MODUL 1: IMPLEMENTASI PRINCIPAL COMPONENT ANALYSIS(PCA) DAN FACTOR ANALYSIS(FA) DALAM MENGIDENTIFIKASI POLA PENYEBARAN KASUS CACAR AIR DI HUNGARIA

Meisya Natasafira (24031554174), Faiz Azmin Ahmad (24031554175)

LOAD DATASET

library(tidyverse)

## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
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## ✔ lubridate 1.9.5     ✔ tidyr     1.3.2
## ✔ purrr     1.2.1     
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
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## ✖ dplyr::lag()    masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errors

data <- read.csv("C:/Users/Faiz/Documents/TUGAS TUGAS/SEMESTER 4/ANMUL/hungary_chickenpox.csv")
head(data)

##         Date BUDAPEST BARANYA BACS BEKES BORSOD CSONGRAD FEJER GYOR HAJDU HEVES
## 1 03/01/2005      168      79   30   173    169       42   136  120   162    36
## 2 10/01/2005      157      60   30    92    200       53    51   70    84    28
## 3 17/01/2005       96      44   31    86     93       30    93   84   191    51
## 4 24/01/2005      163      49   43   126     46       39    52  114   107    42
## 5 31/01/2005      122      78   53    87    103       34    95  131   172    40
## 6 07/02/2005      174      76   77   152    189       26    74  181   157    44
##   JASZ KOMAROM NOGRAD PEST SOMOGY SZABOLCS TOLNA VAS VESZPREM ZALA
## 1  130      57      2  178     66       64    11  29       87   68
## 2   80      50     29  141     48       29    58  53       68   26
## 3   64      46      4  157     33       33    24  18       62   44
## 4   63      54     14  107     66       50    25  21       43   31
## 5   61      49     11  124     63       56     7  47       85   60
## 6   95      97     26  146     59       54    27  54       48   60

df <-data[, c("BUDAPEST", "BARANYA", "BACS", "BEKES", "BORSOD", "CSONGRAD", "FEJER", "GYOR", "HAJDU", "HEVES", "JASZ", "KOMAROM", "NOGRAD", "PEST", "SOMOGY", "SZABOLCS", "TOLNA", "VAS", "VESZPREM", "ZALA")]
colSums(is.na(df))

## BUDAPEST  BARANYA     BACS    BEKES   BORSOD CSONGRAD    FEJER     GYOR 
##        0        0        0        0        0        0        0        0 
##    HAJDU    HEVES     JASZ  KOMAROM   NOGRAD     PEST   SOMOGY SZABOLCS 
##        0        0        0        0        0        0        0        0 
##    TOLNA      VAS VESZPREM     ZALA 
##        0        0        0        0

memakai library tidyverse untuk mengolah datanya. kemudian memasukan datasetnya yang berisi 21 kolom dan memilih 20 kolom yang hanya berisi numerik. kemudian dilihat apakah memiliki missing value nya

MENDETEKSI OUTLIER DENGAN BOXPLOX

df %>%
  pivot_longer(cols = everything(),
               names_to = "Variabel",
               values_to = "Nilai") %>%
  ggplot(aes(x = Variabel, y = Nilai)) +
  geom_boxplot(fill = "blue") +
  coord_flip() +
  theme_minimal() +
  labs(title = "Boxplot Setiap Variabel",
       x = NULL,
       y = "Nilai")

boxplot ini digunakan untuk melihat apakah ada outlier yang terdapat pada data tersebut

STATISTIKA DESKRIPTIF

stat_deskriptif <- data.frame(
  Variabel = colnames(df),
  Minimum = apply(df, 2, min, na.rm = TRUE),
  Maksimum = apply(df, 2, max, na.rm = TRUE),
  Mean = round(apply(df, 2, mean, na.rm = TRUE), 3),
  Std_Dev = round(apply(df, 2, sd, na.rm = TRUE), 3)
)

knitr::kable(
  stat_deskriptif,
  #caption = "Tabel 1. Statistika Deskriptif Variabel Penelitian"
)

	Variabel	Minimum	Maksimum	Mean	Std_Dev
BUDAPEST	BUDAPEST	0	479	101.245	76.355
BARANYA	BARANYA	0	194	34.205	32.567
BACS	BACS	0	274	37.167	36.843
BEKES	BEKES	0	271	28.912	37.618
BORSOD	BORSOD	0	355	57.082	50.725
CSONGRAD	CSONGRAD	0	199	31.489	33.790
FEJER	FEJER	0	164	33.272	31.398
GYOR	GYOR	0	181	41.437	36.014
HAJDU	HAJDU	0	262	47.098	44.611
HEVES	HEVES	0	210	29.692	31.858
JASZ	JASZ	0	224	40.870	37.283
KOMAROM	KOMAROM	0	160	25.644	24.468
NOGRAD	NOGRAD	0	112	21.851	22.026
PEST	PEST	0	431	86.102	66.774
SOMOGY	SOMOGY	0	155	27.609	26.724
SZABOLCS	SZABOLCS	0	203	29.854	31.815
TOLNA	TOLNA	0	131	20.352	23.273
VAS	VAS	0	141	22.467	25.007
VESZPREM	VESZPREM	0	230	40.636	40.699
ZALA	ZALA	0	216	19.874	22.000

kode diatas digunakan untuk menghitung nilai minimum, maksimum, rata - rata, dan stardar deivsiasi per variabel. nilai mean dan stardar devisiasi dibulatkan menjadi 3 desimal agar rapih dan semua hasil digabungkan ke dalam dataframe stat_deskriptif

##Asumsi

cor_mat <-  round(cor(df),3)
library(sjPlot)

## 
## Attaching package: 'sjPlot'

## The following object is masked from 'package:ggplot2':
## 
##     set_theme

tab_corr(df)

	BUDAPEST	BARANYA	BACS	BEKES	BORSOD	CSONGRAD	FEJER	GYOR	HAJDU	HEVES	JASZ	KOMAROM	NOGRAD	PEST	SOMOGY	SZABOLCS	TOLNA	VAS	VESZPREM	ZALA
BUDAPEST		0.593***	0.591***	0.470***	0.648***	0.591***	0.522***	0.643***	0.583***	0.521***	0.588***	0.611***	0.617***	0.765***	0.577***	0.525***	0.571***	0.485***	0.590***	0.482***
BARANYA	0.593***		0.549***	0.462***	0.502***	0.466***	0.537***	0.629***	0.559***	0.462***	0.550***	0.588***	0.516***	0.698***	0.523***	0.459***	0.519***	0.362***	0.540***	0.351***
BACS	0.591***	0.549***		0.377***	0.497***	0.410***	0.570***	0.629***	0.533***	0.491***	0.556***	0.628***	0.458***	0.588***	0.391***	0.422***	0.355***	0.381***	0.501***	0.339***
BEKES	0.470***	0.462***	0.377***		0.521***	0.359***	0.519***	0.623***	0.560***	0.474***	0.594***	0.567***	0.321***	0.506***	0.421***	0.447***	0.263***	0.364***	0.459***	0.443***
BORSOD	0.648***	0.502***	0.497***	0.521***		0.450***	0.576***	0.607***	0.606***	0.503***	0.510***	0.524***	0.451***	0.624***	0.529***	0.558***	0.355***	0.437***	0.508***	0.403***
CSONGRAD	0.591***	0.466***	0.410***	0.359***	0.450***		0.421***	0.479***	0.412***	0.440***	0.449***	0.423***	0.467***	0.495***	0.460***	0.364***	0.464***	0.517***	0.538***	0.433***
FEJER	0.522***	0.537***	0.570***	0.519***	0.576***	0.421***		0.716***	0.584***	0.560***	0.527***	0.551***	0.378***	0.594***	0.498***	0.483***	0.259***	0.304***	0.512***	0.393***
GYOR	0.643***	0.629***	0.629***	0.623***	0.607***	0.479***	0.716***		0.672***	0.547***	0.625***	0.701***	0.539***	0.674***	0.560***	0.517***	0.387***	0.479***	0.591***	0.387***
HAJDU	0.583***	0.559***	0.533***	0.560***	0.606***	0.412***	0.584***	0.672***		0.500***	0.547***	0.623***	0.383***	0.609***	0.499***	0.509***	0.397***	0.422***	0.452***	0.332***
HEVES	0.521***	0.462***	0.491***	0.474***	0.503***	0.440***	0.560***	0.547***	0.500***		0.484***	0.451***	0.579***	0.586***	0.448***	0.402***	0.270***	0.368***	0.396***	0.415***
JASZ	0.588***	0.550***	0.556***	0.594***	0.510***	0.449***	0.527***	0.625***	0.547***	0.484***		0.648***	0.375***	0.608***	0.487***	0.516***	0.482***	0.521***	0.634***	0.502***
KOMAROM	0.611***	0.588***	0.628***	0.567***	0.524***	0.423***	0.551***	0.701***	0.623***	0.451***	0.648***		0.389***	0.654***	0.459***	0.535***	0.410***	0.463***	0.559***	0.440***
NOGRAD	0.617***	0.516***	0.458***	0.321***	0.451***	0.467***	0.378***	0.539***	0.383***	0.579***	0.375***	0.389***		0.609***	0.478***	0.370***	0.458***	0.434***	0.440***	0.410***
PEST	0.765***	0.698***	0.588***	0.506***	0.624***	0.495***	0.594***	0.674***	0.609***	0.586***	0.608***	0.654***	0.609***		0.622***	0.582***	0.591***	0.458***	0.666***	0.470***
SOMOGY	0.577***	0.523***	0.391***	0.421***	0.529***	0.460***	0.498***	0.560***	0.499***	0.448***	0.487***	0.459***	0.478***	0.622***		0.451***	0.497***	0.535***	0.649***	0.434***
SZABOLCS	0.525***	0.459***	0.422***	0.447***	0.558***	0.364***	0.483***	0.517***	0.509***	0.402***	0.516***	0.535***	0.370***	0.582***	0.451***		0.412***	0.258***	0.462***	0.340***
TOLNA	0.571***	0.519***	0.355***	0.263***	0.355***	0.464***	0.259***	0.387***	0.397***	0.270***	0.482***	0.410***	0.458***	0.591***	0.497***	0.412***		0.433***	0.540***	0.354***
VAS	0.485***	0.362***	0.381***	0.364***	0.437***	0.517***	0.304***	0.479***	0.422***	0.368***	0.521***	0.463***	0.434***	0.458***	0.535***	0.258***	0.433***		0.492***	0.450***
VESZPREM	0.590***	0.540***	0.501***	0.459***	0.508***	0.538***	0.512***	0.591***	0.452***	0.396***	0.634***	0.559***	0.440***	0.666***	0.649***	0.462***	0.540***	0.492***		0.568***
ZALA	0.482***	0.351***	0.339***	0.443***	0.403***	0.433***	0.393***	0.387***	0.332***	0.415***	0.502***	0.440***	0.410***	0.470***	0.434***	0.340***	0.354***	0.450***	0.568***
Computed correlation used pearson-method with listwise-deletion.

mat_cor <- cor(df)
mat_cor

##           BUDAPEST   BARANYA      BACS     BEKES    BORSOD  CSONGRAD     FEJER
## BUDAPEST 1.0000000 0.5925761 0.5905912 0.4695390 0.6476369 0.5905757 0.5217121
## BARANYA  0.5925761 1.0000000 0.5490280 0.4616810 0.5024384 0.4661484 0.5367883
## BACS     0.5905912 0.5490280 1.0000000 0.3768410 0.4974181 0.4102525 0.5698485
## BEKES    0.4695390 0.4616810 0.3768410 1.0000000 0.5207331 0.3588156 0.5187229
## BORSOD   0.6476369 0.5024384 0.4974181 0.5207331 1.0000000 0.4500507 0.5760005
## CSONGRAD 0.5905757 0.4661484 0.4102525 0.3588156 0.4500507 1.0000000 0.4209186
## FEJER    0.5217121 0.5367883 0.5698485 0.5187229 0.5760005 0.4209186 1.0000000
## GYOR     0.6425584 0.6292031 0.6294789 0.6227996 0.6073732 0.4792486 0.7160622
## HAJDU    0.5832341 0.5586997 0.5328399 0.5599923 0.6063555 0.4121103 0.5836292
## HEVES    0.5212144 0.4620264 0.4913004 0.4739108 0.5030522 0.4398705 0.5600542
## JASZ     0.5884470 0.5500870 0.5562460 0.5939569 0.5102697 0.4490000 0.5274373
## KOMAROM  0.6106605 0.5880899 0.6276948 0.5671969 0.5244678 0.4229023 0.5506540
## NOGRAD   0.6174659 0.5163052 0.4582320 0.3207504 0.4507825 0.4673422 0.3784924
## PEST     0.7651085 0.6982565 0.5881363 0.5061179 0.6239235 0.4947507 0.5939482
## SOMOGY   0.5765498 0.5232218 0.3906655 0.4206206 0.5289315 0.4598990 0.4984154
## SZABOLCS 0.5251479 0.4592765 0.4220549 0.4470959 0.5575104 0.3638134 0.4829608
## TOLNA    0.5706379 0.5191638 0.3548805 0.2631302 0.3548701 0.4636108 0.2586887
## VAS      0.4854381 0.3624976 0.3810021 0.3635838 0.4371042 0.5167993 0.3044012
## VESZPREM 0.5904537 0.5396272 0.5008274 0.4588655 0.5079507 0.5377513 0.5124404
## ZALA     0.4820213 0.3512987 0.3386405 0.4431026 0.4034903 0.4329914 0.3926832
##               GYOR     HAJDU     HEVES      JASZ   KOMAROM    NOGRAD      PEST
## BUDAPEST 0.6425584 0.5832341 0.5212144 0.5884470 0.6106605 0.6174659 0.7651085
## BARANYA  0.6292031 0.5586997 0.4620264 0.5500870 0.5880899 0.5163052 0.6982565
## BACS     0.6294789 0.5328399 0.4913004 0.5562460 0.6276948 0.4582320 0.5881363
## BEKES    0.6227996 0.5599923 0.4739108 0.5939569 0.5671969 0.3207504 0.5061179
## BORSOD   0.6073732 0.6063555 0.5030522 0.5102697 0.5244678 0.4507825 0.6239235
## CSONGRAD 0.4792486 0.4121103 0.4398705 0.4490000 0.4229023 0.4673422 0.4947507
## FEJER    0.7160622 0.5836292 0.5600542 0.5274373 0.5506540 0.3784924 0.5939482
## GYOR     1.0000000 0.6719367 0.5470986 0.6252582 0.7005499 0.5386132 0.6736380
## HAJDU    0.6719367 1.0000000 0.4997743 0.5472771 0.6234107 0.3829610 0.6085445
## HEVES    0.5470986 0.4997743 1.0000000 0.4844027 0.4512016 0.5787270 0.5857093
## JASZ     0.6252582 0.5472771 0.4844027 1.0000000 0.6475196 0.3748423 0.6078702
## KOMAROM  0.7005499 0.6234107 0.4512016 0.6475196 1.0000000 0.3893077 0.6543113
## NOGRAD   0.5386132 0.3829610 0.5787270 0.3748423 0.3893077 1.0000000 0.6093491
## PEST     0.6736380 0.6085445 0.5857093 0.6078702 0.6543113 0.6093491 1.0000000
## SOMOGY   0.5604075 0.4992390 0.4480058 0.4869192 0.4590824 0.4778395 0.6215982
## SZABOLCS 0.5170384 0.5085655 0.4016936 0.5158092 0.5354374 0.3700171 0.5819227
## TOLNA    0.3872075 0.3973879 0.2698170 0.4821938 0.4097963 0.4577908 0.5911721
## VAS      0.4793100 0.4222363 0.3675064 0.5207143 0.4632594 0.4337029 0.4584518
## VESZPREM 0.5913791 0.4516030 0.3960391 0.6336626 0.5589180 0.4400433 0.6658903
## ZALA     0.3865530 0.3323557 0.4146945 0.5016880 0.4402374 0.4095620 0.4699179
##             SOMOGY  SZABOLCS     TOLNA       VAS  VESZPREM      ZALA
## BUDAPEST 0.5765498 0.5251479 0.5706379 0.4854381 0.5904537 0.4820213
## BARANYA  0.5232218 0.4592765 0.5191638 0.3624976 0.5396272 0.3512987
## BACS     0.3906655 0.4220549 0.3548805 0.3810021 0.5008274 0.3386405
## BEKES    0.4206206 0.4470959 0.2631302 0.3635838 0.4588655 0.4431026
## BORSOD   0.5289315 0.5575104 0.3548701 0.4371042 0.5079507 0.4034903
## CSONGRAD 0.4598990 0.3638134 0.4636108 0.5167993 0.5377513 0.4329914
## FEJER    0.4984154 0.4829608 0.2586887 0.3044012 0.5124404 0.3926832
## GYOR     0.5604075 0.5170384 0.3872075 0.4793100 0.5913791 0.3865530
## HAJDU    0.4992390 0.5085655 0.3973879 0.4222363 0.4516030 0.3323557
## HEVES    0.4480058 0.4016936 0.2698170 0.3675064 0.3960391 0.4146945
## JASZ     0.4869192 0.5158092 0.4821938 0.5207143 0.6336626 0.5016880
## KOMAROM  0.4590824 0.5354374 0.4097963 0.4632594 0.5589180 0.4402374
## NOGRAD   0.4778395 0.3700171 0.4577908 0.4337029 0.4400433 0.4095620
## PEST     0.6215982 0.5819227 0.5911721 0.4584518 0.6658903 0.4699179
## SOMOGY   1.0000000 0.4511825 0.4972193 0.5353286 0.6492481 0.4339918
## SZABOLCS 0.4511825 1.0000000 0.4121311 0.2583973 0.4624211 0.3403929
## TOLNA    0.4972193 0.4121311 1.0000000 0.4326153 0.5400887 0.3536829
## VAS      0.5353286 0.2583973 0.4326153 1.0000000 0.4920248 0.4497776
## VESZPREM 0.6492481 0.4624211 0.5400887 0.4920248 1.0000000 0.5677596
## ZALA     0.4339918 0.3403929 0.3536829 0.4497776 0.5677596 1.0000000

disini kita mencoba 2 correlation matrix, yang pertama dengan variabel cor_mat yang memakai tabel dan hasilnya dibulatkan 3 angka setelah koma dan kedua dengan variabel mat_cor tidak dibulatkan

library(corrr)

library(ggcorrplot)

ggcorrplot(mat_cor, lab = TRUE, lab_size = 3, type = "full")

## Warning: `aes_string()` was deprecated in ggplot2 3.0.0.
## ℹ Please use tidy evaluation idioms with `aes()`.
## ℹ See also `vignette("ggplot2-in-packages")` for more information.
## ℹ The deprecated feature was likely used in the ggcorrplot package.
##   Please report the issue at <https://github.com/kassambara/ggcorrplot/issues>.
## This warning is displayed once per session.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

eigen(mat_cor)$values

##  [1] 10.5643807  1.2772506  0.9279911  0.8706569  0.7127001  0.6568813
##  [7]  0.5902500  0.5680908  0.5216982  0.4472282  0.4065326  0.3792826
## [13]  0.3495520  0.3318049  0.2995696  0.2739731  0.2646976  0.2261180
## [19]  0.1785385  0.1528032

kemudian kita memakai correlation matriks yang tidak dibulatkan dan melihat hasil dari eigen nya

#Mengecek MSA Menggunakan Uji KMO dan bartlett

#KMO
library(psych)

## 
## Attaching package: 'psych'

## The following objects are masked from 'package:ggplot2':
## 
##     %+%, alpha

KMO(mat_cor)

## Kaiser-Meyer-Olkin factor adequacy
## Call: KMO(r = mat_cor)
## Overall MSA =  0.94
## MSA for each item = 
## BUDAPEST  BARANYA     BACS    BEKES   BORSOD CSONGRAD    FEJER     GYOR 
##     0.95     0.96     0.96     0.95     0.96     0.94     0.94     0.94 
##    HAJDU    HEVES     JASZ  KOMAROM   NOGRAD     PEST   SOMOGY SZABOLCS 
##     0.97     0.93     0.95     0.96     0.91     0.95     0.95     0.96 
##    TOLNA      VAS VESZPREM     ZALA 
##     0.93     0.91     0.93     0.93

KMO_result<-KMO(mat_cor)

kmo_table <- data.frame(
  Variabel = names(KMO_result$MSAi),
  MSA = round(KMO_result$MSAi,3)
)
kmo_table

##          Variabel   MSA
## BUDAPEST BUDAPEST 0.949
## BARANYA   BARANYA 0.963
## BACS         BACS 0.956
## BEKES       BEKES 0.946
## BORSOD     BORSOD 0.962
## CSONGRAD CSONGRAD 0.940
## FEJER       FEJER 0.937
## GYOR         GYOR 0.942
## HAJDU       HAJDU 0.968
## HEVES       HEVES 0.930
## JASZ         JASZ 0.948
## KOMAROM   KOMAROM 0.956
## NOGRAD     NOGRAD 0.913
## PEST         PEST 0.953
## SOMOGY     SOMOGY 0.947
## SZABOLCS SZABOLCS 0.956
## TOLNA       TOLNA 0.934
## VAS           VAS 0.906
## VESZPREM VESZPREM 0.933
## ZALA         ZALA 0.935

kodingan ini untuk menghitung KMO nya yang di mana data ini sudah memenuhi syarat KMO karena semua datanya diatas overall MSA 0,5

#bartlett test
n = nrow(df)
p = ncol(df)
cortest.bartlett(mat_cor,n=n, diag = TRUE)

## $chisq
## [1] 7116.83
## 
## $p.value
## [1] 0
## 
## $df
## [1] 190

Hasil menunjukkan nilai chi-square sebesar 7116.83 dengan derajat bebas 190 dan p-value 0. Karena p-value sangat kecil (kurang dari 0.05), hipotesis nol yang menyatakan tidak ada korelasi antar variabel ditolak. Ini berarti variabel dalam df saling berkorelasi secara signifikan, sehingga data ini memenuhi syarat untuk dilakukan analisis faktor atau PCA.

SCALING DATA (STANDARISASI DATA)

# scale data
scale_data = scale(df)
r = cov(scale_data)

#Menghitung eigenvalue dan eigenvector
pc <- eigen(r)
print('eigen values:')

## [1] "eigen values:"

pc$values

##  [1] 10.5643807  1.2772506  0.9279911  0.8706569  0.7127001  0.6568813
##  [7]  0.5902500  0.5680908  0.5216982  0.4472282  0.4065326  0.3792826
## [13]  0.3495520  0.3318049  0.2995696  0.2739731  0.2646976  0.2261180
## [19]  0.1785385  0.1528032

print('eigen vectors:')

## [1] "eigen vectors:"

pc$vectors

##             [,1]        [,2]         [,3]         [,4]        [,5]
##  [1,] -0.2554071  0.11706835 -0.184811152  0.018178316  0.02582929
##  [2,] -0.2321960 -0.02074704 -0.249174969  0.196206678 -0.12492601
##  [3,] -0.2194095 -0.16852047 -0.183434220  0.007415222 -0.48154589
##  [4,] -0.2071854 -0.27625943  0.377901816 -0.071497783  0.14692557
##  [5,] -0.2305493 -0.13687375 -0.030505709 -0.062703430  0.28367296
##  [6,] -0.2028091  0.28992439  0.007446124 -0.183420011 -0.10975861
##  [7,] -0.2247243 -0.33055068 -0.010943014 -0.139062286  0.03752488
##  [8,] -0.2571287 -0.21951441 -0.018335453 -0.031479949 -0.16973073
##  [9,] -0.2304599 -0.25194748 -0.014161078  0.097315317 -0.05697761
## [10,] -0.2096990 -0.12164701 -0.181048726 -0.530724056  0.10581161
## [11,] -0.2385043 -0.03686677  0.306861883  0.154564022 -0.15153910
## [12,] -0.2401598 -0.18246538  0.131783041  0.198308803 -0.27913550
## [13,] -0.2042874  0.23126199 -0.425839947 -0.359212471  0.04762485
## [14,] -0.2650504  0.04173937 -0.202159243  0.105716844  0.09886518
## [15,] -0.2231810  0.20396490  0.042429535  0.027444721  0.23889387
## [16,] -0.2043108 -0.15481589 -0.063001362  0.311450034  0.50618725
## [17,] -0.1898673  0.42684055 -0.160468692  0.428918945  0.02513562
## [18,] -0.1922674  0.33184907  0.295706351 -0.168935362 -0.34243553
## [19,] -0.2358886  0.21067213  0.218733411  0.148309358  0.05036157
## [20,] -0.1871932  0.22468561  0.438557208 -0.266976889  0.21546953
##                [,6]        [,7]         [,8]        [,9]       [,10]
##  [1,] -0.0003989777  0.17120772  0.156690098 -0.05542598 -0.31854667
##  [2,] -0.1113542702 -0.15031823 -0.282117321  0.32974069 -0.16793951
##  [3,] -0.2475122195 -0.06032513  0.293623435 -0.29221950  0.02965337
##  [4,]  0.0361001975  0.22870381 -0.376893990  0.33316061 -0.12007618
##  [5,]  0.3296838942  0.09141268  0.273971655 -0.21536629 -0.37596130
##  [6,]  0.1581892519  0.06959829  0.523695147  0.64495508  0.08081197
##  [7,] -0.0179808063 -0.45836060  0.176196998  0.13078025  0.07851605
##  [8,]  0.1066986448 -0.13772749 -0.096651592  0.03964467 -0.02522057
##  [9,]  0.3539232945  0.14782320 -0.090265683  0.04069560 -0.14369085
## [10,] -0.1138359549  0.10319112 -0.154005712  0.03180108  0.45065024
## [11,] -0.1854537746  0.14893294 -0.076366953 -0.01425576  0.35235762
## [12,] -0.1236484063  0.16281125 -0.002576384 -0.12123481 -0.07034718
## [13,] -0.1216591852  0.15664236 -0.238843147 -0.13016551 -0.05742360
## [14,] -0.1081246564 -0.03902649 -0.117967944 -0.07398516 -0.09949639
## [15,]  0.3290475603 -0.49846122 -0.203075602 -0.18620308  0.14174396
## [16,] -0.0479587614  0.26745651  0.297398712 -0.13941332  0.41129254
## [17,] -0.0389556914  0.15115234 -0.157237824  0.13691367  0.08683455
## [18,]  0.4436575545  0.15529928 -0.056964671 -0.29156882  0.16377825
## [19,] -0.1767542774 -0.41828813  0.084741644 -0.01805161  0.02497052
## [20,] -0.4743976034  0.02663345  0.066242038 -0.11229106 -0.33177417
##              [,11]       [,12]        [,13]       [,14]         [,15]
##  [1,]  0.003551993  0.20914339  0.226246395 -0.24832334  0.2512447263
##  [2,] -0.029644105 -0.12188399 -0.697777109  0.10545249 -0.0628726074
##  [3,]  0.063308608  0.12207758  0.020291693 -0.01489910 -0.5172568994
##  [4,] -0.237214825  0.23831807  0.156883936 -0.05715293 -0.2539235244
##  [5,]  0.073215645  0.40471676 -0.301325587  0.14247565 -0.0003000542
##  [6,] -0.103501456 -0.07881886 -0.014938189 -0.15139245 -0.0692910136
##  [7,]  0.128133507 -0.07480077  0.164072472  0.44392261  0.3453837344
##  [8,] -0.328529389 -0.06635577  0.276674179  0.21521355  0.1069755024
##  [9,]  0.480430235 -0.35507289  0.192653300 -0.04259419 -0.2987282721
## [10,]  0.354074537  0.07791694 -0.092138515 -0.27903411  0.0929729523
## [11,]  0.095431377  0.41135658 -0.116207602  0.13832229  0.0722088395
## [12,] -0.179795710 -0.33589518  0.003542509 -0.37749857  0.3304287895
## [13,] -0.383913134 -0.06662106  0.156268116  0.23470356 -0.1691427769
## [14,]  0.053781427  0.06867313 -0.025120353 -0.23296615  0.3444685591
## [15,] -0.025749063 -0.09951668  0.003321301 -0.29798199 -0.1995699900
## [16,] -0.264114920 -0.27736117 -0.106495374  0.09791654 -0.1068720941
## [17,]  0.336726067  0.07163873  0.296325413  0.29875281  0.0221096385
## [18,] -0.079630542 -0.10148238 -0.208898041  0.20873671  0.1634657899
## [19,] -0.120273967  0.20662510  0.106613668 -0.17909632 -0.1536203261
## [20,]  0.214239472 -0.34842374 -0.063784734  0.15222201 -0.0612339786
##              [,16]        [,17]       [,18]        [,19]       [,20]
##  [1,] -0.154874537  0.484672044  0.11109292 -0.208193629  0.43953685
##  [2,] -0.014250165  0.086971555  0.02487683 -0.124430790  0.19072276
##  [3,] -0.321250015 -0.062654222  0.13452855 -0.003874798 -0.09024213
##  [4,] -0.322403345 -0.138009138  0.20761376  0.117761523  0.06920856
##  [5,]  0.058631090 -0.278980889 -0.30201438  0.025264004 -0.09782941
##  [6,]  0.003752668  0.018854354 -0.06133234  0.089085084 -0.21332744
##  [7,] -0.176569316  0.021462116  0.08220243  0.333047271  0.20008070
##  [8,]  0.145964002  0.001902569 -0.14350434 -0.664393015 -0.28930131
##  [9,]  0.409006763  0.142463362  0.09298293  0.104216740  0.02795646
## [10,]  0.007520813 -0.221272038 -0.08394645 -0.247628671  0.14263823
## [11,]  0.233362642  0.478851900 -0.22993376  0.165671050 -0.18364794
## [12,] -0.057149209 -0.260654073 -0.41951524  0.246233814  0.09103038
## [13,]  0.228055280  0.058093888 -0.13982973  0.373735964  0.03100582
## [14,]  0.058403234 -0.089357381  0.52710160  0.155910778 -0.57356113
## [15,] -0.324194723  0.251328891 -0.25492269  0.065451360 -0.13960418
## [16,] -0.029300978  0.039357902  0.16743064 -0.094811232  0.08803630
## [17,] -0.242402050 -0.321326655 -0.18083381 -0.071024788  0.01441745
## [18,] -0.069873748 -0.095792862  0.33653011 -0.025060597  0.15851206
## [19,]  0.507251282 -0.307262832  0.14496764 -0.028531475  0.33987511
## [20,] -0.073063670  0.080607510 -0.03976910 -0.149569883 -0.13239788

sebelum di PCA, kita melakukan scaling datanya terlebih dahulu untuk menstandarkan setiap variabel agar memiliki mean 0 dan standar devisiasi 1

sumvar <- sum(pc$values)
propvar <- sapply(pc$values, function(x) x/sumvar)*100
cumvar <- data.frame(cbind(pc$values, propvar)) %>% mutate(cum = cumsum(propvar))
colnames(cumvar)[1] <- "eigen_value"
row.names(cumvar) <- paste0("PC",c(1:ncol(scale_data)))
print(cumvar)

##      eigen_value    propvar       cum
## PC1   10.5643807 52.8219036  52.82190
## PC2    1.2772506  6.3862532  59.20816
## PC3    0.9279911  4.6399556  63.84811
## PC4    0.8706569  4.3532847  68.20140
## PC5    0.7127001  3.5635005  71.76490
## PC6    0.6568813  3.2844063  75.04930
## PC7    0.5902500  2.9512500  78.00055
## PC8    0.5680908  2.8404539  80.84101
## PC9    0.5216982  2.6084912  83.44950
## PC10   0.4472282  2.2361408  85.68564
## PC11   0.4065326  2.0326630  87.71830
## PC12   0.3792826  1.8964130  89.61472
## PC13   0.3495520  1.7477600  91.36248
## PC14   0.3318049  1.6590247  93.02150
## PC15   0.2995696  1.4978479  94.51935
## PC16   0.2739731  1.3698653  95.88921
## PC17   0.2646976  1.3234878  97.21270
## PC18   0.2261180  1.1305902  98.34329
## PC19   0.1785385  0.8926923  99.23598
## PC20   0.1528032  0.7640161 100.00000

kode ini untuk menghitung proporsi varians yang dijelaskan oleh setiap komponen utama dari hasil PCA

ggcorrplot(r, lab = TRUE, lab_size = 3, type = "full")

PCA

print('eigen vectors:')

