## PC108 -1.853e-02 2.318e-01 -0.080 0.936311
## PC109 4.307e-01 2.425e-01 1.776 0.075913 .
## PC110 3.872e-01 2.685e-01 1.442 0.149517
## PC111 4.072e-02 2.805e-01 0.145 0.884599
## PC112 -4.457e-01 3.028e-01 -1.472 0.141251
## PC113 -3.530e-01 3.127e-01 -1.129 0.259206
## PC114 -6.214e-02 3.522e-01 -0.176 0.859982
## PC115 -7.160e-01 3.810e-01 -1.879 0.060407 .
## PC116 4.044e-01 3.903e-01 1.036 0.300345
## PC117 -2.048e-01 4.228e-01 -0.484 0.628191
## PC118 -1.554e-01 5.179e-01 -0.300 0.764127
## PC119 1.114e-02 5.587e-01 0.020 0.984091
## PC120 -4.712e-01 5.871e-01 -0.802 0.422436
## PC121 9.235e-01 6.906e-01 1.337 0.181351
## PC122 1.239e+01 1.730e+01 0.716 0.473967
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.5592 on 1327 degrees of freedom
## Multiple R-squared: 0.7137, Adjusted R-squared: 0.6873
## F-statistic: 27.11 on 122 and 1327 DF, p-value: < 2.2e-16The estimators of coefficients that have been obtained (\(\beta_Z\)), as stated in the introduction can be multiplied by matrix \(V\) to obtain \(\beta_X\).
beta.Z <- as.matrix(lmodel$coefficients[2:123])
V <- as.matrix(crimeData.pca1$rotation)
beta.X <- V %*% beta.Z
beta.X## [,1]
## x.V6 -0.1776077311
## x.V7 0.0098735760
## x.V8 0.2755120661
## x.V9 -0.0145190462
## x.V10 -0.0446919845
## x.V11 0.0202866705
## x.V12 0.1777181112
## x.V13 -0.2903331556
## x.V14 -0.1585044365
## x.V15 0.2190739025
## x.V16 0.1462999905
## x.V17 0.1543138615
## x.V18 0.0117782867
## x.V19 0.0420749081
## x.V20 0.0511912181
## x.V21 -0.1664982181
## x.V22 0.0142871982
## x.V23 0.0434987174
## x.V24 -0.0341806276
## x.V25 0.2131218704
## x.V26 -0.1316203927
## x.V27 -0.1628454412
## x.V28 -0.0469973663
## x.V29 -0.0413597369
## x.V30 0.0264354499
## x.V31 -0.0442764711
## x.V32 0.0406825342
## x.V33 0.0278620184
## x.V34 -0.0958830773
## x.V35 -0.0372586571
## x.V36 -0.0012688903
## x.V37 0.1018273336
## x.V38 0.0540862124
## x.V39 0.1944472480
## x.V40 -0.0684790537
## x.V41 -0.0349732567
## x.V42 0.1216780102
## x.V43 0.0807837472
## x.V44 0.4675558394
## x.V45 0.2660366710
## x.V46 0.3395201507
## x.V47 -0.7976350428
## x.V48 -0.1419218162
## x.V49 -0.1896495101
## x.V50 -0.0774100228
## x.V51 -0.0049979729
## x.V52 -0.0284116921
## x.V53 0.0595958523
## x.V54 -0.1648388653
## x.V55 -0.0461309329
## x.V56 0.0114815213
## x.V57 -0.0609852092
## x.V58 0.0970193475
## x.V59 -0.0668517179
## x.V60 -0.0593880211
## x.V61 0.0200714710
## x.V62 -0.1465231983
## x.V63 0.2554592588
