Έκδοση: 12 / 05 / 2024
Σημαντική Σημείωση
Όλες οι συναρτήσεις που χρησιμοποιούνται βρίσκονται στο αρχείο της
γλώσσας R:
MyRFunctions.R.
Για να γίνουν διαθέσιμες για χρήση αρκεί να φορτωθούν στο περιβάλλον
της R, εκτελώντας την εντολή
source("https://utopia.duth.gr/epdiaman/files/kedivim/MyRFunctions.R")
(Στην περίπτωση όπου γίνει λήψη τοπικά το αρχείο MyRFunctions.R,
πρέπει να αλλαξει ανάλογα και η διεύθυνση του αρχείου)
Διαχείριση
δεδομένων
Μετατροπή όλων των
στηλών με λίγες τιμές σε παράγοντες (συνάρτηση my_create_factors)
Παράδειγμα
success = c(1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1)
gender = c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0)
my.data.frame = data.frame(success, gender)
summary(my.data.frame)
## success gender
## Min. :0.00 Min. :0.0000
## 1st Qu.:0.75 1st Qu.:0.0000
## Median :1.00 Median :0.0000
## Mean :0.75 Mean :0.4167
## 3rd Qu.:1.00 3rd Qu.:1.0000
## Max. :1.00 Max. :1.0000
my.data.frame.2 = my_create_factors(my.data.frame)
summary(my.data.frame.2)
## success gender
## 0:3 0:7
## 1:9 1:5
Ανάκτηση όλων των
παραγόντων από ένα dataframe (συνάρτηση get_factors)
Παράδειγμα
exam = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
gender = factor(c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), levels = c(0, 1), labels = c("Γ", "Α"))
age = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(exam, gender, age)
print(get_factors(my.data.frame))
## [1] "gender"
Ανάκτηση ετικέτας
μεταβλητής (labels) (συναρτήσεις get_label και get_df_labels)
Ανάκτηση μίας ή
περισσοτέρων ετικετών
Παράδειγμα
exam = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
gender = factor(c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), levels = c(0, 1), labels = c("Γ", "Α"))
age = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(exam, gender, age)
Hmisc::label(my.data.frame$exam) = 'Βαθμός εξετάσεων'
Hmisc::label(my.data.frame$gender) = 'Φύλο'
print(get_label(my.data.frame[, 'gender']))
## [1] "Φύλο"
print(get_df_labels(my.data.frame, 'gender'))
## [1] "Φύλο"
print(get_df_labels(my.data.frame))
## [1] "Βαθμός εξετάσεων" "Φύλο" "age"
Μετατροπή vector ή
μεμονωμένου string για εμφάνιση σε html μορφή (συνάρτηση
prepare_vector_for_HTML_output)
Παράδειγμα
all.inequalities = c("1 > 0", "3 < 5")
print(prepare_vector_for_HTML_output(all.inequalities))
## [1] "1 > 0" "3 < 5"
Μετατροπή των labels
ενός dataframe για εμφάνιση σε html μορφή (συνάρτηση
prepare_data_for_HTML_output)
Παράδειγμα
exam = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
agecat = factor(c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), levels = c(0, 1), labels = c("0 - 35", ">35"))
my.data.frame = data.frame(exam, agecat)
print(my.data.frame$agecat)
## [1] 0 - 35 0 - 35 >35 0 - 35 >35 0 - 35 >35 0 - 35 >35 0 - 35
## [11] >35 0 - 35
## Levels: 0 - 35 >35
Hmisc::label(my.data.frame$exam) = 'Βαθμός εξετάσεων'
Hmisc::label(my.data.frame$agecat) = 'Ηλικιακή κατηγορία'
my.data.frame.2 = prepare_data_for_HTML_output(my.data.frame.2)
print(my.data.frame.2$agecat)
## NULL
Descriptive
Statistics
Καταμέτρηση
Παρατηρήσεων (συνάρτηση case_report)
Παράδειγμα
sample.data = c(1, NA, 0, 4, 6, 1, NA, 1, 1, 0, 1, 1)
my_case_report(sample.data)
## $number.of.NA
## [1] 2
##
## $valid.cases
## [1] 10
##
## $total.cases
## [1] 12
##
## $report.str
## [1] "12 (2 NA, 10 valid)"
Πίνακας συχνοτήτων
(συνάρτηση fre)
library(expss)
colors1 = c("Κόκκινο", "Μπλε", "Πράσινο", "Κόκκινο", "Μπλε", "Κόκκινο")
htmlTable(fre(colors1))
colors1
|
Count
|
Valid percent
|
Percent
|
Responses, %
|
Cumulative responses, %
|
Κόκκινο
|
3
|
50.0
|
50.0
|
50.0
|
50.0
|
Μπλε
|
2
|
33.3
|
33.3
|
33.3
|
83.3
|
Πράσινο
|
1
|
16.7
|
16.7
|
16.7
|
100.0
|
#Total
|
6
|
100
|
100
|
100
|
|
<NA>
|
0
|
|
0.0
|
|
|
Πίνακας συχνοτήτων
πολλών μεταβλητών (συνάρτηση my_frequency_table)
Παράδειγμα
success = factor(c(1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1), levels = c(0, 1), labels = c("Αποτυχία", "Επιτυχία"))
gender = factor(c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας"))
my.data.frame = data.frame(success, gender)
Hmisc::label(my.data.frame$success) = 'Αποτέλεσμα'
Hmisc::label(my.data.frame$gender) = 'Φύλο'
my_frequency_table(my.data.frame, c('success', 'gender'))
Αποτέλεσμα (success)
|
Value
|
Count
|
Valid percent
|
Percent
|
Responses, %
|
Cumulative responses, %
|
Αποτυχία
|
3
|
25
|
25
|
25
|
25
|
Επιτυχία
|
9
|
75
|
75
|
75
|
100
|
#Total
|
12
|
100
|
100
|
100
|
|
<NA>
|
0
|
|
0
|
|
|
Φύλο (gender)
|
Value
|
Count
|
Valid percent
|
Percent
|
Responses, %
|
Cumulative responses, %
|
Γυναίκα
|
7
|
58.3
|
58.3
|
58.3
|
58.3
|
Άνδρας
|
5
|
41.7
|
41.7
|
41.7
|
100.0
|
#Total
|
12
|
100
|
100
|
100
|
|
<NA>
|
0
|
|
0.0
|
|
|
Πίνακας συμπτώσεων 2
ή περισσοτέρων μεταβλητών (συνάρτηση my_contigency_table)
Παράδειγμα
success = factor(c(1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1), levels = c(0, 1), labels = c("Αποτυχία", "Επιτυχία"))
gender = factor(c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας"))
residence = factor(c(1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1), levels = c(0, 1), labels = c("Μικρή πόλη", "Μεγάλη πόλη"))
my.data.frame = data.frame(success, gender, residence)
my_contigency_table(my.data.frame, c('gender', 'success'))
Cross tabulation of gender, success
|
|
success
|
|
|
|
Αποτυχία
|
Επιτυχία
|
|
Sum
|
gender
|
Γυναίκα
|
1
|
6
|
|
7
|
Άνδρας
|
2
|
3
|
|
5
|
Sum
|
3
|
9
|
|
12
|
my_contigency_table(my.data.frame, c('residence', 'success', 'gender'))
Cross tabulation of residence, success, gender
|
|
success_gender
|
|
|
|
Αποτυχία_Γυναίκα
|
Αποτυχία_Άνδρας
|
Επιτυχία_Γυναίκα
|
Επιτυχία_Άνδρας
|
|
Sum
|
residence
|
Μικρή πόλη
|
0
|
0
|
2
|
1
|
|
3
|
Μεγάλη πόλη
|
1
|
2
|
4
|
2
|
|
9
|
Sum
|
1
|
2
|
6
|
3
|
|
12
|
my_contigency_table(my.data.frame, c('residence', 'success', 'gender'), row.vars = c(1, 3))
Cross tabulation of residence, success, gender
|
|
success
|
|
|
|
Αποτυχία
|
Επιτυχία
|
|
Sum
|
residence_gender
|
Μικρή πόλη_Γυναίκα
|
0
|
2
|
|
2
|
Μικρή πόλη_Άνδρας
|
0
|
1
|
|
1
|
Μεγάλη πόλη_Γυναίκα
|
1
|
4
|
|
5
|
Μεγάλη πόλη_Άνδρας
|
2
|
2
|
|
4
|
Sum
|
3
|
9
|
|
12
|
Mode (συνάρτηση
smode)
smode=function(x){
# Πηγή: https://stat.ethz.ch/pipermail/r-help/2011-March/273569.html
xtab=table(x)
modes=xtab[max(xtab)==xtab]
mag=as.numeric(modes[1]) #in case mult. modes, this is safer
themodes=names(modes)
mout=list(themodes=themodes,modeval=mag)
return(mout)}
Παράδειγμα
score = c(12, 14, 17, 13, 19, 28, 20, 9, 3, 6, 5, 11, 12, 17, 16, 8, 6, 2)
smode(score)
## $themodes
## [1] "6" "12" "17"
##
## $modeval
## [1] 2
Mean & SD
(συνάρτηση mean_sd)
Παράδειγμα
score = c(12, 14, 17, 13, 19, 28, 20, 9, 3, 6, 5, 11, 12, 17, 16, 8, 6, 2)
my_mean_sd(score)
## [1] "M = 12.1 (6.72), 95% C.I. 9.01 - 15.2"
Explore (συνάρτηση
my_explore_vars)
Παράδειγμα
exam = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
gender = factor(c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), levels = c(0, 1), labels = c("Γ", "Α"))
age = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(exam, gender, age)
Hmisc::label(my.data.frame$exam) = 'Βαθμός εξετάσεων'
Hmisc::label(my.data.frame$gender) = 'Φύλο'
Hmisc::label(my.data.frame$age) = 'Ηλικία'
my_explore_vars(my.data.frame, c("exam", "age"))
Descriptive statistics of Βαθμός εξετάσεων, Ηλικία
|
|
Variable
|
N
|
Missing
|
Valid
|
M (SD)
|
CI95
|
1
|
Βαθμός εξετάσεων
|
12
|
0
|
12
|
66.7 (21.7)
|
52.9 - 80.4
|
2
|
Ηλικία
|
12
|
0
|
12
|
23.7 (6.75)
|
19.4 - 28
|
Explore by group
(συνάρτηση my_explore_vars_by_group)
Παράδειγμα
examdata = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
genderdata = c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0)
genderdata = factor(genderdata, levels = c(0, 1), labels = c("Γ", "Α"))
agedata = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(Βαθμός = examdata, Φύλο = genderdata, Ηλικία = agedata)
my_explore_vars_by_group(my.data.frame, 'Βαθμός', 'Φύλο', type = 'all')
Descriptive Statistics of Βαθμός among levels of Φύλο
|
|
Group
|
N
|
M (SD)
|
95% C.I.