## [1] "eigen vectors:"

pc$vectors

##             [,1]        [,2]         [,3]         [,4]        [,5]
##  [1,] -0.2554071  0.11706835 -0.184811152  0.018178316  0.02582929
##  [2,] -0.2321960 -0.02074704 -0.249174969  0.196206678 -0.12492601
##  [3,] -0.2194095 -0.16852047 -0.183434220  0.007415222 -0.48154589
##  [4,] -0.2071854 -0.27625943  0.377901816 -0.071497783  0.14692557
##  [5,] -0.2305493 -0.13687375 -0.030505709 -0.062703430  0.28367296
##  [6,] -0.2028091  0.28992439  0.007446124 -0.183420011 -0.10975861
##  [7,] -0.2247243 -0.33055068 -0.010943014 -0.139062286  0.03752488
##  [8,] -0.2571287 -0.21951441 -0.018335453 -0.031479949 -0.16973073
##  [9,] -0.2304599 -0.25194748 -0.014161078  0.097315317 -0.05697761
## [10,] -0.2096990 -0.12164701 -0.181048726 -0.530724056  0.10581161
## [11,] -0.2385043 -0.03686677  0.306861883  0.154564022 -0.15153910
## [12,] -0.2401598 -0.18246538  0.131783041  0.198308803 -0.27913550
## [13,] -0.2042874  0.23126199 -0.425839947 -0.359212471  0.04762485
## [14,] -0.2650504  0.04173937 -0.202159243  0.105716844  0.09886518
## [15,] -0.2231810  0.20396490  0.042429535  0.027444721  0.23889387
## [16,] -0.2043108 -0.15481589 -0.063001362  0.311450034  0.50618725
## [17,] -0.1898673  0.42684055 -0.160468692  0.428918945  0.02513562
## [18,] -0.1922674  0.33184907  0.295706351 -0.168935362 -0.34243553
## [19,] -0.2358886  0.21067213  0.218733411  0.148309358  0.05036157
## [20,] -0.1871932  0.22468561  0.438557208 -0.266976889  0.21546953
##                [,6]        [,7]         [,8]        [,9]       [,10]
##  [1,] -0.0003989777  0.17120772  0.156690098 -0.05542598 -0.31854667
##  [2,] -0.1113542702 -0.15031823 -0.282117321  0.32974069 -0.16793951
##  [3,] -0.2475122195 -0.06032513  0.293623435 -0.29221950  0.02965337
##  [4,]  0.0361001975  0.22870381 -0.376893990  0.33316061 -0.12007618
##  [5,]  0.3296838942  0.09141268  0.273971655 -0.21536629 -0.37596130
##  [6,]  0.1581892519  0.06959829  0.523695147  0.64495508  0.08081197
##  [7,] -0.0179808063 -0.45836060  0.176196998  0.13078025  0.07851605
##  [8,]  0.1066986448 -0.13772749 -0.096651592  0.03964467 -0.02522057
##  [9,]  0.3539232945  0.14782320 -0.090265683  0.04069560 -0.14369085
## [10,] -0.1138359549  0.10319112 -0.154005712  0.03180108  0.45065024
## [11,] -0.1854537746  0.14893294 -0.076366953 -0.01425576  0.35235762
## [12,] -0.1236484063  0.16281125 -0.002576384 -0.12123481 -0.07034718
## [13,] -0.1216591852  0.15664236 -0.238843147 -0.13016551 -0.05742360
## [14,] -0.1081246564 -0.03902649 -0.117967944 -0.07398516 -0.09949639
## [15,]  0.3290475603 -0.49846122 -0.203075602 -0.18620308  0.14174396
## [16,] -0.0479587614  0.26745651  0.297398712 -0.13941332  0.41129254
## [17,] -0.0389556914  0.15115234 -0.157237824  0.13691367  0.08683455
## [18,]  0.4436575545  0.15529928 -0.056964671 -0.29156882  0.16377825
## [19,] -0.1767542774 -0.41828813  0.084741644 -0.01805161  0.02497052
## [20,] -0.4743976034  0.02663345  0.066242038 -0.11229106 -0.33177417
##              [,11]       [,12]        [,13]       [,14]         [,15]
##  [1,]  0.003551993  0.20914339  0.226246395 -0.24832334  0.2512447263
##  [2,] -0.029644105 -0.12188399 -0.697777109  0.10545249 -0.0628726074
##  [3,]  0.063308608  0.12207758  0.020291693 -0.01489910 -0.5172568994
##  [4,] -0.237214825  0.23831807  0.156883936 -0.05715293 -0.2539235244
##  [5,]  0.073215645  0.40471676 -0.301325587  0.14247565 -0.0003000542
##  [6,] -0.103501456 -0.07881886 -0.014938189 -0.15139245 -0.0692910136
##  [7,]  0.128133507 -0.07480077  0.164072472  0.44392261  0.3453837344
##  [8,] -0.328529389 -0.06635577  0.276674179  0.21521355  0.1069755024
##  [9,]  0.480430235 -0.35507289  0.192653300 -0.04259419 -0.2987282721
## [10,]  0.354074537  0.07791694 -0.092138515 -0.27903411  0.0929729523
## [11,]  0.095431377  0.41135658 -0.116207602  0.13832229  0.0722088395
## [12,] -0.179795710 -0.33589518  0.003542509 -0.37749857  0.3304287895
## [13,] -0.383913134 -0.06662106  0.156268116  0.23470356 -0.1691427769
## [14,]  0.053781427  0.06867313 -0.025120353 -0.23296615  0.3444685591
## [15,] -0.025749063 -0.09951668  0.003321301 -0.29798199 -0.1995699900
## [16,] -0.264114920 -0.27736117 -0.106495374  0.09791654 -0.1068720941
## [17,]  0.336726067  0.07163873  0.296325413  0.29875281  0.0221096385
## [18,] -0.079630542 -0.10148238 -0.208898041  0.20873671  0.1634657899
## [19,] -0.120273967  0.20662510  0.106613668 -0.17909632 -0.1536203261
## [20,]  0.214239472 -0.34842374 -0.063784734  0.15222201 -0.0612339786
##              [,16]        [,17]       [,18]        [,19]       [,20]
##  [1,] -0.154874537  0.484672044  0.11109292 -0.208193629  0.43953685
##  [2,] -0.014250165  0.086971555  0.02487683 -0.124430790  0.19072276
##  [3,] -0.321250015 -0.062654222  0.13452855 -0.003874798 -0.09024213
##  [4,] -0.322403345 -0.138009138  0.20761376  0.117761523  0.06920856
##  [5,]  0.058631090 -0.278980889 -0.30201438  0.025264004 -0.09782941
##  [6,]  0.003752668  0.018854354 -0.06133234  0.089085084 -0.21332744
##  [7,] -0.176569316  0.021462116  0.08220243  0.333047271  0.20008070
##  [8,]  0.145964002  0.001902569 -0.14350434 -0.664393015 -0.28930131
##  [9,]  0.409006763  0.142463362  0.09298293  0.104216740  0.02795646
## [10,]  0.007520813 -0.221272038 -0.08394645 -0.247628671  0.14263823
## [11,]  0.233362642  0.478851900 -0.22993376  0.165671050 -0.18364794
## [12,] -0.057149209 -0.260654073 -0.41951524  0.246233814  0.09103038
## [13,]  0.228055280  0.058093888 -0.13982973  0.373735964  0.03100582
## [14,]  0.058403234 -0.089357381  0.52710160  0.155910778 -0.57356113
## [15,] -0.324194723  0.251328891 -0.25492269  0.065451360 -0.13960418
## [16,] -0.029300978  0.039357902  0.16743064 -0.094811232  0.08803630
## [17,] -0.242402050 -0.321326655 -0.18083381 -0.071024788  0.01441745
## [18,] -0.069873748 -0.095792862  0.33653011 -0.025060597  0.15851206
## [19,]  0.507251282 -0.307262832  0.14496764 -0.028531475  0.33987511
## [20,] -0.073063670  0.080607510 -0.03976910 -0.149569883 -0.13239788

print('PC result')