## x.V64 -0.1434123398
## x.V65 0.1181144741
## x.V66 -0.1075427252
## x.V67 -0.2445796182
## x.V68 0.0566833999
## x.V69 -0.1629366070
## x.V70 0.4731419283
## x.V71 -0.0332647044
## x.V72 -0.2245416356
## x.V73 -0.4686001610
## x.V74 0.2378376909
## x.V75 0.1832903995
## x.V76 0.0589346063
## x.V77 0.0950042626
## x.V78 -0.0397045933
## x.V79 0.3234041850
## x.V80 0.0851774323
## x.V81 -0.0358918855
## x.V82 -0.0338131850
## x.V83 -0.0010064657
## x.V84 -0.0402268345
## x.V85 -0.3792314955
## x.V86 0.3269709489
## x.V87 0.0007925039
## x.V88 -0.1691401522
## x.V89 -0.2024477747
## x.V90 0.1219105580
## x.V91 0.3031180814
## x.V92 0.0346519393
## x.V93 -0.0299650631
## x.V94 -0.0587586416
## x.V95 0.0387796809
## x.V96 0.0709306080
## x.V97 0.0401599534
## x.V98 0.0224206117
## x.V99 -0.0815545007
## x.V100 0.0258031100
## x.V101 0.0071452374
## x.V102 -0.5367928007
## x.V103 8.8225873575
## x.V104 -0.2625592865
## x.V105 -0.1089309465
## x.V106 -0.0526263711
## x.V107 0.0045345570
## x.V108 0.0490232017
## x.V109 -8.6932552726
## x.V110 -0.0613698865
## x.V111 0.0239155414
## x.V112 -0.1495005007
## x.V113 -0.1021286601
## x.V114 -0.0363593993
## x.V115 0.1650229193
## x.V116 0.0822701208
## x.V117 -0.0099497656
## x.V118 -0.0054818814
## x.V119 0.0261877391
## x.V120 0.0165865448
## x.V121 -0.0902939199
## x.V122 0.0725933361
## x.V123 0.2395638835
## x.V124 -0.0191454494
## x.V125 0.0251745505
## x.V126 -0.0071427370
## x.V127 -0.00360458644 Comparison to simple linear regression
Below are results of linear regression performed on data using PCA and without it. It is hard to compare the results of significance since one has coefficients for variables and the other for principal components, although the components each contain all variables in different degrees. It is possible to obtain beta coefficients of variables fromPCR - which I will be doing below - however I can’t compare the significance since those variables between models. This is because each principal component is a linear combination of variables. It is however visible that the adjusted R-squared has improved with PCR.
Hide model output
Linear model without PCA
lmodel.none <- lm(y ~ ., data = crimeData)
summary(lmodel.none)##
## Call:
## lm(formula = y ~ ., data = crimeData)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.53580 -0.07223 -0.01285 0.05017 0.74159
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.1586774 0.3752795 3.088 0.002048 **
