Library

library(readr)
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union
library(FactoMineR)
library(factoextra)
## Loading required package: ggplot2
## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
library(ggplot2)
library(ggrepel)

Import data

survey_qris <- read.csv(
  "E:/SEMESTER 6/MULTIV/QRIS Tap Questionnaire Dataset.csv",
  sep = ";"
)

dim(survey_qris)
## [1] 157  37
str(survey_qris)
## 'data.frame':    157 obs. of  37 variables:
##  $ Have.you.used.QRIS.Tap.before.                                              : chr  "Yes" "Yes" "Yes" "Yes" ...
##  $ Frequency.of.using.public.transportation.                                   : chr  "Several times a week" "Daily" "Several times a week" "Several times a week" ...
##  $ Age                                                                         : chr  "Gen Y (1981 to 1996)" "Gen Z (1997 to 2012)" "Gen Z (1997 to 2012)" "Gen Z (1997 to 2012)" ...
##  $ Gender.                                                                     : chr  "Male" "Male" "Female" "Female" ...
##  $ Education.Level.                                                            : chr  "S1" "S1" "S1" "Other" ...
##  $ Occupation.                                                                 : chr  "Employee" "Student" "Student" "Student" ...
##  $ I.find.QRIS.Tap.easy.to.learn.                                              : int  6 5 6 5 4 6 5 6 5 5 ...
##  $ Using.QRIS.Tap.does.not.require.much.mental.effort.                         : int  5 6 5 4 5 4 5 6 5 5 ...
##  $ It.would.be.easy.for.me.to.become.proficient.with.QRIS.Tap.                 : int  5 3 4 3 4 4 5 6 5 5 ...
##  $ The.interaction.with.QRIS.Tap.is.clear.and.understandable.                  : int  5 6 6 5 4 4 4 6 4 5 ...
##  $ The.steps.required.to.use.QRIS.Tap.are.easy.to.follow.                      : int  6 5 4 4 4 6 5 6 5 6 ...
##  $ I.find.it.easy.to.become.skillful.at.using.QRIS.Tap.                        : int  6 5 5 5 5 5 5 6 5 6 ...
##  $ Overall..QRIS.Tap.is.easy.to.use.during.my.commuting.activities.            : int  5 6 5 5 5 6 5 6 5 6 ...
##  $ QRIS.Tap.improves.the.efficiency.of.my.transportation.payments.             : int  5 6 5 5 5 6 5 6 5 6 ...
##  $ Using.QRIS.Tap.enables.me.to.complete.transactions.more.quickly.            : int  6 6 5 4 5 5 5 6 5 4 ...
##  $ QRIS.Tap.enhances.the.convenience.of.paying.for.public.transportation.      : int  6 5 5 5 5 5 1 6 5 4 ...
##  $ QRIS.Tap.helps.reduce.delays.during.transportation.payments.                : int  5 3 4 5 4 2 1 6 4 5 ...
##  $ Using.QRIS.Tap.improves.my.overall.payment.performance.                     : int  5 4 5 4 5 5 3 4 5 4 ...
##  $ Overall..QRIS.Tap.is.a.useful.payment.method.for.commuting.                 : int  6 5 5 5 5 5 5 6 5 6 ...
##  $ Using.QRIS.Tap.for.public.transportation.is.a.good.idea.                    : int  6 6 6 5 5 5 3 6 6 4 ...
##  $ I.have.a.positive.feeling.toward.using.QRIS.Tap.                            : int  5 5 5 5 5 5 5 6 6 4 ...
##  $ I.like.the.idea.of.using.QRIS.Tap.for.my.commuting.activities.              : int  6 5 5 4 5 5 5 6 5 5 ...
##  $ Using.QRIS.Tap.makes.my.commuting.experience.more.pleasant.                 : int  5 4 5 5 5 5 4 6 5 5 ...
##  $ I.believe.using.QRIS.Tap.is.a.wise.choice.for.transportation.payments.      : int  5 4 5 4 5 5 4 4 3 5 ...
##  $ Overall..I.feel.favorable.toward.adopting.QRIS.Tap.                         : int  6 5 6 4 5 4 5 6 4 5 ...
##  $ I.intend.to.use.QRIS.Tap.regularly.for.public.transportation.payments.      : int  5 4 6 5 5 4 4 4 3 4 ...
##  $ I.plan.to.continue.using.QRIS.Tap.in.the.future.                            : int  5 3 6 5 4 4 5 5 3 6 ...
##  $ I.will.choose.QRIS.Tap.whenever.it.is.available.for.transportation.payments.: int  5 3 6 5 5 4 5 4 3 3 ...
##  $ I.am.willing.to.rely.on.QRIS.Tap.for.my.commuting.needs.                    : int  5 4 6 4 5 4 3 5 3 4 ...
##  $ I.expect.to.increase.my.use.of.QRIS.Tap.over.time.                          : int  4 5 6 3 5 4 5 5 3 4 ...
##  $ I.intend.to.recommend.QRIS.Tap.to.others.for.public.transportation.use.     : int  5 2 6 4 5 4 4 5 4 5 ...
##  $ I.currently.use.QRIS.Tap.when.paying.for.public.transportation.             : int  5 3 6 5 4 2 4 4 4 5 ...
##  $ I.use.QRIS.Tap.frequently.during.my.commuting.activities.                   : int  5 3 5 5 4 2 4 5 3 5 ...
##  $ QRIS.Tap.is.one.of.my.primary.payment.methods.for.transportation.           : int  4 2 5 4 3 2 4 4 3 5 ...
##  $ I.have.used.QRIS.Tap.multiple.times.for.public.transportation.payments.     : int  6 4 6 5 4 2 5 3 4 5 ...
##  $ I.regularly.rely.on.QRIS.Tap.when.traveling.by.public.transport.            : int  5 2 4 4 4 2 3 3 3 4 ...
##  $ I.use.QRIS.Tap.more.often.than.other.payment.methods.for.commuting.         : int  5 1 4 4 4 2 3 3 1 3 ...

Rename Kolom

colnames(survey_qris)[1:6] <- c(
  "use_before",
  "frequency",
  "age",
  "gender",
  "education",
  "occupation"
)

colnames(survey_qris)[7:13]  <- paste0("PEOU", 1:7)
colnames(survey_qris)[14:19] <- paste0("PU", 1:6)
colnames(survey_qris)[20:25] <- paste0("ATU", 1:6)
colnames(survey_qris)[26:31] <- paste0("BI", 1:6)
colnames(survey_qris)[32:37] <- paste0("AU", 1:6)

Mengubah Likert jadi Numerik

survey_qris[, 7:37] <- lapply(
  survey_qris[, 7:37],
  as.numeric
)

Konstruk TAM

survey_qris <- survey_qris %>%
  mutate(
    PEOU = rowMeans(select(., PEOU1:PEOU7), na.rm = TRUE),
    PU   = rowMeans(select(., PU1:PU6), na.rm = TRUE),
    ATU  = rowMeans(select(., ATU1:ATU6), na.rm = TRUE),
    BI   = rowMeans(select(., BI1:BI6), na.rm = TRUE),
    AU   = rowMeans(select(., AU1:AU6), na.rm = TRUE)
  )

Kategorisasi

KATEGORISASI KONSTRUK (LIKERT 1-6) Rendah : 1.00 - 2.67 Sedang : 2.68 - 4.33 Tinggi : 4.34 - 6.00

kategori <- function(x){
  cut(
    x,
    breaks = c(1, 2.67, 4.33, 6),
    labels = c("Rendah", "Sedang", "Tinggi"),
    include.lowest = TRUE
  )
}

survey_qris <- survey_qris %>%
  mutate(
    PEOU_cat = cut(PEOU, breaks = c(1, 2.67, 4.33, 6),
                   labels = c("PEOU_Rendah", "PEOU_Sedang", "PEOU_Tinggi"),
                   include.lowest = TRUE),
    PU_cat   = cut(PU,   breaks = c(1, 2.67, 4.33, 6),
                   labels = c("PU_Rendah", "PU_Sedang", "PU_Tinggi"),
                   include.lowest = TRUE),
    ATU_cat  = cut(ATU,  breaks = c(1, 2.67, 4.33, 6),
                   labels = c("ATU_Rendah", "ATU_Sedang", "ATU_Tinggi"),
                   include.lowest = TRUE),
    BI_cat   = cut(BI,   breaks = c(1, 2.67, 4.33, 6),
                   labels = c("BI_Rendah", "BI_Sedang", "BI_Tinggi"),
                   include.lowest = TRUE),
    AU_cat   = cut(AU,   breaks = c(1, 2.67, 4.33, 6),
                   labels = c("AU_Rendah", "AU_Sedang", "AU_Tinggi"),
                   include.lowest = TRUE)
  )
table(survey_qris$PEOU_cat)
## 
## PEOU_Rendah PEOU_Sedang PEOU_Tinggi 
##          13          41         103
table(survey_qris$PU_cat)
## 
## PU_Rendah PU_Sedang PU_Tinggi 
##        10        65        82
table(survey_qris$ATU_cat)
## 
## ATU_Rendah ATU_Sedang ATU_Tinggi 
##         36         33         88
table(survey_qris$BI_cat)
## 
## BI_Rendah BI_Sedang BI_Tinggi 
##        29        57        71
table(survey_qris$AU_cat)
## 
## AU_Rendah AU_Sedang AU_Tinggi 
##        30        57        70

Data MCA

data_mca <- survey_qris %>%
  select(
    frequency,
    age,
    gender,
    education,
    occupation,
    PEOU_cat,
    PU_cat,
    ATU_cat,
    BI_cat,
    AU_cat
  )

Preprocessing

# 1. HAPUS KATEGORI DENGAN FREKUENSI SANGAT KECIL
data_mca <- data_mca %>%
  filter(age != "Gen X (1965 to 1980)") %>%
  filter(occupation != "Ibu rumah tangga")

# 2. CEK MISSING VALUE
colSums(is.na(data_mca))
##  frequency        age     gender  education occupation   PEOU_cat     PU_cat 
##          0          0          0          0          0          0          0 
##    ATU_cat     BI_cat     AU_cat 
##          0          0          0
# 3. UBAH SEMUA MENJADI FACTOR
data_mca <- data_mca %>%
  mutate(across(everything(), as.factor))

str(data_mca)
## 'data.frame':    155 obs. of  10 variables:
##  $ frequency : Factor w/ 3 levels "Daily","Once a week",..: 3 1 3 3 1 1 3 1 3 3 ...
##  $ age       : Factor w/ 2 levels "Gen Y (1981 to 1996)",..: 1 2 2 2 1 2 2 2 2 2 ...
##  $ gender    : Factor w/ 2 levels "Female","Male": 2 2 1 1 2 1 2 1 1 2 ...
##  $ education : Factor w/ 4 levels "Other","S1","S2",..: 2 2 2 1 1 2 1 2 1 2 ...
##  $ occupation: Factor w/ 3 levels "Employee","Entrepreneur",..: 1 3 3 3 1 3 3 3 3 3 ...
##  $ PEOU_cat  : Factor w/ 3 levels "PEOU_Rendah",..: 3 3 3 3 3 3 3 3 3 3 ...
##  $ PU_cat    : Factor w/ 3 levels "PU_Rendah","PU_Sedang",..: 3 3 3 3 3 3 2 3 3 3 ...
##  $ ATU_cat   : Factor w/ 3 levels "ATU_Rendah","ATU_Sedang",..: 3 3 3 3 3 3 3 3 3 3 ...
##  $ BI_cat    : Factor w/ 3 levels "BI_Rendah","BI_Sedang",..: 3 2 3 3 3 2 3 3 2 3 ...
##  $ AU_cat    : Factor w/ 3 levels "AU_Rendah","AU_Sedang",..: 3 1 3 3 2 1 2 2 2 3 ...

1. Penyusunan Data Ketogorik

lapply(data_mca, table)
## $frequency
## 
##                Daily          Once a week Several times a week 
##                   56                   23                   76 
## 
## $age
## 
## Gen Y (1981 to 1996) Gen Z (1997 to 2012) 
##                   37                  118 
## 
## $gender
## 
## Female   Male 
##     82     73 
## 
## $education
## 
## Other    S1    S2    S3 
##     8   126    14     7 
## 
## $occupation
## 
##     Employee Entrepreneur      Student 
##           80           26           49 
## 
## $PEOU_cat
## 
## PEOU_Rendah PEOU_Sedang PEOU_Tinggi 
##          13          41         101 
## 
## $PU_cat
## 
## PU_Rendah PU_Sedang PU_Tinggi 
##        10        65        80 
## 
## $ATU_cat
## 
## ATU_Rendah ATU_Sedang ATU_Tinggi 
##         36         33         86 
## 
## $BI_cat
## 
## BI_Rendah BI_Sedang BI_Tinggi 
##        29        57        69 
## 
## $AU_cat
## 
## AU_Rendah AU_Sedang AU_Tinggi 
##        30        57        68