|
Median
|
Interquartile Range
|
|
1
|
7
|
80.7 (14.6)
|
67.3 - 94.2
|
80
|
25.0
|
|
2
|
5
|
47 (12)
|
32 - 62
|
50
|
15.0
|
|
Total
|
12
|
66.7 (21.7)
|
52.9 - 80.4
|
65
|
28.8
|
Tukeys HSD Post Hoc Test for variable: Βαθμός The
Tukey HSD is not a Post Hoc Test per se. It may provide valuable results
as an independent test as well.
|
|
Difference
|
Lower
|
Upper
|
p
|
2-1
|
-33.714
|
-51.466
|
-15.962
|
0.002
|
Έλεγχος κανονικότητας
(συνάρτηση my_check_normality_of_vector)
Παράδειγμα
score = c(12, 14, 17, 13, 19, 28, 20, 9, 3, 6, 5, 11, 12, 17, 16, 8, 6, 2)
my_check_normality_of_vector(score)
Normality statistics
|
|
Statistic
|
Description
|
Skewness & Kurtosis
|
Skewness
|
0.483
|
Normal distribution has skew = 0. For a unimodal distribution,
negative skew commonly indicates that the tail is on the left side of
the distribution, and positive skew indicates that the tail is on the
right.
|
Kurtosis
|
2.88
|
Normal distribution has kurtosis = 3. Values over 3 indicates a
platykurtic distribution and values less than 3 indicates a leptokurtic
distribution.
|
Normality Tests. Η0: This sample is from a normal
distribution vs Η1: Not the Η0.
|
Shapiro–Wilk
|
W = 0.968, p = 0.753
|
This test is more appropriate method for small sample sizes
(<50 samples) although it can also be handling on larger sample
size.
|
Lilliefors
|
D = 0.096, p = 0.931
|
The Lilliefors test uses the same calculations as the
Kolmogorov-Smirnov test, but it is more conservative in the sense that
the Lilliefors Test is less likely to show that data is normally
distributed.
|
Έλεγχος κανονικότητας
ανά υποομάδα (συνάρτηση my_check_normality_of_column_by_group)
Παράδειγμα
examdata = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
genderdata = c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0)
genderdata = factor(genderdata, levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας"))
agedata = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(Βαθμός = examdata, Φύλο = genderdata, Ηλικία = agedata)
my_check_normality_of_column_by_group(my.data.frame$Ηλικία, my.data.frame$Φύλο)
Γυναίκα
Normality statistics
|
|
Statistic
|
Description
|
Skewness & Kurtosis
|
Skewness
|
-0.473
|
Normal distribution has skew = 0. For a unimodal distribution,
negative skew commonly indicates that the tail is on the left side of
the distribution, and positive skew indicates that the tail is on the
right.
|
Kurtosis
|
2.675
|
Normal distribution has kurtosis = 3. Values over 3 indicates a
platykurtic distribution and values less than 3 indicates a leptokurtic
distribution.
|
Normality Tests. Η0: This sample is from a normal
distribution vs Η1: Not the Η0.
|
Shapiro–Wilk
|
W = 0.959, p = 0.811
|
This test is more appropriate method for small sample sizes
(<50 samples) although it can also be handling on larger sample
size.
|
Lilliefors
|
D = 0.214, p = 0.428
|
The Lilliefors test uses the same calculations as the
Kolmogorov-Smirnov test, but it is more conservative in the sense that
the Lilliefors Test is less likely to show that data is normally
distributed.
|
Άνδρας
Normality statistics
|
|
Statistic
|
Description
|
Skewness & Kurtosis
|
Skewness
|
0.898
|
Normal distribution has skew = 0. For a unimodal distribution,
negative skew commonly indicates that the tail is on the left side of
the distribution, and positive skew indicates that the tail is on the
right.
|
Kurtosis
|
2.505
|
Normal distribution has kurtosis = 3. Values over 3 indicates a
platykurtic distribution and values less than 3 indicates a leptokurtic
distribution.
|
Normality Tests. Η0: This sample is from a normal
distribution vs Η1: Not the Η0.
|
Shapiro–Wilk
|
W = 0.903, p = 0.427
|
This test is more appropriate method for small sample sizes
(<50 samples) although it can also be handling on larger sample
size.
|
Lilliefors
|
D = 0.241, p = 0.441
|
The Lilliefors test uses the same calculations as the
Kolmogorov-Smirnov test, but it is more conservative in the sense that
the Lilliefors Test is less likely to show that data is normally
distributed.
|
Έλεγχος ομοιογένειας
(ίση διακύμανση μίας μεταβλητής μεταξύ των επιπέδων ενός παράγοντα)
(συνάρτηση my_check_homogeneity_of_column)
Παράδειγμα
examdata = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
genderdata = c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0)
genderdata = factor(genderdata, levels = c(0, 1), labels = c("Γ", "Α"))
agedata = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(examdata, genderdata, agedata)
library(Hmisc)
var.labels = c(examdata = "Βαθμός Εξέτασης", agedata = 'Ηλικία', genderdata = 'Φύλο')
label(my.data.frame) = as.list(var.labels[match(names(my.data.frame), names(var.labels))])
my_check_homogeneity_of_column(my.data.frame, 'examdata', 'genderdata')
Standard Deviation of Βαθμός Εξέτασης among levels of Φύλο
|
Level
|
Γ
|
Α
|
Group Size
|
7
|
5
|
SD
|
14.6
|
12.0
|
Levene test of variance equality (homogeneity) of Βαθμός Εξέτασης
over Φύλο
|
F(1, 10) = 0.622, p = 0.448. Homogeneity hypothesis is confirmed.
|
Bartlett’s test of variance equality (homogeneity) of Βαθμός Εξέτασης
over Φύλο If you have strong evidence that your data do in
fact come from a normal, or nearly normal, distribution, then Bartlett’s
test has better performance.
|
c2(1) = 0.152, p = 0.697. Homogeneity hypothesis is
confirmed.
|
Correlation (συνάρτηση
my_cor_table)
Παράδειγμα
exam = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
test = c(55, 70, 68, 50, 53, 87, 45, 92, 56, 99, 35, 99)
gender = factor(c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας"))
age = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(exam, test, gender, age)
Hmisc::label(my.data.frame$exam) = 'Βαθμός εξετάσεων'
Hmisc::label(my.data.frame$test) = 'Βαθμός προόδου'
Hmisc::label(my.data.frame$gender) = 'Φύλο'
Hmisc::label(my.data.frame$age) = 'Ηλικία'
# Πίνακες
my_cor_table(my.data.frame, c('exam', 'test', 'age'))
Pearson Correlation Coefficients (*:p<.05, **:p<.01,
***:p<.001)
|
|
Βαθμός εξετάσεων
|
Βαθμός προόδου
|
Ηλικία
|
Βαθμός εξετάσεων
|
-
|
.929***
|
.859***
|
Βαθμός προόδου
|
.929***
|
-
|
.841***
|
Ηλικία
|
.859***
|
.841***
|
-
|
# Πίνακες 2: Δείξε μόνο τις συσχετίσεις που είναι μεγαλύτερες από 0,9
my_cor_table_long(my.data.frame, c('exam', 'test', 'age'), dontshowbelow = 0.9)
Correlations
|
Βαθμός εξετάσεων
|
Βαθμός προόδου
|
Ηλικία
|
Βαθμός εξετάσεων
|
1
|
0.929
|
|
Βαθμός προόδου
|
0.929
|
1
|
|
Ηλικία
|
|
|
1
|
Observations
|
Βαθμός εξετάσεων
|
Βαθμός προόδου
|
Ηλικία
|
Βαθμός εξετάσεων
|
12
|
12
|
12
|
Βαθμός προόδου
|
12
|
12
|
12
|
Ηλικία
|
12
|
12
|
12
|
Significances
|
Βαθμός εξετάσεων
|
Βαθμός προόδου
|
Ηλικία
|
Βαθμός εξετάσεων
|
|
0
|
0
|
Βαθμός προόδου
|
0
|
|
0.001
|
Ηλικία
|
0
|
0.001
|
|
# Πίνακες 3: Δείξε μόνο τις συσχετίσεις που είναι στατιστικώς σημαντικές
my_cor_table_long(my.data.frame, c('exam', 'test', 'age'), show.only.significant = TRUE)
Correlations
|
Βαθμός εξετάσεων
|
Βαθμός προόδου
|
Ηλικία
|
Βαθμός εξετάσεων
|
1
|
0.929
|
0.859
|
Βαθμός προόδου
|
0.929
|
1
|
0.841
|
Ηλικία
|
0.859
|
0.841
|
1
|
Observations
|
Βαθμός εξετάσεων
|
Βαθμός προόδου
|
Ηλικία
|
Βαθμός εξετάσεων
|
12
|
12
|
12
|
Βαθμός προόδου
|
12
|
12
|
12
|
Ηλικία
|
12
|
12
|
12
|
Significances
|
Βαθμός εξετάσεων
|
Βαθμός προόδου
|
Ηλικία
|
Βαθμός εξετάσεων
|
|
0
|
0
|
Βαθμός προόδου
|
0
|
|
0.001
|
Ηλικία
|
0
|
0.001
|
|
# Διάγραμμα
my_cor_plot(my.data.frame, c('exam', 'test', 'age'))
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)
Correlation ανά
υποομάδα με υπολογισμό p value και 95% διάστημα εμπιστοσύνης (συνάρτηση
my_cortable_by_factor_with_p)
Παράδειγμα
examdata = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
testdata = c(55, 70, 68, 50, 53, 87, 45, 92, 56, 99, 35, 99)
genderdata = c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0)
genderdata = factor(genderdata, levels = c(0, 1), labels = c("Γ", "Α"))
agedata = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(Εξετάσεις = examdata, Πρόοδος = testdata, Φύλο = genderdata, Ηλικία = agedata)
my_cortable_by_factor_with_p(my.data.frame, c('Εξετάσεις', 'Πρόοδος', 'Ηλικία'), afactor = 'Φύλο')
Correlation of Εξετάσεις, Πρόοδος, Ηλικία across levels of Φύλο
|
|
Var1
|
Var2
|
Group1
|
Group2
|
Corr1
|
N1
|
Corr2
|
N2
|
p.value
|
lowerCI
|
upperCI
|
1
|
Εξετάσεις
|
Πρόοδος
|
Γ
|
Α
|
0.901
|
7
|
0.952
|
5
|
0.662
|
-0.495
|
0.47
|
2
|
Εξετάσεις
|
Ηλικία
|
Γ
|
Α
|
0.55
|
7
|
0.876
|
5
|
0.393
|
-1.23
|
0.651
|
3
|
Πρόοδος
|
Ηλικία
|
Γ
|
Α
|
0.665
|
7
|
0.928
|
5
|
0.33
|
-1.107
|
0.467
|
Μερική συσχέτιση
(Partial Correlation) (συνάρτηση pcor.test)
examdata = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
testdata = c(55, 70, 68, 50, 53, 87, 45, 92, 56, 99, 35, 99)
agedata = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
library(ppcor)
ppcor::pcor.test(testdata, examdata, agedata)
## estimate p.value statistic n gp Method
## 1 0.7476411 0.008160923 3.377373 12 1 pearson
cor(testdata, examdata)
## [1] 0.929472
Πολλαπλή δοκιμασία χι -
τετράγωνο
Παράδειγμα 1: Εφαρμογή σε πίνακα συχνοτήτων
the.table = matrix(c(10, 11, 5, 8, 8, 6, 8, 6, 15, 25), 2, 5, byrow=TRUE)
rownames(the.table) = c('Αποτυχία', 'Επιτυχία')
colnames(the.table) = c('Πολύ αρνητική', 'Αρνητική', 'Ουδέτερη', 'Θετική', 'Πολύ θετική')
my_chi_square(the.table)
Test Var1 - Var2.