## x.V6 0.0091285 0.4730556 0.019 0.984606
## x.V7 -0.0831396 0.1290359 -0.644 0.519451
## x.V8 0.1790690 0.0608005 2.945 0.003267 **
## x.V9 -0.0288875 0.0802038 -0.360 0.718756
## x.V10 -0.0110499 0.0401891 -0.275 0.783386
## x.V11 0.0821496 0.0670887 1.224 0.220921
## x.V12 0.1503195 0.1435575 1.047 0.295187
## x.V13 -0.3540020 0.1852040 -1.911 0.056104 .
## x.V14 -0.1582089 0.2282014 -0.693 0.488216
## x.V15 0.2478697 0.1445479 1.715 0.086549 .
## x.V16 -0.1084787 0.4696146 -0.231 0.817344
## x.V17 0.0551244 0.0297880 1.851 0.064391 .
## x.V18 -0.1213154 0.2179354 -0.557 0.577828
## x.V19 -0.0316440 0.1315731 -0.241 0.809965
## x.V20 0.0651684 0.0316099 2.062 0.039379 *
## x.V21 -0.1723877 0.0823584 -2.093 0.036471 *
## x.V22 0.0065764 0.1338168 0.049 0.960809
## x.V23 -0.0103945 0.0579022 -0.180 0.857550
## x.V24 -0.0576352 0.0469679 -1.227 0.219932
## x.V25 0.3446284 0.1756848 1.962 0.049954 *
## x.V26 0.0592725 0.2122022 0.279 0.780029
## x.V27 -0.3895571 0.1640623 -2.374 0.017676 *
## x.V28 -0.0353730 0.0474130 -0.746 0.455724
## x.V29 -0.0507888 0.0243196 -2.088 0.036898 *
## x.V30 0.0248860 0.0248482 1.002 0.316704
## x.V31 -0.0016029 0.0011879 -1.349 0.177394
## x.V32 0.0486570 0.0270033 1.802 0.071724 .
## x.V33 0.0934013 0.1475857 0.633 0.526901
## x.V34 -0.1009083 0.0842240 -1.198 0.231032
## x.V35 -0.1176567 0.0791738 -1.486 0.137433
## x.V36 0.0559571 0.1123652 0.498 0.618548
## x.V37 0.0115922 0.1026885 0.113 0.910132
## x.V38 0.0409425 0.0534731 0.766 0.443972
## x.V39 0.2459388 0.1092704 2.251 0.024518 *
## x.V40 -0.0616910 0.0356321 -1.731 0.083557 .
## x.V41 -0.0296595 0.0496027 -0.598 0.549951
## x.V42 0.0955543 0.0660366 1.447 0.148068
## x.V43 0.1545699 0.1060251 1.458 0.145047
## x.V44 0.6472762 0.2787589 2.322 0.020340 *
## x.V45 0.2863275 0.0885128 3.235 0.001238 **
## x.V46 0.5094739 0.3553997 1.434 0.151875
## x.V47 -1.1197440 0.5857269 -1.912 0.056065 .
## x.V48 -0.1544184 0.2024117 -0.763 0.445624
## x.V49 -0.0893807 0.1893312 -0.472 0.636920
## x.V50 -0.3351722 0.1847411 -1.814 0.069795 .
## x.V51 0.0176844 0.0636284 0.278 0.781094
## x.V52 -0.0108779 0.0622717 -0.175 0.861346
## x.V53 0.0898584 0.0601377 1.494 0.135289
## x.V54 -0.2093017 0.0632881 -3.307 0.000960 ***
## x.V55 -0.0580410 0.1175139 -0.494 0.621429
## x.V56 0.0977012 0.0527202 1.853 0.064011 .
## x.V57 -0.1886296 0.0863211 -2.185 0.028997 *
## x.V58 0.0962890 0.0650347 1.481 0.138887
## x.V59 -0.1064150 0.1032967 -1.030 0.303055
## x.V60 -0.0417969 0.1183890 -0.353 0.724093
## x.V61 0.0658527 0.0858909 0.767 0.443356
## x.V62 -0.0843239 0.1474115 -0.572 0.567370
## x.V63 0.0499301 0.2688938 0.186 0.852710
## x.V64 0.2120148 0.3384017 0.627 0.531052
## x.V65 -0.1819839 0.2719624 -0.669 0.503482
## x.V66 -0.0705739 0.0876795 -0.805 0.420976
## x.V67 -0.2022646 0.0830205 -2.436 0.014930 *
## x.V68 -0.0140332 0.2546175 -0.055 0.956053
## x.V69 -0.0896623 0.2701150 -0.332 0.739971
## x.V70 0.7628377 0.3057178 2.495 0.012673 *
## x.V71 -0.0975377 0.2021906 -0.482 0.629575
## x.V72 -0.3133475 0.1098000 -2.854 0.004367 **
## x.V73 -0.6797123 0.4065190 -1.672 0.094685 .