## [1] "PC result"

scores <- as.matrix(scale_data) %*% pc$vectors
scores

##                 [,1]         [,2]          [,3]         [,4]          [,5]
##   [1,]  -6.047263675 -3.096155482  3.1173966666  0.271947143  1.4144223997
##   [2,]  -3.655220811  0.223483142  0.7866513609  0.614552189  0.3681108433
##   [3,]  -2.952706868 -2.224657050  1.2613613501  0.151927133  0.3939091625
##   [4,]  -2.933848332 -1.500921049  1.1890412245  0.361142788  0.2267416157
##   [5,]  -4.363545435 -1.959284031  1.7384266175 -0.094865213  0.1482425345
##   [6,]  -6.393893208 -2.753279199  1.9971481228  0.156798989 -0.4160783058
##   [7,]  -6.552038504 -1.716578181  3.1200909436  0.505705390  1.7632639966
##   [8,]  -7.010745513 -2.510603937  3.0692855431 -0.327563933  0.1919792004
##   [9,]  -5.842270579 -2.108024895  2.1078591823  0.063051626  1.0818448310
##  [10,]  -6.973640585 -2.308376250  3.5727131428  0.275518819 -1.1086945009
##  [11,]  -5.206489269 -2.385074611  3.0840806448 -0.096307746 -0.3126447070
##  [12,]  -7.137599312 -3.259408348  4.2779136738  0.440953915 -0.0986026243
##  [13,]  -4.851101000 -1.497503843  0.8329425140  2.102012053  1.3872946938
##  [14,]  -5.740155858 -2.880347395  2.5000972065  1.007998744 -0.0136560088
##  [15,]  -3.827828677 -1.047507142  1.3336279707  0.107690256 -0.8743235136
##  [16,]  -4.438865978 -1.956425900  1.6304874857  0.142332587 -0.8398839619
##  [17,]  -5.250762000 -1.927243157  2.1484350858 -0.474329237 -2.1499701408
##  [18,]  -3.074913974 -1.943887114  1.1246368786 -0.513911390 -1.6683153501
##  [19,]  -7.501348320 -1.716301396  3.1909091512 -0.515578886 -2.4418956617
##  [20,]  -4.801886829 -2.049063099  0.1516269590 -1.126982930 -1.0527442189
##  [21,]  -8.112317737 -3.069165704  1.4508543183  0.733952017 -1.1073381286
##  [22,]  -5.493567154 -1.552122474 -0.0710568411 -0.997883654 -2.0572327244
##  [23,]  -6.623253401 -2.238815232  1.0246983752  1.587449999 -2.1572906440
##  [24,]  -3.106736274 -1.612527567  1.0060191561 -0.664512156 -1.7696394322
##  [25,]  -4.960532481 -1.608802852  1.6178798837  0.173081267 -0.4983407642
##  [26,]  -1.764834841 -1.657399686  0.1183114627  1.051561524 -1.8795560872
##  [27,]  -1.645406268 -0.987091637  1.4774797169  0.611161778 -0.3243412679
##  [28,]   0.649386542 -0.691792904  0.3584507757  0.437675771 -0.9551438649
##  [29,]   2.063439129 -0.131504330  0.4464531822 -0.037957908 -0.6443839175
##  [30,]   2.851521069 -0.253889612  0.3722657267  0.273100077 -0.0058241643
##  [31,]   3.324162078 -0.236773061  0.1746111575  0.323235108 -0.3767082213
##  [32,]   3.871229656  0.042008573  0.0947745303  0.026511799  0.0338165460
##  [33,]   4.083599716 -0.123669298  0.0687716129  0.028100137 -0.0181392843
##  [34,]   3.925396562  0.154319094  0.4168800674 -0.135597321 -0.2685284103
##  [35,]   4.204208510 -0.154875268  0.1244932286  0.101963987 -0.0354819586
##  [36,]   4.153768734 -0.127272433 -0.0153296779  0.009708677 -0.0384484306
##  [37,]   4.214120462 -0.042887195  0.0258297504 -0.016232073 -0.0336618434
##  [38,]   3.967046029  0.028456845  0.0899270981  0.132389127  0.0728699955
##  [39,]   3.830650080  0.047768388  0.4824677120  0.007071522  0.2547446038
##  [40,]   3.201211174 -0.098274160  0.6415261517 -0.091770165 -0.0873204035
##  [41,]   2.988615325  0.025097108  0.5035180026 -0.192947665  0.4335388630
##  [42,]   2.092506993 -0.146624550  0.2211596312 -0.394878310 -0.3058154078
##  [43,]   1.326091974  0.248231618  0.8507517808 -0.065809152 -0.5834748681
##  [44,]   1.560903999  0.371720439  0.7950854396 -0.499195682 -1.5105170353
##  [45,]   0.436391665  0.616917198  0.6661322246 -0.177229645  0.0495493972
##  [46,]   1.168767564 -0.018836229  0.7484982750  0.082629202 -0.8886271972
##  [47,]   1.437104284  0.940877385  0.9593834699 -0.764379460 -0.3805530340
##  [48,]  -0.337087866  0.643348741  1.0977582917 -1.238934552 -0.4614843580
##  [49,]  -0.212747374  1.488443035  1.3913520540  0.307128403 -0.9339304107
##  [50,]  -1.596056811  1.917170140  0.9560414168 -0.184464118 -0.8764492009
##  [51,]  -0.868389660  2.120175486  1.1563213614  0.955188625 -0.3047602619
##  [52,]  -1.069438659  1.956681143  0.0982416810  0.688181135 -0.0209299995
##  [53,]  -4.154608295  3.221731499  1.5860167929 -0.184112573  0.1476980264
##  [54,]  -3.262366181  3.090822660  0.9566372690 -0.253049787 -0.4748869249
##  [55,]  -0.625192683  2.049140251  1.2910769047  0.267715979 -0.0042174868
##  [56,]  -3.087814527  3.242992204  1.0119251049 -0.137903151  0.3237714831
##  [57,]  -1.935368329  2.882052485  0.6551025919  0.393938495  0.8824452034
##  [58,]  -2.745294580  2.279632920  1.2620597615  0.669068823  0.6797274538
##  [59,]  -4.359456367  4.614000701  1.5329811513  0.987024690  1.2971511379
##  [60,]  -4.846129640  3.700716100  2.0271886773  0.457770900  0.4986377462
##  [61,]  -5.530628678  3.198540803  1.6331876971  0.554274471  0.5819500122
##  [62,]  -5.272863480  4.005353931  0.8022335924  0.645792068  0.0624156526
##  [63,]  -4.462024304  3.409376562  1.7932416519  0.358338395  0.1105244265
##  [64,]  -6.157172580  3.853950993  0.9014577537  0.845239308 -1.8759594247
##  [65,]  -4.836499761  4.541317991  1.8426959201  0.236029034 -0.9846472188
##  [66,]  -5.161131627  2.550850918 -0.0466302507  1.589656152  0.6094603764
##  [67,]  -4.563766763  2.909880906  0.8535715712  1.382312194  0.4168334847
##  [68,]  -4.486992853  2.197978850  0.6479694341  1.098577188 -0.6786552865
##  [69,]  -7.343523762  2.626581864 -0.4252889561  2.101605379 -0.5903727255
##  [70,]  -3.451012883  1.599819434  0.8185513910  0.471855564 -0.2001584845
##  [71,]  -4.290375389  2.549485070 -0.3302830929  1.312064121  0.8011100265
##  [72,]  -2.616218212  1.352988405  0.8766922590  0.776213297  0.1886668867
##  [73,]  -4.071668159  3.091298255 -0.7122240550  1.265965421 -0.5716426872
##  [74,]  -4.322590112  0.826149942  0.5316263398  0.874168413 -1.1098507138
##  [75,]  -1.498889083  1.459267875 -0.5847492517  0.066164179 -0.8167684143
##  [76,]  -3.553492628  0.478743030 -0.4642498008 -0.373383152 -1.4517282200
##  [77,]  -2.508105118  1.981639101 -1.1190011480  1.669760965 -0.6946587533
##  [78,]  -1.756065348  0.761754500 -1.1572413678  1.642373001 -0.3873373332
##  [79,]  -0.987527977 -0.177960782 -0.6421339813  0.778598721 -0.5343461239
##  [80,]   2.117491402  0.221966076  0.0205453609  0.077315869 -0.1686681249
##  [81,]   2.467957777  0.162090872 -0.4502376045  0.633832817 -0.1773788099
##  [82,]   3.393914746  0.155951128 -0.2017063525  0.125548251 -0.0060688781
##  [83,]   3.817649912 -0.009794007  0.0022686091  0.131955365 -0.1303711062
##  [84,]   3.807287979 -0.063985082 -0.0010797075  0.204035645 -0.1901118802
##  [85,]   4.080834862 -0.084428638 -0.0767207726  0.064010194  0.1109265342
##  [86,]   4.221510835 -0.136988144  0.0717879870  0.069101288 -0.0058685814
##  [87,]   4.191924547  0.020085643 -0.0175535294 -0.067150005  0.0885473269
##  [88,]   4.234165613 -0.039958494  0.0706166253  0.019189220 -0.0386359430
##  [89,]   4.252476132 -0.152016017  0.1406543453  0.029499748  0.0304817471
##  [90,]   4.160081708 -0.135393478  0.1026579037  0.110550175  0.0048415084
##  [91,]   3.816850563 -0.148536826  0.0202740906 -0.038177936  0.1094034999
##  [92,]   3.786173644 -0.024702301  0.1854371076 -0.178191501  0.1669863614
##  [93,]   3.315067837  0.184335805 -0.0027142005 -0.244942498  0.0565567026
##  [94,]   3.315728913 -0.311311211  0.1116978053  0.101631079  0.3488148966
##  [95,]   3.080967556 -0.217230682  0.1022960947 -0.386789157  0.1303632280
##  [96,]   2.746303505 -0.620755110 -0.0408257389 -0.152677393 -0.1348148631
##  [97,]   1.783164485 -0.631690636  0.2631211361 -0.263227588  0.6159865201
##  [98,]   1.483689107 -0.157772908 -0.1726475414 -0.537142998  0.1757682410
##  [99,]   0.916574518  0.365555437 -0.8778988921 -1.884263224  0.1733372534
## [100,]  -0.018486612 -0.483424232 -0.7293416238 -0.594733756  0.8581130601
## [101,]  -0.564342312  0.078975964 -0.3696552105 -1.908832356  0.5936166132
## [102,]  -0.360567826 -0.259089046  0.5679651328 -1.030445672  0.3666757881
## [103,]  -1.062576599  0.359436288 -0.7698112020 -1.711034492  0.6860263151
## [104,]   1.098831106 -0.467196536  0.3165606493 -1.256113847  0.3923350944
## [105,]  -2.420327555 -0.734147435  0.0538817848 -2.514697913  1.0472221556
## [106,]  -5.511945539  1.318464874 -1.5825921481 -4.717835068  0.8786168598
## [107,]  -1.864849544 -0.594248012 -0.3269069173 -2.387924551  1.3926696683
## [108,]  -3.787846037 -0.870697741 -0.2659275772 -3.028643695  1.9169385007
## [109,]  -3.616210283 -0.795598261  0.7306199759 -1.897583983  1.6845183282
## [110,]  -3.946313672 -0.210447404  0.7847836632 -0.561452903  3.1412625784
## [111,]  -3.243488148 -0.091177893  0.4813012712 -1.710064109 -0.0156458070
## [112,]  -6.294532163  0.529310293 -0.3811306428 -2.959520548  1.6253599882
## [113,]  -4.523967189 -0.235772406 -0.0990561536 -1.723019968  0.1789706743
## [114,]  -6.385604358 -0.035014641 -1.6695466815 -3.471736703  0.4390610040
## [115,]  -1.872228901 -0.162230004 -0.6064265408 -0.566102475  0.8670888382
## [116,]  -7.699948243 -0.584583084 -1.4094643474 -3.766585720  0.3332316256
## [117,]  -7.306079768 -0.231413129  0.3600429606 -1.952690681 -0.1315208297
## [118,]  -4.007421238 -1.150258349 -0.0900825649 -0.432182715 -0.3519127567
## [119,]  -3.902846994 -0.707853769 -0.4713266725 -1.576605627 -0.2867909956
## [120,]  -8.215829507  0.702022573 -2.3631883673 -1.390311244  2.1470060632
## [121,]  -4.803057176 -0.019329844 -1.5336635925 -1.745382953  1.2215181304
## [122,]  -0.971212155  0.509633403 -1.6147960447 -0.732721884  0.7909226757
## [123,]  -6.901348600  0.953691427 -3.2534862518 -0.926906810 -0.3884226483
## [124,]  -5.804369785 -0.162193410 -1.9186683395 -0.683009325 -1.0916779081
## [125,]  -7.121053699  0.316832144 -2.2719651028 -0.393026417  0.4323565979
## [126,]  -3.594600665 -0.615880172 -1.5120454273  0.479107208  0.2797240943
## [127,]  -6.002510959 -0.476500453 -3.2535882921 -0.232846092  1.4723546965
## [128,]  -2.225961288 -0.739779118 -1.5321169157 -0.359005503 -0.2861963416
## [129,]  -0.478634928  0.331874821 -1.1382121369  0.484959636 -0.3173908380
## [130,]   0.352283895 -0.720494297 -0.8685769885  0.175144279 -0.4896724143
## [131,]   1.561442138 -0.205277266 -0.5976221607 -0.102301493  0.3517796425
## [132,]   2.457916608 -0.358528775 -0.3401293043  0.240003046  0.1002735534
## [133,]   2.952570283 -0.738170508  0.6517714510  0.100164893  0.1811268769
## [134,]   3.333614308 -0.249420126 -0.1943677881  0.181933279 -0.1944257350
## [135,]   3.849637447  0.048374697 -0.0139060537  0.117514012 -0.0494226997
## [136,]   4.031554531 -0.301227954  0.0336704660  0.146574200 -0.0809928253
## [137,]   4.203673737 -0.200468562  0.0549541524 -0.085903272 -0.0168127278
## [138,]   4.374764237 -0.083931843  0.2235883260  0.025520981  0.0488539649
## [139,]   4.258337057 -0.082106816  0.0959506602  0.138122714 -0.0642607523
## [140,]   4.284486121 -0.145650163  0.0498580773  0.089293557 -0.0052383308
## [141,]   4.381754103 -0.097193881  0.0706046632 -0.095441970 -0.0311558290
## [142,]   4.307535026 -0.110444732 -0.0152027333  0.024000032 -0.0142220600
## [143,]   3.913750749 -0.136312107 -0.0020966108  0.267713494 -0.1603273128
## [144,]   3.810797088 -0.139188259 -0.0135624564  0.333859268  0.0698966040
## [145,]   2.945059009 -0.626313742 -0.1218905317  0.627952341  0.7715953423
## [146,]   2.704590267 -0.534564439 -0.0259019081  0.165868614  0.1226874543
## [147,]   3.008504483 -0.245288491 -0.1916388342  0.382845566 -0.3427068101
## [148,]   3.051633475 -0.299024847 -0.2340316566  0.326078499  0.8626451304
## [149,]   1.009690005 -0.302753800 -0.4938956081  0.176504235  0.4391251642
## [150,]   1.010348524  0.176754335 -0.4435883603  0.687129893  0.8266589046
## [151,]   1.528185422 -1.007312797 -0.2434503975  0.846347873  0.9471237090
## [152,]  -0.429410830 -0.308124510 -1.2475837959  0.068472566  0.9742215650
## [153,]  -0.016617435 -0.846255850 -0.4491043295  0.091629051 -0.1035742062
## [154,]  -0.745037104 -1.826995833 -0.6095399351  0.591437945  1.2479244017
## [155,]  -0.811563620 -1.538047214  0.0030044839  0.671351430  0.1197033906
## [156,]   0.354300862 -2.165074916 -0.1619760337  1.765770727  2.1934659952
## [157,]  -1.855244875 -1.898187256  0.4442740275  1.102211383  1.1995416425
## [158,]  -3.128659455 -2.694262332 -0.9521593460  0.380494078  2.0953515864
## [159,] -10.306265214 -2.471382609 -2.9583037401  2.584506770  2.6132729495
## [160,]  -1.564031867 -2.176262198 -0.3068498584  0.559881756  1.5662156506
## [161,]  -1.033867120 -1.989724543  0.6460666254  0.693285778  1.1481247858
## [162,]  -0.326521820 -1.272279215 -0.3861089287  1.116168364  1.5724787910
## [163,]   0.342049921 -1.192878794 -0.5014410184  0.408445565  0.8205213059
## [164,]  -0.909123126 -1.973190558 -1.0047674409  0.375237700  0.6288014843
## [165,]  -1.027380004 -0.900643916 -0.8187639287 -0.107797175  1.3837799714
## [166,]  -1.074939175 -1.143204207 -1.0435260671 -0.007736596  0.2066576570
## [167,]  -1.121544123 -1.894652774  0.6372304145  0.493364938  1.0630908063
## [168,]  -1.987547029 -1.855449349 -1.1469847729 -0.245989443  0.0775807982
## [169,]  -1.331054391 -1.753345197 -0.7163854509  0.424143088  0.9412381981
## [170,]  -3.775250278 -2.411748215 -0.5123034927 -0.208348570 -0.2283173439
## [171,]  -1.413162755 -2.407334963 -1.0572968304 -0.006586445 -0.0318609970
## [172,]  -2.329595598 -1.802413024 -0.0453067719  0.165004583  0.4751165129
## [173,]  -4.052627988 -1.318913654 -1.3323200758 -0.442549243 -0.5788866632
## [174,]   1.010609817 -1.238460624  0.1676089456  0.783787241 -0.8132197179
## [175,]  -4.070295211 -2.044463520 -0.6080418201 -0.119844259  0.7980312651
## [176,]  -0.650775164 -1.360285592 -0.4627122089  0.943479439 -0.6892550060
## [177,]  -4.915082328 -0.588810636 -1.1965957043 -0.976742164 -0.4251262051
## [178,]  -3.332848409 -1.393693286 -0.7174392153 -0.039643642 -1.2692045365
## [179,]  -2.919501186 -1.336395583 -0.9961244336  1.074752155  0.3865336344
## [180,]  -2.359876769  0.138756791 -0.8731778340  1.999046776 -1.3555234175
## [181,]  -0.290997114 -0.689815271 -0.1928485645  1.032164705 -0.7374664396
## [182,]   0.017196519 -0.347345536  0.0331434487  0.539129497 -0.7554996730
## [183,]   1.598571089 -0.221774858 -0.3470896942  0.447090690 -0.9480414321
## [184,]   1.928106696 -0.033523530  0.1903393556  0.563684330 -0.4415176301
## [185,]   2.507592631 -0.047189039  0.2808150850  0.697576127  0.3264579213
## [186,]   2.770678085 -0.021222310  0.7104071143  0.421793378 -0.6004241909
## [187,]   3.490551513  0.121022076 -0.0229030508  0.073355534 -0.2006354247
## [188,]   3.782152033 -0.183025291  0.1726391151  0.141608750  0.0152372346
## [189,]   3.919042831 -0.116373608  0.0519957933  0.227651046  0.2970829836
## [190,]   4.388701529 -0.101604933  0.1672865153  0.034940711 -0.0849542673
## [191,]   4.325349250 -0.009927703  0.2006781135  0.046451942 -0.0520289468
## [192,]   4.354914789 -0.050797827  0.1791293289  0.105024686 -0.0152008277
## [193,]   4.315144850  0.033793215  0.3195534475 -0.065307789 -0.1291602643
## [194,]   4.154982596  0.099976943  0.0664718089  0.188552815 -0.0470402207
## [195,]   3.985616666  0.117413657  0.3443859054  0.076151268 -0.0713845349
## [196,]   3.878698676  0.134435637  0.2015305135  0.011058341 -0.0980553362
## [197,]   2.938287336  0.234877174  0.3909180589 -0.114033759 -0.6171950348
## [198,]   2.561721435  0.018105945  0.3980226690 -0.203666720 -0.1285146536
## [199,]   2.969903945  0.937443931  0.7850037975 -0.595152947 -0.1375691284
## [200,]   2.309210433  0.005570399 -0.0809855071 -0.162544002 -0.7473393384
## [201,]   1.798248501  0.503496300  0.4265334205  0.081177406 -0.0654072427
## [202,]   2.110966147  0.218159011  0.1934015979  0.107021102 -0.2124413348
## [203,]   1.695507542  1.061082389 -0.7847162213 -0.540052592  0.0760015502
## [204,]   1.046686491  0.697525260 -0.1567039608 -0.892296992 -0.3248147902
## [205,]   1.361131853  0.161453349 -0.4742504498  0.055451576 -0.1691525544
## [206,]  -0.584059892  0.480007261  0.7258609797 -0.795960388  1.6428621479
## [207,]  -1.613468482  0.497781450  0.0777347848  0.177861213  0.2386466933
## [208,]   2.292278355  0.532718998  1.1290667570 -0.012067900 -0.2752454534
## [209,]   1.543560908 -0.050927005 -0.5525917394  0.306871152  0.6928979471
## [210,]  -6.039837385  3.210415473  1.0550204619 -0.349755692 -2.2483471497
## [211,]  -4.190526345  0.112506252 -0.3051217888 -0.441209526  1.4827448863
## [212,]  -0.695109810  0.814232107 -0.5903867564 -0.503890765 -0.8496861806
## [213,]  -2.418255973  0.604455756 -0.5998490703 -0.471595272  0.7786602554
## [214,]  -1.882848607  2.270585581 -0.2015983658 -0.564511095 -0.0146926833
## [215,]  -2.849208207  0.983913011 -0.4123129718  1.007763401  0.4214411810
## [216,]  -3.017054406  1.123095979 -0.4980212568  0.351952858 -0.3829690396
## [217,]  -5.358276494  1.758305332  1.0150145456 -0.273645806 -0.6040098961
## [218,]  -3.581081060  1.839861091  0.0227542718 -0.199222107 -1.2281042753
## [219,]  -3.919740020  0.587185685  0.0067114671  1.897419246  1.1727436303
## [220,]  -3.605771518  2.590087942 -1.8883444176  0.513422357 -0.1478638488
## [221,]  -3.271347365  1.016126868  0.4461011453 -0.495078390 -1.2884900975
## [222,]  -5.717863527  3.269273164 -0.3730862817 -1.341035518 -0.9561320702
## [223,]  -2.393925161  0.411367950  0.1237440403  0.032457508 -1.3779676842
## [224,]  -3.502404477  0.927718897 -0.7222507702  0.373254158  1.4528259952
## [225,]  -6.803601421  0.364530499 -1.0719470789 -2.681315228 -2.0112269128
## [226,]  -2.958012527  3.066104723  0.4798526507 -0.477315880  0.8751567297
## [227,]  -3.371157121  0.418034132 -0.3233111883 -0.540600717 -0.9407314043
## [228,]  -4.076380546  1.957092932  0.2466808239 -0.270665861 -1.8309620742
## [229,]  -3.194595177  0.466014164  2.2295212224 -0.439323578 -1.5885533277
## [230,]  -3.246120196 -0.252787645  0.5005759119  0.366817717 -0.3012181921
## [231,]  -1.798440095 -0.332098548 -0.7730886394  1.400932919  0.0726565959
## [232,]  -3.399107294 -0.060325655  0.5171729511 -0.730062329 -0.8762397220
## [233,]  -1.673578870 -0.193666055 -0.0780620564 -0.539801724 -1.3109558175
## [234,]  -1.219610133  0.250580425 -1.1136354811 -0.583067037 -1.0102326524
## [235,]   0.309199422  0.261842238  0.6953628237 -1.246950480 -0.6061996704
## [236,]   0.743214792 -0.269349336 -0.0654414322 -0.298427752  0.3890431300
## [237,]   1.688138810  0.181507893 -0.3055193486 -0.187578610 -0.4619402685
## [238,]   2.969811498  0.310754539  0.0723092891 -0.581950384 -0.0871365404
## [239,]   3.408591278 -0.157112339  0.0175873062  0.220618476  0.0009316836
## [240,]   3.906514391  0.057111383  0.0605646484 -0.038904793  0.0442841790
## [241,]   3.959686364 -0.251934765  0.1156574941  0.141968100 -0.0385403342
## [242,]   4.377467710 -0.083204876  0.1748914567 -0.105627605  0.0381974925
## [243,]   4.200637278  0.001129133  0.0957105162 -0.013464609  0.0523212615
## [244,]   4.336509708 -0.076441829  0.1203112397 -0.011303968 -0.0547403225
## [245,]   4.330040381 -0.086725557  0.0725628803 -0.048070320  0.0773847796
## [246,]   4.347451359 -0.143981431  0.1246043132  0.055319223  0.0276636286
## [247,]   4.165673058 -0.064648170  0.0028312443 -0.129418562  0.0948504544
## [248,]   4.104770799  0.045267629  0.0993049026  0.070025643 -0.1401741990
## [249,]   3.972732969 -0.156042846  0.0012320745  0.043106295 -0.1615096398
## [250,]   3.581989474  0.293983166  0.0476893702  0.081279317 -0.1281002484
## [251,]   3.182515743  0.567830232  0.3624695507 -0.247338926 -0.2099911763
## [252,]   3.322619400 -0.289822304  0.1562834272  0.135819390 -0.1728417150
## [253,]   2.357967127 -0.110741231  0.8691541319 -0.398511859 -0.0850203407
## [254,]   2.815114609 -0.137694699  0.4883467754  0.025107537 -0.2809441906
## [255,]   2.668164457  0.333256781  0.8017298651 -0.190621914 -0.1101683105
## [256,]   1.215072480 -0.494127821  0.4713511901 -0.268009800 -0.4680528219
## [257,]   1.566049793 -0.139267927  0.0828630148  0.059295403  0.0179375632
## [258,]   0.207190379  0.021480703  0.2532743253 -0.264138787  0.0887752465
## [259,]   1.165996566 -0.328304567 -0.1539080811  0.403661966 -0.4724609671
## [260,]   2.614317134 -0.050897428 -0.2325219794  0.669391791 -0.0774164321
## [261,]   2.044837194 -0.916158894 -0.0279128126 -0.287173309  0.0858051561
## [262,]  -0.855411564  0.094677968 -0.2000377070  0.107793414 -0.8682491369
## [263,]   1.175244872 -0.296668192 -0.4869109743  0.197154922 -0.5345773581
## [264,]   1.408566322 -0.465343408 -0.4382073193  0.121904481 -0.4134649130
## [265,]  -0.729597572 -0.171888789 -0.5307741515  0.122622070 -1.1949023667
## [266,]   0.133605251 -0.142697978 -0.0448108793  0.200067935 -0.0412332186
## [267,]  -0.141000165 -0.014160535 -0.7976334119  0.112836586 -1.0169311120
## [268,]  -1.659017744 -0.592574943 -0.8163133710  1.480900859 -1.1406483250
## [269,]  -1.652028181 -1.138924511 -0.8671221633  1.462753398 -1.4498927910
## [270,]  -0.690376764 -0.962367629 -1.4254655343  1.626812411 -0.5817978750
## [271,]  -2.314429023 -2.512693883 -0.4381141634  1.951250213 -1.0263264721
## [272,]  -1.425017413 -1.517796124 -1.3570557262  1.052462457 -2.3823770022
## [273,]  -3.659875048 -1.543311491 -1.2146551650  1.699220979 -1.6385033698
## [274,]  -3.008190474 -0.405265494 -1.4344557620  1.638644860 -1.3234023483
## [275,]  -1.233091702 -0.769747889 -1.0741112438  1.585986861 -1.8034327245
## [276,]  -4.726231631  0.305070592 -1.5844279815  2.032190503 -0.9074897242
## [277,]  -4.024337197 -2.013293953 -1.7857715667  2.015603854 -2.9526257909
## [278,]  -2.518682287  0.014214357 -1.2169639650  2.280037399 -1.7065462538
## [279,]  -3.518014182 -1.090401270 -2.1052700065  0.492738709 -1.7154103575
## [280,]  -2.327438694  0.254030377 -0.9342843498  1.664838642 -0.8778209804
## [281,]  -3.395843952 -1.483748706 -1.2027155514  0.887329659 -3.0441369567
## [282,]  -1.158942343  0.446233154  0.4137427309  1.057889750 -0.8896814885
## [283,]  -3.996661333 -0.263138598 -1.2009704427  0.684459185 -1.7537867544
## [284,]  -2.543523027  0.192907555 -0.3903767409  1.556194421 -1.5795500856
## [285,]  -2.709730578  0.004244319 -0.1478932911  1.587859919 -1.1949710766
## [286,]  -2.992456092  0.112694358  0.6716855662  1.270794055  1.1574876438
## [287,]   1.102014525  0.113066130 -0.0919857425  0.419829764 -0.4889019277
## [288,]   0.134295911 -0.186736042  0.3299997109  0.820463159  0.1501799820
## [289,]   1.808372367 -0.536568859 -0.0626723091  0.189454633 -0.0453276837
## [290,]   2.873104173  0.407077225  0.2008510245  0.492922915  0.0381179826
## [291,]   3.195161830  0.289740444  0.0833146027  0.306869981  0.1364902096
## [292,]   4.010087612  0.072330901  0.1375413397  0.095248112 -0.0360829626
## [293,]   3.984884869  0.008344688  0.1154103039 -0.053497979  0.0663542580
## [294,]   4.043345298  0.089391390  0.1258662549 -0.050201606 -0.0588552093
## [295,]   4.257489214 -0.058293532  0.3121185995  0.003712492  0.1003953673
## [296,]   4.281950531  0.050895328  0.1000053584  0.021294220  0.0456084226
## [297,]   4.348543797  0.045662043  0.1449431621  0.071261058  0.0294697521
## [298,]   4.344661416 -0.038204203  0.1279719312 -0.035997052 -0.0111246525
## [299,]   4.029968945  0.136026669  0.4083425137 -0.128455427  0.0381506627
## [300,]   3.906530564  0.199144410  0.3089096156  0.040045908 -0.3233983139
## [301,]   3.428141059  0.494020223  0.4708308213 -0.150770677  0.1207386705
## [302,]   2.796557850  0.456663234  0.1611605829  0.369864719  0.0038744295
## [303,]   2.529150806  0.384885583  1.1140787312 -0.046953200  0.1515588603
## [304,]   1.368561823  0.985116213  1.4513839216  0.135584796  0.6479531907
## [305,]   2.373899484  0.493692777  0.8345841949 -0.356052928 -0.0566974300
## [306,]   0.332139112  0.640207936  0.2905959046 -0.196375643  0.4251703028
## [307,]  -0.106739697  2.165597599  1.8024492186  0.412823057 -0.0009306925
## [308,]   0.678003175  0.632282484  0.9155330640 -0.428076932  0.2601571458
## [309,]  -0.030555695  0.746136082  1.0329810841  0.663968605 -0.1012259326
## [310,]  -0.587216650  1.276065655  1.3101572141  0.293433015 -0.8110192867
## [311,]  -0.328470035  0.445776778  0.9359363082  0.562755621 -0.5726960033
## [312,]  -0.079675872  0.655193590  1.7198449190  0.390024261  0.6535865887
## [313,]  -0.420932301  0.240557804  2.1815252993  0.706241498  0.5646974254
## [314,]   0.553625185  0.024499244  0.3126107388  0.123237717 -0.5725738071
## [315,]  -4.358378637  1.753916040  3.3798301366 -0.710998730 -0.7804708373
## [316,]  -0.970307641 -0.841771466  2.5408182058  0.738030520  0.9783804051
## [317,]  -1.964593178  1.045810771  1.4064065492  1.104271796 -0.4898953907
## [318,]  -0.542523677 -0.130456110  1.4763200205  0.081060338  0.4905100170
## [319,]  -1.956043945  0.087125594  0.9406886319  1.148231701  0.1072074058
## [320,]  -1.984518075  0.189490173  1.7946209205  0.875046190  0.3353852506
## [321,]  -4.012830046 -0.390790719  1.0918548091  1.482987475  1.5065132737
## [322,]  -1.879486434 -0.002855778  1.0689261341  0.854938088  0.5212748844
## [323,]  -4.001845412 -0.699244757  1.7236442042  2.142425943  1.6901812191
## [324,]  -2.538135751 -0.122308113  2.0632130691  1.019509359  0.4782812750
## [325,]  -5.902620344 -0.567968473 -0.5127342229  2.001618621  3.9472746874
## [326,]  -3.712549499  0.298336786  0.9912676953 -0.040578131  1.9731388365
## [327,]  -3.612551929 -0.125726705  1.0652890520 -0.305404220  1.1598945410
## [328,]  -3.646708140 -0.823602335  0.8099025007 -0.251988800  1.3130542924
## [329,]  -1.083461942 -0.837072952  0.3543860991  1.188603191  0.5822545995
## [330,]  -0.911350633 -1.006832378  0.4591260338  0.167728616  0.6372053211
## [331,]  -4.479838093 -2.085873458  0.7681487873  1.282219205  2.3558143591
## [332,]  -3.056450254 -1.293559918  0.1323488016  0.108971324  1.8079612330
## [333,]  -3.328806932 -0.890776387 -0.5048271360 -0.217584603  0.7547645812
## [334,]  -3.053254459 -1.284749235  0.5732711293 -0.233623149  0.9036232860
## [335,]  -3.660938498 -0.624948296 -1.2566617243 -0.937384230  0.9618559810
## [336,]  -2.044041834 -0.786088789 -0.4716505252 -0.551166620  0.7619199383
## [337,]  -0.626995186 -0.120205988 -0.3495319171 -0.457162176  0.6107608253
## [338,]  -0.626818660 -1.213343729  0.4312375350 -0.126083978  0.4621609190
## [339,]   0.873004229  0.491375310  0.0864237295 -0.944436455 -0.1668930530
## [340,]   0.895681635  0.022417721 -0.4509428480  0.466776055  0.5720243617
## [341,]   2.545566314 -0.398642186 -0.0362623376 -0.332112476  0.2111626255
## [342,]   2.813256783 -0.123005355  0.0580350104 -0.566979453  0.1996202106
## [343,]   3.470541233 -0.124870911  0.1924682839 -0.361554540  0.2605362852
## [344,]   3.960459502 -0.113052084  0.1039448704 -0.139818606  0.0723234148
## [345,]   3.863424668 -0.039227149 -0.0042032185 -0.418344916 -0.0207126595
## [346,]   4.127757320  0.040697397 -0.0236245047 -0.151219058 -0.0177129511
## [347,]   4.011047026  0.035088971  0.1461770762 -0.073966817 -0.0275412351
## [348,]   4.316075419 -0.053121456  0.1809402186 -0.105785129  0.0727800310
## [349,]   4.235564443 -0.077397797 -0.0853234715 -0.118978013  0.0038167579
## [350,]   4.184986337  0.085978862  0.0429493247  0.066312499 -0.0506381546
## [351,]   4.110662481  0.101590458  0.0634357472 -0.177010315  0.0716226126
## [352,]   4.096860101 -0.131582538  0.0623225984 -0.111636936  0.1470939575
## [353,]   3.551418352  0.141029169 -0.1559887903 -0.394412935 -0.3665694244
## [354,]   3.748671750 -0.224181977 -0.0861179803 -0.025229993 -0.0829979484
## [355,]   3.106053135 -0.351438890 -0.0919191128 -0.122000627 -0.0269246060
## [356,]   1.988640003  1.301632303  0.2463446293 -1.044728917 -1.1438506177
## [357,]   3.195024866 -0.416799200 -0.0984132682 -0.564724403 -0.1632081901
## [358,]   1.988640003  1.301632303  0.2463446293 -1.044728917 -1.1438506177
## [359,]   1.558708199  0.262295277 -0.7841851690 -0.409899820 -0.5429107598
## [360,]   1.445581075 -0.391046721 -0.5711595557 -0.743185401 -0.4629382633
## [361,]   1.146019622  0.177333585 -0.5347612107 -0.703809438  0.0126450921
## [362,]   0.483177989  0.044192371 -0.4758123108 -0.396093321  0.7840863271
## [363,]  -0.003823335 -0.156322402 -1.3699934157 -0.742446307 -0.6554660152
## [364,]  -1.131568651  1.291804211  0.2184323177 -1.370293064  1.6582880108
## [365,]   0.215390043  0.032510577 -0.5130446039 -1.918269576  0.1299955950
## [366,]  -2.563775497  0.314676471 -0.7409423994 -1.795942853 -1.3408603517
## [367,]  -3.004020455 -1.159338039 -1.2128931792 -1.857266609  0.0457993738
## [368,]  -0.923738818 -0.567789151 -2.1183907274 -0.023720785 -0.5168083796
## [369,]  -3.025805956  1.954036766 -1.2909050531 -3.067476003  0.4208482493
## [370,]  -0.165374454  0.189800360 -0.5391709576 -0.785999276 -0.5031837434
## [371,]  -3.191770133  2.705736228  2.6742053995 -3.867918906  1.5749327263
## [372,]  -2.014980375 -0.524061420 -1.3492035223 -2.258548542 -0.7119028062
## [373,]  -1.923146263 -0.383427722 -0.9868385598 -1.568041083 -0.1941716132
## [374,]  -1.255177984  0.002809335 -1.2247089372 -2.102618691 -1.0053664142
## [375,]  -0.635406180  0.088809454 -0.5095477082 -0.964493192 -0.9196214757
## [376,]   0.713765202 -0.099826737  0.6408952058 -0.934928266 -0.4576202560
## [377,]  -3.748022675 -0.197326021 -2.0074696940 -2.864055284 -0.1224949591
## [378,]  -1.470213609 -0.900102453 -0.2107789329 -0.360625245 -0.6245223273
## [379,]  -0.752801701  0.455961357 -1.0330827290 -1.299516382 -0.4734512352
## [380,]   0.092942233 -0.316717265 -0.1428653332 -0.774261402 -1.0661004205
## [381,]  -2.141902865 -0.858161501 -0.7135909426 -1.028766907  0.3018567131
## [382,]  -0.416384843 -0.489543251 -0.3934342410 -1.708947386  1.0345921216
## [383,]   1.938422209 -0.775392222  0.1208578192 -0.112497827 -0.3947301368
## [384,]  -2.653401859  0.074525284  0.2807755699 -0.425499003  0.3185605393
## [385,]  -1.305457063 -0.783465548 -0.8516297063 -0.156428218 -0.4352050175
## [386,]  -1.143120502 -1.231341677 -0.3913519476 -0.458466364 -0.2765005662
## [387,]  -0.131723951 -0.867996904 -0.4402592011 -0.030199718  1.0030631204
## [388,]  -1.943289028 -1.518068168 -0.8007140359  0.410131468 -1.2341875647
## [389,]  -0.713643476  0.074703492 -0.3634675400 -1.499417575 -0.2706507254
## [390,]  -0.690008037 -0.933670070 -0.1062756667 -0.917096450  0.0420290852
## [391,]   0.761532057 -0.640409816 -1.0146470821 -0.166747941  1.3148530569
## [392,]   1.141496020 -0.501653402 -0.3638828117 -0.026223256 -0.8451686993
## [393,]   1.823514671 -0.264819314 -0.0572808437  0.012110550 -0.0928565320
## [394,]   2.804060369 -0.383503459 -0.1006185583  0.009912778 -0.2723028172
## [395,]   3.408332577  0.089221348  0.2434884437 -0.100064489 -0.1892475824
## [396,]   3.914700631 -0.379791205  0.1432459280  0.089259699  0.1622285681
## [397,]   4.029936335  0.042408083  0.1850132157  0.022698793 -0.0937450675
## [398,]   4.057590645 -0.004148860  0.2164272029 -0.132655016  0.0562648842
## [399,]   4.459077706 -0.139887605  0.0800457636  0.033443531 -0.0733903378
## [400,]   4.390252353 -0.010466336  0.3218286465 -0.002371895 -0.0086429330
## [401,]   4.134813140 -0.200376629  0.1447276458  0.116624501  0.0407686957
## [402,]   4.312756349 -0.065548199  0.0564955621  0.047665014 -0.0516575295
## [403,]   4.160684894  0.014423876 -0.1710970851 -0.233186165 -0.0641366769
## [404,]   4.243250380 -0.173886674 -0.0013515442 -0.183929697  0.0281493910
## [405,]   3.990273344 -0.374544974 -0.0569711866  0.076322703 -0.1375391589
## [406,]   3.937819262 -0.239730044 -0.0889000930  0.506900668  0.4170432170
## [407,]   3.454026823 -0.558878352 -0.0140348177 -0.147671568 -0.0624581549
## [408,]   2.971707410  0.050966092 -0.3834583371 -0.233223346  0.2686525453
## [409,]   3.437330734 -0.172931284 -0.3495101377 -0.280011026  0.4248151844
## [410,]   1.630243051  0.204395060 -0.7690713340 -0.526901234  0.5562330358
## [411,]   1.658751644  0.212769074 -0.3296262850 -0.163761977  0.3872234571
## [412,]   2.699164460  0.009378196 -0.0344215573 -0.221914884  0.4018222389
## [413,]   0.567083944  0.028382423  0.3596173656 -0.913414644  0.9159262314
## [414,]   1.625929529  0.642627369 -0.4552149736  0.083824453  0.9000394795
## [415,]   0.657985979 -0.464503946  0.5578086777  0.216239317 -0.0886137797
## [416,]   1.146935239 -0.226697488 -0.9949340191  0.606802658  0.7711513823
## [417,]   2.515220630  0.507503549  0.8653892002  0.518297077  0.2075535214
## [418,]  -0.182386064 -0.384564364 -0.9076662770  1.222307248  1.8088274753
## [419,]  -3.360215900 -0.144718412 -0.7382304353  0.741696135  1.6863300370
## [420,]  -1.360252944  0.634051249 -1.1633431482  0.318280373 -0.0363508636
## [421,]  -0.672504175  1.382292213 -0.5532579428  0.685683028  0.5842454756
## [422,]  -1.453802575  1.013958223 -0.8850334826  0.048117277 -0.0089477523
## [423,]  -2.452864591  2.394359327 -1.5703357281 -0.600455707  0.5200744687
## [424,]  -0.786138773  0.279819165  0.1974073468  0.236928244 -0.5068760363
## [425,]  -1.287563339  1.610061562 -0.8755946793  0.096333194  1.1709133627
## [426,]  -2.622637692  0.578326768 -1.7231881768  1.153752638 -0.2158893676
## [427,]  -0.286648921  1.486696637 -0.8104030883  1.254752878  0.6976042944
## [428,]  -1.450467038  1.206898006 -1.3788757589  1.723080589  1.2983608661
## [429,]  -1.764525361  0.840989237 -0.6441781780 -0.139670369 -0.5449879457
## [430,]  -4.675709343  1.007673263 -1.5546312621  4.249416723  2.0631365413
## [431,]  -1.112243777  2.335221532 -1.1162017075  0.830500695  0.7823772835
## [432,]  -2.349951102  1.383430548 -1.4274023594  1.506675300  0.4731914857
## [433,]  -1.823319029  2.032502397 -1.2654610952  2.719824700  1.4712828509
## [434,]  -2.242717041  1.800182290 -0.8995937806  0.266808130 -0.7729735698
## [435,]  -1.046501983 -0.143672531 -1.2566927672  1.211881950  0.4039344156
## [436,]  -2.160404531  0.905636537 -2.0931287128  2.220692283  0.2341553496
## [437,]  -2.555437244  2.375680314 -2.1734358061  2.011798606  0.4117436602
## [438,]  -0.970107390  1.495970907 -1.5382768841  0.492485335 -0.4683352197
## [439,]  -1.534462371  0.247825917 -1.5966605888  1.277422304  0.3934094880
## [440,]   0.051935387  1.566640822 -0.8036676911  1.143943658  0.5105013211
## [441,]  -0.252307292  0.175792664 -1.2907276896  0.695634813  0.9665393430
## [442,]  -0.558370150  1.055407028 -0.7614047677  0.315911838 -0.2057515717
## [443,]  -1.378043055  1.320893433 -2.2739379283  0.663325123  1.2220062256
## [444,]   1.158521932  0.064165631  0.2167528392  0.307827730  0.5326142402
## [445,]   1.264684053 -0.295637682 -0.9363907488 -0.013234409  1.0378322714
## [446,]   1.944947742  0.354868345 -0.6638742538  0.323026106  0.2931227998
## [447,]   2.325604835  0.085717684 -0.6970481555  0.218017927 -0.0422609650
## [448,]   2.497436238 -0.008971318 -0.6814603495  0.569639145 -0.5480160799
## [449,]   3.808074290 -0.114042426 -0.1618144746 -0.092898315 -0.0267445675
## [450,]   4.070074174  0.240765610  0.1252531237 -0.317167768 -0.0514813706
## [451,]   4.186825479  0.164045658  0.0738012999  0.001273724  0.0451098116
## [452,]   4.056098269  0.190440100  0.1296936938  0.082367242 -0.2164792972
## [453,]   4.317667375  0.032050335  0.1458128094 -0.022190954  0.0253160934
## [454,]   4.261008169 -0.239953908  0.0741816243  0.021410755 -0.0858032643
## [455,]   4.233737765 -0.048625314 -0.0270232883 -0.022354625 -0.0279647250
## [456,]   4.170688289 -0.243452286  0.1180908918  0.016286126 -0.0752875789
## [457,]   4.039217021 -0.249573512  0.0541140276  0.081036486  0.0264750779
## [458,]   3.615903823 -0.080212821  0.2262611159  0.231884800 -0.1809635852
## [459,]   3.635024567  0.041331405 -0.0842041608  0.005959948  0.3375874440
## [460,]   2.488628477 -0.245238395  0.2650445601 -0.095110904 -0.1823714426
## [461,]   2.687154085 -0.082619211  0.2240047411 -0.168393891  0.8327347926
## [462,]   1.712804796 -0.385664850 -0.2831468131 -0.761651987  0.0621162322
## [463,]   1.757736549 -0.714565398  0.2637705001 -1.023516164  0.0701525818
## [464,]   2.612489934 -0.363134199  0.0942718391 -0.072395778  0.3735150587
## [465,]   1.720252033 -0.940936272  0.2797393898  0.013509848  0.6859856779
## [466,]   1.411128286  0.237968290 -0.4170561666 -0.911528909  0.5749577680
## [467,]   1.660652703 -0.642588252  0.0441680711 -0.465434334 -0.5462888692
## [468,]   0.680971173 -0.343406497 -0.8860019024 -1.734029247  0.1998901043
## [469,]   4.403018670 -0.023135858  0.0696920046  0.129382899  0.0697214114
## [470,]   2.207388818 -0.500624168 -0.0526646982 -0.214849454  0.3887146605
## [471,]  -1.434527115 -0.066812770 -0.1811711116 -0.604373869  1.0544544659
## [472,]  -0.390150765 -0.399845983 -0.9686127952 -1.764505376 -0.3853958042
## [473,]   1.397171563 -0.355457419 -0.1643993320 -1.024889457 -0.5141858540
## [474,]  -0.535320390  1.048816665 -0.3642103496  1.317526897  1.1670171097
## [475,]   1.842372476  0.496258681 -0.3880473278 -0.324205653  0.0428980311
## [476,]   0.528122187  0.208778064 -0.0560447048 -0.810158347  0.3855014109
## [477,]  -1.042810154 -0.001395515  0.9802929021 -2.377334491  0.2214093651
## [478,]  -0.484372762  0.792668037 -0.0929274000 -0.324951292  0.4488082130
## [479,]  -0.100494442 -0.238502649 -0.7764582827 -0.362253915 -0.4162919907
## [480,]  -0.413805559 -0.967488662 -1.0080829422 -0.440055792 -0.0127715611
## [481,]  -1.947106557  0.516072153 -0.4053048144 -0.933842944  0.7459193906
## [482,]  -1.778586074 -0.772469086  0.2643191494 -0.499100727  0.9030193635
## [483,]  -1.562171069  0.522653643 -0.3003433240 -2.179739641  0.0228574133
## [484,]  -1.900172733 -0.424371527 -0.5218257831 -1.029751183 -1.4174169610
## [485,]  -1.386611410  0.695006428  1.4955713974 -1.770440869  0.9231597504
## [486,]   2.363835794  0.618170764 -0.7266364937 -0.199025074 -0.0709060862
## [487,]   4.088286099 -0.129353869  0.0967135589  0.163204257 -0.1741969735
## [488,]  -2.654205863  0.958011558  3.5428865684 -1.155904818 -0.5905581013
## [489,]  -5.744949187 -1.427424108 -2.7362827787 -0.171573845 -3.1235107943
## [490,]  -1.534496516 -1.674714301 -0.4830120241 -0.404865699 -0.2029310842
## [491,]  -1.693153684 -1.325548452  0.9727503680 -0.716110619  0.6135249997
## [492,]  -1.064296116  0.129704212  0.1788435818 -0.757122723 -0.5810341666
## [493,]   1.661905915 -0.007614749  0.0779902573 -1.232829359  