Implementasi Principal Component Analysis (PCA) dan Factor Analysis (FA) pada Identifikasi Faktor Risiko Penyakit Batu Empedu

Christine Aprilia Putri (24031554046) Elvira Rizki Berliananda.P (24031554062) Kelas 2024D

Dosen Pengampu Mata Kuliah: Ulfa Siti Nuraini (0004109601) Dinda Galuh Guminta (0011129602)

Link Dataset:Gallstone.xlsx

library(readxl)
library(REdaS)
## Loading required package: grid
library(psych)
library(DT)
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(corrplot)
## corrplot 0.95 loaded
library(FactoMineR)
library(factoextra)
## Loading required package: ggplot2
## 
## Attaching package: 'ggplot2'
## The following objects are masked from 'package:psych':
## 
##     %+%, alpha
## Welcome to factoextra!
## Want to learn more? See two factoextra-related books at https://www.datanovia.com/en/product/practical-guide-to-principal-component-methods-in-r/
data <- read_excel("C:/Users/bynad/Downloads/dataset-uci.xlsx")
data
str(data)
## tibble [319 × 39] (S3: tbl_df/tbl/data.frame)
##  $ Gallstone Status                              : num [1:319] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Age                                           : num [1:319] 50 47 61 41 42 96 37 41 38 38 ...
##  $ Gender                                        : num [1:319] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Comorbidity                                   : num [1:319] 0 1 0 0 0 0 0 0 0 0 ...
##  $ Coronary Artery Disease (CAD)                 : num [1:319] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Hypothyroidism                                : num [1:319] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Hyperlipidemia                                : num [1:319] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Diabetes Mellitus (DM)                        : num [1:319] 0 0 0 0 0 0 0 0 0 0 ...
##  $ Height                                        : num [1:319] 185 176 171 168 178 155 185 176 186 171 ...
##  $ Weight                                        : num [1:319] 92.8 94.5 91.1 67.7 89.6 49 67.1 114 93.7 68.6 ...
##  $ Body Mass Index (BMI)                         : num [1:319] 27.1 30.5 31.2 24 28.3 20.4 19.6 36.8 27.1 23.5 ...
##  $ Total Body Water (TBW)                        : num [1:319] 52.9 43.1 47.2 41.4 51.4 34 41.8 57.6 51.9 39.5 ...
##  $ Extracellular Water (ECW)                     : num [1:319] 21.2 19.5 20.1 17 20 15.7 17.1 23.5 20.9 16.6 ...
##  $ Intracellular Water (ICW)                     : num [1:319] 31.7 23.6 27.1 24.4 31.4 18.3 24.7 34.1 31 22.9 ...
##  $ Extracellular Fluid/Total Body Water (ECF/TBW): num [1:319] 40 45 43 41 39 46 41 41 40 42 ...
##  $ Total Body Fat Ratio (TBFR) (%)               : num [1:319] 19.2 32.8 27.3 15.8 20 6.3 11.3 31.8 21.5 19.2 ...
##  $ Lean Mass (LM) (%)                            : num [1:319] 80.8 67.2 72.7 84.2 80 ...
##  $ Body Protein Content (Protein) (%)            : num [1:319] 18.9 16.7 16.4 16.9 16.8 ...
##  $ Visceral Fat Rating (VFR)                     : num [1:319] 9 15 15 6 8 12 3 16 8 6 ...
##  $ Bone Mass (BM)                                : num [1:319] 3.7 3.2 3.3 2.9 3.5 2.4 3 3.8 3.6 2.8 ...
##  $ Muscle Mass (MM)                              : num [1:319] 71.4 60.3 62.9 54.1 68.2 43.5 56.5 73.9 70 52.6 ...
##  $ Obesity (%)                                   : num [1:319] 23.4 38.8 41.7 9 28.6 7.4 10.9 67.4 23.1 6.7 ...
##  $ Total Fat Content (TFC)                       : num [1:319] 17.8 31 24.9 10.7 17.9 3.1 7.6 36.3 20.1 13.2 ...
##  $ Visceral Fat Area (VFA)                       : num [1:319] 10.6 18.4 16.2 6.5 10.4 0.9 4.6 23.7 12.7 8.2 ...
##  $ Visceral Muscle Area (VMA) (Kg)               : num [1:319] 39.7 32.7 34 29.2 37.4 25.9 31.4 37.5 37.8 28.8 ...
##  $ Hepatic Fat Accumulation (HFA)                : num [1:319] 0 0 0 1 2 0 0 3 2 0 ...
##  $ Glucose                                       : num [1:319] 102 94 103 69 109 74 94 125 93 93 ...
##  $ Total Cholesterol (TC)                        : num [1:319] 250 172 179 173 205 133 166 246 290 239 ...
##  $ Low Density Lipoprotein (LDL)                 : num [1:319] 175 108 124 73 154 ...
##  $ High Density Lipoprotein (HDL)                : num [1:319] 40 43 43 59 30 30 40 34 33 43 ...
##  $ Triglyceride                                  : num [1:319] 134 103 69 53 326 65 60 464 679 129 ...
##  $ Aspartat Aminotransferaz (AST)                : num [1:319] 20 14 18 20 27 13 15 26 68 19 ...
##  $ Alanin Aminotransferaz (ALT)                  : num [1:319] 22 13 14 12 54 13 14 28 102 34 ...
##  $ Alkaline Phosphatase (ALP)                    : num [1:319] 87 46 66 34 71 60 72 69 70 75 ...
##  $ Creatinine                                    : num [1:319] 0.82 0.87 1.25 1.02 0.82 1.46 0.77 1.3 0.91 0.91 ...
##  $ Glomerular Filtration Rate (GFR)              : num [1:319] 112.5 107.1 65.5 94.1 112.5 ...
##  $ C-Reactive Protein (CRP)                      : num [1:319] 0 0 0 0 0 0 0 0.11 1.57 0 ...
##  $ Hemoglobin (HGB)                              : num [1:319] 16 14.4 16.2 15.4 16.8 11 13.8 16.5 16.5 16.6 ...
##  $ Vitamin D                                     : num [1:319] 33 25 30.2 35.4 40.6 45.8 20 24.5 22.7 15.6 ...
data_selected <- data[, c(
  'Age',
  'Height', 
  'Weight', 
  'Body Mass Index (BMI)',
  'Total Body Water (TBW)', 
  'Extracellular Water (ECW)',
  'Intracellular Water (ICW)',
  'Extracellular Fluid/Total Body Water (ECF/TBW)',
  'Total Body Fat Ratio (TBFR) (%)',
  'Lean Mass (LM) (%)',
  'Body Protein Content (Protein) (%)',
  'Visceral Fat Rating (VFR)',
  'Bone Mass (BM)',
  'Muscle Mass (MM)', 
  'Obesity (%)', 
  'Total Fat Content (TFC)',
  'Visceral Fat Area (VFA)', 
  'Visceral Muscle Area (VMA) (Kg)',
  'Glucose',
  'Total Cholesterol (TC)',
  'Low Density Lipoprotein (LDL)',
  'High Density Lipoprotein (HDL)',
  'Triglyceride',
  'Aspartat Aminotransferaz (AST)',
  'Alanin Aminotransferaz (ALT)',
  'Alkaline Phosphatase (ALP)',
  'Creatinine',
  'Glomerular Filtration Rate (GFR)',
  'C-Reactive Protein (CRP)',
  'Hemoglobin (HGB)',
  'Vitamin D'
)]
#rename variabel
colnames(data_selected) <- paste0("X", 1:ncol(data_selected))
head(data_selected)
#statistika deskriptif
describe(data_selected)
#visualisasi
cor_matrix <- cor(data_selected)

corrplot(cor_matrix,
         method = "color",
         type = "upper",
         tl.cex = 0.7)

#correlation
cor(data_selected)
##               X1           X2           X3           X4           X5
## X1   1.000000000 -0.307407233  0.040579150  0.235835013 -0.083262690
## X2  -0.307407233  1.000000000  0.411769384 -0.219450930  0.713265170
## X3   0.040579150  0.411769384  1.000000000  0.790874698  0.766921006
## X4   0.235835013 -0.219450930  0.790874698  1.000000000  0.335632016
## X5  -0.083262690  0.713265170  0.766921006  0.335632016  1.000000000
## X6   0.008023629  0.610825691  0.789365033  0.429647317  0.904350746
## X7  -0.198591514  0.739121391  0.686426634  0.234729831  0.817247287
## X8   0.326684923 -0.404556505 -0.055636656  0.211597804 -0.231735526
## X9   0.243447893 -0.528786690  0.374816764  0.753274685 -0.226242498
## X10 -0.243380721  0.531643020 -0.370677942 -0.752073024  0.232033640
## X11  0.029039752  0.419254991 -0.255477689 -0.550718075  0.084584916
## X12  0.531990810  0.080220086  0.763458030  0.748799372  0.555851726
## X13 -0.080666189  0.660764746  0.682284115  0.289732636  0.834346323
## X14 -0.101156772  0.765607903  0.772424360  0.308942274  0.928633383
## X15  0.045472562 -0.133613908  0.087556268  0.181664467 -0.002334898
## X16  0.195508109 -0.204243878  0.717435075  0.902706362  0.174362187
## X17  0.146932211  0.124302240  0.881509145  0.849625126  0.490523703
## X18 -0.056233430  0.711150281  0.714208930  0.290069818  0.842097173
## X19  0.148504261  0.030066314  0.139238971  0.125367744  0.121849410
## X20  0.159004883 -0.027024648 -0.005790833  0.004509984 -0.037914458
## X21  0.116586605  0.012359156 -0.023250461 -0.035787140 -0.005203587
## X22  0.103680532 -0.312972142 -0.250388889 -0.065000902 -0.382704574
## X23  0.058043251  0.236024572  0.311733847  0.173438727  0.325636932
## X24 -0.056929533  0.175510653  0.133568172  0.023173910  0.227864318
## X25 -0.060162568  0.248800185  0.227678492  0.070606821  0.322370687
## X26  0.121376404 -0.067962275  0.084705271  0.150627881  0.013636217
## X27  0.106189722  0.474618248  0.175979974 -0.131232080  0.466990731
## X28 -0.555640123  0.090786020 -0.043529120 -0.100273763 -0.015393012
## X29 -0.002826173 -0.101731775  0.049845881  0.141853099 -0.049769865
## X30 -0.121711032  0.601949463  0.304154099 -0.074216779  0.560095018
## X31  0.057598703  0.002872504 -0.085984914 -0.094750050  0.037904797
##               X6           X7          X8           X9          X10         X11
## X1   0.008023629 -0.198591514  0.32668492  0.243447893 -0.243380721  0.02903975
## X2   0.610825691  0.739121391 -0.40455650 -0.528786690  0.531643020  0.41925499
## X3   0.789365033  0.686426634 -0.05563666  0.374816764 -0.370677942 -0.25547769
## X4   0.429647317  0.234729831  0.21159780  0.753274685 -0.752073024 -0.55071807
## X5   0.904350746  0.817247287 -0.23173553 -0.226242498  0.232033640  0.08458492
## X6   1.000000000  0.783681732  0.12412309 -0.097254712  0.103223004 -0.11337895
## X7   0.783681732  1.000000000 -0.39553651 -0.315013157  0.319642451  0.17897861
## X8   0.124123086 -0.395536511  1.00000000  0.397466128 -0.399562035 -0.53118074
## X9  -0.097254712 -0.315013157  0.39746613  1.000000000 -0.994054990 -0.67291852
## X10  0.103223004  0.319642451 -0.39956203 -0.994054990  1.000000000  0.67286230
## X11 -0.113378952  0.178978612 -0.53118074 -0.672918522  0.672862295  1.00000000
## X12  0.659615969  0.410034304  0.23256466  0.394664544 -0.392237713 -0.27703281
## X13  0.820540398  0.793775220 -0.18716221 -0.224419411  0.237617518  0.11101098
## X14  0.865197688  0.904088221 -0.31058698 -0.246536280  0.251265051  0.18649662
## X15  0.012884883 -0.013212906  0.03543015  0.161172057 -0.159559512 -0.14230976
## X16  0.279223712  0.075162209  0.25749939  0.866062462 -0.864811282 -0.61022076
## X17  0.567959607  0.395320118  0.13515001  0.651718915 -0.649354680 -0.50977870
## X18  0.767504412  0.802562424 -0.30384067 -0.203871648  0.210321942  0.21472516
## X19  0.128716189  0.086888406  0.01636131  0.048744685 -0.044243800 -0.01398388
## X20 -0.017373693 -0.057560942  0.07150033  0.078881627 -0.090184560  0.01987760
## X21  0.037368159 -0.015880805  0.10484708 -0.007487995 -0.002906991  0.04802210
## X22 -0.356704973 -0.373568525  0.11726820  0.195381347 -0.192898345 -0.09837113
## X23  0.285614788  0.314240184 -0.13439273 -0.013576566  0.006022450  0.06780448
## X24  0.227366879  0.211334573 -0.03645544 -0.115314188  0.118915119  0.04216347
## X25  0.306369665  0.328279168 -0.09664352 -0.126609582  0.127604585  0.05477681
## X26  0.017713942 -0.005741656  0.05106969  0.119358821 -0.135548573 -0.04728167
## X27  0.413714867  0.453888242 -0.18315728 -0.446410375  0.444089098  0.36284599
## X28 -0.030853256  0.046496958 -0.09372887 -0.084316126  0.083879992 -0.08038108
## X29 -0.075667938 -0.044564079 -0.05337014  0.159571895 -0.158278180 -0.11006863
## X30  0.538972805  0.602186352 -0.18058998 -0.402272877  0.402383350  0.21365243
## X31  0.084003860  0.011591064  0.12774425 -0.152076268  0.155425448  0.02911991
##              X12          X13           X14          X15         X16
## X1   0.531990810 -0.080666189 -0.1011567725  0.045472562  0.19550811
## X2   0.080220086  0.660764746  0.7656079028 -0.133613908 -0.20424388
## X3   0.763458030  0.682284115  0.7724243604  0.087556268  0.71743508
## X4   0.748799372  0.289732636  0.3089422744  0.181664467  0.90270636
## X5   0.555851726  0.834346323  0.9286333834 -0.002334898  0.17436219
## X6   0.659615969  0.820540398  0.8651976881  0.012884883  0.27922371
## X7   0.410034304  0.793775220  0.9040882208 -0.013212906  0.07516221
## X8   0.232564663 -0.187162210 -0.3105869769  0.035430149  0.25749939
## X9   0.394664544 -0.224419411 -0.2465362797  0.161172057  0.86606246
## X10 -0.392237713  0.237617518  0.2512650511 -0.159559512 -0.86481128
## X11 -0.277032808  0.111010978  0.1864966151 -0.142309758 -0.61022076
## X12  1.000000000  0.475441698  0.5228714524  0.105388866  0.63426534
## X13  0.475441698  1.000000000  0.8399008967  0.003024776  0.14030397
## X14  0.522871452  0.839900897  1.0000000000 -0.013387926  0.15995214
## X15  0.105388866  0.003024776 -0.0133879259  1.000000000  0.15268472
## X16  0.634265339  0.140303967  0.1599521436  0.152684716  1.00000000
## X17  0.805343334  0.414058170  0.4743802747  0.117578637  0.87362806
## X18  0.457868320  0.755827266  0.8648827026 -0.026295568  0.15427361
## X19  0.228618856  0.144522705  0.1160794129  0.114104002  0.10095044
## X20  0.035993110 -0.035398265 -0.0451610926 -0.015660110  0.02646869
## X21  0.022154451  0.032705401  0.0018718626 -0.028416874 -0.04291551
## X22 -0.163646598 -0.344326519 -0.3789497143  0.011608801  0.03890891
## X23  0.246040178  0.294357852  0.3386705395  0.023143165  0.11371526
## X24  0.103385712  0.186209158  0.2274269031  0.024772183 -0.03273613
## X25  0.170082166  0.260295186  0.3280774185  0.014200298  0.01211940
## X26  0.125174004 -0.023465500 -0.0007595401 -0.003236782  0.12672650
## X27  0.224227732  0.419776095  0.4693825698 -0.048299265 -0.24824601
## X28 -0.308161450 -0.009193478 -0.0015389385 -0.018759627 -0.07087217
## X29  0.019130370 -0.065895304 -0.0569800320  0.009651578  0.13660236
## X30  0.236223547  0.524228276  0.5730241284 -0.024880262 -0.17355510
## X31  0.002308791  0.055387654 -0.0009158647 -0.089796464 -0.15809902
##               X17           X18          X19          X20          X21
## X1   0.1469322106 -0.0562334304  0.148504261  0.159004883  0.116586605
## X2   0.1243022402  0.7111502810  0.030066314 -0.027024648  0.012359156
## X3   0.8815091446  0.7142089304  0.139238971 -0.005790833 -0.023250461
## X4   0.8496251264  0.2900698182  0.125367744  0.004509984 -0.035787140
## X5   0.4905237027  0.8420971732  0.121849410 -0.037914458 -0.005203587
## X6   0.5679596072  0.7675044117  0.128716189 -0.017373693  0.037368159
## X7   0.3953201180  0.8025624243  0.086888406 -0.057560942 -0.015880805
## X8   0.1351500093 -0.3038406651  0.016361315  0.071500328  0.104847081
## X9   0.6517189147 -0.2038716480  0.048744685  0.078881627 -0.007487995
## X10 -0.6493546804  0.2103219425 -0.044243800 -0.090184560 -0.002906991
## X11 -0.5097786957  0.2147251585 -0.013983879  0.019877596  0.048022105
## X12  0.8053433343  0.4578683201  0.228618856  0.035993110  0.022154451
## X13  0.4140581702  0.7558272660  0.144522705 -0.035398265  0.032705401
## X14  0.4743802747  0.8648827026  0.116079413 -0.045161093  0.001871863
## X15  0.1175786366 -0.0262955679  0.114104002 -0.015660110 -0.028416874
## X16  0.8736280622  0.1542736134  0.100950440  0.026468687 -0.042915513
## X17  1.0000000000  0.4092064197  0.147728513  0.015861710 -0.030169431
## X18  0.4092064197  1.0000000000  0.110376182 -0.029266349 -0.001514025
## X19  0.1477285130  0.1103761824  1.000000000  0.083041839  0.042791632
## X20  0.0158617105 -0.0292663487  0.083041839  1.000000000  0.865820707
## X21 -0.0301694312 -0.0015140253  0.042791632  0.865820707  1.000000000
## X22 -0.0941501707 -0.3740297996 -0.113648952  0.200755658  0.040132187
## X23  0.2034627989  0.3551423516  0.340377678  0.326705964  0.157004007
## X24  0.0495486926  0.2249583652 -0.046717523  0.009091761  0.052955525
## X25  0.1163813898  0.3069301853 -0.005581735  0.008064127  0.041409491
## X26  0.1066218367 -0.0001625898  0.190717890  0.043266813  0.062633753
## X27 -0.0006752588  0.4241640796  0.104070277  0.042102837  0.046206274
## X28 -0.0946379243 -0.0293840783 -0.139885170 -0.040048309  0.017354387
## X29  0.0982660275 -0.0383707814 -0.039604655 -0.047929075 -0.051556942
## X30  0.1250776011  0.5109146787  0.140698964  0.087683057  0.109977012
## X31 -0.1175522360 -0.0110560591 -0.036566305 -0.007823704  0.037148599
##             X22         X23          X24          X25           X26
## X1   0.10368053  0.05804325 -0.056929533 -0.060162568  0.1213764043
## X2  -0.31297214  0.23602457  0.175510653  0.248800185 -0.0679622752
## X3  -0.25038889  0.31173385  0.133568172  0.227678492  0.0847052710
## X4  -0.06500090  0.17343873  0.023173910  0.070606821  0.1506278811
## X5  -0.38270457  0.32563693  0.227864318  0.322370687  0.0136362170
## X6  -0.35670497  0.28561479  0.227366879  0.306369665  0.0177139419
## X7  -0.37356853  0.31424018  0.211334573  0.328279168 -0.0057416561
## X8   0.11726820 -0.13439273 -0.036455441 -0.096643518  0.0510696862
## X9   0.19538135 -0.01357657 -0.115314188 -0.126609582  0.1193588205
## X10 -0.19289834  0.00602245  0.118915119  0.127604585 -0.1355485726
## X11 -0.09837113  0.06780448  0.042163467  0.054776810 -0.0472816658
## X12 -0.16364660  0.24604018  0.103385712  0.170082166  0.1251740039
## X13 -0.34432652  0.29435785  0.186209158  0.260295186 -0.0234655002
## X14 -0.37894971  0.33867054  0.227426903  0.328077418 -0.0007595401
## X15  0.01160880  0.02314317  0.024772183  0.014200298 -0.0032367820
## X16  0.03890891  0.11371526 -0.032736135  0.012119397  0.1267265004
## X17 -0.09415017  0.20346280  0.049548693  0.116381390  0.1066218367
## X18 -0.37402980  0.35514235  0.224958365  0.306930185 -0.0001625898
## X19 -0.11364895  0.34037768 -0.046717523 -0.005581735  0.1907178897
## X20  0.20075566  0.32670596  0.009091761  0.008064127  0.0432668125
## X21  0.04013219  0.15700401  0.052955525  0.041409491  0.0626337530
## X22  1.00000000 -0.35112695 -0.105746106 -0.101853547 -0.0491465926
## X23 -0.35112695  1.00000000  0.103122037  0.138107417  0.0790058737
## X24 -0.10574611  0.10312204  1.000000000  0.853426204  0.0490453987
## X25 -0.10185355  0.13810742  0.853426204  1.000000000  0.1426247975
## X26 -0.04914659  0.07900587  0.049045399  0.142624798  1.0000000000
## X27 -0.26022337  0.22548491  0.091605778  0.158613100 -0.0159390858
## X28 -0.05227722 -0.06208019  0.078518055  0.047248247 -0.0765925253
## X29  0.02891611 -0.03574297 -0.070266206 -0.063544499  0.0656930436
## X30 -0.29737691  0.32138847  0.209008480  0.280928254  0.0248535651
## X31 -0.01653378 -0.08473394  0.029499171 -0.033706971 -0.0818522490
##               X27          X28          X29         X30           X31
## X1   0.1061897221 -0.555640123 -0.002826173 -0.12171103  0.0575987035
## X2   0.4746182485  0.090786020 -0.101731775  0.60194946  0.0028725042
## X3   0.1759799737 -0.043529120  0.049845881  0.30415410 -0.0859849135
## X4  -0.1312320805 -0.100273763  0.141853099 -0.07421678 -0.0947500504
## X5   0.4669907307 -0.015393012 -0.049769865  0.56009502  0.0379047971
## X6   0.4137148671 -0.030853256 -0.075667938  0.53897281  0.0840038603
## X7   0.4538882421  0.046496958 -0.044564079  0.60218635  0.0115910640
## X8  -0.1831572789 -0.093728873 -0.053370142 -0.18058998  0.1277442533
## X9  -0.4464103750 -0.084316126  0.159571895 -0.40227288 -0.1520762679
## X10  0.4440890976  0.083879992 -0.158278180  0.40238335  0.1554254479
## X11  0.3628459932 -0.080381075 -0.110068631  0.21365243  0.0291199140
## X12  0.2242277325 -0.308161450  0.019130370  0.23622355  0.0023087907
## X13  0.4197760952 -0.009193478 -0.065895304  0.52422828  0.0553876539
## X14  0.4693825698 -0.001538938 -0.056980032  0.57302413 -0.0009158647
## X15 -0.0482992647 -0.018759627  0.009651578 -0.02488026 -0.0897964643
## X16 -0.2482460081 -0.070872171  0.136602363 -0.17355510 -0.1580990185
## X17 -0.0006752588 -0.094637924  0.098266028  0.12507760 -0.1175522360
## X18  0.4241640796 -0.029384078 -0.038370781  0.51091468 -0.0110560591
## X19  0.1040702765 -0.139885170 -0.039604655  0.14069896 -0.0365663047
## X20  0.0421028365 -0.040048309 -0.047929075  0.08768306 -0.0078237039
## X21  0.0462062738  0.017354387 -0.051556942  0.10997701  0.0371485988
## X22 -0.2602233689 -0.052277216  0.028916113 -0.29737691 -0.0165337827
## X23  0.2254849082 -0.062080192 -0.035742972  0.32138847 -0.0847339416
## X24  0.0916057776  0.078518055 -0.070266206  0.20900848  0.0294991709
## X25  0.1586131005  0.047248247 -0.063544499  0.28092825 -0.0337069708
## X26 -0.0159390858 -0.076592525  0.065693044  0.02485357 -0.0818522490
## X27  1.0000000000 -0.473715710 -0.049009646  0.50054576  0.0920674533
## X28 -0.4737157095  1.000000000 -0.145863868 -0.02462084 -0.0666329001
## X29 -0.0490096457 -0.145863868  1.000000000 -0.18244866 -0.0512353512
## X30  0.5005457600 -0.024620844 -0.182448657  1.00000000  0.0331871716
## X31  0.0920674533 -0.066632900 -0.051235351  0.03318717  1.0000000000
#cek MSA
r <- cor(data_selected)
KMO(r)
## Kaiser-Meyer-Olkin factor adequacy
## Call: KMO(r = r)
## Overall MSA =  0.8
## MSA for each item = 
##   X1   X2   X3   X4   X5   X6   X7   X8   X9  X10  X11  X12  X13  X14  X15  X16 
## 0.55 0.79 0.80 0.78 0.82 0.77 0.83 0.48 0.86 0.84 0.83 0.79 0.97 0.97 0.86 0.91 
##  X17  X18  X19  X20  X21  X22  X23  X24  X25  X26  X27  X28  X29  X30  X31 
## 0.83 0.98 0.73 0.40 0.40 0.68 0.65 0.60 0.66 0.52 0.87 0.59 0.58 0.94 0.78
#delete X21
data_selected = data_selected[-21]
#delete X20
data_selected = data_selected[-20]
#delete X8
data_selected = data_selected[-8]
#cek MSA
r <- cor(data_selected)
KMO(r)
## Kaiser-Meyer-Olkin factor adequacy
## Call: KMO(r = r)
## Overall MSA =  0.83
## MSA for each item = 
##   X1   X2   X3   X4   X5   X6   X7   X9  X10  X11  X12  X13  X14  X15  X16  X17 
## 0.52 0.77 0.78 0.77 0.87 0.89 0.85 0.84 0.83 0.76 0.77 0.98 0.97 0.85 0.90 0.81 
##  X18  X19  X22  X23  X24  X25  X26  X27  X28  X29  X30  X31 
## 0.98 0.71 0.92 0.85 0.59 0.65 0.52 0.87 0.60 0.57 0.94 0.72
#Bartlett Test
bartlett.test(data_selected)
## 
##  Bartlett test of homogeneity of variances
## 
## data:  data_selected
## Bartlett's K-squared = 23859, df = 27, p-value < 2.2e-16
# scale data
scale_data = scale(data_selected)
r = cov(scale_data)
# eigen value and vector
pc <- eigen(r)
print(pc$values)
##  [1] 8.543073251 5.997211454 2.079356763 1.680595002 1.361421570 1.095594692
##  [7] 1.004695884 0.940160496 0.868754785 0.748523584 0.693103127 0.563403894
## [13] 0.495751983 0.394491704 0.289539655 0.253543051 0.214527841 0.197741174
## [19] 0.152630634 0.126883650 0.092012148 0.065127393 0.056686287 0.039480384
## [25] 0.021525474 0.014970573 0.005408096 0.003785450
print(pc$vectors)
##               [,1]         [,2]          [,3]         [,4]         [,5]
##  [1,]  0.002699682 -0.133222867  0.5204644490 -0.165461629 -0.140095596
##  [2,] -0.235657657  0.219618206 -0.0930325220  0.118203776 -0.007894198
##  [3,] -0.296332854 -0.183199395 -0.0718328345  0.073336419 -0.033678398
##  [4,] -0.158140381 -0.341691839 -0.0197597749  0.003462394 -0.023541438
##  [5,] -0.320218670  0.051690087 -0.0306257376  0.059565355 -0.059879657
##  [6,] -0.315354303 -0.006123084 -0.0212415129  0.040679033 -0.105117014
##  [7,] -0.300672486  0.097423178 -0.0814179577  0.075852923 -0.018893313
##  [8,]  0.029235093 -0.393293714 -0.0442296122 -0.010537925  0.014474617
##  [9,] -0.030924273  0.393372334  0.0422781507  0.013177883 -0.022715448
## [10,] -0.010470793  0.295211255  0.1854319659 -0.007899011  0.020613435
## [11,] -0.230359680 -0.218467690  0.2257591407 -0.062733256 -0.105115171
## [12,] -0.295440067  0.060132696 -0.0251449241  0.091133439 -0.051554021
## [13,] -0.323266717  0.068375207 -0.0400579037  0.069828341 -0.041932034
## [14,] -0.008866139 -0.084436693  0.0021517350 -0.072172370  0.184486371
## [15,] -0.110022701 -0.369498179 -0.0678463228  0.028004955 -0.008594691
## [16,] -0.214465469 -0.293622591 -0.0443730874  0.049302637 -0.040093185
## [17,] -0.299398892  0.063205763 -0.0195152174  0.052840388 -0.018973262
## [18,] -0.065665673 -0.039274178  0.2383511090 -0.036436566  0.525672837
## [19,]  0.145168389 -0.075094709  0.0002273901 -0.046180461 -0.301604918
## [20,] -0.144576944  0.002572455  0.1204598030 -0.052514298  0.493488382
## [21,] -0.096148524  0.055178054 -0.1885116059 -0.653416107 -0.102767102
## [22,] -0.131053599  0.052838750 -0.1697209302 -0.640335963 -0.067322859
## [23,] -0.019755163 -0.065043128  0.1023136274 -0.236588295  0.318725828
## [24,] -0.164431029  0.170989660  0.3531467231 -0.019004922 -0.092346059
## [25,]  0.025508389  0.049342765 -0.5693423811  0.090903411  0.178637165
## [26,]  0.016911907 -0.079743492  0.0365053834  0.062391622 -0.066657902
## [27,] -0.208756495  0.161325183  0.0422706496 -0.041146754  0.103589456
## [28,]  0.001219689  0.061096350  0.1024125717  0.015446642 -0.357515263
##               [,6]          [,7]         [,8]         [,9]        [,10]
##  [1,] -0.101247479 -0.0095371748  0.161699535  0.079376817 -0.129332720
##  [2,]  0.107862629 -0.0256349517  0.114442554 -0.040217832  0.097646299
##  [3,]  0.044382559 -0.0083493673  0.049725612 -0.007517916  0.009805864
##  [4,] -0.004500776  0.0159453394 -0.035387343  0.009264716 -0.060683582
##  [5,]  0.002894927 -0.0004296733 -0.013826359 -0.066803788 -0.008111016
##  [6,] -0.100378626  0.0414362441 -0.039556938 -0.086944003 -0.025039285
##  [7,]  0.055940963 -0.0319812513 -0.005360538 -0.067246363  0.014688109
##  [8,]  0.004873797  0.0159867634  0.030155230  0.082280065  0.020139206
##  [9,] -0.010039520 -0.0230893727 -0.033888469 -0.079910649 -0.006803977
## [10,]  0.147394659 -0.0844637472  0.206306590  0.050890058 -0.033806494
## [11,] -0.104619520  0.0114221007  0.061089651  0.001033911 -0.065177151
## [12,] -0.038431832 -0.0150485868 -0.021367408 -0.083490907  0.045178821
## [13,]  0.044489057 -0.0326131638  0.043900647 -0.040935100  0.009438644
## [14,] -0.213448130 -0.7458433933 -0.386674126 -0.319467671 -0.216359165
## [15,]  0.025527951  0.0063829717  0.056327137  0.042835856  0.021660827
## [16,]  0.012928061  0.0018467090  0.057929829 -0.001786701  0.048168985
## [17,]  0.078835634 -0.0221078136  0.051453323  0.035215415  0.001703699
## [18,] -0.187834978  0.0641915580 -0.072397967 -0.205299062  0.557519212
## [19,]  0.025755344 -0.2187374703  0.359857714 -0.347718455  0.613082758
## [20,] -0.055756332  0.1044539254 -0.108023490  0.445239686  0.161575570
## [21,] -0.013305478 -0.0147597253 -0.090271302  0.140812376  0.072640363
## [22,]  0.058628079 -0.0162361598 -0.008058408  0.048832518  0.079184318
## [23,]  0.276949139  0.3736223183  0.145465851 -0.638668428 -0.343083792
## [24,]  0.081736849 -0.1092936889 -0.057083512  0.056250725 -0.052905153
## [25,] -0.165740687  0.1106114420  0.042475024 -0.075123894 -0.019698517
## [26,]  0.724410017  0.0025650191 -0.540606340 -0.019459492  0.229261373
## [27,] -0.120768297 -0.0206391076  0.048996194 -0.052634018  0.040834918
## [28,] -0.425665036  0.4499604733 -0.519920135 -0.206163840  0.109549563
##              [,11]       [,12]        [,13]         [,14]        [,15]
##  [1,]  0.353968280  0.08855656 -0.376556041 -0.0445797802  0.177103306
##  [2,] -0.015821148 -0.10347980  0.143271497 -0.2056686175  0.555510028
##  [3,]  0.060733742 -0.07296974  0.116152218 -0.0587579413 -0.026441522
##  [4,]  0.073620018 -0.01827496  0.030912118  0.0590460890 -0.403453890
##  [5,]  0.047098872  0.06070826 -0.031278536  0.1773937900  0.067880755
##  [6,] -0.054931666  0.15756578 -0.167289939  0.2390668166  0.146074881
##  [7,]  0.017915465 -0.04225462  0.004853067  0.0005136328 -0.220377777
##  [8,] -0.055590858 -0.10753123  0.139088512 -0.1659310433  0.058636370
##  [9,]  0.064136026  0.12342093 -0.135563013  0.1624275808 -0.053588896
## [10,]  0.486017209 -0.23223634  0.216436558 -0.3994206118 -0.289363901
## [11,]  0.095446789  0.15047478 -0.272350187 -0.0521073533 -0.123429158
## [12,]  0.091447197  0.08829179 -0.017669805  0.2209753004 -0.018810664
## [13,]  0.113398951 -0.01357050  0.039040388  0.0341952634 -0.035129654
## [14,]  0.100891681 -0.18133014  0.006786430 -0.0173543614  0.083554041
## [15,] -0.006475256 -0.07866895  0.153456394 -0.1200455860  0.001018352
## [16,] -0.099282821 -0.01750500  0.042585885 -0.1721309238  0.083424846
## [17,]  0.210435857 -0.09231939  0.127859052 -0.0332824677  0.105676097
## [18,]  0.094066046  0.43472499  0.204710981 -0.1179681470 -0.036231179
## [19,] -0.020463558 -0.34779053 -0.158009057  0.2129554314 -0.077461361
## [20,]  0.032533863 -0.55821585 -0.185755289  0.3245155353  0.047269876
## [21,]  0.039130918  0.06551816  0.063273670 -0.0347698898  0.054429860
## [22,] -0.010167982  0.03722759  0.063520925  0.0003217042 -0.041798068
## [23,] -0.044471813 -0.20226521  0.010623689  0.1065516403  0.039677813
## [24,] -0.425912705 -0.02785927  0.267796633  0.1302526718 -0.412270729
## [25,]  0.262408233  0.03203443 -0.317716758 -0.0719843756 -0.313375051
## [26,]  0.100975789  0.05753748 -0.281539357 -0.1064754239 -0.019726983
## [27,] -0.484714958 -0.12473871 -0.463177664 -0.5652245504 -0.075422761
## [28,]  0.111079269 -0.31214005  0.126183311 -0.1357710877  0.001717546
##              [,16]        [,17]        [,18]        [,19]        [,20]
##  [1,]  0.107761002 -0.026920545  0.025186060 -0.333439930 -0.031848299
##  [2,]  0.298821108 -0.162906056 -0.092821878 -0.115624541 -0.006636305
##  [3,]  0.009418430  0.015164667 -0.035708347  0.054101419 -0.002271101
##  [4,] -0.207402684  0.104551582  0.075088713  0.114929188  0.016971560
##  [5,]  0.098084855  0.099483172  0.177208665  0.482963139 -0.155066411
##  [6,]  0.090042156  0.031635684  0.091483203  0.131508683 -0.026419604
##  [7,] -0.187369260  0.191174497 -0.586468645 -0.415289369  0.209890652
##  [8,] -0.016302725 -0.091568350  0.143914400 -0.099871949 -0.029994228
##  [9,] -0.007196195  0.073823853 -0.128663148  0.088718147  0.031456486
## [10,] -0.010047635 -0.190029916  0.011803889  0.283810373 -0.036565349
## [11,]  0.208613587 -0.002601027 -0.154675895  0.175746492  0.063630284
## [12,] -0.422027999 -0.720574272  0.188303384 -0.212426026 -0.051460940
## [13,]  0.012194206  0.086933271 -0.146286278  0.134832743  0.033668676
## [14,]  0.047374985 -0.006002377 -0.008528006 -0.005096921 -0.011854586
## [15,]  0.043498102 -0.093382495 -0.001628347 -0.028510227 -0.083747489
## [16,]  0.222595301 -0.107357130 -0.229562649  0.063963934  0.092948982
## [17,] -0.135740441  0.523320142  0.525147021 -0.329984165  0.025095971
## [18,]  0.023117014  0.050881684  0.017180542 -0.020295208  0.006353165
## [19,]  0.032956048  0.034058716  0.047749744  0.011161903  0.050347365
## [20,]  0.044294081 -0.037654734 -0.071053575  0.045353387  0.004516824
## [21,]  0.012771296 -0.093874708  0.134171688  0.088903120  0.649177098
## [22,] -0.008152253  0.044261395 -0.158538313 -0.102765698 -0.684749995
## [23,]  0.014972952 -0.026767018  0.022105039 -0.006164082  0.075182910
## [24,]  0.474655508 -0.116235701  0.208558066 -0.232173123  0.012915301
## [25,]  0.460369187 -0.106185605  0.173981320 -0.224823610 -0.025802246
## [26,]  0.062131614 -0.038269953  0.046978823 -0.015382938 -0.013650577
## [27,] -0.249853219  0.017364852  0.160124162  0.061268480 -0.031510007
## [28,]  0.035882461  0.006328035 -0.022716538 -0.018935870 -0.042392739
##              [,21]         [,22]         [,23]         [,24]        [,25]
##  [1,]  0.279517528  0.2454524551 -0.0306324308  0.0882882683  0.060414395
##  [2,]  0.073856796 -0.0222832736 -0.0713952410  0.0487487255 -0.469665938
##  [3,]  0.152063245  0.0359973873 -0.0789525523  0.1313556479 -0.292285670
##  [4,]  0.154871970  0.0254241811 -0.1144652060  0.0815343367 -0.481186260
##  [5,]  0.070390350  0.4562407783  0.0692011640  0.4432847440  0.155569730
##  [6,]  0.342108691 -0.7015575060 -0.0809964259  0.0394326903  0.246676128
##  [7,]  0.115147782 -0.0162945370  0.0308446422  0.3030638255  0.133870596
##  [8,]  0.155862946 -0.1010589994  0.3889247024  0.1009563301  0.095355761
##  [9,] -0.161250676  0.1026227862 -0.3681843913 -0.0778326924 -0.009611354
## [10,]  0.040524635 -0.2550461098 -0.0109560076  0.1038691575  0.157444941
## [11,] -0.494348545 -0.2284157319  0.0824737379 -0.1522454302 -0.291638894
## [12,] -0.181497698  0.0543703321  0.0489713816 -0.0226878830  0.013797436
## [13,]  0.270254405  0.2383461007  0.3655811106 -0.7302532467  0.096458412
## [14,] -0.014496785 -0.0121267063 -0.0036620371 -0.0053331952  0.001945042
## [15,]  0.104032277  0.1061795181 -0.7220209752 -0.2681070016  0.250509074
## [16,] -0.420147723  0.0962904967  0.0697263937  0.1201004404  0.396544777
## [17,] -0.344504651 -0.0631067496 -0.0137833622 -0.0606776146  0.078814534
## [18,]  0.053313958  0.0063948769  0.0024224709  0.0151583280 -0.001757439
## [19,] -0.006726243 -0.0165096107  0.0004118425  0.0002604322 -0.010212908
## [20,] -0.039331724 -0.0322826658 -0.0148651149 -0.0071234921  0.001419952
## [21,]  0.067445121  0.0513768531 -0.0457821090  0.0186388592  0.007784385
## [22,] -0.064600898 -0.0425566746  0.0403577161 -0.0093084022 -0.016604894
## [23,] -0.024339191 -0.0009171069  0.0020231669 -0.0158279281  0.011538243
## [24,]  0.056361699  0.0407098256  0.0123430809  0.0002264907  0.002114698
## [25,]  0.046377716  0.0552926024  0.0231865872  0.0152662292  0.012365793
## [26,]  0.022170641 -0.0181824423 -0.0006810517 -0.0098001927  0.013439516
## [27,]  0.076088980  0.0523656431 -0.0388547218 -0.0216923417  0.012712970
## [28,] -0.012633742  0.0266217382 -0.0008258243 -0.0154890106 -0.001444515
##               [,26]         [,27]         [,28]
##  [1,] -0.1435794096 -0.0037183480  0.0005934324
##  [2,]  0.0015142434 -0.0011358386 -0.2876641988
##  [3,] -0.1383995439 -0.1093687012  0.8164874853
##  [4,] -0.3606090281 -0.0121370467 -0.4470183734
##  [5,]  0.2792712453  0.0461443817 -0.1099368343
##  [6,] -0.1273270925  0.0069277055 -0.0397182078
##  [7,]  0.2490611661  0.0379072148 -0.0889765861
##  [8,]  0.2511520913 -0.6682532804 -0.1180031274
##  [9,] -0.1475083426 -0.7316273399 -0.0208702961
## [10,] -0.0119504487  0.0136837526 -0.0387151222
## [11,]  0.4197399966  0.0073257910  0.0105014661
## [12,]  0.0209215742  0.0250855334  0.0066181545
## [13,] -0.0566021018 -0.0051065084 -0.0340526667
## [14,] -0.0014335773 -0.0001446547 -0.0002497891
## [15,]  0.3039000319  0.0306127598 -0.0759135123
## [16,] -0.5592148294 -0.0092428482 -0.0756774580
## [17,] -0.0156208661  0.0102268587 -0.0110773927
## [18,] -0.0065167265  0.0070418213  0.0007364005
## [19,]  0.0097157320  0.0013605232 -0.0021902782
## [20,] -0.0081115777 -0.0097232508 -0.0040101856
## [21,]  0.0306586505  0.0065562470  0.0050374791
## [22,] -0.0485326210 -0.0049528118 -0.0038328704
## [23,]  0.0096258738 -0.0116106742  0.0058853093
## [24,]  0.0048152196 -0.0061561695  0.0046801090
## [25,] -0.0005716039 -0.0019662269  0.0016279255
## [26,]  0.0068409466  0.0021595328  0.0105983209
## [27,] -0.0128589380 -0.0016000853  0.0130190167
## [28,] -0.0015263837 -0.0002314264  0.0017887005