## x.V74 0.2144079 0.0897477 2.389 0.016992 *
## x.V75 0.1853435 0.0725442 2.555 0.010700 *
## x.V76 0.0489845 0.0219976 2.227 0.026079 *
## x.V77 0.1275529 0.0759840 1.679 0.093381 .
## x.V78 -0.0560711 0.0363934 -1.541 0.123560
## x.V79 0.5416445 0.4262951 1.271 0.204034
## x.V80 0.0579386 0.0236180 2.453 0.014252 *
## x.V81 -0.0716679 0.0309514 -2.315 0.020694 *
## x.V82 -0.0214910 0.0318023 -0.676 0.499271
## x.V83 -0.0178715 0.0413775 -0.432 0.665854
## x.V84 0.0007803 0.0275019 0.028 0.977367
## x.V85 -0.3344978 0.2459179 -1.360 0.173930
## x.V86 0.1300252 0.3564643 0.365 0.715329
## x.V87 0.1387528 0.1793619 0.774 0.439270
## x.V88 -0.2691777 0.0828133 -3.250 0.001173 **
## x.V89 0.0985604 0.2234153 0.441 0.659153
## x.V90 -0.0224415 0.1083871 -0.207 0.835993
## x.V91 0.2197815 0.1604989 1.369 0.171050
## x.V92 0.0156768 0.0393571 0.398 0.690439
## x.V93 -0.0490953 0.0405968 -1.209 0.226686
## x.V94 -0.0797413 0.0287612 -2.773 0.005617 **
## x.V95 0.1106205 0.0667195 1.658 0.097486 .
## x.V96 0.1636739 0.0485405 3.372 0.000762 ***
## x.V97 0.1102698 0.1113314 0.990 0.322075
## x.V98 0.0406883 0.0522077 0.779 0.435870
## x.V99 -0.0545262 0.0726776 -0.750 0.453200
## x.V100 -0.0042069 0.0500262 -0.084 0.932991
## x.V101 0.0027271 0.0517932 0.053 0.958013
## x.V102 -1.0701712 0.3925788 -2.726 0.006470 **
## x.V103 -3.1044470 6.5175725 -0.476 0.633902
## x.V104 -0.6309082 0.3085985 -2.044 0.041051 *
## x.V105 -0.0109829 0.2095505 -0.052 0.958206
## x.V106 -0.0441132 0.0798758 -0.552 0.580828
## x.V107 -0.0237508 0.0740229 -0.321 0.748354
## x.V108 0.0495943 0.0430618 1.152 0.249592
## x.V109 3.1848867 6.4840322 0.491 0.623350
## x.V110 -0.0396271 0.0409218 -0.968 0.332990
## x.V111 -0.0091641 0.0428399 -0.214 0.830637
## x.V112 -0.0339787 0.0902549 -0.376 0.706607
## x.V113 -0.0587447 0.1003357 -0.585 0.558295
## x.V114 -0.0075593 0.0284887 -0.265 0.790775
## x.V115 0.0410617 0.1222861 0.336 0.737072
## x.V116 0.0073390 0.0947970 0.077 0.938299
## x.V117 -0.0072165 0.0189777 -0.380 0.703792
## x.V118 -0.0122200 0.0178760 -0.684 0.494314
## x.V119 0.0046725 0.0515024 0.091 0.927721
## x.V120 -0.0125058 0.0330919 -0.378 0.705540
## x.V121 -0.0642539 0.0256990 -2.500 0.012495 *
## x.V122 0.0673695 0.0451297 1.493 0.135659
## x.V123 0.5150197 0.1658228 3.106 0.001926 **
## x.V124 -0.0284658 0.0377683 -0.754 0.451127
## x.V125 0.0001111 0.0098196 0.011 0.990971
## x.V126 0.0291382 0.0201439 1.447 0.148204
## x.V127 -0.0813710 0.0724286 -1.123 0.261384
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1322 on 1871 degrees of freedom
## Multiple R-squared: 0.6979, Adjusted R-squared: 0.6782
## F-statistic: 35.43 on 122 and 1871 DF, p-value: < 2.2e-16Linear model with PCA
summary(lmodel)##
## Call:
## lm(formula = crimeData.y.norm ~ ., data = ols.data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.0977 -0.3058 -0.0537 0.2180 3.1183
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.819e-16 1.468e-02 0.000 1.000000
