library(tidyverse)
## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr     1.2.0     ✔ readr     2.2.0
## ✔ forcats   1.0.1     ✔ stringr   1.6.0
## ✔ ggplot2   4.0.2     ✔ tibble    3.3.1
## ✔ lubridate 1.9.5     ✔ tidyr     1.3.2
## ✔ purrr     1.2.1     
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ 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("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

Pengolahan data dilakukan menggunakan package R, khususnya melalui tidyverse. Dataset yang digunakan terdiri dari 21 kolom, kemudian dipilih 20 kolom yang bertipe numerik untuk dianalisis. Selanjutnya dilakukan pemeriksaan untuk mengetahui apakah terdapat nilai yang hilang (missing values) pada data tersebut.

MENDETEKSI OUTLIER (BOXPLOT)

library(dplyr)
library(tidyr)
library(ggplot2)

df %>%
  pivot_longer(
    cols = everything(),
    names_to = "Variabel",
    values_to = "Nilai"
  ) %>%
  ggplot(aes(x = Variabel, y = Nilai, fill = Variabel)) +
  geom_boxplot() +
  scale_fill_brewer(palette = "Set3") +
  coord_flip() +
  theme_minimal() +
  theme(legend.position = "none") +
  labs(title = "Boxplot Berwarna", y = "Nilai", x = NULL)
## Warning in RColorBrewer::brewer.pal(n, pal): n too large, allowed maximum for palette Set3 is 12
## Returning the palette you asked for with that many colors

Boxplot ini digunakan untuk melihat apakah ada outlier pada data tersebut

STATISTIKA DESKRIPTIF

stat_deskriptif <- df %>%
  summarise(across(
    where(is.numeric),
    list(
      Minimum  = ~min(.x, na.rm = TRUE),
      Maksimum = ~max(.x, na.rm = TRUE),
      Mean     = ~round(mean(.x, na.rm = TRUE), 3),
      Std_Dev  = ~round(sd(.x, na.rm = TRUE), 3)
    )
  )) %>%
  pivot_longer(
    cols = everything(),
    names_to = c("Variabel", "Statistik"),
    names_sep = "_"
  ) %>%
  pivot_wider(names_from = Statistik, values_from = value)
## Warning: Expected 2 pieces. Additional pieces discarded in 20 rows [4, 8, 12, 16, 20,
## 24, 28, 32, 36, 40, 44, 48, 52, 56, 60, 64, 68, 72, 76, 80].
knitr::kable(stat_deskriptif)
Variabel Minimum Maksimum Mean Std
BUDAPEST 0 479 101.245 76.355
BARANYA 0 194 34.205 32.567
BACS 0 274 37.167 36.843
BEKES 0 271 28.912 37.618
BORSOD 0 355 57.082 50.725
CSONGRAD 0 199 31.489 33.790
FEJER 0 164 33.272 31.398
GYOR 0 181 41.437 36.014
HAJDU 0 262 47.098 44.611
HEVES 0 210 29.692 31.858
JASZ 0 224 40.870 37.283
KOMAROM 0 160 25.644 24.468
NOGRAD 0 112 21.851 22.026
PEST 0 431 86.102 66.774
SOMOGY 0 155 27.609 26.724
SZABOLCS 0 203 29.854 31.815
TOLNA 0 131 20.352 23.273
VAS 0 141 22.467 25.007
VESZPREM 0 230 40.636 40.699
ZALA 0 216 19.874 22.000

Kode tersebut digunakan untuk menghitung ukuran statistik deskriptif yang meliputi nilai minimum, maksimum, rata-rata, dan standar deviasi pada setiap variabel. Nilai rata-rata dan standar deviasi dibulatkan hingga tiga desimal untuk meningkatkan kerapian penyajian. Seluruh hasil perhitungan tersebut selanjutnya disusun dalam sebuah data frame bernama 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

Pada tahap ini dilakukan penyusunan dua matriks korelasi. Matriks pertama, yaitu cor_mat, disajikan dalam bentuk tabel dengan nilai yang telah dibulatkan hingga tiga desimal. Sementara itu, matriks kedua, yaitu mat_cor, disajikan tanpa proses pembulatan.

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

Selanjutnya, matriks korelasi tanpa pembulatan digunakan untuk menghitung nilai eigen, yang kemudian dianalisis untuk memperoleh informasi terkait karakteristik data.