x2(4) = 9.57, p =
0.048. Result: DEPENDEND VARIABLES.
Observed Frequencies between combinations of Var1 -
Var2 The statistic x2 reflects the overall
difference between observed and expected frequencies.
|
|
Πολύ αρνητική
|
Αρνητική
|
Ουδέτερη
|
Θετική
|
Πολύ θετική
|
Sum
|
Αποτυχία
|
10
|
11
|
5
|
8
|
8
|
42
|
Επιτυχία
|
6
|
8
|
6
|
15
|
25
|
60
|
Sum
|
16
|
19
|
11
|
23
|
33
|
102
|
Expected Frequencies Less Than 5: 1
(10%) According to Moore & McCabe, no more than 20%
of the expected counts should be less than 5. Some expected counts can
be <5, provided none <1, and 80% of the expected counts should be
equal to or greater than 5.
|
|
Πολύ αρνητική
|
Αρνητική
|
Ουδέτερη
|
Θετική
|
Πολύ θετική
|
Sum
|
Αποτυχία
|
6.6
|
7.8
|
4.5
|
9.5
|
13.6
|
42
|
Επιτυχία
|
9.4
|
11.2
|
6.5
|
13.5
|
19.4
|
60
|
Sum
|
16
|
19
|
11
|
23
|
33
|
102
|
Παράδειγμα 2: Εφαρμογή σε μεταβλητές dataframe
gender = factor(c(1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1), levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας"))
agecat = factor(c(1, 2, 3, 3, 3, 2, 2, 2, 1, 1, 1, 2), levels = c(1, 2, 3), labels = c("15 - 24", "25 - 34", ">34"))
success = factor(c(0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0), levels = c(0, 1), labels = c("Αποτυχία", "Επιτυχία"))
my.data.frame = data.frame(gender, agecat, success)
Hmisc::label(my.data.frame$success) = 'Επιτυχία στις εξετάσεις'
Hmisc::label(my.data.frame$gender) = 'Φύλο'
Hmisc::label(my.data.frame$agecat) = 'Ηλικιακή κατηγορία'
my_chi_square(my.data.frame, c('gender', 'agecat', 'success'))
Test Φύλο - Ηλικιακή κατηγορία.
x2(2) = 4.32, p
= 0.115. Result: Independent Variables.
Observed Frequencies between combinations of Φύλο - Ηλικιακή
κατηγορία The statistic x2 reflects the
overall difference between observed and expected frequencies.
|
|
15 - 24
|
25 - 34
|
>34
|
Sum
|
Γυναίκα
|
0
|
3
|
2
|
5
|
Άνδρας
|
4
|
2
|
1
|
7
|
Sum
|
4
|
5
|
3
|
12
|
Expected Frequencies Less Than 5: 6
(100%) According to Moore & McCabe, no more than
20% of the expected counts should be less than 5. Some expected counts
can be <5, provided none <1, and 80% of the expected counts should
be equal to or greater than 5.
|
|
15 - 24
|
25 - 34
|
>34
|
Sum
|
Γυναίκα
|
1.7
|
2.1
|
1.2
|
5
|
Άνδρας
|
2.3
|
2.9
|
1.8
|
7
|
Sum
|
4
|
5
|
3
|
12
|
Test Φύλο - Επιτυχία στις εξετάσεις.
x2(1) =
3.09, p = 0.079. Result: Independent Variables.
Observed Frequencies between combinations of Φύλο - Επιτυχία στις
εξετάσεις The statistic x2 reflects the
overall difference between observed and expected frequencies.
|
|
Αποτυχία
|
Επιτυχία
|
Sum
|
Γυναίκα
|
4
|
1
|
5
|
Άνδρας
|
2
|
5
|
7
|
Sum
|
6
|
6
|
12
|
Expected Frequencies Less Than 5: 4
(100%) According to Moore & McCabe, no more than
20% of the expected counts should be less than 5. Some expected counts
can be <5, provided none <1, and 80% of the expected counts should
be equal to or greater than 5.
|
|
Αποτυχία
|
Επιτυχία
|
Sum
|
Γυναίκα
|
2.5
|
2.5
|
5
|
Άνδρας
|
3.5
|
3.5
|
7
|
Sum
|
6
|
6
|
12
|
Test Ηλικιακή κατηγορία - Επιτυχία στις εξετάσεις.
x2(2) = 3.13, p = 0.209. Result:
Independent Variables.
Observed Frequencies between combinations of Ηλικιακή κατηγορία -
Επιτυχία στις εξετάσεις The statistic x2
reflects the overall difference between observed and expected
frequencies.
|
|
Αποτυχία
|
Επιτυχία
|
Sum
|
15 - 24
|
1
|
3
|
4
|
25 - 34
|
4
|
1
|
5
|
>34
|
1
|
2
|
3
|
Sum
|
6
|
6
|
12
|
Expected Frequencies Less Than 5: 6
(100%) According to Moore & McCabe, no more than
20% of the expected counts should be less than 5. Some expected counts
can be <5, provided none <1, and 80% of the expected counts should
be equal to or greater than 5.
|
|
Αποτυχία
|
Επιτυχία
|
Sum
|
15 - 24
|
2
|
2
|
4
|
25 - 34
|
2.5
|
2.5
|
5
|
>34
|
1.5
|
1.5
|
3
|
Sum
|
6
|
6
|
12
|
Δοκιμασία t - test
Δοκιμασία για ένα
δείγμα (One sample t - test) (συνάρτηση my_t_test_one_sample)
Παράδειγμα 1: Εφαρμογή σε vector
one.sample.data = c(490, 503, 499, 492, 500, 501, 489, 478, 498, 508)
my_t_test_one_sample(one.sample.data, mu = 500)
M(SD) (496 ± 8.64), N = 10. H0: μ = 500 vs H1: μ ≠
500. H0 is not rejected (t(9) = 1.538, p = 0.159).
|
Παράδειγμα 2: Εφαρμογή σε dataframe
examdata = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
testdata = c(55, 70, 68, 50, 53, 87, 45, 92, 56, 99, 35, 99)
my.data.frame = data.frame(Εξετάσεις = examdata, Πρόοδος = testdata)
my_t_test_one_sample(my.data.frame, var = 'Εξετάσεις', mu = 60)
Εξετάσεις (66.7 ± 21.7), N = 12. H0: μ = 60 vs H1:
μ ≠ 60. H0 is not rejected (t(11) = 1.066, p =
0.309).
|
my_t_test_one_sample(my.data.frame, var = 'Πρόοδος', mu = 60)
Πρόοδος (67.4 ± 22), N = 12. H0: μ = 60 vs H1: μ ≠
60. H0 is not rejected (t(11) = 1.166, p = 0.268).
|
Δοκιμασία δύο
ανεξάρτητων δειγμάτων (Independent samples t - test) (συνάρτηση
my_t_test_independent_samples)
Παράδειγμα
examdata = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
testdata = c(55, 70, 68, 50, 53, 87, 45, 92, 56, 99, 35, 99)
genderdata = factor(c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), levels = c(0, 1), labels = c("Γ", "Α"))
locationdata = factor(c(1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0), levels = c(0, 1), labels = c("Χωριό/Κωμόπολη", "Πόλη"))
agedata = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(Εξετάσεις = examdata, Πρόοδος = testdata, Φύλο = genderdata, Ηλικία = agedata, Τοποθεσία = locationdata)
my_t_test_independent_samples(my.data.frame, dependent.vars = c('Εξετάσεις', 'Πρόοδος', 'Ηλικία'), group.var = c('Φύλο', 'Τοποθεσία'), print.also.in.console = FALSE)
Εξετάσεις over Φύλο H
0: μ
Γ = μ
Α vs
H
1: μ
Γ ≠ μ
Α.
H0 is
rejected. Group Γ (N = 7): 80.7 ± 14.6 vs Group Α (N = 5): 47 ±
12,
t(10) = 4.232, p = 0.002.
Equality of variances: F(6, 4) = 1.461, p = 0.744.