2. Pembuatan Matriks Indikator

matriks_indikator <- tab.disjonctif(data_mca)
matriks_indikator
##     Daily Once a week Several times a week Gen Y (1981 to 1996)
## 1       0           0                    1                    1
## 2       1           0                    0                    0
## 3       0           0                    1                    0
## 4       0           0                    1                    0
## 5       1           0                    0                    1
## 6       1           0                    0                    0
## 7       0           0                    1                    0
## 8       1           0                    0                    0
## 9       0           0                    1                    0
## 10      0           0                    1                    0
## 11      1           0                    0                    0
## 12      0           0                    1                    0
## 13      0           1                    0                    0
## 14      0           1                    0                    0
## 15      1           0                    0                    0
## 16      0           0                    1                    1
## 17      0           1                    0                    0
## 18      0           0                    1                    0
## 19      0           0                    1                    0
## 20      1           0                    0                    0
## 21      0           0                    1                    0
## 22      1           0                    0                    0
## 23      1           0                    0                    0
## 24      0           1                    0                    1
## 25      1           0                    0                    0
## 26      0           1                    0                    0
## 27      1           0                    0                    0
## 28      1           0                    0                    0
## 29      1           0                    0                    0
## 30      0           0                    1                    0
## 31      0           0                    1                    0
## 32      1           0                    0                    1
## 33      0           0                    1                    0
## 34      0           0                    1                    1
## 35      0           0                    1                    0
## 36      0           1                    0                    1
## 37      1           0                    0                    0
## 38      0           0                    1                    0
## 39      1           0                    0                    0
## 40      0           0                    1                    1
## 41      1           0                    0                    0
## 42      0           0                    1                    0
## 43      0           1                    0                    0
## 44      0           0                    1                    1
## 45      1           0                    0                    0
## 46      0           0                    1                    0
## 47      0           0                    1                    0
## 48      0           0                    1                    0
## 49      1           0                    0                    0
## 50      0           1                    0                    0
## 51      0           0                    1                    0
## 52      1           0                    0                    0
## 53      1           0                    0                    0
## 54      1           0                    0                    0
## 55      0           0                    1                    1
## 56      0           0                    1                    1
## 57      0           0                    1                    0
## 58      1           0                    0                    0
## 59      0           0                    1                    1
## 60      0           0                    1                    1
## 61      0           0                    1                    0
## 62      0           0                    1                    0
## 63      0           0                    1                    0
## 64      0           0                    1                    0
## 65      0           1                    0                    0
## 66      0           0                    1                    0
## 67      0           0                    1                    0
## 68      1           0                    0                    0
## 69      0           0                    1                    0
## 70      1           0                    0                    0
## 71      0           0                    1                    0
## 72      1           0                    0                    0
## 73      1           0                    0                    0
## 74      0           0                    1                    0
## 75      0           0                    1                    0
## 76      0           0                    1                    0
## 77      0           1                    0                    0
## 78      1           0                    0                    1
## 79      0           1                    0                    0
## 80      0           0                    1                    0
## 81      0           0                    1                    1
## 82      0           0                    1                    0
## 83      1           0                    0                    1
## 84      0           0                    1                    0
## 85      0           0                    1                    1
## 86      1           0                    0                    0
## 87      1           0                    0                    1
## 88      0           0                    1                    0
## 89      0           0                    1                    0
## 90      1           0                    0                    0
## 91      0           0                    1                    0
## 92      1           0                    0                    1
## 93      0           1                    0                    0
## 94      0           1                    0                    1
## 95      0           0                    1                    0
## 96      0           0                    1                    0
## 97      0           1                    0                    1
## 98      0           0                    1                    1
## 99      1           0                    0                    1
## 100     0           0                    1                    0
## 101     0           1                    0                    0
## 102     0           0                    1                    1
## 103     0           0                    1                    0
## 104     0           0                    1                    0
## 105     0           0                    1                    1
## 106     1           0                    0                    1
## 107     1           0                    0                    0
## 108     0           0                    1                    1
## 109     1           0                    0                    1
## 110     1           0                    0                    1
## 111     1           0                    0                    1
## 112     0           0                    1                    0
## 113     1           0                    0                    0
## 114     0           0                    1                    0
## 115     0           0                    1                    0
## 116     0           0                    1                    0
## 117     0           0                    1                    0
## 118     1           0                    0                    0
## 119     0           0                    1                    1
## 120     0           0                    1                    0
## 121     1           0                    0                    0
## 122     0           1                    0                    0
## 123     1           0                    0                    0
## 124     1           0                    0                    0
## 125     1           0                    0                    0
## 126     0           0                    1                    1
## 127     0           0                    1                    0
## 128     1           0                    0                    0
## 129     0           0                    1                    0
## 130     1           0                    0                    1
## 131     1           0                    0                    0
## 132     1           0                    0                    0
## 133     0           1                    0                    0
## 134     1           0                    0                    1
## 135     0           0                    1                    1
## 136     0           1                    0                    0
## 137     0           1                    0                    0
## 138     0           0                    1                    0
## 139     0           0                    1                    0
## 140     1           0                    0                    0
## 141     0           0                    1                    0
## 142     1           0                    0                    0
## 143     1           0                    0                    0
## 144     1           0                    0                    0
## 145     1           0                    0                    0
## 146     0           0                    1                    0
## 147     0           0                    1                    0
## 148     0           0                    1                    0
## 149     0           0                    1                    0
## 150     0           0                    1                    0
## 151     0           1                    0                    1
## 152     1           0                    0                    0
## 153     0           1                    0                    0
## 154     0           1                    0                    1
## 155     0           1                    0                    0
##     Gen Z (1997 to 2012) Female Male Other S1 S2 S3 Employee Entrepreneur
## 1                      0      0    1     0  1  0  0        1            0
## 2                      1      0    1     0  1  0  0        0            0
## 3                      1      1    0     0  1  0  0        0            0
## 4                      1      1    0     1  0  0  0        0            0
## 5                      0      0    1     1  0  0  0        1            0
## 6                      1      1    0     0  1  0  0        0            0
## 7                      1      0    1     1  0  0  0        0            0
## 8                      1      1    0     0  1  0  0        0            0
## 9                      1      1    0     1  0  0  0        0            0
## 10                     1      0    1     0  1  0  0        0            0
## 11                     1      1    0     0  1  0  0        0            0
## 12                     1      0    1     1  0  0  0        0            0
## 13                     1      1    0     0  1  0  0        0            0
## 14                     1      0    1     0  1  0  0        0            1
## 15                     1      0    1     0  1  0  0        1            0
## 16                     0      0    1     0  1  0  0        1            0
## 17                     1      1    0     0  1  0  0        1            0
## 18                     1      0    1     0  1  0  0        1            0
## 19                     1      0    1     0  1  0  0        1            0
## 20                     1      1    0     0  1  0  0        1            0
## 21                     1      1    0     0  1  0  0        1            0
## 22                     1      0    1     0  1  0  0        0            0
## 23                     1      1    0     0  1  0  0        0            0
## 24                     0      0    1     0  0  1  0        1            0
## 25                     1      0    1     0  1  0  0        0            0
## 26                     1      0    1     0  1  0  0        1            0
## 27                     1      1    0     0  1  0  0        1            0
## 28                     1      1    0     0  1  0  0        1            0
## 29                     1      1    0     0  1  0  0        0            0
## 30                     1      0    1     0  1  0  0        1            0
## 31                     1      0    1     0  1  0  0        1            0
## 32                     0      0    1     0  0  1  0        0            1
## 33                     1      1    0     0  1  0  0        1            0
## 34                     0      0    1     0  1  0  0        0            1
## 35                     1      1    0     0  1  0  0        1            0
## 36                     0      1    0     0  1  0  0        1            0
## 37                     1      1    0     0  1  0  0        1            0
## 38                     1      0    1     0  1  0  0        0            1
## 39                     1      1    0     0  1  0  0        0            1
## 40                     0      1    0     0  0  1  0        0            1
## 41                     1      0    1     0  1  0  0        0            0
## 42                     1      1    0     0  1  0  0        0            0
## 43                     1      0    1     0  1  0  0        1            0
## 44                     0      0    1     0  1  0  0        1            0
## 45                     1      1    0     0  1  0  0        0            0
## 46                     1      0    1     0  1  0  0        1            0
## 47                     1      0    1     0  1  0  0        0            0
## 48                     1      0    1     0  1  0  0        1            0
## 49                     1      0    1     0  1  0  0        1            0
## 50                     1      0    1     0  1  0  0        1            0
## 51                     1      0    1     0  1  0  0        1            0
## 52                     1      0    1     0  1  0  0        1            0
## 53                     1      0    1     0  1  0  0        1            0
## 54                     1      1    0     0  1  0  0        1            0
## 55                     0      1    0     0  1  0  0        1            0
## 56                     0      0    1     0  1  0  0        1            0
## 57                     1      0    1     0  1  0  0        1            0
## 58                     1      0    1     0  1  0  0        1            0
## 59                     0      1    0     0  0  1  0        0            1
## 60                     0      1    0     0  0  0  1        0            1
## 61                     1      1    0     0  1  0  0        1            0
## 62                     1      0    1     0  1  0  0        1            0
## 63                     1      1    0     0  1  0  0        0            1
## 64                     1      1    0     0  1  0  0        1            0
## 65                     1      1    0     0  1  0  0        1            0
## 66                     1      1    0     0  1  0  0        1            0
## 67                     1      1    0     0  1  0  0        1            0
## 68                     1      1    0     0  1  0  0        0            1
## 69                     1      1    0     0  1  0  0        1            0
## 70                     1      0    1     0  1  0  0        1            0
## 71                     1      1    0     0  1  0  0        0            0
## 72                     1      1    0     0  1  0  0        0            0
## 73                     1      1    0     0  1  0  0        0            0
## 74                     1      1    0     0  1  0  0        0            0
## 75                     1      0    1     0  1  0  0        1            0
## 76                     1      0    1     0  0  1  0        1            0
## 77                     1      1    0     0  1  0  0        0            0
## 78                     0      0    1     0  1  0  0        1            0
## 79                     1      1    0     0  1  0  0        1            0
## 80                     1      1    0     0  1  0  0        1            0
## 81                     0      1    0     0  1  0  0        1            0
## 82                     1      1    0     0  1  0  0        1            0
## 83                     0      1    0     0  0  1  0        0            1
## 84                     1      1    0     0  1  0  0        1            0
## 85                     0      0    1     0  0  1  0        0            1
## 86                     1      1    0     0  0  0  1        0            1
## 87                     0      1    0     0  0  0  1        0            1
## 88                     1      0    1     0  1  0  0        1            0
## 89                     1      1    0     0  1  0  0        0            0
## 90                     1      1    0     0  1  0  0        0            1
## 91                     1      1    0     0  1  0  0        0            0
## 92                     0      1    0     0  1  0  0        1            0
## 93                     1      0    1     0  1  0  0        0            0
## 94                     0      0    1     0  1  0  0        1            0
## 95                     1      1    0     0  1  0  0        0            0
## 96                     1      0    1     0  1  0  0        1            0
## 97                     0      0    1     0  1  0  0        1            0
## 98                     0      1    0     0  0  1  0        0            1
## 99                     0      1    0     0  1  0  0        1            0
## 100                    1      1    0     0  1  0  0        0            0
## 101                    1      1    0     0  1  0  0        1            0
## 102                    0      1    0     0  0  1  0        0            1
## 103                    1      1    0     0  0  0  1        0            1
## 104                    1      1    0     0  1  0  0        0            0
## 105                    0      1    0     0  0  0  1        0            1
## 106                    0      0    1     0  0  1  0        1            0
## 107                    1      1    0     0  1  0  0        1            0
## 108                    0      0    1     0  0  0  1        0            1
## 109                    0      0    1     0  0  0  1        0            1
## 110                    0      1    0     0  0  1  0        0            1
## 111                    0      0    1     0  1  0  0        0            1
## 112                    1      0    1     0  1  0  0        1            0
## 113                    1      1    0     0  1  0  0        1            0
## 114                    1      0    1     0  1  0  0        1            0
## 115                    1      1    0     0  1  0  0        1            0
## 116                    1      0    1     0  1  0  0        1            0
## 117                    1      1    0     0  1  0  0        0            0
## 118                    1      0    1     0  1  0  0        0            0
## 119                    0      1    0     0  1  0  0        1            0
## 120                    1      1    0     0  1  0  0        0            0
## 121                    1      0    1     0  1  0  0        1            0
## 122                    1      0    1     0  1  0  0        0            0
## 123                    1      1    0     0  1  0  0        0            0
## 124                    1      0    1     0  1  0  0        0            0
## 125                    1      1    0     0  1  0  0        0            0
## 126                    0      1    0     0  1  0  0        1            0
## 127                    1      1    0     0  1  0  0        1            0
## 128                    1      0    1     0  1  0  0        1            0
## 129                    1      1    0     0  1  0  0        0            0
## 130                    0      1    0     0  1  0  0        1            0
## 131                    1      1    0     0  1  0  0        1            0
## 132                    1      1    0     0  1  0  0        0            0
## 133                    1      0    1     0  0  1  0        0            1
## 134                    0      1    0     0  0  1  0        1            0
## 135                    0      1    0     0  0  1  0        1            0
## 136                    1      1    0     1  0  0  0        0            0
## 137                    1      0    1     0  1  0  0        0            0
## 138                    1      0    1     0  1  0  0        0            0
## 139                    1      0    1     0  1  0  0        1            0
## 140                    1      1    0     0  1  0  0        0            1
## 141                    1      0    1     0  1  0  0        1            0
## 142                    1      1    0     1  0  0  0        1            0
## 143                    1      0    1     0  1  0  0        0            0
## 144                    1      0    1     0  1  0  0        0            0
## 145                    1      1    0     0  1  0  0        0            0
## 146                    1      0    1     1  0  0  0        0            0
## 147                    1      0    1     0  1  0  0        1            0
## 148                    1      0    1     0  1  0  0        0            0
## 149                    1      0    1     0  1  0  0        0            0
## 150                    1      0    1     0  1  0  0        0            0
## 151                    0      0    1     0  1  0  0        1            0
## 152                    1      0    1     0  1  0  0        1            0
## 153                    1      0    1     0  1  0  0        0            1
## 154                    0      1    0     0  1  0  0        1            0
## 155                    1      0    1     0  1  0  0        1            0
##     Student PEOU_Rendah PEOU_Sedang PEOU_Tinggi PU_Rendah PU_Sedang PU_Tinggi
## 1         0           0           0           1         0         0         1
## 2         1           0           0           1         0         0         1
## 3         1           0           0           1         0         0         1
## 4         1           0           0           1         0         0         1
## 5         0           0           0           1         0         0         1
## 6         1           0           0           1         0         0         1
## 7         1           0           0           1         0         1         0
## 8         1           0           0           1         0         0         1
## 9         1           0           0           1         0         0         1
## 10        1           0           0           1         0         0         1
## 11        1           0           0           1         0         0         1
## 12        1           0           1           0         0         1         0
## 13        1           0           0           1         0         0         1
## 14        0           0           0           1         0         1         0
## 15        0           0           0           1         0         0         1
## 16        0           1           0           0         1         0         0
## 17        0           1           0           0         1         0         0
## 18        0           0           0           1         0         0         1
## 19        0           1           0           0         1         0         0
## 20        0           0           0           1         0         0         1
## 21        0           0           0           1         0         0         1
## 22        1           0           0           1         0         0         1
## 23        1           0           0           1         0         0         1
## 24        0           0           0           1         0         0         1
## 25        1           0           0           1         0         1         0
## 26        0           0           0           1         0         1         0
## 27        0           0           0           1         1         0         0
## 28        0           0           0           1         1         0         0
## 29        1           0           0           1         1         0         0
## 30        0           0           0           1         1         0         0
## 31        0           0           0           1         1         0         0
## 32        0           1           0           0         0         1         0
## 33        0           0           1           0         0         1         0
## 34        0           1           0           0         0         1         0
## 35        0           1           0           0         0         1         0
## 36        0           1           0           0         0         1         0
## 37        0           1           0           0         0         1         0
## 38        0           1           0           0         0         1         0
## 39        0           0           1           0         0         0         1
## 40        0           1           0           0         0         1         0
## 41        1           1           0           0         0         1         0
## 42        1           0           1           0         0         0         1
## 43        0           0           0           1         0         1         0
## 44        0           0           0           1         0         1         0
## 45        1           0           0           1         0         1         0
## 46        0           0           0           1         0         1         0
## 47        1           0           1           0         0         0         1
## 48        0           0           1           0         0         0         1
## 49        0           0           1           0         0         0         1
## 50        0           0           1           0         0         0         1
## 51        0           0           1           0         0         0         1
## 52        0           0           0           1         0         0         1
## 53        0           0           1           0         0         1         0
## 54        0           0           1           0         0         0         1
## 55        0           0           1           0         0         0         1
## 56        0           0           1           0         0         0         1
## 57        0           0           1           0         0         0         1
## 58        0           0           0           1         0         0         1
## 59        0           0           1           0         0         1         0
## 60        0           0           1           0         0         1         0
## 61        0           0           0           1         0         1         0
## 62        0           0           0           1         0         0         1
## 63        0           0           0           1         0         1         0
## 64        0           0           0           1         0         1         0
## 65        0           0           0           1         0         0         1
## 66        0           0           0           1         0         0         1
## 67        0           0           0           1         0         0         1
## 68        0           0           0           1         0         0         1
## 69        0           0           1           0         0         1         0
## 70        0           0           1           0         0         1         0
## 71        1           0           1           0         0         0         1
## 72        1           0           0           1         0         1         0
## 73        1           0           1           0         0         1         0
## 74        1           0           1           0         0         1         0
## 75        0           0           0           1         0         1         0
## 76        0           0           0           1         0         1         0
## 77        1           0           1           0         0         1         0
## 78        0           0           1           0         0         1         0
## 79        0           0           1           0         0         1         0
## 80        0           0           0           1         0         0         1
## 81        0           0           0           1         0         1         0
## 82        0           0           0           1         0         0         1
## 83        0           0           0           1         0         0         1
## 84        0           0           0           1         0         0         1
## 85        0           0           0           1         0         0         1
## 86        0           0           0           1         0         0         1
## 87        0           0           0           1         0         0         1
## 88        0           0           0           1         0         1         0
## 89        1           0           0           1         0         1         0
## 90        0           0           0           1         0         0         1
## 91        1           0           0           1         0         1         0
## 92        0           0           1           0         0         1         0
## 93        1           0           0           1         0         1         0
## 94        0           0           0           1         0         1         0
## 95        1           0           1           0         0         1         0
## 96        0           0           1           0         0         1         0
## 97        0           0           1           0         0         1         0
## 98        0           0           1           0         0         1         0
## 99        0           0           0           1         0         1         0
## 100       1           0           1           0         0         1         0
## 101       0           0           1           0         0         1         0
## 102       0           0           0           1         0         0         1
## 103       0           0           0           1         0         0         1
## 104       1           0           0           1         0         0         1
## 105       0           0           0           1         0         1         0
## 106       0           0           1           0         0         1         0
## 107       0           0           0           1         0         0         1
## 108       0           0           0           1         0         0         1
## 109       0           0           0           1         0         0         1
## 110       0           0           0           1         0         0         1
## 111       0           0           1           0         0         1         0
## 112       0           0           1           0         0         1         0
## 113       0           0           0           1         0         1         0
## 114       0           0           1           0         0         1         0
## 115       0           0           1           0         0         1         0
## 116       0           0           0           1         0         1         0
## 117       1           0           0           1         0         0         1
## 118       1           0           1           0         0         1         0
## 119       0           0           0           1         0         0         1
## 120       1           0           1           0         0         1         0
## 121       0           0           0           1         0         0         1
## 122       1           0           1           0         0         1         0
## 123       1           0           0           1         0         0         1
## 124       1           0           1           0         0         1         0
## 125       1           0           0           1         0         0         1
## 126       0           0           0           1         0         0         1
## 127       0           0           0           1         0         0         1
## 128       0           0           0           1         0         0         1
## 129       1           0           0           1         0         0         1
## 130       0           0           0           1         0         0         1
## 131       0           0           0           1         0         0         1
## 132       1           0           0           1         0         1         0
## 133       0           0           0           1         0         1         0
## 134       0           0           0           1         0         1         0
## 135       0           0           0           1         0         1         0
## 136       1           0           0           1         0         0         1
## 137       1           0           0           1         0         0         1
## 138       1           0           0           1         0         0         1
## 139       0           0           0           1         0         0         1
## 140       0           0           0           1         0         0         1
## 141       0           0           0           1         0         0         1
## 142       0           0           0           1         0         0         1
## 143       1           0           0           1         0         0         1
## 144       1           0           0           1         0         0         1
## 145       1           0           0           1         0         0         1
## 146       1           0           0           1         0         0         1
## 147       0           0           0           1         0         0         1
## 148       1           0           0           1         0         0         1
## 149       1           0           0           1         0         0         1
## 150       1           0           0           1         0         0         1
## 151       0           0           0           1         0         0         1
## 152       0           0           0           1         0         0         1
## 153       0           1           0           0         1         0         0
## 154       0           1           0           0         1         0         0
## 155       0           0           1           0         0         1         0
##     ATU_Rendah ATU_Sedang ATU_Tinggi BI_Rendah BI_Sedang BI_Tinggi AU_Rendah
## 1            0          0          1         0         0         1         0
## 2            0          0          1         0         1         0         1
## 3            0          0          1         0         0         1         0
## 4            0          0          1         0         0         1         0
## 5            0          0          1         0         0         1         0
## 6            0          0          1         0         1         0         1
## 7            0          0          1         0         0         1         0
## 8            0          0          1         0         0         1         0
## 9            0          0          1         0         1         0         0
## 10           0          0          1         0         0         1         0
## 11           0          1          0         0         1         0         0
## 12           0          0          1         0         1         0         1
## 13           0          0          1         0         0         1         0
## 14           0          1          0         0         1         0         0
## 15           0          0          1         0         0         1         0
## 16           1          0          0         1         0         0         1
## 17           1          0          0         1         0         0         1
## 18           0          0          1         0         0         1         0
## 19           1          0          0         1         0         0         1
## 20           0          0          1         0         0         1         0
## 21           0          0          1         0         0         1         0
## 22           0          0          1         0         0         1         0
## 23           0          0          1         0         0         1         0
## 24           0          0          1         0         0         1         0
## 25           1          0          0         1         0         0         1
## 26           0          1          0         0         1         0         0
## 27           0          0          1         0         1         0         0
## 28           0          0          1         0         1         0         0
## 29           0          0          1         0         1         0         0
## 30           0          0          1         0         1         0         0
## 31           0          0          1         0         1         0         0
## 32           0          0          1         0         1         0         0
## 33           0          0          1         0         1         0         0
## 34           0          0          1         0         1         0         0
## 35           0          0          1         0         1         0         0
## 36           0          0          1         0         1         0         0
## 37           0          0          1         0         1         0         0
## 38           0          0          1         0         1         0         0
## 39           1          0          0         0         0         1         0
## 40           0          0          1         0         1         0         0
## 41           0          0          1         0         1         0         0
## 42           1          0          0         0         0         1         0
## 43           1          0          0         1         0         0         1
## 44           1          0          0         1         0         0         1
## 45           0          1          0         0         1         0         0
## 46           0          1          0         0         1         0         0
## 47           1          0          0         0         0         1         0
## 48           1          0          0         0         0         1         0
## 49           1          0          0         0         0         1         0
## 50           1          0          0         0         0         1         0
## 51           1          0          0         0         0         1         0
## 52           1          0          0         1         0         0         0
## 53           1          0          0         1         0         0         0
## 54           1          0          0         1         0         0         1
## 55           1          0          0         1         0         0         0
## 56           1          0          0         1         0         0         1
## 57           1          0          0         1         0         0         1
## 58           1          0          0         1         0         0         0
## 59           1          0          0         1         0         0         0
## 60           1          0          0         1         0         0         0
## 61           0          1          0         0         1         0         1
## 62           0          1          0         0         1         0         1
## 63           0          0          1         0         1         0         1
## 64           0          0          1         0         1         0         1
## 65           0          1          0         0         1         0         1
## 66           1          0          0         1         0         0         1
## 67           0          0          1         0         1         0         1
## 68           1          0          0         1         0         0         1
## 69           0          1          0         0         1         0         1
## 70           0          1          0         1         0         0         1
## 71           1          0          0         1         0         0         1
## 72           0          1          0         0         1         0         0
## 73           0          1          0         0         1         0         0
## 74           0          1          0         0         1         0         0
## 75           0          0          1         0         1         0         0
## 76           0          0          1         0         1         0         0
## 77           0          1          0         0         1         0         0
## 78           0          1          0         1         0         0         0
## 79           0          1          0         0         1         0         0
## 80           0          0          1         0         0         1         0
## 81           1          0          0         0         1         0         0
## 82           0          0          1         0         0         1         0
## 83           0          0          1         0         0         1         0
## 84           0          0          1         0         0         1         0
## 85           0          0          1         0         0         1         0
## 86           0          0          1         0         0         1         0
## 87           0          0          1         0         0         1         0
## 88           0          1          0         0         0         1         0
## 89           0          0          1         0         1         0         0
## 90           0          0          1         0         0         1         0
## 91           0          1          0         1         0         0         1
## 92           0          0          1         0         1         0         0
## 93           0          0          1         0         1         0         0
## 94           0          1          0         0         1         0         0
## 95           0          0          1         0         1         0         0
## 96           0          1          0         0         1         0         0
## 97           0          1          0         0         1         0         0
## 98           0          0          1         0         1         0         0
## 99           0          1          0         0         0         1         0
## 100          1          0          0         0         1         0         0
## 101          0          1          0         0         1         0         0
## 102          0          0          1         0         0         1         0
## 103          0          0          1         0         0         1         0
## 104          0          0          1         0         0         1         0
## 105          0          0          1         0         1         0         0
## 106          0          1          0         0         1         0         0
## 107          0          0          1         0         0         1         0
## 108          0          0          1         0         0         1         0
## 109          0          0          1         0         0         1         0
## 110          0          0          1         0         0         1         0
## 111          0          1          0         0         1         0         0
## 112          0          1          0         0         1         0         0
## 113          0          1          0         0         1         0         0
## 114          0          1          0         0         1         0         0
## 115          0          1          0         0         0         1         0
## 116          1          0          0         1         0         0         0
## 117          1          0          0         1         0         0         1
## 118          0          1          0         0         0         1         0
## 119          0          0          1         0         0         1         0
## 120          0          1          0         0         0         1         0
## 121          0          0          1         0         0         1         0
## 122          0          1          0         0         1         0         0
## 123          0          0          1         0         0         1         0
## 124          1          0          0         0         1         0         0
## 125          0          0          1         0         0         1         0
## 126          0          0          1         0         0         1         0
## 127          0          0          1         0         0         1         0
## 128          0          0          1         0         0         1         0
## 129          0          0          1         0         0         1         0
## 130          0          0          1         0         0         1         0
## 131          0          0          1         0         0         1         0
## 132          1          0          0         1         0         0         0
## 133          1          0          0         1         0         0         1
## 134          1          0          0         1         0         0         1
## 135          1          0          0         1         0         0         1
## 136          0          0          1         0         0         1         0
## 137          0          0          1         0         0         1         0
## 138          0          0          1         0         0         1         0
## 139          0          0          1         0         0         1         0
## 140          0          0          1         0         0         1         0
## 141          0          0          1         0         0         1         0
## 142          0          0          1         0         0         1         0
## 143          0          0          1         0         0         1         0
## 144          0          0          1         0         0         1         0
## 145          0          0          1         0         0         1         0
## 146          0          0          1         0         0         1         0
## 147          0          0          1         0         0         1         0
## 148          0          0          1         0         0         1         0
## 149          0          0          1         0         0         1         0
## 150          0          0          1         0         0         1         0
## 151          0          0          1         0         0         1         0
## 152          0          0          1         0         0         1         0
## 153          1          0          0         1         0         0         1
## 154          1          0          0         1         0         0         1
## 155          0          1          0         0         1         0         0
##     AU_Sedang AU_Tinggi
## 1           0         1
## 2           0         0
## 3           0         1
## 4           0         1
## 5           1         0
## 6           0         0
## 7           1         0
## 8           1         0
## 9           1         0
## 10          0         1
## 11          1         0
## 12          0         0
## 13          0         1
## 14          1         0
## 15          0         1
## 16          0         0
## 17          0         0
## 18          0         1
## 19          0         0
## 20          0         1
## 21          0         1
## 22          0         1
## 23          0         1
## 24          0         1
## 25          0         0
## 26          1         0
## 27          1         0
## 28          1         0
## 29          1         0
## 30          1         0
## 31          1         0
## 32          1         0
## 33          1         0
## 34          1         0
## 35          1         0
## 36          1         0
## 37          1         0
## 38          1         0
## 39          0         1
## 40          1         0
## 41          1         0
## 42          0         1
## 43          0         0
## 44          0         0
## 45          1         0
## 46          1         0
## 47          0         1
## 48          0         1
## 49          0         1
## 50          0         1
## 51          0         1
## 52          1         0
## 53          1         0
## 54          0         0
## 55          0         1
## 56          0         0
## 57          0         0
## 58          1         0
## 59          1         0
## 60          0         1
## 61          0         0
## 62          0         0
## 63          0         0
## 64          0         0
## 65          0         0
## 66          0         0
## 67          0         0
## 68          0         0
## 69          0         0
## 70          0         0
## 71          0         0
## 72          1         0
## 73          1         0
## 74          0         1
## 75          1         0
## 76          1         0
## 77          1         0
## 78          1         0
## 79          1         0
## 80          0         1
## 81          1         0
## 82          0         1
## 83          0         1
## 84          0         1
## 85          0         1
## 86          0         1
## 87          0         1
## 88          0         1
## 89          1         0
## 90          0         1
## 91          0         0
## 92          1         0
## 93          0         1
## 94          1         0
## 95          1         0
## 96          1         0
## 97          1         0
## 98          0         1
## 99          1         0
## 100         1         0
## 101         1         0
## 102         1         0
## 103         0         1
## 104         0         1
## 105         0         1
## 106         1         0
## 107         0         1
## 108         0         1
## 109         0         1
## 110         0         1
## 111         1         0
## 112         1         0
## 113         0         1
## 114         1         0
## 115         1         0
## 116         1         0
## 117         0         0
## 118         1         0
## 119         0         1
## 120         1         0
## 121         0         1
## 122         0         1
## 123         0         1
## 124         1         0
## 125         0         1
## 126         0         1
## 127         0         1
## 128         0         1
## 129         0         1
## 130         0         1
## 131         0         1
## 132         1         0
## 133         0         0
## 134         0         0
## 135         0         0
## 136         0         1
## 137         0         1
## 138         0         1
## 139         0         1
## 140         0         1
## 141         0         1
## 142         0         1
## 143         0         1
## 144         0         1
## 145         0         1
## 146         0         1
## 147         0         1
## 148         1         0
## 149         0         1
## 150         0         1
## 151         0         1
## 152         0         1
## 153         0         0
## 154         0         0
## 155         1         0

3. Pembentukan Matriks Burt

matriks_burt <- t(matriks_indikator) %*% matriks_indikator
matriks_burt
##                      Daily Once a week Several times a week
## Daily                   56           0                    0
## Once a week              0          23                    0
## Several times a week     0           0                   76
## Gen Y (1981 to 1996)    13           6                   18
## Gen Z (1997 to 2012)    43          17                   58
## Female                  33           9                   40
## Male                    23          14                   36
## Other                    2           1                    5
## S1                      46          20                   60
## S2                       5           2                    7
## S3                       3           0                    4
## Employee                25          14                   41
## Entrepreneur            11           3                   12
## Student                 20           6                   23
## PEOU_Rendah              3           4                    6
## PEOU_Sedang             12           7                   22
## PEOU_Tinggi             41          12                   48
## PU_Rendah                3           3                    4
## PU_Sedang               19          13                   33
## PU_Tinggi               34           7                   39
## ATU_Rendah              11           6                   19
## ATU_Sedang              11          10                   12
## ATU_Tinggi              34           7                   45
## BI_Rendah               10           5                   14
## BI_Sedang               17          12                   28
## BI_Tinggi               29           6                   34
## AU_Rendah                7           6                   17
## AU_Sedang               23           9                   25
## AU_Tinggi               26           8                   34
##                      Gen Y (1981 to 1996) Gen Z (1997 to 2012) Female Male
## Daily                                  13                   43     33   23
## Once a week                             6                   17      9   14
## Several times a week                   18                   58     40   36
## Gen Y (1981 to 1996)                   37                    0     20   17
## Gen Z (1997 to 2012)                    0                  118     62   56
## Female                                 20                   62     82    0
## Male                                   17                   56      0   73
## Other                                   1                    7      4    4
## S1                                     19                  107     65   61
## S2                                     12                    2      8    6
## S3                                      5                    2      5    2
## Employee                               22                   58     37   43
## Entrepreneur                           15                   11     16   10
## Student                                 0                   49     29   20
## PEOU_Rendah                             6                    7      6    7
## PEOU_Sedang                            10                   31     20   21
## PEOU_Tinggi                            21                   80     56   45
## PU_Rendah                               2                    8      5    5
## PU_Sedang                              19                   46     33   32
## PU_Tinggi                              16                   64     44   36
## ATU_Rendah                             10                   26     17   19
## ATU_Sedang                              6                   27     16   17
## ATU_Tinggi                             21                   65     49   37
## BI_Rendah                              10                   19     14   15
## BI_Sedang                              12                   45     32   25
## BI_Tinggi                              15                   54     36   33
## AU_Rendah                               6                   24     17   13
## AU_Sedang                              15                   42     28   29
## AU_Tinggi                              16                   52     37   31
##                      Other  S1 S2 S3 Employee Entrepreneur Student PEOU_Rendah
## Daily                    2  46  5  3       25           11      20           3
## Once a week              1  20  2  0       14            3       6           4
## Several times a week     5  60  7  4       41           12      23           6
## Gen Y (1981 to 1996)     1  19 12  5       22           15       0           6
## Gen Z (1997 to 2012)     7 107  2  2       58           11      49           7
## Female                   4  65  8  5       37           16      29           6
## Male                     4  61  6  2       43           10      20           7
## Other                    8   0  0  0        2            0       6           0
## S1                       0 126  0  0       73           10      43          11
## S2                       0   0 14  0        5            9       0           2
## S3                       0   0  0  7        0            7       0           0
## Employee                 2  73  5  0       80            0       0           7
## Entrepreneur             0  10  9  7        0           26       0           5
## Student                  6  43  0  0        0            0      49           1
## PEOU_Rendah              0  11  2  0        7            5       1          13
## PEOU_Sedang              1  36  3  1       23            5      13           0
## PEOU_Tinggi              7  79  9  6       50           16      35           0
## PU_Rendah                0  10  0  0        8            1       1           5
## PU_Sedang                2  52  9  2       34           12      19           8
## PU_Tinggi                6  64  5  5       38           13      29           0
## ATU_Rendah               0  31  4  1       22            6       8           5
## ATU_Sedang               0  32  1  0       21            2      10           0
## ATU_Tinggi               8  63  9  6       37           18      31           8
## BI_Rendah                0  24  4  1       19            5       5           5
## BI_Sedang                2  49  5  1       30            9      18           8
## BI_Tinggi                6  53  5  5       31           12      26           0
## AU_Rendah                1  26  3  0       19            4       7           5
## AU_Sedang                3  48  6  0       31            8      18           8
## AU_Tinggi                4  52  5  7       30           14      24           0
##                      PEOU_Sedang PEOU_Tinggi PU_Rendah PU_Sedang PU_Tinggi
## Daily                         12          41         3        19        34
## Once a week                    7          12         3        13         7
## Several times a week          22          48         4        33        39
## Gen Y (1981 to 1996)          10          21         2        19        16
## Gen Z (1997 to 2012)          31          80         8        46        64
## Female                        20          56         5        33        44
## Male                          21          45         5        32        36
## Other                          1           7         0         2         6
## S1                            36          79        10        52        64
## S2                             3           9         0         9         5
## S3                             1           6         0         2         5
## Employee                      23          50         8        34        38
## Entrepreneur                   5          16         1        12        13
## Student                       13          35         1        19        29
## PEOU_Rendah                    0           0         5         8         0
## PEOU_Sedang                   41           0         0        29        12
## PEOU_Tinggi                    0         101         5        28        68
## PU_Rendah                      0           5        10         0         0
## PU_Sedang                     29          28         0        65         0
## PU_Tinggi                     12          68         0         0        80
## ATU_Rendah                    17          14         5        14        17
## ATU_Sedang                    19          14         0        30         3
## ATU_Tinggi                     5          73         5        21        60
## BI_Rendah                     10          14         5        14        10
## BI_Sedang                     21          28         5        45         7
## BI_Tinggi                     10          59         0         6        63
## AU_Rendah                      7          18         5        13        12
## AU_Sedang                     22          27         5        44         8
## AU_Tinggi                     12          56         0         8        60
##                      ATU_Rendah ATU_Sedang ATU_Tinggi BI_Rendah BI_Sedang
## Daily                        11         11         34        10        17
## Once a week                   6         10          7         5        12
## Several times a week         19         12         45        14        28
## Gen Y (1981 to 1996)         10          6         21        10        12
## Gen Z (1997 to 2012)         26         27         65        19        45
## Female                       17         16         49        14        32
## Male                         19         17         37        15        25
## Other                         0          0          8         0         2
## S1                           31         32         63        24        49
## S2                            4          1          9         4         5
## S3                            1          0          6         1         1
## Employee                     22         21         37        19        30
## Entrepreneur                  6          2         18         5         9
## Student                       8         10         31         5        18
## PEOU_Rendah                   5          0          8         5         8
## PEOU_Sedang                  17         19          5        10        21
## PEOU_Tinggi                  14         14         73        14        28
## PU_Rendah                     5          0          5         5         5
## PU_Sedang                    14         30         21        14        45
## PU_Tinggi                    17          3         60        10         7
## ATU_Rendah                   36          0          0        26         3
## ATU_Sedang                    0         33          0         3        25
## ATU_Tinggi                    0          0         86         0        29
## BI_Rendah                    26          3          0        29         0
## BI_Sedang                     3         25         29         0        57
## BI_Tinggi                     7          5         57         0         0
## AU_Rendah                    18          6          6        20        10
## AU_Sedang                     9         23         25         7        41
## AU_Tinggi                     9          4         55         2         6
##                      BI_Tinggi AU_Rendah AU_Sedang AU_Tinggi
## Daily                       29         7        23        26
## Once a week                  6         6         9         8
## Several times a week        34        17        25        34
## Gen Y (1981 to 1996)        15         6        15        16
## Gen Z (1997 to 2012)        54        24        42        52
## Female                      36        17        28        37
## Male                        33        13        29        31
## Other                        6         1         3         4
## S1                          53        26        48        52
## S2                           5         3         6         5
## S3                           5         0         0         7
## Employee                    31        19        31        30
## Entrepreneur                12         4         8        14
## Student                     26         7        18        24
## PEOU_Rendah                  0         5         8         0
## PEOU_Sedang                 10         7        22        12
## PEOU_Tinggi                 59        18        27        56
## PU_Rendah                    0         5         5         0
## PU_Sedang                    6        13        44         8
## PU_Tinggi                   63        12         8        60
## ATU_Rendah                   7        18         9         9
## ATU_Sedang                   5         6        23         4
## ATU_Tinggi                  57         6        25        55
## BI_Rendah                    0        20         7         2
## BI_Sedang                    0        10        41         6
## BI_Tinggi                   69         0         9        60
## AU_Rendah                    0        30         0         0
## AU_Sedang                    9         0        57         0
## AU_Tinggi                   60         0         0        68