## PC1 -1.198e-01 2.845e-03 -42.103 < 2e-16 ***
## PC2 7.468e-02 3.417e-03 21.858 < 2e-16 ***
## PC3 -6.405e-02 4.713e-03 -13.590 < 2e-16 ***
## PC4 4.035e-02 5.076e-03 7.948 4.01e-15 ***
## PC5 5.649e-02 5.808e-03 9.726 < 2e-16 ***
## PC6 2.832e-02 6.086e-03 4.654 3.58e-06 ***
## PC7 4.443e-02 6.954e-03 6.390 2.30e-10 ***
## PC8 1.241e-01 7.640e-03 16.240 < 2e-16 ***
## PC9 2.014e-02 8.252e-03 2.441 0.014783 *
## PC10 -4.134e-02 9.450e-03 -4.374 1.31e-05 ***
## PC11 -1.027e-02 1.021e-02 -1.005 0.314850
## PC12 4.351e-02 1.041e-02 4.179 3.12e-05 ***
## PC13 7.635e-03 1.125e-02 0.679 0.497548
## PC14 2.349e-02 1.154e-02 2.036 0.041973 *
## PC15 2.980e-02 1.165e-02 2.559 0.010618 *
## PC16 3.080e-02 1.213e-02 2.539 0.011220 *
## PC17 3.348e-02 1.275e-02 2.626 0.008740 **
## PC18 -3.234e-02 1.331e-02 -2.429 0.015255 *
## PC19 -2.171e-02 1.391e-02 -1.561 0.118828
## PC20 3.996e-03 1.474e-02 0.271 0.786347
## PC21 -4.660e-02 1.512e-02 -3.081 0.002106 **
## PC22 1.266e-02 1.523e-02 0.831 0.406191
## PC23 2.214e-02 1.572e-02 1.408 0.159278
## PC24 -4.891e-03 1.660e-02 -0.295 0.768308
## PC25 -5.536e-03 1.706e-02 -0.324 0.745615
## PC26 7.195e-02 1.733e-02 4.152 3.50e-05 ***
## PC27 -3.442e-02 1.800e-02 -1.912 0.056132 .
## PC28 9.381e-02 1.905e-02 4.925 9.48e-07 ***
## PC29 -1.310e-02 1.941e-02 -0.675 0.499732
## PC30 -1.869e-03 2.018e-02 -0.093 0.926223
## PC31 3.776e-02 2.023e-02 1.867 0.062149 .
## PC32 -1.800e-02 2.082e-02 -0.865 0.387414
## PC33 -7.455e-02 2.118e-02 -3.519 0.000447 ***
## PC34 7.399e-03 2.174e-02 0.340 0.733609
## PC35 -4.254e-02 2.193e-02 -1.940 0.052559 .
## PC36 9.143e-02 2.219e-02 4.120 4.02e-05 ***
## PC37 -1.433e-02 2.381e-02 -0.602 0.547195
## PC38 -3.943e-02 2.441e-02 -1.615 0.106532
## PC39 5.089e-02 2.485e-02 2.048 0.040777 *
## PC40 3.739e-02 2.538e-02 1.473 0.140925
## PC41 -5.643e-03 2.594e-02 -0.218 0.827813
## PC42 -1.209e-01 2.667e-02 -4.532 6.36e-06 ***
## PC43 5.841e-03 2.790e-02 0.209 0.834198
## PC44 1.350e-01 2.832e-02 4.767 2.07e-06 ***
## PC45 1.002e-02 2.877e-02 0.348 0.727639
## PC46 7.288e-02 2.950e-02 2.470 0.013637 *
## PC47 6.216e-02 3.045e-02 2.042 0.041371 *
## PC48 -3.523e-03 3.161e-02 -0.111 0.911260
## PC49 -6.064e-02 3.218e-02 -1.884 0.059731 .
## PC50 5.586e-04 3.288e-02 0.017 0.986448
## PC51 2.260e-02 3.347e-02 0.675 0.499739
## PC52 -2.383e-02 3.396e-02 -0.702 0.483022
## PC53 5.460e-02 3.512e-02 1.554 0.120318
## PC54 3.544e-02 3.561e-02 0.995 0.319787
## PC55 1.786e-02 3.635e-02 0.491 0.623320
## PC56 -5.754e-02 3.792e-02 -1.517 0.129430
## PC57 -1.661e-02 3.831e-02 -0.434 0.664647
## PC58 -1.235e-01 4.003e-02 -3.085 0.002076 **
## PC59 -5.840e-02 4.068e-02 -1.436 0.151358
## PC60 -3.549e-02 4.138e-02 -0.858 0.391318
## PC61 4.424e-02 4.324e-02 1.023 0.306333
## PC62 9.323e-02 4.516e-02 2.064 0.039180 *
## PC63 -1.418e-01 4.565e-02 -3.106 0.001936 **
## PC64 4.640e-02 4.781e-02 0.971 0.331968
## PC65 7.399e-02 4.893e-02 1.512 0.130765
## PC66 1.881e-01 4.998e-02 3.764 