Πρόοδος over Φύλο H
0: μ
Γ = μ
Α vs
H
1: μ
Γ ≠ μ
Α.
H0 is
rejected. Group Γ (N = 7): 78.9 ± 20.5 vs Group Α (N = 5): 51.4
± 12.3,
t(10) = 2.646, p = 0.024.
Equality of variances: F(6, 4) = 2.77, p = 0.343.
Ηλικία over Φύλο H
0: μ
Γ = μ
Α vs
H
1: μ
Γ ≠ μ
Α.
H0 is
rejected. Group Γ (N = 7): 28 ± 5.1 vs Group Α (N = 5): 17.6 ±
2.7,
t(10) = 4.127, p = 0.002.
Equality of variances: F(6, 4) = 3.562, p = 0.239.
Εξετάσεις over Τοποθεσία H
0: μ
Πόλη =
μ
Χωριό/Κωμόπολη vs H
1: μ
Πόλη ≠
μ
Χωριό/Κωμόπολη.
H0 is not rejected.
Group Πόλη (N = 6): 61.7 ± 22.9 vs Group Χωριό/Κωμόπολη (N = 6): 71.7 ±
21.1, t(10) = 0.785, p = 0.451.
Equality of variances: F(5,
5) = 1.179, p = 0.861.
Πρόοδος over Τοποθεσία H
0: μ
Πόλη =
μ
Χωριό/Κωμόπολη vs H
1: μ
Πόλη ≠
μ
Χωριό/Κωμόπολη.
H0 is not rejected.
Group Πόλη (N = 6): 63.8 ± 21.3 vs Group Χωριό/Κωμόπολη (N = 6): 71 ±
24.2, t(10) = 0.545, p = 0.598.
Equality of variances: F(5,
5) = 0.774, p = 0.786.
Ηλικία over Τοποθεσία H
0: μ
Πόλη =
μ
Χωριό/Κωμόπολη vs H
1: μ
Πόλη ≠
μ
Χωριό/Κωμόπολη.
H0 is not rejected.
Group Πόλη (N = 6): 24.3 ± 7.69 vs Group Χωριό/Κωμόπολη (N = 6): 23 ±
6.32, t(10) = 0.328, p = 0.75.
Equality of variances: F(5, 5)
= 1.477, p = 0.679.
Δοκιμασία για
ζευγαρωτές παρατηρήσεις (Paired samples t - test) (συνάρτηση
my_t_test_paired_samples)
Παράδειγμα
weight1 = c(81.2, 76.7, 75.7, 81.2, 71.7, 71.2, 68.5, 89.8, 107.5, 105.7, 99.3, 100.7, 90.3, 105.7, 98.0, 116.6)
weight2 = c(78.0, 73.0, 73.0, 78.5, 69.9, 64.9, 63.5, 87.1, 102.1, 102.5, 97.1, 95.3, 87.5, 102.5, 93.4, 112.9)
weight3 = c(78.4, 72.1, 73.7, 78.5, 69.7, 65.4, 63.3, 85.5, 101.3, 102.2, 95.7, 93.9, 86.5, 102.5, 93.9, 113.9)
my.data.frame = data.frame(weight1, weight2, weight3)
Hmisc::label(my.data.frame$weight1) = '1η Μέτρηση'
Hmisc::label(my.data.frame$weight2) = '2η Μέτρηση'
Hmisc::label(my.data.frame$weight3) = '3η Μέτρηση'
my_t_test_paired_samples(my.data.frame, c('weight1', 'weight2', 'weight3'))
1η Μέτρηση (90 ± 15.2) vs 2η Μέτρηση (86.3 ± 15.2), N = 16 pairs.
H
0: μ
1η Μέτρηση = μ
2η Μέτρηση vs
H
1: μ
1η Μέτρηση ≠ μ
2η Μέτρηση.
H0 is rejected (t(15) = 11.2, p <
0.001).
1η Μέτρηση (90 ± 15.2) vs 3η Μέτρηση (86 ± 15.1), N = 16 pairs.
H
0: μ
1η Μέτρηση = μ
3η Μέτρηση vs
H
1: μ
1η Μέτρηση ≠ μ
3η Μέτρηση.
H0 is rejected (t(15) = 10.9, p <
0.001).
2η Μέτρηση (86.3 ± 15.2) vs 3η Μέτρηση (86 ± 15.1), N = 16 pairs.
H
0: μ
2η Μέτρηση = μ
3η Μέτρηση vs
H
1: μ
2η Μέτρηση ≠ μ
3η Μέτρηση.
H0 is not rejected (t(15) = 1.45, p = 0.168).
Γραμμική παλινδρόμηση
(Linear Regression) (συνάρτηση my_lm)
Παράδειγμα
test = c(5.5, 6, 7, 5, 8, 2, 9, 10, 2, 3, 4, 6.5, 8.5, 1)
exam = c(6.5, 6, 8, 7.5, 7, 4, 8, 10, 1, 5, 5, 6, 9, 5)
my.df = data.frame(test, exam)
Hmisc::label(my.df$test) = 'Πρόοδος'
Hmisc::label(my.df$exam) = 'Τελικές εξετάσεις'
my.model = my_lm(my.df, exam ~ test)
my.model$htmlreport
Linear regression results for Τελικές εξετάσεις Model:
exam ~ const + test
|
|
|
|
95% C.I.
|
|
B
|
SE
|
t
|
p
|
|
Lower
|
Upper
|
Constant
|
2.501
|
0.747
|
3.348
|
0.006
|
|
0.873
|
4.129
|
Πρόοδος
|
0.684
|
0.121
|
5.651
|
<0.001
|
|
0.42
|
0.947
|
Coefficient of determination
|
R2 = 0.727
|
Homoscedasticity Breusch–Pagan test
|
x2(1) = 2.905, p = 0.088. Homoscedasticity assumption is not
rejected. Model seems to be valid.
|
Normality tests of models’ residuals
|
|
Statistic
|
Description
|
Skewness & Kurtosis
|
Skewness
|
-0.704
|
Normal distribution has skew = 0. For a unimodal distribution,
negative skew commonly indicates that the tail is on the left side of
the distribution, and positive skew indicates that the tail is on the
right.
|
Kurtosis
|
3.619
|
Normal distribution has kurtosis = 3. Values over 3 indicates a
platykurtic distribution and values less than 3 indicates a leptokurtic
distribution.
|
Normality Tests. Η0: This sample is from a normal
distribution vs Η1: Not the Η0.
|
Shapiro–Wilk
|
W = 0.943, p = 0.455
|
This test is more appropriate method for small sample sizes
(<50 samples) although it can also be handling on larger sample
size.
|
Lilliefors
|
D = 0.136, p = 0.69
|
The Lilliefors test uses the same calculations as the
Kolmogorov-Smirnov test, but it is more conservative in the sense that
the Lilliefors Test is less likely to show that data is normally
distributed.
|
ANOVA (συνάρτηση
my_ANOVA)
Παράδειγμα
examdata = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
genderdata = c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0)
genderdata = factor(genderdata, levels = c(0, 1), labels = c("Γ", "Α"))
agedata = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(examdata, genderdata, agedata)
library(Hmisc)
var.labels = c(examdata = "Βαθμός Εξέτασης", agedata = 'Ηλικία', genderdata = 'Φύλο')
label(my.data.frame) = as.list(var.labels[match(names(my.data.frame), names(var.labels))])
# Εκτέλεση με δήλωση όλων των μεταβλητών για post - hoc έλεγχο
all.ANOVA.output = my_ANOVA(data = my.data.frame, model = examdata ~ agedata + genderdata)
all.ANOVA.output$htmlTable
ANOVA Results for Βαθμός Εξέτασης
|
|
SS
|
df
|
F
|
p
|
(Intercept)
|
159.721
|
1
|
1.244
|
0.294
|
agedata
|
695.902
|
1
|
5.42
|
0.045
|
genderdata
|
198.218
|
1
|
1.544
|
0.245
|
Residuals
|
1155.527
|
9
|
|
|
LSD Test for variable: Φύλο Fisher’s LSD is a series of
pairwise t-tests, with each test using the mean squared error from the
significant ANOVA as its pooled variance estimate (and naturally taking
the associated degrees of freedom). It is a valid test, in case where
the ANOVA is significant.
|
|
N
|
Βαθμός Εξέτασης
|
Groups
|
Α
|
5
|
47
|
b
|
Γ
|
7
|
80.714
|
a
|
Tukeys HSD Post Hoc Test for variable: Φύλο The Tukey
HSD is not a Post Hoc Test per se. It may provide valuable results even
if ANOVA is not significant.
|
|
Difference
|
Lower
|
Upper
|
p
|
Α-Γ
|
-33.714
|
-51.466
|
-15.962
|
0.002
|
Standard Deviation of Βαθμός Εξέτασης among levels of all levels of
genderdata.
|
Level
|
Γ
|
Α
|
Group Size
|
7
|
5
|
SD
|
14.6
|
12.0
|
Levene test of variance equality (homogeneity) of Βαθμός Εξέτασης
over all levels of genderdata.
|
F(1, 10) = 0.622, p = 0.448. Homogeneity hypothesis is confirmed.
|
Bartlett’s test of variance equality (homogeneity) of Βαθμός Εξέτασης
over all levels of genderdata. If you have strong
evidence that your data do in fact come from a normal, or nearly normal,
distribution, then Bartlett’s test has better performance.
|
c2(1) = 0.152, p = 0.697. Homogeneity hypothesis is
confirmed.
|
Pearson Correlation Coefficients (*:p<.05, **:p<.01,
***:p<.001)
|
|
Βαθμός Εξέτασης
|
Ηλικία
|
Βαθμός Εξέτασης
|
-
|
.859***
|
Ηλικία
|
.859***
|
-
|
Normality test for model residuals. If the main goal of
an ANOVA is to see whether or not certain effects are significant, then
the assumption of normality of the residuals is only required for small
samples, thanks to the central limit theorem. With sample sizes of a few
hundred participants even extreme violations of the normality
assumptions are unproblematic. So mild violations of this assumptions
are usually no problem with sample sizes exceeding 30.
|
|
Statistic
|
Description
|
Skewness & Kurtosis
|
Skewness
|
-0.564
|
Normal distribution has skew = 0. For a unimodal distribution,
negative skew commonly indicates that the tail is on the left side of
the distribution, and positive skew indicates that the tail is on the
right.