4. Pembentukan Matriks Proporsi

n <- sum(matriks_burt)
P <- matriks_burt / n
cat("Total frekuensi (n) =", n, "\n")
## Total frekuensi (n) = 15500
cat("Cek: sum(P) =", round(sum(P), 6))
## Cek: sum(P) = 1
print(round(P, 4))
##                       Daily Once a week Several times a week
## Daily                0.0036      0.0000               0.0000
## Once a week          0.0000      0.0015               0.0000
## Several times a week 0.0000      0.0000               0.0049
## Gen Y (1981 to 1996) 0.0008      0.0004               0.0012
## Gen Z (1997 to 2012) 0.0028      0.0011               0.0037
## Female               0.0021      0.0006               0.0026
## Male                 0.0015      0.0009               0.0023
## Other                0.0001      0.0001               0.0003
## S1                   0.0030      0.0013               0.0039
## S2                   0.0003      0.0001               0.0005
## S3                   0.0002      0.0000               0.0003
## Employee             0.0016      0.0009               0.0026
## Entrepreneur         0.0007      0.0002               0.0008
## Student              0.0013      0.0004               0.0015
## PEOU_Rendah          0.0002      0.0003               0.0004
## PEOU_Sedang          0.0008      0.0005               0.0014
## PEOU_Tinggi          0.0026      0.0008               0.0031
## PU_Rendah            0.0002      0.0002               0.0003
## PU_Sedang            0.0012      0.0008               0.0021
## PU_Tinggi            0.0022      0.0005               0.0025
## ATU_Rendah           0.0007      0.0004               0.0012
## ATU_Sedang           0.0007      0.0006               0.0008
## ATU_Tinggi           0.0022      0.0005               0.0029
## BI_Rendah            0.0006      0.0003               0.0009
## BI_Sedang            0.0011      0.0008               0.0018
## BI_Tinggi            0.0019      0.0004               0.0022
## AU_Rendah            0.0005      0.0004               0.0011
## AU_Sedang            0.0015      0.0006               0.0016
## AU_Tinggi            0.0017      0.0005               0.0022
##                      Gen Y (1981 to 1996) Gen Z (1997 to 2012) Female   Male
## Daily                              0.0008               0.0028 0.0021 0.0015
## Once a week                        0.0004               0.0011 0.0006 0.0009
## Several times a week               0.0012               0.0037 0.0026 0.0023
## Gen Y (1981 to 1996)               0.0024               0.0000 0.0013 0.0011
## Gen Z (1997 to 2012)               0.0000               0.0076 0.0040 0.0036
## Female                             0.0013               0.0040 0.0053 0.0000
## Male                               0.0011               0.0036 0.0000 0.0047
## Other                              0.0001               0.0005 0.0003 0.0003
## S1                                 0.0012               0.0069 0.0042 0.0039
## S2                                 0.0008               0.0001 0.0005 0.0004
## S3                                 0.0003               0.0001 0.0003 0.0001
## Employee                           0.0014               0.0037 0.0024 0.0028
## Entrepreneur                       0.0010               0.0007 0.0010 0.0006
## Student                            0.0000               0.0032 0.0019 0.0013
## PEOU_Rendah                        0.0004               0.0005 0.0004 0.0005
## PEOU_Sedang                        0.0006               0.0020 0.0013 0.0014
## PEOU_Tinggi                        0.0014               0.0052 0.0036 0.0029
## PU_Rendah                          0.0001               0.0005 0.0003 0.0003
## PU_Sedang                          0.0012               0.0030 0.0021 0.0021
## PU_Tinggi                          0.0010               0.0041 0.0028 0.0023
## ATU_Rendah                         0.0006               0.0017 0.0011 0.0012
## ATU_Sedang                         0.0004               0.0017 0.0010 0.0011
## ATU_Tinggi                         0.0014               0.0042 0.0032 0.0024
## BI_Rendah                          0.0006               0.0012 0.0009 0.0010
## BI_Sedang                          0.0008               0.0029 0.0021 0.0016
## BI_Tinggi                          0.0010               0.0035 0.0023 0.0021
## AU_Rendah                          0.0004               0.0015 0.0011 0.0008
## AU_Sedang                          0.0010               0.0027 0.0018 0.0019
## AU_Tinggi                          0.0010               0.0034 0.0024 0.0020
##                      Other     S1    S2    S3 Employee Entrepreneur Student
## Daily                1e-04 0.0030 3e-04 2e-04   0.0016       0.0007  0.0013
## Once a week          1e-04 0.0013 1e-04 0e+00   0.0009       0.0002  0.0004
## Several times a week 3e-04 0.0039 5e-04 3e-04   0.0026       0.0008  0.0015
## Gen Y (1981 to 1996) 1e-04 0.0012 8e-04 3e-04   0.0014       0.0010  0.0000
## Gen Z (1997 to 2012) 5e-04 0.0069 1e-04 1e-04   0.0037       0.0007  0.0032
## Female               3e-04 0.0042 5e-04 3e-04   0.0024       0.0010  0.0019
## Male                 3e-04 0.0039 4e-04 1e-04   0.0028       0.0006  0.0013
## Other                5e-04 0.0000 0e+00 0e+00   0.0001       0.0000  0.0004
## S1                   0e+00 0.0081 0e+00 0e+00   0.0047       0.0006  0.0028
## S2                   0e+00 0.0000 9e-04 0e+00   0.0003       0.0006  0.0000
## S3                   0e+00 0.0000 0e+00 5e-04   0.0000       0.0005  0.0000
## Employee             1e-04 0.0047 3e-04 0e+00   0.0052       0.0000  0.0000
## Entrepreneur         0e+00 0.0006 6e-04 5e-04   0.0000       0.0017  0.0000
## Student              4e-04 0.0028 0e+00 0e+00   0.0000       0.0000  0.0032
## PEOU_Rendah          0e+00 0.0007 1e-04 0e+00   0.0005       0.0003  0.0001
## PEOU_Sedang          1e-04 0.0023 2e-04 1e-04   0.0015       0.0003  0.0008
## PEOU_Tinggi          5e-04 0.0051 6e-04 4e-04   0.0032       0.0010  0.0023
## PU_Rendah            0e+00 0.0006 0e+00 0e+00   0.0005       0.0001  0.0001
## PU_Sedang            1e-04 0.0034 6e-04 1e-04   0.0022       0.0008  0.0012
## PU_Tinggi            4e-04 0.0041 3e-04 3e-04   0.0025       0.0008  0.0019
## ATU_Rendah           0e+00 0.0020 3e-04 1e-04   0.0014       0.0004  0.0005
## ATU_Sedang           0e+00 0.0021 1e-04 0e+00   0.0014       0.0001  0.0006
## ATU_Tinggi           5e-04 0.0041 6e-04 4e-04   0.0024       0.0012  0.0020
## BI_Rendah            0e+00 0.0015 3e-04 1e-04   0.0012       0.0003  0.0003
## BI_Sedang            1e-04 0.0032 3e-04 1e-04   0.0019       0.0006  0.0012
## BI_Tinggi            4e-04 0.0034 3e-04 3e-04   0.0020       0.0008  0.0017
## AU_Rendah            1e-04 0.0017 2e-04 0e+00   0.0012       0.0003  0.0005
## AU_Sedang            2e-04 0.0031 4e-04 0e+00   0.0020       0.0005  0.0012
## AU_Tinggi            3e-04 0.0034 3e-04 5e-04   0.0019       0.0009  0.0015
##                      PEOU_Rendah PEOU_Sedang PEOU_Tinggi PU_Rendah PU_Sedang
## Daily                      2e-04      0.0008      0.0026     2e-04    0.0012
## Once a week                3e-04      0.0005      0.0008     2e-04    0.0008
## Several times a week       4e-04      0.0014      0.0031     3e-04    0.0021
## Gen Y (1981 to 1996)       4e-04      0.0006      0.0014     1e-04    0.0012
## Gen Z (1997 to 2012)       5e-04      0.0020      0.0052     5e-04    0.0030
## Female                     4e-04      0.0013      0.0036     3e-04    0.0021
## Male                       5e-04      0.0014      0.0029     3e-04    0.0021
## Other                      0e+00      0.0001      0.0005     0e+00    0.0001
## S1                         7e-04      0.0023      0.0051     6e-04    0.0034
## S2                         1e-04      0.0002      0.0006     0e+00    0.0006
## S3                         0e+00      0.0001      0.0004     0e+00    0.0001
## Employee                   5e-04      0.0015      0.0032     5e-04    0.0022
## Entrepreneur               3e-04      0.0003      0.0010     1e-04    0.0008
## Student                    1e-04      0.0008      0.0023     1e-04    0.0012
## PEOU_Rendah                8e-04      0.0000      0.0000     3e-04    0.0005
## PEOU_Sedang                0e+00      0.0026      0.0000     0e+00    0.0019
## PEOU_Tinggi                0e+00      0.0000      0.0065     3e-04    0.0018
## PU_Rendah                  3e-04      0.0000      0.0003     6e-04    0.0000
## PU_Sedang                  5e-04      0.0019      0.0018     0e+00    0.0042
## PU_Tinggi                  0e+00      0.0008      0.0044     0e+00    0.0000
## ATU_Rendah                 3e-04      0.0011      0.0009     3e-04    0.0009
## ATU_Sedang                 0e+00      0.0012      0.0009     0e+00    0.0019
## ATU_Tinggi                 5e-04      0.0003      0.0047     3e-04    0.0014
## BI_Rendah                  3e-04      0.0006      0.0009     3e-04    0.0009
## BI_Sedang                  5e-04      0.0014      0.0018     3e-04    0.0029
## BI_Tinggi                  0e+00      0.0006      0.0038     0e+00    0.0004
## AU_Rendah                  3e-04      0.0005      0.0012     3e-04    0.0008
## AU_Sedang                  5e-04      0.0014      0.0017     3e-04    0.0028
## AU_Tinggi                  0e+00      0.0008      0.0036     0e+00    0.0005
##                      PU_Tinggi ATU_Rendah ATU_Sedang ATU_Tinggi BI_Rendah
## Daily                   0.0022     0.0007     0.0007     0.0022    0.0006
## Once a week             0.0005     0.0004     0.0006     0.0005    0.0003
## Several times a week    0.0025     0.0012     0.0008     0.0029    0.0009
## Gen Y (1981 to 1996)    0.0010     0.0006     0.0004     0.0014    0.0006
## Gen Z (1997 to 2012)    0.0041     0.0017     0.0017     0.0042    0.0012
## Female                  0.0028     0.0011     0.0010     0.0032    0.0009
## Male                    0.0023     0.0012     0.0011     0.0024    0.0010
## Other                   0.0004     0.0000     0.0000     0.0005    0.0000
## S1                      0.0041     0.0020     0.0021     0.0041    0.0015
## S2                      0.0003     0.0003     0.0001     0.0006    0.0003
## S3                      0.0003     0.0001     0.0000     0.0004    0.0001
## Employee                0.0025     0.0014     0.0014     0.0024    0.0012
## Entrepreneur            0.0008     0.0004     0.0001     0.0012    0.0003
## Student                 0.0019     0.0005     0.0006     0.0020    0.0003
## PEOU_Rendah             0.0000     0.0003     0.0000     0.0005    0.0003
## PEOU_Sedang             0.0008     0.0011     0.0012     0.0003    0.0006
## PEOU_Tinggi             0.0044     0.0009     0.0009     0.0047    0.0009
## PU_Rendah               0.0000     0.0003     0.0000     0.0003    0.0003
## PU_Sedang               0.0000     0.0009     0.0019     0.0014    0.0009
## PU_Tinggi               0.0052     0.0011     0.0002     0.0039    0.0006
## ATU_Rendah              0.0011     0.0023     0.0000     0.0000    0.0017
## ATU_Sedang              0.0002     0.0000     0.0021     0.0000    0.0002
## ATU_Tinggi              0.0039     0.0000     0.0000     0.0055    0.0000
## BI_Rendah               0.0006     0.0017     0.0002     0.0000    0.0019
## BI_Sedang               0.0005     0.0002     0.0016     0.0019    0.0000
## BI_Tinggi               0.0041     0.0005     0.0003     0.0037    0.0000
## AU_Rendah               0.0008     0.0012     0.0004     0.0004    0.0013
## AU_Sedang               0.0005     0.0006     0.0015     0.0016    0.0005
## AU_Tinggi               0.0039     0.0006     0.0003     0.0035    0.0001
##                      BI_Sedang BI_Tinggi AU_Rendah AU_Sedang AU_Tinggi
## Daily                   0.0011    0.0019    0.0005    0.0015    0.0017
## Once a week             0.0008    0.0004    0.0004    0.0006    0.0005
## Several times a week    0.0018    0.0022    0.0011    0.0016    0.0022
## Gen Y (1981 to 1996)    0.0008    0.0010    0.0004    0.0010    0.0010
## Gen Z (1997 to 2012)    0.0029    0.0035    0.0015    0.0027    0.0034
## Female                  0.0021    0.0023    0.0011    0.0018    0.0024
## Male                    0.0016    0.0021    0.0008    0.0019    0.0020
## Other                   0.0001    0.0004    0.0001    0.0002    0.0003
## S1                      0.0032    0.0034    0.0017    0.0031    0.0034
## S2                      0.0003    0.0003    0.0002    0.0004    0.0003
## S3                      0.0001    0.0003    0.0000    0.0000    0.0005
## Employee                0.0019    0.0020    0.0012    0.0020    0.0019
## Entrepreneur            0.0006    0.0008    0.0003    0.0005    0.0009
## Student                 0.0012    0.0017    0.0005    0.0012    0.0015
## PEOU_Rendah             0.0005    0.0000    0.0003    0.0005    0.0000
## PEOU_Sedang             0.0014    0.0006    0.0005    0.0014    0.0008
## PEOU_Tinggi             0.0018    0.0038    0.0012    0.0017    0.0036
## PU_Rendah               0.0003    0.0000    0.0003    0.0003    0.0000
## PU_Sedang               0.0029    0.0004    0.0008    0.0028    0.0005
## PU_Tinggi               0.0005    0.0041    0.0008    0.0005    0.0039
## ATU_Rendah              0.0002    0.0005    0.0012    0.0006    0.0006
## ATU_Sedang              0.0016    0.0003    0.0004    0.0015    0.0003
## ATU_Tinggi              0.0019    0.0037    0.0004    0.0016    0.0035
## BI_Rendah               0.0000    0.0000    0.0013    0.0005    0.0001
## BI_Sedang               0.0037    0.0000    0.0006    0.0026    0.0004
## BI_Tinggi               0.0000    0.0045    0.0000    0.0006    0.0039
## AU_Rendah               0.0006    0.0000    0.0019    0.0000    0.0000
## AU_Sedang               0.0026    0.0006    0.0000    0.0037    0.0000
## AU_Tinggi               0.0004    0.0039    0.0000    0.0000    0.0044

5. Perhitungan Massa Kategori

r <- rowSums(P)
cat("\nMassa tiap kategori (r = c):\n")
## 
## Massa tiap kategori (r = c):
print(round(r, 4))
##                Daily          Once a week Several times a week 
##               0.0361               0.0148               0.0490 
## Gen Y (1981 to 1996) Gen Z (1997 to 2012)               Female 
##               0.0239               0.0761               0.0529 
##                 Male                Other                   S1 
##               0.0471               0.0052               0.0813 
##                   S2                   S3             Employee 
##               0.0090               0.0045               0.0516 
##         Entrepreneur              Student          PEOU_Rendah 
##               0.0168               0.0316               0.0084 
##          PEOU_Sedang          PEOU_Tinggi            PU_Rendah 
##               0.0265               0.0652               0.0065 
##            PU_Sedang            PU_Tinggi           ATU_Rendah 
##               0.0419               0.0516               0.0232 
##           ATU_Sedang           ATU_Tinggi            BI_Rendah 
##               0.0213               0.0555               0.0187 
##            BI_Sedang            BI_Tinggi            AU_Rendah 
##               0.0368               0.0445               0.0194 
##            AU_Sedang            AU_Tinggi 
##               0.0368               0.0439
cat("Cek: sum(r) =", round(sum(r), 6))
## Cek: sum(r) = 1

6. Penyusunan Profil Baris

D_r     <- diag(r)
D_r
##             [,1]       [,2]       [,3]       [,4]       [,5]       [,6]
##  [1,] 0.03612903 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [2,] 0.00000000 0.01483871 0.00000000 0.00000000 0.00000000 0.00000000
##  [3,] 0.00000000 0.00000000 0.04903226 0.00000000 0.00000000 0.00000000
##  [4,] 0.00000000 0.00000000 0.00000000 0.02387097 0.00000000 0.00000000
##  [5,] 0.00000000 0.00000000 0.00000000 0.00000000 0.07612903 0.00000000
##  [6,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.05290323
##  [7,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [8,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [9,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [10,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [11,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [12,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [13,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [14,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [15,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [16,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [17,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [18,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [19,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [20,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [21,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [22,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [23,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [24,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [25,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [26,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [27,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [28,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [29,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##             [,7]       [,8]       [,9]       [,10]       [,11]     [,12]
##  [1,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
##  [2,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
##  [3,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
##  [4,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
##  [5,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
##  [6,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
##  [7,] 0.04709677 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
##  [8,] 0.00000000 0.00516129 0.00000000 0.000000000 0.000000000 0.0000000
##  [9,] 0.00000000 0.00000000 0.08129032 0.000000000 0.000000000 0.0000000
## [10,] 0.00000000 0.00000000 0.00000000 0.009032258 0.000000000 0.0000000
## [11,] 0.00000000 0.00000000 0.00000000 0.000000000 0.004516129 0.0000000
## [12,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0516129
## [13,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [14,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [15,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [16,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [17,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [18,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [19,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [20,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [21,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [22,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [23,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [24,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [25,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [26,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [27,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [28,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
## [29,] 0.00000000 0.00000000 0.00000000 0.000000000 0.000000000 0.0000000
##            [,13]     [,14]       [,15]      [,16]      [,17]       [,18]
##  [1,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
##  [2,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
##  [3,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
##  [4,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
##  [5,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
##  [6,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
##  [7,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
##  [8,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
##  [9,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [10,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [11,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [12,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [13,] 0.01677419 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [14,] 0.00000000 0.0316129 0.000000000 0.00000000 0.00000000 0.000000000
## [15,] 0.00000000 0.0000000 0.008387097 0.00000000 0.00000000 0.000000000
## [16,] 0.00000000 0.0000000 0.000000000 0.02645161 0.00000000 0.000000000
## [17,] 0.00000000 0.0000000 0.000000000 0.00000000 0.06516129 0.000000000
## [18,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.006451613
## [19,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [20,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [21,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [22,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [23,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [24,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [25,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [26,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [27,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [28,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
## [29,] 0.00000000 0.0000000 0.000000000 0.00000000 0.00000000 0.000000000
##            [,19]     [,20]      [,21]      [,22]      [,23]      [,24]
##  [1,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [2,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [3,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [4,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [5,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [6,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [7,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [8,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [9,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [10,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [11,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [12,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [13,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [14,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [15,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [16,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [17,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [18,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [19,] 0.04193548 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [20,] 0.00000000 0.0516129 0.00000000 0.00000000 0.00000000 0.00000000
## [21,] 0.00000000 0.0000000 0.02322581 0.00000000 0.00000000 0.00000000
## [22,] 0.00000000 0.0000000 0.00000000 0.02129032 0.00000000 0.00000000
## [23,] 0.00000000 0.0000000 0.00000000 0.00000000 0.05548387 0.00000000
## [24,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.01870968
## [25,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [26,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [27,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [28,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
## [29,] 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000
##            [,25]      [,26]      [,27]      [,28]      [,29]
##  [1,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [2,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [3,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [4,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [5,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [6,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [7,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [8,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [9,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [10,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [11,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [12,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [13,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [14,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [15,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [16,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [17,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [18,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [19,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [20,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [21,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [22,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [23,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [24,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [25,] 0.03677419 0.00000000 0.00000000 0.00000000 0.00000000
## [26,] 0.00000000 0.04451613 0.00000000 0.00000000 0.00000000
## [27,] 0.00000000 0.00000000 0.01935484 0.00000000 0.00000000
## [28,] 0.00000000 0.00000000 0.00000000 0.03677419 0.00000000
## [29,] 0.00000000 0.00000000 0.00000000 0.00000000 0.04387097
D_r_inv <- diag(1 / r)
D_r_inv
##           [,1]    [,2]     [,3]     [,4]     [,5]     [,6]     [,7]   [,8]
##  [1,] 27.67857  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
##  [2,]  0.00000 67.3913  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
##  [3,]  0.00000  0.0000 20.39474  0.00000  0.00000  0.00000  0.00000   0.00
##  [4,]  0.00000  0.0000  0.00000 41.89189  0.00000  0.00000  0.00000   0.00
##  [5,]  0.00000  0.0000  0.00000  0.00000 13.13559  0.00000  0.00000   0.00
##  [6,]  0.00000  0.0000  0.00000  0.00000  0.00000 18.90244  0.00000   0.00
##  [7,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000 21.23288   0.00
##  [8,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000 193.75
##  [9,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [10,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [11,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [12,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [13,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [14,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [15,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [16,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [17,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [18,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [19,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [20,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [21,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [22,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [23,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [24,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [25,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [26,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [27,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [28,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
## [29,]  0.00000  0.0000  0.00000  0.00000  0.00000  0.00000  0.00000   0.00
##           [,9]    [,10]    [,11]  [,12]    [,13]    [,14]    [,15]    [,16]
##  [1,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
##  [2,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
##  [3,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
##  [4,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
##  [5,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
##  [6,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
##  [7,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
##  [8,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
##  [9,] 12.30159   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [10,]  0.00000 110.7143   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [11,]  0.00000   0.0000 221.4286  0.000  0.00000  0.00000   0.0000  0.00000
## [12,]  0.00000   0.0000   0.0000 19.375  0.00000  0.00000   0.0000  0.00000
## [13,]  0.00000   0.0000   0.0000  0.000 59.61538  0.00000   0.0000  0.00000
## [14,]  0.00000   0.0000   0.0000  0.000  0.00000 31.63265   0.0000  0.00000
## [15,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000 119.2308  0.00000
## [16,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000 37.80488
## [17,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [18,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [19,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [20,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [21,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [22,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [23,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [24,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [25,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [26,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [27,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [28,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
## [29,]  0.00000   0.0000   0.0000  0.000  0.00000  0.00000   0.0000  0.00000
##          [,17] [,18]    [,19]  [,20]    [,21]   [,22]    [,23]    [,24]
##  [1,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
##  [2,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
##  [3,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
##  [4,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
##  [5,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
##  [6,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
##  [7,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
##  [8,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
##  [9,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [10,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [11,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [12,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [13,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [14,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [15,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [16,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [17,] 15.34653     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [18,]  0.00000   155  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [19,]  0.00000     0 23.84615  0.000  0.00000  0.0000  0.00000  0.00000
## [20,]  0.00000     0  0.00000 19.375  0.00000  0.0000  0.00000  0.00000
## [21,]  0.00000     0  0.00000  0.000 43.05556  0.0000  0.00000  0.00000
## [22,]  0.00000     0  0.00000  0.000  0.00000 46.9697  0.00000  0.00000
## [23,]  0.00000     0  0.00000  0.000  0.00000  0.0000 18.02326  0.00000
## [24,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000 53.44828
## [25,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [26,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [27,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [28,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
## [29,]  0.00000     0  0.00000  0.000  0.00000  0.0000  0.00000  0.00000
##          [,25]    [,26]    [,27]    [,28]    [,29]
##  [1,]  0.00000  0.00000  0.00000  0.00000  0.00000
##  [2,]  0.00000  0.00000  0.00000  0.00000  0.00000
##  [3,]  0.00000  0.00000  0.00000  0.00000  0.00000
##  [4,]  0.00000  0.00000  0.00000  0.00000  0.00000
##  [5,]  0.00000  0.00000  0.00000  0.00000  0.00000
##  [6,]  0.00000  0.00000  0.00000  0.00000  0.00000
##  [7,]  0.00000  0.00000  0.00000  0.00000  0.00000
##  [8,]  0.00000  0.00000  0.00000  0.00000  0.00000
##  [9,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [10,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [11,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [12,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [13,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [14,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [15,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [16,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [17,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [18,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [19,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [20,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [21,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [22,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [23,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [24,]  0.00000  0.00000  0.00000  0.00000  0.00000
## [25,] 27.19298  0.00000  0.00000  0.00000  0.00000
## [26,]  0.00000 22.46377  0.00000  0.00000  0.00000
## [27,]  0.00000  0.00000 51.66667  0.00000  0.00000
## [28,]  0.00000  0.00000  0.00000 27.19298  0.00000
## [29,]  0.00000  0.00000  0.00000  0.00000 22.79412