0.4454577011
## [494,]  -1.281611822 -1.508270484 -0.5591797138 -0.799318622 -2.2804156715
## [495,]   0.645874562 -0.879670143 -0.3526293071 -0.309237997 -0.1379580384
## [496,]   2.286290480  0.282666144 -0.4099442894  0.344243469 -0.5541509962
## [497,]   1.653003932  0.256808389  0.0967855212 -0.006994682  0.6176448636
## [498,]   2.189096156  0.300442327 -0.0278745362 -0.408384855 -0.2927583981
## [499,]   2.523238194  0.794334154  0.6994370376  0.142628752 -0.6541324639
## [500,]   3.013702338  0.587707750  0.3628392185 -0.405614609 -0.4169904355
## [501,]   3.325857110  0.346554650 -0.0664939820  0.257477189 -0.2411197060
## [502,]   3.885748966  0.067730454  0.3095663807 -0.342459743 -0.1061619032
## [503,]   4.053274615  0.195235825  0.2023995551 -0.147794528 -0.1236859303
## [504,]   4.331280458 -0.130076131  0.2134409675  0.047317454  0.0032326071
## [505,]   4.329053130  0.090826092  0.1796483093  0.144037659 -0.0464475735
## [506,]   4.408339975 -0.089728980  0.0895133030  0.062607022  0.0526217520
## [507,]   4.148915779 -0.092821790  0.1130303966  0.170156218 -0.0374502451
## [508,]   4.196087759 -0.022115159  0.2064499833  0.059841914 -0.1398788991
## [509,]   3.947001124  0.027270901  0.0857719831  0.210517712  0.1101177892
## [510,]   3.567310416 -0.033887018  0.3926131124  0.394068439 -0.0819944857
## [511,]   3.894352750 -0.327832118  0.1489789848  0.095688930  0.0525465436
## [512,]   3.015362915 -0.057207298  0.5258713784  0.236687871  0.6579110145
## [513,]   3.267735296  0.490868169  0.1414057004  0.464455850  0.3780807540
## [514,]   3.057801952  0.020907468  0.0486980354  0.406344190  0.7578812039
## [515,]   2.908965777  0.186135449  0.1669877635  0.168878705 -0.1533200839
## [516,]   2.218133269  0.733337523 -0.3805516454  0.138392730 -0.2319035362
## [517,]   3.348564454  0.100373301 -0.0007293082  0.330448482 -0.2642958144
## [518,]   1.337262866  0.251866942  0.2973280782  0.627912097  0.0190559806
## [519,]   1.300839027  0.687577781  0.0155532890  0.505099395 -0.3885328706
## [520,]   2.874726262 -0.081084727  0.2035679433  0.892231990 -0.1658010850
## [521,]   2.739764246  0.237405953  0.0668617393  0.252163836  0.0255162087
## [522,]  -3.196450949  0.381982576 -0.6094996957  0.950078103 -0.2366459685
##                 [,6]          [,7]         [,8]          [,9]         [,10]
##   [1,]  0.5451378462 -0.8425569169 -0.697497196  1.1005014315 -1.2359191302
##   [2,]  1.4570378783  0.5618086761 -0.405236984  0.2223555026 -1.1377558775
##   [3,]  0.5757331400 -0.3360423142 -0.609137493  0.7315659873 -0.7242789329
##   [4,]  0.5161836065  0.0064323287 -1.234606668  0.8389118837 -0.1394566403
##   [5,]  0.8701920221 -1.1823648473 -0.472168410  0.0986065444 -0.8307069658
##   [6,]  1.0012632015  0.6769110608 -1.201235001 -0.4087953116 -1.7025318755
##   [7,]  0.4398787715 -1.6785189049 -0.754483741  1.3430092841 -0.8439382467
##   [8,]  0.7638968297 -1.1542472381 -0.851918512  0.5077266412 -0.0251532537
##   [9,]  1.8454767248 -1.6939053558 -1.222448164  1.4070343441  0.2789374622
##  [10,]  1.0865651507 -0.0730927006 -0.666920301  0.5049390826 -0.5297098456
##  [11,]  0.0312804220 -0.1527077648 -1.308983481  2.2988075552 -0.9859357559
##  [12,]  2.3788810362  0.1337791515 -1.636066747  1.2534411278 -1.5954744198
##  [13,] -0.6737394441  1.6285931104  0.541876372 -0.4142541767  2.2022011439
##  [14,]  1.2374357103  0.4545941829 -0.103963141  0.5731288434 -0.0434061012
##  [15,]  0.9542701160  0.3707262744 -0.709000702 -0.2106857157 -0.1823482762
##  [16,]  0.7335143128 -0.4867557937 -0.455066372  0.9875027011  0.9594432334
##  [17,]  1.6811526909  0.3426203337 -0.640905214 -0.7028377256  0.7208499639
##  [18,]  0.1187706299 -0.0390123765 -0.924254264  0.2366393520  0.2397678331
##  [19,] -0.0596807659  0.5900132451 -0.910251958 -1.0437501875  2.0112210646
##  [20,]  0.4195260215  0.4224709159 -1.051320748 -0.7460007802  0.5387963487
##  [21,] -0.6104334114  0.6994685864 -1.325985546  0.0203124471  1.0700063646
##  [22,] -0.6552164371 -0.1666334563 -1.084356890 -0.8531806051  0.3332433378
##  [23,] -1.7510007940  1.2828255328 -0.274987483 -0.1951729445  0.7024381057
##  [24,] -0.8471489631  0.8502883309 -0.244100404 -0.4122777328 -0.0078344962
##  [25,] -0.4046175371  0.7493403785  0.439919553 -1.4686835399 -0.4668063650
##  [26,] -1.3531296381  0.7076384146  1.015100365 -1.5432966393  0.6119685603
##  [27,]  0.1737147519  1.4124902609  0.709186583 -0.9424174560  0.9084208571
##  [28,] -0.4463588160  0.4073470021  0.705500738 -0.6271349222  0.2821330293
##  [29,]  0.2719681164  0.3857494012 -0.226204809 -0.2737938585  0.1320176052
##  [30,] -0.0648534604  0.1883493407 -0.104101184 -0.0408527275  0.2300827630
##  [31,] -0.1416473346  0.0347496819  0.160846019 -0.1548756835  0.2069479165
##  [32,] -0.1287942608  0.1570374657 -0.126661579  0.0896123792  0.0960420349
##  [33,]  0.0730288668  0.0645594904 -0.068121338  0.0619696491  0.0968118602
##  [34,]  0.3958655437  0.1380642892 -0.250400703 -0.2008351398  0.1804793181
##  [35,] -0.0374176348  0.0645285788 -0.062496497  0.0859960471  0.0574586402
##  [36,]  0.0505196825  0.0350934171  0.007691885  0.0043034413 -0.0275299040
##  [37,] -0.0293870051  0.0629613612 -0.197047788  0.0212653950  0.2016893124
##  [38,]  0.0294747030  0.1624141505 -0.057569012 -0.0367921946 -0.0367274679
##  [39,] -0.1781313994  0.0339172970  0.050001291 -0.1949344098 -0.1586473809
##  [40,]  0.0986660735  0.0833820825 -0.068392143 -0.3678740154 -0.2676286846
##  [41,] -0.0234147472 -0.0480711375  0.140529742 -0.5309401240 -0.2792087708
##  [42,]  0.2633260379  0.4750286463 -0.066691088 -0.5594564626  0.3152423509
##  [43,]  0.3730696607 -0.0330915913  0.053117879 -0.6895285769 -0.2276627971
##  [44,]  0.3564536897  0.3194148716 -0.146032325 -0.9955786012  0.3494504489
##  [45,] -0.1643807470  0.8022977035  0.412313551 -1.2340785243 -0.4230622661
##  [46,] -0.7020017489  0.5653687528  0.363085172 -1.0962042262  0.0102442968
##  [47,] -0.3477859582  0.6383325496  0.259142334 -0.6348925841 -0.0112829868
##  [48,] -0.9299255600  0.4527228072  0.349124340 -1.7792865960 -0.4740405208
##  [49,]  0.1073611211 -0.1336800380  0.130279325 -1.0666069715  0.3850368937
##  [50,] -0.2440108479  0.0236562472  0.819890727 -1.6137936552  0.0938249992
##  [51,]  0.2068450473 -0.0854251776 -0.560161445 -1.2217191081  0.3397927412
##  [52,] -0.2954631273  0.3164811470 -1.103823575 -1.1156058676  0.2589741465
##  [53,] -0.9998372188 -0.3421994155 -0.235504806 -1.7085325069 -0.9791754141
##  [54,] -0.2590490088  0.2745578795  0.872139252 -0.0458994523 -0.6216094871
##  [55,]  0.1895512279 -1.0476917806 -0.065221061 -1.2802034128 -0.0387658438
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## [431,]  0.9289185821 -0.7903436773 -0.933475560  0.0064733653  0.6689687340
## [432,]  1.1034031908  0.9981967261 -1.056259132 -0.7093601758  0.1591907338
## [433,] -0.3283075376  1.4768515570 -0.508802695 -0.5824989790  1.3847550700
## [434,]  0.2551471171  0.6573295991 -1.471016559 -0.5622493780  0.3823307231
## [435,]  0.6502518508 -0.2233583985 -1.399441568 -0.1548693772  0.3562517916
## [436,]  0.7443656970  1.4864835615 -0.974143801 -0.5776500234 -0.3094284289
## [437,]  0.4319038590  0.2656370662 -0.374017881  0.6144125339 -0.2696117935
## [438,]  0.1526734600  0.8289134776  0.458267930  0.3892353747 -0.2540314702
## [439,]  0.9141495128 -0.7340294200 -0.786535482 -1.0477965776 -0.5108668336
## [440,]  0.9983415221 -0.6078063350 -1.404413934 -0.6340236675 -0.1063376241
## [441,]  0.1682211733  0.5172391631 -0.180969168 -0.7011103751  0.0020420636
## [442,]  0.2258708135 -0.1573590678 -1.062810262  0.4982935974 -0.5763449987
## [443,]  0.5192566504  0.4166574294  0.357489478  0.9870628207  0.0478427881
## [444,] -0.3794307757  0.5558051770 -0.740097491  0.1817896666  0.0613333881
## [445,] -0.4275524888  1.1488272993  0.685271582 -0.2738466324 -0.0894915852
## [446,]  0.4356208912  0.7457697041 -0.006956832 -0.6371825815 -0.8144392196
## [447,] -0.1304588980  0.5036585817 -0.575316654 -0.1299459555 -0.1359994128
## [448,] -0.4052642774 -0.1075109518 -0.376380707  1.1625036501 -0.4927841223
## [449,] -0.0289271829 -0.1507372684 -0.073263032 -0.1477957892 -0.2311706670
## [450,]  0.2189465022  0.0807918784  0.457604612  0.8497104321  0.1886426011
## [451,] -0.0906195306  0.1255876922  0.229803050  0.3359880803  0.0968276063
## [452,]  0.1335358077  0.1025483699 -0.027099303 -0.0404718777  0.0882517507
## [453,]  0.1530894246 -0.0650838988  0.096476735  0.2287928736  0.0782213942
## [454,]  0.1868460529  0.0195216993 -0.106179161  0.0650902691 -0.0970368382
## [455,] -0.0008187325  0.0620800265 -0.036474192  0.0054198794 -0.0818619323
## [456,] -0.0020342707 -0.1700049827 -0.032357342  0.0977003930  0.2040587500
## [457,] -0.0093197595  0.1019266449 -0.027334797  0.0282033265  0.0752199064
## [458,]  0.1924867683 -0.4759732350 -0.350160026  0.3448714118  0.3211482696
## [459,]  0.1010529983 -0.1784900009 -0.069267591  0.1096012967  0.2398142319
## [460,]  0.4397144233  0.0046178053  0.012205476  0.2549245675  0.7450868601
## [461,]  0.5272903467 -0.4596932068 -0.044306780  0.3211092258  0.9861205394
## [462,]  0.3163309852 -0.7808070898 -0.645207032  0.2113447878  1.0700751856
## [463,]  0.8041597885 -0.3512492306  0.328143786  0.0263503464  0.5403044335
## [464,] -0.0443166949 -0.2358005928 -0.224289136 -0.0213108223 -0.1332974246
## [465,]  0.7697344187  0.0353761871  0.214795811 -0.1776323276  0.4931013545
## [466,]  0.8858072347 -0.6829177136 -0.541934335 -0.2589993106  0.7758446226
## [467,]  1.1397821880  0.0369720534  0.429612305 -0.3299654247 -0.1203084019
## [468,]  0.4291079965 -0.3751785894  0.465284718  0.8439721071  0.5623662535
## [469,] -0.0620732837  0.0178613225 -0.109801455  0.1119270206  0.0325838761
## [470,]  0.6269782251 -0.6558269475 -0.202162992 -0.2602353364  0.2918005966
## [471,]  2.9869135037 -1.8580830521  0.347612097 -0.4163833926 -1.6225478596
## [472,]  0.4903076995 -0.6976499525  0.536269302  0.8216229387  0.4064027149
## [473,] -0.2182256362 -0.8119697408  0.384263177 -0.6234018127 -0.1185155630
## [474,]  0.5159580079  0.2990100416  0.912439837  0.4001724522  0.9459975242
## [475,]  0.2854574882 -0.2617664342  0.371353423  0.9201692939 -0.3083374684
## [476,]  0.8682133599  0.1652063944  0.574073031  0.9918532301 -0.0501894366
## [477,] -1.5859578946 -0.5358330233  1.687878087  0.1048022811 -1.1344517968
## [478,]  0.8464262042 -0.2045483993  0.370412103  0.0628562014 -1.0685678435
## [479,]  0.8842420128 -0.9267820580  0.540324578  1.1376102929 -0.8183855035
## [480,] -0.0727983251 -0.1255082554  0.009096071 -1.0102034176 -0.4595159569
## [481,]  1.1649561909  0.2041140100  1.276345406  1.4265199066 -0.9438811389
## [482,]  1.0315820131  0.3440990882  0.670056963  0.3600536917 -1.2070069213
## [483,] -0.8874794405  0.9131278557  2.133011364  2.3317883943 -0.5311205947
## [484,]  0.2030178105  0.5416450986  1.681532325 -1.1262317521  0.6691652117
## [485,] -1.2823255075  1.1913905110  0.715678206  0.2153736115 -1.7119996972
## [486,]  0.0870598282  0.1716575547 -0.225923488 -0.0013927181  0.1580439748
## [487,] -0.0953828447  0.1004128496 -0.094303753  0.0838075690  0.2401714332
## [488,] -0.0595839280 -0.9275821877 -0.270596111 -0.1191991053 -0.1415826134
## [489,] -1.3122379093  2.7441770844  0.904919889 -2.3399938496 -0.0897774815
## [490,]  0.6941205083  2.2866001433  0.547679875 -0.7124935944  0.5182144399
## [491,] -1.4616124943  0.7947476007  0.236625109  0.0682990344  1.3129353383
## [492,] -0.2663928369  1.4580194854  1.895273461 -0.2270017430 -1.1670559218
## [493,] -0.3795028322  0.8920353087  0.011125649  0.0297687565  0.4422737889
## [494,] -1.9356935264  0.4607094556  1.518204790 -0.9538169050  0.7919625269
## [495,] -0.5830891115  0.8964420801  0.939395814 -1.3647798709 -0.3627265602
## [496,] -0.1887554233  0.3798873495  0.232486242  0.5295464533  0.2904117575
## [497,] -0.6406279591  0.4224372652  0.034603809 -0.1985348101 -0.3708950991
## [498,] -0.0111739763  0.5751120785  0.108098198 -0.4711650610  0.1627417530
## [499,]  0.6049877004  0.3949137059 -0.567097190 -0.8130936095  0.6556832212
## [500,]  0.4856987659  0.5504540960  1.516577980  1.4510681331  0.5202453588
## [501,]  0.1795762378  0.4004525147  0.807397099  1.0398220483  0.2251115183
## [502,] -0.0775908080  0.1568446156  0.190717554  0.4894458342  0.1296486636
## [503,] -0.0198735231 -0.0731953447  0.386324687  0.7627462994  0.1846304916
## [504,] -0.0047995082 -0.0182203035 -0.181917520  0.1295758917  0.0035465706
## [505,] -0.0534734603  0.0297242339 -0.169856417  0.1202545171  0.2326817540
## [506,] -0.0240521808 -0.0201775534 -0.041726482  0.0678174355  0.0942309893
## [507,] -0.0729453027 -0.1334466439 -0.227457881  0.0631118503  0.0776295943
## [508,]  0.0232811156 -0.0429329983 -0.004319432  0.1859792127  0.0547575528
## [509,] -0.0496380916 -0.2983661999 -0.066419545  0.0553499673  0.1608945321
## [510,] -0.3732483754 -0.4232913047 -0.149605525  0.0841071651  0.1672432144
## [511,]  0.0533416837 -0.4436534013 -0.116470239  0.0745837049  0.1968901703
## [512,] -0.1104169091 -0.9516509316 -0.358506716  0.0539175700  0.1707520274
## [513,] -0.2681969560 -0.5157307380 -0.223652698  0.0411162317  0.0134661875
## [514,] -0.0099343583 -0.6820053919  0.089035111 -0.3472113318  0.2351025288
## [515,]  0.3111679249 -0.0745180361  0.092022555 -0.5608892952  0.1593650000
## [516,]  0.1651421747 -0.4114901530 -0.372900061 -0.4187765388  0.0551396393
## [517,] -0.1182201737 -0.5708440927 -0.441600464  0.0004332169  0.2178698054
## [518,] -1.0324314205 -0.6418067452  0.360291694 -0.7779621530  0.0865563303
## [519,] -0.0538475421 -0.6426197402 -0.849557949 -0.4589439173  0.1194079554
## [520,] -0.8481096328  0.2567764000 -0.073696393 -0.3248030206  0.2086031788
## [521,] -0.7165750844 -0.4226425110 -0.189333659 -0.0740964574  0.3846449550
## [522,] -1.4195585884  0.1619594406 -1.091626789 -0.9622949506 -0.2618861180
##                [,11]        [,12]         [,13]        [,14]        [,15]
##   [1,]  0.4536761865  0.168824954  3.391156e-02  0.791356288  0.397411783
##   [2,]  0.1542718271  1.227090587 -3.152387e-01  0.599375789  0.389905561
##   [3,]  1.8040653870 -0.922843466  8.329420e-01  0.213086298  0.148090203
##   [4,] -0.4844044939 -0.545164877  1.069298e+00 -0.598193568 -0.327135885
##   [5,]  0.4119257471 -1.544502362  1.165567e-02  0.563927038 -0.347652849
##   [6,] -0.5752734084 -0.540287075  2.881569e-01  0.523534270  0.050518796
##   [7,] -0.7407682958 -0.161703625 -2.745147e-01 -0.151617858 -1.421301453
##   [8,] -1.2644613052 -0.072187282  2.657866e-01  0.362489000 -0.191759048
##   [9,]  0.3492915436 -1.200392984  4.415404e-01 -0.163257688 -1.547139783
##  [10,] -0.9681940305  0.654446005 -1.180283e-01  0.884912155 -1.299636970
##  [11,] -0.8044443119  0.506736619  1.198289e+00 -1.485260018 -1.316804962
##  [12,] -1.1418285667  1.183016556  4.608892e-01  0.861429831 -0.419536387
##  [13,] -1.8904145077 -1.604019138 -2.095666e-01  0.189579400 -0.936968065
##  [14,]  0.1091848826 -0.282606026 -4.497678e-01  0.356464090 -0.711597583
##  [15,] -0.1090981549  0.133765360  1.446442e-01  0.257360663 -0.569793771
##  [16,]  0.1833087022  0.020722269 -2.349608e-01 -0.320839117  0.022288912
##  [17,] -0.2031954170  0.384319444 -3.002962e-02  0.496726222 -0.799694250
##  [18,] -0.5819564898 -0.704392387  9.506338e-02  0.134355305 -0.357655453
##  [19,] -0.8004763402  0.682351550 -1.430024e+00 -0.006990908  1.549852572
##  [20,] -0.2178211765  0.263739037  4.383852e-01  0.448740902  0.751484237
##  [21,]  0.7740708325 -0.762331802  3.966569e-01 -0.632262480 -1.543112722
##  [22,]  0.4831477554  0.226272544  7.167917e-01 -0.093393494 -0.722828726
##  [23,] -1.0021374423 -0.365240719 -3.813550e-01 -0.093081922  0.474959344
##  [24,]  1.4618967015 -0.684377055  9.716390e-01 -0.451690796 -0.337379859
##  [25,]  0.7015395112 -0.883920446 -3.458770e-01  0.730717333 -0.047702311
##  [26,] -0.2204355359  0.287728045 -4.159547e-01 -0.449738292 -0.571421237
##  [27,] -0.0109098045 -1.260432910 -1.530875e-01 -0.106887456  0.577878562
##  [28,] -0.1690095160 -0.062672774  2.814894e-01 -0.264619044 -0.224731025
##  [29,] -0.0850898584 -0.123782995  1.098675e-01 -0.198554050  0.576656600
##  [30,]  0.0121735810 -0.176146896 -5.147065e-02 -0.109167658  0.238993889
##  [31,] -0.0270063121 -0.067137079  1.499372e-01 -0.264026873 -0.032482569
##  [32,] -0.0969459833  0.023123597  5.336772e-02 -0.191866234 -0.091347961
##  [33,] -0.1181095065 -0.084012677  1.495872e-01 -0.076581664  0.007575575
##  [34,] -0.0931225649  0.007398518 -5.385257e-02  0.049481293  0.277489935
##  [35,] -0.0596382085 -0.070935568  8.063554e-02 -0.144977780  0.016688602
##  [36,] -0.0993324825  0.201326329 -5.148454e-02  0.017419646 -0.158579903
##  [37,] -0.0845635430 -0.029394246  6.145821e-02 -0.055054940 -0.046705866
##  [38,] -0.0450313239  0.095782642 -4.834252e-02 -0.006467789 -0.124944610
##  [39,]  0.1644111348 -0.072119347 -1.911232e-01  0.077173668 -0.006491204
##  [40,]  0.0787268574 -0.196074609 -1.775244e-01 -0.184557457  0.141704483
##  [41,] -0.0165905306  0.203337282 -3.377457e-01  0.258919632  0.226479514
##  [42,]  0.2443732689 -0.017083528 -3.571206e-01  0.140406830  0.609231536
##  [43,] -0.0858597543 -0.253057824 -2.029423e-01 -0.260823509  0.324235572
##  [44,] -0.1919280829 -1.021945318 -4.511476e-01  0.077566001  0.980018967
##  [45,] -0.0871506415 -0.538170822 -4.386357e-01  0.130594423  0.223004052
##  [46,]  0.0851704186 -0.602084713 -6.239893e-01  0.071935833  0.220929106
##  [47,]  0.0375847696 -0.451354175 -2.003672e-01  0.890927892 -0.129175118
##  [48,] -0.0658821819 -0.846833252 -4.863631e-01  0.409363809 -0.047418596
##  [49,] -0.2172305818 -0.807421429 -3.677671e-01  0.186563245  0.219103609
##  [50,] -0.2240246280  0.201472037 -7.349689e-01  0.691802569  0.239954035
##  [51,]  1.2449065210  0.173800918  6.391280e-02  0.288377945  0.128526988
##  [52,]  0.4422666252  0.368098164  2.264790e-01  0.687679682  0.494677833
##  [53,]  0.5274032438 -1.747848927  4.733797e-02  0.170578896  0.136599956
##  [54,] -0.0296414591 -0.557483772 -4.312989e-01 -0.070981371  0.070784238
##  [55,]  0.0540155709 -0.522947730  4.194777e-01 -0.354425912  0.154044039
##  [56,]  0.2795969218 -0.262162827 -1.009675e-01 -0.566386995 -0.427728489
##  [57,] -0.1979664002 -0.485327405  2.066993e-01 -0.256169880 -0.676739945
##  [58,]  0.1677314129  0.197870514  3.869225e-01 -0.621579940 -0.796574326
##  [59,]  0.3891925000 -0.450209755  8.524899e-01 -0.635254235 -1.453443495
##  [60,]  0.4596420844  0.739789859  7.763090e-02 -0.675530620 -0.865062669
##  [61,] -0.3196284425 -0.982861747  2.514379e-01 -0.368273916 -0.560020583
##  [62,] -0.9063717580  0.300301341  1.196388e-01 -0.596417372 -0.087422430
##  [63,] -0.4285221992  0.427277140 -2.308709e-01 -0.655737972 -1.018734886
##  [64,] -0.0634567551  1.554406677  8.469889e-02  0.764490465 -0.567963372
##  [65,]  0.2694327083  0.268594962  8.449599e-01  0.587399853 -0.366681844
##  [66,] -1.0798194774 -0.500491774  2.932127e-01 -0.841254694 -1.229374321
##  [67,] -0.4685431451  0.684231648  1.325017e+00 -0.064372229  0.006921689
##  [68,] -1.4239973717  0.550390588  8.215044e-01 -0.739793784  0.494541562
##  [69,] -1.1551901625  0.574381828 -9.415460e-01  0.173938676  0.341720515
##  [70,] -0.1557965360 -0.020132113  4.561310e-02  0.096024887 -0.284911469
##  [71,] -0.2783190033  0.300358245  1.146274e+00  0.609435153  0.132850573
##  [72,] -0.0710589663 -1.273603368  4.538935e-01 -0.055208352  0.750622219
##  [73,] -0.4623386603  0.660940648  1.168049e+00  0.683738901  0.887580995
##  [74,] -0.8921128224 -0.037081385 -1.570541e-01 -1.014012821 -0.339787470
##  [75,] -0.2960209617 -0.591377099  6.265523e-01  0.169502065 -0.127535575
##  [76,] -1.0952548719 -1.107370381  5.723994e-01 -1.059643217  0.689678422
##  [77,]  0.6528635957 -0.134264565  1.077112e+00  1.429886568  0.271486870
##  [78,]  0.1297420248 -0.008384427  8.348159e-01  0.238252459  0.714743044
##  [79,] -0.4023143608 -0.872299435  2.378360e-01 -0.034976190  0.932916611
##  [80,]  0.0501805881 -0.041672506 -6.896531e-02 -0.229621164  0.187751388
##  [81,] -0.0253653738 -0.320371072 -4.748093e-01  0.349169600 -0.129195569
##  [82,] -0.2077205799 -0.064969799 -5.324795e-02  0.030699215  0.043780670
##  [83,] -0.1179867595 -0.057461101  1.899681e-01 -0.171524949 -0.050914876
##  [84,] -0.0495038812 -0.171226657 -1.267446e-01 -0.189472635  0.027735802
##  [85,] -0.1427723180  0.180458562  1.811968e-01 -0.301528894  0.093273672
##  [86,] -0.1286339598  0.095609737  7.766729e-02 -0.239212649  0.057583821
##  [87,] -0.0629435733  0.077676751  1.325398e-01 -0.239372541  0.068703609
##  [88,] -0.1462486734 -0.028746088 -9.084981e-03 -0.157872140 -0.068348277
##  [89,] -0.1237893215 -0.055341495 -1.894715e-02 -0.162671748 -0.048836292
##  [90,] -0.1132571378 -0.036633248 -7.347787e-02  0.002555263  0.018479964
##  [91,] -0.1507335444 -0.071070405  1.381948e-02 -0.050752125 -0.102310519
##  [92,] -0.2047108001 -0.072812065  9.337991e-03  0.186524362 -0.245822388
##  [93,] -0.1479051065 -0.133093893  1.720947e-01 -0.112587165  0.049426003
##  [94,]  0.0340004554  0.128050883 -1.391178e-01 -0.061141568 -0.134313507
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## [467,] -0.0536249061  0.093055248 -6.729749e-01  0.711448981  0.290578446
## [468,] -0.0013617500  0.511292940 -7.978274e-01 -0.197477714 -0.193139786
## [469,]  0.0413078961 -0.020786596 -8.491531e-05 -0.002870870 -0.058520887
## [470,] -0.2388770098 -0.170218715 -3.591777e-01  0.714548548  0.209588528
## [471,]  0.3840722212  0.465383468 -5.998642e-01 -0.238858391 -0.172794505
## [472,]  0.7270696780  0.029759560 -6.828965e-01 -0.105632629  0.651747154
## [473,]  0.5490421661  0.031406364 -6.080629e-03 -0.161785121 -0.568058037
## [474,]  0.2522889128 -0.418009965  2.210484e-01  0.153057632 -0.482050900
## [475,]  0.1156781682  0.632827331 -6.389797e-01  0.129857771  0.095282209
## [476,] -0.9779074565 -0.332726127 -2.649506e-01 -0.057567648  0.028979500
## [477,]  0.4708440404 -0.592170004 -4.629822e-01  1.006274445 -0.260232735
## [478,] -0.1262428455 -0.201743541 -2.121257e-01  0.098095456 -0.421477509
## [479,] -0.1586782270  0.877704134  4.238956e-03  1.318203114 -0.127123524
## [480,]  0.1271552127  0.698314281 -5.118911e-01 -0.062630872 -0.781062943
## [481,] -1.0126895406  0.518477089 -3.541329e-02 -0.021775962 -0.195970455
## [482,]  0.3743949792  0.609971622 -1.014676e+00  0.864328275 -0.388182862
## [483,]  0.0036870814  0.078827404 -1.130242e-01 -0.182522280 -0.890228008
## [484,] -0.0151468573  0.613054668 -3.483710e-02  1.081343247 -2.122788037
## [485,]  1.2165055149 -0.323151201 -1.167747e-01  1.301796332 -0.775163029
## [486,] -0.3333103259  0.272103792  6.130917e-02 -0.009123114 -0.347084423
## [487,] -0.1759064258 -0.008126808 -2.222361e-01 -0.084416397  0.045579651
## [488,]  1.4147825225 -0.475731134 -1.255929e+00  1.861961517 -0.294786535
## [489,]  1.0755657255  2.041408370  1.950255e+00  0.622203510 -2.648365132
## [490,]  2.2399568925  0.394463826 -3.893079e-01 -1.007905165  0.053247592
## [491,]  1.8747674433  1.102054062 -1.389878e-01  1.166660082 -0.342035982
## [492,]  0.7574236975  1.754703856 -2.995884e-01 -0.208742156  0.077714877
## [493,]  0.5101141743 -0.619954279  2.874585e-02 -0.759593370  0.921700741
## [494,]  1.8123942796  1.864086131 -3.362583e-01 -0.340337440 -0.336746448
## [495,]  0.8694799843  0.703664893 -7.108580e-01 -0.573796029 -0.227397674
## [496,]  0.0756218506  0.638111468  2.637117e-01  0.150702384  0.375060264
## [497,]  1.2510992862  0.394115314 -6.182745e-01  0.112188268  0.486451896
## [498,]  0.4880874437 -0.386367114 -5.329476e-02 -0.568162190  0.624723241
## [499,]  0.1881113061  0.283617696 -4.489201e-01 -0.021581654  0.622246133
## [500,] -0.3866027202  0.193066040 -1.939073e-01 -0.501439598 -0.038675002
## [501,] -0.0224181603 -0.148487682  1.178355e-01 -0.388103706  0.037782314
## [502,]  0.0724429707 -0.173450358 -2.832253e-02 -0.219970889 -0.015994545
## [503,] -0.1498859099 -0.007298016 -1.741585e-02 -0.102465053 -0.106306728
## [504,] -0.1109717139 -0.001238816  2.845744e-02 -0.035580154 -0.116876953
## [505,]  0.1073668299  0.142899387  9.170435e-02  0.114673746 -0.030655806
## [506,] -0.1342025829  0.020638195  4.601864e-03  0.022050296 -0.075635299
## [507,] -0.0318554139  0.041352488  2.799464e-03 -0.279084021  0.103406275
## [508,] -0.1229563739  0.021128323 -1.160138e-02 -0.082567905  0.018575067
## [509,] -0.0945937646  0.128389362  6.357447e-02 -0.155699922 -0.002290743
## [510,]  0.0055074803  0.201245241 -7.623423e-02 -0.083322676  0.410653605
## [511,] -0.0832303122  0.154287991  2.179455e-01  0.148298315  0.283302446
## [512,] -0.3217238746  0.232678692  4.489091e-02 -0.383539365 -0.177286529
## [513,]  0.0846653546  0.145045550  3.413404e-01  0.137990335  0.008536728
## [514,] -0.1777760474 -0.047686093  1.920418e-01 -0.161902996 -0.098212441
## [515,] -0.2493014053  0.162587834 -2.345669e-01  0.124167167  0.678927099
## [516,] -0.1955748844  0.135672813  4.582283e-01  0.404902513 -0.017973205
## [517,] -0.2268951685  0.276772171  1.232089e-01  0.139501064 -0.210055600
## [518,] -0.2259421890  1.306822543  9.758212e-02 -0.438962486 -0.011332699
## [519,] -0.0804699429  0.287866829 -3.123644e-01 -0.333645379 -0.366193745
## [520,] -0.1405387870 -0.270115766  1.133330e-01 -0.482217826  0.567824469
## [521,] -0.6188541315  0.278264155 -1.633436e-01 -0.452472643 -0.367665079
## [522,] -0.9189340150  0.744300253  1.035609e+00 -1.497483558  0.978748427
##                [,16]         [,17]         [,18]         [,19]         [,20]
##   [1,] -4.172555e-02  0.7838488198  0.2101045018  0.2857423871 -0.3417724961
##   [2,] -1.742321e-01 -0.8689458764 -0.7183450595  0.3506710292 -0.1707313262
##   [3,]  8.399542e-01 -0.1631182445  0.4022835144  0.1775501154 -0.3729091071
##   [4,] -8.125658e-01  0.5368122516 -0.1726562899 -0.7597795731 -0.1830062597
##   [5,]  5.486565e-01  0.3297804709  0.3648396466 -0.8502027886 -0.0514233771
##   [6,] -4.030075e-01 -0.3178518448 -1.0277820946 -1.0788720468 -0.7389224418
##   [7,] -5.187218e-01 -0.0594109751  0.0263783695 -0.3696356289  0.5123095708
##   [8,]  6.534680e-01 -0.5642275523  0.5861504228 -0.6678647473 -0.2926064813
##   [9,] -7.393674e-01  0.3087788387  0.4855593648  0.2070639153  0.5001680098
##  [10,] -1.527181e+00 -0.8581691027  0.3825324827 -0.5035762590 -0.4814600944
##  [11,] -1.169920e+00 -1.3862897747 -0.2723574701  0.3275628579  0.2004295565
##  [12,] -2.594175e-01 -1.2837435754  0.5486870380  0.4947561976  0.4031136203
##  [13,] -1.196174e+00 -0.3106481850  1.1102440868 -0.3927958449 -0.0995389519
##  [14,]  1.525924e+00  0.4155349185  0.1717570295 -0.3586115797  0.0997466798
##  [15,] -2.662613e-01  0.0301419474  0.5013823101  0.2041351852 -0.3833298587
##  [16,]  5.129174e-01  0.3095551368 -0.1361909786 -0.1766794510 -0.1008942405
##  [17,]  4.750949e-02  0.4889409601  0.6766735881  0.3437529930 -0.5367517533
##  [18,]  1.353316e-01  0.6130915942 -0.5041970176 -0.6078422417 -0.4427226377
##  [19,] -3.919942e-01  0.3084519985 -1.2343556477 -0.0973085003 -0.5042607271
##  [20,] -1.786569e-01 -0.8655755739 -0.8095034755  0.3031958432 -0.2921567641
##  [21,]  1.674772e+00  0.4428591039 -0.3927092477  0.3658512919  0.9155575782
##  [22,]  4.192997e-01 -0.8186744860 -0.1898192545 -0.0966841371 -0.1233996810
##  [23,]  3.379040e-02 -0.6982976392 -1.6727762253  0.3734276561  0.0006835703
##  [24,]  9.984398e-01 -0.1129636423 -0.9697244898  0.0759058316  0.5098169897
##  [25,]  5.749866e-01  0.3682444920 -0.7371222000  0.1458692525 -0.0374610197
##  [26,] -7.124475e-01 -0.7944551678 -0.5707258767 -0.1495776578 -0.1039744061
##  [27,]  9.852503e-01 -0.1684653298 -0.1133470286 -0.1486134665  0.0131250147
##  [28,]  1.598002e-01  0.3139176946 -0.3716944108 -0.0569775803  0.3683850781
##  [29,]  1.959638e-01 -0.3396697383 -0.2969267414 -0.3182519026  0.4511238448
##  [30,] -8.878898e-02  0.0716893088 -0.2664944681 -0.0401515995  0.1098579101
##  [31,]  7.983219e-02 -0.0299360858 -0.0535155097  0.1003498714  0.1686009510
##  [32,] -8.778957e-02  0.0608430636  0.0974387031  0.0687088819  0.0330031473
##  [33,]  7.641352e-02 -0.0844987901 -0.0260706922 -0.2016860421  0.0682999313
##  [34,] -1.310505e-01 -0.1242792226  0.3571149698 -0.1060632559  0.0612803090
##  [35,]  1.231408e-02 -0.0285225859 -0.0329702967 -0.0746562110 -0.0757259799
##  [36,] -4.191456e-02 -0.1656180040 -0.0873689586 -0.0420931780 -0.0797949831
##  [37,]  8.706345e-02 -0.0700331745 -0.0893101745  0.1170786845  0.0245958613
##  [38,] -4.265543e-02 -0.2389473064 -0.0188743438  0.0890692940 -0.0646757092
##  [39,] -7.640383e-02 -0.2393964806 -0.2309375123 -0.0028542527 -0.1649917445
##  [40,]  1.481704e-01 -0.4852649344 -0.0558216287  0.3310180671  0.1634025817
##  [41,]  2.112362e-01 -0.5911543335  0.1115304820  0.2605491541 -0.1499750040
##  [42,]  3.246378e-01 -0.4700498027  0.3757434233  0.6184814864 -0.0813467875
##  [43,]  2.422032e-01 -1.0501230269  0.0783272256  0.9154825726  0.0600870224
##  [44,] -3.836217e-01 -0.7690687946  0.4949338300  0.4881837185  0.2072210913
##  [45,] -9.500935e-02 -1.1878427775 -0.6572149779  0.3440303479 -0.1003466676
##  [46,] -5.523166e-01 -0.6385279837 -0.5107865651  0.1918657605 -0.0968959939
##  [47,] -2.577062e-01 -0.6106252064  0.0342729255 -0.2343290640 -0.0933611157
##  [48,] -9.861321e-02 -0.7569966590 -0.2554554349  0.4675289805 -0.2553883170
##  [49,] -7.949586e-02 -0.6063134368 -0.3021021173 -0.0086062294  0.5052711244
##  [50,]  3.051026e-02 -1.0179589948  0.9515132277 -0.1263119011  0.0983679685
##  [51,] -6.645026e-01 -1.3276339587 -0.3504818446 -0.3286604330  0.3035333790
##  [52,]  9.697527e-01 -0.1656889613  0.5635870249  0.2601256905 -0.1158727985
##  [53,] -4.915625e-01 -1.0577656851 -0.4670990682  0.2988983256 -0.4140534466
##  [54,]  2.680348e-01 -0.2284464169 -0.5158301981  0.3963904871  0.5335342899
##  [55,]  2.761155e-01 -0.8278136474  0.1596599410  0.3581300473  0.0856952264
##  [56,]  1.506901e-01 -0.1202385065 -0.6619084017  0.6510526386  0.3144368247
##  [57,]  1.514485e-01 -0.4631230756 -0.1537448116  0.1505325573  0.3302190207
##  [58,]  8.938753e-01 -0.5163588132 -0.3877697526  0.0040709715  0.5311592011
##  [59,] -1.207448e+00 -0.2414602613 -1.0514287079 -0.6870703170 -0.7092381930
##  [60,]  7.904055e-01 -0.7944113680  0.0796275356 -0.0977178649 -0.1486081066
##  [61,]  6.709838e-01  0.1840614433 -0.4496098762 -0.2445841103  0.2728780415
##  [62,] -3.177765e-01  0.3424753823  0.5690494108 -0.4111474871  0.1419370260
##  [63,]  1.064531e+00 -0.1275178078  0.3402071767  0.7826381683  0.6048939966
##  [64,]  7.475141e-01 -0.7393361946  0.4177211042 -0.3907725277  0.6379198887
##  [65,]  1.281594e+00 -1.1902415753  0.6005000544  0.5298331406  0.4549631574
##  [66,] -1.444071e+00  0.1735390522 -1.0393652466  1.0022019824 -0.6140328630
##  [67,]  7.629196e-01 -0.7177561765  0.0090092863  0.5433761040  0.3211124243
##  [68,] -9.106358e-01  1.4722489277  0.4379404901 -0.3208255998  0.5873156745
##  [69,] -3.749756e-01 -0.1156788417  0.8085997329  0.3997511486  0.8023175886
##  [70,] -3.526109e-01  0.2672812434  0.0276319084 -0.4221363898 -0.9995046837
##  [71,] -1.465428e-01  1.0208980434 -0.0166453063 -0.7342095017  1.2642663846
##  [72,] -9.066902e-01 -0.5278734276 -0.1684580157 -0.3692684377  0.1793356013
##  [73,]  9.291661e-01  0.6964040732 -0.4067966610  0.3187091433  0.5077293787
##  [74,] -1.998512e+00 -0.1308508938 -0.1772947844  0.2306731365 -0.0441305285
##  [75,] -3.504267e-02  0.0401867942  0.0640336973 -1.0159534293 -0.4143957640
##  [76,] -3.916777e-01  0.8218166178 -0.2456935945  0.4765533489  0.2982003787
##  [77,] -6.768904e-01 -1.1331060292 -0.8983020284 -0.0295477181 -0.4165894785
##  [78,] -1.281038e+00 -0.2039303595  0.0192339628 -0.6273244021  0.5322161950
##  [79,]  3.180622e-01  0.7448417836 -0.1757937911 -2.1333146871  0.3889014945
##  [80,] -2.644182e-01  0.4344679384 -0.0037430667 -0.4331744199 -0.0664526872
##  [81,] -3.669792e-01  0.0158713906  0.0944103014 -0.7425264078  0.4789679947
##  [82,] -1.177009e-01  0.0567282940  0.1607926083 -0.5432408339 -0.0371324537
##  [83,]  1.011447e-01  0.0356477418 -0.1148325302 -0.0619928992 -0.0412245760
##  [84,] -6.551439e-02  0.0078705054 -0.2382121961  0.0684032989  0.2310187269
##  [85,] -1.799794e-01  0.2607609417  0.1490512479 -0.2155589527  0.4409489240
##  [86,] -1.653458e-01  0.1129316956  0.0241313716 -0.0737402613  0.2785136478
##  [87,] -3.907452e-02  0.0893287438  0.1499358572 -0.0786931490  0.1081092521
##  [88,] -1.116194e-01 -0.0449436525 -0.0425848753  0.0085842311  0.1772912592
##  [89,] -2.239075e-02 -0.1184566479 -0.0489457584  0.0058155958  0.1388093237
##  [90,]  6.800882e-02 -0.0488910623 -0.0267971214  0.0464866842  0.1071203197
##  [91,]  4.083382e-02 -0.1074432029 -0.2176585060  0.0833168180 -0.0382798687
##  [92,]  6.575676e-02  0.0242366950 -0.1501976487  0.2032517152 -0.0731942563
##  [93,]  2.821477e-01 -0.0100707270 -0.2386523787  0.2025922975 -0.0544889708
##  [94,]  1.180696e-01  0.1470938880 -0.0614752865  0.0762778563 -0.2280695992
##  [95,]  3.175647e-01  0.1352398563  0.0265260643  0.4968074386 -0.0531538295
##  [96,]  2.297428e-01  0.4497357342  0.2104932837  0.1769413274 -0.0326017308
##  [97,]  1.106320e-01  0.4224068333  0.0110869298  0.4520114441  0.0354302242
##  [98,] -2.147807e-01  0.7078552959  0.0662567152  0.3364014080 -0.2909709655
##  [99,]  2.342488e-01  0.1269119302  0.1645302650  1.1297118959  0.0305611940
## [100,] -1.042780e-01  0.9542566826  0.3240443521  0.8125578003 -0.2428013378
## [101,] -1.401358e-01  0.8607648814  0.0276164453  1.4059679669 -0.1235035940
## [102,] -5.842306e-01  0.3184387077  0.2589314517  0.0788750937  0.1872578368
## [103,] -4.383777e-01  0.5311405304 -0.5537412271 -0.0217013468 -0.4051598441
## [104,] -2.327496e-01 -0.5098782844  0.2576081598 -0.6378354379  0.1446361355
## [105,] -5.922096e-01  0.4199676817  0.2289255597 -0.0550349873 -0.4374559000
## [106,]  2.330092e-01 -0.0829467484 -0.3571635636  0.3735650266 -0.2584386019
## [107,] -1.814470e-01 -0.8844047857 -0.0345844367 -0.2798455227 -0.3043325125
## [108,] -1.356727e+00 -0.4722588678  0.1080648320  0.1866141945  0.2417075052
## [109,] -1.070449e+00 -0.6903932803  0.6835995434 -0.0461975485 -0.2361392082
## [110,]  4.173861e-01 -0.9962336563 -0.3934054440 -0.8771147037  0.1570218924
## [111,] -5.277528e-01  0.4009088863 -0.6277260732 -0.2476347588  0.2085727766
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## [113,] -4.774166e-01 -0.1791464926  0.1135386663 -0.4762276738  0.2585970417
## [114,]  3.198860e-01 -0.2186415667 -0.5551816792  0.1243326615 -0.0175412993
## [115,]  1.043863e+00 -0.5931214072 -0.1748070388 -0.3319410810  0.3483952791
## [116,]  4.606067e-01  0.1284906922  1.3226424698 -0.1269982943 -0.2663101485
## [117,] -7.472902e-01 -0.3848305283  0.3574113238  0.5196065142  0.0552115047
## [118,]  5.166264e-01 -1.3017847381  0.2048632185 -0.2319042675  0.1771058147
## [119,]  2.290681e-01 -0.7882878032 -0.7884339257 -0.5208518165  0.0361533005
## [120,] -3.611777e-01 -1.1742441263  0.2145636439 -1.1586003387  0.3062005199
## [121,]  1.644729e-02 -1.4938395320 -0.1030672697  0.4726266345  0.2171082296
## [122,]  1.530562e-01  0.1352143214  0.0670092727 -0.0785049143 -0.1904975392
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## [485,]  4.149248e-01  0.8288912336  0.0580794761  0.4411630652  0.1338157279
## [486,] -1.758854e-01  0.2889858743 -0.0973853401 -0.2050287773 -0.0073431893
## [487,]  3.151507e-02 -0.0086014162  0.0726542503 -0.1234525843 -0.0064455770
## [488,]  2.039044e-01  0.7836484920  0.3520545939  0.4426224909  0.5940394733
## [489,] -5.768794e-01  1.5534584007  0.5736057882 -0.0918011706  0.7396595232
## [490,]  1.729347e+00  0.7401109140 -0.7561822502  0.5677081125  0.5154274788
## [491,] -7.293368e-01  0.1030951647  0.4033442571 -0.7804493849  0.5590245764
## [492,] -4.946301e-01  0.7138597905 -0.6681845724 -0.2122189769 -0.3874157054
## [493,]  1.697707e-01 -0.1334842862  0.4305565237 -0.9257515596 -0.4170558645
## [494,] -1.044922e+00  1.3788819829  0.3317387784  0.3692492070 -0.6505401009
## [495,] -4.265187e-01  0.0973683517 -0.0048061103 -0.1480109202  0.0207367265
## [496,] -9.442063e-02  0.6956586478  0.2671752465 -0.2988621006 -0.1426054860
## [497,] -4.045352e-01 -0.4166366218 -0.4386954127 -0.3200206260 -0.2637841060
## [498,] -2.813287e-01 -0.2799438196  0.8797315497  0.0416876098 -0.2354591139
## [499,] -2.498075e-01  0.2738264662  0.2680774247  0.1886061251 -0.3445533555
## [500,] -3.326523e-02  0.1647191576 -0.0699876116  0.2180801481 -0.5534688161
## [501,] -1.148217e-02  0.0527063859 -0.0761234845  0.2424940948 -0.4065632601
## [502,]  7.544636e-02 -0.1158232881 -0.0156750396 -0.0256476829 -0.1743055082
## [503,]  1.406213e-01  0.0204668090 -0.0217364245  0.1404839959 -0.1999161949
## [504,]  8.355560e-03 -0.1117383645  0.1336176351 -0.0779111510  0.0107594779
## [505,] -1.813329e-02 -0.0656791042 -0.1190327545  0.0524318380  0.0157856864
## [506,]  7.000607e-02 -0.0753247164  0.0349803839  0.0071253634  0.1450634899
## [507,]  9.119592e-02 -0.0996947549  0.0428277074  0.0674420033 -0.0879706326
## [508,]  8.206112e-02 -0.0349609304  0.0428341903 -0.0314781745  0.0594853694
## [509,]  1.516614e-01 -0.0062474017  0.1557815033  0.0856220301  0.0315593292
## [510,]  2.558145e-01 -0.0438108530  0.1053590366  0.3681805302  0.0228293263
## [511,] -1.825575e-02  0.2659373056  0.0257456478 -0.0016448567 -0.1887588787
## [512,] -1.940037e-01  0.1387636330  0.1981433338  0.3225366563  0.2000783636
## [513,]  5.430252e-02 -0.2665932835 -0.1167591701 -0.0338976459  0.0532021174
## [514,]  1.528330e-02  0.2281300846  0.2011012061  0.0324750273 -0.0064817100
## [515,]  8.164859e-02 -0.3530911183  0.8099152786  0.3640813372 -0.1658737346
## [516,] -4.966612e-01  0.1234878641  0.0441822257  0.3472681144  0.5202962804
## [517,]  2.011446e-01  0.0965355132 -0.1214055648 -0.0813533328 -0.1196052155
## [518,]  1.313200e+00 -0.1207533307  1.0620330191  0.1737145399  0.2050434635
## [519,]  3.523434e-01 -0.3962785435 -0.1749359745 -0.1389034184  0.0123448474
## [520,] -1.543513e-02 -0.2037731013 -0.1678642678  0.3728487254 -0.2750876223
## [521,]  1.296878e+00 -0.3960334468 -0.2062500895  0.1415304179  0.8470441214
## [522,]  1.344397e+00  1.1276318134  0.1503221877 -0.2912160061 -0.7575389870