Pemeriksaan nilai MSA dilakukan menggunakan uji 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

Kode tersebut digunakan untuk menghitung nilai KMO. Hasil pengujian menunjukkan bahwa data telah memenuhi kriteria kelayakan, ditandai dengan seluruh nilai MSA yang berada di atas batas minimum sebesar 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 pengujian menunjukkan nilai chi-square sebesar 7116,83 dengan derajat bebas 190 serta p-value sebesar 0. Nilai p-value yang lebih kecil dari 0,05 mengindikasikan bahwa hipotesis nol yang menyatakan tidak terdapat korelasi antar variabel ditolak. Oleh karena itu, dapat disimpulkan bahwa terdapat korelasi yang signifikan antar variabel dalam data, sehingga data tersebut layak digunakan untuk analisis faktor maupun Principal Component Analysis (PCA).

Standarisasi Data

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

Tahap pra-pemrosesan sebelum PCA melibatkan standarisasi data (skala fitur) untuk memastikan setiap variabel berpusat pada mean 0 dengan standar deviasi 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 menghitung rasio varians terjelaskan (explained variance ratio) untuk setiap komponen utama hasil PCA.

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
##  [56,] -0.5199426326 -0.6095366288 -0.462840270 -1.7117893874 -0.3134147769
##  [57,] -0.5014171345 -1.6951640587 -0.097398717 -0.9081117201  0.1805843789
##  [58,] -0.6122312131 -0.8747801903  0.205449746 -1.3990506300 -0.4222040218
##  [59,] -0.4466326790 -2.0150496595  1.422070043 -0.3807721870 -0.1883273339
##  [60,] -0.8466114469 -2.6836611843  0.321034004 -0.0483298913  0.1139157129
##  [61,] -0.7202824887 -1.6799658652  0.640775279 -1.2048484251 -0.2773220939
##  [62,] -1.6728084880 -1.5303886768  0.600809339 -0.2221998328  0.6353615232
##  [63,]  0.4480943805 -2.1663225147  0.026750935 -0.3014941939  0.6366298971
##  [64,]  0.1309674145 -1.0243861880 -0.051707084 -0.3798746852  1.2731059388
##  [65,]  1.0519918773 -1.4263474802  1.234157479  0.7190723723 -0.5684355010
##  [66,] -0.1356246390 -2.2457508904  0.087316563 -0.4869544735  1.1839669290
##  [67,]  1.1056127475 -0.4463752113  2.176096233  1.7192595877  1.1751899351
##  [68,]  1.1303583099  1.0815699775  0.835381790  0.7565354402  0.0530926620
##  [69,]  0.0166509794 -1.7934124198  1.860988569  1.9463520759  0.8924694366
##  [70,]  2.3449221471  0.9664855231  1.097022009  0.9916032459  0.2380116140
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## [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
##  [95,]  0.0059058950 -0.295905433 -2.160478e-01  0.323331796 -0.186828752
##  [96,]  0.5200938663 -0.107209325 -1.313202e-01 -0.143088634  0.046261384
##  [97,]  0.0460264641  0.155827659  2.875060e-01  0.314459799  0.068909285
##  [98,]  0.5084702844  0.316569894 -1.413501e-03 -0.383354312 -0.440842967
##  [99,] -0.1767079144  0.240613782  1.027827e-01  0.755599965  0.497524108
## [100,]  0.1345224896 -0.306258445 -5.982027e-01 -0.082415674  0.221779362
## [101,] -0.0189606307 -0.171212982 -3.858902e-01  1.118028823  0.379531020
## [102,]  0.8834345508 -0.621918866  4.659661e-01 -0.061500162  0.916258324
## [103,]  0.7755648612  0.258853157  2.606869e-01 -0.823012214 -0.447983197
## [104,]  1.0175660948  0.309199321 -3.644412e-01 -0.618618601 -0.038507181
## [105,]  1.6002464878  0.172946024 -6.584101e-01 -0.741215628  0.666816703
## [106,]  0.4847774612 -0.996114053  6.800886e-01 -1.114643091  0.260725552
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## [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
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## [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 menggunakan pc$vectors, yang merepresentasikan kontribusi atau bobot masing-masing variabel asli dalam pembentukan komponen utama.