Pricipal Component Analysis

# PCA
pca_result <- PCA(scale_data,
                  scale.unit = TRUE,
                  graph = FALSE,
                  ncp=ncol(data_selected))
# summary pca result
pca_result$eig
##          eigenvalue percentage of variance cumulative percentage of variance
## comp 1  8.543073251            30.51097590                          30.51098
## comp 2  5.997211454            21.41861234                          51.92959
## comp 3  2.079356763             7.42627415                          59.35586
## comp 4  1.680595002             6.00212501                          65.35799
## comp 5  1.361421570             4.86221989                          70.22021
## comp 6  1.095594692             3.91283819                          74.13305
## comp 7  1.004695884             3.58819959                          77.72125
## comp 8  0.940160496             3.35771606                          81.07896
## comp 9  0.868754785             3.10269566                          84.18166
## comp 10 0.748523584             2.67329851                          86.85496
## comp 11 0.693103127             2.47536831                          89.33032
## comp 12 0.563403894             2.01215677                          91.34248
## comp 13 0.495751983             1.77054280                          93.11302
## comp 14 0.394491704             1.40889894                          94.52192
## comp 15 0.289539655             1.03407020                          95.55599
## comp 16 0.253543051             0.90551090                          96.46150
## comp 17 0.214527841             0.76617086                          97.22767
## comp 18 0.197741174             0.70621848                          97.93389
## comp 19 0.152630634             0.54510941                          98.47900
## comp 20 0.126883650             0.45315589                          98.93216
## comp 21 0.092012148             0.32861482                          99.26077
## comp 22 0.065127393             0.23259783                          99.49337
## comp 23 0.056686287             0.20245103                          99.69582
## comp 24 0.039480384             0.14100137                          99.83682
## comp 25 0.021525474             0.07687669                          99.91370
## comp 26 0.014970573             0.05346633                          99.96717
## comp 27 0.005408096             0.01931463                          99.98648
## comp 28 0.003785450             0.01351946                         100.00000
pca <- principal(data_selected,
                       nfactors = 7,
                       rotate = "none")
print(pca$loadings, cutoff = 0)
## 
## Loadings:
##     PC1    PC2    PC3    PC4    PC5    PC6    PC7   
## X1  -0.008  0.326  0.751  0.215 -0.163 -0.106  0.010
## X2   0.689 -0.538 -0.134 -0.153 -0.009  0.113  0.026
## X3   0.866  0.449 -0.104 -0.095 -0.039  0.046  0.008
## X4   0.462  0.837 -0.028 -0.004 -0.027 -0.005 -0.016
## X5   0.936 -0.127 -0.044 -0.077 -0.070  0.003  0.000
## X6   0.922  0.015 -0.031 -0.053 -0.123 -0.105 -0.042
## X7   0.879 -0.239 -0.117 -0.098 -0.022  0.059  0.032
## X9  -0.085  0.963 -0.064  0.014  0.017  0.005 -0.016
## X10  0.090 -0.963  0.061 -0.017 -0.027 -0.011  0.023
## X11  0.031 -0.723  0.267  0.010  0.024  0.154  0.085
## X12  0.673  0.535  0.326  0.081 -0.123 -0.110 -0.011
## X13  0.864 -0.147 -0.036 -0.118 -0.060 -0.040  0.015
## X14  0.945 -0.167 -0.058 -0.091 -0.049  0.047  0.033
## X15  0.026  0.207  0.003  0.094  0.215 -0.223  0.748
## X16  0.322  0.905 -0.098 -0.036 -0.010  0.027 -0.006
## X17  0.627  0.719 -0.064 -0.064 -0.047  0.014 -0.002
## X18  0.875 -0.155 -0.028 -0.069 -0.022  0.083  0.022
## X19  0.192  0.096  0.344  0.047  0.613 -0.197 -0.064
## X22 -0.424  0.184  0.000  0.060 -0.352  0.027  0.219
## X23  0.423 -0.006  0.174  0.068  0.576 -0.058 -0.105
## X24  0.281 -0.135 -0.272  0.847 -0.120 -0.014  0.015
## X25  0.383 -0.129 -0.245  0.830 -0.079  0.061  0.016
## X26  0.058  0.159  0.148  0.307  0.372  0.290 -0.374
## X27  0.481 -0.419  0.509  0.025 -0.108  0.086  0.110
## X28 -0.075 -0.121 -0.821 -0.118  0.208 -0.173 -0.111
## X29 -0.049  0.195  0.053 -0.081 -0.078  0.758 -0.003
## X30  0.610 -0.395  0.061  0.053  0.121 -0.126  0.021
## X31 -0.004 -0.150  0.148 -0.020 -0.417 -0.446 -0.451
## 
##                  PC1   PC2   PC3   PC4   PC5   PC6   PC7
## SS loadings    8.543 5.997 2.079 1.681 1.361 1.096 1.005
## Proportion Var 0.305 0.214 0.074 0.060 0.049 0.039 0.036
## Cumulative Var 0.305 0.519 0.594 0.654 0.702 0.741 0.777
scores_PC <- scale(scale_data) %*% pc$vectors
scores_PC
##                [,1]         [,2]        [,3]          [,4]         [,5]
##   [1,] -3.790691007  2.741434852 -0.25306551   0.972197866 -0.478547672
##   [2,] -1.952419426 -0.997910975 -0.18115697   1.293895589 -0.994766852
##   [3,] -2.948416069  0.089663408  2.76904275   0.481645087 -1.784941081
##   [4,]  0.825852971  3.305368671  0.37259435   0.827274033 -2.005376711
##   [5,] -3.610342564  2.550707283 -0.66626979  -0.057464111  0.398964015
##   [6,]  2.914810704  3.894437427  6.59629387  -0.800123289 -2.868073073
##   [7,]  0.714989739  4.782015250 -0.96232879   1.135159021  0.133718731
##   [8,] -6.997653676 -1.516515985  1.27028354   0.574613162  0.621203144
##   [9,] -5.160602930  2.711809569 -1.29099976  -2.722661818  2.062893332
##  [10,]  0.583451279  2.806195421 -0.45553236   0.004208520  0.518235579
##  [11,] -3.856755981 -0.540252223 -2.10090867   0.671115085 -0.296645200
##  [12,] -0.644567754  2.966194892 -0.21447494   0.067333058  0.721519052
##  [13,] -0.904183698  4.385194850 -1.13058660   0.849443642  0.239398717
##  [14,] -0.005492552  5.622488222  1.30831512   0.250471705  0.175147338
##  [15,]  0.640920504  2.884685209  1.29455590   0.203332844 -0.346206282
##  [16,] -1.680033626  0.145053780  0.69803495   0.943481109 -2.391420022
##  [17,] -3.422131353  2.003028164  0.72480126   1.200112713 -1.030338189
##  [18,] -4.038867245  0.159564867 -0.92321703   1.484658149 -1.339562493
##  [19,] -4.227298789  0.892580565  0.91063778   0.432418577 -0.357962843
##  [20,] -0.084375680  4.664555844 -0.10553436   1.037202885 -0.572828577
##  [21,] -6.789512794 -1.778833669  1.60355873   0.067544064  6.242880390
##  [22,]  0.015024395  1.847734203  0.48015842   0.429620648 -0.524967238
##  [23,] -2.411506311  1.501521595  0.79038935   0.632715124 -0.701887785
##  [24,] -9.743957144 -7.386455091 -0.49251046   0.396993832 -2.304964037
##  [25,] -4.894786305  0.908788152 -0.81962068  -0.584051441 -0.278858136
##  [26,] -2.684783510  0.400323857  1.90329338   0.040715960 -1.018801166
##  [27,] -3.062534149 -1.047442120 -0.00279536   0.866212915 -0.228525873
##  [28,] -5.283978618  3.065347343  1.13343214  -1.367896849 -0.707934182
##  [29,] -2.764703953 -0.445695299  3.44065012  -0.085091151 -0.995617119
##  [30,] -1.696240821  1.581855662  0.80568021   0.880144801 -1.279047064
##  [31,] -3.735705461  1.177576048  0.31713832   0.915163909 -0.393022845
##  [32,] -1.828023786 -0.005951382  0.77914889   0.204071131 -0.660641308
##  [33,] -3.776280937  0.480761295 -0.60718990  -0.161829584 -0.480422638
##  [34,] -2.095826946  1.550645586  0.66622387   0.111569477 -1.149804979
##  [35,] -0.816046492  1.710507645  0.59013794  -0.281399726 -0.500022644
##  [36,]  0.992648240  2.719582450  1.00606412   0.364552245 -0.176300373
##  [37,] -5.633449533  0.156304522  1.56873234   0.339085368  0.111763322
##  [38,]  0.415185746  3.656663037 -0.64693445   0.924617457 -0.160334679
##  [39,]  0.152588430  3.783984745  0.48255330  -0.200471755  0.005128998
##  [40,]  1.414932687  1.045158977  4.15257665  -0.539796751 -1.589573545
##  [41,] -1.080696650  1.716860178  2.73027877   0.070426213  6.340170778
##  [42,] -2.099091238  3.668809931  2.38913980   0.285817212 -1.592793421
##  [43,] -1.468835664  0.762270697 -0.09477659  -0.235751085 -0.147466419
##  [44,] -1.059311091  2.393286434  1.25547648  -0.191337230 -0.525336817
##  [45,] -3.407884179  1.785361320 -2.70676044  -5.138507566 -1.567560179
##  [46,] -1.112790386  3.419539755 -2.29381211  -0.094726448 -0.448995561
##  [47,] -1.449154200  3.599367738 -1.69563090  -0.234908598  0.508013979
##  [48,] -0.601749055  1.863841366  2.86574524  -2.086325171 -0.757945609
##  [49,]  0.183021033  1.216763774  0.78380909  -0.529849114  0.475142215
##  [50,] -4.852139907  3.307947225 -0.47925333  -0.756850983  1.140836466
##  [51,] -2.520087132  1.466365296 -0.24167772  -0.486553781  2.833328659
##  [52,]  0.697902670  3.803180466 -1.16347189   0.976801180 -0.623713511
##  [53,]  1.708390611 -0.504587159 -0.62661921   0.437991199  0.019546617
##  [54,] -3.480301387  0.781507677 -0.96599284  -2.007818123 -1.093531597
##  [55,] -0.134539482 -2.687579139  0.98020777   0.122636683 -1.039308209
##  [56,]  2.431752090 -0.682735415 -0.13920462   0.082094499 -0.655907213
##  [57,]  4.285744766  1.799157774 -0.10533996   0.394295456  0.163995342
##  [58,] -2.049781245  2.872682433 -2.94147340  -9.305935207 -2.294221950
##  [59,] -5.339272539  0.457577397 -0.80205624  -1.541121378 -0.878417944
##  [60,] -1.472636239  2.179176190 -0.80170345   1.103514808  0.226286071
##  [61,] -2.430846458  2.273585400 -0.87156742   0.370307411  0.140278070
##  [62,] -0.821045600  2.669446966 -0.02256797   0.529161173  0.151512150
##  [63,] -1.937533176  0.385389753  0.81524318   0.016402024 -0.400718592
##  [64,]  0.713551763  1.816237711  1.46185955   0.089528711 -0.799828843
##  [65,] -3.303578872  0.654889422 -0.48013497   0.160543759  0.126784216
##  [66,] -5.966726835 -1.736596224  0.96708481   1.024345962 -0.363252527
##  [67,] -4.044545979 -2.886857173 -2.39282919  -0.687883498  0.775968566
##  [68,] -3.940070939 -0.118973282 -0.44739404  -1.006241883  0.030542016
##  [69,] -2.070728820  1.761507180 -0.28878653  -0.194015020 -0.862113702
##  [70,] -0.787688800  1.558091385  1.49355886  -0.874873359  0.471948077
##  [71,] -4.523258059 -0.679701038 -3.07083407   0.980403250  0.444715348
##  [72,] -0.911935660  3.468434163  0.48180931  -0.089841042  1.416881650
##  [73,] -0.542979722  2.990174242  1.98661820   0.292752093 -0.962975110
##  [74,] -1.724205755  2.725876454  0.32713231   0.861904566 -0.493592937
##  [75,]  0.231576080  1.634870199 -0.08362510  -0.232052156  0.108160835
##  [76,] -1.029422760  2.798677898 -1.14953758   1.009886277 -0.172589224
##  [77,]  1.510729758  5.183769537 -1.85634793   1.534661353 -0.819751008
##  [78,] -3.243810650  0.203444738 -1.54851369   1.136892221  0.718966441
##  [79,]  2.159727467  4.405580044 -1.50331383   0.814682710  0.742285227
##  [80,] -3.368573439  1.055378117  0.51750420  -0.510254430  0.914272677
##  [81,] -2.769394421  1.857794727 -1.46709406  -0.316703309  0.152988727
##  [82,] -3.811900282  0.115133821  2.29700342   0.342523480  1.166929838
##  [83,]  0.928341304  1.876906557 -1.05648169   0.534757422  0.973521206
##  [84,] -0.264982871 -6.367041340 -0.36641674   0.029295211  0.464303909
##  [85,] -2.161115076  1.840831012  3.03936298   0.184095857 -0.742077604
##  [86,] -4.694360031  1.610184159  0.98189183   1.368689028 -1.369031814
##  [87,] -0.801047227  1.353914939  1.61241078   0.474707500 -1.811938913
##  [88,] -1.187810393 -0.470416155  0.26241077  -0.210422415 -0.989241979
##  [89,]  1.933010211  0.607912007 -0.94153262   1.090839088 -0.630748168
##  [90,]  3.112724566 -2.513308217  0.85560143  -1.051275885  0.347374385
##  [91,] -1.983439016 -4.847569975  2.33650244   0.236472889  0.452746046
##  [92,]  0.813337403 -0.961717424 -0.46046125   0.393960039  0.523118409
##  [93,]  3.971337498  1.671137210 -1.14941306  -0.039776486  0.408285861
##  [94,]  2.550491937 -0.771335966  1.44482677  -0.580058946  0.091694798
##  [95,]  0.612558409 -4.300185111 -1.07929479   0.182173279 -0.432157642
##  [96,] -1.908697267 -4.209715847 -2.23806396   1.151696793  1.125110624
##  [97,]  1.340032676 -2.584868125  3.04768051  -0.665659550  2.416387282
##  [98,]  4.977020271  3.183113711 -1.62593409   0.401675083  0.350313949
##  [99,]  2.217047527  0.747958919 -0.90843711   0.452728416 -0.151780691
## [100,]  4.986262127  2.437967538 -1.02777806   0.587109707 -0.695510018
## [101,] -3.148938873  1.327689824 -0.28455862  -0.306462620  0.026483495
## [102,] -3.549841627 -0.211726282  0.24619178  -0.406820063 -0.234705421
## [103,] -2.072997570  1.772080666  1.75177627   1.094689788 -0.914714987
## [104,]  1.321924140  3.455986611 -1.67816379   0.364213764  0.873918392
## [105,]  2.536770585 -0.305930979  0.23572691  -0.646961403 -0.065267387
## [106,]  0.608785368  3.631307839 -1.16585386   1.157584670  0.593893246
## [107,] -0.704628618  1.873173145 -0.66617567  -0.728090484  0.481841955
## [108,] -6.657811792 -0.680439509  0.38073355   0.235821993  0.089496964
## [109,]  3.399944662  2.834551232 -0.70986306  -0.913920842  0.095717862
## [110,]  5.593270359  1.993548275 -1.56581443  -0.103972587  0.693649859
## [111,]  4.000940721  0.097390356 -1.14784893   0.034993878  0.291625561
## [112,]  4.133363469 -0.394555446 -0.32896363  -0.935421976  0.948702648
## [113,]  5.387205550  2.939736528 -0.52885041   0.314585363 -0.352405310
## [114,]  3.410054688  2.261356491  0.72511818  -0.223967684 -1.223743848
## [115,]  3.838845641  0.743968501 -1.85305454   0.511523658 -0.684054737
## [116,]  3.053046614 -2.698691039  0.03898794   0.037455988  0.078939510
## [117,]  3.990542508  0.277962693  1.23165978  -1.299815873  2.852366686
## [118,]  1.467537453 -2.103896476  2.40555853  -0.130719094 -0.067092812
## [119,]  2.384426312  0.134251508 -1.23066159   0.674518803  0.231380604
## [120,]  2.452718215 -3.941402304  0.10518590  -0.285203557  0.506779136
## [121,]  1.870074892 -2.097944816  0.03877983  -0.525251803  1.145019763
## [122,]  2.651480026 -2.397030159  1.79303598  -1.155442164  0.774784955
## [123,]  0.661578887 -0.605122816 -1.28291438  -0.742935653 -0.709873514
## [124,]  0.730770699 -2.453150051  1.76690420  -0.028304179 -0.317499401
## [125,]  1.265341998  1.962879923 -1.26071367   1.434042085  0.095894275
## [126,]  3.302427194 -0.245112628  2.24426636  -1.316460342 -0.035970126
## [127,]  3.606355875  0.009717602 -0.02018959  -0.200170119 -0.506886499
## [128,]  2.027409732  1.192192902 -0.80472028   0.886378279 -1.603113793
## [129,]  3.042734333 -1.332279320  0.96930062  -0.593911715 -0.890283950
## [130,]  2.385481147 -0.865880172 -0.16717112   0.143555945 -0.906941181
## [131,]  4.178989842  2.824930177 -1.50875428  -0.062291310 -0.063068879
## [132,]  1.216660438 -3.035857505  0.61384664  -1.095541720  0.587677610
## [133,]  3.826745476  1.143762944 -0.20290996  -0.545653358 -0.547059781
## [134,]  2.498602601 -2.020601459 -0.55262541   0.178222038 -0.953671978
## [135,] -2.233738155 -3.500602065 -0.88925947   0.402333219 -1.036133539
## [136,]  6.162194973  1.937816916 -0.52680498   0.097468660 -0.844307192
## [137,]  1.190993423 -3.463344798 -1.32338757  -0.714450556  0.348813967
## [138,]  2.612489952 -0.252231278  0.08751427   0.449764806 -1.273838604
## [139,]  1.829556028 -2.752179160 -0.87554088  -0.199471074  0.416927355
## [140,]  1.545672217 -2.504187272 -0.07333360  -1.150528311  1.521871565
## [141,] -1.883064991 -4.301612896 -0.82476721   0.345026888 -0.493516778
## [142,]  1.273781361 -3.753654684 -0.09423069   0.071426003  0.308154124
## [143,]  3.084309539  0.934365732 -1.39096987   0.650584417 -0.440866621
## [144,] -1.800873674 -2.712896100 -1.24947306   0.888819968 -1.778543318
## [145,]  2.435177081 -2.174265029  0.25984436  -0.732045700  0.094745590
## [146,]  1.023480420  0.253851244 -1.46870829   0.666694346 -0.773122861
## [147,]  5.397727539  3.239326319 -1.70737917   0.438781757 -0.372486531
## [148,]  3.858087188 -1.386190309  1.71054611  -0.648662493 -0.532012784
## [149,]  3.235949461 -1.308519289 -0.50297494  -0.158084086 -0.320110555
## [150,]  1.445419572 -2.934705531  0.59025934  -1.248125077  1.238075406
## [151,]  1.026359929 -4.832801745 -0.56868933  -0.792918767 -1.341997493
## [152,] -1.809951710 -3.614883028 -0.64795692  -0.692177770 -0.384220317
## [153,]  1.691854219 -3.357904816 -0.78988372  -0.230133121  0.131329292
## [154,]  2.610592092 -1.313888983 -1.57880260   1.027639117 -0.266317239
## [155,]  3.573869574  0.155437304 -0.62525822   0.678617899 -0.631620410
## [156,] -0.945140110  2.934367162 -2.93784969  -1.618317057 -0.702380228
## [157,]  2.983062819  0.598405686  0.46646734  -1.198909020  1.368779961
## [158,]  2.012222550  3.006744407  0.52911924   0.668822984  0.003140203
## [159,] -5.939925592 -0.800277736  1.03402351   0.310550998  1.081087932
## [160,] -0.044828313  1.898816903  1.94078098  -2.061005806  0.640459890
## [161,] -1.602158921  1.176777911  0.85065241   0.230695573 -0.114270143
## [162,]  0.687922608  1.851647802  1.37386281   0.300604565  0.360831486
## [163,]  0.440946936 -2.660420222  0.76174444   0.050976260  1.141869659
## [164,]  3.358949162  0.516938830 -1.05213862   0.376910522 -0.028887344
## [165,]  4.818670772  3.364078011 -0.82763707   0.351340174  0.190554611
## [166,] -4.649865756 -1.429923298 -0.90880686   1.195504189 -0.744672188
## [167,]  4.251141111 -0.277513273  1.06972490  -0.993189243 -1.177445977
## [168,] -0.880479972 -2.539377118 -1.49975617   0.236253532 -1.254449263
## [169,]  2.447314982 -1.618990067  0.22122203  -0.090013438 -0.683976345
## [170,]  2.042775403 -0.063068274 -0.54016468   0.455608724  0.459032241
## [171,] -0.666822897  1.485071755  0.20023667   0.886654143  0.804580166
## [172,]  2.460469198 -1.251154059 -0.34710941  -0.433667341  0.987426138
## [173,] -0.019033648  0.900981688  0.14461359   0.057018076 -0.173896085
## [174,]  2.645185705 -1.220652950  0.07614954  -0.034649729  0.443216868
## [175,] -0.251826037  2.206388355 -0.87361034   0.530385768 -0.388959738
## [176,] -3.808868146 -1.067581272 -0.05041889   0.326850144 -0.060760313
## [177,] -1.195874304  2.419553990  1.12376475  -0.949517372  0.606354064
## [178,]  1.416938613  2.812146436 -1.59580831   0.408560129  0.539885985
## [179,] -1.547795477  2.433793778 -2.27774349   0.392526374  0.211959109
## [180,]  1.896084633  0.866088934 -0.42527978   0.663031375  0.227203472
## [181,] -4.135246153  0.473261238 -2.21259045   2.175825336 -0.494170824
## [182,]  3.774600174  0.804402256 -2.11567981   0.795835077  0.726589634
## [183,] -1.724868708 -0.310603104  1.03475675  -1.914307584 -0.383044739
## [184,] -2.897419830  2.070815425 -0.11703041   1.258222291 -0.361700359
## [185,]  2.013109652 -1.946555550  3.45450940  -0.732554693 -1.065196493
## [186,]  1.433010327  4.378453320 -1.04758377   0.289919470 -0.252580777
## [187,] -2.371087384  0.824038125  0.61899558  -0.501097964  0.232053583
## [188,]  2.812395113 -2.307286090 -1.11920545   0.750808598  0.581099613
## [189,]  2.073426436 -2.290811705  0.12108891  -0.108345143  0.684167263
## [190,] -3.748568110 -0.088275319  0.17321032   0.808605277  0.519629709
## [191,]  1.793128335 -1.716201604 -0.65020511   0.372159619 -0.321512928
## [192,]  0.405983284 -2.422608181 -2.27373890   0.965964404  0.853242813
## [193,] -2.765496210  0.761902007  0.63054351   1.101842619 -0.471739557
## [194,]  1.235836369 -3.731335394  0.83314548  -0.438314761  1.785462471
## [195,] -5.949892517 -2.221137902  1.82633204   0.503738690 -1.428666806
## [196,]  2.880662925  0.073615737 -1.19474617   0.327743599 -0.599565202
## [197,]  0.648867971 -3.112371505 -0.33937140   0.716715023 -0.957208547
## [198,]  0.444253870  2.883874611 -1.68381015  -3.021504578  0.824366720
## [199,] -0.290425942  3.049616125 -0.07096787   0.715811636  0.500589073
## [200,] -6.676835901 -2.222793258 -1.30455033   0.763696817  0.904136219
## [201,] -4.775395314 -4.304572487  1.39512387  -1.784346662  0.398107827
## [202,] -2.463918402  2.438459210 -0.88643637   1.101086397  0.480033077
## [203,]  3.793495891 -0.450590747 -1.05078675   0.656902793  0.691874348
## [204,]  2.075325345 -2.414334479  0.14680587  -1.397146371  0.568883725
## [205,] -4.036884389 -0.715315494 -0.99325159   0.776337077 -0.323653560
## [206,]  2.897324020 -2.409482367  0.03182860  -0.250301928  