menampilkan eigenvector dari hasil PCA melalui pc$vectors, yang menunjukkan bobot tiap variabel dalam membentuk setiap komponen utama.

library(FactoMineR)
library(factoextra)

## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa

pca_result <- PCA(scale_data,
                  scale.unit = TRUE,
                  graph = FALSE,
                  ncp=ncol(data))
pca_result$eig          

##         eigenvalue percentage of variance cumulative percentage of variance
## comp 1  10.5643807             52.8219036                          52.82190
## comp 2   1.2772506              6.3862532                          59.20816
## comp 3   0.9279911              4.6399556                          63.84811
## comp 4   0.8706569              4.3532847                          68.20140
## comp 5   0.7127001              3.5635005                          71.76490
## comp 6   0.6568813              3.2844063                          75.04930
## comp 7   0.5902500              2.9512500                          78.00055
## comp 8   0.5680908              2.8404539                          80.84101
## comp 9   0.5216982              2.6084912                          83.44950
## comp 10  0.4472282              2.2361408                          85.68564
## comp 11  0.4065326              2.0326630                          87.71830
## comp 12  0.3792826              1.8964130                          89.61472
## comp 13  0.3495520              1.7477600                          91.36248
## comp 14  0.3318049              1.6590247                          93.02150
## comp 15  0.2995696              1.4978479                          94.51935
## comp 16  0.2739731              1.3698653                          95.88921
## comp 17  0.2646976              1.3234878                          97.21270
## comp 18  0.2261180              1.1305902                          98.34329
## comp 19  0.1785385              0.8926923                          99.23598
## comp 20  0.1528032              0.7640161                         100.00000

pca_result$svd$V        

##            [,1]        [,2]         [,3]         [,4]        [,5]          [,6]
##  [1,] 0.2554071  0.11706835 -0.184811152 -0.018178316  0.02582929  0.0003989777
##  [2,] 0.2321960 -0.02074704 -0.249174969 -0.196206678 -0.12492601  0.1113542702
##  [3,] 0.2194095 -0.16852047 -0.183434220 -0.007415222 -0.48154589  0.2475122195
##  [4,] 0.2071854 -0.27625943  0.377901816  0.071497783  0.14692557 -0.0361001975
##  [5,] 0.2305493 -0.13687375 -0.030505709  0.062703430  0.28367296 -0.3296838942
##  [6,] 0.2028091  0.28992439  0.007446124  0.183420011 -0.10975861 -0.1581892519
##  [7,] 0.2247243 -0.33055068 -0.010943014  0.139062286  0.03752488  0.0179808063
##  [8,] 0.2571287 -0.21951441 -0.018335453  0.031479949 -0.16973073 -0.1066986448
##  [9,] 0.2304599 -0.25194748 -0.014161078 -0.097315317 -0.05697761 -0.3539232945
## [10,] 0.2096990 -0.12164701 -0.181048726  0.530724056  0.10581161  0.1138359549
## [11,] 0.2385043 -0.03686677  0.306861883 -0.154564022 -0.15153910  0.1854537746
## [12,] 0.2401598 -0.18246538  0.131783041 -0.198308803 -0.27913550  0.1236484063
## [13,] 0.2042874  0.23126199 -0.425839947  0.359212471  0.04762485  0.1216591852
## [14,] 0.2650504  0.04173937 -0.202159243 -0.105716844  0.09886518  0.1081246564
## [15,] 0.2231810  0.20396490  0.042429535 -0.027444721  0.23889387 -0.3290475603
## [16,] 0.2043108 -0.15481589 -0.063001362 -0.311450034  0.50618725  0.0479587614
## [17,] 0.1898673  0.42684055 -0.160468692 -0.428918945  0.02513562  0.0389556914
## [18,] 0.1922674  0.33184907  0.295706351  0.168935362 -0.34243553 -0.4436575545
## [19,] 0.2358886  0.21067213  0.218733411 -0.148309358  0.05036157  0.1767542774
## [20,] 0.1871932  0.22468561  0.438557208  0.266976889  0.21546953  0.4743976034
##              [,7]         [,8]        [,9]       [,10]        [,11]       [,12]
##  [1,]  0.17120772  0.156690098 -0.05542598 -0.31854667  0.003551993 -0.20914339
##  [2,] -0.15031823 -0.282117321  0.32974069 -0.16793951 -0.029644105  0.12188399
##  [3,] -0.06032513  0.293623435 -0.29221950  0.02965337  0.063308608 -0.12207758
##  [4,]  0.22870381 -0.376893990  0.33316061 -0.12007618 -0.237214825 -0.23831807
##  [5,]  0.09141268  0.273971655 -0.21536629 -0.37596130  0.073215645 -0.40471676
##  [6,]  0.06959829  0.523695147  0.64495508  0.08081197 -0.103501456  0.07881886
##  [7,] -0.45836060  0.176196998  0.13078025  0.07851605  0.128133507  0.07480077
##  [8,] -0.13772749 -0.096651592  0.03964467 -0.02522057 -0.328529389  0.06635577
##  [9,]  0.14782320 -0.090265683  0.04069560 -0.14369085  0.480430235  0.35507289
## [10,]  0.10319112 -0.154005712  0.03180108  0.45065024  0.354074537 -0.07791694
## [11,]  0.14893294 -0.076366953 -0.01425576  0.35235762  0.095431377 -0.41135658
## [12,]  0.16281125 -0.002576384 -0.12123481 -0.07034718 -0.179795710  0.33589518
## [13,]  0.15664236 -0.238843147 -0.13016551 -0.05742360 -0.383913134  0.06662106
## [14,] -0.03902649 -0.117967944 -0.07398516 -0.09949639  0.053781427 -0.06867313
## [15,] -0.49846122 -0.203075602 -0.18620308  0.14174396 -0.025749063  0.09951668
## [16,]  0.26745651  0.297398712 -0.13941332  0.41129254 -0.264114920  0.27736117
## [17,]  0.15115234 -0.157237824  0.13691367  0.08683455  0.336726067 -0.07163873
## [18,]  0.15529928 -0.056964671 -0.29156882  0.16377825 -0.079630542  0.10148238
## [19,] -0.41828813  0.084741644 -0.01805161  0.02497052 -0.120273967 -0.20662510
## [20,]  0.02663345  0.066242038 -0.11229106 -0.33177417  0.214239472  0.34842374
##              [,13]       [,14]         [,15]        [,16]        [,17]
##  [1,] -0.226246395 -0.24832334 -0.2512447263  0.154874537 -0.484672044
##  [2,]  0.697777109  0.10545249  0.0628726074  0.014250165 -0.086971555
##  [3,] -0.020291693 -0.01489910  0.5172568994  0.321250015  0.062654222
##  [4,] -0.156883936 -0.05715293  0.2539235244  0.322403345  0.138009138
##  [5,]  0.301325587  0.14247565  0.0003000542 -0.058631090  0.278980889
##  [6,]  0.014938189 -0.15139245  0.0692910136 -0.003752668 -0.018854354
##  [7,] -0.164072472  0.44392261 -0.3453837344  0.176569316 -0.021462116
##  [8,] -0.276674179  0.21521355 -0.1069755024 -0.145964002 -0.001902569
##  [9,] -0.192653300 -0.04259419  0.2987282721 -0.409006763 -0.142463362
## [10,]  0.092138515 -0.27903411 -0.0929729523 -0.007520813  0.221272038
## [11,]  0.116207602  0.13832229 -0.0722088395 -0.233362642 -0.478851900
## [12,] -0.003542509 -0.37749857 -0.3304287895  0.057149209  0.260654073
## [13,] -0.156268116  0.23470356  0.1691427769 -0.228055280 -0.058093888
## [14,]  0.025120353 -0.23296615 -0.3444685591 -0.058403234  0.089357381
## [15,] -0.003321301 -0.29798199  0.1995699900  0.324194723 -0.251328891
## [16,]  0.106495374  0.09791654  0.1068720941  0.029300978 -0.039357902
## [17,] -0.296325413  0.29875281 -0.0221096385  0.242402050  0.321326655
## [18,]  0.208898041  0.20873671 -0.1634657899  0.069873748  0.095792862
## [19,] -0.106613668 -0.17909632  0.1536203261 -0.507251282  0.307262832
## [20,]  0.063784734  0.15222201  0.0612339786  0.073063670 -0.080607510
##             [,18]        [,19]       [,20]
##  [1,] -0.11109292 -0.208193629  0.43953685
##  [2,] -0.02487683 -0.124430790  0.19072276
##  [3,] -0.13452855 -0.003874798 -0.09024213
##  [4,] -0.20761376  0.117761523  0.06920856
##  [5,]  0.30201438  0.025264004 -0.09782941
##  [6,]  0.06133234  0.089085084 -0.21332744
##  [7,] -0.08220243  0.333047271  0.20008070
##  [8,]  0.14350434 -0.664393015 -0.28930131
##  [9,] -0.09298293  0.104216740  0.02795646
## [10,]  0.08394645 -0.247628671  0.14263823
## [11,]  0.22993376  0.165671050 -0.18364794
## [12,]  0.41951524  0.246233814  0.09103038
## [13,]  0.13982973  0.373735964  0.03100582
## [14,] -0.52710160  0.155910778 -0.57356113
## [15,]  0.25492269  0.065451360 -0.13960418
## [16,] -0.16743064 -0.094811232  0.08803630
## [17,]  0.18083381 -0.071024788  0.01441745
## [18,] -0.33653011 -0.025060597  0.15851206
## [19,] -0.14496764 -0.028531475  0.33987511
## [20,]  0.03976910 -0.149569883 -0.13239788

pca_result$ind['coord'] 