library(FactoMineR)
library(factoextra)
## Welcome to factoextra!
## Want to learn more? See two factoextra-related books at https://www.datanovia.com/en/product/practical-guide-to-principal-component-methods-in-r/
pca_result <- PCA(scale_data,
                  scale.unit = TRUE,
                  ncp = 5,
                  graph = FALSE)
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$V
##            [,1]        [,2]         [,3]         [,4]        [,5]
##  [1,] 0.2554071  0.11706835 -0.184811152 -0.018178316  0.02582929
##  [2,] 0.2321960 -0.02074704 -0.249174969 -0.196206678 -0.12492601
##  [3,] 0.2194095 -0.16852047 -0.183434220 -0.007415222 -0.48154589
##  [4,] 0.2071854 -0.27625943  0.377901816  0.071497783  0.14692557
##  [5,] 0.2305493 -0.13687375 -0.030505709  0.062703430  0.28367296
##  [6,] 0.2028091  0.28992439  0.007446124  0.183420011 -0.10975861
##  [7,] 0.2247243 -0.33055068 -0.010943014  0.139062286  0.03752488
##  [8,] 0.2571287 -0.21951441 -0.018335453  0.031479949 -0.16973073
##  [9,] 0.2304599 -0.25194748 -0.014161078 -0.097315317 -0.05697761
## [10,] 0.2096990 -0.12164701 -0.181048726  0.530724056  0.10581161
## [11,] 0.2385043 -0.03686677  0.306861883 -0.154564022 -0.15153910
## [12,] 0.2401598 -0.18246538  0.131783041 -0.198308803 -0.27913550
## [13,] 0.2042874  0.23126199 -0.425839947  0.359212471  0.04762485
## [14,] 0.2650504  0.04173937 -0.202159243 -0.105716844  0.09886518
## [15,] 0.2231810  0.20396490  0.042429535 -0.027444721  0.23889387
## [16,] 0.2043108 -0.15481589 -0.063001362 -0.311450034  0.50618725
## [17,] 0.1898673  0.42684055 -0.160468692 -0.428918945  0.02513562
## [18,] 0.1922674  0.33184907  0.295706351  0.168935362 -0.34243553
## [19,] 0.2358886  0.21067213  0.218733411 -0.148309358  0.05036157
## [20,] 0.1871932  0.22468561  0.438557208  0.266976889  0.21546953
pca_result$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
## 64   6.163078742  3.857647829  0.9023224616 -0.846050089 -1.8777589065
## 65   4.841139091  4.545674172  1.8444634945 -0.236255441 -0.9855917248
## 66   5.166082354  2.553297778 -0.0466749800 -1.591181002  0.6100449908
## 67   4.568144478  2.912672160  0.8543903451 -1.383638153  0.4172333250
## 68   4.491296924  2.200087224  0.6485909877 -1.099630979 -0.6793062750
## 69   7.350567911  2.629101368 -0.4256969073 -2.103621308 -0.5909390304
## 70   3.454323207  1.601354033  0.8193365723 -0.472308183 -0.2003504831
## 71   4.294490858  2.551930619 -0.3305999113 -1.313322696  0.8018784776
## 72   2.618727774  1.354286236  0.8775332110 -0.776957866  0.1888478622
## 73   4.075573837  3.094263530 -0.7129072437 -1.267179776 -0.5721910257
## 74   4.326736483  0.826942412  0.5321362933 -0.875006944 -1.1109153190
## 75   1.500326867  1.460667652 -0.5853101624 -0.066227646 -0.8175518853
## 76   3.556901255  0.479202256 -0.4646951244  0.373741313 -1.4531207654
## 77   2.510510975  1.983539954 -1.1200745307 -1.671362655 -0.6953250927
## 78   1.757749823  0.762485200 -1.1583514318 -1.643948419 -0.3877088799
## 79   0.988475247 -0.178131488 -0.6427499373 -0.779345578 -0.5348586862
## 80  -2.119522570  0.222178993  0.0205650687 -0.077390033 -0.1688299169
## 81  -2.470325123  0.162246355 -0.4506694872 -0.634440810 -0.1775489574
## 82  -3.397170301  0.156100722 -0.2018998359 -0.125668681 -0.0060746995
## 83  -3.821311927 -0.009803402  0.0022707852 -0.132081941 -0.1304961625
## 84  -3.810940055 -0.064046458 -0.0010807432 -0.204231363 -0.1902942418
## 