0.539569758
## [207,]  0.357292486 -0.367028621 -0.19239661   0.534263593 -0.055421753
## [208,]  2.753173097 -0.990027546 -1.61974403   1.199149216  0.145003288
## [209,] -2.992736598  0.652333087 -2.46888755   0.860698278 -0.181710475
## [210,] -0.591664751 -6.407432659  0.50703506   0.169495889  0.332091653
## [211,]  2.749802082 -1.602490915 -1.93975287   0.436632271  0.184342017
## [212,] -2.590928458 -0.017472409  0.93337657   0.535350769 -0.821446329
## [213,]  3.716808511 -1.193291415  0.47753728  -0.437901696 -0.165161610
## [214,]  3.959327489  0.553266943  1.17115992  -0.306121711  0.013557708
## [215,] -1.878472424  2.229244924  0.25760239   1.163279468  0.307894274
## [216,] -0.288252015  2.775667432 -1.46994285   0.767760066 -0.178792150
## [217,] -0.580600205 -2.437358742 -1.15643163   0.211051428  0.301998733
## [218,] -2.593159775 -0.263227067 -0.14381479  -2.160617091  1.532979562
## [219,] -1.451712924  1.734802713  0.25508966   0.814430298 -0.568401274
## [220,] -4.745333011 -1.426042262 -0.91533314   0.660350679 -0.711341472
## [221,] -2.540115266  0.508146637 -1.97371946   0.219108105 -1.703750749
## [222,]  2.917372706 -1.885186979  1.20525862  -0.245209068 -0.212180465
## [223,] -0.165248156 -4.030690508 -1.66549800   0.487160659  0.265388943
## [224,] -4.797152229 -0.124506488 -1.86927279  -0.979703216 -0.290913537
## [225,]  2.956737727  0.091495220 -0.96194306   0.970152054 -0.482727690
## [226,] -0.740118896  5.204168464  0.07321576   0.761460645  0.669976021
## [227,] -2.706217997  0.257260172  0.48010850   0.523370387 -0.032872433
## [228,]  0.683980835 -2.006400932 -1.10558337   0.590947735  0.682023110
## [229,]  1.430877506 -1.279167194 -0.94019022  -0.174533329  1.397014275
## [230,]  1.437998420 -1.625959799 -1.02142814   0.701851880  0.213836153
## [231,]  1.049678906  1.867044410  0.71102840   0.387953380  0.556759293
## [232,]  2.186516892 -1.809858116  0.30984080   0.819526471 -0.185018891
## [233,]  3.340089719 -1.501266177  1.19494850  -0.536702344  0.205682460
## [234,]  5.369731616 -0.048095325  0.69737763  -0.602625269  0.333526412
## [235,]  0.378518747  2.189713901  1.91824955  -0.044851328 -0.691010415
## [236,]  4.569027831  2.277416023 -2.03041610   0.894103582  0.222209250
## [237,]  3.283386493  2.949685120  2.89918392  -0.698594562  0.031777688
## [238,] -1.108648235  1.036958953 -1.49677060   0.709092650  0.112241343
## [239,] -0.884412888 -1.793041989 -0.87968780   0.709273669 -0.344808957
## [240,]  2.842781207 -2.487669506  0.57219378  -2.374840073  4.791361919
## [241,]  2.392223388 -0.635246424 -2.31062185   1.153825222 -0.634638868
## [242,]  2.999763069 -0.605264958  0.58189775  -0.003409863  0.502847282
## [243,] -1.512660948  0.599538169  2.80434198   0.226133771  6.341611856
## [244,] -2.661639383  0.011101328 -0.54415947  -0.630699945  0.347973695
## [245,]  1.341309093 -2.596718471 -0.66892119  -0.168858803  0.718101023
## [246,]  4.818112260 -0.804995272  0.75808745  -0.903795354  0.592298187
## [247,] -2.857874384 -7.806819529 -1.67306018   1.464470726 -0.780104351
## [248,]  0.854035857 -3.508068658 -0.16966874  -0.058454896  0.030669814
## [249,]  2.155199806 -0.543641566  1.62833355  -0.402309931  0.814158000
## [250,]  3.042926182 -1.917339874  0.44952307  -0.588516338  0.584584848
## [251,]  0.058446660  1.071615026  0.80302077   0.005555720  3.663167427
## [252,]  3.048915176  1.619001705  1.57352910  -0.167814531 -0.950484005
## [253,]  3.336038239  0.302695658  0.58165424   0.303170293 -0.618351888
## [254,]  0.738735775  3.252972964  1.20297217   0.179244782  0.118630231
## [255,]  3.677523719 -3.867947804  0.35994524  -0.537592719 -0.467198463
## [256,] -2.623768447 -0.501633117  0.72793920   0.879416702 -0.680545671
## [257,] -2.249936367  0.481414760 -0.16481592   0.684473640 -0.750553707
## [258,]  3.207586018 -0.287103076  1.90924959  -0.744135600 -0.243582613
## [259,] -1.106831571 -6.115603918 -1.01827933   0.370623473 -0.554321653
## [260,] -2.896778692  3.596367500 -0.08315446   1.348036286  0.126720748
## [261,]  1.558496572 -3.067877169 -0.72532674   0.385776748  0.654412352
## [262,]  7.021485851  0.577295931 -1.43629222  -0.421256194  0.574060489
## [263,]  1.439682245 -4.469566609  0.35908125  -1.213523191 -0.322702983
## [264,] -1.736083743 -0.382695912  1.93671924   0.028002312 -1.199309036
## [265,] -1.216456536  2.295762176  0.43777637   0.822941412 -0.469225211
## [266,] -0.397171666 -2.350875360 -1.70969322   0.788478424  0.934328830
## [267,] -2.649849005 -0.715306623 -1.24053094  -0.944411987  0.131485468
## [268,] -1.096399701  1.435514049 -1.32096388   0.328851106  0.101587178
## [269,]  0.820802643 -4.868355022 -2.12903938   1.439348677 -1.210513806
## [270,]  4.731191695  1.531494148 -1.15259092   1.073066151 -0.146929073
## [271,]  0.412879981  0.944601191  0.25738450   0.242901953 -0.340143841
## [272,] -3.145149656  0.516597676  1.01379183   0.169732776  0.584318727
## [273,]  2.033790632 -5.418664159  3.60175922   0.171920375 -3.134451122
## [274,]  1.987745237 -2.363896430 -0.55814007  -0.226568856  0.391878712
## [275,] -0.329633245  3.457517015 -0.27953185   0.574023344  0.152490427
## [276,]  2.543712865 -1.897132953 -0.98519667  -0.249595223  0.604698555
## [277,]  1.793762830 -2.111711342  0.58608749  -0.671551484  0.177775312
## [278,]  1.784118993  3.166870834  4.00251025   0.218346613 -1.208690254
## [279,] -5.312640084  2.129741340 -4.61604596 -14.765867611 -0.901251218
## [280,]  0.208650634 -1.871854494 -2.03060989   1.415885077  1.270374463
## [281,] -0.836263749 -8.456625124 -0.70471194   0.676825499 -1.108653382
## [282,] -1.167631749  1.058953727  0.48244769  -0.481397928  0.313164925
## [283,]  0.018173818 -2.832017712  0.76266332  -0.912076135  1.986370617
## [284,]  0.607301475 -0.772334920 -1.44376397   1.055349474  0.134450770
## [285,]  1.077744656 -1.703387248  1.79453570   0.142232856 -0.338542931
## [286,] -2.359840867  1.385315575  0.28868498  -0.036497505  1.608135758
## [287,]  1.502149525 -2.753658310 -0.53196188   0.106965398  0.633528533
## [288,] -2.604273555  2.322276551 -2.71214242   1.465298015  0.840110922
## [289,]  0.499911781 -4.229969010 -0.06034328   0.305419069  0.088360414
## [290,]  0.925630098 -0.919705531 -1.31557174   0.822633553  0.822435130
## [291,] -4.444540008 -2.475935803 -0.18596656   1.195186412 -0.990157456
## [292,]  3.901384371 -1.190385481  1.66475962  -0.961635626 -0.557498763
## [293,]  4.203165619 -1.701446373  0.82670318  -0.118608006 -1.179959972
## [294,] -6.306330584 -4.739215126 -0.48070525   0.946924097 -0.965984718
## [295,] -0.395301885  2.461117380  1.71791063   0.105492797  1.260596331
## [296,]  1.160418521 -0.286347750  0.16426779   0.511485606  1.391405136
## [297,]  1.807300228 -1.687205171 -0.59722366   0.377462039 -0.499648519
## [298,] -0.201814214 -3.739443267 -0.37268219   0.180134554 -0.419519907
## [299,] -0.021735875 -1.604075358 -1.46197345   0.514342179 -0.502682404
## [300,] -1.022862792  1.521409059  3.10760166   0.022378361 -1.334206534
## [301,]  4.709946178 -1.047311667  2.25447909  -0.753952741  0.379940213
## [302,]  2.559534804 -1.400400596 -1.85648584   0.638679129  0.471418601
## [303,]  4.630327605 -1.499933223  0.17579428  -0.414220301 -0.582144062
## [304,] -1.015927779 -3.888392447  0.13803471  -0.666866341  0.581143511
## [305,] -0.209873364  2.623331438  1.93049088   0.616131236 -1.224305853
## [306,]  1.808275977 -2.808659558  3.28578225  -1.066739731 -0.455727021
## [307,]  0.928103057 -0.918982638  1.06938188   0.251112550  1.245080069
## [308,]  1.297390724 -0.764885190 -0.05594609   0.655568622  0.552021655
## [309,] -2.829539682 -0.841278736  3.01768589  -0.210293123 -1.472910373
## [310,] -4.803824196 -0.675574140 -0.37940331   0.217272659 -0.928851255
## [311,] -3.420931841  0.803491106  1.51037181   0.870255341  2.752320668
## [312,]  3.353097707  0.504688884 -0.94691679   0.064013831  0.453329432
## [313,] -2.800870658  1.038891414  3.95359462  -0.841445898  3.957379065
## [314,]  2.611298066 -3.008777988 -0.08786508  -0.474940130 -0.365737663
## [315,] -2.652134614  0.911929435  0.27438996  -0.504188933 -0.083831055
## [316,]  5.271365348  1.613190366 -2.20321726   0.196157095  0.005377885
## [317,] -3.650064614 -0.726369380  1.56489157   0.002024235 -0.089414976
## [318,] -3.175145551  2.179559183 -0.04665527  -0.318591698  0.460689939
## [319,]  5.033827175 -1.276804011  1.47707850  -2.743477841 -5.060217913
##                [,6]          [,7]         [,8]         [,9]        [,10]
##   [1,] -0.291455123  6.349237e-01  0.108663826 -1.171388465 -0.404694339
##   [2,] -0.665929292 -2.673194e-01  0.231599090  0.482964637 -0.147766079
##   [3,] -0.411466160 -3.417887e-01 -0.118281576 -0.205204457 -0.570885834
##   [4,] -0.876962762 -3.624667e-01 -0.661651963  0.071735034  0.329432548
##   [5,] -1.083015245  1.117930e+00 -1.263552245  0.234120311  0.129517942
##   [6,] -0.922023646  3.331326e-01 -1.432634135  0.720163528 -1.995666560
##   [7,]  0.340700023 -8.529950e-02  0.398121463 -0.661513895 -0.491358934
##   [8,] -0.432963882 -4.797347e-02 -0.900461947  1.229519046  0.345948109
##   [9,]  0.085151120  4.896871e-01 -0.910020024  2.679858197  0.961125109
##  [10,]  0.119029450 -1.325072e-01  0.382337856 -0.043081760 -0.410734967
##  [11,] -0.303177403 -1.400576e-01 -0.042708825  0.093569220 -0.379399542
##  [12,] -0.014543421  5.414504e-01  0.170875617 -1.045834427 -0.502169205
##  [13,]  0.371451093 -2.008848e-01  0.263345117 -1.140635750 -0.052679959
##  [14,]  0.127182682  7.846011e-01  0.193743362 -1.328585438 -1.009037723
##  [15,] -0.971473004  1.045841e+00 -0.457235860  0.170423332 -0.351284330
##  [16,] -2.169900357  5.372634e-01 -1.433011028  0.588284919 -0.067669056
##  [17,] -1.048949004  5.467653e-01 -1.515140802  0.476772487  0.157515416
##  [18,] -1.066942638  6.595930e-02 -0.944621152 -0.289995689  0.072787415
##  [19,] -0.683035991 -1.745149e-01 -0.501902095  0.847494944 -0.082445336
##  [20,]  0.102375725 -7.338895e-01  0.132477252 -0.209041431  0.123873603
##  [21,] -1.289936770  8.609301e-01 -0.008253155  0.558969835  3.243243242
##  [22,] -0.108818629  2.688613e-01  0.000725860 -0.373347450 -0.536349262
##  [23,]  0.057610241  6.562661e-02 -0.157304130 -0.416928972 -0.532527044
##  [24,] -1.552381865 -3.724203e-01 -0.269582950 -0.589602192  0.060562426
##  [25,] -0.759323308  2.718299e-01 -0.449643169 -0.093165548 -0.500444445
##  [26,] -0.546323245 -8.428323e-01 -0.528719883  1.400856245  0.558195785
##  [27,] -0.851957645 -2.043265e-02 -0.240562861  0.574566017 -0.361148180
##  [28,]  0.243825632 -6.268382e-01 -0.254327321  1.412880557 -0.018558796
##  [29,] -0.356195954 -1.294669e-01  0.916239592 -0.219239088 -0.640221375
##  [30,] -0.576547485 -5.042984e-01  0.525524791 -0.114015375 -0.235166768
##  [31,] -0.208976633  4.923444e-02 -0.013517328  0.072922378 -0.725066241
##  [32,] -0.298956092 -4.973170e-02 -0.114801615  0.006689644 -0.781643104
##  [33,] -0.067479535  6.574789e-01  0.098563361 -1.538613790 -0.784787113
##  [34,] -0.157108850  9.093898e-03  0.369734678 -1.234426356  0.113814778
##  [35,] -1.107242246  9.354907e-02 -0.460019892  0.335403827  0.219813814
##  [36,] -0.700992744  5.655523e-01  0.063582043 -0.490283433 -0.681573022
##  [37,]  0.066798535  4.290208e-01  0.022861146  0.116414804 -0.612211916
##  [38,] -0.119566656 -3.144266e-02 -0.153135917 -0.400199072  0.156015127
##  [39,]  0.206100901  2.660815e-01  0.319405030 -0.961525399 -0.526084594
##  [40,] -0.115142137  3.488750e-01  0.098421564 -0.538910256 -1.148403360
##  [41,] -1.748041927  2.136449e+00 -1.065983091 -4.205767630  5.133864412
##  [42,] -0.870966914 -6.963209e-01 -0.360352297  1.049851213  0.368116039
##  [43,] -0.859387607  4.240807e-01 -0.049280581  0.217725317  0.006326573
##  [44,]  0.469029341  8.272289e-01  0.219225274 -1.586554562 -1.191527621
##  [45,] -0.721285447 -3.116928e-01 -1.158186128  2.255607544  0.746915404
##  [46,]  0.090200368  2.187624e-01 -0.723778149 -0.083371345 -0.268974650
##  [47,] -0.310159068  4.186528e-01 -0.218162551  0.018527543  0.086844640
##  [48,] -0.208822734 -3.433647e-01  0.090665551  1.458164604 -0.179784242
##  [49,] -1.354423465  4.263854e-04 -1.119911829  1.966045115 -0.586295083
##  [50,]  0.496094142  5.140351e-01 -0.242557915  0.304030392 -0.294416846
##  [51,] -0.163827153  2.712789e-01 -0.292724154  1.020229250 -0.005203329
##  [52,] -0.566612942  4.315349e-01 -0.945745028 -0.507286556 -0.021706872
##  [53,] -0.922744806  7.798211e-01 -0.685290344  0.050111410 -0.064447717
##  [54,] -0.262793806  2.660471e-01 -0.905699111 -0.408545778 -0.638481542
##  [55,] -0.769872287  8.964857e-02 -0.131366712  0.420458764  0.280851040
##  [56,] -0.804437467  4.547077e-01  0.108122759 -0.147481094  0.383777730
##  [57,] -1.016356492  5.123909e-01 -1.156672054  1.054432222 -0.309137802
##  [58,] -0.405492014 -1.629428e-01 -0.427941083  0.716802179  1.722701786
##  [59,] -0.234015398  1.275013e-01 -0.585302459 -0.143014008 -0.030483934
##  [60,] -0.486040794  2.758020e-01 -0.173058398  0.059493954  0.092650379
##  [61,] -0.287397953  2.664357e-01 -0.027949801 -0.239967912 -0.172540346
##  [62,] -0.313865900  5.013046e-04  0.038110683  0.370572435 -0.086734535
##  [63,] -0.378638093 -2.144513e-01  0.335998675 -0.472976438  0.070733961
##  [64,] -0.351360610 -4.418064e-01  0.772276434 -0.134770609 -0.180978914
##  [65,] -0.512666872 -3.061455e-01  0.344142908  0.605692529  0.006461875
##  [66,] -1.784341529  8.077705e-01 -0.845695425  0.240919751  0.260123193
##  [67,]  0.258470915 -6.389487e-02  0.921105944 -0.349284709 -0.486302882
##  [68,] -0.499366973  2.898666e-01 -0.238650205  0.435972296 -0.376460566
##  [69,]  0.143261543 -8.407044e-01  0.403738390  0.342733435  0.150280759
##  [70,]  0.689752738 -4.093868e-01  1.264315727 -0.196006218 -0.781047769
##  [71,]  0.429067155 -5.119304e-01  0.890351326 -0.471082808 -0.022782948
##  [72,]  0.626405937 -4.014915e-01  0.506573729  0.632317726 -0.830653370
##  [73,]  0.661399995 -1.534381e+00  1.137715460  0.521628839 -0.482909445
##  [74,]  0.775589413 -1.000396e+00  0.934340860 -0.233806700 -0.070813809
##  [75,] -0.050416147 -4.911258e-01  0.601450936  0.244807751 -0.023547853
##  [76,]  0.325001798 -3.500998e-01  0.968341449 -1.181222652 -0.155367681
##  [77,] -0.347213858 -1.475853e+00  0.042666180  0.690805120  1.282830564
##  [78,] -0.901268240  3.394063e-01 -0.704090234  0.387430326 -0.128237667
##  [79,] -0.545606593  6.463882e-01 -0.839182949 -0.870779983 -0.029561065
##  [80,] -1.110747443  8.005838e-01 -0.870045380  0.649460014  0.755542757
##  [81,] -0.214925991 -4.199640e-01  0.074349843  0.906532371 -0.074118981
##  [82,] -0.723029411 -5.981883e-01  0.385689321  1.406687441  1.294992076
##  [83,]  0.315360362  5.316593e-01  0.477887452 -0.349954277 -0.208024221
##  [84,] -0.675115532  6.486798e-01  0.135551819 -0.462087745 -0.772617828
##  [85,]  0.385082764 -3.923914e-01  0.587456318  0.529681015 -1.177637030
##  [86,]  0.418674561 -7.658279e-01  0.622579965 -0.348638659  0.091964243
##  [87,] -1.181719432 -5.663637e-01 -0.726482596  1.186832135  0.715232392
##  [88,] -0.799055516  5.735911e-01  0.001973421 -0.592901986 -0.462563324
##  [89,] -0.714668091  9.000069e-02 -0.031866219 -0.155724778  0.498291511
##  [90,] -0.910212722  7.989022e-01 -0.256983516  0.520959947 -1.102237296
##  [91,] -0.846863578 -5.626157e-01  0.368388460  0.341794408  1.119993038
##  [92,]  0.268290906 -6.971347e-01  0.341458619  0.936988742 -0.416576985
##  [93,] -0.336637377 -1.184344e-01  0.169134416  0.712245582  0.189652694
##  [94,]  0.088522730  7.397095e-01  0.345358343 -0.566252720 -0.156608256
##  [95,] -0.186623176  4.189995e-01  0.180491906 -0.609265064 -0.577627717
##  [96,] -0.510530754  2.575075e-01 -0.082511984  0.739769677  0.170122448
##  [97,] -1.212853366  1.976741e-01  0.628999139  0.283914376  0.875497262
##  [98,] -0.251205801 -2.465907e-01  0.152685321  0.099872588  0.043603952
##  [99,]  0.198100925  4.294593e-01  0.064404758 -1.026415500 -0.164654771
## [100,] -1.063959931 -1.637311e-01 -1.085041706  0.112629254  1.036771431
## [101,] -0.320783303  1.133317e+00 -0.526938874 -0.952088218 -0.805884298
## [102,] -0.375909535  8.761031e-01  0.065924609 -1.072181682 -0.993106874
## [103,] -0.901028279 -1.059232e+00 -0.278580594  2.081691840  0.957299914
## [104,] -0.456249340  5.535139e-01 -0.450663144  0.054495954 -0.375500786
## [105,]  0.057851298  1.498584e-01  0.699255458 -0.377243128 -0.172288842
## [106,]  0.560725397 -7.144346e-01  0.911145674 -0.011999748 -0.159233211
## [107,] -1.108153143  8.148827e-01 -1.363406706  0.785735836  0.025786170
## [108,]  0.220067819 -8.719186e-01  0.867645124  0.363676782  0.367982495
## [109,] -0.040446853 -1.966365e-02 -0.059367732  0.517630212  0.066611755
## [110,] -0.062514953  1.427002e+00 -0.147457651 -2.124561518 -0.368600685
## [111,]  0.093451389 -8.297918e-01  1.459423978  0.277217413  0.727178138
## [112,]  0.400681390  4.452386e-02  1.064293867 -0.040292321 -0.391813973
## [113,] -0.451362767 -6.180112e-03 -0.353277358 -0.132964300  0.223528482
## [114,] -1.222804560  9.062315e-01 -0.839550911 -0.337950525  0.690248851
## [115,] -1.112005924  5.004726e-01 -0.756054999 -0.382654825  0.852505175
## [116,] -0.759202640  3.708928e-01 -0.297771484  0.132509077 -0.070940557
## [117,]  0.609123239  1.553063e+00  0.632123470 -0.731512569 -1.820882416
## [118,]  1.560626937 -7.420825e-02  0.958231993 -0.574202562 -0.848426207
## [119,] -0.061916639 -7.267036e-01  0.587813413  0.923078213 -0.286433663
## [120,] -0.058019118 -4.214992e-01  0.691065396  1.012565560 -1.010615050
## [121,]  0.287281835  1.872692e+00 -0.300381545 -1.949623079 -1.149424405
## [122,] -0.217918101 -3.944963e-01  0.457981297  0.713789030 -0.574600154
## [123,] -0.731212124 -2.677744e-01 -0.295604664  0.636417370 -0.145674226
## [124,] -0.731293252  4.357410e-02 -0.194315377  0.629566465 -0.415967106
## [125,] -0.634545140  1.031006e-01 -0.672830699  0.776711161 -0.228509641
## [126,] -0.443141282  3.593395e-01 -0.236642313  0.798168995 -0.432029727
## [127,] -0.604602408  2.296097e-01  0.005172674  0.041538677 -0.019375452
## [128,] -0.787801117 -7.878903e-01 -0.470943605  0.839515737  0.791517992
## [129,] -0.848020126  5.898813e-03  0.493261268 -0.168986029  0.392453711
## [130,] -0.897875578  5.830753e-02  0.231974241 -0.582690638  0.649333998
## [131,] -0.883449905  2.391698e-01 -0.635573308  0.145483559  0.164223708
## [132,] -1.223376396  7.680635e-01 -0.824123762  0.686211785 -0.607225053
## [133,] -0.728793757  4.744447e-01 -0.179307616  0.454934150 -0.128111375
## [134,] -0.959838722  2.186116e-01  0.038281171  0.106750650  0.743187761
## [135,] -1.297495481  4.263751e-01 -0.547199436  0.170791405 -0.314192246
## [136,] -1.380041761  6.097066e-02 -0.538843293  0.433019172  1.226055954
## [137,] -0.898335931  1.910967e+00 -1.399757529 -1.036481036 -0.965763377
## [138,] -1.363628769  7.448120e-01 -0.344214757 -0.388965840  0.805232840
## [139,] -0.567655438  6.792365e-01  0.124824540 -0.788604862 -0.590090813
## [140,]  0.523601808  5.358890e-01  1.229818289 -1.008889052 -0.996435270
## [141,] -0.234454539 -3.764631e-01  0.970372596  0.156856900  0.086518837
## [142,] -0.306405479  3.853405e-01  0.021562014 -0.427701992 -0.374864197
## [143,] -0.373027287  3.135171e-01 -0.213088998 -0.371583505  0.055641188
## [144,] -1.077880243 -3.917137e-01 -0.620208971  0.332677395  1.617201948
## [145,] -0.783434634  1.719754e+00 -1.281014727 -0.766566616 -1.157803593
## [146,] -1.515846616  1.060437e+00 -1.233626066  0.058831074  0.925799377
## [147,] -1.269345430  4.340329e-01 -0.847723348 -0.374923317  0.758072281
## [148,] -0.974264532  3.298639e-01  0.052615119  0.133412487 -0.118741393
## [149,] -0.427397959  2.169003e-01 -0.062214646 -0.445707042  0.144418241
## [150,] -0.847019572  6.420165e-01 -0.297450996  0.719900209  0.974798284
## [151,] -0.843033285 -9.086671e-02  0.859919748 -0.882360304  0.719946351
## [152,] -0.437620265  5.312993e-01  0.312987005 -0.882353593 -0.305768578
## [153,] -0.621385327  8.246855e-01 -0.396889541 -0.162005919 -0.901785610
## [154,]  4.280995096  7.449807e-01 -4.464618042 -0.160798027  0.701841092
## [155,] -0.973388844  3.239166e-01 -0.723296961  0.287567548 -0.192460785
## [156,] -0.456289393  6.533002e-01 -1.065504114 -0.651948581  0.107235562
## [157,]  1.162477861 -1.162652e-01  1.716657771  0.169156573 -0.797121418
## [158,]  0.738654760 -1.023557e+00  0.856867004  1.149184007  0.498907698
## [159,] -0.438362706  1.919188e-02 -0.126985610  0.033627126  1.132822765
## [160,]  0.159318378  5.541378e-02  0.457467584  0.234068356 -0.051694967
## [161,] -0.114996291  1.516240e+00 -0.262956346 -2.156047328 -1.081053436
## [162,] -0.672492835  1.112460e+00 -0.929997107 -0.900260820 -0.141168165
## [163,]  0.695620706 -3.008235e-01  0.192460272  1.607127944  0.011614689
## [164,]  0.126124448 -4.222230e-01  0.297338057  0.357285854  0.274226330
## [165,]  0.945303717 -1.322232e+00  1.084781621  0.137354249  0.330657375
## [166,]  0.513908264 -8.914347e-01  0.294465648  0.444610776  0.155102586
## [167,] -0.390308523 -2.131849e-01  0.564913714  0.709159150  0.820779789
## [168,]  0.084976528  1.071084e-01 -0.241556199 -0.505928176  0.839112030
## [169,] -0.239121793  4.979180e-01 -0.426087824 -0.424509879 -0.158534459
## [170,]  0.258610382  4.470685e-01 -0.403027704 -0.043464242 -0.162183869
## [171,]  0.391145923  1.764855e-01  0.053631943  0.037762732 -0.682667855
## [172,]  0.557552158 -1.108029e-01  1.238403413  0.112834185 -0.524355406
## [173,] -0.435154425 -2.622421e-01 -0.014698424  0.314652333 -0.354872224
## [174,] -0.991540057  1.192832e+00 -0.564222761  0.168146123 -0.548017055
## [175,] -0.657671153 -2.087038e-01 -0.029420470  0.132874644  0.102738986
## [176,]  0.333595791  3.404961e-01  0.761798505 -0.668199692 -0.555405372
## [177,]  1.160571099  1.333677e-01  1.238509267 -1.488152732 -0.890243264
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## [180,]  0.171216454  3.375264e-01 -0.122766381  0.276507417 -0.138339674