|
Kurtosis
|
2.149
|
Normal distribution has kurtosis = 3. Values over 3 indicates a
platykurtic distribution and values less than 3 indicates a leptokurtic
distribution.
|
Normality Tests. Η0: This sample is from a normal
distribution vs Η1: Not the Η0.
|
Shapiro–Wilk
|
W = 0.898, p = 0.147
|
This test is more appropriate method for small sample sizes
(<50 samples) although it can also be handling on larger sample
size.
|
Lilliefors
|
D = 0.241, p = 0.053
|
The Lilliefors test uses the same calculations as the
Kolmogorov-Smirnov test, but it is more conservative in the sense that
the Lilliefors Test is less likely to show that data is normally
distributed.
|
Repeated Measures
ANOVA (συνάρτηση my_Repeated_ANOVA)
Παράδειγμα
gender = c(0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1)
gender = factor(gender, levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας"))
weight1 = c(81.2, 76.7, 75.7, 81.2, 71.7, 71.2, 68.5, 89.8, 107.5, 105.7, 99.3, 100.7, 90.3, 105.7, 98.0, 116.6)
weight2 = c(78.0, 73.0, 73.0, 78.5, 69.9, 64.9, 63.5, 87.1, 102.1, 102.5, 97.1, 95.3, 87.5, 102.5, 93.4, 112.9)
weight3 = c(78.4, 72.1, 73.7, 78.5, 69.7, 65.4, 63.3, 85.5, 101.3, 102.2, 95.7, 93.9, 86.5, 102.5, 93.9, 113.9)
dataF = data.frame(gender, weight1, weight2, weight3)
all.necessary.data = my_Repeated_ANOVA(dataF, betweencols = c('gender'), withincols = c('weight1', 'weight2', 'weight3'))
all.necessary.data$anova.table
Repeated ANOVA table: Greenhouse-Geisser correction applied.
|
|
Effect
|
df
|
MSE
|
F
|
p.value
|
1
|
gender
|
1, 14
|
163.04
|
49.36 ***
|
<.001
|
2
|
time
|
1.57, 22.05
|
0.97
|
99.35 ***
|
<.001
|
3
|
gender:time
|
1.57, 22.05
|
0.97
|
0.69
|
.480
|
weight1
Normality statistics
|
|
Statistic
|
Description
|
Skewness & Kurtosis
|
Skewness
|
0.157
|
Normal distribution has skew = 0. For a unimodal distribution,
negative skew commonly indicates that the tail is on the left side of
the distribution, and positive skew indicates that the tail is on the
right.
|
Kurtosis
|
2.832
|
Normal distribution has kurtosis = 3. Values over 3 indicates a
platykurtic distribution and values less than 3 indicates a leptokurtic
distribution.
|
Normality Tests. Η0: This sample is from a normal
distribution vs Η1: Not the Η0.
|
Shapiro–Wilk
|
W = 0.965, p = 0.756
|
This test is more appropriate method for small sample sizes
(<50 samples) although it can also be handling on larger sample
size.
|
Lilliefors
|
D = 0.131, p = 0.657
|
The Lilliefors test uses the same calculations as the
Kolmogorov-Smirnov test, but it is more conservative in the sense that
the Lilliefors Test is less likely to show that data is normally
distributed.
|
weight2
Normality statistics
|
|
Statistic
|
Description
|
Skewness & Kurtosis
|
Skewness
|
0.211
|
Normal distribution has skew = 0. For a unimodal distribution,
negative skew commonly indicates that the tail is on the left side of
the distribution, and positive skew indicates that the tail is on the
right.
|
Kurtosis
|
2.555
|
Normal distribution has kurtosis = 3. Values over 3 indicates a
platykurtic distribution and values less than 3 indicates a leptokurtic
distribution.
|
Normality Tests. Η0: This sample is from a normal
distribution vs Η1: Not the Η0.
|
Shapiro–Wilk
|
W = 0.967, p = 0.787
|
This test is more appropriate method for small sample sizes
(<50 samples) although it can also be handling on larger sample
size.
|
Lilliefors
|
D = 0.103, p = 0.919
|
The Lilliefors test uses the same calculations as the
Kolmogorov-Smirnov test, but it is more conservative in the sense that
the Lilliefors Test is less likely to show that data is normally
distributed.
|
weight3
Normality statistics
|
|
Statistic
|
Description
|
Skewness & Kurtosis
|
Skewness
|
0.302
|
Normal distribution has skew = 0. For a unimodal distribution,
negative skew commonly indicates that the tail is on the left side of
the distribution, and positive skew indicates that the tail is on the
right.
|
Kurtosis
|
2.802
|
Normal distribution has kurtosis = 3. Values over 3 indicates a
platykurtic distribution and values less than 3 indicates a leptokurtic
distribution.
|
Normality Tests. Η0: This sample is from a normal
distribution vs Η1: Not the Η0.
|
Shapiro–Wilk
|
W = 0.969, p = 0.821
|
This test is more appropriate method for small sample sizes
(<50 samples) although it can also be handling on larger sample
size.
|
Lilliefors
|
D = 0.114, p = 0.833
|
The Lilliefors test uses the same calculations as the
Kolmogorov-Smirnov test, but it is more conservative in the sense that
the Lilliefors Test is less likely to show that data is normally
distributed.
|
Mauchly’s Test for Sphericity. Tests the hypothesis that all pairs of
measurements have equal variance in their difference.
|
|
Mauchly’s W
|
p
|
time
|
0.621
|
0.045
|
gender:time
|
0.621
|
0.045
|
Post Hoc Test (LSD,
Tukeys) (συναρτήσεις my_post_hoc_LSD_test, my_post_hoc_Tukeys_test)
Παράδειγμα (LSD)
examdata = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
genderdata = c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0)
genderdata = factor(genderdata, levels = c(0, 1), labels = c("Γ", "Α"))
agedata = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(Βαθμός = examdata, Φύλο = genderdata, Ηλικία = agedata)
my_post_hoc_LSD_test(data = my.data.frame, model = Βαθμός ~ Ηλικία + Φύλο, variable = 'Φύλο')
## [1] "LSD Test"
## Βαθμός groups
## Γ 80.71429 a
## Α 47.00000 b
Παράδειγμα (Tukey’s 1)
examdata = c(65, 65, 60, 70, 55, 80, 40, 90, 50, 100, 30, 95)
genderdata = c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0)
genderdata = factor(genderdata, levels = c(0, 1), labels = c("Γ", "Α"))
agedata = c(29, 28, 22, 19, 18, 28, 16, 25, 17, 35, 15, 32)
my.data.frame = data.frame(Βαθμός = examdata, Φύλο = genderdata, Ηλικία = agedata)
my_post_hoc_Tukeys_test(data = my.data.frame, model = Βαθμός ~ Φύλο, variable = 'Φύλο')
## [1] "Tukey Test"
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = model, data = data)
##
## $Φύλο
## diff lwr upr p adj
## Α-Γ -33.71429 -51.46649 -15.96208 0.0017394
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)
Παράδειγμα (Tukey’s 2)
examdata = c(65, 65, 95, 70, 55, 90, 98, 90, 50, 100, 30, 95)
classdata = factor(c(3, 1, 2, 1, 1, 2, 2, 3, 3, 3, 1, 2), labels = c("Α", "Β", "Γ"))
my.data.frame = data.frame(Βαθμός = examdata, Τάξη = classdata)
library(multcompView)
model=lm(my.data.frame$Βαθμός ~ my.data.frame$Τάξη)
TUKEY <- TukeyHSD(x=aov(model))
TK_data<-round(as.data.frame((TUKEY)[1]), 3)
names(TK_data) = c('Difference', 'Lower', 'Upper', 'p')
htmlTable::htmlTable(TK_data)
|
Difference
|
Lower
|
Upper
|
p
|
Β-Α
|
39.5
|
6.257
|
72.743
|
0.022
|
Γ-Α
|
21.25
|
-11.993
|
54.493
|
0.229
|
Γ-Β
|
-18.25
|
-51.493
|
14.993
|
0.322
|
plot(TUKEY , las=2 , col="brown")
![](data:image/png;base64,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Reliability (Alpha,
Omega) (συνάρτηση my_reliability)
Παράδειγμα
sample.data = data.frame(item1 = c(3, 2, 2, 2, 3, 2, 3, 2, 3, 2, 3, 2, 2, 2, 3, 2, 3, 2, 3, 2),
item2 = c(1, 2, 2, 2, 1, 2, 1, 1, 3, 2, 1, 2, 2, 2, 1, 2, 1, 1, 3, 2),
item3 = c(1, 3, 2, 2, 3, 2, 1, 3, 3, 2, 1, 3, 2, 2, 3, 2, 1, 3, 3, 2))
my_reliability(factorname = 'MyFactor', variables = c("item1", "item2", "item3"), data = sample.data)
##
## ΔΕΙΚΤΕΣ ΑΞΙΟΠΙΣΤΙΑΣ
##
## MyFactor
## alpha 0.000
## omega 0.298
## omega2 0.298
## omega3 0.298
## avevar 0.298
Plots
Bar Plot
(Ραβδόγραμμα) (συναρτήσεις my_bar_plot, my_bar_plot2,
my_bar_plot_percent)
Παράδειγμα
outcome = c("Όχι", "Όχι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Ναι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Όχι")