85  -4.084749333 -0.084509625 -0.0767943656 -0.064071595  0.1110329386
## 86  -4.225560247 -0.137119547  0.0718568484 -0.069167572 -0.0058742107
## 87  -4.195945578  0.020104910 -0.0175703673  0.067214418  0.0886322644
## 88  -4.238227164 -0.039996823  0.0706843631 -0.019207626 -0.0386730039
## 89  -4.256555246 -0.152161836  0.1407892656 -0.029528045  0.0305109862
## 90  -4.164072195 -0.135523352  0.1027563766 -0.110656218  0.0048461525
## 91  -3.820511811 -0.148679308  0.0202935382  0.038214558  0.1095084433
## 92  -3.789805466 -0.024725996  0.1856149849  0.178362428  0.1671465402
## 93  -3.318247759  0.184512626 -0.0027168041  0.245177455  0.0566109536
## 94  -3.318909469 -0.311609831  0.1118049495 -0.101728567  0.3491494913
## 95  -3.083922921 -0.217439057  0.1023942205  0.387160177  0.1304882767
## 96  -2.748937849 -0.621350558 -0.0408649003  0.152823846 -0.1349441819
## 97  -1.784874955 -0.632296575  0.2633735305  0.263480085  0.6165773946
## 98  -1.485112311 -0.157924249 -0.1728131506  0.537658243  0.1759368436
## 99  -0.917453726  0.365906089 -0.8787410016  1.886070671  0.1735035241
## 100  0.018504345 -0.483887948 -0.7300412322  0.595304244  0.8589361904
## 101  0.564883648  0.079051721 -0.3700097959  1.910663371  0.5941860297
## 102  0.360913694 -0.259337573  0.5685099436  1.031434110  0.3670275156
## 103  1.063595858  0.359781072 -0.7705496302  1.712675772  0.6866843741
## 104 -1.099885141 -0.467644686  0.3168643047  1.257318753  0.3927114351
## 105  2.422649212 -0.734851653  0.0539334700  2.517110094  1.0482266855
## 106  5.517232778  1.319729589 -1.5841102224  4.722360571  0.8794596580
## 107  1.866638369 -0.594818034 -0.3272204972  2.390215127  1.3940055628
## 108  3.791479463 -0.871532943 -0.2661826637  3.031548869  1.9187772910
## 109  3.619679070 -0.796361425  0.7313208106  1.899404208  1.6861341735
## 110  3.950099106 -0.210649272  0.7855364535  0.561991467  3.1442757806
## 111  3.246599408 -0.091265354  0.4817629512  1.711704459 -0.0156608150
## 112  6.300570085  0.529818025 -0.3814962358  2.962359417  1.6269190869
## 113  4.528306727 -0.235998566 -0.0991511715  1.724672746  0.1791423488
## 114  6.391729640 -0.035048229 -1.6711481655  3.475066907  0.4394821657
## 115  1.874024804 -0.162385621 -0.6070082451  0.566645499  0.8679205782
## 116  7.707334286 -0.585143836 -1.4108163519  3.770198753  0.3335512724
## 117  7.313088000 -0.231635108  0.3603883256  1.954563766 -0.1316469888
## 118  4.011265288 -1.151361715 -0.0901689750  0.432597278 -0.3522503229
## 119  3.906590733 -0.708532765 -0.4717787846  1.578117959 -0.2870660949
## 120  8.223710401  0.702695976 -2.3654552152  1.391644876  2.1490655419
## 121  4.807664426 -0.019348386 -1.5351347329  1.747057181  1.2226898507
## 122  0.972143774  0.510122261 -1.6163450101  0.733424735  0.7916813547
## 123  6.907968600  0.954606239 -3.2566071026  0.927795929 -0.3887952360
## 124  5.809937527 -0.162348991 -1.9205087892  0.683664490 -1.0927250814
## 125  7.127884447  0.317136060 -2.2741444463  0.393403421  0.4327713285
## 126  3.598048724 -0.616470944 -1.5134958309 -0.479566783  0.2799924149
## 127  6.008268765 -0.476957528 -3.2567092408  0.233069446  1.4737670274
## 128  2.228096503 -0.740488738 -1.5335865725  0.359349873 -0.2864708705
## 129  0.479094050  0.332193166 -1.1393039474 -0.485424825 -0.3176952897
## 130 -0.352621817 -0.721185419 -0.8694101560 -0.175312283 -0.4901421242
## 131 -1.562939925 -0.205474175 -0.5981954195  0.102399623  