## [181,]  0.075266279 -1.165967e+00  0.739872332  0.103990130  0.270233892
## [182,] -0.630825064 -3.955059e-01 -0.274353160  0.935872814  0.275246207
## [183,]  0.743900398  7.327650e-02  0.375655327 -0.483148868 -0.904214966
## [184,]  0.975048930 -3.274376e-01 -0.318979888 -0.314082710 -0.385336843
## [185,]  1.507834291 -4.648545e-01 -0.447494203  0.240843219  1.163555834
## [186,]  0.513497231  6.793609e-01  0.429376021 -2.613741267  0.283016225
## [187,]  1.013244774 -1.742247e-01  0.173578180 -0.033242080 -0.423108265
## [188,] -0.088802243 -2.290980e-01 -0.131154899  0.843409591 -0.053611371
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## [190,] -0.088180786  5.303374e-01  1.111034365 -2.451264368 -0.053387408
## [191,]  0.206340078 -6.264100e-01  0.939825588  0.133346074  0.655658016
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## [193,] -0.876284759  1.046749e-01 -0.040834191  0.255700500  0.047660250
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## [195,] -0.499307676 -2.710282e-01 -0.389677045 -0.226334420 -0.728332489
## [196,] -0.737270322  4.809228e-01 -0.586843142  0.197759800  0.061545365
## [197,] -2.379416632  1.485898e+00 -1.640513825 -0.206131094  0.437775895
## [198,]  1.201770381 -2.213580e-01  0.089577395  0.246162153  0.001249816
## [199,]  0.565743597 -5.633475e-02  0.028191597  0.088000976 -0.279379562
## [200,]  0.274657785 -4.995362e-01  0.843392160  0.576916969 -0.129175665
## [201,] -1.683775670  3.785033e-01 -0.154860612 -0.585508611  1.084074301
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## [203,] -0.398585447  4.214325e-01 -0.315847073  0.813732808 -0.713484708
## [204,] -0.662782928  7.165691e-01 -0.462801163  0.493007264 -0.347560477
## [205,]  0.028895094  4.935445e-01 -0.307372693 -1.047724598 -0.068166114
## [206,] -0.377298147  1.015196e+00 -0.868330831 -0.241314670 -0.550050168
## [207,] -0.837814029  5.696339e-01 -0.611933401  0.723474017 -0.094988657
## [208,] -0.972952150  2.872931e-01 -0.926768787  1.107710849 -0.184710874
## [209,]  2.051904810 -2.577376e-01 -1.192057344 -0.370646206  0.185895088
## [210,]  0.058935430 -1.895963e-01  0.343953050  0.268212054 -1.141725564
## [211,] -0.156615842 -5.699631e-01  0.761144434  0.656951704  0.596980179
## [212,]  0.202721621  3.646518e-02  0.162035173  0.024379257 -0.430060440
## [213,] -0.299208985 -4.401459e-01  0.774063615  0.665755303  0.252413089
## [214,]  0.266368354  1.805745e-01  0.661272043  0.122036474 -0.581881743
## [215,]  6.617674386  1.796668e-01 -4.607458648  0.408712770  1.351291547
## [216,] -0.409650035 -2.653992e-01 -0.107049321  0.028341641  0.254962286
## [217,] -0.084185234  3.368566e-02  0.628911953 -0.008825692 -0.213699363
## [218,] -0.064678175  1.039985e+00 -0.206862438  0.055744095 -0.261297948
## [219,]  0.403090181 -3.508691e-01  0.605751850 -0.061810550  0.398909707
## [220,]  0.505880493  2.695564e-02  1.269554649 -0.150836756 -0.674359939
## [221,] -0.616854119  2.534340e-01 -0.534079695 -1.029865451  0.971403015
## [222,] -1.288166265  4.900103e-01 -0.360461867  0.564117116 -0.046095080
## [223,]  1.254249213  6.165582e-01 -0.649341919 -0.731974109 -0.650226543
## [224,]  0.388074980 -5.679646e-02 -0.116939953  0.394529106 -0.672030704
## [225,]  0.004016426 -8.815740e-01  1.124740281  1.006487553  0.583070669
## [226,]  1.499185678 -6.840725e-01  0.819501780  0.054217313 -0.645145267
## [227,] -0.216274215 -3.551935e-03  0.539619408  0.657934825 -0.350444338
## [228,] -0.021972510  3.963499e-01 -0.260402423  0.477259905 -0.447257957
## [229,]  0.048210113 -9.938843e-02  0.230062475  0.909506065 -0.805226452
## [230,]  0.191185186 -1.278022e-02  0.802698720 -0.194944879 -0.420942019
## [231,] -0.848486595  1.254830e+00 -0.886391468 -0.984726745 -0.194244326
## [232,]  6.147586596 -5.010016e-01 -3.045464956 -0.397746686  1.137336903
## [233,]  0.470136564  7.286507e-01 -0.698887914  0.250660131 -1.494637089
## [234,]  0.366028740 -4.255721e-01  1.162263753  0.081586658 -0.037304814
## [235,]  0.605388419 -1.059729e+00  1.563075814 -0.310092702  0.066551297
## [236,]  0.137633740  6.979738e-02 -0.028768585 -0.608245300  0.465127910
## [237,]  1.402514868 -8.719237e-01  0.647686174  0.789470219 -0.262214727
## [238,]  0.506243296 -7.901521e-01  0.761047958 -0.443899872  0.413436264
## [239,]  0.955701889 -5.643260e-01  0.453624485  0.007632207 -0.001544931
## [240,] -3.860605214 -1.369206e+01 -6.282004222 -5.034250307 -2.818648829
## [241,] -0.522449427 -3.698738e-03  0.148744871 -0.176396721  0.908893381
## [242,]  1.807920259 -1.512461e-01  0.468391491  0.240175948 -0.539291709
## [243,]  0.693304455 -1.269126e-01  0.083219318  3.643924963  2.842050669
## [244,]  0.181661163  1.053166e+00  0.265563311 -1.012454014 -0.633377778
## [245,]  1.131822718 -5.467061e-02  1.389407121  0.263976338 -0.694348800
## [246,]  0.224987768 -3.663177e-01  1.207048107  0.498546324 -0.187696104
## [247,]  1.980181967 -1.170050e+00  0.135251077  0.283828173  0.728651787
## [248,]  0.160540450  6.332164e-01  0.838880654 -0.755641909 -0.673989877
## [249,]  1.401212123 -2.026286e-01  0.994837526 -0.264972577 -0.891133722
## [250,]  0.715369502 -2.324338e-01  2.005709182 -0.209216337 -0.502883633
## [251,] -1.198951616  3.341673e-01  0.085055202  0.448500326  2.197933740
## [252,]  0.422993310 -6.593770e-01  0.344888855  0.776245603 -0.150242164
## [253,]  1.201220035 -3.991945e-01 -0.376391119  0.476769137  0.588447313
## [254,]  1.585630099  3.736291e-01  1.123848981 -1.967122350 -1.187631290
## [255,] -0.578259568  6.340001e-01  0.063995753 -0.568818827  0.580954209
## [256,]  0.561899117 -7.550603e-01  1.187769307 -0.470376772 -0.120495171
## [257,]  0.022021285 -4.617757e-01  0.036194188 -0.031613197 -0.117135406
## [258,]  3.284871841  5.719521e-01 -1.416944316 -0.868466334  0.184403520
## [259,]  0.718944245 -9.061190e-01  2.112245354 -1.220435078  0.401357975
## [260,]  0.718626996 -4.612302e-01  0.237172950  0.403607013  0.267510439
## [261,] -0.121420578 -1.207589e-01  0.502593490  0.718966980 -0.583762589
## [262,]  0.147543828 -5.964316e-01  0.735426581  0.550992264  0.081649740
## [263,]  0.350766592 -5.953499e-01 -1.022839781  2.218575716 -0.089458672
## [264,]  0.591112214  4.320462e-02  0.143615957 -0.592941594 -0.979843163
## [265,] -0.116137571 -1.475095e-01  0.152057936  0.032809808 -0.136156343
## [266,]  1.015774733  4.319184e-02  0.056026192  0.300359466 -0.913723102
## [267,]  0.055336240 -4.032260e-01  0.108076319  1.301930356  0.254713894
## [268,]  1.396107399 -5.396568e-01 -0.196620148 -0.082428103  0.162980681
## [269,]  2.398410192  4.413449e-01 -1.972573457 -0.808222627  1.693894585
## [270,]  0.492128955 -1.017299e+00  1.117243200  1.141568596  0.563276745
## [271,]  3.962425717 -5.916102e-01 -1.472476951  0.076399665  0.497133524
## [272,]  0.413859486 -6.291061e-01  0.991432632  1.700763092  0.322427418
## [273,]  4.061259707  5.470230e-01 -5.486454973  0.415667105  2.039898150
## [274,]  0.929275623 -3.047642e-02  1.617477109 -0.969592981 -0.274496601
## [275,]  1.434833403 -1.049644e+00  0.270070425  0.510716468 -0.104456480
## [276,]  0.766886712  1.970430e-01  0.337186678 -0.165662972 -0.866457568
## [277,]  0.482674184 -4.455697e-01  0.128694137  0.445680020  0.742069305
## [278,]  1.780491848  1.908050e-01 -1.778069736 -0.205314324  0.370326187
## [279,]  2.158857957  1.125414e-01  0.364044947  0.071792100 -0.011987246
## [280,]  0.980562539 -7.825941e-01  0.766204380  1.214079810  0.064852724
## [281,]  1.413795508  2.191554e-02 -1.422051158 -0.627366943  1.114217672
## [282,] -0.875936114  1.681253e+00 -1.430706422 -0.221927014 -0.271247321
## [283,]  1.495879241  2.607497e+00 -0.117369840 -2.688012940 -1.661249030
## [284,]  1.033228402 -1.159869e+00  1.557316034  0.551600699  0.213561417
## [285,]  0.760458748 -7.374659e-01  0.321817407  1.309561514  0.064285125
## [286,]  1.916811206 -1.125475e-01  0.610809246  0.654560750 -0.447548904
## [287,]  0.564710219 -6.832917e-01  1.169853416  1.214849311 -0.438028490
## [288,]  1.294347261 -2.770500e-01  1.534373685 -1.588334363 -0.039781569
## [289,] -0.157469325  8.948653e-01  0.467535125 -1.837949217  0.173970207
## [290,]  0.216170743 -5.448214e-01  0.513737128  1.435398587 -0.211594750
## [291,] -0.048290823 -4.074723e-01  1.139792028 -0.341883986  0.001361875
## [292,] -0.720225177  6.194509e-01  0.345588873 -0.511501966 -0.083491317
## [293,] -0.490809873  5.686610e-02  0.691995198 -0.488948782  0.867970195
## [294,] -0.244756367 -5.197047e-01  0.734839310 -0.647512137 -0.232687280
## [295,] -0.509567442  8.267557e-02  0.181402673 -0.663596371  0.878735354
## [296,]  0.020863135 -5.713667e-01  0.094914804  2.042610107  0.129801045
## [297,] -0.009834784 -4.003735e-01  0.677933259  0.028692395  0.710311226
## [298,]  0.002042216 -4.079638e-01  0.405246894  0.513259702 -0.188091706
## [299,]  0.872420745 -5.680704e-01 -0.458641091  0.219734649 -0.255151989
## [300,] -0.073141218  4.645407e-01 -0.297182620 -0.698676281 -0.796703978
## [301,] -0.060974263  1.304409e-01  0.189221652  0.993326676 -1.032076044
## [302,]  0.617890793 -4.417886e-01  0.425153447  0.278723531 -0.409308303
## [303,] -0.881366791  6.713662e-01 -0.133294103 -0.479279639  0.561468841
## [304,]  0.235073390  4.236083e-01 -0.582039648 -0.624852818  0.592810618
## [305,] -0.032052763 -1.108059e+00  0.658996264  0.187709621  0.435365428
## [306,]  0.837195049 -4.224784e-01  0.952597254  0.072583994 -0.485487924
## [307,]  0.267845385 -2.498401e-01  0.885339612  1.754578421 -0.011974143
## [308,]  0.283239516 -6.961603e-01  1.377100375  0.913117611 -0.247291990
## [309,]  0.638126435 -5.667255e-01  0.210237768 -0.340953464 -0.028816364
## [310,] -0.042280617 -1.306822e+00  0.966781165  0.821005960 -0.329101132
## [311,]  0.239443419  1.166488e-01  0.462634934 -1.527248961  2.495153401
## [312,] -0.214841851  1.575867e-01  0.407028190 -0.026772387 -0.674827342
## [313,]  0.090016175  5.827379e-01  0.260732017 -1.932679273  2.075748044
## [314,] -0.178494525 -3.903978e-01  0.440866473  0.526288578 -0.296491668
## [315,]  1.545516661 -5.885387e-01  0.679470613 -0.899326614  0.404034486
## [316,] -0.906475047  5.920392e-02 -0.338748624  0.556136442  0.608955135
## [317,]  0.213518569 -2.385532e-01  0.750093239 -0.476116336 -0.552717900
## [318,]  0.064132052  1.195222e+00 -0.799283400 -0.882518759 -0.777091994
## [319,] -0.028880519 -2.586733e+00  4.297195078 -4.181140705  7.196345979
##               [,11]        [,12]        [,13]        [,14]        [,15]
##   [1,]  1.383233166 -0.440148172 -0.098415439 -0.220053387  0.452097603
##   [2,]  0.286068965  0.174946456  0.359844900 -0.726707549  0.084083818
##   [3,] -1.124371587  0.301503515  0.590298084 -0.301680543 -0.338075261
##   [4,] -0.791536201  0.037887396  0.029052161  0.248483733 -0.555341673
##   [5,]  0.531517617 -1.247876187 -0.333560151  0.167888806  0.113480772
##   [6,]  0.477455598  1.114300630  0.380439656  1.760938411 -0.407982138
##   [7,]  1.049004217  0.494358568  0.346929215  0.056804575  0.634623038
##   [8,] -2.028200909 -1.381330898  0.640315095  1.536679886 -0.264241368
##   [9,]  0.328794169 -2.845736893 -0.519761120  1.390356198  0.677528401
##  [10,] -0.973262343  0.178577891 -0.484873103 -0.297685873 -0.331245027
##  [11,] -0.250904838  0.136007722 -0.101035687  0.489455559 -0.188407697
##  [12,] -0.346438509 -0.568498769 -1.122587680  0.823315996 -0.400865745
##  [13,] -1.866741623 -0.223267927 -0.177059807 -0.234178590 -0.441668246
##  [14,]  1.482006146 -0.520770730 -0.505366025  0.022295835  0.356449964
##  [15,]  1.218407425 -0.918811831 -0.463081537 -1.160827282  0.523374519
##  [16,]  0.220309196 -0.129447597 -0.222488280 -1.566862349 -0.294238536
##  [17,]  0.304730683 -0.759299941  0.096370394  0.516722472  0.135034749
##  [18,] -1.066842265  0.003670993  0.331996955 -0.113094265 -0.465415496
##  [19,] -0.327528063 -0.162145666 -0.007005773 -0.045939574 -0.136712055
##  [20,] -0.857308468  0.553793204  0.107048479  0.272954202 -0.279240225
##  [21,]  0.341160424 -0.219088204 -0.619395219  0.313217685  0.198093803
##  [22,] -0.335462090  0.108475940  0.733521450 -0.702525168  0.078781173
##  [23,] -0.783207242 -0.260568733  0.549820134  0.055365171 -0.071833593
##  [24,] -1.131812498  1.168086127 -0.774895823  0.190997113 -0.524541187
##  [25,]  0.085548378  0.597095356 -0.817348041 -0.365199192  0.149437944
##  [26,] -0.610254957  0.177033014  1.044830183  0.941271227 -0.529648529
##  [27,]  0.385350626  0.746024929 -0.013055641 -0.953958369 -0.193349013
##  [28,] -0.245664569 -0.307883229  0.801057986 -0.283276308  0.271653787
##  [29,]  1.600336069  0.744731904 -0.446523962  0.046093060  0.594580098
##  [30,]  0.927164110  0.622260613 -0.868245280 -0.156009916  0.034177877
##  [31,]  0.819917023  0.099190997 -0.493114494  0.254027063  0.303784031
##  [32,] -0.983303576  0.188414340  0.135493246 -0.143880293 -0.401669121
##  [33,] -0.114640958  0.069621451  0.050677915 -0.094142768  0.066477405
##  [34,] -0.044355791 -0.233897748 -0.037082547 -0.054073218 -0.259515884
##  [35,]  0.218238851  0.485944308 -0.401681858 -0.597404933 -0.449284569
##  [36,]  1.389292110  0.688846938 -0.852862160 -0.490155381  0.214750932
##  [37,]  0.263054087 -0.962629906  0.654575772  0.179165947  0.614737062
##  [38,] -0.945391005 -0.051610258  0.335157787 -0.005650856 -0.292045570
##  [39,] -0.520938213  0.150924600 -0.094252622 -0.481911888 -0.021600773
##  [40,]  0.524256281  0.064245827  0.493927882  1.045927303 -0.412911065
##  [41,]  0.050868882  3.493471742  2.559264623 -0.213775098 -0.439703353
##  [42,]  1.591175621  0.382575849 -0.334608504  1.025902278 -0.035222621
##  [43,]  0.515936581 -0.620616072 -0.746203993 -0.752768850  0.061110893
##  [44,]  1.260372060  0.187580688  0.081007354  0.348490117  0.288360587
##  [45,]  0.616956087  0.230081989  0.417180643 -0.693237390  0.504509249
##  [46,] -0.311590131  0.084655462  0.777646623 -0.033215475 -0.112010961
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## [239,]  1.057918133 -0.892795497  1.935269318 -0.160516272 -1.260222664
## [240,]  1.126501495 -1.914799154  0.045850200 -0.375997858  0.714989384
## [241,]  1.821633261 -0.485880144  0.764681957 -1.156163672 -0.750366305
## [242,]  1.836321834  0.238325073  0.056809871  0.536295105 -0.435144575
## [243,]  1.432363443 -2.756399703  1.404821192  0.161706625 -0.375566774
## [244,]  0.347250092 -0.689214565  0.137712824  0.497430576  0.267649722
## [245,]  1.091988209 -0.120992319  0.596977306 -0.345612725  0.389775363
## [246,] -0.378006418  0.387994752 -1.090867528  0.203021746  0.443053141
## [247,]  0.571858945  0.253437571  0.266928645 -0.313726071 -0.797159806
## [248,]  0.017168703 -0.657930898  0.111279340 -0.765705419 -0.014887197
## [249,] -0.818483004 -0.194294080 -0.480369265 -0.347909475 -0.483280526
## [250,]  0.809355342 -0.456848000 -0.674749761 -0.771798862 -0.248381392
## [251,] -0.299215455  1.427459487 -1.112277235 -0.552238567  0.301538729
## [252,]  0.946709738 -0.435443445  1.788567441 -0.348063588 -1.322098654
## [253,]  0.782479201 -0.053849807  0.068408140 -0.580282789 -0.668942233
## [254,]  1.387294186 -0.209953122 -0.018819139  0.627380694 -0.526069622
## [255,] -0.985965274 -0.110616858 -1.147496888  0.111859360  0.282230936
## [256,] -0.258845122  0.710823623 -0.009923655  0.088660019  0.095121229
## [257,] -0.726709507  0.322020517 -0.243272862  0.447224114 -0.484448687
## [258,] -1.283707589 -0.563868829 -0.270634626 -1.196711632  0.371029103
## [259,]  0.002851276 -0.669020998 -0.179030920  0.078309649 -1.002744767
## [260,]  0.746653775 -0.565854210  0.137554106 -0.727609962  0.026575680
## [261,] -1.068394497  0.464394084  0.087990609 -0.159529786  0.006029935
## [262,]  0.555160356  1.064749862 -0.352057881  1.863953690  0.070550911
## [263,] -2.442132787  1.525457249  0.231982939 -0.631283902  0.360744719
## [264,] -0.426535818  0.565921428  0.147842674  0.043495705 -0.118054543
## [265,]  1.003728556  0.181744879 -1.219882589 -0.918816008 -0.505241736
## [266,]  1.019381102  0.362049642  1.233094522 -1.242947231 -0.610472870
## [267,] -0.061296392 -0.060567633 -1.086044615  0.075063590 -0.047497080
## [268,] -0.606730768  0.429501665 -0.926042675 -0.438012418 -0.581054094
## [269,]  0.265831730 -1.008327039 -0.291844781 -1.153447919 -0.132820815
## [270,]  2.483084840 -0.022153891  1.449990046  0.320608870  0.064148136
## [271,]  0.681379741  1.105286667 -2.282915021  0.314805633 -0.040613622
## [272,] -0.624838114 -1.705503607 -0.370773238 -0.129757563  0.610196140
## [273,] -0.531062020 -0.302389778 -0.148284259 -0.435167782  0.786163735
## [274,] -0.368691185 -0.291917596 -0.215588548 -0.487635328  0.126006680
## [275,] -0.487536678  0.682305915 -0.065151876 -0.027660258 -0.496847527
## [276,]  0.568986548  0.784592541  0.901175246  0.624109699 -0.348169066
## [277,] -1.119361094 -0.189327444 -0.314852076  0.285248643 -0.550455823
## [278,]  0.824963867 -0.283459383  0.406613967 -0.643114554  0.854345122
## [279,]  0.676774330  1.105775111  1.163000667 -0.140769470 -0.116954562
## [280,]  0.313220246 -0.709450417  0.687488853 -1.166706452 -0.556728064
## [281,]  0.257435688  0.370763195 -0.392447417  0.703367061 -0.920261945
## [282,] -0.184886246 -1.295843979  0.510619293  0.391364822 -0.248220755
## [283,]  0.540679935 -2.250267634  0.308339063 -0.728052897 -0.486144577
## [284,]  0.513283380 -0.224403687  1.688362113 -0.876449720 -0.257384338
## [285,] -0.413799312 -0.647836786  0.943577818 -0.784341815 -0.559965311
## [286,]  0.777511397 -0.722972763 -0.562587842  0.017658936  0.129918220
## [287,] -0.482443305 -0.502143076 -0.208436237 -1.125627538 -0.390614893
## [288,] -0.473978298 -0.383087355  0.245813735 -0.048422932  0.430750324
## [289,] -0.047921366 -0.414186931 -0.701069269 -0.866695159  0.541505820
## [290,] -0.565908042  0.073732358 -0.038429000  0.296425839  0.752848047
## [291,]  0.950118856 -0.031576943 -0.228508295 -0.158135644  0.700126923
## [292,] -0.322289668 -0.249602111 -0.804890895 -0.521160740 -0.276658564