## $coord
##            Dim.1        Dim.2         Dim.3        Dim.4         Dim.5
## 1    6.053064409 -3.099125416  3.1203869759 -0.272208004  1.4157791601
## 2    3.658727019  0.223697515  0.7874059427 -0.615141688  0.3684639473
## 3    2.955539202 -2.226791014  1.2625712893 -0.152072867  0.3942870131
## 4    2.936662575 -1.502360782  1.1901817919 -0.361489208  0.2269591137
## 5    4.367731091 -1.961163441  1.7400941734  0.094956211  0.1483847336
## 6    6.400026440 -2.755920235  1.9990638529 -0.156949396 -0.4164774218
## 7    6.558323434 -1.718224779  3.1230838373 -0.506190479  1.7649553773
## 8    7.017470451 -2.513012191  3.0722297026  0.327878143  0.1921633532
## 9    5.847874677 -2.110046982  2.1098811100 -0.063112107  1.0828825721
## 10   6.980329930 -2.310590520  3.5761402065 -0.275783106 -1.1097579970
## 11   5.211483505 -2.387362453  3.0870389962  0.096400127 -0.3129446060
## 12   7.144445932 -3.262534879  4.2820171891 -0.441376892 -0.0986972072
## 13   4.855754336 -1.498940298  0.8337414998 -2.104028372  1.3886254324
## 14   5.745662004 -2.883110319  2.5024953818 -1.008965649 -0.0136691081
## 15   3.831500456 -1.048511946  1.3349072304 -0.107793556 -0.8751621935
## 16   4.443123884 -1.958302568  1.6320515029 -0.142469117 -0.8406896062
## 17   5.255798703 -1.929091832  2.1504959353  0.474784229 -2.1520324628
## 18   3.077863533 -1.945751754  1.1257156673  0.514404351 -1.6699156530
## 19   7.508543860 -1.717947729  3.1939699761  0.516073447 -2.4442380082
## 20   4.806492956 -2.051028628  0.1517724046  1.128063969 -1.0537540457
## 21   8.120099339 -3.072109748  1.4522460254 -0.734656048 -1.1084003237
## 22   5.498836764 -1.553611321 -0.0711250011  0.998840857 -2.0592060896
## 23   6.629606643 -2.240962777  1.0256812995 -1.588972733 -2.1593599881
## 24   3.109716357 -1.614074356  1.0069841627  0.665149578 -1.7713369285
## 25   4.965290787 -1.610346069  1.6194318072 -0.173247293 -0.4988187890
## 26   1.766527728 -1.658989518  0.1184249510 -1.052570216 -1.8813590191
## 27   1.646984595 -0.988038487  1.4788969639 -0.611748024 -0.3246523867
## 28  -0.650009455 -0.692456495  0.3587946134 -0.438095604 -0.9560600703
## 29  -2.065418448 -0.131630473  0.4468814348  0.037994319 -0.6450020318
## 30  -2.854256341 -0.254133152  0.3726228162 -0.273362043 -0.0058297510
## 31  -3.327350724 -0.237000182  0.1747786503 -0.323545166 -0.3770695722
## 32  -3.874943066  0.042048869  0.0948654411 -0.026537230  0.0338489839
## 33  -4.087516839 -0.123787926  0.0688375809 -0.028127091 -0.0181566841
## 34  -3.929161932  0.154467122  0.4172799525  0.135727390 -0.2687859916
## 35  -4.208241325 -0.155023829  0.1246126466 -0.102061795 -0.0355159940
## 36  -4.157753165 -0.127394517 -0.0153443826 -0.009717990 -0.0384853116
## 37  -4.218162785 -0.042928334  0.0258545272  0.016247643 -0.0336941329
## 38  -3.970851350  0.028484142  0.0900133592 -0.132516119  0.0729398948
## 39  -3.834324566  0.047814209  0.4829305109 -0.007078305  0.2549889632
## 40  -3.204281881 -0.098368428  0.6421415246  0.091858194 -0.0874041641
## 41  -2.991482103  0.025121182  0.5040009936  0.193132747  0.4339547277
## 42  -2.094514194 -0.146765197  0.2213717748  0.395257090 -0.3061087560
## 43  -1.327364005  0.248469730  0.8515678499  0.065872278 -0.5840345563
## 44  -1.562401270  0.372077005  0.7958481117  0.499674527 -1.5119659728
## 45  -0.436810266  0.617508965  0.6667712005  0.177399649  0.0495969266
## 46  -1.169888684 -0.018854297  0.7492162591 -0.082708462 -0.8894795976
## 47  -1.438482801  0.941779905  0.9603037420  0.765112677 -0.3809180730
## 48   0.337411212  0.643965862  1.0988112975  1.240122979 -0.4619270290
## 49   0.212951448  1.489870799  1.3926866846 -0.307423010 -0.9348262674
## 50   1.597587801  1.919009153  0.9569584831  0.184641062 -0.8772899198
## 51   0.869222648  2.122209228  1.1574305428 -0.956104873 -0.3050525979
## 52   1.070464500  1.958558056  0.0983359176 -0.688841261 -0.0209500762
## 53   4.158593532  3.224821890  1.5875381523  0.184289180  0.1478397032
## 54   3.265495549  3.093787478  0.9575549069  0.253292521 -0.4753424521
## 55   0.625792388  2.051105854  1.2923153480 -0.267972781 -0.0042215324
## 56   3.090776460  3.246102989  1.0128957767  0.138035432  0.3240820553
## 57   1.937224798  2.884817045  0.6557309879 -0.394316374  0.8832916738
## 58   2.747927956  2.281819619  1.2632703706 -0.669710615  0.6803794707
## 59   4.363638100  4.618426602  1.5344516372 -0.987971476  1.2983954079
## 60   4.850778207  3.704265949  2.0291332233 -0.458210009  0.4991160559
## 61   5.535933838  3.201608948  1.6347543044 -0.554806149  0.5825082378
## 62   5.277921384  4.009195998  0.8030031212 -0.646411533  0.0624755238
## 63   4.466304425  3.412646947  1.7949617881 -0.358682125  0.1106304452
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## 477  1.043810452 -0.001396853  0.9812332312  2.379614908  0.2216217483
## 478  0.484837389  0.793428390 -0.0930165390  0.325262996  0.4492387246
## 479  0.100590840 -0.238731428 -0.7772030870  0.362601401 -0.4166913117
## 480  0.414202495 -0.968416709 -1.0090499284  0.440477908 -0.0127838120
## 481  1.948974285  0.516567186 -0.4056935961  0.934738717  0.7466349010
## 482  1.780292152 -0.773210064  0.2645726930  0.499579481  0.9038855693
## 483  1.563669555  0.523154989 -0.3006314231  2.181830519  0.0228793389
## 484  1.901995441 -0.424778598 -0.5223263355  1.030738955 -1.4187765939
## 485  1.387941493  0.695673101  1.4970059986  1.772139134  0.9240452755
## 486 -2.366103263  0.618763734 -0.7273335073  0.199215985 -0.0709741017
## 487 -4.092207717 -0.129477949  0.0968063297 -0.163360808 -0.1743640690
## 488  2.656751865  0.958930514  3.5462850215  1.157013600 -0.5911245840
## 489  5.750459931 -1.428793340 -2.7389075109  0.171738424 -3.1265069685
## 490  1.535968456 -1.676320742 -0.4834753451  0.405254059 -0.2031257423
## 491  1.694777813 -1.326819962  0.9736834621  0.716797536  0.6141135130
## 492  1.065317024  0.129828629  0.1790151345  0.757848980 -0.5815915137
## 493 -1.663500070 -0.007622054  0.0780650681  1.234011929  0.4458849988
## 494  1.282841186 -1.509717266 -0.5597160973  0.800085355 -2.2826031211
## 495 -0.646494106 -0.880513952 -0.3529675607  0.309534628 -0.1380903722
## 496 -2.288483564  0.282937287 -0.4103375215 -0.344573678 -0.5546825560
## 497 -1.654589548  0.257054728  0.0968783611  0.007001392  0.6182373289
## 498 -2.191196009  0.300730521 -0.0279012744  0.408776591 -0.2930392216
## 499 -2.525658567  0.795096106  0.7001079606 -0.142765566 -0.6547599293
## 500 -3.016593181  0.588271499  0.3631872658  0.406003688 -0.4173904264
## 501 -3.329047381  0.346887076 -0.0665577652 -0.257724170 -0.2413509959
## 502 -3.889476304  0.067795423  0.3098633269  0.342788241 -0.1062637371
## 503 -4.057162649  0.195423102  0.2025937034  0.147936297 -0.1238045739
## 504 -4.335435164 -0.130200904  0.2136457071 -0.047362843  0.0032357079
## 505 -4.333205700  0.090913216  0.1798206339 -0.144175824 -0.0464921275
## 506 -4.412568599 -0.089815051  0.0895991671 -0.062667077  0.0526722285
## 507 -4.152895555 -0.092910828  0.1131388191 -0.170319437 -0.0374861686
## 508 -4.200112784 -0.022136373  0.2066480169 -0.059899317 -0.1400130756
## 509 -3.950787217  0.027297060  0.0858542584 -0.210719648  0.1102234178
## 510 -3.570732297 -0.033919523  0.3929897198 -0.394446443 -0.0820731375
## 511 -3.898088341 -0.328146586  0.1491218903 -0.095780718  0.0525969480
## 512 -3.018255350 -0.057262173  0.5263758115 -0.236914909  0.6585421044
## 513 -3.270869815  0.491339026  0.1415413414 -0.464901372  0.3784434215
## 514 -3.060735096  0.020927523  0.0487447482 -0.406733969  0.7586081884
## 515 -2.911756152  0.186313996  0.1671479436 -0.169040699 -0.1534671535
## 516 -2.220260975  0.734040965 -0.3809166831 -0.138525481 -0.2321259857
## 517 -3.351776507  0.100469582 -0.0007300078 -0.330765459 -0.2645493357
## 518 -1.338545612  0.252108541  0.2976132851 -0.628514410  0.0190742597
## 519 -1.302086834  0.688237328  0.0155682083 -0.505583903 -0.3889055641
## 520 -2.877483794 -0.081162507  0.2037632124 -0.893087848 -0.1659601269
## 521 -2.742392318  0.237633680  0.0669258753 -0.252405720  0.0255406847
## 522  3.199517090  0.382348987 -0.6100843478 -0.950989449 -0.2368729670
##             Dim.6         Dim.7        Dim.8         Dim.9        Dim.10
## 1   -0.5456607603 -0.8433651252 -0.698166258  1.1015570687 -1.2371046644
## 2   -1.4584355169  0.5623475814 -0.405625700  0.2225687933 -1.1388472503
## 3   -0.5762854021 -0.3363646570 -0.609721798  0.7322677294 -0.7249736850
## 4   -0.5166787468  0.0064384988 -1.235790943  0.8397165955 -0.1395904117
## 5   -0.8710267389 -1.1834990105 -0.472621329  0.0987011311 -0.8315038072
## 6   -1.0022236461  0.6775603762 -1.202387265 -0.4091874414 -1.7041650000
## 7   -0.4403007176 -1.6801289954 -0.755207467  1.3442975427 -0.8447477799
## 8   -0.7646295846 -1.1553544300 -0.852735700  0.5082136692 -0.0251773816
## 9   -1.8472469667 -1.6955302054 -1.223620776  1.4083840176  0.2792050282
## 10  -1.0876074197 -0.0731628136 -0.667560033  0.5054234368 -0.5302179607
## 11  -0.0313104272 -0.1528542471 -1.310239101  2.3010126469 -0.9868814979
## 12  -2.3811629370  0.1339074768 -1.637636116  1.2546434697 -1.5970048512
## 13   0.6743857171  1.6301553104  0.542396158 -0.4146515429  2.2043135675
## 14  -1.2386226992  0.4550302445 -0.104062866  0.5736786074 -0.0434477378
## 15  -0.9551854832  0.3710818872 -0.709680799 -0.2108878123 -0.1825231907
## 16  -0.7342179238 -0.4872227058 -0.455502886  0.9884499461  0.9603635628
## 17  -1.6827653078  0.3429489864 -0.641519991 -0.7035119106  0.7215414269
## 18  -0.1188845586 -0.0390497984 -0.925140839  0.2368663442  0.2399978263
## 19   0.0597380137  0.5905792052 -0.911125102 -1.0447513870  2.0131502939
## 20  -0.4199284447  0.4228761639 -1.052329209 -0.7467163687  0.5393131798
## 21   0.6110189591  0.7001395397 -1.327257475  0.0203319314  1.0710327499
## 22   0.6558449422 -0.1667932966 -1.085397041 -0.8539990039  0.3335629957
## 23   1.7526804115  1.2840560612 -0.275251260 -0.1953601608  0.7031119074
## 24   0.8479615762  0.8511039554 -0.244334553 -0.4126732031 -0.0078420113
## 25   0.4050056596  0.7500591704  0.440341538 -1.4700923494 -0.4672541409
## 26   1.3544276045  0.7083172046  1.016074083 -1.5447770201  0.6125555807
## 27  -0.1738813847  1.4138451679  0.709866858 -0.9433214538  0.9092922442
## 28   0.4467869781  0.4077377427  0.706177478 -0.6277364906  0.2824036606
## 29  -0.2722289971  0.3861194247 -0.226421792 -0.2740564906  0.1321442408
## 30   0.0649156699  0.1885300115 -0.104201042 -0.0408919148  0.2303034660
## 31   0.1417832074  0.0347830150  0.161000308 -0.1550242453  0.2071464277
## 32   0.1289178044  0.1571881012 -0.126783077  0.0896983383  0.0961341616
## 33  -0.0730989185  0.0646214180 -0.068186682  0.0620290925  0.0969047253
## 34  -0.3962452709  0.1381967250 -0.250640895 -0.2010277875  0.1806524398
## 35   0.0374535270  0.0645904767 -0.062556446  0.0860785374  0.0575137564
## 36  -0.0505681427  0.0351270799  0.007699263  0.0043075693 -0.0275563116
## 37   0.0294151941  0.0630217558 -0.197236802  0.0212857935  0.2018827794
## 38  -0.0295029761  0.1625699435 -0.057624234 -0.0368274868 -0.0367626981
## 39   0.1783022689  0.0339498316  0.050049254 -0.1951213973 -0.1587995607
## 40  -0.0987607172  0.0834620653 -0.068457747 -0.3682268922 -0.2678854029
## 41   0.0234372074 -0.0481172489  0.140664543 -0.5314494192 -0.2794765970
## 42  -0.2635786289  0.4754843094 -0.066755060 -0.5599931116  0.3155447417
## 43  -0.3734275213 -0.0331233338  0.053168831 -0.6901899953 -0.2278811787
## 44  -0.3567956118  0.3197212648 -0.146172404 -0.9965335929  0.3497856533
## 45   0.1645384264  0.8030672938  0.412709055 -1.2352622929 -0.4234680813
## 46   0.7026751321  0.5659110731  0.363433455 -1.0972557413  0.0102541234
## 47   0.3481195659  0.6389448592  0.259390912 -0.6355015940 -0.0112938098
## 48   0.9308175751  0.4531570738  0.349459231 -1.7809933461 -0.4744952361
## 49  -0.1074641054 -0.1338082683  0.130404293 -1.0676300959  0.3854062337
## 50   0.2442449111  0.0236789390  0.820677194 -1.6153416590  0.0939149992
## 51  -0.2070434599 -0.0855071202 -0.560698770 -1.2228910212  0.3401186816
## 52   0.2957465453  0.3167847261 -1.104882398 -1.1166759934  0.2592225630
## 53   1.0007962955 -0.3425276644 -0.235730710 -1.7101713874 -0.9801146713
## 54   0.2592974971  0.2748212444  0.872975836 -0.0459434805 -0.6222057553
## 55  -0.1897330516 -1.0486967610 -0.065283623 -1.2814314260 -0.0388030293
## 56  -0.5204413787 -0.6101213163 -0.463284241 -1.7134313920 -0.3137154147
## 57  -0.5018981102 -1.6967901157 -0.097492145 -0.9089828106  0.1807576013
## 58  -0.6128184854 -0.8756193082  0.205646820 -1.4003926453 -0.4226090138
## 59  -0.4470611037 -2.0169825613  1.423434139 -0.3811374362 -0.1885079837
## 60  -0.8474235444 -2.6862354402  0.321341950 -0.0483762509  0.1140249846
## 61  -0.7209734073 -1.6815773436  0.641389931 -1.2060041553 -0.2775881104
## 62  -1.6744131009 -1.5318566758  0.601385655 -0.2224129741  0.6359709829
## 63   0.4485242074 -2.1684005224  0.026776596 -0.3017833970  0.6372405734
## 64   0.1310930427 -1.0253688129 -0.051756683 -0.3802390735  1.2743271438
## 65   1.0530009824 -1.4277156795  1.235341324  0.7197621301 -0.5689807630
## 66  -0.1357547346 -2.2479050884  0.087400320 -0.4874215762  1.1851026289
## 67   1.1066732875 -0.4468033891  2.178183616  1.7209087580  1.1763172158
## 68   1.1314425867  1.0826074549  0.836183116  0.7572611338  0.0531435902
## 69   0.0166669516 -1.7951327199  1.862773690  1.9482190807  0.8933255226
## 70   2.3471714734  0.9674126077  1.098074309  0.9925544243  0.2382399225
## 71   1.9699344092  0.0109937856  0.981635783  0.7088646273 -0.1771925254
## 72   1.2158149872  0.9860341900  0.850306333  0.0414356380 -0.2091668400
## 73   1.3853771559  0.0231634010  1.239023389  2.5986078090  0.6216675940
## 74   1.5853408604  1.5896331632  0.732473664  1.0774648009 -0.3803418721
## 75   0.7520709839  0.2038285847  0.984193266  2.0531349175 -0.2326381050
## 76   1.1867855076  1.0585780422  0.598541688  0.6612333184 -0.2948538666
## 77   0.7574237639  1.3271366397 -0.449930637  0.2784625890  0.0858456395
## 78   0.8560350175  0.7331635281 -0.837411186  0.4460231428  0.6571455250
## 79  -0.1855086417  0.2250740671 -0.056043373  0.1328566524 -1.1683796192
## 80   0.3147094238  0.4292840503  0.519182750  0.2317708009 -0.3620304075
## 81   0.0076611630  0.1268381107 -0.561064482  0.3309831951 -0.4040701621
## 82   0.0592955666  0.1225462994  0.003561290  0.3790329668 -0.0826307229
## 83  -0.0598369401  0.1423455550 -0.101615991  0.2501544033 -0.0187209891
## 84  -0.1115964960  0.0802177356 -0.185681567  0.3122862542 -0.0513735999
## 85   0.0249234578  0.2350169654  0.110631726 -0.0100389994 -0.1036835609
## 86  -0.0160360427  0.0955205961 -0.103003818  0.1873652052 -0.1513577855
## 87   0.0391433325  0.0406480106  0.005177256  0.1582487528 -0.0733303029
## 88  -0.0224461671  0.0152042357 -0.087582823  0.1704259857  0.0755225788
## 89   0.0726603811  0.1332602512 -0.130951790  0.0508896334  0.0399059856
## 90   0.0805313927 -0.0265757106 -0.072086498  0.1635586231  0.1300292252
## 91   0.0496506375  0.1906173066 -0.217355442 -0.0784099566  0.1947431340
## 92   0.2284148843  0.1486780492 -0.128858074  0.2031131113 -0.0390354850
## 93   0.1465990687  0.3867800615 -0.297013459 -0.2473886595 -0.0529650660
## 94   0.0260066742  0.2489301380  0.160775349  0.0138715746  0.4551875488
## 95   0.1019243565  0.0197235151  0.203976748  0.1905228981  0.0607636490
## 96   0.1166080031  0.2774639964 -0.131864061  0.0259972101  0.3819863621
## 97   0.5869826670  0.3150111392  0.388774897  0.1020504943  0.6017974038
## 98  -0.0218358032 -0.2483698129 -0.207426032 -0.2811980891  0.3957831821
## 99   0.3420037910  0.2003466711 -0.861408630 -0.1957880713  0.4748035849
## 100  0.0993038205 -0.5382340554 -0.849074577 -0.4967355966  1.2303284440
## 101  0.3773830798 -1.1956697562 -0.241717396  0.0542974554  0.7091412778
## 102  0.0790164764 -1.2321576885 -0.679122440  0.5759098241  0.6386829425
## 103  0.6851224399 -1.3929208002 -1.909434786 -0.3480861273  1.0387650767
## 104  0.5826272018 -0.7989824725 -0.472220206  0.9623577201  0.6434450961
## 105  0.4776991990 -1.7030773003 -1.958383124  0.6770326369  1.2056268344
## 106  0.9437636410  0.1875336752 -1.083605382 -0.1212015917  2.3960779072
## 107 -0.3451336184  0.9685408203 -1.035206616 -0.5492753128 -0.1759810648
## 108  1.9796979998 -0.5219373408 -1.690769759  1.0514540129  1.0200640574
## 109  0.9520546280 -0.0183172474 -1.491494025  0.7279477204  0.4633636218
## 110  1.4379897887  0.2450371246 -0.409027954 -0.7514703806  1.5736518478
## 111  1.1351272735  0.3995652215 -2.081232249  0.0190294705  1.6441179474
## 112 -0.1213235278 -0.2319465781 -1.366643711  0.7370976353  1.2093803249
## 113  0.0620168764  0.4772351567 -1.706148539 -0.0899129178  1.1500973488
## 114  1.5619006426  0.4138623969 -1.216338213 -0.0105784076  1.4223123176
## 115  0.6337665628  0.1087365757 -1.050235411  0.4605852620 -0.4745531421
## 116  1.2113376030  0.3063565946 -1.620540781  1.3189414615  1.8419300643
## 117  0.7257177927  0.9700729280 -1.683407566  1.1631547284 -0.7741368982
## 118  0.1704476149 -0.5162247379 -0.622229183 -0.6068785601 -0.5977547440
## 119  1.0706921625 -0.0171285081 -0.056170008  0.8134908920 -0.2407877874
## 120 -0.6910186265  0.6174536447 -0.022439524  0.2365965182 -1.0122395058
## 121  1.0811413232  1.2069054826 -1.184284602 -0.3343116337 -1.5460143299
## 122  1.0085185598  0.4585346583  0.534208312 -0.4196778946 -0.8415071044
## 123  2.1188242709  1.0012533739 -1.913375548  1.0876310515  0.6284586801
## 124  1.9081778631  0.6216771564  0.324668536  0.5907699761 -0.6530409574
## 125  0.6891474634  0.7331564488 -0.604007091  1.5567096947 -2.0579596700
## 126  0.6356705675  1.3150170385 -0.344283426 -0.4016397103 -0.9499678199
## 127  0.5025765697  1.8788083077 -0.209539886  0.0586855243 -0.8136780261
## 128 -0.4243160884  1.2329300196 -0.692433492  0.4661254472 -2.2386447696
## 129 -0.0017413219 -0.5096799620  0.029306642  0.9847277939 -0.5590920924
## 130 -0.0658201036  0.1376243341  0.612468242  0.0720747284 -0.7204233519
## 131 -0.4215026323  0.4355513917  0.085442245  0.1162300862 -1.1644103277
## 132 -0.1937797515  0.2836456652 -0.339996024  0.1179666325 -0.3915467494
## 133 -0.1807685779  0.5636330694 -0.862741609  0.6633831263 -0.5445660076
## 134  0.0975418507  0.2729221899  0.198464105  0.0858837780  0.0930292823
## 135 -0.0664254074  0.1660206837  0.092507603  0.3074866255 -0.0922358944
## 136 -0.0493220675 -0.0664234290 -0.068344243  0.1216174178  0.0985539588
## 137 -0.1117677634 -0.0424286113  0.017645109 -0.0102526519  0.0051971916
## 138 -0.0221911821 -0.0763927099 -0.131862925  0.0787346130  0.0242462454
## 139 -0.0740476767  0.0243628933 -0.123573503  0.0512159939  0.0426390002
## 140 -0.0317423361  0.0078887817 -0.071429632  0.0694701799  0.0017561008
## 141  0.0544303812 -0.0318497998 -0.130639430  0.0678394587  0.0435651579
## 142  0.0525051897 -0.0042253902 -0.148702758  0.1201777911  0.0276282950
## 143  0.0217723386 -0.0634544524 -0.079848410  0.2269816051 -0.0202355071
## 144 -0.0061392042  0.0160774827 -0.154024350  0.2345217115 -0.0037956519
## 145  0.0686018858  0.4702645155  0.430249902 -0.1338809692  0.2463079728
## 146 -0.0974900744  0.2865149352  0.068971025 -0.1143501957 -0.4551171562
## 147  0.0357281380 -0.0114096488 -0.133356484  0.0420429838 -0.3036860271
## 148  0.0763184791  0.5523105796 -0.065924995 -0.1209855869  0.0563304598
## 149  0.0896038685  0.2334776226  0.018112358 -0.3722759154 -0.9953848041
## 150  0.1303340232  0.1198285882 -0.337311981  0.0261105425 -0.6454721714
## 151  0.0790593014  0.6644350443  0.215945186 -0.3668509083 -0.2333293618
## 152 -0.2122661020 -0.0337556755 -0.085695439  0.0877521879 -0.4661316595
## 153  0.1602175801 -0.1248648384 -0.396875901 -0.2393785115 -0.9598073316
## 154 -0.8193601181 -0.8197724483 -0.215065630 -0.6964407943  0.4225495416
## 155 -0.7384830755 -0.4102239047 -0.408151177 -0.2922876070 -1.3662317898
## 156  0.1000840658  0.7361018842  1.671922275 -0.6990382362  1.9179225490
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## 362  0.5565175117  0.6122691249  0.399526309 -1.4663718720  0.5005943192
## 363  0.6062809611  0.0116127768 -0.137283776 -0.9204593381  0.3109208753
## 364  0.7516461973 -1.2041029700 -0.343804993 -1.6607226454 -0.6205706498
## 365  0.5764856025 -0.3095861804 -0.039443309 -0.3524384339 -0.5176707397
## 366 -0.0761975564 -1.3883842015 -0.344734583 -2.3864153111  0.6618626022
## 367 -1.4630419864 -0.4719934476  1.401928014 -1.8712300036 -1.7836159167
## 368  0.7253202360 -0.9456067292 -1.294050453 -0.1631844585 -0.7848763780
## 369 -1.5533466454  0.0572325791  2.295098273  0.7463678797 -1.6058146760
## 370 -0.5241573510 -0.9019341335  0.886283720 -0.3207631189 -0.0913250881
## 371  4.4507999144 -0.3931744627  0.357130259 -1.6196333811 -3.6910646774
## 372 -0.2604871954 -1.7382066646  1.211976872 -1.1007095371  0.4929957272
## 373 -0.2207550948 -0.5737954858  0.482237532 -1.4517860938 -0.3535948677
## 374 -0.4192050735 -1.4212934320  0.270725520 -0.7032281561 -0.0512397827
## 375 -0.5066809076 -0.4170070148  0.033310064 -1.0472348919 -0.6776136336
## 376 -0.3979034436 -1.1204616219  0.043475166 -0.7894354972 -0.2289486227
## 377 -0.8588326043 -1.8399440903  1.381663418 -0.9488303768 -0.1557074335
## 378 -1.0523671908 -1.0281816343  0.928866789 -0.7700393030  0.3555432683
## 379 -0.9184443628 -1.1335509920  1.262022934  0.2805005024  0.0821370014
## 380 -0.2702680038 -0.5266151122  0.390466403  0.0489285254  0.2309805534
## 381 -0.4874713892 -0.4931449337  1.580231271 -1.1098924422  0.4912770123
## 382  0.0369391316 -0.4971393943  1.078381628 -0.1992871188  0.0220815330
## 383 -0.5003735143 -1.0495081906  0.209844019 -0.3784858429  0.0378936225
## 384 -0.8700803334 -1.3095084610  1.305534906 -1.5763037209  0.5554436365
## 385 -0.6385049312 -0.8385006638  0.930723422 -0.7107623848 -0.3484513033
## 386 -0.3126763966 -1.8312388065 -0.139403661 -0.2333769191  0.7477695731
## 387 -1.4599214800 -1.3269895251  0.736099936 -1.3164911174 -0.6341179163
## 388 -1.0908986541 -0.2009473110  1.592501835 -1.8600811294 -0.3924159074
## 389 -0.9857387288 -0.3785673519  0.138235981 -1.5885510389  0.0651441349
## 390 -1.5962776142 -0.5239188556  0.824573176 -1.0358319722 -0.3199235721
## 391 -1.0056145555  0.1684453350  0.446451823 -0.9803625263 -0.3848033665
## 392 -0.4851998549 -1.0233072276  0.196633786 -0.5634431110 -0.0960767955
## 393 -0.6724171066  0.2637919625  0.574382906 -1.1448129669 -0.1386028287
## 394  0.3023699835  0.0196516903  0.188497134 -0.2128655578  0.1067785479
## 395 -0.6632243191  0.2726044492  0.012592894 -0.3672360394 -0.0473772020
## 396  0.0233710461  0.0712375089 -0.263820895  0.1753997340 -0.0198848076
## 397 -0.1519153480  0.2274907562 -0.058285020 -0.0422463210 -0.0902908645
## 398 -0.0354905794  0.0610204558  0.088872904  0.1970324611 -0.0016558438
## 399  0.0446925537 -0.0194997138 -0.079628937  0.0506626272  0.0816651039
## 400 -0.0474897317  0.1096683685 -0.068116388 -0.0420117389  0.1508315576
## 401 -0.2522591986 -0.0707117256 -0.243095121  0.1090638951 -0.0286168945
## 402  0.0764483609  0.0462045834 -0.019958083 -0.0437836505 -0.0631813730
## 403  0.0212725958  0.0565409181 -0.228443629 -0.0077110618  0.1487677551
## 404  0.0270879180  0.0657280586 -0.220923875  0.0974164989  0.2509431305
## 405  0.0973490601 -0.3107161042  0.037697724  0.0689447184 -0.1065370918
## 406 -0.0375368627  0.1717542761  0.011447350  0.1294638406  0.2181294575
## 407 -0.1021215930 -0.2499421902  0.190604311  0.5581019296  0.0128543644
## 408  0.3196029338  0.4092288084 -0.473199718  0.1932370365 -0.3530437906
## 409 -0.1149879239  0.4000079956 -0.444729720 -0.1362689929 -0.3306234828
## 410  0.5793724390  0.2255693603 -0.397746343  0.0087916527  0.1100120593
## 411 -0.1621383180  0.8128203678 -0.242487306  0.3969770090  0.1552853014
## 412 -0.0664528932 -0.0254322561 -0.421044009 -0.0696213347 -0.4812026478
## 413  0.4428607872  0.7161553585 -0.972084888 -0.2786345485 -1.0585502795
## 414 -0.4038188362 -0.1605237721 -0.438999262  0.1982960433  0.1308831757
## 415  0.0946569142 -0.3635142424 -0.064442234  1.2160001740 -0.3516778261
## 416 -0.8964266499  0.2770750310  0.189251481 -0.1208683501 -1.6384694123
## 417 -0.3153017200 -0.7775974436 -0.499158820  0.5971110467  0.1651624814
## 418 -1.4021795802 -0.3673029379 -1.218074036 -0.2080167018  0.2503952886
## 419 -2.4270046078 -1.2000624637  0.196518862  0.4837945350 -1.1632046944
## 420 -0.0033328146  0.2082708273 -1.802971347 -0.6698147892 -0.5225029129
## 421 -0.2888528973 -0.6222573908 -0.687771979  0.6242040283 -0.3896787120
## 422 -1.3346078136  0.6400921932 -0.376254501  0.9322013569 -0.4354177552
## 423  1.0370108262 -0.7144555821 -1.979070839  1.4307337754 -2.6060303628
## 424 -1.5581077861 -0.2904546094 -0.827288349  0.2935985046 -0.3475705860
## 425  0.5940351697 -0.0285244898 -1.135500751 -0.4077575589 -0.5983120867
## 426 -0.2955327322 -0.9703222743 -1.752258487  1.3350679846 -0.9436072247
## 427  0.0351330857  0.5377010676 -1.412480718  0.4602903617 -0.0931318368
## 428 -0.1834842985 -1.0564851951 -1.530201369 -0.3980740992  0.5833909565
## 429 -0.4768286080  0.7671964140 -1.296160317  0.0796820920 -1.0672517191
## 430 -1.3927833380  0.9769340936 -2.559011128 -0.1970838437  0.7868400743
## 431 -0.9298096313 -0.7911018009 -0.934370980  0.0064795748  0.6696104307
## 432 -1.1044616113  0.9991542292 -1.057272330 -0.7100406174  0.1593434348
## 433  0.3286224610  1.4782682015 -0.509290755 -0.5830577311  1.3860833725
## 434 -0.2553918626  0.6579601313 -1.472427606 -0.5627887060  0.3826974673
## 435 -0.6508755937 -0.2235726512 -1.400783958 -0.1550179330  0.3565935201
## 436 -0.7450797170  1.4879094453 -0.975078232 -0.5782041242 -0.3097252428
## 437 -0.4323181554  0.2658918740 -0.374376651  