0.3521170811
## 132 -2.460274323 -0.358872687 -0.3404555675 -0.240233265  0.1003697390
## 133 -2.955402486 -0.738878585  0.6523966516 -0.100260974  0.1813006197
## 134 -3.336812020 -0.249659378 -0.1945542320 -0.182107796 -0.1946122345
## 135 -3.853330145  0.048421100 -0.0139193928 -0.117626735 -0.0494701076
## 136 -4.035421730 -0.301516901  0.0337027638 -0.146714799 -0.0810705163
## 137 -4.207706039 -0.200660858  0.0550068663  0.085985673 -0.0168288551
## 138 -4.378960655 -0.084012353  0.2238027993 -0.025545462  0.0489008273
## 139 -4.262421794 -0.082185576  0.0960426992 -0.138255206 -0.0643223933
## 140 -4.288595941 -0.145789875  0.0499059028 -0.089379211 -0.0052433556
## 141 -4.385957226 -0.097287113  0.0706723896  0.095533521 -0.0311857147
## 142 -4.311666955 -0.110550674 -0.0152173162 -0.024023054 -0.0142357023
## 143 -3.917504947 -0.136442862 -0.0020986219 -0.267970293 -0.1604811040
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## 350 -4.189000713  0.086061336  0.0429905231 -0.066376108 -0.0506867284
## 351 -4.114605563  0.101687907  0.0634965968  0.177180109  0.0716913153
## 352 -4.100789943 -0.131708757  0.0623823803  0.111744021  0.1472350549
## 353 -3.554824989  0.141164449 -0.1561384198  0.394791269 -0.3669210498
## 354 -3.752267599 -0.224397020 -0.0862005875  0.025254194 -0.0830775627
## 355 -3.109032563 -0.351776002 -0.0920072846  0.122117654 -0.0269504329
## 356 -1.990547572  1.302880871  0.2465809312  1.045731055 -1.1449478368
## 357 -3.198089639 -0.417199007 -0.0985076695  0.565266105 -0.1633647448
## 358 -1.990547572  1.302880871  0.2465809312  1.045731055 -1.1449478368
## 359 -1.560203363  0.262546879 -0.7849373851  0.410293009 -0.5434315376
## 360 -1.446967724 -0.391421826 -0.5717074307  0.743898289 -0.4633823289
## 361 -1.147118922  0.177503689 -0.5352741712  0.704484555  0.0126572217
## 362 -0.483641469  0.044234762 -0.4762687256  0.396473267  0.7848384484
## 363  0.003827002 -0.156472352 -1.3713075584  0.743158486 -0.6560947597
## 364  1.132654089  1.293043352  0.2186418452  1.371607494  1.6598786951
## 365 -0.215596652  0.032541762 -0.5135367331  1.920109643  0.1301202910
## 366  2.566234755  0.314978319 -0.7416531357  1.797665580 -1.3421465490
## 367  3.006902010 -1.160450114 -1.2140566261  1.859048160  0.0458433061
## 368  0.924624899 -0.568333793 -2.1204227573  0.023743539 -0.5173041192
## 369  3.028708408  1.955911142 -1.2921433316  3.070418426  0.4212519408
## 370  0.165533087  0.189982422 -0.5396881481  0.786753233 -0.5036664138
## 371  3.194831784  2.708331659  2.6767705851  3.871629141  1.5764434535
## 372  2.016913211 -0.524564117 -1.3504977226  2.260715015 -0.7125856868
## 373  1.924991008 -0.383795519 -0.9877851678  1.569545200 -0.1943578690
## 374  1.256381992  0.002812029 -1.2258837182  2.104635592 -1.0063307947
## 375  0.636015682  0.088894643 -0.5100364831  0.965418365 -0.9205036068
## 376 -0.714449869 -0.099922494  0.6415099735  0.935825080 -0.4580592204
## 377  3.751617901 -0.197515302 -2.0093953248  2.866802580 -0.1226124603
## 378  1.471623886 -0.900965861 -0.2109811190  0.360971168 -0.6251213897
## 379  0.753523813  0.456398730 -1.0340736959  1.300762921 -0.4739053852
## 380 -0.093031387 -0.317021071 -0.1430023744  0.775004099 -1.0671230591
## 381  2.143957449 -0.858984677 -0.7142754425  1.029753734  0.3021462639
## 382  0.416784253 -0.490012836 -0.3938116360  1.710586665  1.0355845363
## 383 -1.940281607 -0.776136003  0.1209737499  0.112605738 -0.3951087749
## 