## [293,] -0.377314145 -0.473877895  0.540534592 -0.005347988  0.440621698
## [294,]  0.800666608  1.541200396 -1.796174146 -0.457414013  0.418922170
## [295,]  0.898637303  1.507567411 -0.266044200 -0.068962293 -0.194930850
## [296,] -0.133156349 -0.078779404  0.429138004  1.284624303  0.440586193
## [297,]  0.454616720 -0.023333944 -0.306948893  0.226582491  0.490746194
## [298,] -1.247036228 -0.063284239  1.034138516  0.234666645  0.492990983
## [299,]  0.998570657  0.747089829  1.084568463  1.982452947 -0.637249013
## [300,] -0.447144136 -0.377903141  1.134252135  0.019493656 -0.157624188
## [301,] -0.218459528  0.568543616  0.292291669  0.726317141  0.091670904
## [302,] -1.071837339  0.938027884  1.417653095  0.561984552  0.220856266
## [303,] -0.760970156 -0.659258663  0.187198020  0.169996259  0.065681585
## [304,]  0.283242368  0.174537268  0.385479983  0.114463475 -0.409566022
## [305,] -0.324433156  0.387431180  0.239170134  0.555424878 -0.662284800
## [306,] -1.833276331  0.049605993  0.796113592  0.166829990 -0.126667086
## [307,] -0.102516606 -1.459552608  0.278934357 -0.841645514  0.190952093
## [308,]  1.476973590 -0.645060655  0.091552005 -1.079943351 -0.888419204
## [309,] -0.424722789  0.942405299  0.745386124 -0.218530096  1.670581733
## [310,]  0.870640525  1.421886261 -0.626640759  0.701248619 -0.531650109
## [311,]  0.371510608  1.902188810  0.516326318 -2.110735152  0.065277567
## [312,]  0.157415128  0.586419374 -0.613161813 -0.140711459 -0.083487972
## [313,] -1.469404963  2.047982941  1.722644418 -0.334997701 -0.503443068
## [314,] -0.483312495  0.873109358  0.404390348  0.805371780 -0.419207329
## [315,] -0.676248512  0.849114657 -0.422585553 -0.162606957  0.133546187
## [316,]  0.330679119  0.566132442 -0.123100781  0.007087981 -0.202826562
## [317,] -0.303860900  0.227027938  0.048163989  0.424512865 -0.085273601
## [318,] -0.489529341 -1.146355475  0.470525438  0.690135088  0.066789553
## [319,] -0.928558127 -3.897714734 -1.317695129  2.263186787 -1.032262747
##               [,16]         [,17]         [,18]         [,19]         [,20]
##   [1,] -0.351599047  0.0738476179  0.5269414559 -0.3903363535  0.0555176567
##   [2,]  0.776436550 -0.6658484498  0.1537649927  0.1163784452 -0.0712646135
##   [3,]  0.100704869 -0.1411377293  0.2901975182 -0.1403929194  0.2445384875
##   [4,] -0.134268908  0.0291438267  0.0706004506  0.1610579173  0.1963833796
##   [5,] -0.562943582  0.2835559642  0.0738561801 -0.2769923921 -0.5114300801
##   [6,]  1.144391399  0.1261972382 -0.4713209285 -0.6027820075 -0.0882882609
##   [7,]  0.263137726 -0.2905393035 -0.0738477909  0.0583768404 -0.0070839228
##   [8,]  0.251300376 -0.1471210935 -0.1326670640  0.0076200953  0.4074785908
##   [9,]  0.105435206 -0.4578590289 -0.0261427918 -0.0185526923 -0.0229023721
##  [10,]  0.083806356 -0.2470420327  0.1203477190  0.1431449491 -0.2976340564
##  [11,] -0.005783508  0.0083637704 -0.1548233591  0.0167586701 -0.2624716130
##  [12,] -0.586519551  0.2914236585  0.0883019063 -0.0082260929 -0.1618832222
##  [13,] -0.690172401 -0.0199254242  0.5796894087  0.1659815274  0.3616057663
##  [14,] -0.347879503  0.0121668612  0.2082401422 -0.0103973288  0.0183309862
##  [15,]  0.281691073 -0.4882057785  0.0563087349  0.1566003371 -0.2129770571
##  [16,]  0.229625444 -0.2277092944  0.0828782799  0.0605928449 -0.4958080097
##  [17,] -0.249576842  0.2954547386  0.0735982574 -0.3225778137 -0.0760607509
##  [18,] -0.289509754  0.0302484388  0.0909685919 -0.0396698814 -0.0733202416
##  [19,] -0.338077262  0.1438415815  0.1182144864 -0.0981984387 -0.1342007816
##  [20,] -0.459422332  0.0969984474  0.3489377236  0.1042230492  0.3875908116
##  [21,]  0.231665246 -0.2225616181 -0.0661214433  0.2664246934  0.4123879940
##  [22,]  0.484519889 -0.4659403382  0.2874019028  0.0259966125  0.0408366870
##  [23,] -0.047305357 -0.1002743872  0.2899698718 -0.0670117163  0.1357497904
##  [24,]  0.790161016 -0.0957580288 -1.2642995085  0.4197815319  0.3433064872
##  [25,] -0.892158615  0.2369695216  0.1317005953 -0.2131157461 -0.0004156691
##  [26,]  0.188219374 -0.0763954152 -0.0256435020 -0.0942249291 -0.1110948760
##  [27,]  0.202508664 -0.2573289081  0.0702673028  0.1184857977 -0.4120800261
##  [28,] -0.207665477 -0.0811741840  0.3605911884 -0.6348713932 -1.1232405147
##  [29,]  0.386629414 -0.0252629160  0.2081340904 -0.4660624905  0.2499057542
##  [30,] -0.398949075  0.1630938632  0.2115522470 -0.1231017663  0.0624150304
##  [31,] -0.363853137  0.1086377671  0.2516192535 -0.2897739272  0.0830788410
##  [32,]  0.036518532 -0.0867987262  0.2062962207  0.0451370624 -0.0006527937
##  [33,] -0.059587412  0.0205992316  0.2284806139 -0.2437227598  0.0880128668
##  [34,] -0.164876066  0.0873609229  0.3208777619 -0.1504193570 -0.1344270538
##  [35,]  0.017344374 -0.0214760672  0.2249421387 -0.0116245911 -0.1973852280
##  [36,] -0.235308030  0.0796145773 -0.0509013179  0.1938166335  0.0191500644
##  [37,]  0.135843025 -0.1090132801  0.2480025850 -0.3185586448 -0.1391546605
##  [38,]  0.126572884 -0.1097460875  0.0603538533  0.1150014024 -0.2733431700
##  [39,] -0.042290370 -0.1149848401  0.2331556013  0.0314352309 -0.1633664128
##  [40,]  0.760425980  0.0101772478 -0.0606244033 -0.1053914418  0.1911018005
##  [41,]  0.359625942  0.3906646318  0.0311141091  0.0133058306  0.2909426887
##  [42,] -0.643734703  0.6335091947  0.2048029723 -0.4339780792  0.0698599056
##  [43,] -0.051180324 -0.2922780693  0.2139457682  0.2055105969  0.0368333978
##  [44,]  0.147262997 -0.0881382442  0.1496963361 -0.2795722691  0.0102504966
##  [45,]  0.090932368 -0.7683297354  0.9079299437  0.4497973366  3.5148001345
##  [46,]  0.185026958 -0.4037538150  0.3424403345  0.0848006001  0.7789947818
##  [47,] -0.216867550 -0.2677000336  0.1939492180  0.1119817522 -0.0653165411
##  [48,]  0.205056521 -0.2868615700  0.1690463383  0.0842595543 -0.0365870166
##  [49,] -0.232919225  0.0922302907  0.0172461835  0.2518154756 -0.0234523587
##  [50,] -0.411067057  0.1580377673  0.1288823800 -0.4321701436 -0.8315724310
##  [51,] -0.202884184  0.0350310625  0.0457984273  0.1435706105  0.3992933570
##  [52,]  0.171231788 -0.1922014081 -0.0887465256  0.1736030582 -0.2097405758
##  [53,] -0.396861326  0.0262828549  0.1161862668  0.0135558083 -0.2323048370
##  [54,] -0.265574234  0.1824085290 -0.2504037055 -0.2829616081 -0.9000065643
##  [55,]  0.183174383 -0.3223032916  0.1127301899 -0.1655201431 -0.0372724652
##  [56,]  0.374413460 -0.2992953280 -0.0034878021 -0.2382773268 -0.2500289822
##  [57,]  0.748973052 -0.2625163887  0.0205688320 -0.2036341555 -0.3222777497
##  [58,] -0.093192335 -0.5591958902  0.2595292556  0.1384946134  1.0553082173
##  [59,] -0.258290346  0.0011852424  0.0430681531 -0.2657105964 -0.4343362763
##  [60,]  0.114898445 -0.1893521137  0.1165615522  0.0580809383  0.0667896020
##  [61,] -0.212136753  0.0958370991  0.1654761615 -0.3677382487 -0.2916265326
##  [62,]  0.084027213 -0.2565578765  0.2043008884 -0.0005066622  0.0587370021
##  [63,]  0.072949235 -0.0683478335  0.3144846659 -0.0090396482  0.2725482155
##  [64,]  0.113313499  0.1428105082  0.1823820658 -0.0180379524  0.1397036358
##  [65,] -0.377401510 -0.1506781907  0.3337090185  0.0248603000 -0.0086887118
##  [66,]  0.134952975 -1.0224672341 -1.3316144403  0.4919055727  0.0308066982
##  [67,]  0.287867230 -0.4953069111  0.0538029306  0.4984540890 -0.2404012437
##  [68,] -0.214151101 -0.0325980077  0.0713611832 -0.0797286943  0.2771002567
##  [69,] -0.109794655  0.0147451942  0.0688282681 -0.1534353186 -0.2238751806
##  [70,] -0.086656485 -0.1558724028  0.4981336024  0.1449402445  0.1652682674
##  [71,]  0.117692926 -0.4582852379  0.2307392089  0.1100104483 -0.1699620327
##  [72,] -0.629812741 -0.0523921713  0.3450750778  0.2292829918  0.0663894099
##  [73,] -0.080417182  0.0981936110  0.3550326668 -0.1990710374  0.1505471737
##  [74,] -0.208109382  0.0268087692  0.3464837972 -0.1384430115  0.0873005306
##  [75,]  0.182964723 -0.0296801380  0.1501646101  0.0818194910 -0.1949308302
##  [76,] -0.341340270  0.1784898624  0.3171386027 -0.0455030136  0.1683123514
##  [77,]  0.622463386 -0.6989425137  0.0212716060  0.4046943020  0.3909682615
##  [78,] -0.338312523  0.0937193216 -0.0395374495  0.1373546398 -0.1322706284
##  [79,]  0.244080070 -0.0818489917 -0.1080942075  0.3350265259  0.1471836561
##  [80,]  0.103080044  0.0766667847 -0.1169750098 -0.2619702349 -0.4966724739
##  [81,] -0.210313630 -0.1885131100  0.2166503058  0.0509900436 -0.3556248787
##  [82,] -0.087755644 -0.0393359738  0.4343707891 -0.1112956865 -0.2018012139
##  [83,] -0.222333960 -0.0008424584  0.0801968600 -0.1814501601  0.1896563876
##  [84,]  0.303380326 -0.6211086889  0.1761396829  0.2556050811 -0.0639026582
##  [85,]  0.136269490 -0.3257071006  0.5663590456 -0.1656125909  0.3275058473
##  [86,] -0.139412558  0.1346386265  0.2869303490 -0.4021874838  0.1708839217
##  [87,]  0.090708508 -0.1356099853  0.3048422192  0.0796580456  0.2713856223
##  [88,]  0.130165883 -0.2309489794 -0.0641341300  0.1605685397  0.2013487722
##  [89,] -0.305979566  0.2379244384  0.1089167432 -0.0766830287 -0.0800950573
##  [90,] -0.106580350 -0.1515416730 -0.0237855485  0.1499509414  0.2702608979
##  [91,] -0.186117418  0.0356432537  0.5268223780 -0.1898825185 -0.2152411280
##  [92,] -0.545400390 -0.0014898819  0.4256577322  0.1046234845 -0.1572806606
##  [93,] -0.187099381  0.0124523877 -0.1799646462  0.1826390250 -0.0141704314
##  [94,]  0.511865003 -0.4914038231 -0.1574658245 -0.0616712699  0.3096868740
##  [95,]  0.319086209  0.0075908376  0.2465634641 -0.1681009501  0.0506487170
##  [96,] -0.357620204  0.0839229638  0.4480449573  0.1221044966 -0.1262858770
##  [97,]  0.296087719 -0.1215598851 -0.1595601628  0.6489583173 -0.0147732337
##  [98,]  0.337615650 -0.2654593601 -0.4814961846  0.3008698812 -0.0335505329
##  [99,] -0.013022961 -0.0827939364  0.1590544099 -0.0254841030  0.2435421699
## [100,] -0.441265177  0.0718160805 -1.0745928080  1.0657143610  0.0222531783
## [101,] -0.145226163  0.1169319062  0.2307771520 -0.2893397782 -0.0426316563
## [102,] -0.073956193 -0.2230308026  0.5494483720 -0.0036781104  0.4443870613
## [103,] -0.011946879 -0.2759166914  0.3190238774  0.1925580712  0.1394352308
## [104,] -0.125940463 -0.0447998185 -0.1897903686  0.4350212746  0.0708663204
## [105,]  0.042094118 -0.1798751239  0.0188342927 -0.0056066078  0.1405841717
## [106,]  0.354408634 -0.6514746328  0.1604698403  0.2149579021 -0.0396310534
## [107,]  0.141844635  0.0944358185 -0.0437855548  0.0120517324  0.7086823935
## [108,]  0.066913582 -0.1496349178  0.2618855236 -0.3024371431 -0.0552820199
## [109,]  0.296330228 -0.2898719160 -0.3609554086 -0.0192426911  0.3107974588
## [110,]  0.276532609 -0.1566984086 -0.3827939366  0.3422039854  0.0391035961
## [111,]  0.160047921 -0.1212556575 -0.0509981913  0.1099561387  0.3200079861
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## [299,] -0.432980125  0.1099865101  0.3142947877  0.0787421358  0.1942426562
## [300,]  0.488239513 -0.2506780108  0.2085926296 -0.0934945303  0.1504915710
## [301,]  0.463916447 -0.1903308565 -0.2965674454  0.6822229281 -0.2069049194
## [302,]  0.253062799 -0.1121130250 -0.0837580192  0.1336407159 -0.0214236645
## [303,]  0.494173708 -0.2595586022 -0.1534389884  0.2204516461  0.5759573991
## [304,] -0.313355138  0.2149709435  0.4415580312 -0.2772070456 -0.5984785993
## [305,]  0.538921075 -0.1142377981  0.3274724350 -0.2458984016 -0.1078161808
## [306,] -0.077824837 -0.1957924916 -0.1545969033 -0.6617843995  0.2338337848
## [307,] -0.300046546 -0.4515212797 -0.2733554660 -0.2451954263 -0.0100938185
## [308,] -0.986753744 -0.2774253715 -0.0160190951  0.0178142842 -0.1301125904
## [309,] -3.484461109  0.8526100512 -1.0799679953  1.3490322210 -0.1469348109
## [310,] -0.688950129  0.1211924904  0.0847821558  0.0658432738 -0.1959732707
## [311,]  0.162024449 -0.2505758584  0.2926736407 -0.3877134658 -0.0459633716
## [312,] -0.251897958 -0.0666966466  0.0424320248  0.0135883979 -0.1109923307
## [313,]  0.056616215  0.0388039745  0.3044955800 -0.3603677185 -0.0640433014
## [314,]  0.096048150  0.1461915162 -0.0966599398 -0.0441896616  0.3843725689
## [315,]  0.035209476 -0.1127879856  0.3023565439 -0.2572743531 -0.1360428236
## [316,]  0.036514108 -0.0763824937 -0.3848110668  0.4364594527  0.1421725851
## [317,]  0.084609602 -0.0425064080  0.2045634150 -0.0801604951  0.1913590804
## [318,] -0.234394140  0.0199763961  0.4183828562 -0.0211593897  0.9945138987
## [319,]  0.091139504  0.4660036865  0.2372944289  0.1132480127 -0.5060404922
##               [,21]         [,22]         [,23]         [,24]         [,25]
##   [1,]  0.226359487  0.0888338880  0.0952733673  0.0559530908  0.0705124627
##   [2,] -0.513271769 -0.4867098579  0.0803292172 -0.2506100909 -0.1126520167
##   [3,] -0.138819988  0.0484490767  0.0847396590 -0.0381976989  0.0357639881
##   [4,] -0.017018308  0.1392291150 -0.1210480133 -0.0170238123 -0.0468643452
##   [5,]  0.066930677  0.2811581825  0.0805374202  0.0269787673  0.0175969678
##   [6,] -0.196317363  0.2476272426 -0.6354514990 -0.1582692167 -0.1336095646
##   [7,]  0.009686164 -0.1671457054 -0.2404398035  0.0328666254 -0.2104410996
##   [8,] -0.296821463  0.2031485878 -0.0450075445  0.0517944788  0.2085557975
##   [9,] -0.048094347 -0.0897359176 -0.0015947409  0.0113145465  0.0412595137
##  [10,] -0.113352775 -0.0820649127 -0.0467169777 -0.0512831143 -0.0041472756
##  [11,] -0.274806451  0.0737592042  0.1607990528  0.0618092769  0.1404972312
##  [12,]  0.080232633  0.2787701433 -0.0654806377  0.0230753464  0.0497565335
##  [13,]  0.311489395  0.2583110214 -0.1530139066  0.0458263464  0.0106722824
##  [14,]  0.156170131 -0.0352131930 -0.4595027119 -0.0239638993 -0.1715087687
##  [15,] -0.210998620 -0.3718451802 -0.1232388024 -0.1143904011 -0.0569671243
##  [16,] -0.351955595 -0.1866211451  0.1140933152 -0.1665122719 -0.0868690400
##  [17,]  0.052418074  0.2669721660  0.1003290761  0.0390672263  0.0105370119
##  [18,] -0.069464354  0.3001889302  0.1418689108  0.0903824630  0.1947021460
##  [19,] -0.085644384  0.1098798640  0.0972432663  0.0346501842  0.0668753429
##  [20,]  0.288459266  0.1876263219 -0.2501241637  0.0559673725 -0.0591729194
##  [21,] -0.165679382 -0.1063159830 -0.0931562784  0.0227602122  0.2237283182
##  [22,] -0.251865891 -0.3277967763  0.0548996307 -0.1612996966 -0.1412876305
##  [23,] -0.101518514 -0.0050652558  0.0820757300 -0.0608930260  0.0175261480
##  [24,] -0.969780559  0.4760457115 -0.5732740080  0.2842160906  0.2175031563
##  [25,]  0.212771736  0.4616254036  0.1136755869  0.2064195153  0.1969709648
##  [26,] -0.214267163 -0.0874999180  0.1271121410  0.0209023573 -0.0073109313
##  [27,] -0.403244947 -0.3154637847  0.0856492451 -0.1510210840 -0.0372360197
##  [28,]  0.184576273  0.0022878102  0.0854632861  0.0187763655  0.0079054601
##  [29,] -0.241893793 -0.1413123037  0.0909854677 -0.0952751213 -0.1183499616
##  [30,]  0.024111184  0.0636120495  0.0643384432  0.0481305201 -0.0053774119
##  [31,]  0.060278009  0.1223427478  0.1065209599  0.0794366237  0.0996109786
##  [32,] -0.277309154 -0.0885146150  0.1062786532 -0.1313059443 -0.0639836996
##  [33,] -0.118519650  0.1822797719  0.1458244855 -0.0005080080  0.0912112141
##  [34,] -0.119746286 -0.0155405119  0.1057793174 -0.0214383385 -0.0101463620
##  [35,] -0.081743164 -0.0793532278  0.0455200813 -0.0437305841 -0.0505231939
##  [36,] -0.075221726 -0.1117685180 -0.1459148145 -0.0241541386  0.0197045427
##  [37,] -0.277480233 -0.1534080660  0.0358749633 -0.1200293889  0.0752670742
##  [38,] -0.049745173 -0.0492226572 -0.0674629200 -0.0237320214 -0.0922705667
##  [39,] -0.032876714 -0.0523329377 -0.1610782530 -0.0749817307 -0.1099340105
##  [40,] -0.515880241 -0.3101031262  0.0437202542 -0.1506253760 -0.0524675031
##  [41,]  0.410274021  0.0729594417  0.0731092127  0.1391568608  0.0736328596
##  [42,]  0.332166482  0.2783307949 -0.1009138984  0.1168787550 -0.1124716445
##  [43,] -0.247308373 -0.2419797643  0.0689185078 -0.0971598331  0.0012247172
##  [44,] -0.074061697 -0.0866673092  0.0302824675 -0.0071174976 -0.0054918948
##  [45,]  0.252437764  0.2366556336 -0.1968061038  0.0693066506  0.0346939770
##  [46,]  0.081676759  0.0778588376 -0.0071746309  0.0551012012 -0.0304271504
##  [47,]  0.005794795 -0.0132669295 -0.0042210926 -0.0645760342  0.1501622162
##  [48,] -0.242750625 -0.3820072880 -0.0615966905 -0.1380784834 -0.0733281618
##  [49,] -0.156493017  0.1970012987 -0.0057983048 -0.0317424987  0.0363028771
##  [50,]  0.038544642  0.0365981822  0.1194397149  0.0154526699 -0.0179620622
##  [51,] -0.050825139  0.2129796402  0.0411452206  0.0594741177  0.0618233007
##  [52,] -0.052378488  0.0663958434 -0.0688479854  0.0076160723 -0.0307630745
##  [53,]  0.271403435 -0.0576084525  0.0542777296  0.0004287038  0.0494428462
##  [54,] -0.198853040  0.2617623120  0.2354706964  0.0751122609  0.0274297529
##  [55,]  0.421404177 -0.1280109943 -0.1111015230 -0.0271844016  0.0074265547
##  [56,]  0.170596326 -0.0456574513  0.1323028583  0.0359830576  0.0324558006
##  [57,]  0.008878820  0.1401109080  0.0747608388 -0.0385393094  0.0583984417
##  [58,]  0.001634984  0.0875333595 -0.1068473882  0.0482140197 -0.0995079521
##  [59,] -0.127436532  0.2019992868  0.1318301348  0.0454791591  0.1344841001
##  [60,] -0.110077755 -0.1051582860  0.0626231113 -0.0315925297 -0.0471171603
##  [61,] -0.030909131  0.3876932750  0.1181095983  0.0395860522 -0.0522742608
##  [62,] -0.111178281 -0.0681005890 -0.0137607319 -0.0529339854 -0.0933182944
##  [63,] -0.105071345 -0.1094516026  0.1028836715 -0.0294244902 -0.0216821769
##  [64,] -0.091598336 -0.1195628149 -0.0423682555 -0.0253385771 -0.0226033521
##  [65,] -0.059384153  0.0679539709  0.0340410775 -0.0448884624  0.0464339417
##  [66,]  0.429106437  0.4531618671  0.0568335134  0.1941171855 -0.0393835143
##  [67,] -0.655201571 -0.5582875111 -0.0912880392 -0.3581531910 -0.2571258870
##  [68,] -0.205178748  0.0773247332  0.0868916593  0.0365243869  0.0366388942
##  [69,] -0.039931673 -0.0077000434  0.1106109600  0.0438787284  0.0026443991
##  [70,] -0.141447404 -0.2850111750 -0.0230261534 -0.1361180356 -0.0613805708
##  [71,] -0.228315172 -0.1859235754  0.0474411861 -0.0635999838  0.1414423034
##  [72,]  0.062907647  0.0796656306 -0.1641982213 -0.0571388913 -0.0198596413
##  [73,]  0.155185072 -0.0175103137 -0.0905901478  0.0610847555 -0.0123889052
##  [74,]  0.160676889  0.0083608851  0.0213685057  0.0464430784  0.0023700212
##  [75,] -0.215643145 -0.1788395672  0.0467799047 -0.0860121922 -0.0489483014
##  [76,]  0.162009557  0.1067038458  0.0129575572  0.0624817110  0.0020328718
##  [77,]  0.055846458 -0.1682678275 -0.3158215758  0.0625103777 -0.3304676334
##  [78,] -0.229437570  0.1790052753  0.1449662258  0.0364291131  0.0755853996
##  [79,] -0.042012190  0.2182817331 -0.3160211208 -0.0358170192 -0.0416138948
##  [80,] -0.141608572 -0.0929320334  0.1151204219  0.0269470275  0.0322629367
##  [81,] -0.025644945 -0.0346420874  0.0665009660 -0.0291762592 -0.0054194989
##  [82,] -0.248342861 -0.2832333637  0.0079951670 -0.1753403210 -0.1544047443
##  [83,]  0.241341733 -0.0033356528 -0.0685973179  0.0612317737 -0.0118786547
##  [84,]  0.217497605 -0.1943636347 -0.4197055205 -0.1529526381 -0.0005036734
##  [85,] -0.121390955 -0.2849084876 -0.0209930511 -0.1485373455 -0.0936200535
##  [86,]  0.095202128  0.0545574823  0.1593511229  0.1031733667  0.0849894499
##  [87,] -0.082795724 -0.1566971929  0.0167923659 -0.0575349125 -0.0392805795
##  [88,] -0.432096047 -0.2127665725  0.1385296269 -0.0787386556 -0.0233133872
##  [89,]  0.246137772  0.0036179971  0.0333085991  0.0116282782 -0.0259482069
##  [90,]  0.155242315 -0.0615800794  0.1902610822 -0.0421632621 -0.0114260619
##  [91,]  0.728285834 -0.2104823884 -0.4739265047 -0.1342319347 -0.1740444749
##  [92,]  0.189954002 -0.1131321737  0.0191066021 -0.0633177336  0.0550023086
##  [93,]  0.116761928  0.0581378370 -0.0520389015  0.0265446567  0.0128266716
##  [94,]  0.121232260 -0.1033542845  0.1302088793  0.0228335871  0.0393307793
##  [95,]  0.095775351 -0.2061498891 -0.0811375583 -0.0944265696 -0.0627193112
##  [96,]  0.150787344 -0.2826093589 -0.3955253511 -0.1681231793 -0.0151270717
##  [97,] -0.732665017 -0.7194004454  0.2656045795 -0.2674471678 -0.2088583760
##  [98,] -0.181772128 -0.0425752345 -0.2255721597 -0.0036454205 -0.1524485244
##  [99,]  0.095533544 -0.0513008270  0.0695519675  0.0097513090  0.0522047416
## [100,] -0.452219640 -0.0077106288 -0.1608752552 -0.1028590180 -0.0313838644
## [101,] -0.064564138  0.1833714941  0.1042711474 -0.0196690447  0.0440113964
## [102,] -0.201551382 -0.1322489505  0.0125992773 -0.1778014917 -0.0498041007
## [103,] -0.056011611 -0.2233329153 -0.0119101113 -0.0526733772 -0.0023092660
## [104,] -0.041425985  0.0222658635 -0.1812484619 -0.0208498864 -0.0133303838
## [105,]  0.171135440 -0.1054755885  0.0934140267  0.0296578422  0.0437632389
## [106,]  0.018356177 -0.2274010894 -0.1103501976  0.0077547407 -0.1085909734
## [107,] -0.034790125  0.3271114780 -0.0003343897  0.0679548997  0.0263906769
## [108,] -0.128051872 -0.0656959732  0.0007288752 -0.0127600040  0.1571096729
## [109,]  0.063342869  0.0960370756 -0.1829249573  0.0890235403 -0.0674666192
## [110,] -0.393221486 -0.0902646158  0.0135533565 -0.1076646593 -0.0373611050
## [111,]  0.062972439 -0.0557554580  0.1261941552  0.0476501246 -0.0058313157
## [112,]  0.034466147 -0.1152046212  0.2266153464  0.0729580359  0.0323975852
## [113,] -0.205644518  0.0189278482 -0.2216671862 -0.0557192677  0.1075622932
## [114,]  0.082308158 -0.0128911182 -0.1240556452  0.0179158004  0.0017392296
## [115,] -0.053802437 -0.0611549080  0.1245450514 -0.0204298830  0.0514703338
## [116,]  0.134176659 -0.1699906057  0.2086024282 -0.0682871953 -0.0052251813
## [117,] -0.289801920  0.0533572115 -0.4786946952 -0.1978763488 -0.2552603257
## [118,] -0.129757671 -0.3872511524 -0.0485039579 -0.0941182547  0.0159387064
## [119,]  0.230686384 -0.0115826269  0.0783296031  0.0294223018  0.0181420211
## [120,]  0.089934657 -0.2737602095  0.1605247441 -0.0274972424 -0.1294415016
## [121,] -0.105487892 -0.2006080676  0.1216103711 -0.1393215006  0.0277550410
## [122,]  0.354881197 -0.0624342139  0.1434389316 -0.0450339870 -0.0895760721
## [123,]  0.503542343  0.1127594756 -0.0049865351  0.0151088872 -0.0172165145
## [124,]  0.474062979 -0.0880983285 -0.0341542120 -0.0544385049 -0.0436163621
## [125,]  0.242903440 -0.0031966629 -0.0318839007  0.0162675733 -0.0020816705
## [126,]  0.159616756  0.0010361950  0.1397293176  0.0045134783  0.0161758861
## [127,]  0.147378056 -0.0444028243  0.1347370119  0.0471792321  0.0707662406
## [128,]  0.206648600  0.0000396827  0.0190628269  0.0040379491 -0.0697179455
## [129,]  0.234488902 -0.0094457214  0.1166126622 -0.0392703486  0.0177401681
## [130,]  0.283633197 -0.0342990280  0.1245475415 -0.0057680728  0.5110153214
## [131,]  0.054665385  0.1355580328 -0.1783522275 -0.0634112657  0.1008397317
## [132,]  0.362767804 -0.1356270418 -0.0302127510 -0.1367401661 -0.2953990936
## [133,]  0.130272401  0.0150845916  0.0137498869  0.0750280682  0.0322372895
## [134,]  0.128692548 -0.1341195393  0.1750647174  0.0621765434  0.0823857973
## [135,]  0.599257136 -0.0472826615 -0.4177660720 -0.1258439093 -0.0812476018
## [136,] -0.233098408 -0.0103196754 -0.0284419450 -0.0152394220 -0.0382514560
## [137,] -0.096096709 -0.1216482230  0.0260533274 -0.1485803117  0.0056788850
## [138,]  0.230329532 -0.0116433484  0.0609257332  0.0355494940  0.0392920547
## [139,]  0.228350363 -0.0212930958  0.0733095814 -0.0730298449 -0.0225531834
## [140,]  0.252765557 -0.1149378483  0.0880163339 -0.0310002057  0.1044947955
## [141,]  0.376366183 -0.0651786969 -0.4402300436 -0.0239222930  0.1643713991
## [142,]  0.228648349 -0.2192959769 -0.0016447541 -0.1141166937 -0.1849326097
## [143,]  0.055609761 -0.0242788331  0.1107285273  0.0443461079  0.0394511385
## [144,]  0.852845042 -0.1607664840 -0.3083496248 -0.0225960531 -0.0315358633
## [145,]  0.197721340 -0.0630392779  0.1210774742 -0.0806843707 -0.0133976463
## [146,]  0.203728177  0.0500231488  0.0068141578  0.0223901809  0.0519430862
## [147,] -0.328348391  0.0347470735 -0.2129858070 -0.0716580186 -0.0504632654
## [148,]  0.513455431  0.0683779119  0.1347914233  0.0212807646  0.0822060036
## [149,]  0.229945950 -0.0362602689  0.1352840349 -0.0437210907  0.0339665268
## [150,]  0.253526815 -0.1634676296  0.0462003744  0.0172003561  0.0248902358
## [151,]  0.111468439 -0.0900519969 -0.1320100303 -0.0929792563 -0.0664430267
## [152,]  0.433301458 -0.0847876433 -0.3450842137 -0.1396279406 -0.0693634938
## [153,]  0.240084026 -0.2441510111  0.0598288223 -0.0730562323 -0.2224922525
## [154,]  0.052602681 -0.3941340345  0.1647091704 -0.0733583190  0.0940681968
## [155,]  0.116485673 -0.0171062920  0.1196799291  0.0009604523  0.0486219093
## [156,] -0.074432336  0.0362961892  0.1387657776  0.0521356944  0.0340109968
## [157,] -0.189482821  0.1759240695  0.1906240097  0.1280846905  0.0306564145
## [158,] -0.271184066  0.1513308323 -0.0332374338  0.0003608347 -0.0548939036
## [159,] -0.066885996  0.0437285421  0.1178340453  0.0270308185  0.1295935955
## [160,]  0.294558279  0.4082408266 -2.1731436760 -0.6860744040  0.7835698367
## [161,] -0.168082256  0.1090512249  0.0674307384 -0.1002853091 -0.0365569091
## [162,] -0.543889334 -0.1479825066 -0.0264477392 -0.1061615447  0.0382944434
## [163,]  0.011026989 -0.2660604423 -0.0282386890 -0.0419520724  0.1481479708
## [164,] -0.701015585 -0.2478524986  0.1021692636 -0.1297341140  0.1850561242
## [165,] -1.071492380 -0.3222018833 -0.3920440763 -0.1720860894  0.1401728507
## [166,]  0.108050009 -0.1713434440  0.1139445987 -0.3654313932 -0.0120571891
## [167,] -0.434059823 -0.0539912443  0.1145240896 -0.0274837966  0.2643436486
## [168,]  0.366899784 -0.0543732740 -0.1682824012 -0.0391454270  0.0307235141
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## [180,] -0.054722196 -0.1605321290 -0.2020624622  0.4807173916 -0.0211140412
## [181,]  0.719417060  0.2732778256  0.1820094895  0.2806177747  0.1078747502
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## [183,] -0.194892500 -0.1862609749  0.1319678218 -0.0494923582 -0.1282927589
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## [189,] -0.158503702 -0.2370682253  0.1453436186 -0.0265647452  0.1521608262
## [190,]  0.777740851  0.2777443606 -0.0072028161  0.2007472602 -0.0059130280
## [191,]  0.225028244 -0.1572102681  0.0939554232  0.0498195803  0.0405045366
## [192,]  0.647534517 -0.2913733101 -0.0076273853 -0.0108128073 -0.1865115420
## [193,]  0.657981502  0.0378729095  0.1420603948  0.1490165686 -0.1417336132
## [194,]  0.082474338 -0.2124608352  0.0089845381 -0.1763267447 -0.0734110079
## [195,]  0.438208340  0.2885749520  0.0423188312  0.1076444252 -0.1285075839
## [196,] -0.073612243 -0.0531625403  0.1407706257  0.0280198103  0.0195893212
## [197,]  0.315496351 -0.0831786291 -0.0825707014 -0.1209196309 -0.0595401899
## [198,] -0.103835397 -0.1064923593 -0.0626030285 -0.0413473682 -0.0035322877
## [199,] -0.099105931 -0.1010153579 -0.0512220352 -0.0382584489 -0.0436485172
## [200,] -0.470269614 -0.2643703128 -0.1852405140 -0.2437661750  0.0341665075
## [201,] -0.730375315  0.1827323228  0.0678914520  0.0815609018 -0.3106323814
## [202,]  0.022183078 -0.2253581444  0.0847419787  0.0190093755  0.0036482245
## [203,] -0.059868717 -0.1310430332  0.2198054837 -0.0111113065  0.0460897452
## [204,]  0.147706514 -0.1372743217  0.1358175453 -0.0543476800  0.0395701980
## [205,] -0.279427661  0.0971882822  0.1387169915  0.0695420840  0.1444958082
## [206,] -0.874548525 -1.0177659325 -1.3878917393  2.8003637583 -0.3741763658
## [207,]  0.425722548  0.0207269715 -0.0422459318  0.0072243741  0.0638233063
## [208,] -0.075427670 -0.2188338198  0.2007428929 -0.0242294923 -0.0320673433
## [209,]  0.091116394  0.0385342811  0.1095498015  0.0522144759  0.1446359955
## [210,]  0.394666051 -0.3703714245 -0.4551231028 -0.2374028252 -0.4971640076
## [211,]  0.018614847 -0.1325755463  0.2140121030  0.0675474072  0.0088801935
## [212,]  0.068382965 -0.1416523652 -0.0318370972  0.0841479646 -0.0394463858
## [213,]  0.179325289 -0.0899181346  0.2206224554  0.0201973071  0.0718886873
## [214,] -0.014601572  0.3308016576  0.0871429945  0.1355457023  0.1213896481
## [215,]  0.130939259 -0.2030062276  0.0281623062 -0.0800249894  0.0935377134
## [216,]  0.060967282  0.0448593891  0.0182166163  0.0331603949  0.0259505806
## [217,]  0.363089588 -0.0301531877 -0.1417487842 -0.0390013095  0.0425873960
## [218,]  0.068447252 -0.1724183243 -0.0100342825  0.0090364083 -0.0680011246
## [219,]  0.591278283 -0.2339994871  0.2341716621  0.1264985153 -0.0930146575
## [220,]  0.467048735  0.1366434727 -0.1063265168  0.1527067780  0.0275273306
## [221,] -0.228383008 -0.0841529954  0.1702683271 -0.0584627216  0.0422380912
## [222,]  0.268474421 -0.0368602633  0.1835671149  0.0198339281 -0.0145386644
## [223,] -0.068458611  0.1617461487 -0.0727775301 -0.0798957611 -0.1480913232
## [224,]  0.449578317 -0.0861206516 -0.0740928673  0.0324039109  0.0612773429
## [225,] -0.073058271  0.0483405340  0.1307035899  0.0845783764 -0.0880458111
## [226,]  0.647354035 -0.2478039534 -0.2370359497  0.0354230859 -0.2237110500
## [227,]  0.421302959  0.0259131826 -0.0328657625  0.0967566566  0.0374658172
## [228,] -0.018282046 -0.2304242258  0.0496360573 -0.0486625503  0.0471394563
## [229,]  0.301126019 -0.1699646702  0.0447552338 -0.0597401654 -0.0680142201
## [230,]  0.247830876 -0.1338594028  0.0860567128  0.0444214608  0.0525269731
## [231,] -0.235220371 -0.1191496011  0.0280096909 -0.0018890403  0.0262305691
## [232,]  0.176187482 -0.3074356962  0.1475331448 -0.0868540845  0.1372235354
## [233,]  0.351817550 -0.0589940491  0.1499119754 -0.0181671192  0.0989553481
## [234,]  0.103057578 -0.0600388176  0.1475552601  0.0366703100  0.1887207507
## [235,] -0.113349249 -0.2711599441 -0.0487917807 -0.0173826494 -0.0373842201
## [236,] -0.680838345  1.1198606109 -0.0167246108 -0.3478199158 -0.8047489951
## [237,]  0.272644878  0.1536079120 -0.2362561367  0.1120074685  0.0631256457
## [238,] -0.063667160 -0.0657235997  0.1101822418  0.0012393650  0.0042989502
## [239,] -0.236182277  0.3829835269 -0.0757673075 -0.1066517005 -0.1252869347
## [240,] -0.031006465  0.0291248742  0.1131164672  0.0279760353  0.0668325915
## [241,] -0.441974093  0.2104234842  0.2090303718 -0.0095020203 -0.0297501073
## [242,] -0.083059299  0.3406140543  0.1955667355  0.1316779636  0.0222718000
## [243,] -0.311055315  0.3005863541 -0.0647706671 -0.0066937817 -0.0578457045
## [244,] -0.495700205  0.0947917618  0.1930696785 -0.0576327024 -0.0523447387
## [245,] -0.267770177  0.3501388333  0.1436769176  0.1370582837  0.0311866654
## [246,]  0.257365303  0.3859140065  0.2237410402  0.1745789467  0.1299026414
## [247,] -0.421226161  0.6432844156 -0.8630865394 -0.1058654675 -0.2685071588
## [248,] -0.156267515  0.4830208896  0.0313424643  0.0570584203 -0.0061643095
## [249,]  0.222678553  0.3916760778  0.0769170002  0.0746366906  0.0812800642
## [250,] -0.124570268  0.5240859261  0.2229593476  0.1692626827  0.0487127269
## [251,] -0.004167050  0.0197428884 -0.0176888360  0.0200490953 -0.1262296279
## [252,] -0.202444593  0.1009454154  0.0480645601  0.0201757864  0.0514559645
## [253,] -0.039257282  0.1257659537  0.1403907844  0.0667413371  0.0553849312
## [254,] -0.163920499  0.0133750866 -0.0765170028  0.0137664268  0.0396836857
## [255,] -0.058220239  0.5795813140  0.4204483240  0.1363144233  0.0253966903
## [256,] -0.218509114 -0.0351901736  0.1256358820  0.0449954268  0.0334681403
## [257,] -0.132755814  0.0259780692  0.1226620446  0.0088716856  0.0871784442
## [258,]  0.048048344  0.1874768012  0.1782280039  0.0040126105  0.0418905135
## [259,] -0.185021737  0.5190893777 -0.4324749758 -0.0464690641 -0.3128634065
## [260,]  0.181665832  0.1587667223  0.0677838115  0.0223906666 -0.1815907845
## [261,] -0.008491525  0.1984482728  0.1408321338  0.0539961687  0.0372370606
## [262,] -0.193792365  0.3766414788 -1.4088550395 -0.4760851199  0.5814908291
## [263,]  0.001196981  0.2721384399  0.1605090642  0.1207665715 -0.0014467340
## [264,]  0.196569342  0.0121100114  0.0352037697  0.0823454099  0.0825604161
## [265,]  0.232671063  0.1557466392 -0.0003450296  0.0425051101 -0.0091776849
## [266,] -0.200729316  0.3452399630 -0.0748457493 -0.0821794456 -0.1101534719
## [267,] -0.089400654 -0.0142087584  0.0677719667  0.0586684286 -0.0744715640
## [268,]  0.372820403 -0.0691788997  0.0158909974  0.0420890754  0.0177751031
## [269,] -0.250501091  0.2144866744 -0.1392412844 -0.0006263414  0.1034300810
## [270,] -0.590715192 -0.0827380296  0.2288032288  0.1562015832 -0.0957057835
## [271,]  0.018747537 -0.1672034852  0.0159162041  0.0156087447  0.0701949869
## [272,]  0.016572828 -0.0218922516 -0.0450417463  0.0577337475 -0.1092290384
## [273,] -0.363917305  0.1332483924  0.0723808051 -0.0571191880 -0.1118660349
## [274,] -0.226018701  0.4106605208  0.2049988997  0.0853982770 -0.0364734518
## [275,]  0.264825512 -0.2025811979 -0.1033135442  0.0211571838  0.0500896801
## [276,] -0.299033628  0.0782090236  0.2730737486  0.1023864174  0.2173116779
## [277,]  0.160700110  0.0210787072  0.1067392546  0.0128194320 -0.0205378281
## [278,]  0.216212793  0.3177275768 -0.2141973540  0.1482060896 -0.2292284306
## [279,]  0.003435612 -0.0679988580  0.1186063494  0.0347357871 -0.1404352686
## [280,] -0.128031311  0.0546729936 -0.0732068473 -0.0401300555  0.0439028312
## [281,] -0.394504303  0.1845155373 -0.4558684865 -0.0227609890 -0.3059090405
## [282,] -0.316085258  0.0006606103  0.0964305973 -0.0607464294 -0.0039437305
## [283,]  0.066549122  0.4348497042 -0.1076161785 -0.0704664790 -0.0081604091
## [284,] -0.173284480  0.2537913007  0.0378366025  0.0555395669 -0.0612050522
## [285,]  0.116922490  0.3148612565  0.0176163180  0.0522333065 -0.0115571124
## [286,] -0.077150162 -0.1099119620  0.0892640516  0.0414152595 -0.1036938465
## [287,]  0.329899498  0.1760405001 -0.0813631361  0.0924448285 -0.0783626895
## [288,] -0.009422147 -0.1970897459  0.1269522671  0.0531206105  0.1040892226
## [289,]  0.246241083 -0.1334833185 -0.1378682096 -0.1165226933  0.0560646985
## [290,]  0.189497201 -0.0624082237  0.0638037160  0.0538372905  0.0666202660
## [291,] -1.382105899 -0.1507227915  0.1673549127  0.0955667961  0.7421746056
## [292,]  0.310140777  0.0397847875  0.1566347781 -0.0208834470  0.0876938395
## [293,]  0.254609818  0.0568530988 -0.6789884042 -0.2835487891  0.4026350847
## [294,] -0.683348586  0.0966878610 -0.1443621375  0.0350045627  0.0826171164
## [295,]  0.207025546  0.0396917294 -0.0714582925  0.0785201357  0.0392329107
## [296,]  0.144433173 -0.1401760138  0.0261139005  0.0096227464 -0.0152251858
## [297,]  0.234528883 -0.1420995345  0.0941211926  0.0452631408  0.0368736892
## [298,]  0.115492163 -0.1171604327 -0.1491414740 -0.0647011278  0.0456398399
## [299,]  0.579789655 -0.1914339684 -0.0111662763  0.0026985081 -0.1031722375
## [300,] -0.236753179 -0.2213558960  0.0578682094 -0.1184916151 -0.0294682674
## [301,]  0.108498407  0.4805389459  0.4020676447  0.6047434005  0.3512229109
## [302,] -0.150197077 -0.2917862473  0.2352338623 -0.0008860541  0.0514639681
## [303,] -0.049600791 -0.0861267222  0.3022268257 -0.0387415192  0.0515060291
## [304,]  0.343906821 -0.0709421780 -0.1960743649 -0.1106485418 -0.1786021975
## [305,]  0.072795722 -0.1018308190 -0.0139650657  0.0283964508 -0.0138720360
## [306,]  0.187072939  0.7287297705  0.1749479004  0.1964943157  0.0752019852
## [307,] -0.128632040  0.4792022896  0.0585704981  0.0736756646 -0.0679324553
## [308,] -0.080637480  0.3775706092  0.0702930612  0.0333612041 -0.0497346922
## [309,] -0.452249102 -0.2516738676  0.0201499846 -0.0724115263 -0.1092354581
## [310,]  0.097007052 -0.0272523115  0.1348112895  0.0799178863  0.0404322890
## [311,]  0.026806892  0.2407940149  0.1195453894  0.0494616524 -0.0837983079
## [312,]  0.144414068  0.0566699876  0.0772840297  0.0061804109  0.0659889849
## [313,]  0.115849087  0.1889512855  0.1096507146  0.0475718409 -0.0409182008
## [314,]  0.037752626  0.0288175478  0.2187112569  0.0977764105 -0.0316639745
## [315,]  0.082854664 -0.0346157615  0.1020815069  0.0042615815 -0.0146094916
## [316,] -0.160836027 -0.0409528584  0.0259989303  0.0105232568  0.0643641078
## [317,] -0.267500159 -0.1230731950  0.0914735449 -0.0572762531  0.0023983502
## [318,]  0.060364773  0.2080461460  0.0191296213 -0.0057956849  0.0465033280
## [319,] -0.022025362 -0.3173949427  0.2063220247 -0.0354976686 -0.1214900481
##                [,26]         [,27]         [,28]
##   [1,]  0.0740452588  2.163149e-02 -9.137026e-03
##   [2,]  0.1039480165  4.059275e-03  4.512552e-02
##   [3,] -0.0151181222  8.851629e-03 -3.263653e-03
##   [4,] -0.0704016042 -1.154927e-03  6.280700e-03
##   [5,]  0.0106323771 -2.900253e-03 -2.892690e-03
##   [6,] -0.2580302310 -8.340496e-02  1.899342e-01
##   [7,] -0.1291157468 -1.159055e-02 -1.273292e-01
##   [8,] -0.0120376294 -1.478706e-02  3.491067e-02
##   [9,] -0.0715315808 -3.689489e-02 -2.232805e-02
##  [10,] -0.1177264043 -2.550523e-02 -9.740612e-03
##  [11,] -0.0280841315  7.216247e-03 -1.197769e-02
##  [12,] -0.1205022359 -3.631246e-02  1.164035e-02
##  [13,] -0.0318183800 -5.641138e-03 -1.958170e-02
##  [14,] -0.1033453018 -3.654594e-02 -4.377790e-02
##  [15,] -0.1017553874 -1.684469e-02 -4.395212e-02
##  [16,]  0.0934495660  2.276658e-02  7.895376e-03
##  [17,]  0.0478038299  1.558765e-02 -7.787678e-03
##  [18,] -0.0793342565  2.156902e-02 -1.110831e-02
##  [19,]  0.0337015036  1.748672e-02 -5.738230e-03
##  [20,] -0.1030655274 -1.767091e-03 -2.541500e-02
##  [21,] -0.1174493142 -1.337729e-02  5.977698e-02
##  [22,]  0.1366193912 -5.651450e-03 -4.869317e-03
##  [23,]  0.0152007005 -4.768477e-03  3.610932e-03
##  [24,] -0.1142583242  1.096034e-02 -4.574270e-02
##  [25,] -0.0233679224  3.403680e-02 -1.130012e-02
##  [26,]  0.0108202561  1.758409e-02 -3.200576e-02
##  [27,]  0.0725432520  9.072365e-03  2.437641e-02
##  [28,] -0.0642175478  1.135519e-02  1.565820e-03
##  [29,]  0.0812639495  4.735398e-03  1.051776e-02
##  [30,]  0.0111091343  2.660696e-02 -2.192202e-02
##  [31,]  0.0490122939  2.295824e-02 -1.469702e-03
##  [32,]  0.0770364072 -7.675186e-03  7.119610e-03
##  [33,]  0.0373084655 -7.296749e-05  2.524156e-02
##  [34,]  0.0970925563  1.541457e-02 -2.575863e-03
##  [35,]  0.0548371193  9.058452e-03 -9.380922e-05
##  [36,] -0.1326459923 -9.305133e-03  3.368634e-03
##  [37,]  0.0675932942 -6.300129e-03  7.058536e-02
##  [38,] -0.0240891505 -2.058728e-02 -4.070357e-02
##  [39,] -0.0926078773 -2.543051e-02 -2.681474e-02
##  [40,]  0.0109497967 -3.983390e-02  2.023887e-02
##  [41,] -0.1572455602  2.112247e-02 -1.288269e-02
##  [42,]  0.0301530377  2.520071e-02 -1.716692e-02
##  [43,]  0.0426541486  4.212157e-02 -5.826080e-04
##  [44,] -0.0054546233 -8.861690e-03 -1.478733e-02
##  [45,]  0.1546432734  5.347211e-02  3.370154e-02
##  [46,]  0.0897243644  1.383357e-02 -4.099514e-02
##  [47,]  0.0085352239  5.477885e-02 -5.140303e-01
##  [48,] -0.0733172937 -1.968020e-02 -3.687931e-03
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## [305,] -0.0824223855  4.647859e-03 -2.260851e-02
## [306,] -0.1690409966 -9.636714e-03 -4.083550e-02
## [307,]  0.0569977060 -5.902078e-03  5.345946e-03
## [308,] -0.0358379847  4.128579e-03  1.002576e-02
## [309,]  0.1092169110  5.275299e-02 -1.659126e-02
## [310,] -0.0241090042  3.859270e-02 -1.391864e-02
## [311,]  0.1529452116  4.206165e-02  2.801476e-02
## [312,] -0.0306764835 -1.097783e-02  4.745689e-02
## [313,]  0.0739379211  4.244368e-03  1.188954e-02
## [314,]  0.0596083665  7.170136e-03 -8.387800e-02
## [315,]  0.0643147057  1.649049e-02  1.920358e-02
## [316,]  0.0194297580  3.135980e-04  6.635500e-02
## [317,]  0.0920428327 -4.649800e-03  6.365656e-03
## [318,]  0.1453525419 -1.056328e-02  1.555416e-02
## [319,]  0.0673820683  2.631123e-03  7.562762e-03
# scree plot
fviz_eig(pca_result,
         addlabels = TRUE,
         ncp = ncol(data_selected),
         barfill = "skyblue",
         barcolor = "darkblue",
         linecolor = "red")