my_bar_plot(outcome)
![](data:image/png;base64,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)
Παράδειγμα
outcome = c("Όχι", "Όχι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Ναι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Όχι")
my_bar_plot2(outcome)
![](data:image/png;base64,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)
Παράδειγμα
outcome = c("Όχι", "Όχι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Ναι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Όχι")
my_bar_plot_percent(outcome)
![](data:image/png;base64,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)
Pie Plot (Κυκλικό
διάγραμμα) (συναρτήσεις my_pie_plot, my_pie_3dplot)
Παράδειγμα
outcome = c("Όχι", "Όχι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Ναι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Όχι")
my_pie_plot(outcome)
![](data:image/png;base64,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)
Παράδειγμα
outcome = c("Όχι", "Όχι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Ναι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Όχι")
my_pie_3dplot(outcome)
![](data:image/png;base64,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)
Stack Plot
(Ραβδόγραμμα δύο ποιοτικών μεταβλητών) (συνάρτηση my_stack_plot)
Παράδειγμα 1: Εφαρμογή σε πίνακα
the.table = matrix(c(10, 11, 5, 8, 8, 6, 8, 6, 15, 25), 2, 5, byrow=TRUE)
rownames(the.table) = c('Αποτυχία', 'Επιτυχία')
colnames(the.table) = c('Πολύ αρνητική', 'Αρνητική', 'Ουδέτερη', 'Θετική', 'Πολύ θετική')
my_stack_plot(the.table, type = 3, flip.plot = TRUE)
![](data:image/png;base64,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)
Παράδειγμα 2: Εφαρμογή σε dataframe
library(Hmisc)
sample.data <- tibble(
success = factor(c(1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1), levels = c(0, 1), labels = c("Αποτυχία", "Επιτυχία")),
gender = factor(c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας")))
label(sample.data$success) = 'Αποτέλεσμα'
label(sample.data$gender) = 'Φύλο'
my_stack_plot(sample.data, 'gender', 'success', type = 1)
![](data:image/png;base64,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)
my_stack_plot(sample.data, 'gender', 'success', type = 2)
![](data:image/png;base64,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)
my_stack_plot(sample.data, 'gender', 'success', type = 3, flip.plot = TRUE)
![](data:image/png;base64,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)
Συχνότητες εμφάνισης
τιμών (συνάρτηση my_tab_fun)
Παράδειγμα
outcome = c("Όχι", "Όχι", "Ίσως", "Ναι", "Όχι", "Ναι", "Ναι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Όχι")
gender = c("Αγόρι", "Κορίτσι", "Κορίτσι", "Κορίτσι", "Αγόρι", "Αγόρι", "Αγόρι", "Αγόρι", "Κορίτσι", "Κορίτσι", "Κορίτσι", "Αγόρι")
sample.data = data.frame(gender = gender, outcome = outcome)
my_tab_fun(sample.data)
## Ίσως Ναι Όχι Sum
## gender 6 6 6 18
## outcome 3 5 4 12
Binary Plot
(Ραβδόγραμμα πολλών δίτιμων μεταβλητών) (συνάρτηση
my_binary_vars_plot)
Παράδειγμα
data.for.plot = data.frame(Χαρακτηριστικό1 = c(0, 0, 0, 1, 1, 0), Χαρακτηριστικό2 = c(1, 0, 1, 0, 0, 1), Χαρακτηριστικό3 = c(1, 1, 1, 0, 1, 0))
my_tab_fun(data.for.plot)
## X0 X1 Sum
## Χαρακτηριστικό1 4 2 6
## Χαρακτηριστικό2 3 3 6
## Χαρακτηριστικό3 2 4 6
my_binary_vars_plot(data.for.plot, xlab = 'Χαρακτηριστικά', labels = c('1o', '2o', '3o'))
![](data:image/png;base64,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)
Ιστόγραμμα
(Histogram) (συνάρτηση my_histFrequency)
Παράδειγμα
sampledata = c(11.8, 3.6, 16.6, 13.5, 4.8, 8.3, 8.9, 9.1, 7.7, 2.3, 12.1, 6.1, 10.2, 8.0, 11.4, 6.8, 9.6, 19.5, 15.3, 12.3, 8.5, 15.9, 18.7, 11.7, 6.2, 11.2, 10.4, 7.2, 5.5, 14.5 )
my_histFrequency(sampledata, xlab = 'Τιμή')
![](data:image/png;base64,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)
Παράδειγμα
sampledata = rnorm(100, 0, 1)
my_histFrequency_with_normal_curve(sampledata, xlab = 'Τιμή')
![](data:image/png;base64,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)
Παράδειγμα
sampledata = rnorm(100, 0, 1)
my_histPercent(sampledata, xlab = 'Τιμή')
![](data:image/png;base64,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)
Παράδειγμα
value = c(rnorm(1000, 0, 1), rnorm(1000, 2.5, 1))
group = c(rep(1, 1000), rep(2, 1000))
sampledata = data.frame(group = group, value = value)
my_hist_multiple(sampledata$value, sampledata$group, xlab = 'Τιμή')
![](data:image/png;base64,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)
Παράδειγμα
value = c(rnorm(1000, 0, 1), rnorm(1000, 2.5, 1))
group = c(rep(1, 1000), rep(2, 1000))
sampledata = data.frame(group = group, value = value)
my_hist_multiple_density(sampledata$value, sampledata$group, xlab = 'Τιμή')
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)
Παράδειγμα
value = c(rnorm(1000, 0, 1), rnorm(1000, 2.5, 1))
group = c(rep(1, 1000), rep(2, 1000))
sampledata = data.frame(group = group, value = value)
my_hist_multiple_density_sidebyside(sampledata$value, sampledata$group, xlab = 'Τιμή')
![](data:image/png;base64,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)
Διάγραμμα Μέσων
Τιμών μίας ποσοτικής μεταβλητής
yvalues = rnorm(1000, 0, 1)
afactor = as.factor(rbinom(1000, 3, 0.2))
data = data.frame(yvalues = yvalues, afactor = afactor)
Hmisc::label(yvalues) = 'Y'
Hmisc::label(afactor) = 'Factor'
gplots::plotmeans(yvalues ~ afactor, data = data, xlab=Hmisc::label(afactor), ylab=Hmisc::label(yvalues))
![](data:image/png;base64,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Διάγραμμα
αλληλεπίδρασης δύο παραγόντων πάνω σε μία συνεχή μεταβλητή (Interaction
Plot) (συνάρτηση my.interaction.plot)
my.interaction.plot = function(column.to.describe, afactor1, afactor2, legend.label = '', xlab = '', ylab = '', main = ''){
interaction.plot(afactor1, afactor2,
column.to.describe, type="b", col=c("red","blue"),
legend=T, trace.label = legend.label, lty=c(1,2), lwd=2, pch=c(18,24),
xlab=xlab, ylab=ylab,
main=main,
ylim = c(min(column.to.describe), max(column.to.describe)))
}
Παράδειγμα
answer = c("Όχι", "Όχι", "Ίσως", "Ναι", "Όχι", "Ναι", "Ναι", "Ίσως", "Ναι", "Ίσως", "Ναι", "Όχι")
gender = c("Αγόρι", "Κορίτσι", "Κορίτσι", "Κορίτσι", "Αγόρι", "Αγόρι", "Αγόρι", "Αγόρι", "Κορίτσι", "Κορίτσι", "Κορίτσι", "Αγόρι")
score = c(13, 14, 20, 20, 19, 18, 13, 10, 9, 12, 15, 15)
my.interaction.plot(score, answer, gender)
![](data:image/png;base64,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)
Διάγραμμα
αλληλεπίδρασης ενός παράγοντα και επαναλαμβανόμενων μετρήσεων πάνω σε
μία συνεχή μεταβλητή (Repeated Measures Interaction Plot)
Παράδειγμα
gender = c(1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0)
gender = factor(gender, levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας"))
weight1 = c(89.8, 107.5, 105.7, 81.2, 99.3, 76.7, 100.7, 75.7, 90.3, 105.7, 81.2, 71.7, 71.2, 98, 116.6, 68.5)
weight2 = c(90.8, 108.5, 106.7, 80.2, 100.3, 75.7, 101.7, 74.8, 91.3, 106.7, 80.2, 70.7, 70.2, 99, 117.6, 67.5)
weight3 = c(91.8, 109.5, 107.7, 79.2, 101.3, 74.7, 102.7, 73.7, 92.3, 107.7, 79.2, 69.7, 69.2, 100, 118.6, 66.5)
dataF = data.frame(gender, weight1, weight2, weight3)
repeated.ANOVA = my_Repeated_ANOVA(dataF, betweencols = c('gender'), withincols = c('weight1', 'weight2', 'weight3'))
data.long = repeated.ANOVA$data.long
# Αλλαγή των labels από weight1, weight2, weight3 σε 1η, 2η, 3η
data.long$time=plyr::revalue(data.long$time, c("weight1"="1η", "weight2"="2η", "weight3"="3η"))
min.all = min(data.long$DependentScore)
lower.y.limit = min.all - 0.05* abs(min.all)
max.all = max(data.long$DependentScore)