384  2.655947089  0.074596771  0.2810448991  0.425907156  0.3188661130
## 385  1.306709300 -0.784217074 -0.8524466175  0.156578269 -0.4356224804
## 386  1.144217021 -1.232522820 -0.3917273452  0.458906140 -0.2767657946
## 387  0.131850305 -0.868829515 -0.4406815122  0.030228686  1.0040252915
## 388  1.945153095 -1.519524349 -0.8014821071 -0.410524880 -1.2353714379
## 389  0.714328027  0.074775150 -0.3638161900  1.500855866 -0.2709103425
## 390  0.690669915 -0.934565677 -0.1063776098  0.917976159  0.0420694008
## 391 -0.762262544 -0.641024118 -1.0156203649  0.166907891  1.3161143071
## 392 -1.142590980 -0.502134605 -0.3642318600  0.026248410 -0.8459794129
## 393 -1.825263846 -0.265073338 -0.0573357894 -0.012122167 -0.0929456030
## 394 -2.806750116 -0.383871328 -0.1007150749 -0.009922287 -0.2725640190
## 395 -3.411601961  0.089306932  0.2437220058  0.100160475 -0.1894291149
## 396 -3.918455741 -0.380155513  0.1433833342 -0.089345320  0.1623841831
## 397 -4.033801982  0.042448762  0.1851906864 -0.022720566 -0.0938349908
## 398 -4.061482819 -0.004152839  0.2166348070  0.132782263  0.0563188553
## 399 -4.463355000 -0.140021789  0.0801225461 -0.033475611 -0.0734607362
## 400 -4.394463627 -0.010476375  0.3221373551  0.002374170 -0.0086512236
## 401 -4.138779389 -0.200568837  0.1448664733 -0.116736372  0.0408078024
## 402 -4.316893287 -0.065611074  0.0565497545 -0.047710736 -0.0517070811
## 403 -4.164675960  0.014437712 -0.1712612070  0.233409845 -0.0641981989
## 404 -4.247320645 -0.174053472 -0.0013528406  0.184106128  0.0281763928
## 405 -3.994100945 -0.374904250 -0.0570258352 -0.076395914 -0.1376710910
## 406 -3.941596547 -0.239960001 -0.0889853688 -0.507386903  0.4174432586
## 407 -3.457340039 -0.559414446 -0.0140482804  0.147813219 -0.0625180668
## 408 -2.974557969  0.051014980 -0.3838261629  0.233447061  0.2689102457
## 409 -3.440627934 -0.173097166 -0.3498453993  0.280279621  0.4252226811
## 410 -1.631806834  0.204591122 -0.7698090524  0.527406655  0.5567665927
## 411 -1.660342773  0.212973169 -0.3299424733  0.163919063  0.3875948945
## 412 -2.701753587  0.009387192 -0.0344545756  0.222127752  0.4022076799
## 413 -0.567627910  0.028409648  0.3599623224  0.914290821  0.9168048179
## 414 -1.627489174  0.643243798 -0.4556516307 -0.083904861  0.9009028270
## 415 -0.658617141 -0.464949513  0.5583437461 -0.216446741 -0.0886987809
## 416 -1.148035417 -0.226914944 -0.9958883925 -0.607384723  0.7718910960
## 417 -2.517633312  0.507990363  0.8662193099 -0.518794245  0.2077526135
## 418  0.182561015 -0.384933251 -0.9085369403 -1.223479725  1.8105625621
## 419  3.363439129 -0.144857230 -0.7389385702 -0.742407594  1.6879476201
## 420  1.361557743  0.634659452 -1.1644590652 -0.318585678 -0.0363857326
## 421  0.673149263  1.383618153 -0.5537886459 -0.686340758  0.5848059030
## 422  1.455197110  1.014930845 -0.8858824358 -0.048163433 -0.0089563353
## 423  2.455217459  2.396656075 -1.5718420457  0.601031684  0.5205733413
## 424  0.786892863  0.280087577  0.1975967064 -0.237155514 -0.5073622484
## 425  1.288798412  1.611605986 -0.8764345784 -0.096425600  1.1720365413
## 426  2.625153413  0.578881518 -1.7248411155 -1.154859355 -0.2160964558
## 427  0.286923885  1.488122725 -0.8111804535 -1.255956478  0.6982734594
## 428  1.451858374  1.208055703 -1.3801984218 -1.724733425  1.2996062965
## 429  1.766217952  0.841795941 -0.6447960949  0.139804346 -0.5455107160
## 430  4.680194437  1.008639856 -1.5561225155 -4.253492903  2.0651155696