0.000175 ***
## PC67 1.541e-02 5.082e-02 0.303 0.761725
## PC68 2.548e-02 5.222e-02 0.488 0.625689
## PC69 -4.460e-02 5.360e-02 -0.832 0.405482
## PC70 3.409e-02 5.605e-02 0.608 0.543114
## PC71 2.377e-02 5.764e-02 0.412 0.680140
## PC72 2.345e-02 5.908e-02 0.397 0.691500
## PC73 -3.195e-02 5.982e-02 -0.534 0.593394
## PC74 1.562e-01 6.261e-02 2.495 0.012699 *
## PC75 -2.978e-02 6.316e-02 -0.472 0.637345
## PC76 -5.621e-02 6.473e-02 -0.868 0.385290
## PC77 -6.179e-02 6.622e-02 -0.933 0.350934
## PC78 1.119e-01 6.889e-02 1.624 0.104640
## PC79 1.039e-03 7.048e-02 0.015 0.988244
## PC80 -2.580e-02 7.079e-02 -0.364 0.715567
## PC81 4.174e-02 7.476e-02 0.558 0.576736
## PC82 1.811e-01 7.669e-02 2.361 0.018351 *
## PC83 1.352e-01 7.765e-02 1.742 0.081806 .
## PC84 -1.466e-01 8.195e-02 -1.789 0.073921 .
## PC85 -1.637e-03 8.485e-02 -0.019 0.984610
## PC86 5.899e-02 8.680e-02 0.680 0.496866
## PC87 2.114e-01 8.852e-02 2.388 0.017069 *
## PC88 -1.309e-01 9.111e-02 -1.437 0.151050
## PC89 -1.274e-01 9.480e-02 -1.344 0.179267
## PC90 5.170e-01 9.522e-02 5.430 6.70e-08 ***
## PC91 -4.321e-02 1.030e-01 -0.420 0.674905
## PC92 1.949e-01 1.039e-01 1.875 0.061025 .
## PC93 5.729e-02 1.094e-01 0.524 0.600606
## PC94 -1.544e-01 1.124e-01 -1.374 0.169719
## PC95 8.731e-02 1.164e-01 0.750 0.453247
## PC96 7.586e-02 1.194e-01 0.635 0.525219
## PC97 -8.221e-02 1.258e-01 -0.653 0.513616
## PC98 -4.758e-02 1.292e-01 -0.368 0.712788
## PC99 -2.645e-02 1.336e-01 -0.198 0.843062
## PC100 -4.410e-02 1.401e-01 -0.315 0.753030
## PC101 1.868e-02 1.424e-01 0.131 0.895660
## PC102 -1.497e-01 1.572e-01 -0.952 0.341111
## PC103 -2.907e-01 1.654e-01 -1.757 0.079100 .
## PC104 -3.957e-01 1.729e-01 -2.288 0.022300 *
## PC105 2.172e-02 1.816e-01 0.120 0.904791
## PC106 4.212e-02 2.009e-01 0.210 0.833946
## PC107 -7.113e-02 2.138e-01 -0.333 0.739470
## PC108 -1.853e-02 2.318e-01 -0.080 0.936311
## PC109 4.307e-01 2.425e-01 1.776 0.075913 .
## PC110 3.872e-01 2.685e-01 1.442 0.149517
## PC111 4.072e-02 2.805e-01 0.145 0.884599
## PC112 -4.457e-01 3.028e-01 -1.472 0.141251
## PC113 -3.530e-01 3.127e-01 -1.129 0.259206
## PC114 -6.214e-02 3.522e-01 -0.176 0.859982
## PC115 -7.160e-01 3.810e-01 -1.879 0.060407 .
## PC116 4.044e-01 3.903e-01 1.036 0.300345
## PC117 -2.048e-01 4.228e-01 -0.484 0.628191
## PC118 -1.554e-01 5.179e-01 -0.300 0.764127
## PC119 1.114e-02 5.587e-01 0.020 0.984091
## PC120 -4.712e-01 5.871e-01 -0.802 0.422436
## PC121 9.235e-01 6.906e-01 1.337 0.181351
## PC122 1.239e+01 1.730e+01 0.716 0.473967
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.5592 on 1327 degrees of freedom
## Multiple R-squared: 0.7137, Adjusted R-squared: 0.6873
## F-statistic: 27.11 on 122 and 1327 DF, p-value: < 2.2e-165 Calculations using pls
There exists a predefined library pls in R that allows to compute principal component regression as well as partial least squares regression (Wehrens and Mevik (2007)). The function has the same syntax for both of these methods.