upper.y.limit = max.all + 0.05* abs(max.all)
par(mar=c(5.1, 14.1, 4.1, 2.1), xpd=TRUE)
cols = c("brown1", "cadetblue3")
interaction.plot(data.long$time, data.long$gender,
data.long$DependentScore, type="b", col = cols,
legend=F, lty=c(1,2), lwd=2, pch=c(18,24),
xlab="", ylab="Βάρος",
ylim = c(lower.y.limit, upper.y.limit))
legend("left",c("Γυναίκα", "Άνδρας"), bty="n", lty=c(1,2), lwd=2, pch=c(18,24), col=cols, title="Φύλο",inset=c(-0.55, 0.1))
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)
Παράδειγμα 2
gender = c(1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0)
gender = factor(gender, levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας"))
weight1 = c(89.8, 107.5, 105.7, 81.2, 99.3, 76.7, 100.7, 75.7, 90.3, 105.7, 81.2, 71.7, 71.2, 98, 116.6, 68.5)
weight2 = c(90.8, 108.5, 106.7, 80.2, 100.3, 75.7, 101.7, 74.8, 91.3, 106.7, 80.2, 70.7, 70.2, 99, 117.6, 67.5)
weight3 = c(91.8, 109.5, 107.7, 79.2, 101.3, 74.7, 102.7, 73.7, 92.3, 107.7, 79.2, 69.7, 69.2, 100, 118.6, 66.5)
dataF = data.frame(gender, weight1, weight2, weight3)
repeated.ANOVA = my_Repeated_ANOVA(dataF, betweencols = c('gender'), withincols = c('weight1', 'weight2', 'weight3'))
data.long = repeated.ANOVA$data.long
# Αλλαγή των labels από weight1, weight2, weight3 σε 1η, 2η, 3η
data.long$time=plyr::revalue(data.long$time, c("weight1"="1η", "weight2"="2η", "weight3"="3η"))
library(dplyr)
library(ggplot2)
data.long %>%
group_by(gender, time) %>%
summarise(weight = mean(DependentScore)) -> data.long2
#data.long2$gender <- factor(data.long2$gender, levels = rev(levels(data.long2$gender)))
min.all = min(data.long$DependentScore)
lower.y.limit = min.all - 0.05* abs(min.all)
max.all = max(data.long$DependentScore)
upper.y.limit = max.all + 0.05* abs(max.all)
data.long2 %>%
ggplot() +
aes(x = time, y = weight, color = gender, label = round(weight, 1)) +
geom_line(aes(group = gender)) +
scale_color_brewer(palette = "Set1") +
geom_point() +
geom_text(hjust=0.2, vjust=-1) +
xlab("Μέτρηση") +
ylab("Βάρος") +
ylim(lower.y.limit, upper.y.limit) +
labs(color='Φύλο') +
guides(color=guide_legend(override.aes=list(fill=NA))) +
theme(legend.position="left",
legend.text=element_text(size=13),
legend.title=element_text(size=13),
axis.title=element_text(size=13),
axis.text = element_text(size = 13),
axis.text.x=element_text(colour="black"),
axis.text.y=element_text(colour="black"),
panel.background = element_rect(fill='transparent', color='black'),
plot.background = element_rect(fill='transparent', color=NA))
![](data:image/png;base64,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)
Διάγραμμα διασποράς
(Scatterplot) (συνάρτηση my_scatterplot)
Παράδειγμα
valueX = rnorm(1000, 0, 1)
valueY = rbinom(1000, 40, 0.2)
valuecolor = as.factor(c(rep(1, 400), rep(2, 300), rep(3, 300)))
my_scatterplot(x = valueX, y = valueY, color = valuecolor, histograms = TRUE)
![](data:image/png;base64,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)
Παράδειγμα 2 (χωρίς σημεία)
valueX = rnorm(1000, 0, 1)
valueY = rbinom(1000, 40, 0.2)
valuecolor = as.factor(c(rep(1, 400), rep(2, 300), rep(3, 300)))
data.sample = data.frame(valueX, valueY, valuecolor)
library(ggplot2)
theme_set(theme_bw(16))
ggplot(data.sample, aes(x = valueX, y = valueY, color = valuecolor)) + geom_smooth(method = lm, se=F)+
scale_color_brewer(palette = "Set1") + labs(x = valueX, y = valueY, colour = valuecolor)+ theme(legend.position="left")
![](data:image/png;base64,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)
Logistic Regression
(συνάρτηση my_logistic_regression)
Παράδειγμα
income = c(31, 55, 120, 25, 38, 16, 23, 64, 29, 100, 72, 61, 26, 176, 49, 25, 67, 28, 19, 41)
debtinc = c(17, 6, 3, 10, 4, 2, 5, 10, 16, 9, 8, 6, 2, 9, 9, 20, 31, 17, 24, 16)
default = factor(c(1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1), labels = c('Κανονική αποπληρωμή', 'Αδυναμία αποπληρωμής'))
lr.data.frame = data.frame(income, debtinc, default)
Hmisc::label(lr.data.frame$income) = "Οικογενειακό εισόδημα"
Hmisc::label(lr.data.frame$debtinc) = "Χρέος ως ποσοστό του εισοδήματος"
Hmisc::label(lr.data.frame$default) = "Αδυναμία αποπληρωμής"
my.model = my_logistic_regression(lr.data.frame, default ~ income + debtinc)
my.model$htmlreport
Coding: 0, 1 = Κανονική αποπληρωμή, Αδυναμία αποπληρωμής If
you need reverse order please run the function by setting reverse.levels
= TRUE
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Logistic regression results for Αδυναμία
αποπληρωμής Model: Αδυναμία αποπληρωμής ~ Οικογενειακό
εισόδημα + Χρέος ως ποσοστό του εισοδήματος
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95% C.I.
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B
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SE
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z
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p
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Exp(B)
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Lower
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Upper
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Constant
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0.69
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1.839
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0.375
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0.708
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1.993
|
|
0.054
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73.239
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Οικογενειακό εισόδημα
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-0.089
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0.053
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-1.668
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0.095
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0.915
|
|
0.824
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1.016
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Χρέος ως ποσοστό του εισοδήματος
|
0.264
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0.124
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2.127
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0.033
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1.302
|
|
1.021
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1.66
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Nagelkerke Coefficient of determination R2 = 0.721
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Area Under Curve AUC = 0.939
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Prediction quality of Αδυναμία αποπληρωμής at threshold 0.5
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Observed
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Κανονική αποπληρωμή
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Αδυναμία αποπληρωμής
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Sum
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Predicted
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Κανονική αποπληρωμή
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10
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2
|
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12
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Αδυναμία αποπληρωμής
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1
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7
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8
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Sum
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11
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9