## 431  1.113310678  2.337461553 -1.1172724048 -0.831297338  0.7831277655
## 432  2.352205252  1.384757580 -1.4287715706 -1.508120553  0.4736453865
## 433  1.825068016  2.034452040 -1.2666749670 -2.722433645  1.4726941537
## 434  2.244868329  1.801909084 -0.9004567005 -0.267064061 -0.7737150314
## 435  1.047505822 -0.143810346 -1.2578982281 -1.213044427  0.4043218827
## 436  2.162476862  0.906505253 -2.0951365106 -2.222822444  0.2343799591
## 437  2.557888504  2.377959144 -2.1755206371 -2.013728390  0.4121386183
## 438  0.971037949  1.497405892 -1.5397524498 -0.492957743 -0.4687844622
## 439  1.535934278  0.248063640 -1.5981921581 -1.278647650  0.3937868593
## 440 -0.051985205  1.568143595 -0.8044385955 -1.145040966  0.5109910107
## 441  0.252549313  0.175961290 -1.2919657980 -0.696302089  0.9674664793
## 442  0.558905757  1.056419409 -0.7621351322 -0.316214871 -0.2059489354
## 443  1.379364919  1.322160477 -2.2761191642 -0.663961406  1.2231784141
## 444 -1.159633224  0.064227181  0.2169607556 -0.308123008  0.5331251413
## 445 -1.265897179 -0.295921267 -0.9372889655  0.013247104  1.0388277942
## 446 -1.946813400  0.355208746 -0.6645110638 -0.323335963  0.2934039728
## 447 -2.327835631  0.085799907 -0.6977167870 -0.218227057 -0.0423015031
## 448 -2.499831861 -0.008979923 -0.6821140287 -0.570185562 -0.5485417549
## 449 -3.811727120 -0.114151819 -0.1619696924  0.092987426 -0.0267702217
## 450 -4.073978323  0.240996560  0.1253732706  0.317472006 -0.0515307532
## 451 -4.190841619  0.164203016  0.0738720925 -0.001274946  0.0451530825
## 452 -4.059989011  0.190622776  0.1298181003 -0.082446251 -0.2166869513
## 453 -4.321809023  0.032081079  0.1459526779  0.022212241  0.0253403775
## 454 -4.265095468 -0.240184079  0.0742527818 -0.021431293 -0.0858855697
## 455 -4.237798906 -0.048671957 -0.0270492100  0.022376068 -0.0279915496
## 456 -4.174688950 -0.243685813  0.1182041685 -0.016301748 -0.0753597972
## 457 -4.043091570 -0.249812911  0.0541659356 -0.081114219  0.0265004737
## 458 -3.619372317 -0.080289764  0.2264781529 -0.232107231 -0.1811371714
## 459 -3.638511401  0.041371051 -0.0842849322 -0.005965665  0.3379112689
## 460 -2.491015651 -0.245473636  0.2652987995  0.095202137 -0.1825463793
## 461 -2.689731691 -0.082698462  0.2242196138  0.168555419  0.8335335792
## 462 -1.714447775 -0.386034792 -0.2834184168  0.762382589  0.0621758162
## 463 -1.759422627 -0.715250832  0.2640235174  1.024497954  0.0702198745
## 464 -2.614995920 -0.363482529  0.0943622677  0.072465223  0.3738733466
## 465 -1.721902155 -0.941838849  0.2800077250 -0.013522807  0.6866436979
## 466 -1.412481887  0.238196557 -0.4174562206  0.912403277  0.5755092864
## 467 -1.662245656 -0.643204644  0.0442104385  0.465880794 -0.5468128874
## 468 -0.681624383 -0.343735904 -0.8868517845  1.735692585  0.2000818455
## 469 -4.407242190 -0.023158051  0.0697588555 -0.129507007  0.0697882905
## 470 -2.209506218 -0.501104383 -0.0527152159  0.215055544  0.3890875284
## 471  1.435903160 -0.066876859 -0.1813448969  0.604953604  1.0554659332
## 472  0.390525011 -0.400229528 -0.9695419204  1.766197947 -0.3857654886
## 473 -1.398511776 -0.355798385 -0.1645570292  1.025872565 -0.5146790780
## 474  0.535833887  1.049822724 -0.3645597121 -1.318790712  1.1681365509
## 475 -1.844139741  0.496734709 -0.3884195555  0.324516642  0.0429391803
## 476 -0.528628780  0.208978331 -0.0560984647  0.810935477  0.3858711965
## 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