7. Pembentukan Matriks Profil Baris

profil_baris <- D_r_inv %*% P
rownames(profil_baris) <- colnames(matriks_burt)
colnames(profil_baris) <- colnames(matriks_burt)
cat("\nDimensi Matriks Profil Baris:", dim(profil_baris), "\n")
## 
## Dimensi Matriks Profil Baris: 29 29
cat("Cek: setiap baris harusnya berjumlah 1:\n")
## Cek: setiap baris harusnya berjumlah 1:
print(round(range(rowSums(profil_baris)), 6))
## [1] 1 1
print(round(profil_baris, 4))
##                       Daily Once a week Several times a week
## Daily                0.1000      0.0000               0.0000
## Once a week          0.0000      0.1000               0.0000
## Several times a week 0.0000      0.0000               0.1000
## Gen Y (1981 to 1996) 0.0351      0.0162               0.0486
## Gen Z (1997 to 2012) 0.0364      0.0144               0.0492
## Female               0.0402      0.0110               0.0488
## Male                 0.0315      0.0192               0.0493
## Other                0.0250      0.0125               0.0625
## S1                   0.0365      0.0159               0.0476
## S2                   0.0357      0.0143               0.0500
## S3                   0.0429      0.0000               0.0571
## Employee             0.0312      0.0175               0.0513
## Entrepreneur         0.0423      0.0115               0.0462
## Student              0.0408      0.0122               0.0469
## PEOU_Rendah          0.0231      0.0308               0.0462
## PEOU_Sedang          0.0293      0.0171               0.0537
## PEOU_Tinggi          0.0406      0.0119               0.0475
## PU_Rendah            0.0300      0.0300               0.0400
## PU_Sedang            0.0292      0.0200               0.0508
## PU_Tinggi            0.0425      0.0087               0.0488
## ATU_Rendah           0.0306      0.0167               0.0528
## ATU_Sedang           0.0333      0.0303               0.0364
## ATU_Tinggi           0.0395      0.0081               0.0523
## BI_Rendah            0.0345      0.0172               0.0483
## BI_Sedang            0.0298      0.0211               0.0491
## BI_Tinggi            0.0420      0.0087               0.0493
## AU_Rendah            0.0233      0.0200               0.0567
## AU_Sedang            0.0404      0.0158               0.0439
## AU_Tinggi            0.0382      0.0118               0.0500
##                      Gen Y (1981 to 1996) Gen Z (1997 to 2012) Female   Male
## Daily                              0.0232               0.0768 0.0589 0.0411
## Once a week                        0.0261               0.0739 0.0391 0.0609
## Several times a week               0.0237               0.0763 0.0526 0.0474
## Gen Y (1981 to 1996)               0.1000               0.0000 0.0541 0.0459
## Gen Z (1997 to 2012)               0.0000               0.1000 0.0525 0.0475
## Female                             0.0244               0.0756 0.1000 0.0000
## Male                               0.0233               0.0767 0.0000 0.1000
## Other                              0.0125               0.0875 0.0500 0.0500
## S1                                 0.0151               0.0849 0.0516 0.0484
## S2                                 0.0857               0.0143 0.0571 0.0429
## S3                                 0.0714               0.0286 0.0714 0.0286
## Employee                           0.0275               0.0725 0.0462 0.0538
## Entrepreneur                       0.0577               0.0423 0.0615 0.0385
## Student                            0.0000               0.1000 0.0592 0.0408
## PEOU_Rendah                        0.0462               0.0538 0.0462 0.0538
## PEOU_Sedang                        0.0244               0.0756 0.0488 0.0512
## PEOU_Tinggi                        0.0208               0.0792 0.0554 0.0446
## PU_Rendah                          0.0200               0.0800 0.0500 0.0500
## PU_Sedang                          0.0292               0.0708 0.0508 0.0492
## PU_Tinggi                          0.0200               0.0800 0.0550 0.0450
## ATU_Rendah                         0.0278               0.0722 0.0472 0.0528
## ATU_Sedang                         0.0182               0.0818 0.0485 0.0515
## ATU_Tinggi                         0.0244               0.0756 0.0570 0.0430
## BI_Rendah                          0.0345               0.0655 0.0483 0.0517
## BI_Sedang                          0.0211               0.0789 0.0561 0.0439
## BI_Tinggi                          0.0217               0.0783 0.0522 0.0478
## AU_Rendah                          0.0200               0.0800 0.0567 0.0433
## AU_Sedang                          0.0263               0.0737 0.0491 0.0509
## AU_Tinggi                          0.0235               0.0765 0.0544 0.0456
##                       Other     S1     S2     S3 Employee Entrepreneur Student
## Daily                0.0036 0.0821 0.0089 0.0054   0.0446       0.0196  0.0357
## Once a week          0.0043 0.0870 0.0087 0.0000   0.0609       0.0130  0.0261
## Several times a week 0.0066 0.0789 0.0092 0.0053   0.0539       0.0158  0.0303
## Gen Y (1981 to 1996) 0.0027 0.0514 0.0324 0.0135   0.0595       0.0405  0.0000
## Gen Z (1997 to 2012) 0.0059 0.0907 0.0017 0.0017   0.0492       0.0093  0.0415
## Female               0.0049 0.0793 0.0098 0.0061   0.0451       0.0195  0.0354
## Male                 0.0055 0.0836 0.0082 0.0027   0.0589       0.0137  0.0274
## Other                0.1000 0.0000 0.0000 0.0000   0.0250       0.0000  0.0750
## S1                   0.0000 0.1000 0.0000 0.0000   0.0579       0.0079  0.0341
## S2                   0.0000 0.0000 0.1000 0.0000   0.0357       0.0643  0.0000
## S3                   0.0000 0.0000 0.0000 0.1000   0.0000       0.1000  0.0000
## Employee             0.0025 0.0912 0.0063 0.0000   0.1000       0.0000  0.0000
## Entrepreneur         0.0000 0.0385 0.0346 0.0269   0.0000       0.1000  0.0000
## Student              0.0122 0.0878 0.0000 0.0000   0.0000       0.0000  0.1000
## PEOU_Rendah          0.0000 0.0846 0.0154 0.0000   0.0538       0.0385  0.0077
## PEOU_Sedang          0.0024 0.0878 0.0073 0.0024   0.0561       0.0122  0.0317
## PEOU_Tinggi          0.0069 0.0782 0.0089 0.0059   0.0495       0.0158  0.0347
## PU_Rendah            0.0000 0.1000 0.0000 0.0000   0.0800       0.0100  0.0100
## PU_Sedang            0.0031 0.0800 0.0138 0.0031   0.0523       0.0185  0.0292
## PU_Tinggi            0.0075 0.0800 0.0063 0.0063   0.0475       0.0163  0.0362
## ATU_Rendah           0.0000 0.0861 0.0111 0.0028   0.0611       0.0167  0.0222
## ATU_Sedang           0.0000 0.0970 0.0030 0.0000   0.0636       0.0061  0.0303
## ATU_Tinggi           0.0093 0.0733 0.0105 0.0070   0.0430       0.0209  0.0360
## BI_Rendah            0.0000 0.0828 0.0138 0.0034   0.0655       0.0172  0.0172
## BI_Sedang            0.0035 0.0860 0.0088 0.0018   0.0526       0.0158  0.0316
## BI_Tinggi            0.0087 0.0768 0.0072 0.0072   0.0449       0.0174  0.0377
## AU_Rendah            0.0033 0.0867 0.0100 0.0000   0.0633       0.0133  0.0233
## AU_Sedang            0.0053 0.0842 0.0105 0.0000   0.0544       0.0140  0.0316
## AU_Tinggi            0.0059 0.0765 0.0074 0.0103   0.0441       0.0206  0.0353
##                      PEOU_Rendah PEOU_Sedang PEOU_Tinggi PU_Rendah PU_Sedang
## Daily                     0.0054      0.0214      0.0732    0.0054    0.0339
## Once a week               0.0174      0.0304      0.0522    0.0130    0.0565
## Several times a week      0.0079      0.0289      0.0632    0.0053    0.0434
## Gen Y (1981 to 1996)      0.0162      0.0270      0.0568    0.0054    0.0514
## Gen Z (1997 to 2012)      0.0059      0.0263      0.0678    0.0068    0.0390
## Female                    0.0073      0.0244      0.0683    0.0061    0.0402
## Male                      0.0096      0.0288      0.0616    0.0068    0.0438
## Other                     0.0000      0.0125      0.0875    0.0000    0.0250
## S1                        0.0087      0.0286      0.0627    0.0079    0.0413
## S2                        0.0143      0.0214      0.0643    0.0000    0.0643
## S3                        0.0000      0.0143      0.0857    0.0000    0.0286
## Employee                  0.0087      0.0287      0.0625    0.0100    0.0425
## Entrepreneur              0.0192      0.0192      0.0615    0.0038    0.0462
## Student                   0.0020      0.0265      0.0714    0.0020    0.0388
## PEOU_Rendah               0.1000      0.0000      0.0000    0.0385    0.0615
## PEOU_Sedang               0.0000      0.1000      0.0000    0.0000    0.0707
## PEOU_Tinggi               0.0000      0.0000      0.1000    0.0050    0.0277
## PU_Rendah                 0.0500      0.0000      0.0500    0.1000    0.0000
## PU_Sedang                 0.0123      0.0446      0.0431    0.0000    0.1000
## PU_Tinggi                 0.0000      0.0150      0.0850    0.0000    0.0000
## ATU_Rendah                0.0139      0.0472      0.0389    0.0139    0.0389
## ATU_Sedang                0.0000      0.0576      0.0424    0.0000    0.0909
## ATU_Tinggi                0.0093      0.0058      0.0849    0.0058    0.0244
## BI_Rendah                 0.0172      0.0345      0.0483    0.0172    0.0483
## BI_Sedang                 0.0140      0.0368      0.0491    0.0088    0.0789
## BI_Tinggi                 0.0000      0.0145      0.0855    0.0000    0.0087
## AU_Rendah                 0.0167      0.0233      0.0600    0.0167    0.0433
## AU_Sedang                 0.0140      0.0386      0.0474    0.0088    0.0772
## AU_Tinggi                 0.0000      0.0176      0.0824    0.0000    0.0118
##                      PU_Tinggi ATU_Rendah ATU_Sedang ATU_Tinggi BI_Rendah
## Daily                   0.0607     0.0196     0.0196     0.0607    0.0179
## Once a week             0.0304     0.0261     0.0435     0.0304    0.0217
## Several times a week    0.0513     0.0250     0.0158     0.0592    0.0184
## Gen Y (1981 to 1996)    0.0432     0.0270     0.0162     0.0568    0.0270
## Gen Z (1997 to 2012)    0.0542     0.0220     0.0229     0.0551    0.0161
## Female                  0.0537     0.0207     0.0195     0.0598    0.0171
## Male                    0.0493     0.0260     0.0233     0.0507    0.0205
## Other                   0.0750     0.0000     0.0000     0.1000    0.0000
## S1                      0.0508     0.0246     0.0254     0.0500    0.0190
## S2                      0.0357     0.0286     0.0071     0.0643    0.0286
## S3                      0.0714     0.0143     0.0000     0.0857    0.0143
## Employee                0.0475     0.0275     0.0263     0.0462    0.0238
## Entrepreneur            0.0500     0.0231     0.0077     0.0692    0.0192
## Student                 0.0592     0.0163     0.0204     0.0633    0.0102
## PEOU_Rendah             0.0000     0.0385     0.0000     0.0615    0.0385
## PEOU_Sedang             0.0293     0.0415     0.0463     0.0122    0.0244
## PEOU_Tinggi             0.0673     0.0139     0.0139     0.0723    0.0139
## PU_Rendah               0.0000     0.0500     0.0000     0.0500    0.0500
## PU_Sedang               0.0000     0.0215     0.0462     0.0323    0.0215
## PU_Tinggi               0.1000     0.0213     0.0037     0.0750    0.0125
## ATU_Rendah              0.0472     0.1000     0.0000     0.0000    0.0722
## ATU_Sedang              0.0091     0.0000     0.1000     0.0000    0.0091
## ATU_Tinggi              0.0698     0.0000     0.0000     0.1000    0.0000
## BI_Rendah               0.0345     0.0897     0.0103     0.0000    0.1000
## BI_Sedang               0.0123     0.0053     0.0439     0.0509    0.0000
## BI_Tinggi               0.0913     0.0101     0.0072     0.0826    0.0000
## AU_Rendah               0.0400     0.0600     0.0200     0.0200    0.0667
## AU_Sedang               0.0140     0.0158     0.0404     0.0439    0.0123
## AU_Tinggi               0.0882     0.0132     0.0059     0.0809    0.0029
##                      BI_Sedang BI_Tinggi AU_Rendah AU_Sedang AU_Tinggi
## Daily                   0.0304    0.0518    0.0125    0.0411    0.0464
## Once a week             0.0522    0.0261    0.0261    0.0391    0.0348
## Several times a week    0.0368    0.0447    0.0224    0.0329    0.0447
## Gen Y (1981 to 1996)    0.0324    0.0405    0.0162    0.0405    0.0432
## Gen Z (1997 to 2012)    0.0381    0.0458    0.0203    0.0356    0.0441
## Female                  0.0390    0.0439    0.0207    0.0341    0.0451
## Male                    0.0342    0.0452    0.0178    0.0397    0.0425
## Other                   0.0250    0.0750    0.0125    0.0375    0.0500
## S1                      0.0389    0.0421    0.0206    0.0381    0.0413
## S2                      0.0357    0.0357    0.0214    0.0429    0.0357
## S3                      0.0143    0.0714    0.0000    0.0000    0.1000
## Employee                0.0375    0.0388    0.0238    0.0388    0.0375
## Entrepreneur            0.0346    0.0462    0.0154    0.0308    0.0538
## Student                 0.0367    0.0531    0.0143    0.0367    0.0490
## PEOU_Rendah             0.0615    0.0000    0.0385    0.0615    0.0000
## PEOU_Sedang             0.0512    0.0244    0.0171    0.0537    0.0293
## PEOU_Tinggi             0.0277    0.0584    0.0178    0.0267    0.0554
## PU_Rendah               0.0500    0.0000    0.0500    0.0500    0.0000
## PU_Sedang               0.0692    0.0092    0.0200    0.0677    0.0123
## PU_Tinggi               0.0087    0.0788    0.0150    0.0100    0.0750
## ATU_Rendah              0.0083    0.0194    0.0500    0.0250    0.0250
## ATU_Sedang              0.0758    0.0152    0.0182    0.0697    0.0121
## ATU_Tinggi              0.0337    0.0663    0.0070    0.0291    0.0640
## BI_Rendah               0.0000    0.0000    0.0690    0.0241    0.0069
## BI_Sedang               0.1000    0.0000    0.0175    0.0719    0.0105
## BI_Tinggi               0.0000    0.1000    0.0000    0.0130    0.0870
## AU_Rendah               0.0333    0.0000    0.1000    0.0000    0.0000
## AU_Sedang               0.0719    0.0158    0.0000    0.1000    0.0000
## AU_Tinggi               0.0088    0.0882    0.0000    0.0000    0.1000

8. Perhitungan Frekuensi Harapan

E <- outer(r, r)
cat("\nCek: sum(E) =", round(sum(E), 6))
## 
## Cek: sum(E) = 1
print(round(E, 4))
##                       Daily Once a week Several times a week
## Daily                0.0013      0.0005               0.0018
## Once a week          0.0005      0.0002               0.0007
## Several times a week 0.0018      0.0007               0.0024
## Gen Y (1981 to 1996) 0.0009      0.0004               0.0012
## Gen Z (1997 to 2012) 0.0028      0.0011               0.0037
## Female               0.0019      0.0008               0.0026
## Male                 0.0017      0.0007               0.0023
## Other                0.0002      0.0001               0.0003
## S1                   0.0029      0.0012               0.0040
## S2                   0.0003      0.0001               0.0004
## S3                   0.0002      0.0001               0.0002
## Employee             0.0019      0.0008               0.0025
## Entrepreneur         0.0006      0.0002               0.0008
## Student              0.0011      0.0005               0.0016
## PEOU_Rendah          0.0003      0.0001               0.0004
## PEOU_Sedang          0.0010      0.0004               0.0013
## PEOU_Tinggi          0.0024      0.0010               0.0032
## PU_Rendah            0.0002      0.0001               0.0003
## PU_Sedang            0.0015      0.0006               0.0021
## PU_Tinggi            0.0019      0.0008               0.0025
## ATU_Rendah           0.0008      0.0003               0.0011
## ATU_Sedang           0.0008      0.0003               0.0010
## ATU_Tinggi           0.0020      0.0008               0.0027
## BI_Rendah            0.0007      0.0003               0.0009
## BI_Sedang            0.0013      0.0005               0.0018
## BI_Tinggi            0.0016      0.0007               0.0022
## AU_Rendah            0.0007      0.0003               0.0009
## AU_Sedang            0.0013      0.0005               0.0018
## AU_Tinggi            0.0016      0.0007               0.0022
##                      Gen Y (1981 to 1996) Gen Z (1997 to 2012) Female   Male
## Daily                              0.0009               0.0028 0.0019 0.0017
## Once a week                        0.0004               0.0011 0.0008 0.0007
## Several times a week               0.0012               0.0037 0.0026 0.0023
## Gen Y (1981 to 1996)               0.0006               0.0018 0.0013 0.0011
## Gen Z (1997 to 2012)               0.0018               0.0058 0.0040 0.0036
## Female                             0.0013               0.0040 0.0028 0.0025
## Male                               0.0011               0.0036 0.0025 0.0022
## Other                              0.0001               0.0004 0.0003 0.0002
## S1                                 0.0019               0.0062 0.0043 0.0038
## S2                                 0.0002               0.0007 0.0005 0.0004
## S3                                 0.0001               0.0003 0.0002 0.0002
## Employee                           0.0012               0.0039 0.0027 0.0024
## Entrepreneur                       0.0004               0.0013 0.0009 0.0008
## Student                            0.0008               0.0024 0.0017 0.0015
## PEOU_Rendah                        0.0002               0.0006 0.0004 0.0004
## PEOU_Sedang                        0.0006               0.0020 0.0014 0.0012
## PEOU_Tinggi                        0.0016               0.0050 0.0034 0.0031
## PU_Rendah                          0.0002               0.0005 0.0003 0.0003
## PU_Sedang                          0.0010               0.0032 0.0022 0.0020
## PU_Tinggi                          0.0012               0.0039 0.0027 0.0024
## ATU_Rendah                         0.0006               0.0018 0.0012 0.0011
## ATU_Sedang                         0.0005               0.0016 0.0011 0.0010
## ATU_Tinggi                         0.0013               0.0042 0.0029 0.0026
## BI_Rendah                          0.0004               0.0014 0.0010 0.0009
## BI_Sedang                          0.0009               0.0028 0.0019 0.0017
## BI_Tinggi                          0.0011               0.0034 0.0024 0.0021
## AU_Rendah                          0.0005               0.0015 0.0010 0.0009
## AU_Sedang                          0.0009               0.0028 0.0019 0.0017
## AU_Tinggi                          0.0010               0.0033 0.0023 0.0021
##                      Other     S1    S2    S3 Employee Entrepreneur Student
## Daily                2e-04 0.0029 3e-04 2e-04   0.0019       0.0006  0.0011
## Once a week          1e-04 0.0012 1e-04 1e-04   0.0008       0.0002  0.0005
## Several times a week 3e-04 0.0040 4e-04 2e-04   0.0025       0.0008  0.0016
## Gen Y (1981 to 1996) 1e-04 0.0019 2e-04 1e-04   0.0012       0.0004  0.0008
## Gen Z (1997 to 2012) 4e-04 0.0062 7e-04 3e-04   0.0039       0.0013  0.0024
## Female               3e-04 0.0043 5e-04 2e-04   0.0027       0.0009  0.0017
## Male                 2e-04 0.0038 4e-04 2e-04   0.0024       0.0008  0.0015
## Other                0e+00 0.0004 0e+00 0e+00   0.0003       0.0001  0.0002
## S1                   4e-04 0.0066 7e-04 4e-04   0.0042       0.0014  0.0026
## S2                   0e+00 0.0007 1e-04 0e+00   0.0005       0.0002  0.0003
## S3                   0e+00 0.0004 0e+00 0e+00   0.0002       0.0001  0.0001
## Employee             3e-04 0.0042 5e-04 2e-04   0.0027       0.0009  0.0016
## Entrepreneur         1e-04 0.0014 2e-04 1e-04   0.0009       0.0003  0.0005
## Student              2e-04 0.0026 3e-04 1e-04   0.0016       0.0005  0.0010
## PEOU_Rendah          0e+00 0.0007 1e-04 0e+00   0.0004       0.0001  0.0003
## PEOU_Sedang          1e-04 0.0022 2e-04 1e-04   0.0014       0.0004  0.0008
## PEOU_Tinggi          3e-04 0.0053 6e-04 3e-04   0.0034       0.0011  0.0021
## PU_Rendah            0e+00 0.0005 1e-04 0e+00   0.0003       0.0001  0.0002
## PU_Sedang            2e-04 0.0034 4e-04 2e-04   0.0022       0.0007  0.0013
## PU_Tinggi            3e-04 0.0042 5e-04 2e-04   0.0027       0.0009  0.0016
## ATU_Rendah           1e-04 0.0019 2e-04 1e-04   0.0012       0.0004  0.0007
## ATU_Sedang           1e-04 0.0017 2e-04 1e-04   0.0011       0.0004  0.0007
## ATU_Tinggi           3e-04 0.0045 5e-04 3e-04   0.0029       0.0009  0.0018
## BI_Rendah            1e-04 0.0015 2e-04 1e-04   0.0010       0.0003  0.0006
## BI_Sedang            2e-04 0.0030 3e-04 2e-04   0.0019       0.0006  0.0012
## BI_Tinggi            2e-04 0.0036 4e-04 2e-04   0.0023       0.0007  0.0014
## AU_Rendah            1e-04 0.0016 2e-04 1e-04   0.0010       0.0003  0.0006
## AU_Sedang            2e-04 0.0030 3e-04 2e-04   0.0019       0.0006  0.0012
## AU_Tinggi            2e-04 0.0036 4e-04 2e-04   0.0023       0.0007  0.0014
##                      PEOU_Rendah PEOU_Sedang PEOU_Tinggi PU_Rendah PU_Sedang
## Daily                      3e-04      0.0010      0.0024     2e-04    0.0015
## Once a week                1e-04      0.0004      0.0010     1e-04    0.0006
## Several times a week       4e-04      0.0013      0.0032     3e-04    0.0021
## Gen Y (1981 to 1996)       2e-04      0.0006      0.0016     2e-04    0.0010
## Gen Z (1997 to 2012)       6e-04      0.0020      0.0050     5e-04    0.0032
## Female                     4e-04      0.0014      0.0034     3e-04    0.0022
## Male                       4e-04      0.0012      0.0031     3e-04    0.0020
## Other                      0e+00      0.0001      0.0003     0e+00    0.0002
## S1                         7e-04      0.0022      0.0053     5e-04    0.0034
## S2                         1e-04      0.0002      0.0006     1e-04    0.0004
## S3                         0e+00      0.0001      0.0003     0e+00    0.0002
## Employee                   4e-04      0.0014      0.0034     3e-04    0.0022
## Entrepreneur               1e-04      0.0004      0.0011     1e-04    0.0007
## Student                    3e-04      0.0008      0.0021     2e-04    0.0013
## PEOU_Rendah                1e-04      0.0002      0.0005     1e-04    0.0004
## PEOU_Sedang                2e-04      0.0007      0.0017     2e-04    0.0011
## PEOU_Tinggi                5e-04      0.0017      0.0042     4e-04    0.0027
## PU_Rendah                  1e-04      0.0002      0.0004     0e+00    0.0003
## PU_Sedang                  4e-04      0.0011      0.0027     3e-04    0.0018
## PU_Tinggi                  4e-04      0.0014      0.0034     3e-04    0.0022
## ATU_Rendah                 2e-04      0.0006      0.0015     1e-04    0.0010
## ATU_Sedang                 2e-04      0.0006      0.0014     1e-04    0.0009
## ATU_Tinggi                 5e-04      0.0015      0.0036     4e-04    0.0023
## BI_Rendah                  2e-04      0.0005      0.0012     1e-04    0.0008
## BI_Sedang                  3e-04      0.0010      0.0024     2e-04    0.0015
## BI_Tinggi                  4e-04      0.0012      0.0029     3e-04    0.0019
## AU_Rendah                  2e-04      0.0005      0.0013     1e-04    0.0008
## AU_Sedang                  3e-04      0.0010      0.0024     2e-04    0.0015
## AU_Tinggi                  4e-04      0.0012      0.0029     3e-04    0.0018
##                      PU_Tinggi ATU_Rendah ATU_Sedang ATU_Tinggi BI_Rendah
## Daily                   0.0019     0.0008     0.0008     0.0020    0.0007
## Once a week             0.0008     0.0003     0.0003     0.0008    0.0003
## Several times a week    0.0025     0.0011     0.0010     0.0027    0.0009
## Gen Y (1981 to 1996)    0.0012     0.0006     0.0005     0.0013    0.0004
## Gen Z (1997 to 2012)    0.0039     0.0018     0.0016     0.0042    0.0014
## Female                  0.0027     0.0012     0.0011     0.0029    0.0010
## Male                    0.0024     0.0011     0.0010     0.0026    0.0009
## Other                   0.0003     0.0001     0.0001     0.0003    0.0001
## S1                      0.0042     0.0019     0.0017     0.0045    0.0015
## S2                      0.0005     0.0002     0.0002     0.0005    0.0002
## S3                      0.0002     0.0001     0.0001     0.0003    0.0001
## Employee                0.0027     0.0012     0.0011     0.0029    0.0010
## Entrepreneur            0.0009     0.0004     0.0004     0.0009    0.0003
## Student                 0.0016     0.0007     0.0007     0.0018    0.0006
## PEOU_Rendah             0.0004     0.0002     0.0002     0.0005    0.0002
## PEOU_Sedang             0.0014     0.0006     0.0006     0.0015    0.0005
## PEOU_Tinggi             0.0034     0.0015     0.0014     0.0036    0.0012
## PU_Rendah               0.0003     0.0001     0.0001     0.0004    0.0001
## PU_Sedang               0.0022     0.0010     0.0009     0.0023    0.0008
## PU_Tinggi               0.0027     0.0012     0.0011     0.0029    0.0010
## ATU_Rendah              0.0012     0.0005     0.0005     0.0013    0.0004
## ATU_Sedang              0.0011     0.0005     0.0005     0.0012    0.0004
## ATU_Tinggi              0.0029     0.0013     0.0012     0.0031    0.0010
## BI_Rendah               0.0010     0.0004     0.0004     0.0010    0.0004
## BI_Sedang               0.0019     0.0009     0.0008     0.0020    0.0007
## BI_Tinggi               0.0023     0.0010     0.0009     0.0025    0.0008
## AU_Rendah               0.0010     0.0004     0.0004     0.0011    0.0004
## AU_Sedang               0.0019     0.0009     0.0008     0.0020    0.0007
## AU_Tinggi               0.0023     0.0010     0.0009     0.0024    0.0008
##                      BI_Sedang BI_Tinggi AU_Rendah AU_Sedang AU_Tinggi
## Daily                   0.0013    0.0016    0.0007    0.0013    0.0016
## Once a week             0.0005    0.0007    0.0003    0.0005    0.0007
## Several times a week    0.0018    0.0022    0.0009    0.0018    0.0022
## Gen Y (1981 to 1996)    0.0009    0.0011    0.0005    0.0009    0.0010
## Gen Z (1997 to 2012)    0.0028    0.0034    0.0015    0.0028    0.0033
## Female                  0.0019    0.0024    0.0010    0.0019    0.0023
## Male                    0.0017    0.0021    0.0009    0.0017    0.0021
## Other                   0.0002    0.0002    0.0001    0.0002    0.0002
## S1                      0.0030    0.0036    0.0016    0.0030    0.0036
## S2                      0.0003    0.0004    0.0002    0.0003    0.0004
## S3                      0.0002    0.0002    0.0001    0.0002    0.0002
## Employee                0.0019    0.0023    0.0010    0.0019    0.0023
## Entrepreneur            0.0006    0.0007    0.0003    0.0006    0.0007
## Student                 0.0012    0.0014    0.0006    0.0012    0.0014
## PEOU_Rendah             0.0003    0.0004    0.0002    0.0003    0.0004
## PEOU_Sedang             0.0010    0.0012    0.0005    0.0010    0.0012
## PEOU_Tinggi             0.0024    0.0029    0.0013    0.0024    0.0029
## PU_Rendah               0.0002    0.0003    0.0001    0.0002    0.0003
## PU_Sedang               0.0015    0.0019    0.0008    0.0015    0.0018
## PU_Tinggi               0.0019    0.0023    0.0010    0.0019    0.0023
## ATU_Rendah              0.0009    0.0010    0.0004    0.0009    0.0010
## ATU_Sedang              0.0008    0.0009    0.0004    0.0008    0.0009
## ATU_Tinggi              0.0020    0.0025    0.0011    0.0020    0.0024
## BI_Rendah               0.0007    0.0008    0.0004    0.0007    0.0008
## BI_Sedang               0.0014    0.0016    0.0007    0.0014    0.0016
## BI_Tinggi               0.0016    0.0020    0.0009    0.0016    0.0020
## AU_Rendah               0.0007    0.0009    0.0004    0.0007    0.0008
## AU_Sedang               0.0014    0.0016    0.0007    0.0014    0.0016
## AU_Tinggi               0.0016    0.0020    0.0008    0.0016    0.0019