0.6150018985 -0.2698704140
## 438 -0.1528199094  0.8297085986  0.458707516  0.3896087421 -0.2542751455
## 439 -0.9150263950 -0.7347335251 -0.787289953 -1.0488016585 -0.5113568738
## 440 -0.9992991641 -0.6083893628 -1.405761094 -0.6346318438 -0.1064396266
## 441 -0.1683825366  0.5177353159 -0.181142760 -0.7017829032  0.0020440224
## 442 -0.2260874762 -0.1575100118 -1.063829744  0.4987715770 -0.5768978478
## 443 -0.5197547384  0.4170571009  0.357832394  0.9880096438  0.0478886805
## 444  0.3797947382  0.5563383236 -0.740807417  0.1819640452  0.0613922211
## 445  0.4279626112  1.1499292922  0.685928917 -0.2741093151 -0.0895774285
## 446 -0.4360387530  0.7464850709 -0.006963505 -0.6377937880 -0.8152204564
## 447  0.1305840384  0.5041417076 -0.575868517 -0.1300706039 -0.1361298679
## 448  0.4056530202 -0.1076140798 -0.376741743  1.1636187618 -0.4932568170
## 449  0.0289549308 -0.1508818606 -0.073333308 -0.1479375598 -0.2313924135
## 450 -0.2191565229  0.0808693766  0.458043562  0.8505255023  0.1888235533
## 451  0.0907064559  0.1257081601  0.230023485  0.3363103711  0.0969204865
## 452 -0.1336638997  0.1026467376 -0.027125298 -0.0405106996  0.0883364047
## 453 -0.1532362730 -0.0651463294  0.096569279  0.2290123392  0.0782964268
## 454 -0.1870252817  0.0195404252 -0.106281011  0.0651527058 -0.0971299192
## 455  0.0008195179  0.0621395757 -0.036509179  0.0054250784 -0.0819404569
## 456  0.0020362220 -0.1701680571 -0.032388380  0.0977941104  0.2042544899
## 457  0.0093286993  0.1020244163 -0.027361017  0.0282303800  0.0752920598
## 458 -0.1926714079 -0.4764298042 -0.350495911  0.3452022238  0.3214563256
## 459 -0.1011499317 -0.1786612143 -0.069334035  0.1097064299  0.2400442695
## 460 -0.4401362118  0.0046222349  0.012217184  0.2551690995  0.7458015719
## 461 -0.5277961409 -0.4601341596 -0.044349280  0.3214172443  0.9870664586
## 462 -0.3166344203 -0.7815560656 -0.645825936  0.2115475167  1.0711016368
## 463 -0.8049311650 -0.3515861603  0.328458552  0.0263756225  0.5408227113
## 464  0.0443592050 -0.2360267805 -0.224504282 -0.0213312643 -0.1334252879
## 465 -0.7704727732  0.0354101211  0.215001850 -0.1778027184  0.4935743535
## 466 -0.8866569301 -0.6835727907 -0.542454177 -0.2592477513  0.7765888382
## 467 -1.1408755045  0.0370075182  0.430024403 -0.3302819383 -0.1204238056
## 468 -0.4295196109 -0.3755384730  0.465731035  0.8447816728  0.5629056937
## 469  0.0621328264  0.0178784557 -0.109906780  0.1120343847  0.0326151316
## 470 -0.6275796432 -0.6564560382 -0.202356913 -0.2604849627  0.2920805013
## 471 -2.9897786492 -1.8598653863  0.347945538 -0.4167828012 -1.6241042608
## 472 -0.4907780187 -0.6983191612  0.536783710  0.8224110664  0.4067925497
## 473  0.2184349654 -0.8127486088  0.384631775 -0.6239998002 -0.1186292470
## 474 -0.5164529317  0.2992968619  0.913315079  0.4005563108  0.9469049561
## 475 -0.2857313084 -0.2620175292  0.371709637  0.9210519505 -0.3086332358
## 476 -0.8690461787  0.1653648658  0.574623701  0.9928046483 -0.0502375800
## 477  1.5874791975 -0.5363470120  1.689497155  0.1049028109 -1.1355400002
## 478 -0.8472381240 -0.2047446089  0.370767415  0.0629164951 -1.0695928488
## 479 -0.8850902068 -0.9276710578  0.540842875  1.1387015260 -0.8191705258
## 480  0.0728681557 -0.1256286471  0.009104797 -1.0111724379 -0.4599567397
## 481 -1.1660736551  0.2043098028  1.277569718  1.4278882714 -0.9447865407
## 482 -1.0325715404  0.3444291594  0.670699704  0.3603990670 -1.2081647220
## 483  0.8883307399  0.9140037580  2.135057418  2.3340251223 -0.5316300630
## 484 -0.2032125518  0.5421646624  1.683145306 -1.1273120706  0.6698070969
## 485  1.2835555562  1.1925333319  0.716364708  0.2155802050 -1.7136419036
## 486 -0.0871433389  0.1718222143 -0.226140201 -0.0013940541  0.1581955758
## 487  0.0954743390  0.1005091689 -0.094394213  0.0838879599  0.2404018136
## 488  0.0596410829 -0.9284719550 -0.270855675 -0.1193134450 -0.1417184241
## 489  1.3134966510  2.7468093892  0.905787918 -2.3422384486 -0.0898635990
## 490 -0.6947863315  2.2887935252  0.548205228 -0.7131770417  0.5187115282
## 491  1.4630145210  0.7955099487  0.236852087  0.0683645490  1.3141947490
## 492  0.2666483697  1.4594180655  1.897091469 -0.2272194905 -1.1681754002
## 493  0.3798668638  0.8928909782  0.011136322  0.0297973117  0.4426980324
## 494  1.9375503072  0.4611513832  1.519661102 -0.9547318375  0.7927222034
## 495  0.5836484297  0.8973019768  0.940296914 -1.3660890125 -0.3630744994
## 496  0.1889364837  0.3802517500  0.232709251  0.5300544117  0.2906903300
## 497  0.6412424705  0.4228424809  0.034637002 -0.1987252513 -0.3712508739
## 498  0.0111846947  0.5756637448  0.108201889 -0.4716170180  0.1628978603
## 499 -0.6055680244  0.3952925201 -0.567641168 -0.8138735556  0.6563121741
## 500 -0.4861646641  0.5509821097  1.518032731  1.4524600453  0.5207443952
## 501 -0.1797484932  0.4008366419  0.808171581  1.0408194798  0.2253274526
## 502  0.0776652356  0.1569950661  0.190900497  0.4899153268  0.1297730268
## 503  0.0198925865 -0.0732655561  0.386695262  0.7634779507  0.1848075953
## 504  0.0048041121 -0.0182377810 -0.182092022  0.1297001851  0.0035499726
## 505  0.0535247538  0.0297527464 -0.170019349  0.1203698692  0.2329049500
## 506  0.0240752524 -0.0201969084 -0.041766507  0.0678824882  0.0943213787
## 507  0.0730152742 -0.1335746503 -0.227676066  0.0631723893  0.0777040592
## 508 -0.0233034476 -0.0429741810 -0.004323575  0.1861576101  0.0548100780
## 509  0.0496857061 -0.2986524026 -0.066483257  0.0554030608  0.1610488674
## 510  0.3736064075 -0.4236973396 -0.149749032  0.0841878435  0.1674036395
## 511 -0.0533928508 -0.4440789682 -0.116581961  0.0746552480  0.1970790338
## 512  0.1105228246 -0.9525637864 -0.358850608  0.0539692895  0.1709158184
## 513  0.2684542194 -0.5162254439 -0.223867233  0.0411556717  0.0134791047
## 514  0.0099438877 -0.6826595939  0.089120516 -0.3475443883  0.2353280469
## 515 -0.3114664074 -0.0745895163  0.092110826 -0.5614273186  0.1595178682
## 516 -0.1653005845 -0.4118848679 -0.373257759 -0.4191782430  0.0551925311
## 517  0.1183335743 -0.5713916651 -0.442024061  0.0004336325  0.2180787933
## 518  1.0334217626 -0.6424223873  0.360637298 -0.7787083999  0.0866393580
## 519  0.0538991945 -0.6432361622 -0.850372872 -0.4593841514  0.1195224954
## 520  0.8489231674  0.2570227084 -0.073767085 -0.3251145823  0.2088032778
## 521  0.7172624468 -0.4230479235 -0.189515274 -0.0741675332  0.3850139191
## 522  1.4209202756  0.1621147974 -1.092673913 -0.9632180155 -0.2621373278
##            Dim.11       Dim.12        Dim.13       Dim.14       Dim.15
## 1    0.4541113676 -0.168986897 -3.394409e-02  0.792115383 -0.397792993
## 2    0.1544198097 -1.228267653  3.155411e-01  0.599950730 -0.390279571
## 3    1.8057959057  0.923728688 -8.337410e-01  0.213290697 -0.148232256
## 4   -0.4848691506  0.545687817 -1.070324e+00 -0.598767375  0.327449685
## 5    0.4123208798  1.545983900 -1.166685e-02  0.564467975  0.347986329
## 6   -0.5758252296  0.540805336 -2.884333e-01  0.524036462 -0.050567255
## 7   -0.7414788651  0.161858737  2.747780e-01 -0.151763295  1.422664812
## 8   -1.2656742180  0.072256526 -2.660415e-01  0.362836711  0.191942990
## 9    0.3496265955  1.201544441 -4.419640e-01 -0.163414290  1.548623850
## 10  -0.9691227540 -0.655073771  1.181415e-01  0.885760992  1.300883624
## 11  -0.8052159613 -0.507222698 -1.199438e+00 -1.486684728  1.318068085
## 12  -1.1429238462 -1.184151344 -4.613313e-01  0.862256143  0.419938820
## 13  -1.8922278554  1.605557766  2.097677e-01  0.189761251  0.937866835
## 14   0.1092896163  0.282877111  4.501993e-01  0.356806022  0.712280170
## 15  -0.1092028055 -0.133893672 -1.447830e-01  0.257607531  0.570340336
## 16   0.1834845380 -0.020742146  2.351862e-01 -0.321146877 -0.022310292
## 17  -0.2033903287 -0.384688096  3.005843e-02  0.497202698  0.800461343
## 18  -0.5825147216  0.705068063 -9.515457e-02  0.134484183  0.357998528
## 19  -0.8012441834 -0.683006084  1.431395e+00 -0.006997614 -1.551339241
## 20  -0.2180301177 -0.263992024 -4.388057e-01  0.449171349 -0.752205086
## 21   0.7748133466  0.763063055 -3.970374e-01 -0.632868967  1.544592926
## 22   0.4836112066 -0.226489592 -7.174793e-01 -0.093483081  0.723522087
## 23  -1.0030987254  0.365591069  3.817208e-01 -0.093171209 -0.475414940
## 24   1.4632990008  0.685033532 -9.725711e-01 -0.452124073  0.337703485
## 25   0.7022124510  0.884768332  3.462088e-01  0.731418261  0.047748069
## 26  -0.2206469849 -0.288004044  4.163537e-01 -0.450169695  0.571969363
## 27  -0.0109202695  1.261641959  1.532343e-01 -0.106989986 -0.578432882
## 28  -0.1691716355  0.062732892 -2.817594e-01 -0.264872875  0.224946595
## 29  -0.0851714793  0.123901732 -1.099728e-01 -0.198744509 -0.577209748
## 30   0.0121852583  0.176315862  5.152002e-02 -0.109272375 -0.239223139
## 31  -0.0270322174  0.067201479 -1.500810e-01 -0.264280137  0.032513727
## 32  -0.0970389771 -0.023145778 -5.341891e-02 -0.192050278  0.091435585
## 33  -0.1182228010  0.084093264 -1.497307e-01 -0.076655124 -0.007582841
## 34  -0.0932118911 -0.007405615  5.390423e-02  0.049528757 -0.277756112
## 35  -0.0596954154  0.071003612 -8.071289e-02 -0.145116847 -0.016704610
## 36  -0.0994277654 -0.201519448  5.153393e-02  0.017436356  0.158732018
## 37  -0.0846446592  0.029422442 -6.151717e-02 -0.055107751  0.046750668
## 38  -0.0450745194 -0.095874520  4.838889e-02 -0.006473993  0.125064461
## 39   0.1645688434  0.072188526  1.913065e-01  0.077247696  0.006497430
## 40   0.0788023747  0.196262690  1.776947e-01 -0.184734490 -0.141840411
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## 439 -0.0978237939  0.916701908 -5.660734e-02 -0.734480821  0.406784605
## 440  0.4621034962  0.353399319  1.992062e-01  0.134132239 -0.105167555
## 441 -1.0478504415  0.249951226  2.136901e-01  0.386816435  0.275979631
## 442 -0.2626912068  0.380773666  1.521358e+00 -0.352974830 -0.287500971
## 443 -0.7529482878  1.317489464  1.090112e+00  0.914561631  1.187378633
## 444 -1.1726347323 -0.191140900  2.525938e-02 -0.041481496  0.438082207
## 445 -0.6719913992  0.333233962  1.788645e-01  0.134823683  0.201697492
## 446  0.6841642667 -0.152647929 -3.479596e-01  0.303960059  0.326946348
## 447 -0.6072734526  0.330625686  1.637057e-01 -0.041450810 -0.111312873
## 448 -0.5532456250  0.750808143  1.588472e+00 -0.714435931 -0.341635256
## 449 -0.0540531743 -0.118316913  9.888528e-02 -0.202631277  0.242355392
## 450  0.0301445759  0.083165315 -3.379548e-02 -0.408551905  0.195798394
## 451 -0.0419490918  0.015763337 -1.202222e-01 -0.042220422  0.103791368
## 452 -0.0755321282 -0.202125511 -1.119026e-01  0.021013169  0.069839814
## 453 -0.0973714893 -0.012573103  1.598949e-02 -0.039986744  0.070179791
## 454 -0.1462018250 -0.064538150 -1.535158e-01  0.108795847  0.065753267
## 455 -0.0647025961 -0.102424463 -1.655657e-01 -0.306408482 -0.048412268
## 456 -0.0968364765 -0.030817523 -3.445075e-02  0.122879345  0.003139998
## 457 -0.3064850231 -0.079028252 -1.309118e-01  0.088785937  0.163259621
## 458  0.0294019642 -0.105944771  3.757742e-01  0.103372188 -0.004522007
## 459 -0.2108714023 -0.001767238  3.210119e-01 -0.166475803  0.124203843
## 460  0.0615515220 -0.263219068  5.600509e-01  0.597740338 -0.113346719
## 461  0.1922845909  0.372702063  1.035625e-01 -0.855323007  0.549280015
## 462  0.0497726575 -0.474979891 -3.293580e-01 -0.526236152 -0.274079609
## 463  0.6225885720 -0.621864550  9.762799e-03  0.366413811 -0.498449448
## 464  0.3285015514 -0.184573431  3.214770e-01 -0.090903632  0.081040775
## 465 -0.3940708210 -0.339483397  2.650495e-01  0.841271205 -0.129027485
## 466  0.1582990578 -0.345684321  1.129971e-01 -1.049368603  0.267001446
## 467 -0.0536763449 -0.093144510  6.736205e-01  0.712131426 -0.290857178
## 468 -0.0013630562 -0.511783389  7.985927e-01 -0.197667142  0.193325052
## 469  0.0413475200  0.020806535  8.499676e-05 -0.002873623  0.058577022
## 470 -0.2391061485  0.170381994  3.595222e-01  0.715233967 -0.209789572
## 471  0.3844406358 -0.465829879  6.004396e-01 -0.239087511  0.172960255
## 472  0.7277671071 -0.029788107  6.835515e-01 -0.105733956 -0.652372332
## 473  0.5495688254 -0.031436490  6.086461e-03 -0.161940310  0.568602937
## 474  0.2525309166  0.418410934 -2.212605e-01  0.153204450  0.482513299
## 475  0.1157891305 -0.633434360  6.395926e-01  0.129982335 -0.095373607
## 476 -0.9788454974  0.333045289  2.652047e-01 -0.057622869 -0.029007298
## 477  0.4712956895  0.592738033  4.634263e-01  1.007239696  0.260482359
## 478 -0.1263639418  0.201937060  2.123292e-01  0.098189553  0.421881804
## 479 -0.1588304364 -0.878546056 -4.243022e-03  1.319467578  0.127245465
## 480  0.1272771841 -0.698984127  5.123821e-01 -0.062690949  0.781812165
## 481 -1.0136609457 -0.518974429  3.544726e-02 -0.021796850  0.196158436
## 482  0.3747541112 -0.610556727  1.015649e+00  0.865157367  0.388555219
## 483  0.0036906182 -0.078903018  1.131326e-01 -0.182697361  0.891081944
## 484 -0.0151613867 -0.613642730  3.487052e-02  1.082380507  2.124824285
## 485  1.2176724270  0.323461178  1.168867e-01  1.303045057  0.775906591
## 486 -0.3336300481 -0.272364803 -6.136798e-02 -0.009131865  0.347417358
## 487 -0.1760751610  0.008134604  2.224492e-01 -0.084497372 -0.045623372
## 488  1.4161396283  0.476187471  1.257134e+00  1.863747571  0.295069304
## 489  1.0765974434 -2.043366556 -1.952125e+00  0.622800348  2.650905530
## 490  2.2421055327 -0.394842209  3.896813e-01 -1.008871981 -0.053298669
## 491  1.8765657818 -1.103111188  1.391212e-01  1.167779181  0.342364074
## 492  0.7581502431 -1.756387025  2.998758e-01 -0.208942388 -0.077789423
## 493  0.5106034925  0.620548960 -2.877343e-02 -0.760321997 -0.922584867
## 494  1.8141327877 -1.865874223  3.365808e-01 -0.340663903  0.337069466
## 495  0.8703140181 -0.704339871  7.115399e-01 -0.574346433  0.227615801
## 496  0.0756943896 -0.638723565 -2.639646e-01  0.150846943 -0.375420034
## 497  1.2522993817 -0.394493362  6.188675e-01  0.112295883 -0.486918517
## 498  0.4885556332  0.386737730  5.334588e-02 -0.568707190 -0.625322496
## 499  0.1882917486 -0.283889751  4.493508e-01 -0.021602356 -0.622843012
## 500 -0.3869735622 -0.193251235  1.940933e-01 -0.501920595  0.038712100
## 501 -0.0224396645  0.148630116 -1.179486e-01 -0.388475988 -0.037818556
## 502  0.0725124604  0.173616737  2.834970e-02 -0.220181893  0.016009888
## 503 -0.1500296854  0.007305016  1.743256e-02 -0.102563340  0.106408701
## 504 -0.1110781616  0.001240004 -2.848474e-02 -0.035614284  0.116989065
## 505  0.1074698197 -0.143036461 -9.179232e-02  0.114783745  0.030685212
## 506 -0.1343313144 -0.020657992 -4.606278e-03  0.022071447  0.075707851
## 507 -0.0318859707 -0.041392154 -2.802150e-03 -0.279351728 -0.103505466
## 508 -0.1230743177 -0.021148590  1.161251e-02 -0.082647107 -0.018592885
## 509 -0.0946845020 -0.128512517 -6.363545e-02 -0.155849275  0.002292941
## 510  0.0055127633 -0.201438282  7.630736e-02 -0.083402602 -0.411047518
## 511 -0.0833101495 -0.154435989 -2.181546e-01  0.148440567 -0.283574199
## 512 -0.3220324827 -0.232901885 -4.493397e-02 -0.383907268  0.177456588
## 513  0.0847465684 -0.145184683 -3.416678e-01  0.138122700 -0.008544917
## 514 -0.1779465761  0.047731835 -1.922260e-01 -0.162058299  0.098306649
## 515 -0.2495405434 -0.162743794  2.347919e-01  0.124286272 -0.679578348
## 516 -0.1957624862 -0.135802954 -4.586678e-01  0.405290909  0.017990445
## 517 -0.2271128138 -0.277037660 -1.233271e-01  0.139634878  0.210257092
## 518 -0.2261589202 -1.308076090 -9.767573e-02 -0.439383553  0.011343569
## 519 -0.0805471323 -0.288142961  3.126641e-01 -0.333965423  0.366545010
## 520 -0.1406735964  0.270374870 -1.134417e-01 -0.482680385 -0.568369145
## 521 -0.6194477567 -0.278531075  1.635003e-01 -0.452906670  0.368017756
## 522 -0.9198154867 -0.745014210 -1.036603e+00 -1.498919994 -0.979687274
##            Dim.16        Dim.17        Dim.18        Dim.19       Dim.20
## 1    4.176557e-02 -0.7846007133 -0.2103060409  0.2860164806 -0.342100335
## 2    1.743992e-01  0.8697793978  0.7190341197  0.3510074044 -0.170895097
## 3   -8.407599e-01  0.1632747129 -0.4026693980  0.1777204273 -0.373266814
## 4    8.133452e-01 -0.5373271795  0.1728219074 -0.7605083786 -0.183181805
## 5   -5.491828e-01 -0.3300968071 -0.3651896128 -0.8510183310 -0.051472704
## 6    4.033941e-01  0.3181567388  1.0287679769 -1.0799069363 -0.739631240
## 7    5.192194e-01  0.0594679641 -0.0264036725 -0.3699901955  0.512800995
## 8   -6.540949e-01  0.5647687779 -0.5867126775 -0.6685053851 -0.292887159
## 9    7.400766e-01 -0.3090750295 -0.4860251293  0.2072625378  0.500647787
## 10   1.528646e+00  0.8589922866 -0.3828994204 -0.5040593059 -0.481921927
## 11   1.171042e+00  1.3876195494  0.2726187243  0.3278770669  0.200621815
## 12   2.596663e-01  1.2849749844 -0.5492133567  0.4952307840  0.403500300
## 13   1.197322e+00  0.3109461689 -1.1113090694 -0.3931726276 -0.099634433
## 14  -1.527388e+00 -0.4159335133 -0.1719217845 -0.3589555717  0.099842360
## 15   2.665167e-01 -0.0301708605 -0.5018632525  0.2043309983 -0.383697561
## 16  -5.134095e-01 -0.3098520723  0.1363216174 -0.1768489277 -0.100991022
## 17  -4.755506e-02 -0.4894099684 -0.6773226756  0.3440827322 -0.537266623
## 18  -1.354614e-01 -0.6136796918  0.5046806599 -0.6084253040 -0.443147312
## 19   3.923702e-01 -0.3087478758  1.2355396822 -0.0974018418 -0.504744430
## 20   1.788283e-01  0.8664058624  0.8102799778  0.3034866786 -0.292437010
## 21  -1.676378e+00 -0.4432839089  0.3930859473  0.3662022284  0.916435811
## 22  -4.197019e-01  0.8194597854  0.1900013353 -0.0967768797 -0.123518050
## 23  -3.382281e-02  0.6989674692  1.6743808072  0.3737858602  0.000684226
## 24  -9.993975e-01  0.1130720007  0.9706546814  0.0759786430  0.510306023
## 25  -5.755381e-01 -0.3685977243  0.7378292718  0.1460091751 -0.037496954
## 26   7.131309e-01  0.7952172353  0.5712733357 -0.1497211376 -0.104074142
## 27  -9.861954e-01  0.1686269273  0.1134557548 -0.1487560214  0.013137605
## 28  -1.599535e-01 -0.3142188148  0.3720509523 -0.0570322351  0.368738445
## 29  -1.961517e-01  0.3399955606  0.2972115633 -0.3185571802  0.451556578
## 30   8.887415e-02 -0.0717580755  0.2667500984 -0.0401901143  0.109963289
## 31  -7.990877e-02  0.0299648015  0.0535668435  0.1004461303  0.168762679
## 32   8.787378e-02 -0.0609014262 -0.0975321695  0.0687747897  0.033034805
## 33  -7.648682e-02  0.0845798441  0.0260957001 -0.2018795060  0.068365447
## 34   1.311762e-01  0.1243984353 -0.3574575262 -0.1061649953  0.061339091
## 35  -1.232589e-02  0.0285499457  0.0330019229 -0.0747278237 -0.075798619
## 36   4.195477e-02  0.1657768702  0.0874527658 -0.0421335552 -0.079871525
## 37  -8.714696e-02  0.0701003526  0.0893958438  0.1171909903  0.024619454
## 38   4.269635e-02  0.2391765125  0.0188924487  0.0891547322 -0.064737748
## 39   7.647712e-02  0.2396261176  0.2311590352 -0.0028569906 -0.165150010
## 40  -1.483125e-01  0.4857304164  0.0558751746  0.3313355905  0.163559323
## 41  -2.114388e-01  0.5917213882 -0.1116374657  0.2607990814 -0.150118865
## 42  -3.249492e-01  0.4705006899 -0.3761038488  0.6190747542 -0.081424818
## 43  -2.424356e-01  1.0511303394 -0.0784023597  0.9163607335  0.060144660
## 44   3.839897e-01  0.7698065106 -0.4954085868  0.4886520004  0.207419865
## 45   9.510049e-02  1.1889821953  0.6578454001  0.3443603531 -0.100442923
## 46   5.528464e-01  0.6391404807  0.5112765283  0.1920498045 -0.096988940
## 47   2.579534e-01  0.6112109381 -0.0343058012 -0.2345538401 -0.093450671
## 48   9.870780e-02  0.7577227951  0.2557004761  0.4679774497 -0.255633294
## 49   7.957212e-02  0.6068950325  0.3023919036 -0.0086144848  0.505755797
## 50  -3.053952e-02  1.0189354545 -0.9524259504 -0.1264330637  0.098462326
## 51   6.651400e-01  1.3289074688  0.3508180383 -0.3289756948  0.303824538
## 52  -9.706829e-01  0.1658478956 -0.5641276360  0.2603752116 -0.115983947
## 53   4.920340e-01  1.0587803287  0.4675471250  0.2991850387 -0.414450620
## 54  -2.682919e-01  0.2286655502  0.5163249994  0.3967707179  0.534046074
## 55  -2.763804e-01  0.8286077134 -0.1598130920  0.3584735774  0.085777428
## 56  -1.508346e-01  0.1203538433  0.6625433260  0.6516771496  0.314738443
## 57  -1.515938e-01  0.4635673184  0.1538922886  0.1506769531  0.330535778
## 58  -8.947328e-01  0.5168541215  0.3881417140  0.0040748765  0.531668706
## 59   1.208606e+00  0.2416918779  1.0524372729 -0.6877293774 -0.709918518
## 60  -7.911637e-01  0.7951733935 -0.0797039169 -0.0978115991 -0.148750656
## 61  -6.716274e-01 -0.1842380011  0.4500411568 -0.2448187234  0.273139795
## 62   3.180813e-01 -0.3428038959 -0.5695952617 -0.4115418732  0.142073177
## 63  -1.065552e+00  0.1276401271 -0.3405335146  0.7833889005  0.605474231
## 64  -7.482312e-01  0.7400453901 -0.4181217960 -0.3911473695  0.638531802
## 65  -1.282823e+00  1.1913832941 -0.6010760738  0.5303413739  0.455399573
## 66   1.445456e+00 -0.1737055165  1.0403622399  1.0031633274 -0.614621864
## 67  -7.636515e-01  0.7184446717 -0.0090179283  0.5438973282  0.321420446
## 68   9.115093e-01 -1.4736611572 -0.4383605770 -0.3211333462  0.587879047
## 69   3.753353e-01  0.1157898046 -0.8093753683  0.4001346031  0.803087198
## 70   3.529491e-01 -0.2675376284 -0.0276584139 -0.4225413169 -1.000463441
## 71   1.466833e-01 -1.0218773223  0.0166612731 -0.7349137795  1.265479110
## 72   9.075599e-01  0.5283797812  0.1686196061 -0.3696226521  0.179507626
## 73  -9.300573e-01 -0.6970720868  0.4071868738  0.3190148596  0.508216409
## 74   2.000429e+00  0.1309764103  0.1774648514  0.2308944058 -0.044172860
## 75   3.507628e-02 -0.0402253427 -0.0640951205 -1.0169279651 -0.414793266
## 76   3.920534e-01 -0.8226049313  0.2459292719  0.4770104745  0.298486422
## 77   6.775397e-01  1.1341929417  0.8991637092 -0.0295760613 -0.416989085
## 78   1.282267e+00  0.2041259762 -0.0192524126 -0.6279261523  0.532726714
## 79  -3.183673e-01 -0.7455562603  0.1759624183 -2.1353610326  0.389274542
## 80   2.646718e-01 -0.4348846943  0.0037466572 -0.4335899350 -0.066516431
## 81   3.673312e-01 -0.0158866150 -0.0945008628 -0.7432386635  0.479427436
## 82   1.178138e-01 -0.0567827096 -0.1609468458 -0.5437619284 -0.037168072
## 83  -1.012417e-01 -0.0356819363  0.1149426813 -0.0620523649 -0.041264120
## 84   6.557723e-02 -0.0078780551  0.2384406971  0.0684689135  0.231240328
## 85   1.801520e-01 -0.2610110722 -0.1491942228 -0.2157657239  0.441371897
## 86   1.655045e-01 -0.1130400234 -0.0241545192 -0.0738109954  0.278780807
## 87   3.911200e-02 -0.0894144308 -0.1500796806 -0.0787686341  0.108212954
## 88   1.117265e-01  0.0449867639  0.0426257241  0.0085924654  0.177461323
## 89   2.241223e-02  0.1185702754  0.0489927088  0.0058211743  0.138942474
## 90  -6.807405e-02  0.0489379602  0.0268228261  0.0465312757  0.107223073
## 91  -4.087299e-02  0.1075462659  0.2178672912  0.0833967382 -0.038316588
## 92  -6.581983e-02 -0.0242599436  0.1503417233  0.2034466809 -0.073264467
## 93  -2.824184e-01  0.0100803872  0.2388813019  0.2027866307 -0.054541238
## 94  -1.181829e-01 -0.1472349852  0.0615342557  0.0763510245 -0.228288371
## 95  -3.178693e-01 -0.1353695828 -0.0265515090  0.4972839926 -0.053204816
## 96  -2.299632e-01 -0.4501671354 -0.2106951957  0.1771110554 -0.032633003
## 97  -1.107381e-01 -0.4228120198 -0.0110975647  0.4524450283  0.035464210
## 98   2.149867e-01 -0.7085342939 -0.0663202708  0.3367240952 -0.291250074
## 99  -2.344735e-01 -0.1270336682 -0.1646880879  1.1307955527  0.030590509
## 100  1.043780e-01 -0.9551720370 -0.3243551861  0.8133372324 -0.243034241
## 101  1.402702e-01 -0.8615905553 -0.0276429359  1.4073166176 -0.123622063
## 102  5.847911e-01 -0.3187441646 -0.2591798273  0.0789507533  0.187437461
## 103  4.387982e-01 -0.5316500179  0.5542723938 -0.0217221635 -0.405548487
## 104  2.329729e-01  0.5103673764 -0.2578552660 -0.6384472706  0.144774875
## 105  5.927777e-01 -0.4203705285 -0.2291451526 -0.0550877787 -0.437875522
## 106 -2.332327e-01  0.0830263136  0.3575061666  0.3739233625 -0.258686505
## 107  1.816211e-01  0.8852531358  0.0346176112 -0.2801139597 -0.304624438
## 108  1.358029e+00  0.4727118740 -0.1081684913  0.1867932010  0.241939359
## 109  1.071476e+00  0.6910555282 -0.6842552745 -0.0462418627 -0.236365721
## 110 -4.177865e-01  0.9971892763  0.3937828114 -0.8779560609  0.157172513
## 111  5.282590e-01 -0.4012934513  0.6283282087 -0.2478722982  0.208772846
## 112 -7.961616e-01  1.2939800492 -0.2213761360  0.7894063695 -0.298418871
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## 114 -3.201928e-01  0.2188512948  0.5557142277  0.1244519255 -0.017558125
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## 505  1.815069e-02  0.0657421057  0.1191469346  0.0524821323  0.015800829
## 506 -7.007322e-02  0.0753969703 -0.0350139382  0.0071321983  0.145202640
## 507 -9.128340e-02  0.0997903854 -0.0428687892  0.0675066959 -0.088055017
## 508 -8.213983e-02  0.0349944661 -0.0428752782 -0.0315083694  0.059542430
## 509 -1.518069e-01  0.0062533944 -0.1559309340  0.0857041616  0.031589602
## 510 -2.560599e-01  0.0438528778 -0.1054601005  0.3685337010  0.022851225
## 511  1.827326e-02 -0.2661924014 -0.0257703439 -0.0016464345 -0.188939942
## 512  1.941898e-01 -0.1388967397 -0.1983333993  0.3228460440  0.200270285
## 513 -5.435460e-02  0.2668490085  0.1168711694 -0.0339301616  0.053253151
## 514 -1.529796e-02 -0.2283489144 -0.2012941089  0.0325061784 -0.006487927
## 515 -8.172691e-02  0.3534298149 -0.8106921759  0.3644305760 -0.166032846
## 516  4.971376e-01 -0.1236063177 -0.0442246067  0.3476012254  0.520795366
## 517 -2.013375e-01 -0.0966281132  0.1215220210 -0.0814313696 -0.119719945
## 518 -1.314459e+00  0.1208691612 -1.0630517561  0.1738811726  0.205240148
## 519 -3.526814e-01  0.3966586669  0.1751037788 -0.1390366591  0.012356689
## 520  1.544994e-02  0.2039685671  0.1680252887  0.3732063741 -0.275351495
## 521 -1.298122e+00  0.3964133351  0.2064479313  0.1416661785  0.847856634
## 522 -1.345686e+00 -1.1287134749 -0.1504663817 -0.2914953501 -0.758265643