Fungsi PCA() diterapkan pada data yang telah distandardisasi. Penggunaan scale.unit = TRUE menjamin variabel terskala, graph = FALSE menonaktifkan plot otomatis, dan ncp = ncol(data) menetapkan jumlah komponen yang dihitung sesuai jumlah kolom.

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
## 
## $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
## 
## $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
## 
## $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

Memvisualisasikan loading variabel pada plot PCA

Visualisasi PCA

fviz_eig(pca_result,
         addlabels = TRUE,
         barfill = "green",
         barcolor = "yellow",
         linecolor = "red")

Komponen utama pertama (PC1) menjelaskan sekitar 52,8% dari total varians, jauh lebih besar dibandingkan komponen lainnya. Setelah PC1, proporsi varians menurun tajam dan kemudian melandai mulai dari PC2 hingga seterusnya. Pola ini membentuk titik elbow di sekitar PC2 atau PC3, yang menunjukkan bahwa sebagian besar informasi sudah tercakup hanya dalam beberapa komponen utama.

fviz_pca_biplot(pca_result,
                geom.ind = "point",
                col.ind = "darkgreen",
                col.var = "black",
                addEllipses = TRUE)

Dimensi pertama (Dim1) menjelaskan 52,8% varians, sedangkan Dimensi kedua (Dim2) menjelaskan 6,4%. Titik hitam merepresentasikan observasi, sementara panah biru menunjukkan kontribusi variabel. Panah yang searah menandakan korelasi positif antarvariabel, sedangkan panah yang berlawanan arah menunjukkan korelasi negatif. Panjang panah mencerminkan besarnya kontribusi variabel terhadap komponen. Sebagian besar variabel mengarah ke sisi positif Dim1, sehingga PC1 muncul sebagai faktor dominan yang merangkum variasi data.

contrib_circle <- fviz_pca_var(pca_result, 
                               col.var = "contrib",
                               gradient.cols = c("#c6dbef", "#6baed6", "#08306b"),
                               repel = TRUE) +
                   ggtitle("Kontribusi Variabel") +
                   theme_minimal()
plot(contrib_circle)

Warna panah menggambarkan besarnya kontribusi variabel; semakin hangat warnanya, semakin besar pengaruhnya. Sebagian besar variabel berada di sisi positif Dim1, sehingga PC1 menjadi faktor utama yang merangkum variasi data. Variabel seperti PEST, HAJDU, GYOR, dan BUDAPEST tampak memberikan kontribusi lebih besar. Panah yang berdekatan arah menunjukkan adanya korelasi positif antarvariabel, sedangkan panah yang berlawanan arah menandakan adanya pola berbeda dalam data.

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)

FA

varcov = cov(scale_data)
pc = eigen(varcov)

cat("eigen value:")
## eigen value:
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:

Perhitungan factor loading dilakukan 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 cara mengalikan akar eigenvalue dengan eigenvector yang sesuai. Selanjutnya, perintah cbind(L1, L2, L3) menggabungkan ketiganya menjadi matriks loading L. Sementara itu, perintah cat(“factor loading:”) hanya menampilkan judul pada output sebelum nilai factor loading dicetak.

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