9. Perhitungan Matriks Residual

R_residual <- P - E
cat("\nCek: sum(R) ~ 0:", round(sum(R_residual), 10), "\n")
## 
## Cek: sum(R) ~ 0: 0
print(round(R_residual, 4))
##                        Daily Once a week Several times a week
## Daily                 0.0023     -0.0005              -0.0018
## Once a week          -0.0005      0.0013              -0.0007
## Several times a week -0.0018     -0.0007               0.0025
## Gen Y (1981 to 1996)  0.0000      0.0000               0.0000
## Gen Z (1997 to 2012)  0.0000      0.0000               0.0000
## Female                0.0002     -0.0002               0.0000
## Male                 -0.0002      0.0002               0.0000
## Other                -0.0001      0.0000               0.0001
## S1                    0.0000      0.0001              -0.0001
## S2                    0.0000      0.0000               0.0000
## S3                    0.0000     -0.0001               0.0000
## Employee             -0.0003      0.0001               0.0001
## Entrepreneur          0.0001     -0.0001               0.0000
## Student               0.0001     -0.0001              -0.0001
## PEOU_Rendah          -0.0001      0.0001               0.0000
## PEOU_Sedang          -0.0002      0.0001               0.0001
## PEOU_Tinggi           0.0003     -0.0002              -0.0001
## PU_Rendah             0.0000      0.0001              -0.0001
## PU_Sedang            -0.0003      0.0002               0.0001
## PU_Tinggi             0.0003     -0.0003               0.0000
## ATU_Rendah           -0.0001      0.0000               0.0001
## ATU_Sedang           -0.0001      0.0003              -0.0003
## ATU_Tinggi            0.0002     -0.0004               0.0002
## BI_Rendah             0.0000      0.0000               0.0000
## BI_Sedang            -0.0002      0.0002               0.0000
## BI_Tinggi             0.0003     -0.0003               0.0000
## AU_Rendah            -0.0002      0.0001               0.0001
## AU_Sedang             0.0002      0.0000              -0.0002
## AU_Tinggi             0.0001     -0.0001               0.0000
##                      Gen Y (1981 to 1996) Gen Z (1997 to 2012)  Female    Male
## Daily                              0.0000               0.0000  0.0002 -0.0002
## Once a week                        0.0000               0.0000 -0.0002  0.0002
## Several times a week               0.0000               0.0000  0.0000  0.0000
## Gen Y (1981 to 1996)               0.0018              -0.0018  0.0000  0.0000
## Gen Z (1997 to 2012)              -0.0018               0.0018  0.0000  0.0000
## Female                             0.0000               0.0000  0.0025 -0.0025
## Male                               0.0000               0.0000 -0.0025  0.0025
## Other                             -0.0001               0.0001  0.0000  0.0000
## S1                                -0.0007               0.0007 -0.0001  0.0001
## S2                                 0.0006              -0.0006  0.0000  0.0000
## S3                                 0.0002              -0.0002  0.0001 -0.0001
## Employee                           0.0002              -0.0002 -0.0003  0.0003
## Entrepreneur                       0.0006              -0.0006  0.0001 -0.0001
## Student                           -0.0008               0.0008  0.0002 -0.0002
## PEOU_Rendah                        0.0002              -0.0002 -0.0001  0.0001
## PEOU_Sedang                        0.0000               0.0000 -0.0001  0.0001
## PEOU_Tinggi                       -0.0002               0.0002  0.0002 -0.0002
## PU_Rendah                          0.0000               0.0000  0.0000  0.0000
## PU_Sedang                          0.0002              -0.0002 -0.0001  0.0001
## PU_Tinggi                         -0.0002               0.0002  0.0001 -0.0001
## ATU_Rendah                         0.0001              -0.0001 -0.0001  0.0001
## ATU_Sedang                        -0.0001               0.0001 -0.0001  0.0001
## ATU_Tinggi                         0.0000               0.0000  0.0002 -0.0002
## BI_Rendah                          0.0002              -0.0002 -0.0001  0.0001
## BI_Sedang                         -0.0001               0.0001  0.0001 -0.0001
## BI_Tinggi                         -0.0001               0.0001  0.0000  0.0000
## AU_Rendah                         -0.0001               0.0001  0.0001 -0.0001
## AU_Sedang                          0.0001              -0.0001 -0.0001  0.0001
## AU_Tinggi                          0.0000               0.0000  0.0001 -0.0001
##                       Other      S1     S2     S3 Employee Entrepreneur Student
## Daily                -1e-04  0.0000  0e+00  0e+00  -0.0003       0.0001  0.0001
## Once a week           0e+00  0.0001  0e+00 -1e-04   0.0001      -0.0001 -0.0001
## Several times a week  1e-04 -0.0001  0e+00  0e+00   0.0001       0.0000 -0.0001
## Gen Y (1981 to 1996) -1e-04 -0.0007  6e-04  2e-04   0.0002       0.0006 -0.0008
## Gen Z (1997 to 2012)  1e-04  0.0007 -6e-04 -2e-04  -0.0002      -0.0006  0.0008
## Female                0e+00 -0.0001  0e+00  1e-04  -0.0003       0.0001  0.0002
## Male                  0e+00  0.0001  0e+00 -1e-04   0.0003      -0.0001 -0.0002
## Other                 5e-04 -0.0004  0e+00  0e+00  -0.0001      -0.0001  0.0002
## S1                   -4e-04  0.0015 -7e-04 -4e-04   0.0005      -0.0007  0.0002
## S2                    0e+00 -0.0007  8e-04  0e+00  -0.0001       0.0004 -0.0003
## S3                    0e+00 -0.0004  0e+00  4e-04  -0.0002       0.0004 -0.0001
## Employee             -1e-04  0.0005 -1e-04 -2e-04   0.0025      -0.0009 -0.0016
## Entrepreneur         -1e-04 -0.0007  4e-04  4e-04  -0.0009       0.0014 -0.0005
## Student               2e-04  0.0002 -3e-04 -1e-04  -0.0016      -0.0005  0.0022
## PEOU_Rendah           0e+00  0.0000  1e-04  0e+00   0.0000       0.0002 -0.0002
## PEOU_Sedang          -1e-04  0.0002  0e+00 -1e-04   0.0001      -0.0001  0.0000
## PEOU_Tinggi           1e-04 -0.0002  0e+00  1e-04  -0.0001      -0.0001  0.0002
## PU_Rendah             0e+00  0.0001 -1e-04  0e+00   0.0002       0.0000 -0.0001
## PU_Sedang            -1e-04 -0.0001  2e-04 -1e-04   0.0000       0.0001 -0.0001
## PU_Tinggi             1e-04 -0.0001 -1e-04  1e-04  -0.0002       0.0000  0.0002
## ATU_Rendah           -1e-04  0.0001  0e+00  0e+00   0.0002       0.0000 -0.0002
## ATU_Sedang           -1e-04  0.0003 -1e-04 -1e-04   0.0003      -0.0002  0.0000
## ATU_Tinggi            2e-04 -0.0004  1e-04  1e-04  -0.0005       0.0002  0.0002
## BI_Rendah            -1e-04  0.0000  1e-04  0e+00   0.0003       0.0000 -0.0003
## BI_Sedang            -1e-04  0.0002  0e+00 -1e-04   0.0000       0.0000  0.0000
## BI_Tinggi             2e-04 -0.0002 -1e-04  1e-04  -0.0003       0.0000  0.0003
## AU_Rendah             0e+00  0.0001  0e+00 -1e-04   0.0002      -0.0001 -0.0002
## AU_Sedang             0e+00  0.0001  1e-04 -2e-04   0.0001      -0.0001  0.0000
## AU_Tinggi             0e+00 -0.0002 -1e-04  3e-04  -0.0003       0.0002  0.0002
##                      PEOU_Rendah PEOU_Sedang PEOU_Tinggi PU_Rendah PU_Sedang
## Daily                     -1e-04     -0.0002      0.0003     0e+00   -0.0003
## Once a week                1e-04      0.0001     -0.0002     1e-04    0.0002
## Several times a week       0e+00      0.0001     -0.0001    -1e-04    0.0001
## Gen Y (1981 to 1996)       2e-04      0.0000     -0.0002     0e+00    0.0002
## Gen Z (1997 to 2012)      -2e-04      0.0000      0.0002     0e+00   -0.0002
## Female                    -1e-04     -0.0001      0.0002     0e+00   -0.0001
## Male                       1e-04      0.0001     -0.0002     0e+00    0.0001
## Other                      0e+00     -0.0001      0.0001     0e+00   -0.0001
## S1                         0e+00      0.0002     -0.0002     1e-04   -0.0001
## S2                         1e-04      0.0000      0.0000    -1e-04    0.0002
## S3                         0e+00     -0.0001      0.0001     0e+00   -0.0001
## Employee                   0e+00      0.0001     -0.0001     2e-04    0.0000
## Entrepreneur               2e-04     -0.0001     -0.0001     0e+00    0.0001
## Student                   -2e-04      0.0000      0.0002    -1e-04   -0.0001
## PEOU_Rendah                8e-04     -0.0002     -0.0005     3e-04    0.0002
## PEOU_Sedang               -2e-04      0.0019     -0.0017    -2e-04    0.0008
## PEOU_Tinggi               -5e-04     -0.0017      0.0023    -1e-04   -0.0009
## PU_Rendah                  3e-04     -0.0002     -0.0001     6e-04   -0.0003
## PU_Sedang                  2e-04      0.0008     -0.0009    -3e-04    0.0024
## PU_Tinggi                 -4e-04     -0.0006      0.0010    -3e-04   -0.0022
## ATU_Rendah                 1e-04      0.0005     -0.0006     2e-04   -0.0001
## ATU_Sedang                -2e-04      0.0007     -0.0005    -1e-04    0.0010
## ATU_Tinggi                 1e-04     -0.0011      0.0011     0e+00   -0.0010
## BI_Rendah                  2e-04      0.0002     -0.0003     2e-04    0.0001
## BI_Sedang                  2e-04      0.0004     -0.0006     1e-04    0.0014
## BI_Tinggi                 -4e-04     -0.0005      0.0009    -3e-04   -0.0015
## AU_Rendah                  2e-04     -0.0001     -0.0001     2e-04    0.0000
## AU_Sedang                  2e-04      0.0004     -0.0007     1e-04    0.0013
## AU_Tinggi                 -4e-04     -0.0004      0.0008    -3e-04   -0.0013
##                      PU_Tinggi ATU_Rendah ATU_Sedang ATU_Tinggi BI_Rendah
## Daily                   0.0003    -0.0001    -0.0001     0.0002    0.0000
## Once a week            -0.0003     0.0000     0.0003    -0.0004    0.0000
## Several times a week    0.0000     0.0001    -0.0003     0.0002    0.0000
## Gen Y (1981 to 1996)   -0.0002     0.0001    -0.0001     0.0000    0.0002
## Gen Z (1997 to 2012)    0.0002    -0.0001     0.0001     0.0000   -0.0002
## Female                  0.0001    -0.0001    -0.0001     0.0002   -0.0001
## Male                   -0.0001     0.0001     0.0001    -0.0002    0.0001
## Other                   0.0001    -0.0001    -0.0001     0.0002   -0.0001
## S1                     -0.0001     0.0001     0.0003    -0.0004    0.0000
## S2                     -0.0001     0.0000    -0.0001     0.0001    0.0001
## S3                      0.0001     0.0000    -0.0001     0.0001    0.0000
## Employee               -0.0002     0.0002     0.0003    -0.0005    0.0003
## Entrepreneur            0.0000     0.0000    -0.0002     0.0002    0.0000
## Student                 0.0002    -0.0002     0.0000     0.0002   -0.0003
## PEOU_Rendah            -0.0004     0.0001    -0.0002     0.0001    0.0002
## PEOU_Sedang            -0.0006     0.0005     0.0007    -0.0011    0.0002
## PEOU_Tinggi             0.0010    -0.0006    -0.0005     0.0011   -0.0003
## PU_Rendah              -0.0003     0.0002    -0.0001     0.0000    0.0002
## PU_Sedang              -0.0022    -0.0001     0.0010    -0.0010    0.0001
## PU_Tinggi               0.0025    -0.0001    -0.0009     0.0010   -0.0003
## ATU_Rendah             -0.0001     0.0018    -0.0005    -0.0013    0.0012
## ATU_Sedang             -0.0009    -0.0005     0.0017    -0.0012   -0.0002
## ATU_Tinggi              0.0010    -0.0013    -0.0012     0.0025   -0.0010
## BI_Rendah              -0.0003     0.0012    -0.0002    -0.0010    0.0015
## BI_Sedang              -0.0014    -0.0007     0.0008    -0.0002   -0.0007
## BI_Tinggi               0.0018    -0.0006    -0.0006     0.0012   -0.0008
## AU_Rendah              -0.0002     0.0007     0.0000    -0.0007    0.0009
## AU_Sedang              -0.0014    -0.0003     0.0007    -0.0004   -0.0002
## AU_Tinggi               0.0016    -0.0004    -0.0007     0.0011   -0.0007
##                      BI_Sedang BI_Tinggi AU_Rendah AU_Sedang AU_Tinggi
## Daily                  -0.0002    0.0003   -0.0002    0.0002    0.0001
## Once a week             0.0002   -0.0003    0.0001    0.0000   -0.0001
## Several times a week    0.0000    0.0000    0.0001   -0.0002    0.0000
## Gen Y (1981 to 1996)   -0.0001   -0.0001   -0.0001    0.0001    0.0000
## Gen Z (1997 to 2012)    0.0001    0.0001    0.0001   -0.0001    0.0000
## Female                  0.0001    0.0000    0.0001   -0.0001    0.0001
## Male                   -0.0001    0.0000   -0.0001    0.0001   -0.0001
## Other                  -0.0001    0.0002    0.0000    0.0000    0.0000
## S1                      0.0002   -0.0002    0.0001    0.0001   -0.0002
## S2                      0.0000   -0.0001    0.0000    0.0001   -0.0001
## S3                     -0.0001    0.0001   -0.0001   -0.0002    0.0003
## Employee                0.0000   -0.0003    0.0002    0.0001   -0.0003
## Entrepreneur            0.0000    0.0000   -0.0001   -0.0001    0.0002
## Student                 0.0000    0.0003   -0.0002    0.0000    0.0002
## PEOU_Rendah             0.0002   -0.0004    0.0002    0.0002   -0.0004
## PEOU_Sedang             0.0004   -0.0005   -0.0001    0.0004   -0.0004
## PEOU_Tinggi            -0.0006    0.0009   -0.0001   -0.0007    0.0008
## PU_Rendah               0.0001   -0.0003    0.0002    0.0001   -0.0003
## PU_Sedang               0.0014   -0.0015    0.0000    0.0013   -0.0013
## PU_Tinggi              -0.0014    0.0018   -0.0002   -0.0014    0.0016
## ATU_Rendah             -0.0007   -0.0006    0.0007   -0.0003   -0.0004
## ATU_Sedang              0.0008   -0.0006    0.0000    0.0007   -0.0007
## ATU_Tinggi             -0.0002    0.0012   -0.0007   -0.0004    0.0011
## BI_Rendah              -0.0007   -0.0008    0.0009   -0.0002   -0.0007
## BI_Sedang               0.0023   -0.0016   -0.0001    0.0013   -0.0012
## BI_Tinggi              -0.0016    0.0025   -0.0009   -0.0011    0.0019
## AU_Rendah              -0.0001   -0.0009    0.0016   -0.0007   -0.0008
## AU_Sedang               0.0013   -0.0011   -0.0007    0.0023   -0.0016
## AU_Tinggi              -0.0012    0.0019   -0.0008   -0.0016    0.0025

10. Standardisasi Residual dengan Jarak Chi-Square

D_r_invsqrt <- diag(1 / sqrt(r))
S <- D_r_invsqrt %*% R_residual %*% D_r_invsqrt
cat("\nTotal Inertia:", round(sum(S^2), 6), "\n")
## 
## Total Inertia: 0.310416
print(round(D_r_invsqrt, 4))
##        [,1]   [,2]   [,3]   [,4]   [,5]   [,6]   [,7]    [,8]   [,9]   [,10]
##  [1,] 5.261 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
##  [2,] 0.000 8.2092 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
##  [3,] 0.000 0.0000 4.5161 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
##  [4,] 0.000 0.0000 0.0000 6.4724 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
##  [5,] 0.000 0.0000 0.0000 0.0000 3.6243 0.0000 0.0000  0.0000 0.0000  0.0000
##  [6,] 0.000 0.0000 0.0000 0.0000 0.0000 4.3477 0.0000  0.0000 0.0000  0.0000
##  [7,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 4.6079  0.0000 0.0000  0.0000
##  [8,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 13.9194 0.0000  0.0000
##  [9,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 3.5074  0.0000
## [10,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 10.5221
## [11,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [12,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [13,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [14,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [15,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [16,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [17,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [18,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [19,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [20,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [21,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [22,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [23,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [24,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [25,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [26,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [27,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [28,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
## [29,] 0.000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000  0.0000 0.0000  0.0000
##         [,11]  [,12]  [,13]  [,14]   [,15]  [,16]  [,17]   [,18]  [,19]  [,20]
##  [1,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
##  [2,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
##  [3,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
##  [4,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
##  [5,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
##  [6,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
##  [7,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
##  [8,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
##  [9,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [10,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [11,] 14.8805 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [12,]  0.0000 4.4017 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [13,]  0.0000 0.0000 7.7211 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [14,]  0.0000 0.0000 0.0000 5.6243  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [15,]  0.0000 0.0000 0.0000 0.0000 10.9193 0.0000 0.0000  0.0000 0.0000 0.0000
## [16,]  0.0000 0.0000 0.0000 0.0000  0.0000 6.1486 0.0000  0.0000 0.0000 0.0000
## [17,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 3.9175  0.0000 0.0000 0.0000
## [18,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000 12.4499 0.0000 0.0000
## [19,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 4.8833 0.0000
## [20,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 4.4017
## [21,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [22,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [23,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [24,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [25,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [26,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [27,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [28,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
## [29,]  0.0000 0.0000 0.0000 0.0000  0.0000 0.0000 0.0000  0.0000 0.0000 0.0000
##        [,21]  [,22]  [,23]  [,24]  [,25]  [,26] [,27]  [,28]  [,29]
##  [1,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
##  [2,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
##  [3,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
##  [4,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
##  [5,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
##  [6,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
##  [7,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
##  [8,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
##  [9,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [10,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [11,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [12,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [13,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [14,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [15,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [16,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [17,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [18,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [19,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [20,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [21,] 6.5617 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [22,] 0.0000 6.8534 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [23,] 0.0000 0.0000 4.2454 0.0000 0.0000 0.0000 0.000 0.0000 0.0000
## [24,] 0.0000 0.0000 0.0000 7.3108 0.0000 0.0000 0.000 0.0000 0.0000
## [25,] 0.0000 0.0000 0.0000 0.0000 5.2147 0.0000 0.000 0.0000 0.0000
## [26,] 0.0000 0.0000 0.0000 0.0000 0.0000 4.7396 0.000 0.0000 0.0000
## [27,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 7.188 0.0000 0.0000
## [28,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 5.2147 0.0000
## [29,] 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.000 0.0000 4.7743
print(round(S, 4))
##          [,1]    [,2]    [,3]    [,4]    [,5]    [,6]    [,7]    [,8]    [,9]
##  [1,]  0.0639 -0.0232 -0.0421 -0.0008  0.0005  0.0050 -0.0053 -0.0042  0.0006
##  [2,] -0.0232  0.0852 -0.0270  0.0017 -0.0010 -0.0073  0.0077 -0.0014  0.0024
##  [3,] -0.0421 -0.0270  0.0510 -0.0003  0.0001 -0.0003  0.0003  0.0044 -0.0018
##  [4,] -0.0008  0.0017 -0.0003  0.0761 -0.0426  0.0008 -0.0008 -0.0053 -0.0162
##  [5,]  0.0005 -0.0010  0.0001 -0.0426  0.0239 -0.0004  0.0005  0.0030  0.0091
##  [6,]  0.0050 -0.0073 -0.0003  0.0008 -0.0004  0.0471 -0.0499 -0.0009 -0.0016
##  [7,] -0.0053  0.0077  0.0003 -0.0008  0.0005 -0.0499  0.0529  0.0010  0.0017
##  [8,] -0.0042 -0.0014  0.0044 -0.0053  0.0030 -0.0009  0.0010  0.0948 -0.0205
##  [9,]  0.0006  0.0024 -0.0018 -0.0162  0.0091 -0.0016  0.0017 -0.0205  0.0187
## [10,] -0.0002 -0.0004  0.0004  0.0380 -0.0213  0.0018 -0.0019 -0.0068 -0.0271
## [11,]  0.0024 -0.0082  0.0025  0.0207 -0.0116  0.0054 -0.0057 -0.0048 -0.0192
## [12,] -0.0058  0.0050  0.0023  0.0053 -0.0030 -0.0066  0.0070 -0.0084  0.0079
## [13,]  0.0042 -0.0035 -0.0017  0.0284 -0.0159  0.0049 -0.0052 -0.0093 -0.0195
## [14,]  0.0044 -0.0038 -0.0017 -0.0275  0.0154  0.0049 -0.0051  0.0175  0.0040
## [15,] -0.0063  0.0120 -0.0012  0.0132 -0.0074 -0.0027  0.0028 -0.0066  0.0011
## [16,] -0.0059  0.0030  0.0034  0.0005 -0.0003 -0.0029  0.0031 -0.0062  0.0037
## [17,]  0.0060 -0.0062 -0.0017 -0.0051  0.0028  0.0028 -0.0030  0.0063 -0.0028
## [18,] -0.0026  0.0100 -0.0033 -0.0020  0.0011 -0.0010  0.0011 -0.0058  0.0053
## [19,] -0.0074  0.0087  0.0016  0.0071 -0.0040 -0.0019  0.0020 -0.0059 -0.0009
## [20,]  0.0076 -0.0114 -0.0003 -0.0057  0.0032  0.0021 -0.0022  0.0074 -0.0010
## [21,] -0.0045  0.0023  0.0026  0.0039 -0.0022 -0.0038  0.0040 -0.0109  0.0026
## [22,] -0.0021  0.0185 -0.0083 -0.0054  0.0030 -0.0028  0.0030 -0.0105  0.0080
## [23,]  0.0042 -0.0130  0.0035  0.0008 -0.0005  0.0042 -0.0044  0.0136 -0.0066
## [24,] -0.0012  0.0027 -0.0005  0.0094 -0.0053 -0.0028  0.0029 -0.0098  0.0007
## [25,] -0.0064  0.0098  0.0001 -0.0035  0.0020  0.0027 -0.0029 -0.0044  0.0031
## [26,]  0.0065 -0.0106  0.0002 -0.0029  0.0016 -0.0007  0.0007  0.0104 -0.0033
## [27,] -0.0094  0.0059  0.0048 -0.0035  0.0020  0.0023 -0.0024 -0.0035  0.0026
## [28,]  0.0043  0.0015 -0.0045  0.0030 -0.0017 -0.0032  0.0033  0.0003  0.0020
## [29,]  0.0023 -0.0053  0.0009 -0.0005  0.0003  0.0014 -0.0015  0.0021 -0.0035
##         [,10]   [,11]   [,12]   [,13]   [,14]   [,15]   [,16]   [,17]   [,18]
##  [1,] -0.0002  0.0024 -0.0058  0.0042  0.0044 -0.0063 -0.0059  0.0060 -0.0026
##  [2,] -0.0004 -0.0082  0.0050 -0.0035 -0.0038  0.0120  0.0030 -0.0062  0.0100
##  [3,]  0.0004  0.0025  0.0023 -0.0017 -0.0017 -0.0012  0.0034 -0.0017 -0.0033
##  [4,]  0.0380  0.0207  0.0053  0.0284 -0.0275  0.0132  0.0005 -0.0051 -0.0020
##  [5,] -0.0213 -0.0116 -0.0030 -0.0159  0.0154 -0.0074 -0.0003  0.0028  0.0011
##  [6,]  0.0018  0.0054 -0.0066  0.0049  0.0049 -0.0027 -0.0029  0.0028 -0.0010
##  [7,] -0.0019 -0.0057  0.0070 -0.0052 -0.0051  0.0028  0.0031 -0.0030  0.0011
##  [8,] -0.0068 -0.0048 -0.0084 -0.0093  0.0175 -0.0066 -0.0062  0.0063 -0.0058
##  [9,] -0.0271 -0.0192  0.0079 -0.0195  0.0040  0.0011  0.0037 -0.0028  0.0053
## [10,]  0.0910 -0.0064 -0.0067  0.0349 -0.0169  0.0061 -0.0029 -0.0003 -0.0076
## [11,] -0.0064  0.0955 -0.0153  0.0432 -0.0119 -0.0062 -0.0050  0.0054 -0.0054
## [12,] -0.0067 -0.0153  0.0484 -0.0294 -0.0404  0.0009  0.0032 -0.0024  0.0100
## [13,]  0.0349  0.0432 -0.0294  0.0832 -0.0230  0.0153 -0.0058 -0.0018 -0.0042
## [14,] -0.0169 -0.0119 -0.0404 -0.0230  0.0684 -0.0123  0.0001  0.0044 -0.0098
## [15,]  0.0061 -0.0062  0.0009  0.0153 -0.0123  0.0916 -0.0149 -0.0234  0.0365
## [16,] -0.0029 -0.0050  0.0032 -0.0058  0.0001 -0.0149  0.0735 -0.0415 -0.0131
## [17,] -0.0003  0.0054 -0.0024 -0.0018  0.0044 -0.0234 -0.0415  0.0348 -0.0048
## [18,] -0.0076 -0.0054  0.0100 -0.0042 -0.0098  0.0365 -0.0131 -0.0048  0.0935
## [19,]  0.0104 -0.0044  0.0006  0.0027 -0.0027  0.0088  0.0229 -0.0177 -0.0164
## [20,] -0.0067  0.0059 -0.0041 -0.0009  0.0059 -0.0208 -0.0160  0.0177 -0.0182
## [21,]  0.0033 -0.0039  0.0064 -0.0001 -0.0080  0.0092  0.0195 -0.0157  0.0141
## [22,] -0.0092 -0.0098  0.0077 -0.0121 -0.0011 -0.0134  0.0279 -0.0130 -0.0117
## [23,]  0.0036  0.0086 -0.0089  0.0076  0.0059  0.0024 -0.0299  0.0182 -0.0019
## [24,]  0.0069 -0.0022  0.0084  0.0005 -0.0111  0.0132  0.0068 -0.0090  0.0184
## [25,] -0.0005 -0.0079  0.0009 -0.0015  0.0000  0.0118  0.0123 -0.0120  0.0055
## [26,] -0.0040  0.0086 -0.0062  0.0010  0.0072 -0.0193 -0.0155  0.0168 -0.0169
## [27,]  0.0014 -0.0093  0.0072 -0.0037 -0.0065  0.0126 -0.0027 -0.0028  0.0177
## [28,]  0.0030 -0.0129  0.0023 -0.0041  0.0000  0.0118  0.0143 -0.0134  0.0055
## [29,] -0.0037  0.0180 -0.0069  0.0062  0.0043 -0.0192 -0.0113  0.0141 -0.0168
##         [,19]   [,20]   [,21]   [,22]   [,23]   [,24]   [,25]   [,26]   [,27]
##  [1,] -0.0074  0.0076 -0.0045 -0.0021  0.0042 -0.0012 -0.0064  0.0065 -0.0094
##  [2,]  0.0087 -0.0114  0.0023  0.0185 -0.0130  0.0027  0.0098 -0.0106  0.0059
##  [3,]  0.0016 -0.0003  0.0026 -0.0083  0.0035 -0.0005  0.0001  0.0002  0.0048
##  [4,]  0.0071 -0.0057  0.0039 -0.0054  0.0008  0.0094 -0.0035 -0.0029 -0.0035
##  [5,] -0.0040  0.0032 -0.0022  0.0030 -0.0005 -0.0053  0.0020  0.0016  0.0020
##  [6,] -0.0019  0.0021 -0.0038 -0.0028  0.0042 -0.0028  0.0027 -0.0007  0.0023
##  [7,]  0.0020 -0.0022  0.0040  0.0030 -0.0044  0.0029 -0.0029  0.0007 -0.0024
##  [8,] -0.0059  0.0074 -0.0109 -0.0105  0.0136 -0.0098 -0.0044  0.0104 -0.0035
##  [9,] -0.0009 -0.0010  0.0026  0.0080 -0.0066  0.0007  0.0031 -0.0033  0.0026
## [10,]  0.0104 -0.0067  0.0033 -0.0092  0.0036  0.0069 -0.0005 -0.0040  0.0014
## [11,] -0.0044  0.0059 -0.0039 -0.0098  0.0086 -0.0022 -0.0079  0.0086 -0.0093
## [12,]  0.0006 -0.0041  0.0064  0.0077 -0.0089  0.0084  0.0009 -0.0062  0.0072
## [13,]  0.0027 -0.0009 -0.0001 -0.0121  0.0076  0.0005 -0.0015  0.0010 -0.0037
## [14,] -0.0027  0.0059 -0.0080 -0.0011  0.0059 -0.0111  0.0000  0.0072 -0.0065
## [15,]  0.0088 -0.0208  0.0092 -0.0134  0.0024  0.0132  0.0118 -0.0193  0.0126
## [16,]  0.0229 -0.0160  0.0195  0.0279 -0.0299  0.0068  0.0123 -0.0155 -0.0027
## [17,] -0.0177  0.0177 -0.0157 -0.0130  0.0182 -0.0090 -0.0120  0.0168 -0.0028
## [18,] -0.0164 -0.0182  0.0141 -0.0117 -0.0019  0.0184  0.0055 -0.0169  0.0177
## [19,]  0.0581 -0.0465 -0.0023  0.0349 -0.0201  0.0042  0.0347 -0.0342  0.0009
## [20,] -0.0465  0.0484 -0.0029 -0.0273  0.0188 -0.0103 -0.0332  0.0369 -0.0071
## [21,] -0.0023 -0.0029  0.0768 -0.0222 -0.0359  0.0596 -0.0226 -0.0181  0.0336
## [22,]  0.0349 -0.0273 -0.0222  0.0787 -0.0344 -0.0103  0.0297 -0.0203 -0.0012
## [23,] -0.0201  0.0188 -0.0359 -0.0344  0.0445 -0.0322 -0.0038  0.0243 -0.0210
## [24,]  0.0042 -0.0103  0.0596 -0.0103 -0.0322  0.0813 -0.0262 -0.0289  0.0488
## [25,]  0.0347 -0.0332 -0.0226  0.0297 -0.0038 -0.0262  0.0632 -0.0405 -0.0025
## [26,] -0.0342  0.0369 -0.0181 -0.0203  0.0243 -0.0289 -0.0405  0.0555 -0.0294
## [27,]  0.0009 -0.0071  0.0336 -0.0012 -0.0210  0.0488 -0.0025 -0.0294  0.0806
## [28,]  0.0330 -0.0317 -0.0094  0.0251 -0.0095 -0.0090  0.0352 -0.0261 -0.0267
## [29,] -0.0309  0.0338 -0.0137 -0.0221  0.0226 -0.0241 -0.0305  0.0434 -0.0291
##         [,28]   [,29]
##  [1,]  0.0043  0.0023
##  [2,]  0.0015 -0.0053
##  [3,] -0.0045  0.0009
##  [4,]  0.0030 -0.0005
##  [5,] -0.0017  0.0003
##  [6,] -0.0032  0.0014
##  [7,]  0.0033 -0.0015
##  [8,]  0.0003  0.0021
##  [9,]  0.0020 -0.0035
## [10,]  0.0030 -0.0037
## [11,] -0.0129  0.0180
## [12,]  0.0023 -0.0069
## [13,] -0.0041  0.0062
## [14,]  0.0000  0.0043
## [15,]  0.0118 -0.0192
## [16,]  0.0143 -0.0113
## [17,] -0.0134  0.0141
## [18,]  0.0055 -0.0168
## [19,]  0.0330 -0.0309
## [20,] -0.0317  0.0338
## [21,] -0.0094 -0.0137
## [22,]  0.0251 -0.0221
## [23,] -0.0095  0.0226
## [24,] -0.0090 -0.0241
## [25,]  0.0352 -0.0305
## [26,] -0.0261  0.0434
## [27,] -0.0267 -0.0291
## [28,]  0.0632 -0.0402
## [29,] -0.0402  0.0561