pcr(formula, ncomp, Y.add, data, subset, na.action, scale = FALSE, center=TRUE, validation=c(“none,”CV“,”LOO“), model=TRUE, x=FALSE, y=FALSE)
I want to compare the output I got from step-by-step pcr with the one from the predefined package. First I am normalising the data.
crimeData.test.norm <- data.Normalization(crimeData.test[,1:122])
crimeData.test.y.norm <- data.Normalization(crimeData.test[,123])Next I am running pcr. In the example below, the formula indicates, that the column crimeData.y.norm should be defined by all the other columns (~.). As for the data I am joining a previously divided test dataset. There is an optional argument ncomp indicating the number of PCs to be used - to which number to reduce. Here I am not defining any number because I want all of them to be included.
fit <- pcr(crimeData.y.norm ~., data = cbind(crimeData.norm, crimeData.y.norm))I am using the predict function to calculate the values of y based on the package model on the test data. This function returns a 3 dimensional matrix - for each number of PCs. I decided not to reduce the number of PCs, taking the one with 122 principal components.
y.pred.test1 <- predict(fit,newdata=crimeData.test.norm)
y.pred.test1%>% dim## [1] 544 1 122y.pred.test1 <- y.pred.test1[1:544,1,122]
dim(y.pred.test1) <- c(544,1)In order to compare the prediction, I am predicting the values based on the \(\beta_X\) coefficient estimates calculated before, according to this equation $ y = X _X $.
pred.test2 <- as.matrix(crimeData.test.norm)
y.pred.test2 <- pred.test2 %*% beta.XWhen compared, it turns out that the predictions are identical for both methods. This means there were no mistakes in the calculations - fortunately.
y.pred.test1 %>% head## [,1]
## [1,] 0.01907169
## [2,] -0.04140800
## [3,] -0.30995172
## [4,] -0.21949760
## [5,] -0.42550924
## [6,] -0.34335226y.pred.test2 %>% head## [,1]
## 1451 0.01907169
## 1452 -0.04140800
## 1453 -0.30995172
## 1454 -0.21949760
## 1455 -0.42550924
## 1456 -0.34335226It is also visible on a plot.
plot(y.pred.test1, y.pred.test2)
5.1 Choosing the appropriate number of PCs
One of the methods that can be used is to assess the best number of principal components based on accuracy measures - RMSEP, MSEP and R2.
From plots below it is visible that for all measures, the point where the change is most dramatic is 8. This is the desired number of principal components.
RMSEP
validationplot(fit, val.type="RMSEP", cex.axis=0.7)
axis(side = 1, at = c(8), cex.axis=0.7)
abline(v = 8, col = "blue", lty = 3)
MSEP
validationplot(fit, val.type="MSEP", cex.axis=0.7)
axis(side = 1, at = c(8), cex.axis=0.7)
abline(v = 8, col = "blue", lty = 3)
R2
validationplot(fit, val.type="R2", cex.axis=0.7)
axis(side = 1, at = c(8), cex.axis=0.7)
abline(v = 8, col = "blue", lty = 3)
5.2 Cross validation
It turns out that using cross validation the best number of Principal components is still 8.
fit2 <- pcr(crimeData.y.norm ~., data = cbind(crimeData.norm, crimeData.y.norm), validation="CV")RMSEP
validationplot(fit2, val.type="RMSEP", cex.axis=0.7)
axis(side = 1, at = c(8), cex.axis=0.7)
abline(v = 8, col = "blue", lty = 3)
MSEP
validationplot(fit2, val.type="MSEP", cex.axis=0.7)
axis(side = 1, at = c(8), cex.axis=0.7)
abline(v = 8, col = "blue", lty = 3)
R2
validationplot(fit2, val.type="R2", cex.axis=0.7)
axis(side = 1, at = c(8), cex.axis=0.7)
abline(v = 8, col = "blue", lty = 3)
# Conclusions
Why is it useful to know the step by step version of PCR? This algorithm can be really useful for calculations, however as seen above in the results of linear regression with PCA not only the first few PCs turn out to be significant. With PCR from pls package, it is possible to cut to the first n PCs, not choose only the significant ones. Furthermore stepwise regression function step() doesn’t work on mvr type objects. So to deal with this one can perform PCR step by step and improve model significance including a clearer output.
I hope that the explanation behind the prinicpal component analysis turned out to be clear. It is really important to understand the math behind used models to gain broad view over analyses.
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