#Biplot
fviz_pca_biplot(pca_result,
                geom.ind = "point",
                #col.ind = status.ipm,
                #palette = c("#FC4E07","#E7B800", "#00AFBB"),
                addEllipses = TRUE,
                #legend.title = "Kategori"
)

# correlation circle
contrib_circle <- fviz_pca_var(pca_result, col.var = "contrib",
                               gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
                               repel = TRUE) +
  ggtitle("Kontribusi Variabel")
plot(contrib_circle)

contrib_v_PC1 <- fviz_contrib(pca_result, choice = "var", axes = 1, top = 5) + ggtitle("PC1")
plot(contrib_v_PC1)

contrib_v_PC2 <- fviz_contrib(pca_result, choice = "var", axes = 2, top = 5) + ggtitle("PC2")
plot(contrib_v_PC2)

contrib_v_PC3 <- fviz_contrib(pca_result, choice = "var", axes = 3, top = 5) + ggtitle("PC3")
plot(contrib_v_PC3)

contrib_v_PC4 <- fviz_contrib(pca_result, choice = "var", axes = 4, top = 5) + ggtitle("PC4")
plot(contrib_v_PC4)

contrib_v_PC5 <- fviz_contrib(pca_result, choice = "var", axes = 5, top = 5) + ggtitle("PC5")
plot(contrib_v_PC5)

contrib_v_PC6 <- fviz_contrib(pca_result, choice = "var", axes = 6, top = 5) + ggtitle("PC6")
plot(contrib_v_PC6)

contrib_v_PC7 <- fviz_contrib(pca_result, choice = "var", axes = 7, top = 5) + ggtitle("PC7")
plot(contrib_v_PC7)

#Factor Analysis

#Factor analysis
fa <- principal(scale_data, nfactors = 7, rotate = "none")
fa
## Principal Components Analysis
## Call: principal(r = scale_data, nfactors = 7, rotate = "none")
## Standardized loadings (pattern matrix) based upon correlation matrix
##       PC1   PC2   PC3   PC4   PC5   PC6   PC7   h2    u2 com
## X1  -0.01  0.33  0.75  0.21 -0.16 -0.11  0.01 0.75 0.246 1.7
## X2   0.69 -0.54 -0.13 -0.15 -0.01  0.11  0.03 0.82 0.181 2.2
## X3   0.87  0.45 -0.10 -0.10 -0.04  0.05  0.01 0.98 0.025 1.6
## X4   0.46  0.84 -0.03  0.00 -0.03  0.00 -0.02 0.92 0.084 1.6
## X5   0.94 -0.13 -0.04 -0.08 -0.07  0.00  0.00 0.90 0.095 1.1
## X6   0.92  0.01 -0.03 -0.05 -0.12 -0.11 -0.04 0.88 0.119 1.1
## X7   0.88 -0.24 -0.12 -0.10 -0.02  0.06  0.03 0.86 0.142 1.2
## X9  -0.09  0.96 -0.06  0.01  0.02  0.01 -0.02 0.94 0.060 1.0
## X10  0.09 -0.96  0.06 -0.02 -0.03 -0.01  0.02 0.94 0.058 1.0
## X11  0.03 -0.72  0.27  0.01  0.02  0.15  0.08 0.63 0.373 1.4
## X12  0.67  0.54  0.33  0.08 -0.12 -0.11 -0.01 0.88 0.121 2.6
## X13  0.86 -0.15 -0.04 -0.12 -0.06 -0.04  0.02 0.79 0.212 1.1
## X14  0.94 -0.17 -0.06 -0.09 -0.05  0.05  0.03 0.94 0.062 1.1
## X15  0.03  0.21  0.00  0.09  0.22 -0.22  0.75 0.71 0.293 1.6
## X16  0.32  0.90 -0.10 -0.04 -0.01  0.03 -0.01 0.93 0.066 1.3
## X17  0.63  0.72 -0.06 -0.06 -0.05  0.01  0.00 0.92 0.079 2.0
## X18  0.88 -0.15 -0.03 -0.07 -0.02  0.08  0.02 0.80 0.197 1.1
## X19  0.19  0.10  0.34  0.05  0.61 -0.20 -0.06 0.59 0.415 2.2
## X22 -0.42  0.18  0.00  0.06 -0.35  0.03  0.22 0.39 0.610 3.0
## X23  0.42 -0.01  0.17  0.07  0.58 -0.06 -0.10 0.56 0.441 2.2
## X24  0.28 -0.14 -0.27  0.85 -0.12 -0.01  0.01 0.90 0.097 1.5
## X25  0.38 -0.13 -0.24  0.83 -0.08  0.06  0.02 0.92 0.077 1.7
## X26  0.06  0.16  0.15  0.31  0.37  0.29 -0.37 0.51 0.493 4.6
## X27  0.48 -0.42  0.51  0.02 -0.11  0.09  0.11 0.70 0.303 3.2
## X28 -0.07 -0.12 -0.82 -0.12  0.21 -0.17 -0.11 0.79 0.206 1.4
## X29 -0.05  0.20  0.05 -0.08 -0.08  0.76  0.00 0.63 0.369 1.2
## X30  0.61 -0.40  0.06  0.05  0.12 -0.13  0.02 0.57 0.434 2.0
## X31  0.00 -0.15  0.15 -0.02 -0.42 -0.45 -0.45 0.62 0.379 3.4
## 
##                        PC1  PC2  PC3  PC4  PC5  PC6  PC7
## SS loadings           8.54 6.00 2.08 1.68 1.36 1.10 1.00
## Proportion Var        0.31 0.21 0.07 0.06 0.05 0.04 0.04
## Cumulative Var        0.31 0.52 0.59 0.65 0.70 0.74 0.78
## Proportion Explained  0.39 0.28 0.10 0.08 0.06 0.05 0.05
## Cumulative Proportion 0.39 0.67 0.76 0.84 0.90 0.95 1.00
## 
## Mean item complexity =  1.8
## Test of the hypothesis that 7 components are sufficient.
## 
## The root mean square of the residuals (RMSR) is  0.03 
##  with the empirical chi square  255.28  with prob <  0.0075 
## 
## Fit based upon off diagonal values = 0.99
# Factor Analysis with rotation varimax
fa_1 <- principal(scale_data,
                  nfactors = 7,
                  rotate = "varimax")