menggunakan fungsi PCA() pada data yang sudah distandarkan. Argumen scale.unit = TRUE memastikan variabel diskalakan, graph = FALSE menonaktifkan plot otomatis, dan ncp = ncol(data) menentukan jumlah komponen yang dihitung.

pca_result$var

## $coord
##              Dim.1       Dim.2        Dim.3        Dim.4       Dim.5
## BUDAPEST 0.8301471  0.13230540 -0.178032825 -0.016962005  0.02180549
## BARANYA  0.7547041 -0.02344738 -0.240035968 -0.183078488 -0.10546450
## BACS     0.7131445 -0.19045427 -0.176706395 -0.006919069 -0.40652858
## BEKES    0.6734126 -0.31221601  0.364041495  0.066713866  0.12403687
## BORSOD   0.7493519 -0.15468858 -0.029386849  0.058507943  0.23948116
## CSONGRAD 0.6591884  0.32765953  0.007173023  0.171147377 -0.09265994
## FEJER    0.7304189 -0.37357354 -0.010541656  0.129757628  0.03167909
## GYOR     0.8357426 -0.24808534 -0.017662962  0.029373626 -0.14328934
## HAJDU    0.7490613 -0.28473973 -0.013641692 -0.090803949 -0.04810139
## HEVES    0.6815824 -0.13747999 -0.174408394  0.495213305  0.08932782
## JASZ     0.7752080 -0.04166517  0.295607096 -0.144222142 -0.12793168
## KOMAROM  0.7805888 -0.20621418  0.126949629 -0.185039960 -0.23565056
## NOGRAD   0.6639930  0.26136192 -0.410221396  0.335177562  0.04020564
## PEST     0.8614904  0.04717196 -0.194744639 -0.098643329  0.08346353
## SOMOGY   0.7254029  0.23051198  0.040873345 -0.025608394  0.20167795
## SZABOLCS 0.6640693 -0.17496597 -0.060690658 -0.290610910  0.42733121
## TOLNA    0.6171236  0.48239603 -0.154583175 -0.400219976  0.02121988
## VAS      0.6249246  0.37504093  0.284860716  0.157631895 -0.28908944
## VESZPREM 0.7667063  0.23809219  0.210710916 -0.138385978  0.04251603
## ZALA     0.6084319  0.25392959  0.422472227  0.249113463  0.18190275
##                  Dim.6       Dim.7        Dim.8       Dim.9      Dim.10
## BUDAPEST  0.0003233643  0.13153501  0.118100143 -0.04003345 -0.21302847
## BARANYA   0.0902506445 -0.11548608 -0.212636895  0.23816735 -0.11230975
## BACS      0.2006042272 -0.04634642  0.221309260 -0.21106629  0.01983072
## BEKES    -0.0292585644  0.17570795 -0.284071773  0.24063751 -0.08030109
## BORSOD   -0.2672028999  0.07023028  0.206497360 -0.15555623 -0.25142457
## CSONGRAD -0.1282095594  0.05347079  0.394718444  0.46584254  0.05404310
## FEJER     0.0145731219 -0.35214804  0.132802844  0.09446085  0.05250770
## GYOR     -0.0864773433 -0.10581290 -0.072848042  0.02863482 -0.01686629
## HAJDU    -0.2868485003  0.11356921 -0.068034867  0.02939390 -0.09609343
## HEVES     0.0922620055  0.07927940 -0.116076873  0.02296950  0.30137288
## JASZ      0.1503069675  0.11442179 -0.057559145 -0.01029675  0.23563958
## KOMAROM   0.1002148219  0.12508419 -0.001941867 -0.08756630 -0.04704476
## NOGRAD    0.0986025937  0.12034477 -0.180020372 -0.09401683 -0.03840210
## PEST      0.0876331002 -0.02998317 -0.088914559 -0.05343850 -0.06653833
## SOMOGY   -0.2666871626 -0.38295644 -0.153061731 -0.13449203  0.09479144
## SZABOLCS  0.0388697184  0.20548076  0.224154754 -0.10069640  0.27505238
## TOLNA     0.0315728911  0.11612691 -0.118512974  0.09889094  0.05807071
## VAS      -0.3595765131  0.11931291 -0.042935296 -0.21059631  0.10952690
## VESZPREM  0.1432561805 -0.32136127  0.063871300 -0.01303844  0.01669907
## ZALA      0.3844907729  0.02046188  0.049927814 -0.08110635 -0.22187437
##                Dim.11      Dim.12       Dim.13       Dim.14        Dim.15
## BUDAPEST  0.002264747 -0.12880289 -0.133763481 -0.143040484 -0.1375136509
## BARANYA  -0.018901055  0.07506338  0.412546222  0.060743284  0.0344120329
## BACS      0.040365511 -0.07518260 -0.011997042 -0.008582257  0.2831099610
## BEKES    -0.151247957 -0.14677039 -0.092754368 -0.032921523  0.1389798361
## BORSOD    0.046682228 -0.24924856  0.178152495  0.082069552  0.0001642285
## CSONGRAD -0.065992434  0.04854132  0.008831894 -0.087205854  0.0379250160
## FEJER     0.081697808  0.04606674 -0.097004441  0.255710575 -0.1890387072
## GYOR     -0.209470040  0.04086581 -0.163577862  0.123968409 -0.0585508484
## HAJDU     0.306321881  0.21867492 -0.113902262 -0.024535326  0.1635027963
## HEVES     0.225757603 -0.04798587  0.054474983 -0.160730658 -0.0508868396
## JASZ      0.060846959 -0.25333775  0.068705331  0.079677113 -0.0395220281
## KOMAROM  -0.114637582  0.20686415 -0.002094435 -0.217448658 -0.1808534247
## NOGRAD   -0.244782665  0.04102920 -0.092390278  0.135195147  0.0925768318
## PEST      0.034290989 -0.04229298  0.014851887 -0.134194356 -0.1885378048
## SOMOGY   -0.016417579  0.06128827 -0.001963650 -0.171645112  0.1092305432
## SZABOLCS -0.168399433  0.17081544  0.062963178  0.056402384  0.0584942500
## TOLNA     0.214696234 -0.04411937 -0.175196246  0.172089124 -0.0121012574
## VAS      -0.050772361  0.06249886  0.123506628  0.120237586 -0.0894696493
## VESZPREM -0.076686572 -0.12725198 -0.063033117 -0.103163978  0.0840809365
## ZALA      0.136598893  0.21457998  0.037711399  0.087683704  0.0335151630
##                Dim.16       Dim.17      Dim.18      Dim.19       Dim.20
## BUDAPEST  0.081065107 -0.249357787 -0.05282676 -0.08796974  0.171815182
## BARANYA   0.007458883 -0.044745792 -0.01182940 -0.05257675  0.074553624
## BACS      0.168150086  0.032234824 -0.06397084 -0.00163725 -0.035275695
## BEKES     0.168753767  0.071003999 -0.09872423  0.04975873  0.027053663
## BORSOD   -0.030688941  0.143532226  0.14361349  0.01067500 -0.038241568
## CSONGRAD -0.001964238 -0.009700333  0.02916468  0.03764184 -0.083389805
## FEJER     0.092420683 -0.011041994 -0.03908879  0.14072517  0.078211648
## GYOR     -0.076401115 -0.000978848  0.06823900 -0.28073137 -0.113088032
## HAJDU    -0.214084106 -0.073295642 -0.04421512  0.04403555  0.010928194
## HEVES    -0.003936577  0.113841734  0.03991811 -0.10463255  0.055757356
## JASZ     -0.122147693 -0.246363395  0.10933780  0.07000233 -0.071788076
## KOMAROM   0.029913289  0.134103305  0.19948734  0.10404317  0.035583821
## NOGRAD   -0.119369691 -0.029888589  0.06649165  0.15791769  0.012120190
## PEST     -0.030569676  0.045973270 -0.25064667  0.06587825 -0.224205342
## SOMOGY    0.169691418 -0.129305614  0.12122051  0.02765569 -0.054571345
## SZABOLCS  0.015336846 -0.020249155 -0.07961640 -0.04006136  0.034413436
## TOLNA     0.126879140  0.165318600  0.08598986 -0.03001068  0.005635787
## VAS       0.036573623  0.049284246 -0.16002636 -0.01058906  0.061962445
## VESZPREM -0.265507681  0.158082937 -0.06893482 -0.01205564  0.132857355
## ZALA      0.038243305 -0.041471569  0.01891095 -0.06319898 -0.051754399
## 
## $cor
##              Dim.1       Dim.2        Dim.3        Dim.4       Dim.5
## BUDAPEST 0.8301471  0.13230540 -0.178032825 -0.016962005  0.02180549
## BARANYA  0.7547041 -0.02344738 -0.240035968 -0.183078488 -0.10546450
## BACS     0.7131445 -0.19045427 -0.176706395 -0.006919069 -0.40652858
## BEKES    0.6734126 -0.31221601  0.364041495  0.066713866  0.12403687
## BORSOD   0.7493519 -0.15468858 -0.029386849  0.058507943  0.23948116
## CSONGRAD 0.6591884  0.32765953  0.007173023  0.171147377 -0.09265994
## FEJER    0.7304189 -0.37357354 -0.010541656  0.129757628  0.03167909
## GYOR     0.8357426 -0.24808534 -0.017662962  0.029373626 -0.14328934
## HAJDU    0.7490613 -0.28473973 -0.013641692 -0.090803949 -0.04810139
## HEVES    0.6815824 -0.13747999 -0.174408394  0.495213305  0.08932782
## JASZ     0.7752080 -0.04166517  0.295607096 -0.144222142 -0.12793168
## KOMAROM  0.7805888 -0.20621418  0.126949629 -0.185039960 -0.23565056
## NOGRAD   0.6639930  0.26136192 -0.410221396  0.335177562  0.04020564
## PEST     0.8614904  0.04717196 -0.194744639 -0.098643329  0.08346353
## SOMOGY   0.7254029  0.23051198  0.040873345 -0.025608394  0.20167795
## SZABOLCS 0.6640693 -0.17496597 -0.060690658 -0.290610910  0.42733121
## TOLNA    0.6171236  0.48239603 -0.154583175 -0.400219976  0.02121988
## VAS      0.6249246  0.37504093  0.284860716  0.157631895 -0.28908944
## VESZPREM 0.7667063  0.23809219  0.210710916 -0.138385978  0.04251603
## ZALA     0.6084319  0.25392959  0.422472227  0.249113463  0.18190275
##                  Dim.6       Dim.7        Dim.8       Dim.9      Dim.10
## BUDAPEST  0.0003233643  0.13153501  0.118100143 -0.04003345 -0.21302847
## BARANYA   0.0902506445 -0.11548608 -0.212636895  0.23816735 -0.11230975
## BACS      0.2006042272 -0.04634642  0.221309260 -0.21106629  0.01983072
## BEKES    -0.0292585644  0.17570795 -0.284071773  0.24063751 -0.08030109
## BORSOD   -0.2672028999  0.07023028  0.206497360 -0.15555623 -0.25142457
## CSONGRAD -0.1282095594  0.05347079  0.394718444  0.46584254  0.05404310
## FEJER     0.0145731219 -0.35214804  0.132802844  0.09446085  0.05250770
## GYOR     -0.0864773433 -0.10581290 -0.072848042  0.02863482 -0.01686629
## HAJDU    -0.2868485003  0.11356921 -0.068034867  0.02939390 -0.09609343
## HEVES     0.0922620055  0.07927940 -0.116076873  0.02296950  0.30137288
## JASZ      0.1503069675  0.11442179 -0.057559145 -0.01029675  0.23563958
## KOMAROM   0.1002148219  0.12508419 -0.001941867 -0.08756630 -0.04704476
## NOGRAD    0.0986025937  0.12034477 -0.180020372 -0.09401683 -0.03840210
## PEST      0.0876331002 -0.02998317 -0.088914559 -0.05343850 -0.06653833
## SOMOGY   -0.2666871626 -0.38295644 -0.153061731 -0.13449203  0.09479144
## SZABOLCS  0.0388697184  0.20548076  0.224154754 -0.10069640  0.27505238
## TOLNA     0.0315728911  0.11612691 -0.118512974  0.09889094  0.05807071
## VAS      -0.3595765131  0.11931291 -0.042935296 -0.21059631  0.10952690
## VESZPREM  0.1432561805 -0.32136127  0.063871300 -0.01303844  0.01669907
## ZALA      0.3844907729  0.02046188  0.049927814 -0.08110635 -0.22187437
##                Dim.11      Dim.12       Dim.13       Dim.14        Dim.15
## BUDAPEST  0.002264747 -0.12880289 -0.133763481 -0.143040484 -0.1375136509
## BARANYA  -0.018901055  0.07506338  0.412546222  0.060743284  0.0344120329
## BACS      0.040365511 -0.07518260 -0.011997042 -0.008582257  0.2831099610
## BEKES    -0.151247957 -0.14677039 -0.092754368 -0.032921523  0.1389798361
## BORSOD    0.046682228 -0.24924856  0.178152495  0.082069552  0.0001642285
## CSONGRAD -0.065992434  0.04854132  0.008831894 -0.087205854  0.0379250160
## FEJER     0.081697808  0.04606674 -0.097004441  0.255710575 -0.1890387072
## GYOR     -0.209470040  0.04086581 -0.163577862  0.123968409 -0.0585508484
## HAJDU     0.306321881  0.21867492 -0.113902262 -0.024535326  0.1635027963
## HEVES     0.225757603 -0.04798587  0.054474983 -0.160730658 -0.0508868396
## JASZ      0.060846959 -0.25333775  0.068705331  0.079677113 -0.0395220281
## KOMAROM  -0.114637582  0.20686415 -0.002094435 -0.217448658 -0.1808534247
## NOGRAD   -0.244782665  0.04102920 -0.092390278  0.135195147  0.0925768318
## PEST      0.034290989 -0.04229298  0.014851887 -0.134194356 -0.1885378048
## SOMOGY   -0.016417579  0.06128827 -0.001963650 -0.171645112  0.1092305432
## SZABOLCS -0.168399433  0.17081544  0.062963178  0.056402384  0.0584942500
## TOLNA     0.214696234 -0.04411937 -0.175196246  0.172089124 -0.0121012574
## VAS      -0.050772361  0.06249886  0.123506628  0.120237586 -0.0894696493
## VESZPREM -0.076686572 -0.12725198 -0.063033117 -0.103163978  0.0840809365
## ZALA      0.136598893  0.21457998  0.037711399  0.087683704  0.0335151630
##                Dim.16       Dim.17      Dim.18      Dim.19       Dim.20
## BUDAPEST  0.081065107 -0.249357787 -0.05282676 -0.08796974  0.171815182
## BARANYA   0.007458883 -0.044745792 -0.01182940 -0.05257675  0.074553624
## BACS      0.168150086  0.032234824 -0.06397084 -0.00163725 -0.035275695
## BEKES     0.168753767  0.071003999 -0.09872423  0.04975873  0.027053663
## BORSOD   -0.030688941  0.143532226  0.14361349  0.01067500 -0.038241568
## CSONGRAD -0.001964238 -0.009700333  0.02916468  0.03764184 -0.083389805
## FEJER     0.092420683 -0.011041994 -0.03908879  0.14072517  0.078211648
## GYOR     -0.076401115 -0.000978848  0.06823900 -0.28073137 -0.113088032
## HAJDU    -0.214084106 -0.073295642 -0.04421512  0.04403555  0.010928194
## HEVES    -0.003936577  0.113841734  0.03991811 -0.10463255  0.055757356
## JASZ     -0.122147693 -0.246363395  0.10933780  0.07000233 -0.071788076
## KOMAROM   0.029913289  0.134103305  0.19948734  0.10404317  0.035583821
## NOGRAD   -0.119369691 -0.029888589  0.06649165  0.15791769  0.012120190
## PEST     -0.030569676  0.045973270 -0.25064667  0.06587825 -0.224205342
## SOMOGY    0.169691418 -0.129305614  0.12122051  0.02765569 -0.054571345
## SZABOLCS  0.015336846 -0.020249155 -0.07961640 -0.04006136  0.034413436
## TOLNA     0.126879140  0.165318600  0.08598986 -0.03001068  0.005635787
## VAS       0.036573623  0.049284246 -0.16002636 -0.01058906  0.061962445
## VESZPREM -0.265507681  0.158082937 -0.06893482 -0.01205564  0.132857355
## ZALA      0.038243305 -0.041471569  0.01891095 -0.06319898 -0.051754399
## 
## $cos2
##              Dim.1        Dim.2        Dim.3        Dim.4        Dim.5
## BUDAPEST 0.6891442 0.0175047176 3.169569e-02 2.877096e-04 0.0004754796
## BARANYA  0.5695782 0.0005497795 5.761727e-02 3.351773e-02 0.0111227606
## BACS     0.5085751 0.0362728293 3.122515e-02 4.787352e-05 0.1652654897
## BEKES    0.4534845 0.0974788365 1.325262e-01 4.450740e-03 0.0153851446
## BORSOD   0.5615282 0.0239285556 8.635869e-04 3.423179e-03 0.0573512262
## CSONGRAD 0.4345294 0.1073607706 5.145225e-05 2.929142e-02 0.0085858646
## FEJER    0.5335118 0.1395571922 1.111265e-04 1.683704e-02 0.0010035646
## GYOR     0.6984656 0.0615463344 3.119802e-04 8.628099e-04 0.0205318353
## HAJDU    0.5610929 0.0810767162 1.860958e-04 8.245357e-03 0.0023137438
## HEVES    0.4645545 0.0189007489 3.041829e-02 2.452362e-01 0.0079794594
## JASZ     0.6009475 0.0017359866 8.738356e-02 2.080003e-02 0.0163665151
## KOMAROM  0.6093189 0.0425242896 1.611621e-02 3.423979e-02 0.0555311877
## NOGRAD   0.4408867 0.0683100544 1.682816e-01 1.123440e-01 0.0016164936
## PEST     0.7421657 0.0022251942 3.792547e-02 9.730506e-03 0.0069661613
## SOMOGY   0.5262093 0.0531357717 1.670630e-03 6.557898e-04 0.0406739955
## SZABOLCS 0.4409881 0.0306130905 3.683356e-03 8.445470e-02 0.1826119630
## TOLNA    0.3808415 0.2327059343 2.389596e-02 1.601760e-01 0.0004502834
## VAS      0.3905307 0.1406557008 8.114563e-02 2.484781e-02 0.0835727069
## VESZPREM 0.5878385 0.0566878912 4.439909e-02 1.915068e-02 0.0018076126
## ZALA     0.3701894 0.0644802381 1.784828e-01 6.205752e-02 0.0330886113
##                 Dim.6        Dim.7        Dim.8        Dim.9       Dim.10
## BUDAPEST 1.045645e-07 0.0173014583 1.394764e-02 0.0016026775 0.0453811274
## BARANYA  8.145179e-03 0.0133370355 4.521445e-02 0.0567236858 0.0126134790
## BACS     4.024206e-02 0.0021479911 4.897779e-02 0.0445489794 0.0003932576
## BEKES    8.560636e-04 0.0308732825 8.069677e-02 0.0579064125 0.0064482648
## BORSOD   7.139739e-02 0.0049322928 4.264116e-02 0.0241977396 0.0632143128
## CSONGRAD 1.643769e-02 0.0028591251 1.558026e-01 0.2170092767 0.0029206568
## FEJER    2.123759e-04 0.1240082442 1.763660e-02 0.0089228526 0.0027570588
## GYOR     7.478331e-03 0.0111963702 5.306837e-03 0.0008199531 0.0002844717
## HAJDU    8.228206e-02 0.0128979656 4.628743e-03 0.0008640012 0.0092339465
## HEVES    8.512278e-03 0.0062852225 1.347384e-02 0.0005275978 0.0908256143
## JASZ     2.259218e-02 0.0130923472 3.313055e-03 0.0001060230 0.0555260113
## KOMAROM  1.004301e-02 0.0156460541 3.770848e-06 0.0076678577 0.0022132095
## NOGRAD   9.722471e-03 0.0144828639 3.240733e-02 0.0088391649 0.0014747215
## PEST     7.679560e-03 0.0008989904 7.905799e-03 0.0028556734 0.0044273494
## SOMOGY   7.112204e-02 0.1466556323 2.342789e-02 0.0180881053 0.0089854175
## SZABOLCS 1.510855e-03 0.0422223434 5.024535e-02 0.0101397660 0.0756538109
## TOLNA    9.968475e-04 0.0134854596 1.404532e-02 0.0097794175 0.0033722071
## VAS      1.292953e-01 0.0142355715 1.843440e-03 0.0443508065 0.0119961415
## VESZPREM 2.052233e-02 0.1032730667 4.079543e-03 0.0001700009 0.0002788588
## ZALA     1.478332e-01 0.0004186885 2.492787e-03 0.0065782400 0.0492282360
##                Dim.11      Dim.12       Dim.13       Dim.14       Dim.15
## BUDAPEST 5.129081e-06 0.016590184 1.789267e-02 2.046058e-02 1.891000e-02
## BARANYA  3.572499e-04 0.005634511 1.701944e-01 3.689747e-03 1.184188e-03
## BACS     1.629374e-03 0.005652424 1.439290e-04 7.365513e-05 8.015125e-02
## BEKES    2.287594e-02 0.021541547 8.603373e-03 1.083827e-03 1.931539e-02
## BORSOD   2.179230e-03 0.062124842 3.173831e-02 6.735411e-03 2.697101e-08
## CSONGRAD 4.355001e-03 0.002356260 7.800235e-05 7.604861e-03 1.438307e-03
## FEJER    6.674532e-03 0.002122145 9.409862e-03 6.538790e-02 3.573563e-02
## GYOR     4.387770e-02 0.001670015 2.675772e-02 1.536817e-02 3.428202e-03
## HAJDU    9.383310e-02 0.047818721 1.297373e-02 6.019822e-04 2.673316e-02
## HEVES    5.096650e-02 0.002302643 2.967524e-03 2.583434e-02 2.589470e-03
## JASZ     3.702352e-03 0.064180017 4.720422e-03 6.348442e-03 1.561991e-03
## KOMAROM  1.314178e-02 0.042792777 4.386658e-06 4.728392e-02 3.270796e-02
## NOGRAD   5.991855e-02 0.001683395 8.535963e-03 1.827773e-02 8.570470e-03
## PEST     1.175872e-03 0.001788696 2.205785e-04 1.800813e-02 3.554650e-02
## SOMOGY   2.695369e-04 0.003756251 3.855922e-06 2.946204e-02 1.193131e-02
## SZABOLCS 2.835837e-02 0.029177915 3.964362e-03 3.181229e-03 3.421577e-03
## TOLNA    4.609447e-02 0.001946519 3.069372e-02 2.961467e-02 1.464404e-04
## VAS      2.577833e-03 0.003906107 1.525389e-02 1.445708e-02 8.004818e-03
## VESZPREM 5.880830e-03 0.016193066 3.973174e-03 1.064281e-02 7.069604e-03
## ZALA     1.865926e-02 0.046044566 1.422150e-03 7.688432e-03 1.123266e-03
##                Dim.16       Dim.17       Dim.18       Dim.19       Dim.20
## BUDAPEST 6.571552e-03 6.217931e-02 0.0027906670 7.738676e-03 0.0295204567
## BARANYA  5.563494e-05 2.002186e-03 0.0001399347 2.764315e-03 0.0055582429
## BACS     2.827445e-02 1.039084e-03 0.0040922686 2.680587e-06 0.0012443747
## BEKES    2.847783e-02 5.041568e-03 0.0097464729 2.475931e-03 0.0007319007
## BORSOD   9.418111e-04 2.060150e-02 0.0206248332 1.139557e-04 0.0014624175
## CSONGRAD 3.858230e-06 9.409645e-05 0.0008505783 1.416908e-03 0.0069538595
## FEJER    8.541583e-03 1.219256e-04 0.0015279336 1.980357e-02 0.0061170619
## GYOR     5.837130e-03 9.581435e-07 0.0046565606 7.881010e-02 0.0127889030
## HAJDU    4.583200e-02 5.372251e-03 0.0019549770 1.939129e-03 0.0001194254
## HEVES    1.549664e-05 1.295994e-02 0.0015934553 1.094797e-02 0.0031088827
## JASZ     1.492006e-02 6.069492e-02 0.0119547555 4.900327e-03 0.0051535279
## KOMAROM  8.948048e-04 1.798370e-02 0.0397951996 1.082498e-02 0.0012662083
## NOGRAD   1.424912e-02 8.933277e-04 0.0044211396 2.493800e-02 0.0001468990
## PEST     9.345051e-04 2.113542e-03 0.0628237536 4.339943e-03 0.0502680356
## SOMOGY   2.879518e-02 1.671994e-02 0.0146944114 7.648374e-04 0.0029780317
## SZABOLCS 2.352188e-04 4.100283e-04 0.0063387716 1.604913e-03 0.0011842846
## TOLNA    1.609832e-02 2.733024e-02 0.0073942562 9.006409e-04 0.0000317621
## VAS      1.337630e-03 2.428937e-03 0.0256084365 1.121281e-04 0.0038393446
## VESZPREM 7.049433e-02 2.499021e-02 0.0047520100 1.453384e-04 0.0176510768
## ZALA     1.462550e-03 1.719891e-03 0.0003576240 3.994111e-03 0.0026785178
## 
## $contrib
##             Dim.1       Dim.2        Dim.3        Dim.4       Dim.5
## BUDAPEST 6.523280  1.37049982  3.415516177  0.033045119  0.06671524
## BARANYA  5.391497  0.04304398  6.208816516  3.849706053  1.56065091
## BACS     4.814055  2.83991477  3.364811312  0.005498552 23.18864415
## BEKES    4.292580  7.63192705 14.280978233  0.511193299  2.15871229
## BORSOD   5.315297  1.87344245  0.093059826  0.393172016  8.04703497
## CSONGRAD 4.113155  8.40561499  0.005544477  3.364290046  1.20469530
## FEJER    5.050100 10.92637488  0.011974955  1.933831948  0.14081163
## GYOR     6.611515  4.81865758  0.033618882  0.099098722  2.88085203
## HAJDU    5.311176  6.34775307  0.020053614  0.947027097  0.32464480
## HEVES    4.397366  1.47979953  3.277864113 28.166802325  1.11960969
## JASZ     5.688431  0.13591589  9.416421516  2.389003684  2.29640982
## KOMAROM  5.767673  3.32936141  1.736676992  3.932638147  7.79166270
## NOGRAD   4.173332  5.34821065 18.133966009 12.903359954  0.22681259
## PEST     7.025170  0.17421751  4.086835940  1.117605112  0.97743235
## SOMOGY   4.980977  4.16016797  0.180026545  0.075321268  5.70702819
## SZABOLCS 4.174292  2.39679588  0.396917158  9.700112366 25.62255334
## TOLNA    3.604958 18.21928511  2.575020121 18.397146169  0.06317993
## VAS      3.696674 11.01238060  8.744224598  2.853915640 11.72620953
## VESZPREM 5.564344  4.43827466  4.784430506  2.199566563  0.25362879
## ZALA     3.504128  5.04836220 19.233242512  7.127665920  4.64271176
##                 Dim.6       Dim.7        Dim.8       Dim.9      Dim.10
## BUDAPEST 1.591832e-05  2.93120849 2.455179e+00  0.30720393 10.14719828
## BARANYA  1.239977e+00  2.25955702 7.959018e+00 10.87289211  2.82036784
## BACS     6.126230e+00  0.36391209 8.621472e+00  8.53922378  0.08793221
## BEKES    1.303224e-01  5.23054337 1.420491e+01 11.09959915  1.44182890
## BORSOD   1.086915e+01  0.83562774 7.506047e+00  4.63826369 14.13468996
## CSONGRAD 2.502384e+00  0.48439222 2.742566e+01 41.59670546  0.65305746
## FEJER    3.233094e-02 21.00944397 3.104538e+00  1.71034750  0.61647701
## GYOR     1.138460e+00  1.89688609 9.341530e-01  0.15717000  0.06360772
## HAJDU    1.252617e+01  2.18516993 8.147893e-01  0.16561321  2.06470600
## HEVES    1.295862e+00  1.06484074 2.371776e+00  0.10113084 20.30856368
## JASZ     3.439310e+00  2.21810200 5.831912e-01  0.02032267 12.41558943
## KOMAROM  1.528893e+00  2.65075036 6.637756e-04  1.46978795  0.49487259
## NOGRAD   1.480096e+00  2.45368298 5.704605e+00  1.69430608  0.32974701
## PEST     1.169094e+00  0.15230672 1.391644e+00  0.54738032  0.98995319
## SOMOGY   1.082723e+01 24.84635847 4.123970e+00  3.46715864  2.00913502
## SZABOLCS 2.300043e-01  7.15329826 8.844599e+00  1.94360750 16.91615575
## TOLNA    1.517546e-01  2.28470301 2.472373e+00  1.87453529  0.75402388
## VAS      1.968320e+01  2.41178676 3.244974e-01  8.50123765  2.68233146
## VESZPREM 3.124207e+00 17.49649568 7.181146e-01  0.03258605  0.06235270
## ZALA     2.250531e+01  0.07093409 4.388008e-01  1.26092817 11.00740990
##                Dim.11     Dim.12       Dim.13      Dim.14       Dim.15
## BUDAPEST  0.001261665  4.3740957  5.118743105  6.16644825 6.312391e+00
## BARANYA   0.087877298  1.4855706 48.689289328  1.11202278 3.952965e-01
## BACS      0.400797982  1.4902935  0.041175282  0.02219832 2.675547e+01
## BEKES     5.627087328  5.6795505  2.461256936  0.32664572 6.447716e+00
## BORSOD    0.536053061 16.3795656  9.079710955  2.02993098 9.003254e-06
## CSONGRAD  1.071255132  0.6212413  0.022314948  2.29196737 4.801245e-01
## FEJER     1.641819569  0.5595155  2.691977622 19.70672828 1.192899e+01
## GYOR     10.793155940  0.4403088  7.654860140  4.63168701 1.144376e+00
## HAJDU    23.081321055 12.6076758  3.711529391  0.18142654 8.923858e+00
## HEVES    12.536877769  0.6071050  0.848950592  7.78600349 8.643970e-01
## JASZ      0.910714773 16.9214239  1.350420675  1.91330555 5.214117e-01
## KOMAROM   3.232649746 11.2825573  0.001254937 14.25051676 1.091832e+01
## NOGRAD   14.738929414  0.4438366  2.441972407  5.50857613 2.860928e+00
## PEST      0.289244186  0.4715999  0.063103211  5.42732278 1.186586e+01
## SOMOGY    0.066301427  0.9903569  0.001103104  8.87932662 3.982818e+00
## SZABOLCS  6.975669070  7.6929221  1.134126478  0.95876479 1.142164e+00
## TOLNA    11.338444396  0.5132107  8.780875061  8.92532417 4.888361e-02
## VAS       0.634102315  1.0298673  4.363839172  4.35710122 2.672106e+00
## VESZPREM  1.446582721  4.2693933  1.136647425  3.20754909 2.359920e+00
## ZALA      4.589855154 12.1399100  0.406849233  2.31715414 3.749600e-01
##                Dim.16       Dim.17      Dim.18       Dim.19      Dim.20
## BUDAPEST  2.398612233 2.349070e+01  1.23416379  4.334458721 19.31926432
## BARANYA   0.020306719 7.564051e-01  0.06188569  1.548302151  3.63751703
## BACS     10.320157186 3.925552e-01  1.80979308  0.001501406  0.81436420
## BEKES    10.394391686 1.904652e+00  4.31034733  1.386777641  0.47898252
## BORSOD    0.343760474 7.783034e+00  9.12126838  0.063826990  0.95705940
## CSONGRAD  0.001408252 3.554867e-02  0.37616562  0.793615211  4.55085949
## FEJER     3.117672349 4.606224e-02  0.67572387 11.092048459  4.00322857
## GYOR      2.130548984 3.619767e-04  2.05934946 44.141807772  8.36952491
## HAJDU    16.728653235 2.029581e+00  0.86458250  1.086112891  0.07815636
## HEVES     0.005656262 4.896131e+00  0.70470067  6.131995887  2.03456634
## JASZ      5.445812245 2.292991e+01  5.28695347  2.744689691  3.37265674
## KOMAROM   0.326603210 6.794055e+00 17.59930333  6.063109135  0.82865296
## NOGRAD    5.200921087 3.374900e-01  1.95523523 13.967857051  0.09613608
## PEST      0.341093772 7.984742e-01 27.78360977  2.430817070 32.89723719
## SOMOGY   10.510221850 6.316621e+00  6.49855777  0.428388056  1.94893265
## SZABOLCS  0.085854731 1.549044e-01  2.80330204  0.898916966  0.77503905
## TOLNA     5.875875391 1.032508e+01  3.27008682  0.504452054  0.02078627
## VAS       0.488234072 9.176272e-01 11.32525144  0.062803353  2.51260721
## VESZPREM 25.730386268 9.441045e+00  2.10156163  0.081404506 11.55150887
## ZALA      0.533829994 6.497571e-01  0.15815811  2.237114991  1.75291983

menampilkan informasi variabel pada hasil PCA

pca_table <- data.frame(
  Komponen = paste0("PC", 1:nrow(pca_result$eig)),
  Eigenvalue = pca_result$eig[,1],
  Variance_Percent = pca_result$eig[,2],
  Cumulative_Variance = pca_result$eig[,3]
)

knitr::kable(pca_table, digits = 3)

	Komponen	Eigenvalue	Variance_Percent	Cumulative_Variance
comp 1	PC1	10.564	52.822	52.822
comp 2	PC2	1.277	6.386	59.208
comp 3	PC3	0.928	4.640	63.848
comp 4	PC4	0.871	4.353	68.201
comp 5	PC5	0.713	3.564	71.765
comp 6	PC6	0.657	3.284	75.049
comp 7	PC7	0.590	2.951	78.001
comp 8	PC8	0.568	2.840	80.841
comp 9	PC9	0.522	2.608	83.449
comp 10	PC10	0.447	2.236	85.686
comp 11	PC11	0.407	2.033	87.718
comp 12	PC12	0.379	1.896	89.615
comp 13	PC13	0.350	1.748	91.362
comp 14	PC14	0.332	1.659	93.022
comp 15	PC15	0.300	1.498	94.519
comp 16	PC16	0.274	1.370	95.889
comp 17	PC17	0.265	1.323	97.213
comp 18	PC18	0.226	1.131	98.343
comp 19	PC19	0.179	0.893	99.236
comp 20	PC20	0.153	0.764	100.000

membuat tabel ringkasan dari hasil PCA

# membuat scree plot
fviz_eig(pca_result,
         addlabels = TRUE,
         ncp = p,
         barfill = "skyblue",
         barcolor = "darkblue",
         linecolor = "red")

## Warning in geom_bar(stat = "identity", fill = barfill, color = barcolor, :
## Ignoring empty aesthetic: `width`.

PC1 menjelaskan sekitar 52.8 persen varians total, jauh lebih besar dibanding komponen lain. Setelah PC1, penurunan varians sangat tajam dan mulai melandai dari PC2 ke seterusnya. Pola ini membentuk titik elbow di sekitar PC2 atau PC3. Artinya sebagian besar informasi sudah dirangkum oleh sedikit komponen utama.

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

Dim1 menjelaskan 52.8 persen varians dan Dim2 menjelaskan 6.4 persen. Titik hitam mewakili observasi, sedangkan panah biru menunjukkan kontribusi variabel. Panah yang searah menandakan variabel berkorelasi positif, sedangkan yang berlawanan arah menunjukkan korelasi negatif. Panjang panah menunjukkan kekuatan kontribusi variabel terhadap komponen. Sebagian besar variabel mengarah ke sisi positif Dim1, sehingga PC1 menjadi faktor dominan yang merangkum variasi data

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

## Warning: Using `size` aesthetic for lines was deprecated in ggplot2 3.4.0.
## ℹ Please use `linewidth` instead.
## ℹ The deprecated feature was likely used in the factoextra package.
##   Please report the issue at <https://github.com/kassambara/factoextra/issues>.
## This warning is displayed once per session.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.

plot(contrib_circle)

Warna panah mewakili nilai kontribusi. Semakin hangat warnanya, semakin besar pengaruh variabel tersebut. Sebagian besar variabel berada di sisi positif Dim1, sehingga PC1 menjadi faktor utama variasi data. Variabel seperti PEST, HAJDU, GYOR, dan BUDAPEST terlihat memberi kontribusi lebih besar. Panah yang berdekatan arah menunjukkan variabel saling berkorelasi positif, sedangkan yang arahnya berbeda menunjukkan pola yang berbeda dalam data.

#contribution
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)

FACTOR ANALYSIS (FA)

# Factor Analysis
varcov = cov(scale_data)
pc = eigen(varcov)

cat("eigen value:")

## eigen value:

varcov = cov(scale_data) menghitung matriks kovarians dari data yang sudah distandarkan. Lalu pc = eigen(varcov) menghitung eigenvalue dan eigenvector dari matriks tersebut sebagai dasar menentukan jumlah faktor yang relevan

pc$values

##  [1] 10.5643807  1.2772506  0.9279911  0.8706569  0.7127001  0.6568813
##  [7]  0.5902500  0.5680908  0.5216982  0.4472282  0.4065326  0.3792826
## [13]  0.3495520  0.3318049  0.2995696  0.2739731  0.2646976  0.2261180
## [19]  0.1785385  0.1528032

cat("eigen vector:")

## eigen vector:

pc$vectors

##             [,1]        [,2]         [,3]         [,4]        [,5]
##  [1,] -0.2554071  0.11706835 -0.184811152  0.018178316  0.02582929
##  [2,] -0.2321960 -0.02074704 -0.249174969  0.196206678 -0.12492601
##  [3,] -0.2194095 -0.16852047 -0.183434220  0.007415222 -0.48154589
##  [4,] -0.2071854 -0.27625943  0.377901816 -0.071497783  0.14692557
##  [5,] -0.2305493 -0.13687375 -0.030505709 -0.062703430  0.28367296
##  [6,] -0.2028091  0.28992439  0.007446124 -0.183420011 -0.10975861
##  [7,] -0.2247243 -0.33055068 -0.010943014 -0.139062286  0.03752488
##  [8,] -0.2571287 -0.21951441 -0.018335453 -0.031479949 -0.16973073
##  [9,] -0.2304599 -0.25194748 -0.014161078  0.097315317 -0.05697761
## [10,] -0.2096990 -0.12164701 -0.181048726 -0.530724056  0.10581161
## [11,] -0.2385043 -0.03686677  0.306861883  0.154564022 -0.15153910
## [12,] -0.2401598 -0.18246538  0.131783041  0.198308803 -0.27913550
## [13,] -0.2042874  0.23126199 -0.425839947 -0.359212471  0.04762485
## [14,] -0.2650504  0.04173937 -0.202159243  0.105716844  0.09886518
## [15,] -0.2231810  0.20396490  0.042429535  0.027444721  0.23889387
## [16,] -0.2043108 -0.15481589 -0.063001362  0.311450034  0.50618725
## [17,] -0.1898673  0.42684055 -0.160468692  0.428918945  0.02513562
## [18,] -0.1922674  0.33184907  0.295706351 -0.168935362 -0.34243553
## [19,] -0.2358886  0.21067213  0.218733411  0.148309358  0.05036157
## [20,] -0.1871932  0.22468561  0.438557208 -0.266976889  0.21546953
##                [,6]        [,7]         [,8]        [,9]       [,10]
##  [1,] -0.0003989777  0.17120772  0.156690098 -0.05542598 -0.31854667
##  [2,] -0.1113542702 -0.15031823 -0.282117321  0.32974069 -0.16793951
##  [3,] -0.2475122195 -0.06032513  0.293623435 -0.29221950  0.02965337
##  [4,]  0.0361001975  0.22870381 -0.376893990  0.33316061 -0.12007618
##  [5,]  0.3296838942  0.09141268  0.273971655 -0.21536629 -0.37596130
##  [6,]  0.1581892519  0.06959829  0.523695147  0.64495508  0.08081197
##  [7,] -0.0179808063 -0.45836060  0.176196998  0.13078025  0.07851605
##  [8,]  0.1066986448 -0.13772749 -0.096651592  0.03964467 -0.02522057
##  [9,]  0.3539232945  0.14782320 -0.090265683  0.04069560 -0.14369085
## [10,] -0.1138359549  0.10319112 -0.154005712  0.03180108  0.45065024
## [11,] -0.1854537746  0.14893294 -0.076366953 -0.01425576  0.35235762
## [12,] -0.1236484063  0.16281125 -0.002576384 -0.12123481 -0.07034718
## [13,] -0.1216591852  0.15664236 -0.238843147 -0.13016551 -0.05742360
## [14,] -0.1081246564 -0.03902649 -0.117967944 -0.07398516 -0.09949639
## [15,]  0.3290475603 -0.49846122 -0.203075602 -0.18620308  0.14174396
## [16,] -0.0479587614  0.26745651  0.297398712 -0.13941332  0.41129254
## [17,] -0.0389556914  0.15115234 -0.157237824  0.13691367  0.08683455
## [18,]  0.4436575545  0.15529928 -0.056964671 -0.29156882  0.16377825
## [19,] -0.1767542774 -0.41828813  0.084741644 -0.01805161  0.02497052
## [20,] -0.4743976034  0.02663345  0.066242038 -0.11229106 -0.33177417
##              [,11]       [,12]        [,13]       [,14]         [,15]
##  [1,]  0.003551993  0.20914339  0.226246395 -0.24832334  0.2512447263
##  [2,] -0.029644105 -0.12188399 -0.697777109  0.10545249 -0.0628726074
##  [3,]  0.063308608  0.12207758  0.020291693 -0.01489910 -0.5172568994
##  [4,] -0.237214825  0.23831807  0.156883936 -0.05715293 -0.2539235244
##  [5,]  0.073215645  0.40471676 -0.301325587  0.14247565 -0.0003000542
##  [6,] -0.103501456 -0.07881886 -0.014938189 -0.15139245 -0.0692910136
##  [7,]  0.128133507 -0.07480077  0.164072472  0.44392261  0.3453837344
##  [8,] -0.328529389 -0.06635577  0.276674179  0.21521355  0.1069755024
##  [9,]  0.480430235 -0.35507289  0.192653300 -0.04259419 -0.2987282721
## [10,]  0.354074537  0.07791694 -0.092138515 -0.27903411  0.0929729523
## [11,]  0.095431377  0.41135658 -0.116207602  0.13832229  0.0722088395
## [12,] -0.179795710 -0.33589518  0.003542509 -0.37749857  0.3304287895
## [13,] -0.383913134 -0.06662106  0.156268116  0.23470356 -0.1691427769
## [14,]  0.053781427  0.06867313 -0.025120353 -0.23296615  0.3444685591
## [15,] -0.025749063 -0.09951668  0.003321301 -0.29798199 -0.1995699900
## [16,] -0.264114920 -0.27736117 -0.106495374  0.09791654 -0.1068720941
## [17,]  0.336726067  0.07163873  0.296325413  0.29875281  0.0221096385
## [18,] -0.079630542 -0.10148238 -0.208898041  0.20873671  0.1634657899
## [19,] -0.120273967  0.20662510  0.106613668 -0.17909632 -0.1536203261
## [20,]  0.214239472 -0.34842374 -0.063784734  0.15222201 -0.0612339786
##              [,16]        [,17]       [,18]        [,19]       [,20]
##  [1,] -0.154874537  0.484672044  0.11109292 -0.208193629  0.43953685
##  [2,] -0.014250165  0.086971555  0.02487683 -0.124430790  0.19072276
##  [3,] -0.321250015 -0.062654222  0.13452855 -0.003874798 -0.09024213
##  [4,] -0.322403345 -0.138009138  0.20761376  0.117761523  0.06920856
##  [5,]  0.058631090 -0.278980889 -0.30201438  0.025264004 -0.09782941
##  [6,]  0.003752668  0.018854354 -0.06133234  0.089085084 -0.21332744
##  [7,] -0.176569316  0.021462116  0.08220243  0.333047271  0.20008070
##  [8,]  0.145964002  0.001902569 -0.14350434 -0.664393015 -0.28930131
##  [9,]  0.409006763  0.142463362  0.09298293  0.104216740  0.02795646
## [10,]  0.007520813 -0.221272038 -0.08394645 -0.247628671  0.14263823
## [11,]  0.233362642  0.478851900 -0.22993376  0.165671050 -0.18364794
## [12,] -0.057149209 -0.260654073 -0.41951524  0.246233814  0.09103038
## [13,]  0.228055280  0.058093888 -0.13982973  0.373735964  0.03100582
## [14,]  0.058403234 -0.089357381  0.52710160  0.155910778 -0.57356113
## [15,] -0.324194723  0.251328891 -0.25492269  0.065451360 -0.13960418
## [16,] -0.029300978  0.039357902  0.16743064 -0.094811232  0.08803630
## [17,] -0.242402050 -0.321326655 -0.18083381 -0.071024788  0.01441745
## [18,] -0.069873748 -0.095792862  0.33653011 -0.025060597  0.15851206
## [19,]  0.507251282 -0.307262832  0.14496764 -0.028531475  0.33987511
## [20,] -0.073063670  0.080607510 -0.03976910 -0.149569883 -0.13239788

sp = sum(pc$values[1:3])

L1 = sqrt(pc$values[1])*pc$vectors[,1]
L2 = sqrt(pc$values[2])*pc$vectors[,2]
L3 = sqrt(pc$values[3])*pc$vectors[,3]

L = cbind(L1,L2,L3)
cat("factor loading:")

## factor loading:

menghitung factor loading untuk tiga faktor utama. Variabel sp menjumlahkan tiga eigenvalue pertama sebagai ukuran varians yang dijelaskan oleh faktor terpilih. Baris L1, L2, dan L3 menghitung loading tiap faktor dengan mengalikan akar eigenvalue dengan eigenvector yang sesuai. Kemudian cbind(L1, L2, L3) menggabungkan ketiganya menjadi matriks loading L. Perintah cat("factor loading:") hanya mencetak judul di output sebelum nilai factor loading ditampilkan

L

##               L1          L2           L3
##  [1,] -0.8301471  0.13230540 -0.178032825
##  [2,] -0.7547041 -0.02344738 -0.240035968
##  [3,] -0.7131445 -0.19045427 -0.176706395
##  [4,] -0.6734126 -0.31221601  0.364041495
##  [5,] -0.7493519 -0.15468858 -0.029386849
##  [6,] -0.6591884  0.32765953  0.007173023
##  [7,] -0.7304189 -0.37357354 -0.010541656
##  [8,] -0.8357426 -0.24808534 -0.017662962
##  [9,] -0.7490613 -0.28473973 -0.013641692
## [10,] -0.6815824 -0.13747999 -0.174408394
## [11,] -0.7752080 -0.04166517  0.295607096
## [12,] -0.7805888 -0.20621418  0.126949629
## [13,] -0.6639930  0.26136192 -0.410221396
## [14,] -0.8614904  0.04717196 -0.194744639
## [15,] -0.7254029  0.23051198  0.040873345
## [16,] -0.6640693 -0.17496597 -0.060690658
## [17,] -0.6171236  0.48239603 -0.154583175
## [18,] -0.6249246  0.37504093  0.284860716
## [19,] -0.7667063  0.23809219  0.210710916
## [20,] -0.6084319  0.25392959  0.422472227

Matriks L menunjukkan factor loading setiap variabel terhadap tiga faktor.