11.Penguraian Matriks Menggunakan GSVD

U = vektor singular kiri delta = nilai singular (diagonal Delta) V = vektor singular kanan

gsvd  <- svd(S)
gsvd
## $d
##  [1] 3.282493e-01 2.335663e-01 2.083992e-01 1.492104e-01 1.228471e-01
##  [6] 1.135759e-01 1.040998e-01 9.992164e-02 9.360854e-02 8.222335e-02
## [11] 7.829925e-02 5.619688e-02 5.244920e-02 4.759521e-02 4.010435e-02
## [16] 3.160285e-02 2.415433e-02 1.978171e-02 1.411473e-02 4.689150e-17
## [21] 4.592217e-17 2.450318e-17 2.450318e-17 2.450318e-17 2.450318e-17
## [26] 2.450318e-17 2.450318e-17 1.720956e-17 1.458751e-17
## 
## $u
##              [,1]         [,2]         [,3]         [,4]         [,5]
##  [1,] -0.07882556 -0.019541763 -0.031138247 -0.008032471  0.148795253
##  [2,]  0.14410956 -0.027646818  0.018190490  0.098036032 -0.327635393
##  [3,] -0.01161402  0.031983610  0.016721973 -0.047036509  0.052513540
##  [4,]  0.03849483  0.253604742 -0.371066817 -0.064285043 -0.171043689
##  [5,] -0.02155571 -0.142009444  0.207783940  0.035997289  0.095778253
##  [6,] -0.04084800  0.006121123 -0.051646460  0.011980066  0.378260493
##  [7,]  0.04329286 -0.006487488  0.054737638 -0.012697105 -0.400900392
##  [8,] -0.11724822 -0.100921104  0.048151040  0.112921493  0.198297865
##  [9,]  0.05116979 -0.088114830  0.177303083  0.022903299 -0.073783761
## [10,]  0.03457317  0.221003230 -0.360867029 -0.056960172 -0.026010758
## [11,] -0.14064527  0.169182997 -0.293365856 -0.137334774  0.137833419
## [12,]  0.10142876  0.030149478  0.110962041  0.010936616 -0.384644202
## [13,] -0.04992697  0.250338453 -0.426316752 -0.028813666  0.147469525
## [14,] -0.09323255 -0.220877969  0.168760396  0.007014483  0.384058906
## [15,]  0.18186401  0.194298623 -0.086229437  0.494533612 -0.008202679
## [16,]  0.20844769 -0.107010977 -0.001238772 -0.416792803 -0.005834810
## [17,] -0.19805583 -0.001527290  0.031725434  0.088131419  0.006660400
## [18,]  0.13876011  0.186290515  0.140214069  0.511246444 -0.029928662
## [19,]  0.29410518 -0.153021028 -0.192137817 -0.108473693  0.086227497
## [20,] -0.31416193  0.072067648  0.123617529 -0.082976048 -0.067143036
## [21,]  0.16711616  0.361491850  0.243519662 -0.216087884  0.074835758
## [22,]  0.24347558 -0.311255792 -0.070706135 -0.205017625 -0.101414948
## [23,] -0.25894505 -0.041075952 -0.113757337  0.266806737  0.014403221
## [24,]  0.21231433  0.399573056  0.226947686 -0.155512038  0.120583700
## [25,]  0.23886494 -0.263429743 -0.183544505  0.172410763  0.095750367
## [26,] -0.35474562 -0.019612760  0.019692709 -0.055884890 -0.165200994
## [27,]  0.18731765  0.285217490  0.254412773 -0.011573323  0.187073881
## [28,]  0.23547334 -0.229180113 -0.177237857  0.115238901  0.043489044
## [29,] -0.34000654  0.020381649 -0.006713346 -0.097820065 -0.164073038
##               [,6]         [,7]         [,8]         [,9]       [,10]
##  [1,] -0.405257446 -0.471340122 -0.132207383  0.283300372  0.23571774
##  [2,] -0.026195071  0.105154704 -0.590977051 -0.454928772 -0.15164754
##  [3,]  0.362281419  0.346748376  0.438594228  0.007081592 -0.11891466
##  [4,]  0.094147626 -0.127765466  0.045740335 -0.037535923  0.12958161
##  [5,] -0.052719251  0.071544021 -0.025612926  0.021018753 -0.07256100
##  [6,] -0.163834170 -0.056554354  0.177836360 -0.348240843 -0.06220738
##  [7,]  0.173640082  0.059939282 -0.188480340  0.369083986  0.06593065
##  [8,]  0.596827419 -0.007002939 -0.296337055  0.044383383  0.48772940
##  [9,] -0.182856687  0.020693491  0.100781346  0.017699400 -0.11873868
## [10,]  0.282868574 -0.444772193  0.014879754 -0.144847540 -0.25295141
## [11,] -0.262276703  0.548694277 -0.131824551  0.082305327  0.34008820
## [12,] -0.035619380 -0.068075511  0.321148723 -0.103606569  0.28329012
## [13,] -0.092498707  0.153523667 -0.176017258  0.051665454 -0.10872623
## [14,]  0.112891733 -0.024847756 -0.282132295  0.094748881 -0.28277524
## [15,]  0.004215621  0.095273212 -0.055702321  0.182293750 -0.27697580
## [16,]  0.024954085  0.111736475 -0.014503005  0.215289170 -0.18374210
## [17,] -0.017411533 -0.105371949  0.029224453 -0.202568952  0.21643790
## [18,] -0.171343385  0.110298104  0.018936449  0.099459922  0.07070222
## [19,]  0.085269132  0.014721656 -0.004576809 -0.005673785  0.01603546
## [20,] -0.016281522 -0.052266190 -0.002569566 -0.030050111 -0.03945118
## [21,]  0.024908861 -0.014964404 -0.067367846  0.186519426 -0.10124991
## [22,] -0.147282803  0.030597119 -0.074831983 -0.204225628  0.14053669
## [23,]  0.075118695 -0.009271531  0.089941601  0.005830557 -0.02154740
## [24,]  0.011374106 -0.081779846 -0.080760042  0.044548407  0.11568634
## [25,] -0.011513468  0.083708361  0.085510411 -0.088205285  0.02628050
## [26,]  0.003090708 -0.023064282 -0.025363290  0.051288561 -0.09888535
## [27,]  0.066856175  0.024463082 -0.011745094 -0.326781760  0.14462059
## [28,]  0.015322333 -0.127323152  0.052167252  0.270003252  0.07771348
## [29,] -0.058435009  0.100322302 -0.039960604 -0.030149899 -0.16720933
##              [,11]       [,12]       [,13]        [,14]       [,15]
##  [1,]  0.003823382  0.11949583  0.16442323 -0.069359432 -0.09051934
##  [2,] -0.153046089 -0.04080441 -0.15260551  0.207227990 -0.11346202
##  [3,]  0.080911682 -0.08012733 -0.05718881 -0.054462385  0.14011904
##  [4,] -0.229058876  0.06435310 -0.32132666 -0.462698679 -0.16118930
##  [5,]  0.128264651 -0.03603540  0.17993126  0.259094454  0.09026015
##  [6,] -0.347418541  0.02991949 -0.04232766  0.085313238  0.07546754
##  [7,]  0.368212467 -0.03171025  0.04486108 -0.090419463 -0.07998447
##  [8,] -0.324766753  0.07281497  0.20384240  0.066971254  0.09749522
##  [9,]  0.026545541  0.09739507 -0.07099075 -0.035948377 -0.01243221
## [10,]  0.139958936 -0.30938908  0.16652982  0.051962233  0.03246183
## [11,]  0.036635245 -0.05351251 -0.15223715  0.007435069 -0.09738933
## [12,] -0.164607081  0.10302674  0.05156037  0.163524157 -0.05004117
## [13,]  0.172831672 -0.02950453  0.33103896  0.216323223  0.19544101
## [14,]  0.084431204 -0.11015071 -0.30702058 -0.366520122 -0.07842511
## [15,] -0.117346432  0.55990067  0.06546594 -0.103663180  0.20386348
## [16,] -0.384099147 -0.10795441  0.32632472 -0.086272835 -0.24875832
## [17,]  0.286822768 -0.13209169 -0.23139973  0.092158214  0.08535331
## [18,] -0.195178458 -0.63521267  0.13991443 -0.221940563  0.08315779
## [19,]  0.118145650  0.17397458 -0.15295871  0.077665509  0.06764412
## [20,] -0.037489044  0.06776302  0.08840790  0.008461095 -0.09037430
## [21,] -0.131135171 -0.06222611 -0.15266808  0.272267591 -0.06912568
## [22,]  0.058379307 -0.03078048  0.16591163 -0.350326601  0.50765312
## [23,]  0.048680829  0.05932712 -0.00399858  0.040854340 -0.26974272
## [24,]  0.052121174  0.01805011 -0.21707049  0.042085666  0.19144108
## [25,]  0.103537512 -0.02871275  0.12267094  0.043838301 -0.45250865
## [26,] -0.127894581  0.01439498  0.02923150 -0.067128375  0.28717125
## [27,]  0.288539426  0.15731297  0.29973043 -0.266092452 -0.19819623
## [28,] -0.077695337 -0.13275327 -0.28367861  0.268137800  0.13071104
## [29,] -0.120516995  0.01705347  0.06063819 -0.068752497  0.01197141
##              [,16]        [,17]        [,18]        [,19]       [,20]
##  [1,] -0.102374268 -0.044839101  0.041274542  0.026764924 -0.13964423
##  [2,]  0.040742292  0.043797699 -0.117346988  0.017240757 -0.08949379
##  [3,]  0.065464435  0.014395691  0.029125015 -0.032459357 -0.16268060
##  [4,]  0.236018409 -0.142553361  0.034047304  0.042616525  0.18517406
##  [5,] -0.132161737  0.079824705 -0.019065254 -0.023863706  0.33068941
##  [6,] -0.006782721  0.003311771 -0.009590865  0.007313406  0.15582999
##  [7,]  0.007188685 -0.003509990  0.010164904 -0.007751133  0.14702986
##  [8,]  0.010826561 -0.090668954  0.099808926 -0.039089491  0.13652642
##  [9,]  0.177935519 -0.171317834 -0.056294220  0.004303291  0.54182244
## [10,] -0.331521914  0.314575127  0.078872810 -0.024264053  0.18060748
## [11,] -0.297647768  0.378892790  0.020592921  0.057845660  0.12770877
## [12,] -0.180624800  0.099590822  0.007381621  0.007268438  0.21138315
## [13,]  0.402600790 -0.304983953 -0.066583898 -0.017810155  0.12050693
## [14,] -0.062473137  0.094907391  0.039069910  0.003686205  0.16543348
## [15,] -0.123960153  0.222798598  0.143783727 -0.039521525  0.07892037
## [16,] -0.015096318  0.043809675 -0.273102813 -0.040883044  0.14015525
## [17,]  0.054091047 -0.107845171  0.122418594  0.040226975  0.21997743
## [18,] -0.072314893 -0.134266031 -0.024453179  0.040365761  0.02967690
## [19,] -0.370303193 -0.366642379 -0.124861948  0.203578505  0.07566154
## [20,]  0.359353963  0.377957185  0.121194543 -0.197774636  0.08393894
## [21,]  0.047787223 -0.066073200  0.472259822  0.306846926  0.09437515
## [22,]  0.062977168  0.135556970  0.184064165 -0.124051066  0.09035733
## [23,] -0.069929513 -0.041221914 -0.419569455 -0.121685234  0.14586652
## [24,] -0.064902190 -0.030464951 -0.275810268 -0.565186286  0.07530258
## [25,]  0.082136077 -0.028453342  0.385705668 -0.143869404  0.10557189
## [26,] -0.032576989  0.045611407 -0.171758131  0.497170878  0.11615434
## [27,]  0.066061508  0.095980513 -0.176381699  0.323475126  0.17163243
## [28,]  0.275768592  0.280248493 -0.161911472  0.075326655  0.23657898
## [29,] -0.296359251 -0.320333370  0.265393050 -0.283821253  0.25840040
##             [,21]        [,22]        [,23]       [,24]       [,25]
##  [1,]  0.48323398 -0.032886765 -0.004115260 -0.09966158 -0.02416642
##  [2,]  0.30969013 -0.021076139 -0.002637346 -0.06387011 -0.01548753
##  [3,]  0.56295055 -0.038311922 -0.004794133 -0.11610223 -0.02815303
##  [4,]  0.20010738  0.225481054  0.238821344  0.14705845  0.01703075
##  [5,]  0.35735778  0.402670855  0.426494348  0.26262142  0.03041402
##  [6,]  0.15908833 -0.052587826 -0.258035336  0.23665071 -0.36668763
##  [7,]  0.15010419 -0.049618053 -0.243463403  0.22328642 -0.34597981
##  [8,] -0.01300254  0.050125236 -0.024372524 -0.12412555 -0.04936728
##  [9,] -0.05160224  0.198928364 -0.096725458 -0.49260799 -0.19592033
## [10,] -0.01720075  0.066309455 -0.032241819 -0.16420266 -0.06530678
## [11,] -0.01216276  0.046887865 -0.022798409 -0.11610882 -0.04617886
## [12,]  0.06802278 -0.273154171 -0.197851073  0.38028811  0.19878114
## [13,]  0.03877895 -0.155721837 -0.112792466  0.21679758  0.11332268
## [14,]  0.05323625 -0.213776953 -0.154842957  0.29762252  0.15557085
## [15,] -0.08158278  0.003294253  0.049172547  0.06505911 -0.01121499
## [16,] -0.14488345  0.005850287  0.087325878  0.11553894 -0.01991679
## [17,] -0.22739847  0.009182183  0.137060313  0.18134148 -0.03125994
## [18,]  0.03449793  0.075613427 -0.156516206 -0.04024912  0.13131830
## [19,]  0.08795280  0.192777171 -0.399039593 -0.10261552  0.33479728
## [20,]  0.09757487  0.213867069 -0.442694681 -0.11384170  0.37142423
## [21,] -0.01976751  0.064339388  0.059954373  0.04717409  0.22379406
## [22,] -0.01892595  0.061600275  0.057401942  0.04516576  0.21426650
## [23,] -0.03055273  0.099443157  0.092665664  0.07291242  0.34589679
## [24,]  0.05672050 -0.241343134  0.149792958 -0.12885228  0.14237468
## [25,]  0.07952038 -0.338355606  0.210005092 -0.18064691  0.19960490
## [26,]  0.08749144 -0.372272105  0.231055836 -0.19875481  0.21961313
## [27,]  0.04209090 -0.180139943 -0.027367222 -0.06735719 -0.07156130
## [28,]  0.05801830 -0.248305776 -0.037723112 -0.09284549 -0.09864044
## [29,]  0.06336975 -0.271208845 -0.041202593 -0.10140931 -0.10773877
##              [,26]        [,27]       [,28]        [,29]
##  [1,]  0.040791029  0.073248434  0.23032623  0.191260036
##  [2,]  0.026141745  0.046942720  0.14760916  0.122572809
##  [3,]  0.047520111  0.085331843  0.26832193  0.222811199
##  [4,]  0.060605502 -0.036486084 -0.16525849 -0.047634827
##  [5,]  0.108231130 -0.065157948 -0.29512359 -0.085067708
##  [6,] -0.402867873  0.180121462 -0.04888575 -0.149976690
##  [7,] -0.380116866  0.169949530 -0.04612504 -0.141507112
##  [8,]  0.048582288  0.026355438  0.08066088 -0.047880140
##  [9,]  0.192804979  0.104594902  0.32011296 -0.190018414
## [10,]  0.064268326  0.034864967  0.10670432 -0.063339471
## [11,]  0.045444569  0.024653255  0.07545135 -0.044787770
## [12,]  0.339505607 -0.006834682  0.18547310 -0.138624766
## [13,]  0.193547975 -0.003896368  0.10573593 -0.079028276
## [14,]  0.265705166 -0.005348985  0.14515566 -0.108491040
## [15,]  0.001274809  0.147651343  0.03113918  0.203537083
## [16,]  0.002263942  0.262215073  0.05530029  0.361462957
## [17,]  0.003553317  0.411553606  0.08679530  0.567325828
## [18,] -0.014979476  0.039641131 -0.09757277  0.045275326
## [19,] -0.038190320  0.101065449 -0.24876273  0.115429885
## [20,] -0.042368356  0.112122049 -0.27597747  0.128057960
## [21,] -0.287787038 -0.140246475  0.24579876  0.003146141
## [22,] -0.275535112 -0.134275777  0.23533439  0.003012200
## [23,] -0.444804534 -0.216765384  0.37990732  0.004862685
## [24,] -0.087362218  0.178940050 -0.10147731 -0.103449698
## [25,] -0.122479126  0.250868414 -0.14226805 -0.145033276
## [26,] -0.134756336  0.276015265 -0.15652888 -0.159571297
## [27,] -0.025197888 -0.265639098 -0.11407573  0.187748082
## [28,] -0.034732891 -0.366158227 -0.15724254  0.258792872
## [29,] -0.037936561 -0.399931697 -0.17174618  0.282663244
## 
## $v
##              [,1]         [,2]         [,3]         [,4]         [,5]
##  [1,] -0.07882556 -0.019541763 -0.031138247 -0.008032471  0.148795253
##  [2,]  0.14410956 -0.027646818  0.018190490  0.098036032 -0.327635393
##  [3,] -0.01161402  0.031983610  0.016721973 -0.047036509  0.052513540
##  [4,]  0.03849483  0.253604742 -0.371066817 -0.064285043 -0.171043689
##  [5,] -0.02155571 -0.142009444  0.207783940  0.035997289  0.095778253
##  [6,] -0.04084800  0.006121123 -0.051646460  0.011980066  0.378260493
##  [7,]  0.04329286 -0.006487488  0.054737638 -0.012697105 -0.400900392
##  [8,] -0.11724822 -0.100921104  0.048151040  0.112921493  0.198297865
##  [9,]  0.05116979 -0.088114830  0.177303083  0.022903299 -0.073783761
## [10,]  0.03457317  0.221003230 -0.360867029 -0.056960172 -0.026010758
## [11,] -0.14064527  0.169182997 -0.293365856 -0.137334774  0.137833419
## [12,]  0.10142876  0.030149478  0.110962041  0.010936616 -0.384644202
## [13,] -0.04992697  0.250338453 -0.426316752 -0.028813666  0.147469525
## [14,] -0.09323255 -0.220877969  0.168760396  0.007014483  0.384058906
## [15,]  0.18186401  0.194298623 -0.086229437  0.494533612 -0.008202679
## [16,]  0.20844769 -0.107010977 -0.001238772 -0.416792803 -0.005834810
## [17,] -0.19805583 -0.001527290  0.031725434  0.088131419  0.006660400
## [18,]  0.13876011  0.186290515  0.140214069  0.511246444 -0.029928662
## [19,]  0.29410518 -0.153021028 -0.192137817 -0.108473693  0.086227497
## [20,] -0.31416193  0.072067648  0.123617529 -0.082976048 -0.067143036
## [21,]  0.16711616  0.361491850  0.243519662 -0.216087884  0.074835758
## [22,]  0.24347558 -0.311255792 -0.070706135 -0.205017625 -0.101414948
## [23,] -0.25894505 -0.041075952 -0.113757337  0.266806737  0.014403221
## [24,]  0.21231433  0.399573056  0.226947686 -0.155512038  0.120583700
## [25,]  0.23886494 -0.263429743 -0.183544505  0.172410763  0.095750367
## [26,] -0.35474562 -0.019612760  0.019692709 -0.055884890 -0.165200994
## [27,]  0.18731765  0.285217490  0.254412773 -0.011573323  0.187073881
## [28,]  0.23547334 -0.229180113 -0.177237857  0.115238901  0.043489044
## [29,] -0.34000654  0.020381649 -0.006713346 -0.097820065 -0.164073038
##               [,6]         [,7]         [,8]         [,9]       [,10]
##  [1,] -0.405257446 -0.471340122 -0.132207383  0.283300372  0.23571774
##  [2,] -0.026195071  0.105154704 -0.590977051 -0.454928772 -0.15164754
##  [3,]  0.362281419  0.346748376  0.438594228  0.007081592 -0.11891466
##  [4,]  0.094147626 -0.127765466  0.045740335 -0.037535923  0.12958161
##  [5,] -0.052719251  0.071544021 -0.025612926  0.021018753 -0.07256100
##  [6,] -0.163834170 -0.056554354  0.177836360 -0.348240843 -0.06220738
##  [7,]  0.173640082  0.059939282 -0.188480340  0.369083986  0.06593065
##  [8,]  0.596827419 -0.007002939 -0.296337055  0.044383383  0.48772940
##  [9,] -0.182856687  0.020693491  0.100781346  0.017699400 -0.11873868
## [10,]  0.282868574 -0.444772193  0.014879754 -0.144847540 -0.25295141
## [11,] -0.262276703  0.548694277 -0.131824551  0.082305327  0.34008820
## [12,] -0.035619380 -0.068075511  0.321148723 -0.103606569  0.28329012
## [13,] -0.092498707  0.153523667 -0.176017258  0.051665454 -0.10872623
## [14,]  0.112891733 -0.024847756 -0.282132295  0.094748881 -0.28277524
## [15,]  0.004215621  0.095273212 -0.055702321  0.182293750 -0.27697580
## [16,]  0.024954085  0.111736475 -0.014503005  0.215289170 -0.18374210
## [17,] -0.017411533 -0.105371949  0.029224453 -0.202568952  0.21643790
## [18,] -0.171343385  0.110298104  0.018936449  0.099459922  0.07070222
## [19,]  0.085269132  0.014721656 -0.004576809 -0.005673785  0.01603546
## [20,] -0.016281522 -0.052266190 -0.002569566 -0.030050111 -0.03945118
## [21,]  0.024908861 -0.014964404 -0.067367846  0.186519426 -0.10124991
## [22,] -0.147282803  0.030597119 -0.074831983 -0.204225628  0.14053669
## [23,]  0.075118695 -0.009271531  0.089941601  0.005830557 -0.02154740
## [24,]  0.011374106 -0.081779846 -0.080760042  0.044548407  0.11568634
## [25,] -0.011513468  0.083708361  0.085510411 -0.088205285  0.02628050
## [26,]  0.003090708 -0.023064282 -0.025363290  0.051288561 -0.09888535
## [27,]  0.066856175  0.024463082 -0.011745094 -0.326781760  0.14462059
## [28,]  0.015322333 -0.127323152  0.052167252  0.270003252  0.07771348
## [29,] -0.058435009  0.100322302 -0.039960604 -0.030149899 -0.16720933
##              [,11]       [,12]       [,13]        [,14]       [,15]
##  [1,]  0.003823382  0.11949583  0.16442323 -0.069359432 -0.09051934
##  [2,] -0.153046089 -0.04080441 -0.15260551  0.207227990 -0.11346202
##  [3,]  0.080911682 -0.08012733 -0.05718881 -0.054462385  0.14011904
##  [4,] -0.229058876  0.06435310 -0.32132666 -0.462698679 -0.16118930
##  [5,]  0.128264651 -0.03603540  0.17993126  0.259094454  0.09026015
##  [6,] -0.347418541  0.02991949 -0.04232766  0.085313238  0.07546754
##  [7,]  0.368212467 -0.03171025  0.04486108 -0.090419463 -0.07998447
##  [8,] -0.324766753  0.07281497  0.20384240  0.066971254  0.09749522
##  [9,]  0.026545541  0.09739507 -0.07099075 -0.035948377 -0.01243221
## [10,]  0.139958936 -0.30938908  0.16652982  0.051962233  0.03246183
## [11,]  0.036635245 -0.05351251 -0.15223715  0.007435069 -0.09738933
## [12,] -0.164607081  0.10302674  0.05156037  0.163524157 -0.05004117
## [13,]  0.172831672 -0.02950453  0.33103896  0.216323223  0.19544101
## [14,]  0.084431204 -0.11015071 -0.30702058 -0.366520122 -0.07842511
## [15,] -0.117346432  0.55990067  0.06546594 -0.103663180  0.20386348
## [16,] -0.384099147 -0.10795441  0.32632472 -0.086272835 -0.24875832
## [17,]  0.286822768 -0.13209169 -0.23139973  0.092158214  0.08535331
## [18,] -0.195178458 -0.63521267  0.13991443 -0.221940563  0.08315779
## [19,]  0.118145650  0.17397458 -0.15295871  0.077665509  0.06764412
## [20,] -0.037489044  0.06776302  0.08840790  0.008461095 -0.09037430
## [21,] -0.131135171 -0.06222611 -0.15266808  0.272267591 -0.06912568
## [22,]  0.058379307 -0.03078048  0.16591163 -0.350326601  0.50765312
## [23,]  0.048680829  0.05932712 -0.00399858  0.040854340 -0.26974272
## [24,]  0.052121174  0.01805011 -0.21707049  0.042085666  0.19144108
## [25,]  0.103537512 -0.02871275  0.12267094  0.043838301 -0.45250865
## [26,] -0.127894581  0.01439498  0.02923150 -0.067128375  0.28717125
## [27,]  0.288539426  0.15731297  0.29973043 -0.266092452 -0.19819623
## [28,] -0.077695337 -0.13275327 -0.28367861  0.268137800  0.13071104
## [29,] -0.120516995  0.01705347  0.06063819 -0.068752497  0.01197141
##              [,16]        [,17]        [,18]        [,19]         [,20]
##  [1,] -0.102374268 -0.044839101  0.041274542  0.026764924  0.000000e+00
##  [2,]  0.040742292  0.043797699 -0.117346988  0.017240757 -9.123228e-17
##  [3,]  0.065464435  0.014395691  0.029125015 -0.032459357 -8.497827e-18
##  [4,]  0.236018409 -0.142553361  0.034047304  0.042616525  1.295601e-02
##  [5,] -0.132161737  0.079824705 -0.019065254 -0.023863706  2.313724e-02
##  [6,] -0.006782721  0.003311771 -0.009590865  0.007313406  1.193841e-02
##  [7,]  0.007188685 -0.003509990  0.010164904 -0.007751133  1.126422e-02
##  [8,]  0.010826561 -0.090668954  0.099808926 -0.039089491  1.199799e-01
##  [9,]  0.177935519 -0.171317834 -0.056294220  0.004303291  4.761557e-01
## [10,] -0.331521914  0.314575127  0.078872810 -0.024264053  1.587186e-01
## [11,] -0.297647768  0.378892790  0.020592921  0.057845660  1.122310e-01
## [12,] -0.180624800  0.099590822  0.007381621  0.007268438 -1.111930e-01
## [13,]  0.402600790 -0.304983953 -0.066583898 -0.017810155 -6.338979e-02
## [14,] -0.062473137  0.094907391  0.039069910  0.003686205 -8.702232e-02
## [15,] -0.123960153  0.222798598  0.143783727 -0.039521525  2.123659e-01
## [16,] -0.015096318  0.043809675 -0.273102813 -0.040883044  3.771421e-01
## [17,]  0.054091047 -0.107845171  0.122418594  0.040226975  5.919347e-01
## [18,] -0.072314893 -0.134266031 -0.024453179  0.040365761  1.455341e-02
## [19,] -0.370303193 -0.366642379 -0.124861948  0.203578505  3.710406e-02
## [20,]  0.359353963  0.377957185  0.121194543 -0.197774636  4.116326e-02
## [21,]  0.047787223 -0.066073200  0.472259822  0.306846926  1.219759e-01
## [22,]  0.062977168  0.135556970  0.184064165 -0.124051066  1.167830e-01
## [23,] -0.069929513 -0.041221914 -0.419569455 -0.121685234  1.885263e-01
## [24,] -0.064902190 -0.030464951 -0.275810268 -0.565186286  6.083359e-02
## [25,]  0.082136077 -0.028453342  0.385705668 -0.143869404  8.528681e-02
## [26,] -0.032576989  0.045611407 -0.171758131  0.497170878  9.383589e-02
## [27,]  0.066061508  0.095980513 -0.176381699  0.323475126  1.174917e-01
## [28,]  0.275768592  0.280248493 -0.161911472  0.075326655  1.619511e-01
## [29,] -0.296359251 -0.320333370  0.265393050 -0.283821253  1.768890e-01
##              [,21]         [,22]         [,23]         [,24]         [,25]
##  [1,] -0.372869720  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00
##  [2,] -0.238960997  1.368484e-16  3.558059e-16  1.630777e-16 -1.186020e-16
##  [3,] -0.434380078  1.847702e-16  1.086099e-16  1.852711e-16  4.490425e-18
##  [4,] -0.297996693 -1.855394e-01 -1.861678e-01  1.000005e-01  1.122356e-01
##  [5,] -0.532171468 -3.313418e-01 -3.324641e-01  1.785838e-01  2.004337e-01
##  [6,] -0.173003334  2.665856e-01 -8.926922e-02 -3.091697e-01  1.273872e-02
##  [7,] -0.163233381  2.515308e-01 -8.422795e-02 -2.917101e-01  1.201934e-02
##  [8,]  0.021762542 -6.534326e-02  1.581130e-02  5.014467e-02 -6.108775e-02
##  [9,]  0.086367411 -2.593230e-01  6.274914e-02  1.990055e-01 -2.424345e-01
## [10,]  0.028789137 -8.644101e-02  2.091638e-02  6.633516e-02 -8.081150e-02
## [11,]  0.020356994 -6.112302e-02  1.479011e-02  4.690604e-02 -5.714236e-02
## [12,] -0.087656769  7.166278e-02  4.894514e-01  3.148277e-01  3.341913e-01
## [13,] -0.049972047  4.085407e-02  2.790302e-01  1.794794e-01  1.905183e-01
## [14,] -0.068602273  5.608499e-02  3.830563e-01  2.463916e-01  2.615461e-01
## [15,]  0.006731931  1.919886e-02  1.379545e-02 -6.741122e-02  1.241475e-01
## [16,]  0.011955285  3.409538e-02  2.449943e-02 -1.197161e-01  2.204744e-01
## [17,]  0.018764141  5.351362e-02  3.845251e-02 -1.878976e-01  3.460405e-01
## [18,] -0.063606103  4.460132e-02  9.814101e-02 -1.195784e-01 -1.571627e-03
## [19,] -0.162164379  1.137115e-01  2.502115e-01 -3.048663e-01 -4.006877e-03
## [20,] -0.179905226  1.261516e-01  2.775847e-01 -3.382188e-01 -4.445231e-03
## [21,]  0.060954059  1.270275e-01 -1.184430e-01  1.437504e-01  1.483847e-01
## [22,]  0.058359068  1.216195e-01 -1.134005e-01  1.376306e-01  1.420675e-01
## [23,]  0.094210781  1.963340e-01 -1.830659e-01  2.221811e-01  2.293439e-01
## [24,] -0.084906389  3.015720e-01 -4.930120e-02  1.771025e-01 -1.546164e-01
## [25,] -0.119036131  4.227946e-01 -6.911875e-02  2.482923e-01 -2.167674e-01
## [26,] -0.130968218  4.651752e-01 -7.604716e-02  2.731809e-01 -2.384960e-01
## [27,] -0.093071411 -8.574229e-02  1.679844e-01  2.865217e-02 -2.207853e-01
## [28,] -0.128290087 -1.181876e-01  2.315505e-01  3.949430e-02 -3.043315e-01
## [29,] -0.140123226 -1.290889e-01  2.529082e-01  4.313714e-02 -3.324022e-01
##               [,26]         [,27]        [,28]         [,29]
##  [1,]  0.000000e+00  0.000000e+00 -0.471442992  0.000000e+00
##  [2,]  3.649291e-17  3.649291e-16 -0.302133644 -6.842421e-17
##  [3,] -1.597457e-16  1.179474e-17 -0.549214465 -1.451019e-16
##  [4,] -3.106752e-02  3.618337e-02  0.235689035 -1.535642e-02
##  [5,] -5.548132e-02  6.461734e-02  0.420900575 -2.742395e-02
##  [6,]  4.699934e-01 -7.494987e-02  0.136830339  2.809638e-01
##  [7,]  4.434517e-01 -7.071726e-02  0.129103171  2.650971e-01
##  [8,]  7.678519e-02  1.320592e-01 -0.017212246  4.843860e-02
##  [9,]  3.047318e-01  5.240939e-01 -0.068308985  1.922347e-01
## [10,]  1.015773e-01  1.746980e-01 -0.022769662  6.407824e-02
## [11,]  7.182596e-02  1.235301e-01 -0.016100582  4.531016e-02
## [12,]  1.860533e-01  1.750713e-02  0.069328753  2.922549e-02
## [13,]  1.060667e-01  9.980603e-03  0.039523470  1.666109e-02
## [14,]  1.456097e-01  1.370150e-02  0.054258332  2.287256e-02
## [15,]  4.099085e-03 -6.244479e-02 -0.005324362 -1.194407e-01
## [16,]  7.279594e-03 -1.108962e-01 -0.009455573 -2.121156e-01
## [17,]  1.142552e-02 -1.740545e-01 -0.014840776 -3.329211e-01
## [18,] -1.273473e-01  1.189821e-01  0.050306803  3.783290e-02
## [19,] -3.246732e-01  3.033461e-01  0.128257685  9.645535e-02
## [20,] -3.601926e-01  3.365323e-01  0.142289126  1.070076e-01
## [21,] -1.734349e-01 -5.433043e-02 -0.048209271  3.247492e-01
## [22,] -1.660512e-01 -5.201742e-02 -0.046156863  3.109237e-01
## [23,] -2.680615e-01 -8.397327e-02 -0.074512397  5.019334e-01
## [24,] -1.909449e-02  4.734731e-02  0.067153446 -1.429098e-01
## [25,] -2.676988e-02  6.637946e-02  0.094147054 -2.003551e-01
## [26,] -2.945327e-02  7.303328e-02  0.103584280 -2.204385e-01
## [27,] -5.220971e-02 -2.620504e-01  0.073611256  9.554752e-02
## [28,] -7.196612e-02 -3.612115e-01  0.101466115  1.317032e-01
## [29,] -7.860409e-02 -3.945288e-01  0.110825081  1.438511e-01
U     <- gsvd$u
U