print(fa_1$loadings, cutoff = 0, sort = TRUE)
## 
## Loadings:
##     RC1    RC2    RC3    RC4    RC5    RC6    RC7   
## X2   0.813 -0.358 -0.153  0.037  0.025  0.059 -0.032
## X3   0.753  0.626  0.033  0.047  0.081  0.074  0.035
## X5   0.938  0.086  0.030  0.099  0.075 -0.029 -0.020
## X6   0.888  0.230  0.072  0.108  0.056 -0.134 -0.046
## X7   0.915 -0.031 -0.069  0.093  0.069  0.027  0.007
## X13  0.880  0.052  0.017  0.045  0.065 -0.068 -0.001
## X14  0.960  0.044  0.009  0.094  0.076  0.017  0.007
## X18  0.883  0.034  0.029  0.095  0.100  0.055 -0.001
## X27  0.531 -0.390  0.505  0.014  0.081  0.028  0.019
## X30  0.632 -0.259  0.031  0.137  0.230 -0.155  0.052
## X4   0.260  0.906  0.127  0.022  0.075  0.060  0.050
## X9  -0.292  0.914  0.054 -0.050  0.014  0.096  0.066
## X10  0.298 -0.912 -0.054  0.049 -0.025 -0.102 -0.061
## X11  0.176 -0.747  0.164  0.000  0.047  0.092 -0.001
## X12  0.494  0.617  0.473  0.073  0.133 -0.093  0.016
## X16  0.122  0.948  0.051 -0.018  0.039  0.105  0.063
## X17  0.458  0.832  0.090  0.011  0.060  0.067  0.046
## X1  -0.151  0.206  0.816  0.006  0.100 -0.112 -0.009
## X28 -0.007  0.009 -0.876  0.059 -0.026 -0.150 -0.009
## X24  0.155 -0.032 -0.035  0.934 -0.017 -0.066  0.021
## X25  0.251 -0.017 -0.013  0.926  0.037  0.012  0.023
## X19  0.053  0.066  0.158 -0.090  0.712 -0.126  0.150
## X23  0.306  0.037  0.026  0.026  0.676 -0.011  0.081
## X26 -0.100  0.129  0.084  0.231  0.516  0.288 -0.266
## X29 -0.040  0.118  0.102 -0.065 -0.121  0.754 -0.134
## X31  0.031 -0.075  0.172 -0.020 -0.177 -0.557 -0.492
## X15 -0.032  0.145  0.056  0.037  0.015 -0.089  0.820
## X22 -0.402  0.085  0.127  0.014 -0.438  0.031  0.111
## 
##                  RC1   RC2   RC3   RC4   RC5   RC6   RC7
## SS loadings    8.010 5.939 2.102 1.885 1.612 1.143 1.071
## Proportion Var 0.286 0.212 0.075 0.067 0.058 0.041 0.038
## Cumulative Var 0.286 0.498 0.573 0.641 0.698 0.739 0.777
# scores FA
scores_FA = scale_data %*% solve(cor(scale_data)) %*% as.matrix(fa$loadings)
scores_FA
##                 PC1          PC2          PC3          PC4          PC5
##   [1,]  1.296914422 -1.119446258 -0.175496501 -0.749934148 -0.410136947
##   [2,]  0.667983992  0.407490153 -0.125629183 -0.998085390 -0.852560076
##   [3,]  1.008745718 -0.036613442  1.920282640 -0.371531465 -1.529775043
##   [4,] -0.282550233 -1.349724793  0.258387655 -0.638142778 -1.718698324
##   [5,]  1.235211557 -1.041563953 -0.462046429  0.044326675  0.341930162
##   [6,] -0.997248268 -1.590267009  4.574414254  0.617199233 -2.458068031
##   [7,] -0.244620441 -1.952703370 -0.667358160 -0.875639150  0.114602986
##   [8,]  2.394117051  0.619258978  0.880919383 -0.443245194  0.532399123
##   [9,]  1.765604307 -1.107348975 -0.895285720  2.100207317  1.767992663
##  [10,] -0.199617003 -1.145890795 -0.315903715 -0.003246369  0.444151274
##  [11,]  1.319517324  0.220608317 -1.456943363 -0.517684864 -0.254238321
##  [12,]  0.220526868 -1.211225490 -0.148734617 -0.051939386  0.618374382
##  [13,]  0.309349635 -1.790664462 -0.784042003 -0.655243975  0.205175502
##  [14,]  0.001879174 -2.295904787  0.907293617 -0.193208905  0.150109172
##  [15,] -0.219279029 -1.177941566  0.897751839 -0.156846922 -0.296714405
##  [16,]  0.574792257 -0.059231724  0.484075012 -0.727782611 -2.049554860
##  [17,]  1.170818592 -0.817922914  0.502636975 -0.925743140 -0.883046317
##  [18,]  1.381823306 -0.065157227 -0.640234840 -1.145235845 -1.148065497
##  [19,]  1.446291654 -0.364479197  0.631511347 -0.333559113 -0.306790308
##  [20,]  0.028867570 -1.904739622 -0.073186227 -0.800077730 -0.490939936
##  [21,]  2.322905520  0.726374618  1.112039889 -0.052102151  5.350430173
##  [22,] -0.005140317 -0.754509682  0.332981454 -0.331400845 -0.449920609
##  [23,]  0.825052031 -0.613136121  0.548121170 -0.488063896 -0.601549501
##  [24,]  3.333713702  3.016208648 -0.341547378 -0.306233167 -1.975458180
##  [25,]  1.674660093 -0.371097455 -0.568392586  0.450525696 -0.238994005
##  [26,]  0.918548742 -0.163469521  1.319900617 -0.031407484 -0.873158568
##  [27,]  1.047789097  0.427715858 -0.001938533 -0.668179459 -0.195856984
##  [28,]  1.807815004 -1.251713718  0.786015335  1.055168494 -0.606731536
##  [29,]  0.945892035  0.181996641  2.386030587  0.065637626 -0.853288793
##  [30,]  0.580337247 -0.645939990  0.558725115 -0.678926240 -1.096201045
##  [31,]  1.278102140 -0.480855162  0.219929868 -0.705939285 -0.336838311
##  [32,]  0.625424338  0.002430206  0.540326108 -0.157416422 -0.566199409
##  [33,]  1.291984285 -0.196315602 -0.421075559  0.124832131 -0.411743877
##  [34,]  0.717048208 -0.633195568  0.462014585 -0.086062482 -0.985434746
##  [35,]  0.279195129 -0.698474151  0.409250323  0.217066166 -0.428541967
##  [36,] -0.339616132 -1.110522978  0.697687842 -0.281208371 -0.151097374
##  [37,]  1.927379977 -0.063825887  1.087888395 -0.261563726  0.095786210
##  [38,] -0.142048081 -1.493173456 -0.448637711 -0.713231565 -0.137414054
##  [39,] -0.052205293 -1.545164408  0.334642262  0.154639935  0.004395783
##  [40,] -0.484092901 -0.426783553  2.879739162  0.416388506 -1.362336250
##  [41,]  0.369740258 -0.701068165  1.893400502 -0.054325383  5.433812425
##  [42,]  0.718165025 -1.498133557  1.656826603 -0.220473727 -1.365095829
##  [43,]  0.502534802 -0.311268050 -0.065725902  0.181853710 -0.126385375
##  [44,]  0.362423587 -0.977282221  0.870650943  0.147593743 -0.450237355
##  [45,]  1.165944186 -0.729040140 -1.877090951  3.963742804 -1.343469802
##  [46,]  0.380720533 -1.396345778 -1.590718520  0.073070103 -0.384809455
##  [47,]  0.495801156 -1.469777310 -1.175890330  0.181203833  0.435390902
##  [48,]  0.205877247 -0.761086932  1.987344121  1.609349851 -0.649593585
##  [49,] -0.062617242 -0.496857203  0.543557875  0.408715096  0.407218316
##  [50,]  1.660069421 -1.350777728 -0.332353789  0.583819835  0.977748326
##  [51,]  0.862200939 -0.598780285 -0.167599263  0.375317934  2.428290500
##  [52,] -0.238774418 -1.553002851 -0.806847373 -0.753485053 -0.534550621
##  [53,] -0.584494072  0.206044731 -0.434549446 -0.337857723  0.016752333
##  [54,]  1.190720387 -0.319123339 -0.669899112  1.548791071 -0.937205918
##  [55,]  0.046030181  1.097454644  0.679756921 -0.094599505 -0.890734029
##  [56,] -0.831978748  0.278790358 -0.096535968 -0.063326068 -0.562142076
##  [57,] -1.466287858 -0.734673828 -0.073051417 -0.304151693  0.140551408
##  [58,]  0.701294528 -1.173040314 -2.039860274  7.178413816 -1.966251727
##  [59,]  1.826732791 -0.186848615 -0.556211951  1.188790460 -0.752843813
##  [60,]  0.503835099 -0.889851761 -0.555967296 -0.851229433  0.193937373
##  [61,]  0.831668903 -0.928403119 -0.604416741 -0.285647791  0.120224636
##  [62,]  0.280905481 -1.090050495 -0.015650488 -0.408184432  0.129852749
##  [63,]  0.662890939 -0.157371282  0.565356862 -0.012652196 -0.343433913
##  [64,] -0.244128464 -0.741648304  1.013773988 -0.069060671 -0.685489406
##  [65,]  1.130258066 -0.267419637 -0.332965188 -0.123840271  0.108659794
##  [66,]  2.041404607  0.709127245  0.670656374 -0.790160155 -0.311323805
##  [67,]  1.383766179  1.178828472 -1.659385129  0.530619685  0.665040073
##  [68,]  1.348021988  0.048581930 -0.310259931  0.776195027  0.026175885
##  [69,]  0.708461351 -0.719299464 -0.200268402  0.149659338 -0.738870341
##  [70,]  0.269493072 -0.636236009  1.035756904  0.674859954  0.404480796
##  [71,]  1.547548614  0.277551291 -2.129569636 -0.756263619  0.381141119
##  [72,]  0.312001824 -1.416311477  0.334126319  0.069301598  1.214331504
##  [73,]  0.185770413 -1.221017294  1.377684924 -0.225823157 -0.825313119
##  [74,]  0.589904929 -1.113093092  0.226860525 -0.664856085 -0.423031418
##  [75,] -0.079229449 -0.667588115 -0.057992543  0.179000430  0.092698716
##  [76,]  0.352197850 -1.142821066 -0.797184177 -0.779006241 -0.147916752
##  [77,] -0.516868087 -2.116756998 -1.287344769 -1.183807325 -0.702563601
##  [78,]  1.109809480 -0.083075274 -1.073867121 -0.876976106  0.616186680
##  [79,] -0.738910583 -1.798988617 -1.042521805 -0.628430081  0.636171931
##  [80,]  1.152494748 -0.430956469  0.358880101  0.393600145  0.783572936
##  [81,]  0.947496791 -0.758617829 -1.017404033  0.244298650  0.131118242
##  [82,]  1.304170781 -0.047014112  1.592931636 -0.264215818  1.000111523
##  [83,] -0.317614710 -0.766422014 -0.732651548 -0.412501268  0.834351599
##  [84,]  0.090658961  2.599937983 -0.254103593 -0.022597744  0.397929399
##  [85,]  0.739385327 -0.751690811  2.107744988 -0.142007892 -0.635993989
##  [86,]  1.606087971 -0.657507739  0.680924786 -1.055779565 -1.173322035
##  [87,]  0.274063410 -0.552861948  1.118178630 -0.366179949 -1.552913403
##  [88,]  0.406387233  0.192091234  0.181977276  0.162315676 -0.847825011
##  [89,] -0.661343490 -0.248236729 -0.652936381 -0.841451634 -0.540579639
##  [90,] -1.064960814  1.026292299  0.593344607  0.810933363  0.297715522
##  [91,]  0.678596768  1.979472196  1.620323512 -0.182410496  0.388023789
##  [92,] -0.278268265  0.392710762 -0.319321813 -0.303892959  0.448336080
##  [93,] -1.358719259 -0.682397502 -0.797097826  0.030682792  0.349919405
##  [94,] -0.872603378  0.314969790  1.001962055  0.447445964  0.078586579
##  [95,] -0.209575466  1.755951313 -0.748472029 -0.140524854 -0.370378598
##  [96,]  0.653025269  1.719008806 -1.552058153 -0.888396060  0.964270570
##  [97,] -0.458467256  1.055513300  2.113513044  0.513476572  2.070952928
##  [98,] -1.702794915 -1.299802813 -1.127556813 -0.309844191  0.300234860
##  [99,] -0.758521575 -0.305423932 -0.629985226 -0.349225719 -0.130082900
## [100,] -1.705956844 -0.995527446 -0.712746079 -0.452884782 -0.596083467
## [101,]  1.077350866 -0.542153100 -0.197336419  0.236399185  0.022697550
## [102,]  1.214512287  0.086456986  0.170729687  0.313812926 -0.201153136
## [103,]  0.709237561 -0.723617075  1.214826154 -0.844421987 -0.783952016
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## [298,]  0.069046980  1.526976199 -0.258448568 -0.138952222 -0.359547489
## [299,]  0.007436525  0.655013252 -1.013852976 -0.396753354 -0.430821501
## [300,]  0.349953479 -0.621257031  2.155067318 -0.017262223 -1.143475199
## [301,] -1.611420481  0.427662589  1.563441756  0.581584188  0.325625906
## [302,] -0.875697227  0.571844049 -1.287440408 -0.492664411  0.404027012
## [303,] -1.584180467  0.612487520  0.121910256  0.319521323 -0.498923728
## [304,]  0.347580794  1.587798583  0.095724654  0.514407466  0.498066210
## [305,]  0.071804268 -1.071219533  1.338761609 -0.475271414 -1.049285357
## [306,] -0.618667992  1.146897009  2.278632430  0.822861867 -0.390578620
## [307,] -0.317533199  0.375260303  0.741597604 -0.193703240  1.067089797
## [308,] -0.443878105  0.312335660 -0.038797630 -0.505692630  0.473107465
## [309,]  0.968074374  0.343530444  2.092712304  0.162215944 -1.262350648
## [310,]  1.643539099  0.275866101 -0.263109550 -0.167599819 -0.796067435
## [311,]  1.170408201 -0.328100123  1.047416393 -0.671297706  2.358862997
## [312,] -1.147200014 -0.206086270 -0.656670203 -0.049378999  0.388523777
## [313,]  0.958265800 -0.424224236  2.741748614  0.649074674  3.391652415
## [314,] -0.893407064  1.228614007 -0.060932896  0.366359394 -0.313453679
## [315,]  0.907378529 -0.372380176  0.190284633  0.388921342 -0.071846996
## [316,] -1.803499608 -0.658735303 -1.527892578 -0.151311692  0.004609090
## [317,]  1.248801718  0.296607991  1.085224892 -0.001561455 -0.076632669
## [318,]  1.086316993 -0.890008153 -0.032354613  0.245755316  0.394832064
## [319,] -1.722230340  0.521374225  1.024328068  2.116264384 -4.336835068
##                 PC6           PC7
##   [1,] -0.278449687 -0.6334381763
##   [2,] -0.636213908  0.2666939614
##   [3,] -0.393105540  0.3409889859
##   [4,] -0.837830551  0.3616186616
##   [5,] -1.034688471 -1.1153146667
##   [6,] -0.880880709 -0.3323531885
##   [7,]  0.325497160  0.0850999200
##   [8,] -0.413643981  0.0478612249
##   [9,]  0.081351470 -0.4885413814
##  [10,]  0.113718067  0.1321971247
##  [11,] -0.289648890  0.1397298986
##  [12,] -0.013894458 -0.5401835367
##  [13,]  0.354876042  0.2004148014
##  [14,]  0.121507482 -0.7827654136
##  [15,] -0.928123517 -1.0433937675
##  [16,] -2.073074127 -0.5360063305
##  [17,] -1.002142349 -0.5454860126
##  [18,] -1.019333064 -0.0658049741
##  [19,] -0.652557264  0.1741066072
##  [20,]  0.097807471  0.7321724508
##  [21,] -1.232376655 -0.8589157739
##  [22,] -0.103962878 -0.2682322369
##  [23,]  0.055039532 -0.0654730661
##  [24,] -1.483110812  0.3715489427
##  [25,] -0.725440456 -0.2711939426
##  [26,] -0.521944973  0.8408603581
##  [27,] -0.813941224  0.0203848401
##  [28,]  0.232945540  0.6253716101
##  [29,] -0.340301624  0.1291640063
##  [30,] -0.550820534  0.5031184631
##  [31,] -0.199651588 -0.0491192499
##  [32,] -0.285615944  0.0496153456
##  [33,] -0.064468434 -0.6559406114
##  [34,] -0.150098271 -0.0090726208
##  [35,] -1.057834405 -0.0933301902
##  [36,] -0.669712743 -0.5642290784
##  [37,]  0.063817822 -0.4280170367
##  [38,] -0.114231301  0.0313690888
##  [39,]  0.196904178 -0.2654589102
##  [40,] -0.110004215 -0.3480587794
##  [41,] -1.670040046 -2.1314505543
##  [42,] -0.832102253  0.6946917472
##  [43,] -0.821039642 -0.4230885185
##  [44,]  0.448100111 -0.8252933916
##  [45,] -0.689099937  0.3109635688
##  [46,]  0.086175408 -0.2182505577
##  [47,] -0.296319016 -0.4176732625
##  [48,] -0.199504556  0.3425613646
##  [49,] -1.293985797 -0.0004253878
##  [50,]  0.473957215 -0.5128324222
##  [51,] -0.156516787 -0.2706441690
##  [52,] -0.541329295 -0.4305252373
##  [53,] -0.881569689 -0.7779965334
##  [54,] -0.251067307 -0.2654246353
##  [55,] -0.735518713 -0.0894388216
##  [56,] -0.768541512 -0.4536437835
##  [57,] -0.971004194 -0.5111920070
##  [58,] -0.387397975  0.1625615572
##  [59,] -0.223573062 -0.1272030084
##  [60,] -0.464352472 -0.2751566939
##  [61,] -0.274573557 -0.2658123652
##  [62,] -0.299860440 -0.0005001317
##  [63,] -0.361742341  0.2139495832
##  [64,] -0.335682045  0.4407726897
##  [65,] -0.489790430  0.3054291932
##  [66,] -1.704719872 -0.8058805584
##  [67,]  0.246937314  0.0637453732
##  [68,] -0.477084004 -0.2891884349
##  [69,]  0.136868864  0.8387374081
##  [70,]  0.658974293  0.4084289540
##  [71,]  0.409921136  0.5107326592
##  [72,]  0.598454181  0.4005520978
##  [73,]  0.631886719  1.5307911187
##  [74,]  0.740980728  0.9980552319
##  [75,] -0.048166456  0.4899767214
##  [76,]  0.310499428  0.3492806718
##  [77,] -0.331720331  1.4724002575
##  [78,] -0.861051459 -0.3386122066
##  [79,] -0.521260301 -0.6448758563
##  [80,] -1.061183191 -0.7987106395
##  [81,] -0.205335471  0.4189814318
##  [82,] -0.690766081  0.5967887160
##  [83,]  0.301288216 -0.5304153764
##  [84,] -0.644990235 -0.6471620442
##  [85,]  0.367899435  0.3914733357
##  [86,]  0.399992284  0.7640360476
##  [87,] -1.128988238  0.5650386073
##  [88,] -0.763399716 -0.5722490407
##  [89,] -0.682777863 -0.0897901166
##  [90,] -0.869596817 -0.7970330051
##  [91,] -0.809074466  0.5612993289
##  [92,]  0.256319113  0.6955036416
##  [93,] -0.321615798  0.1181572875
##  [94,]  0.084572631 -0.7379788280
##  [95,] -0.178295596 -0.4180191378
##  [96,] -0.487749630 -0.2569050303
##  [97,] -1.158732900 -0.1972115826
##  [98,] -0.239996388  0.2460137873
##  [99,]  0.189261180 -0.4284545286
## [100,] -1.016483452  0.1633479825
## [101,] -0.306469172 -1.1306654772
## [102,] -0.359135538 -0.8740533105
## [103,] -0.860822207  1.0567536285
## [104,] -0.435890385 -0.5522188055
## [105,]  0.055269832 -0.1495077330
## [106,]  0.535704466  0.7127630521
## [107,] -1.058704656 -0.8129761421
## [108,]  0.210247858  0.8698785260
## [109,] -0.038642016  0.0196176411
## [110,] -0.059725383 -1.4236634055
## [111,]  0.089281361  0.8278503530
## [112,]  0.382802012 -0.0444196855
## [113,] -0.431221863  0.0061656526
## [114,] -1.168240047 -0.9041111361
## [115,] -1.062385516 -0.4993016766
## [116,] -0.725325172 -0.3700249716
## [117,]  0.581942679 -1.5494297073
## [118,]  1.490987969  0.0740346249
## [119,] -0.059153768  0.7250033437
## [120,] -0.055430164  0.4205130022
## [121,]  0.274462621 -1.8683102274
## [122,] -0.208194065  0.3935732747
## [123,] -0.698583661  0.2671479071
## [124,] -0.698661169 -0.0434721448
## [125,] -0.606230193 -0.1028593442
## [126,] -0.423367240 -0.3584987275
## [127,] -0.577623578 -0.2290724729
## [128,] -0.752647516  0.7860468935
## [129,] -0.810179406 -0.0058850116
## [130,] -0.857810187 -0.0581711075
## [131,] -0.844028222 -0.2386102424
## [132,] -1.168786366 -0.7662664091
## [133,] -0.696273207 -0.4733346584
## [134,] -0.917008385 -0.2181001366
## [135,] -1.239598078 -0.4253775478
## [136,] -1.318460942 -0.0608280067
## [137,] -0.858249997 -1.9064958007
## [138,] -1.302780338 -0.7430693984
## [139,] -0.542325272 -0.6776472690
## [140,]  0.500237422 -0.5346351724
## [141,] -0.223992608  0.3755823359
## [142,] -0.292732921 -0.3844388998
## [143,] -0.356381903 -0.3127835361
## [144,] -1.029782605  0.3907972339
## [145,] -0.748475876 -1.7157298528
## [146,] -1.448205854 -1.0579562265
## [147,] -1.212704151 -0.4330174387
## [148,] -0.930790479 -0.3290920863
## [149,] -0.408326423 -0.2163928611
## [150,] -0.809223499 -0.6405144044
## [151,] -0.805415090  0.0906541123
## [152,] -0.418092585 -0.5300561961
## [153,] -0.593657603 -0.8227560203
## [154,]  4.089966685 -0.7432376656
## [155,] -0.929953867 -0.3231587280
## [156,] -0.435928650 -0.6517716569
## [157,]  1.110605273  0.1159932061
## [158,]  0.705694188  1.0211624302
## [159,] -0.418801896 -0.0191469722
## [160,]  0.152209205 -0.0552841324
## [161,] -0.109864877 -1.5126923864
## [162,] -0.642484569 -1.1098576294
## [163,]  0.664580419  0.3001196668
## [164,]  0.120496468  0.4212351267
## [165,]  0.903121967  1.3191382467
## [166,]  0.490976428  0.8893490446
## [167,] -0.372892008  0.2126861164
## [168,]  0.081184668 -0.1068578056
## [169,] -0.228451598 -0.4967530600
## [170,]  0.247070558 -0.4460225159
## [171,]  0.373692041 -0.1760725365
## [172,]  0.532672825  0.1105436249
## [173,] -0.415736777  0.2616285143
## [174,] -0.947295129 -1.1900415353
## [175,] -0.628324267  0.2082155425
## [176,]  0.318709936 -0.3396994880
## [177,]  1.108783594 -0.1330556703
## [178,] -0.283039335 -0.3392426173
## [179,] -0.302234720 -0.0279126988
## [180,]  0.163576360 -0.3367367003
## [181,]  0.071907714  1.1632387779
## [182,] -0.602676116  0.3945805659
## [183,]  0.710705753 -0.0731050586
## [184,]  0.931539876  0.3266714857
## [185,]  1.440551058  0.4637668729
## [186,]  0.490583736 -0.6777713968
## [187,]  0.968031329  0.1738170188
## [188,] -0.084839671  0.2285619942
## [189,]  0.167943709 -0.4313264098
## [190,] -0.084245945 -0.5290966045
## [191,]  0.197132682  0.6249443893
## [192,]  0.763910637  0.2592653936
## [193,] -0.837182802 -0.1044299645
## [194,]  0.176984300 -0.6029868675
## [195,] -0.477027353  0.2703940748
## [196,] -0.704371527 -0.4797975687
## [197,] -2.273241276 -1.4824217526
## [198,]  1.148144464  0.2208401278
## [199,]  0.540498742  0.0562029469
## [200,]  0.262401886  0.4983674669
## [201,] -1.608641506 -0.3776177468
## [202,]  0.624463662  0.2851166983
## [203,] -0.380799595 -0.4204464320
## [204,] -0.633207943 -0.7148925620
## [205,]  0.027605725 -0.4923897696
## [206,] -0.360462186 -1.0128207199
## [207,] -0.800428730 -0.5683011124
## [208,] -0.929536660 -0.2866209632
## [209,]  1.960343828  0.2571345531
## [210,]  0.056305588  0.1891526594
## [211,] -0.149627262  0.5686295510
## [212,]  0.193675689 -0.0363798595
## [213,] -0.285857553  0.4391161334
## [214,]  0.254482351 -0.1801519630
## [215,]  6.322377664 -0.1792464220
## [216,] -0.391370455  0.2647782753
## [217,] -0.080428684 -0.0336068467
## [218,] -0.061792078 -1.0375516919
## [219,]  0.385103317  0.3500481832
## [220,]  0.483306876 -0.0268925691
## [221,] -0.589328589 -0.2528410282
## [222,] -1.230685154 -0.4888637740
## [223,]  1.198281563 -0.6151156723
## [224,]  0.370758130  0.0566635689
## [225,]  0.003837204  0.8795114023
## [226,]  1.432288368  0.6824719241
## [227,] -0.206623533  0.0035436244
## [228,] -0.020992043 -0.3954225109
## [229,]  0.046058860  0.0991558912
## [230,]  0.182654038  0.0127503142
## [231,] -0.810625060 -1.2518939378
## [232,]  5.873266335  0.4998294485
## [233,]  0.449157928 -0.7269458954
## [234,]  0.349695647  0.4245763482
## [235,]  0.578374515  1.0572493205
## [236,]  0.131492188 -0.0696340759
## [237,]  1.339931245  0.8698836697
## [238,]  0.483653489  0.7883033439
## [239,]  0.913056147  0.5630056422
## [240,] -3.688335623 13.6600254604
## [241,] -0.499136463  0.0036900841
## [242,]  1.727246461  0.1508922064
## [243,]  0.662367524  0.1266156180
## [244,]  0.173555000 -1.0507018022
## [245,]  1.081318036  0.0545426981
## [246,]  0.214948267  0.3654606131
## [247,]  1.891821433  1.1673121730
## [248,]  0.153376745 -0.6317348191
## [249,]  1.338686631  0.2021545229
## [250,]  0.683447976  0.2318899255
## [251,] -1.145451480 -0.3333854178
## [252,]  0.404118320  0.6578342269
## [253,]  1.147618677  0.3982604997
## [254,]  1.514875428 -0.3727548942
## [255,] -0.552456220 -0.6325167584
## [256,]  0.536825812  0.7532937116
## [257,]  0.021038641  0.4606953102
## [258,]  3.138292872 -0.5706138711
## [259,]  0.686863205  0.9039989029
## [260,]  0.686560112  0.4601510414
## [261,] -0.116002497  0.1204763616
## [262,]  0.140960064  0.5950361379
## [263,]  0.335114533  0.5939569761
## [264,]  0.564735350 -0.0431035319
## [265,] -0.110955230  0.1471643655
## [266,]  0.970448395 -0.0430907847
## [267,]  0.052867002  0.4022825677
## [268,]  1.333809692  0.5383941140
## [269,]  2.291387297 -0.4403122769
## [270,]  0.470168965  1.0149186776
## [271,]  3.785612647  0.5902259631
## [272,]  0.395392069  0.6276341463
## [273,]  3.880036424 -0.5457431711
## [274,]  0.887809085  0.0304051119
## [275,]  1.370807648  1.0471881228
## [276,]  0.732666362 -0.1965819686
## [277,]  0.461136088  0.4445271895
## [278,]  1.701041973 -0.1903585600
## [279,]  2.062524466 -0.1122780978
## [280,]  0.936807454  0.7807630388
## [281,]  1.350708515 -0.0218642681
## [282,] -0.836849715 -1.6773189829
## [283,]  1.429129472 -2.6013967133
## [284,]  0.987123238  1.1571549461
## [285,]  0.726525230  0.7357404147
## [286,]  1.831278429  0.1122841298
## [287,]  0.539511476  0.6816930406
## [288,]  1.236590339  0.2764017622
## [289,] -0.150442661 -0.8927716116
## [290,]  0.206524679  0.5435466567
## [291,] -0.046135969  0.4065189250
## [292,] -0.688086978 -0.6180015280
## [293,] -0.468908743 -0.0567330459
## [294,] -0.233834743  0.5184887320
## [295,] -0.486829303 -0.0824821353
## [296,]  0.019932171  0.5700298569
## [297,] -0.009395932  0.3994367238
## [298,]  0.001951088  0.4070093017
## [299,]  0.833491210  0.5667412930
## [300,] -0.069877479 -0.4634537765
## [301,] -0.058253443 -0.1301357137
## [302,]  0.590319003  0.4407549468
## [303,] -0.842038062 -0.6697954081
## [304,]  0.224583844 -0.4226172110
## [305,] -0.030622491  1.1054665539
## [306,]  0.799837370  0.4214899339
## [307,]  0.255893473  0.2492555946
## [308,]  0.270600680  0.6945314996
## [309,]  0.609651682  0.5653995155
## [310,] -0.040393953  1.3037641856
## [311,]  0.228758871 -0.1163758882
## [312,] -0.205255085 -0.1572179483
## [313,]  0.085999435 -0.5813744962
## [314,] -0.170529665  0.3894844128
## [315,]  1.476551950  0.5871617294
## [316,] -0.866025927 -0.0590653957
## [317,]  0.203990851  0.2379950850
## [318,]  0.061270324 -1.1924258796
## [319,] -0.027591800  2.5806805638
fa.diagram(fa_1)