##              [,1]         [,2]         [,3]         [,4]         [,5]
##  [1,] -0.07882556 -0.019541763 -0.031138247 -0.008032471  0.148795253
##  [2,]  0.14410956 -0.027646818  0.018190490  0.098036032 -0.327635393
##  [3,] -0.01161402  0.031983610  0.016721973 -0.047036509  0.052513540
##  [4,]  0.03849483  0.253604742 -0.371066817 -0.064285043 -0.171043689
##  [5,] -0.02155571 -0.142009444  0.207783940  0.035997289  0.095778253
##  [6,] -0.04084800  0.006121123 -0.051646460  0.011980066  0.378260493
##  [7,]  0.04329286 -0.006487488  0.054737638 -0.012697105 -0.400900392
##  [8,] -0.11724822 -0.100921104  0.048151040  0.112921493  0.198297865
##  [9,]  0.05116979 -0.088114830  0.177303083  0.022903299 -0.073783761
## [10,]  0.03457317  0.221003230 -0.360867029 -0.056960172 -0.026010758
## [11,] -0.14064527  0.169182997 -0.293365856 -0.137334774  0.137833419
## [12,]  0.10142876  0.030149478  0.110962041  0.010936616 -0.384644202
## [13,] -0.04992697  0.250338453 -0.426316752 -0.028813666  0.147469525
## [14,] -0.09323255 -0.220877969  0.168760396  0.007014483  0.384058906
## [15,]  0.18186401  0.194298623 -0.086229437  0.494533612 -0.008202679
## [16,]  0.20844769 -0.107010977 -0.001238772 -0.416792803 -0.005834810
## [17,] -0.19805583 -0.001527290  0.031725434  0.088131419  0.006660400
## [18,]  0.13876011  0.186290515  0.140214069  0.511246444 -0.029928662
## [19,]  0.29410518 -0.153021028 -0.192137817 -0.108473693  0.086227497
## [20,] -0.31416193  0.072067648  0.123617529 -0.082976048 -0.067143036
## [21,]  0.16711616  0.361491850  0.243519662 -0.216087884  0.074835758
## [22,]  0.24347558 -0.311255792 -0.070706135 -0.205017625 -0.101414948
## [23,] -0.25894505 -0.041075952 -0.113757337  0.266806737  0.014403221
## [24,]  0.21231433  0.399573056  0.226947686 -0.155512038  0.120583700
## [25,]  0.23886494 -0.263429743 -0.183544505  0.172410763  0.095750367
## [26,] -0.35474562 -0.019612760  0.019692709 -0.055884890 -0.165200994
## [27,]  0.18731765  0.285217490  0.254412773 -0.011573323  0.187073881
## [28,]  0.23547334 -0.229180113 -0.177237857  0.115238901  0.043489044
## [29,] -0.34000654  0.020381649 -0.006713346 -0.097820065 -0.164073038
##               [,6]         [,7]         [,8]         [,9]       [,10]
##  [1,] -0.405257446 -0.471340122 -0.132207383  0.283300372  0.23571774
##  [2,] -0.026195071  0.105154704 -0.590977051 -0.454928772 -0.15164754
##  [3,]  0.362281419  0.346748376  0.438594228  0.007081592 -0.11891466
##  [4,]  0.094147626 -0.127765466  0.045740335 -0.037535923  0.12958161
##  [5,] -0.052719251  0.071544021 -0.025612926  0.021018753 -0.07256100
##  [6,] -0.163834170 -0.056554354  0.177836360 -0.348240843 -0.06220738
##  [7,]  0.173640082  0.059939282 -0.188480340  0.369083986  0.06593065
##  [8,]  0.596827419 -0.007002939 -0.296337055  0.044383383  0.48772940
##  [9,] -0.182856687  0.020693491  0.100781346  0.017699400 -0.11873868
## [10,]  0.282868574 -0.444772193  0.014879754 -0.144847540 -0.25295141
## [11,] -0.262276703  0.548694277 -0.131824551  0.082305327  0.34008820
## [12,] -0.035619380 -0.068075511  0.321148723 -0.103606569  0.28329012
## [13,] -0.092498707  0.153523667 -0.176017258  0.051665454 -0.10872623
## [14,]  0.112891733 -0.024847756 -0.282132295  0.094748881 -0.28277524
## [15,]  0.004215621  0.095273212 -0.055702321  0.182293750 -0.27697580
## [16,]  0.024954085  0.111736475 -0.014503005  0.215289170 -0.18374210
## [17,] -0.017411533 -0.105371949  0.029224453 -0.202568952  0.21643790
## [18,] -0.171343385  0.110298104  0.018936449  0.099459922  0.07070222
## [19,]  0.085269132  0.014721656 -0.004576809 -0.005673785  0.01603546
## [20,] -0.016281522 -0.052266190 -0.002569566 -0.030050111 -0.03945118
## [21,]  0.024908861 -0.014964404 -0.067367846  0.186519426 -0.10124991
## [22,] -0.147282803  0.030597119 -0.074831983 -0.204225628  0.14053669
## [23,]  0.075118695 -0.009271531  0.089941601  0.005830557 -0.02154740
## [24,]  0.011374106 -0.081779846 -0.080760042  0.044548407  0.11568634
## [25,] -0.011513468  0.083708361  0.085510411 -0.088205285  0.02628050
## [26,]  0.003090708 -0.023064282 -0.025363290  0.051288561 -0.09888535
## [27,]  0.066856175  0.024463082 -0.011745094 -0.326781760  0.14462059
## [28,]  0.015322333 -0.127323152  0.052167252  0.270003252  0.07771348
## [29,] -0.058435009  0.100322302 -0.039960604 -0.030149899 -0.16720933
##              [,11]       [,12]       [,13]        [,14]       [,15]
##  [1,]  0.003823382  0.11949583  0.16442323 -0.069359432 -0.09051934
##  [2,] -0.153046089 -0.04080441 -0.15260551  0.207227990 -0.11346202
##  [3,]  0.080911682 -0.08012733 -0.05718881 -0.054462385  0.14011904
##  [4,] -0.229058876  0.06435310 -0.32132666 -0.462698679 -0.16118930
##  [5,]  0.128264651 -0.03603540  0.17993126  0.259094454  0.09026015
##  [6,] -0.347418541  0.02991949 -0.04232766  0.085313238  0.07546754
##  [7,]  0.368212467 -0.03171025  0.04486108 -0.090419463 -0.07998447
##  [8,] -0.324766753  0.07281497  0.20384240  0.066971254  0.09749522
##  [9,]  0.026545541  0.09739507 -0.07099075 -0.035948377 -0.01243221
## [10,]  0.139958936 -0.30938908  0.16652982  0.051962233  0.03246183
## [11,]  0.036635245 -0.05351251 -0.15223715  0.007435069 -0.09738933
## [12,] -0.164607081  0.10302674  0.05156037  0.163524157 -0.05004117
## [13,]  0.172831672 -0.02950453  0.33103896  0.216323223  0.19544101
## [14,]  0.084431204 -0.11015071 -0.30702058 -0.366520122 -0.07842511
## [15,] -0.117346432  0.55990067  0.06546594 -0.103663180  0.20386348
## [16,] -0.384099147 -0.10795441  0.32632472 -0.086272835 -0.24875832
## [17,]  0.286822768 -0.13209169 -0.23139973  0.092158214  0.08535331
## [18,] -0.195178458 -0.63521267  0.13991443 -0.221940563  0.08315779
## [19,]  0.118145650  0.17397458 -0.15295871  0.077665509  0.06764412
## [20,] -0.037489044  0.06776302  0.08840790  0.008461095 -0.09037430
## [21,] -0.131135171 -0.06222611 -0.15266808  0.272267591 -0.06912568
## [22,]  0.058379307 -0.03078048  0.16591163 -0.350326601  0.50765312
## [23,]  0.048680829  0.05932712 -0.00399858  0.040854340 -0.26974272
## [24,]  0.052121174  0.01805011 -0.21707049  0.042085666  0.19144108
## [25,]  0.103537512 -0.02871275  0.12267094  0.043838301 -0.45250865
## [26,] -0.127894581  0.01439498  0.02923150 -0.067128375  0.28717125
## [27,]  0.288539426  0.15731297  0.29973043 -0.266092452 -0.19819623
## [28,] -0.077695337 -0.13275327 -0.28367861  0.268137800  0.13071104
## [29,] -0.120516995  0.01705347  0.06063819 -0.068752497  0.01197141
##              [,16]        [,17]        [,18]        [,19]       [,20]
##  [1,] -0.102374268 -0.044839101  0.041274542  0.026764924 -0.13964423
##  [2,]  0.040742292  0.043797699 -0.117346988  0.017240757 -0.08949379
##  [3,]  0.065464435  0.014395691  0.029125015 -0.032459357 -0.16268060
##  [4,]  0.236018409 -0.142553361  0.034047304  0.042616525  0.18517406
##  [5,] -0.132161737  0.079824705 -0.019065254 -0.023863706  0.33068941
##  [6,] -0.006782721  0.003311771 -0.009590865  0.007313406  0.15582999
##  [7,]  0.007188685 -0.003509990  0.010164904 -0.007751133  0.14702986
##  [8,]  0.010826561 -0.090668954  0.099808926 -0.039089491  0.13652642
##  [9,]  0.177935519 -0.171317834 -0.056294220  0.004303291  0.54182244
## [10,] -0.331521914  0.314575127  0.078872810 -0.024264053  0.18060748
## [11,] -0.297647768  0.378892790  0.020592921  0.057845660  0.12770877
## [12,] -0.180624800  0.099590822  0.007381621  0.007268438  0.21138315
## [13,]  0.402600790 -0.304983953 -0.066583898 -0.017810155  0.12050693
## [14,] -0.062473137  0.094907391  0.039069910  0.003686205  0.16543348
## [15,] -0.123960153  0.222798598  0.143783727 -0.039521525  0.07892037
## [16,] -0.015096318  0.043809675 -0.273102813 -0.040883044  0.14015525
## [17,]  0.054091047 -0.107845171  0.122418594  0.040226975  0.21997743
## [18,] -0.072314893 -0.134266031 -0.024453179  0.040365761  0.02967690
## [19,] -0.370303193 -0.366642379 -0.124861948  0.203578505  0.07566154
## [20,]  0.359353963  0.377957185  0.121194543 -0.197774636  0.08393894
## [21,]  0.047787223 -0.066073200  0.472259822  0.306846926  0.09437515
## [22,]  0.062977168  0.135556970  0.184064165 -0.124051066  0.09035733
## [23,] -0.069929513 -0.041221914 -0.419569455 -0.121685234  0.14586652
## [24,] -0.064902190 -0.030464951 -0.275810268 -0.565186286  0.07530258
## [25,]  0.082136077 -0.028453342  0.385705668 -0.143869404  0.10557189
## [26,] -0.032576989  0.045611407 -0.171758131  0.497170878  0.11615434
## [27,]  0.066061508  0.095980513 -0.176381699  0.323475126  0.17163243
## [28,]  0.275768592  0.280248493 -0.161911472  0.075326655  0.23657898
## [29,] -0.296359251 -0.320333370  0.265393050 -0.283821253  0.25840040
##             [,21]        [,22]        [,23]       [,24]       [,25]
##  [1,]  0.48323398 -0.032886765 -0.004115260 -0.09966158 -0.02416642
##  [2,]  0.30969013 -0.021076139 -0.002637346 -0.06387011 -0.01548753
##  [3,]  0.56295055 -0.038311922 -0.004794133 -0.11610223 -0.02815303
##  [4,]  0.20010738  0.225481054  0.238821344  0.14705845  0.01703075
##  [5,]  0.35735778  0.402670855  0.426494348  0.26262142  0.03041402
##  [6,]  0.15908833 -0.052587826 -0.258035336  0.23665071 -0.36668763
##  [7,]  0.15010419 -0.049618053 -0.243463403  0.22328642 -0.34597981
##  [8,] -0.01300254  0.050125236 -0.024372524 -0.12412555 -0.04936728
##  [9,] -0.05160224  0.198928364 -0.096725458 -0.49260799 -0.19592033
## [10,] -0.01720075  0.066309455 -0.032241819 -0.16420266 -0.06530678
## [11,] -0.01216276  0.046887865 -0.022798409 -0.11610882 -0.04617886
## [12,]  0.06802278 -0.273154171 -0.197851073  0.38028811  0.19878114
## [13,]  0.03877895 -0.155721837 -0.112792466  0.21679758  0.11332268
## [14,]  0.05323625 -0.213776953 -0.154842957  0.29762252  0.15557085
## [15,] -0.08158278  0.003294253  0.049172547  0.06505911 -0.01121499
## [16,] -0.14488345  0.005850287  0.087325878  0.11553894 -0.01991679
## [17,] -0.22739847  0.009182183  0.137060313  0.18134148 -0.03125994
## [18,]  0.03449793  0.075613427 -0.156516206 -0.04024912  0.13131830
## [19,]  0.08795280  0.192777171 -0.399039593 -0.10261552  0.33479728
## [20,]  0.09757487  0.213867069 -0.442694681 -0.11384170  0.37142423
## [21,] -0.01976751  0.064339388  0.059954373  0.04717409  0.22379406
## [22,] -0.01892595  0.061600275  0.057401942  0.04516576  0.21426650
## [23,] -0.03055273  0.099443157  0.092665664  0.07291242  0.34589679
## [24,]  0.05672050 -0.241343134  0.149792958 -0.12885228  0.14237468
## [25,]  0.07952038 -0.338355606  0.210005092 -0.18064691  0.19960490
## [26,]  0.08749144 -0.372272105  0.231055836 -0.19875481  0.21961313
## [27,]  0.04209090 -0.180139943 -0.027367222 -0.06735719 -0.07156130
## [28,]  0.05801830 -0.248305776 -0.037723112 -0.09284549 -0.09864044
## [29,]  0.06336975 -0.271208845 -0.041202593 -0.10140931 -0.10773877
##              [,26]        [,27]       [,28]        [,29]
##  [1,]  0.040791029  0.073248434  0.23032623  0.191260036
##  [2,]  0.026141745  0.046942720  0.14760916  0.122572809
##  [3,]  0.047520111  0.085331843  0.26832193  0.222811199
##  [4,]  0.060605502 -0.036486084 -0.16525849 -0.047634827
##  [5,]  0.108231130 -0.065157948 -0.29512359 -0.085067708
##  [6,] -0.402867873  0.180121462 -0.04888575 -0.149976690
##  [7,] -0.380116866  0.169949530 -0.04612504 -0.141507112
##  [8,]  0.048582288  0.026355438  0.08066088 -0.047880140
##  [9,]  0.192804979  0.104594902  0.32011296 -0.190018414
## [10,]  0.064268326  0.034864967  0.10670432 -0.063339471
## [11,]  0.045444569  0.024653255  0.07545135 -0.044787770
## [12,]  0.339505607 -0.006834682  0.18547310 -0.138624766
## [13,]  0.193547975 -0.003896368  0.10573593 -0.079028276
## [14,]  0.265705166 -0.005348985  0.14515566 -0.108491040
## [15,]  0.001274809  0.147651343  0.03113918  0.203537083
## [16,]  0.002263942  0.262215073  0.05530029  0.361462957
## [17,]  0.003553317  0.411553606  0.08679530  0.567325828
## [18,] -0.014979476  0.039641131 -0.09757277  0.045275326
## [19,] -0.038190320  0.101065449 -0.24876273  0.115429885
## [20,] -0.042368356  0.112122049 -0.27597747  0.128057960
## [21,] -0.287787038 -0.140246475  0.24579876  0.003146141
## [22,] -0.275535112 -0.134275777  0.23533439  0.003012200
## [23,] -0.444804534 -0.216765384  0.37990732  0.004862685
## [24,] -0.087362218  0.178940050 -0.10147731 -0.103449698
## [25,] -0.122479126  0.250868414 -0.14226805 -0.145033276
## [26,] -0.134756336  0.276015265 -0.15652888 -0.159571297
## [27,] -0.025197888 -0.265639098 -0.11407573  0.187748082
## [28,] -0.034732891 -0.366158227 -0.15724254  0.258792872
## [29,] -0.037936561 -0.399931697 -0.17174618  0.282663244
delta <- gsvd$d
delta
##  [1] 3.282493e-01 2.335663e-01 2.083992e-01 1.492104e-01 1.228471e-01
##  [6] 1.135759e-01 1.040998e-01 9.992164e-02 9.360854e-02 8.222335e-02
## [11] 7.829925e-02 5.619688e-02 5.244920e-02 4.759521e-02 4.010435e-02
## [16] 3.160285e-02 2.415433e-02 1.978171e-02 1.411473e-02 4.689150e-17
## [21] 4.592217e-17 2.450318e-17 2.450318e-17 2.450318e-17 2.450318e-17
## [26] 2.450318e-17 2.450318e-17 1.720956e-17 1.458751e-17
V     <- gsvd$v
V
##              [,1]         [,2]         [,3]         [,4]         [,5]
##  [1,] -0.07882556 -0.019541763 -0.031138247 -0.008032471  0.148795253
##  [2,]  0.14410956 -0.027646818  0.018190490  0.098036032 -0.327635393
##  [3,] -0.01161402  0.031983610  0.016721973 -0.047036509  0.052513540
##  [4,]  0.03849483  0.253604742 -0.371066817 -0.064285043 -0.171043689
##  [5,] -0.02155571 -0.142009444  0.207783940  0.035997289  0.095778253
##  [6,] -0.04084800  0.006121123 -0.051646460  0.011980066  0.378260493
##  [7,]  0.04329286 -0.006487488  0.054737638 -0.012697105 -0.400900392
##  [8,] -0.11724822 -0.100921104  0.048151040  0.112921493  0.198297865
##  [9,]  0.05116979 -0.088114830  0.177303083  0.022903299 -0.073783761
## [10,]  0.03457317  0.221003230 -0.360867029 -0.056960172 -0.026010758
## [11,] -0.14064527  0.169182997 -0.293365856 -0.137334774  0.137833419
## [12,]  0.10142876  0.030149478  0.110962041  0.010936616 -0.384644202
## [13,] -0.04992697  0.250338453 -0.426316752 -0.028813666  0.147469525
## [14,] -0.09323255 -0.220877969  0.168760396  0.007014483  0.384058906
## [15,]  0.18186401  0.194298623 -0.086229437  0.494533612 -0.008202679
## [16,]  0.20844769 -0.107010977 -0.001238772 -0.416792803 -0.005834810
## [17,] -0.19805583 -0.001527290  0.031725434  0.088131419  0.006660400
## [18,]  0.13876011  0.186290515  0.140214069  0.511246444 -0.029928662
## [19,]  0.29410518 -0.153021028 -0.192137817 -0.108473693  0.086227497
## [20,] -0.31416193  0.072067648  0.123617529 -0.082976048 -0.067143036
## [21,]  0.16711616  0.361491850  0.243519662 -0.216087884  0.074835758
## [22,]  0.24347558 -0.311255792 -0.070706135 -0.205017625 -0.101414948
## [23,] -0.25894505 -0.041075952 -0.113757337  0.266806737  0.014403221
## [24,]  0.21231433  0.399573056  0.226947686 -0.155512038  0.120583700
## [25,]  0.23886494 -0.263429743 -0.183544505  0.172410763  0.095750367
## [26,] -0.35474562 -0.019612760  0.019692709 -0.055884890 -0.165200994
## [27,]  0.18731765  0.285217490  0.254412773 -0.011573323  0.187073881
## [28,]  0.23547334 -0.229180113 -0.177237857  0.115238901  0.043489044
## [29,] -0.34000654  0.020381649 -0.006713346 -0.097820065 -0.164073038
##               [,6]         [,7]         [,8]         [,9]       [,10]
##  [1,] -0.405257446 -0.471340122 -0.132207383  0.283300372  0.23571774
##  [2,] -0.026195071  0.105154704 -0.590977051 -0.454928772 -0.15164754
##  [3,]  0.362281419  0.346748376  0.438594228  0.007081592 -0.11891466
##  [4,]  0.094147626 -0.127765466  0.045740335 -0.037535923  0.12958161
##  [5,] -0.052719251  0.071544021 -0.025612926  0.021018753 -0.07256100
##  [6,] -0.163834170 -0.056554354  0.177836360 -0.348240843 -0.06220738
##  [7,]  0.173640082  0.059939282 -0.188480340  0.369083986  0.06593065
##  [8,]  0.596827419 -0.007002939 -0.296337055  0.044383383  0.48772940
##  [9,] -0.182856687  0.020693491  0.100781346  0.017699400 -0.11873868
## [10,]  0.282868574 -0.444772193  0.014879754 -0.144847540 -0.25295141
## [11,] -0.262276703  0.548694277 -0.131824551  0.082305327  0.34008820
## [12,] -0.035619380 -0.068075511  0.321148723 -0.103606569  0.28329012
## [13,] -0.092498707  0.153523667 -0.176017258  0.051665454 -0.10872623
## [14,]  0.112891733 -0.024847756 -0.282132295  0.094748881 -0.28277524
## [15,]  0.004215621  0.095273212 -0.055702321  0.182293750 -0.27697580
## [16,]  0.024954085  0.111736475 -0.014503005  0.215289170 -0.18374210
## [17,] -0.017411533 -0.105371949  0.029224453 -0.202568952  0.21643790
## [18,] -0.171343385  0.110298104  0.018936449  0.099459922  0.07070222
## [19,]  0.085269132  0.014721656 -0.004576809 -0.005673785  0.01603546
## [20,] -0.016281522 -0.052266190 -0.002569566 -0.030050111 -0.03945118
## [21,]  0.024908861 -0.014964404 -0.067367846  0.186519426 -0.10124991
## [22,] -0.147282803  0.030597119 -0.074831983 -0.204225628  0.14053669
## [23,]  0.075118695 -0.009271531  0.089941601  0.005830557 -0.02154740
## [24,]  0.011374106 -0.081779846 -0.080760042  0.044548407  0.11568634
## [25,] -0.011513468  0.083708361  0.085510411 -0.088205285  0.02628050
## [26,]  0.003090708 -0.023064282 -0.025363290  0.051288561 -0.09888535
## [27,]  0.066856175  0.024463082 -0.011745094 -0.326781760  0.14462059
## [28,]  0.015322333 -0.127323152  0.052167252  0.270003252  0.07771348
## [29,] -0.058435009  0.100322302 -0.039960604 -0.030149899 -0.16720933
##              [,11]       [,12]       [,13]        [,14]       [,15]
##  [1,]  0.003823382  0.11949583  0.16442323 -0.069359432 -0.09051934
##  [2,] -0.153046089 -0.04080441 -0.15260551  0.207227990 -0.11346202
##  [3,]  0.080911682 -0.08012733 -0.05718881 -0.054462385  0.14011904
##  [4,] -0.229058876  0.06435310 -0.32132666 -0.462698679 -0.16118930
##  [5,]  0.128264651 -0.03603540  0.17993126  0.259094454  0.09026015
##  [6,] -0.347418541  0.02991949 -0.04232766  0.085313238  0.07546754
##  [7,]  0.368212467 -0.03171025  0.04486108 -0.090419463 -0.07998447
##  [8,] -0.324766753  0.07281497  0.20384240  0.066971254  0.09749522
##  [9,]  0.026545541  0.09739507 -0.07099075 -0.035948377 -0.01243221
## [10,]  0.139958936 -0.30938908  0.16652982  0.051962233  0.03246183
## [11,]  0.036635245 -0.05351251 -0.15223715  0.007435069 -0.09738933
## [12,] -0.164607081  0.10302674  0.05156037  0.163524157 -0.05004117
## [13,]  0.172831672 -0.02950453  0.33103896  0.216323223  0.19544101
## [14,]  0.084431204 -0.11015071 -0.30702058 -0.366520122 -0.07842511
## [15,] -0.117346432  0.55990067  0.06546594 -0.103663180  0.20386348
## [16,] -0.384099147 -0.10795441  0.32632472 -0.086272835 -0.24875832
## [17,]  0.286822768 -0.13209169 -0.23139973  0.092158214  0.08535331
## [18,] -0.195178458 -0.63521267  0.13991443 -0.221940563  0.08315779
## [19,]  0.118145650  0.17397458 -0.15295871  0.077665509  0.06764412
## [20,] -0.037489044  0.06776302  0.08840790  0.008461095 -0.09037430
## [21,] -0.131135171 -0.06222611 -0.15266808  0.272267591 -0.06912568
## [22,]  0.058379307 -0.03078048  0.16591163 -0.350326601  0.50765312
## [23,]  0.048680829  0.05932712 -0.00399858  0.040854340 -0.26974272
## [24,]  0.052121174  0.01805011 -0.21707049  0.042085666  0.19144108
## [25,]  0.103537512 -0.02871275  0.12267094  0.043838301 -0.45250865
## [26,] -0.127894581  0.01439498  0.02923150 -0.067128375  0.28717125
## [27,]  0.288539426  0.15731297  0.29973043 -0.266092452 -0.19819623
## [28,] -0.077695337 -0.13275327 -0.28367861  0.268137800  0.13071104
## [29,] -0.120516995  0.01705347  0.06063819 -0.068752497  0.01197141
##              [,16]        [,17]        [,18]        [,19]         [,20]
##  [1,] -0.102374268 -0.044839101  0.041274542  0.026764924  0.000000e+00
##  [2,]  0.040742292  0.043797699 -0.117346988  0.017240757 -9.123228e-17
##  [3,]  0.065464435  0.014395691  0.029125015 -0.032459357 -8.497827e-18
##  [4,]  0.236018409 -0.142553361  0.034047304  0.042616525  1.295601e-02
##  [5,] -0.132161737  0.079824705 -0.019065254 -0.023863706  2.313724e-02
##  [6,] -0.006782721  0.003311771 -0.009590865  0.007313406  1.193841e-02
##  [7,]  0.007188685 -0.003509990  0.010164904 -0.007751133  1.126422e-02
##  [8,]  0.010826561 -0.090668954  0.099808926 -0.039089491  1.199799e-01
##  [9,]  0.177935519 -0.171317834 -0.056294220  0.004303291  4.761557e-01
## [10,] -0.331521914  0.314575127  0.078872810 -0.024264053  1.587186e-01
## [11,] -0.297647768  0.378892790  0.020592921  0.057845660  1.122310e-01
## [12,] -0.180624800  0.099590822  0.007381621  0.007268438 -1.111930e-01
## [13,]  0.402600790 -0.304983953 -0.066583898 -0.017810155 -6.338979e-02
## [14,] -0.062473137  0.094907391  0.039069910  0.003686205 -8.702232e-02
## [15,] -0.123960153  0.222798598  0.143783727 -0.039521525  2.123659e-01
## [16,] -0.015096318  0.043809675 -0.273102813 -0.040883044  3.771421e-01
## [17,]  0.054091047 -0.107845171  0.122418594  0.040226975  5.919347e-01
## [18,] -0.072314893 -0.134266031 -0.024453179  0.040365761  1.455341e-02
## [19,] -0.370303193 -0.366642379 -0.124861948  0.203578505  3.710406e-02
## [20,]  0.359353963  0.377957185  0.121194543 -0.197774636  4.116326e-02
## [21,]  0.047787223 -0.066073200  0.472259822  0.306846926  1.219759e-01
## [22,]  0.062977168  0.135556970  0.184064165 -0.124051066  1.167830e-01
## [23,] -0.069929513 -0.041221914 -0.419569455 -0.121685234  1.885263e-01
## [24,] -0.064902190 -0.030464951 -0.275810268 -0.565186286  6.083359e-02
## [25,]  0.082136077 -0.028453342  0.385705668 -0.143869404  8.528681e-02
## [26,] -0.032576989  0.045611407 -0.171758131  0.497170878  9.383589e-02
## [27,]  0.066061508  0.095980513 -0.176381699  0.323475126  1.174917e-01
## [28,]  0.275768592  0.280248493 -0.161911472  0.075326655  1.619511e-01
## [29,] -0.296359251 -0.320333370  0.265393050 -0.283821253  1.768890e-01
##              [,21]         [,22]         [,23]         [,24]         [,25]
##  [1,] -0.372869720  0.000000e+00  0.000000e+00  0.000000e+00  0.000000e+00
##  [2,] -0.238960997  1.368484e-16  3.558059e-16  1.630777e-16 -1.186020e-16
##  [3,] -0.434380078  1.847702e-16  1.086099e-16  1.852711e-16  4.490425e-18
##  [4,] -0.297996693 -1.855394e-01 -1.861678e-01  1.000005e-01  1.122356e-01
##  [5,] -0.532171468 -3.313418e-01 -3.324641e-01  1.785838e-01  2.004337e-01
##  [6,] -0.173003334  2.665856e-01 -8.926922e-02 -3.091697e-01  1.273872e-02
##  [7,] -0.163233381  2.515308e-01 -8.422795e-02 -2.917101e-01  1.201934e-02
##  [8,]  0.021762542 -6.534326e-02  1.581130e-02  5.014467e-02 -6.108775e-02
##  [9,]  0.086367411 -2.593230e-01  6.274914e-02  1.990055e-01 -2.424345e-01
## [10,]  0.028789137 -8.644101e-02  2.091638e-02  6.633516e-02 -8.081150e-02
## [11,]  0.020356994 -6.112302e-02  1.479011e-02  4.690604e-02 -5.714236e-02
## [12,] -0.087656769  7.166278e-02  4.894514e-01  3.148277e-01  3.341913e-01
## [13,] -0.049972047  4.085407e-02  2.790302e-01  1.794794e-01  1.905183e-01
## [14,] -0.068602273  5.608499e-02  3.830563e-01  2.463916e-01  2.615461e-01
## [15,]  0.006731931  1.919886e-02  1.379545e-02 -6.741122e-02  1.241475e-01
## [16,]  0.011955285  3.409538e-02  2.449943e-02 -1.197161e-01  2.204744e-01
## [17,]  0.018764141  5.351362e-02  3.845251e-02 -1.878976e-01  3.460405e-01
## [18,] -0.063606103  4.460132e-02  9.814101e-02 -1.195784e-01 -1.571627e-03
## [19,] -0.162164379  1.137115e-01  2.502115e-01 -3.048663e-01 -4.006877e-03
## [20,] -0.179905226  1.261516e-01  2.775847e-01 -3.382188e-01 -4.445231e-03
## [21,]  0.060954059  1.270275e-01 -1.184430e-01  1.437504e-01  1.483847e-01
## [22,]  0.058359068  1.216195e-01 -1.134005e-01  1.376306e-01  1.420675e-01
## [23,]  0.094210781  1.963340e-01 -1.830659e-01  2.221811e-01  2.293439e-01
## [24,] -0.084906389  3.015720e-01 -4.930120e-02  1.771025e-01 -1.546164e-01
## [25,] -0.119036131  4.227946e-01 -6.911875e-02  2.482923e-01 -2.167674e-01
## [26,] -0.130968218  4.651752e-01 -7.604716e-02  2.731809e-01 -2.384960e-01
## [27,] -0.093071411 -8.574229e-02  1.679844e-01  2.865217e-02 -2.207853e-01
## [28,] -0.128290087 -1.181876e-01  2.315505e-01  3.949430e-02 -3.043315e-01
## [29,] -0.140123226 -1.290889e-01  2.529082e-01  4.313714e-02 -3.324022e-01
##               [,26]         [,27]        [,28]         [,29]
##  [1,]  0.000000e+00  0.000000e+00 -0.471442992  0.000000e+00
##  [2,]  3.649291e-17  3.649291e-16 -0.302133644 -6.842421e-17
##  [3,] -1.597457e-16  1.179474e-17 -0.549214465 -1.451019e-16
##  [4,] -3.106752e-02  3.618337e-02  0.235689035 -1.535642e-02
##  [5,] -5.548132e-02  6.461734e-02  0.420900575 -2.742395e-02
##  [6,]  4.699934e-01 -7.494987e-02  0.136830339  2.809638e-01
##  [7,]  4.434517e-01 -7.071726e-02  0.129103171  2.650971e-01
##  [8,]  7.678519e-02  1.320592e-01 -0.017212246  4.843860e-02
##  [9,]  3.047318e-01  5.240939e-01 -0.068308985  1.922347e-01
## [10,]  1.015773e-01  1.746980e-01 -0.022769662  6.407824e-02
## [11,]  7.182596e-02  1.235301e-01 -0.016100582  4.531016e-02
## [12,]  1.860533e-01  1.750713e-02  0.069328753  2.922549e-02
## [13,]  1.060667e-01  9.980603e-03  0.039523470  1.666109e-02
## [14,]  1.456097e-01  1.370150e-02  0.054258332  2.287256e-02
## [15,]  4.099085e-03 -6.244479e-02 -0.005324362 -1.194407e-01
## [16,]  7.279594e-03 -1.108962e-01 -0.009455573 -2.121156e-01
## [17,]  1.142552e-02 -1.740545e-01 -0.014840776 -3.329211e-01
## [18,] -1.273473e-01  1.189821e-01  0.050306803  3.783290e-02
## [19,] -3.246732e-01  3.033461e-01  0.128257685  9.645535e-02
## [20,] -3.601926e-01  3.365323e-01  0.142289126  1.070076e-01
## [21,] -1.734349e-01 -5.433043e-02 -0.048209271  3.247492e-01
## [22,] -1.660512e-01 -5.201742e-02 -0.046156863  3.109237e-01
## [23,] -2.680615e-01 -8.397327e-02 -0.074512397  5.019334e-01
## [24,] -1.909449e-02  4.734731e-02  0.067153446 -1.429098e-01
## [25,] -2.676988e-02  6.637946e-02  0.094147054 -2.003551e-01
## [26,] -2.945327e-02  7.303328e-02  0.103584280 -2.204385e-01
## [27,] -5.220971e-02 -2.620504e-01  0.073611256  9.554752e-02
## [28,] -7.196612e-02 -3.612115e-01  0.101466115  1.317032e-01
## [29,] -7.860409e-02 -3.945288e-01  0.110825081  1.438511e-01
Delta <- diag(delta)
Delta
##            [,1]      [,2]      [,3]      [,4]      [,5]      [,6]      [,7]
##  [1,] 0.3282493 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
##  [2,] 0.0000000 0.2335663 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
##  [3,] 0.0000000 0.0000000 0.2083992 0.0000000 0.0000000 0.0000000 0.0000000
##  [4,] 0.0000000 0.0000000 0.0000000 0.1492104 0.0000000 0.0000000 0.0000000
##  [5,] 0.0000000 0.0000000 0.0000000 0.0000000 0.1228471 0.0000000 0.0000000
##  [6,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.1135759 0.0000000
##  [7,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.1040998
##  [8,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
##  [9,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [10,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [11,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [12,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [13,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [14,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [15,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [16,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [17,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [18,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [19,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [20,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [21,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [22,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [23,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [24,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [25,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [26,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [27,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [28,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
## [29,] 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
##             [,8]       [,9]      [,10]      [,11]      [,12]     [,13]
##  [1,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
##  [2,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
##  [3,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
##  [4,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
##  [5,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
##  [6,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
##  [7,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
##  [8,] 0.09992164 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
##  [9,] 0.00000000 0.09360854 0.00000000 0.00000000 0.00000000 0.0000000
## [10,] 0.00000000 0.00000000 0.08222335 0.00000000 0.00000000 0.0000000
## [11,] 0.00000000 0.00000000 0.00000000 0.07829925 0.00000000 0.0000000
## [12,] 0.00000000 0.00000000 0.00000000 0.00000000 0.05619688 0.0000000
## [13,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0524492
## [14,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [15,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [16,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [17,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [18,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [19,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [20,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [21,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [22,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [23,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [24,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [25,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [26,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [27,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [28,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
## [29,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000
##            [,14]      [,15]      [,16]      [,17]      [,18]      [,19]
##  [1,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [2,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [3,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [4,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [5,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [6,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [7,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [8,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##  [9,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [10,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [11,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [12,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [13,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [14,] 0.04759521 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [15,] 0.00000000 0.04010435 0.00000000 0.00000000 0.00000000 0.00000000
## [16,] 0.00000000 0.00000000 0.03160285 0.00000000 0.00000000 0.00000000
## [17,] 0.00000000 0.00000000 0.00000000 0.02415433 0.00000000 0.00000000
## [18,] 0.00000000 0.00000000 0.00000000 0.00000000 0.01978171 0.00000000
## [19,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.01411473
## [20,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [21,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [22,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [23,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [24,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [25,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [26,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [27,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [28,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
## [29,] 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
##             [,20]        [,21]        [,22]        [,23]        [,24]
##  [1,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [2,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [3,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [4,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [5,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [6,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [7,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [8,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [9,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [10,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [11,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [12,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [13,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [14,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [15,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [16,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [17,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [18,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [19,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [20,] 4.68915e-17 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [21,] 0.00000e+00 4.592217e-17 0.000000e+00 0.000000e+00 0.000000e+00
## [22,] 0.00000e+00 0.000000e+00 2.450318e-17 0.000000e+00 0.000000e+00
## [23,] 0.00000e+00 0.000000e+00 0.000000e+00 2.450318e-17 0.000000e+00
## [24,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 2.450318e-17
## [25,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [26,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [27,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [28,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [29,] 0.00000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##              [,25]        [,26]        [,27]        [,28]        [,29]
##  [1,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [2,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [3,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [4,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [5,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [6,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [7,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [8,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
##  [9,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [10,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [11,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [12,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [13,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [14,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [15,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [16,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [17,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [18,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [19,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [20,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [21,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [22,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [23,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [24,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [25,] 2.450318e-17 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00
## [26,] 0.000000e+00 2.450318e-17 0.000000e+00 0.000000e+00 0.000000e+00
## [27,] 0.000000e+00 0.000000e+00 2.450318e-17 0.000000e+00 0.000000e+00
## [28,] 0.000000e+00 0.000000e+00 0.000000e+00 1.720956e-17 0.000000e+00
## [29,] 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.458751e-17
eigenvalues <- delta^2
idx_valid   <- which(eigenvalues > 1e-10)
eigenvalues <- eigenvalues[idx_valid]
pct_var     <- eigenvalues / sum(eigenvalues) * 100
cum_var     <- cumsum(pct_var)

cat("\nNilai Singular (delta, 10 terbesar):\n")
## 
## Nilai Singular (delta, 10 terbesar):
print(round(delta[1:min(10, length(delta))], 6))
##  [1] 0.328249 0.233566 0.208399 0.149210 0.122847 0.113576 0.104100 0.099922
##  [9] 0.093609 0.082223
tabel_eig <- data.frame(
  Dimensi    = paste0("Dim", seq_along(eigenvalues)),
  Eigenvalue = round(eigenvalues, 6),
  Pct_Var    = round(pct_var, 2),
  Kumulatif  = round(cum_var, 2)
)
cat("\nTabel Eigenvalue (10 dimensi pertama):\n")
## 
## Tabel Eigenvalue (10 dimensi pertama):
print(tabel_eig[1:min(10, nrow(tabel_eig)), ])
##    Dimensi Eigenvalue Pct_Var Kumulatif
## 1     Dim1   0.107748   34.71     34.71
## 2     Dim2   0.054553   17.57     52.28
## 3     Dim3   0.043430   13.99     66.28
## 4     Dim4   0.022264    7.17     73.45
## 5     Dim5   0.015091    4.86     78.31
## 6     Dim6   0.012899    4.16     82.47
## 7     Dim7   0.010837    3.49     85.96
## 8     Dim8   0.009984    3.22     89.17
## 9     Dim9   0.008763    2.82     92.00
## 10   Dim10   0.006761    2.18     94.17

12.Perhitungan Koordinat Kategori

# Koordinat standar
Phi <- D_r_invsqrt %*% U
rownames(Phi) <- colnames(matriks_burt)
cat("\nKoordinat Standar (Phi = D_r^{-1/2} U) - Dim1 & Dim2:\n")
## 
## Koordinat Standar (Phi = D_r^{-1/2} U) - Dim1 & Dim2:
print(round(Phi[, 1:2], 4))
##                         [,1]    [,2]
## Daily                -0.4147 -0.1028
## Once a week           1.1830 -0.2270
## Several times a week -0.0524  0.1444
## Gen Y (1981 to 1996)  0.2492  1.6414
## Gen Z (1997 to 2012) -0.0781 -0.5147
## Female               -0.1776  0.0266
## Male                  0.1995 -0.0299
## Other                -1.6320 -1.4048
## S1                    0.1795 -0.3091
## S2                    0.3638  2.3254
## S3                   -2.0929  2.5175
## Employee              0.4465  0.1327
## Entrepreneur         -0.3855  1.9329
## Student              -0.5244 -1.2423
## PEOU_Rendah           1.9858  2.1216
## PEOU_Sedang           1.2817 -0.6580
## PEOU_Tinggi          -0.7759 -0.0060
## PU_Rendah             1.7275  2.3193
## PU_Sedang             1.4362 -0.7472
## PU_Tinggi            -1.3828  0.3172
## ATU_Rendah            1.0966  2.3720
## ATU_Sedang            1.6686 -2.1332
## ATU_Tinggi           -1.0993 -0.1744
## BI_Rendah             1.5522  2.9212
## BI_Sedang             1.2456 -1.3737
## BI_Tinggi            -1.6814 -0.0930
## AU_Rendah             1.3464  2.0501
## AU_Sedang             1.2279 -1.1951
## AU_Tinggi            -1.6233  0.0973
# Koordinat prinsipal = standar x nilai singular (untuk visualisasi)
F_prinsipal <- Phi %*% Delta
rownames(F_prinsipal) <- colnames(matriks_burt)

df_koordinat <- data.frame(
  Kategori = colnames(matriks_burt),
  Dim1     = F_prinsipal[, 1],
  Dim2     = F_prinsipal[, 2]
)
cat("\nKoordinat Prinsipal (F = Phi x Delta) - Dim1 & Dim2:\n")
## 
## Koordinat Prinsipal (F = Phi x Delta) - Dim1 & Dim2:
print(round(df_koordinat[, c("Dim1", "Dim2")], 4))
##                Dim1    Dim2
## frequency1  -0.1361 -0.0240
## frequency2   0.3883 -0.0530
## frequency3  -0.0172  0.0337
## age1         0.0818  0.3834
## age2        -0.0256 -0.1202
## gender1     -0.0583  0.0062
## gender2      0.0655 -0.0070
## education1  -0.5357 -0.3281
## education2   0.0589 -0.0722
## education3   0.1194  0.5431
## education4  -0.6870  0.5880
## occupation1  0.1465  0.0310
## occupation2 -0.1265  0.4515
## occupation3 -0.1721 -0.2902
## PEOU_cat1    0.6518  0.4955
## PEOU_cat2    0.4207 -0.1537
## PEOU_cat3   -0.2547 -0.0014
## PU_cat1      0.5671  0.5417
## PU_cat2      0.4714 -0.1745
## PU_cat3     -0.4539  0.0741
## ATU_cat1     0.3599  0.5540
## ATU_cat2     0.5477 -0.4982
## ATU_cat3    -0.3609 -0.0407
## BI_cat1      0.5095  0.6823
## BI_cat2      0.4089 -0.3209
## BI_cat3     -0.5519 -0.0217
## AU_cat1      0.4420  0.4788
## AU_cat2      0.4031 -0.2791
## AU_cat3     -0.5328  0.0227

13.Visualisasi dalam Peta Korespondensi

ggplot(df_koordinat, aes(x = Dim1, y = Dim2, label = Kategori)) +
  geom_point(color = "steelblue", size = 2.5, shape = 17) +
  geom_text_repel(size = 3, color = "steelblue", max.overlaps = 30) +
  geom_hline(yintercept = 0, linetype = "dashed", color = "gray50") +
  geom_vline(xintercept = 0, linetype = "dashed", color = "gray50") +
  labs(
    title    = "Peta Korespondensi MCA - Pengguna QRIS Tap",
    subtitle = paste0("Dim1: ", round(pct_var[1], 1),
                      "% | Dim2: ", round(pct_var[2], 1),
                      "% | Total: ", round(cum_var[2], 1), "%"),
    x = paste0("Dim1 (", round(pct_var[1], 1), "%)"),
    y = paste0("Dim2 (", round(pct_var[2], 1), "%)")
  ) +
  theme_minimal(base_size = 11) +
  theme(plot.title = element_text(face = "bold"))

14. Kontribusi Tiap Dimensi

# Massa kategori
mass <- r

# Koordinat prinsipal
F <- F_prinsipal

# Eigenvalue
eig <- eigenvalues

# Kontribusi (%)
CTR <- matrix(0, nrow(F), ncol(F))

for(i in 1:ncol(F)){
  CTR[,i] <- (mass * F[,i]^2 / eig[i]) * 100
}

rownames(CTR) <- rownames(F)
colnames(CTR) <- paste0("Dim",1:ncol(F))

top <- 10

ctr1 <- sort(CTR[,1], decreasing = TRUE)[1:top]
par(mar = c(5, 18, 4, 2))
barplot(
  rev(ctr1),
  horiz = TRUE,
  las = 1,
  main = "Top 10 Kontributor Dimensi 1",
  xlab = "Kontribusi (%)"
)
abline(h = 100/nrow(CTR), col = "red", lty = 2)

ctr2 <- sort(CTR[,2], decreasing = TRUE)[1:top]
par(mar = c(5, 18, 4, 2))
barplot(
  rev(ctr2),
  horiz = TRUE,
  las = 1,
  main = "Top 10 Kontributor Dimensi 2",
  xlab = "Kontribusi (%)"
)
abline(h = 100/nrow(CTR), col = "red", lty = 2)