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20
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Sensitivity (SNS): 0.778 Specificity (SPC):
0.909
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You may also consider other thresholds by setting e.g. threshold
= c(0.3, 0.7, 0.9)
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my.model$ROCplot
![](data:image/png;base64,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)
round(my.model$ROCplot$data, 3)
## threshold specificity sensitivity 1-specificity
## 21 Inf 1.000 0.000 0.000
## 20 0.986 1.000 0.111 0.000
## 19 0.962 1.000 0.222 0.000
## 18 0.942 1.000 0.333 0.000
## 17 0.927 1.000 0.444 0.000
## 16 0.914 1.000 0.556 0.000
## 15 0.845 1.000 0.667 0.000
## 14 0.764 1.000 0.778 0.000
## 13 0.620 0.909 0.778 0.091
## 12 0.469 0.818 0.778 0.182
## 11 0.349 0.818 0.889 0.182
## 10 0.232 0.727 0.889 0.273
## 9 0.188 0.636 0.889 0.364
## 8 0.124 0.636 1.000 0.364
## 7 0.076 0.545 1.000 0.455
## 6 0.054 0.455 1.000 0.545
## 5 0.033 0.364 1.000 0.636
## 4 0.015 0.273 1.000 0.727
## 3 0.001 0.182 1.000 0.818
## 2 0.000 0.091 1.000 0.909
## 1 -Inf 0.000 1.000 1.000
Principal Components
Analysis (PCA) (συνάρτηση my_PCA_analysis)
Παράδειγμα
item1 = c(1, 5, 4, 3, 4, 5, 2, 1, 3, 5)
item2 = c(3, 3, 4, 2, 5, 3, 2, 3, 2, 2)
item3 = c(2, 4, 3, 3, 3, 2, 4, 3, 4, 3)
PCA.data = data.frame(item1, item2, item3)
############################
# 1η Εφαρμογή PCA.analysis #
############################
PCA.results = my_PCA_analysis(PCA.data)
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7UeGzd6iTz92bUrToFulbvgAMAAJahxA4AAAtou/bq4bLw5zxTIC/ZteCFjyNWTQt0rOSK4n2LFv5uvhVbcurU5eqeesm7h76DZkPKvzlRvrLlq292PfHfoNJ96pdjv/l4TfwhU2TVdnuwyc2uamuDevds8P6+01ffHpALEzdvv/TogHIN7PLJrd8t33HG9C6Cyrv7yJHdvKp5uUW5Vy7c/tGs38d/Mciz1OXGI8ve/mqv2Zsmkmv4nWFV7Ll31g8Id1q+zrQB33Bk2btfTe87uWxbnnzhr9kf/G1+5F3tc2f/Ttf5+0m2+KwAAAA3VI17yAMAcPsynvt5VKPSG9kktXfPyV9sOXLJWOaxxWd3/vy/e1uUPj2uajB82SnTI0v2vBtW6lS25KJ7aeMpg9kLXtj8UrCD2UMkbdc3d5Vc/WphzFOl9oTbhX+w3yBXKO+3J5uZxVTJWRe56WyZkS9nffmgr3mW1fi/tK2wJi6/McP+D8LLnTFXNer/TpzZj6Pw8NrpoW6lf6C+j6/Ju/YsB+f1Mn8WVeMJv5tPYDy/6jHfUv/9JOfgyasOl35M0rz7fNSl/rPYdX4ttcjsMSV73gkxf5tF1XD82itV/E4BALhJrMADAGAJyWPoa/+7c81zMRdMq8yy4VT8xxN6f/a8b0Dn4PatGrs7qUsunj3+z67k1H2ny5TSSfadJr/84LUVaXX7J54f+v6o6NOmm5UVJM29N3jLiMcf6duhsd3FQ/HLP/v6z0NmW/BVHgOeGdfBgmPlrgOmPdN16SsJV59Lvpg0556Qnc+++NSD+g5N7C/n/pO4fulHH/2QanbuW9XkwdeeD7OricstZDwZ80rf9sv6Dx3QpZlDfva2das2ZecbS+1nCHl26sCq35xdcr/3hefCVszYZlpdly+mfXJ/0F+Dx466V9fSpTg3Y/NPi5fHHy31H07V6MGZz5TaFyHZ2ZWq+zee/+Prb5OCH2qtLRZuTTwdLPheAQColLXfQQAAwGYV7/vq/mYaC7aFqxr0np18qcyzGY4si/CtaiBXufebl1F87eKbWIGXZflyyts9qnyMW7Jr+8TKHEPNXX4DZVfgJXtXV/sbvJrkGPJa0uVSz3KDFXhZluWizE/ublj1OiBJ22bi2pNlt1dcWP5QhT8LdZsXthbJAADUJErsAACwlKbN49//8cWj/s43k+Elx9bD5v628sUuZQ/Lq5qNWBj9xl2N1Td8Nsk5eMryH56rWl9bRRw6R/6waGKnKtxrXnLpOP7bdZ8ObWL+F0M1L79JkmfE22/0ca/8GST7NqO/iX6l602vdmv9n/7ul9fvalKV92Akp/ajv1w9b5B32ce69h7c151OOwBArSDAAwBQDQ7tH1uakvbrqw8GeWlvlOIkbcOOw2YuT07/ZXo3j4oeLDXoOXNN7IrIe++o9C0BSdNQ9+SX8Zs/vLtRtUKjusUDn23a+PH4EO9K06vk0Pyu6Uvi474c2abc7vdqXn6T7AKmfP/jjN7eFby1Idm3uPv/fv3zq0daWfRuhtSw13/Xxv/62kOBHpW/byLZN+311Od/xy0a276ChkKpycjZb99ThbddAACoNkmmKxUAgBpQeCJx3c9rN21PSk7LOJR77nxe3qVirbO7u0eDxi07BHfVhfW694H7Qn2q1JJeeHzbr8t/Xvf73zuyjuSeOnvR6NTA27dN1/B+dw8fN3pgmwqWvos2Pt1q4Oc5pnPnduEfZGx+3u+Gb9Qbz+/57YflK9f9Eb/rUM7J0/lGBw+vpncEhervGjpi5GBdkxuMW83LK37O7A97d5geZ7o/nsrnqQ0HP7vLruhY3Heff7p45dbMwycuCHfflv4h9zw87vHR9/i7VRCejYfm92037dpd9lSNJ/x2OGpgZe8lGM7uWv/jL+s2xMSlH8g5dfr8ZbVrQ+/GzfxD+gy4e8jw+3u1LNezX0rR0b+i5n607Pdtew6fyi9SOXr4tu0y6KWFC0b6WVBSAABAZQjwAACgLqkswFtzJgAA6gS20AMAAAAAYAMI8AAAAAAA2AACPAAAAAAANoAADwAAAACADSDAAwAAAABgAwjwAAAAAADYAI21BwAAADAjNew9efZ7DxhMH7sEt+XvFQAABPeBBwAAAADAJrCFHgAAAAAAG0CABwAAAADABhDgAQAAAACwAQR4AAAAAABsAAEeAAAAAAAbQIAHAAAAAMAGEOABAAAAALABBHgAAAAAAGwAAR4AAAAAABtAgAcAAAAAwAYQ4AEAAAAAsAEEeAAAAAAAbAABHgAAAAAAG0CABwAAAADABhDgAQAAAACwAQR4AAAAAABsAAEeAAAAAAAbQIAHAAAAAMAGEOABAAAAALABBHgAAAAAAGwAAR4AAAAAABtAgAcAAAAAwAYQ4AEAAAAAsAEEeAAAAAAAbAABHgAAAAAAG0CABwAAAADABhDgAQAAAACwAQR4AAAAAABsAAEeAAAAAAAbQIAHAAAAAMAGEOABAAAAALABBHgAAAAAAGwAAR4AAAAAABtAgAcAAAAAwAYQ4AEAAAAAsAEEeAAAAAAAbAABHgAAAAAAG0CABwAAAADABhDgAQAAAACwAQR4AAAAAABsAAEeAAAAAAAbQIAHAAAAAMAGEOABAAAAALABBHgAAAAAAGwAAR4AAAAAABtAgAcAAAAAwAYQ4AEAAAAAsAEEeAAAAAAAbAABHgAAAAAAG0CABwAAAADABhDgAQAAAACwAQR4AAAAAABsAAEeAAAAAAAbQIAHAAAAAMAGaKw9AGre4cOHFy5caDAYrD0IAAAAANwqzs7O//nPf5ycnKw9SO0hwNdDn3zyyZw5c6w9BQAAAADcWv7+/g8//LC1p6g9BPh6qLi4WAgxePBgvV5v7VkAAAAAoOYtX748JSWlqKjI2oPUKgJ8vXXnnXc+//zz1p4CAAAAAGrerl27UlJSrD1FbaPEDgAAAAAAG0CABwAAAADABhDgAQAAAACwAQR4AAAAAABsAAEeAAAAAAAbQIAHAAAAAMAGEOABAAAAALABBHgAAAAAAGwAAR4AAAAAABtAgAcAAAAAwAYQ4AEAAAAAsAEEeAAAAAAAbAABHgAAAAAAG6Cx9gCoJyRJKv9JWZZrfxIAAAAAqJdYgUcNqDC9X+fzAAAAAICbRYBHdV0/pZPhAQAAAKBGEOBRLVXJ52R4AAAAAKg+AjwAAAAAADaAAA/LsbQOAAAAALWGAI/aQNQHAAAAgGoiwAMAAAAAYAMI8KgN3BAeAAAAAKqJAA/L1WAsLyoqOn78eE09GwAAAADUPxprDwAIIcSjjz76008/NWrUKNSMt7e3tecCAAAAgLqCAI9qkWX5hgV1VVmo1+v1mzZtOnny5Nq1a9euXat8snXr1mFhYUqY79q1q4uLSw1MDAAAAAC2iQCP6rp+hq/iNvtp06ZNmzbt+PHjSf+Ki4s7cODAgQMHli9fLoRQq9X+/v66f4WEhDg4ONTY9wAAAAAAdR4BHjVASellYrwFJ+R9fX19fX2HDBkihDAYDJmZmUlm9uzZs2fPniVLlgghtFpt27ZtdTqdXq8PDw/v0KGDSkWhAwAAAID6jACPGlOzVfNqtTowMDAwMHDs2LFCiOLi4r179yor87GxsZmZmeZ53tXVNSgoyLQ+HxgYWIOTAAAAAEBdQICHbdBqteZ5Pj8/Py0tzXxxPi4uLi4uTnmwh4dHSEhIeHi4Tqfr3r07ZXgAAAAA6gECPGySq6urXq/X6/XKhzk5OYmJiUqY3759+6lTp2JiYmJiYpSv+vj4KCvzer2+R48ezs7O1hscAAAAACxEgEd94OPjM2TIEOXwvBDCVIYXFxcXHx+fk5OzZs2aNWvWiHJleKGhofb29ladHQAAAACqhACPeug6ZXiJiYnly/CUJjydTkcZHgAAAIA6iwCPeq58GV56enpsbKyS501leFFRUUIINze3Tp06mfbb+/n5WXt8AAAAALiKAI/bi1arVfK58mFeXl56eroS5mNjYw8cOGBehmc6PK/T6Xr06OHl5WW9wQEAAADc7gjwuK25ubmZl+GZDs8nJSVt27bN/PC8+DfPK/vtu3bt6uTkZL3BAQAAANx2CPDANeaH58W/eV6583xKSop5ntdoNO3atTOtz4eFhdnZ2Vl1dgAAAAD1HAEeqJR5ni8pKcnKyjKtzyckJJQpwwsKClKa8HQ6XUBAgCRJ1h4fAAAAQL1CgAeqRKPRmJfhXbx4MSUlxZTnMzIylH8oDzaV4en1+l69ejVp0sSqswMAAACoDwjwgCWcnZ3ND89fuHBh586dyn77LVu2nDhxQinDW7BggShdhtezZ8+GDRtadXYAAAAANokAD9QAd3d3Jc9PnTpVlC7Di4+PL1+GZ7rzvE6nc3R0tOrsAAAAAGwDAR6oeeXL8JQmvKSkpOTk5JycnOjo6OjoaFG6DE+v13fu3FmtVlt1dgAAAAB1FAEeuOV8fX0jIiIiIiJE6TK8uLi41NRU8zI8FxeX4OBg0357yvAAAAAAmBDggVpVpgyvoKAgNTXVvAxPOTyvPNjd3b1jx47KfvuwsLDGjRtbdXYAAAAA1kSAB6zJxcWlfBmest9+x44dJ0+eNM/z5mV4er2+QYMG1hscAAAAQG0jwFek5Hx2WtreY3lq79bt/Nu08HS47ibmkjPZGUfzjULl0apjS3f2O6MaTGV4kZGRonQZXlxcXJkyPD8/P1MTXkhIiIODg1VnBwAAAHBrEeBLu7h35XuvvPrxqvTTRbIQQghJ3SDwgcn//b/nI4IaqCq8RD65YkLIM38WCYeI6PMrHrKvzXFRz5mX4RkMhszMzCQz2dnZ2dnZyuF5rVbbtm1bZWU+PDy8Q4cOKlXF/4MFAAAAYKMI8NcYczdEDn3kgx3njWaflA3ndv345sh1P29ctOaTh1pprTYdbndqtdr88HxxcfHevXuVlfnY2NjMzEzzMjxXV9egoCDTfvvAwEBrjw8AAACgugjw/yrZt3DsSCW9S2q3ll27d+vSrsGlQ8mbYhKOXJYv7f7y0X6FUvw3w31Y1kRdoNVqzfN8fn5+WlqaaXF+z5495ofnPTw8QkJClP323bt39/b2tursAAAAACxBgFfI59e++UbMWaOQtC2Gzlnx1ZRuDa/ejLvw2F/vPzHq1Q05xQeXTp4ysPuKUU2J8KhzXF1dzcvwzp8/n5iYqNx5fvv27adOnYqJiYmJiVG+airD0+v1PXr0cHZ2tt7gAAAAAKqKAK/I3/DdylyjkOw6/Wf5d9O6meUZ+6b9Zq7803VI+LQ/zp74ZfrUH+5c8Sir8KjjPDw8+vfv379/f+VDUxleXFzc1q1bzcvw1Gq1v7+/abN9aGiovT1FDgAAAEBdRIAXQghRvGtH8kVZSE53TpnarfxqpH37Z7987w/dk6tPn/z1/97+a8jHd7laYUjAUtcpw0tMTDQ/PK+U4SlNeDqdjjI8AAAAoO4gwAshhDCeOXnaKIS6dUhXrwrvA6dqMfa9/y766/lNBQe+mvnxU7EzOlJnB9tUYRme0oSXlJRkKsOLiooSlOEBAAAAdQkBXiHLshBCGEoMlT1C3W7S3Klf699Jv5L4/ivfjfnlsWasS6IeMJXhTZw4UQiRl5eXnp5u2m+fnZ1tXoZnOjyv0+l69Ojh5eVl1dkBAACA2wsBXgghhLqxT2OVyDMcTkrONYZW0lLnEPLi3MeXDfr8wJk1L0/7fgBtdqiH3NzczMvwTIfnk5KStm3bZn54Xvyb55X99l27dnVycrLe4AAAAED9R4AXQgihCeimc5X2nb/894IP4ka+18utwn30kvuA1+c8svKRZTm5v0yf9EXoz5Pa2dX2pEBtMj88L/7N88p++5SUFPM8r9Fo2rVrZ1qfDwsLs7Pj/x4AAABATSLAK1wHjLq/yYpvc4oz5j/yUIOli16+06eiH43U6MG5H0ZsGrX82Ml1z933pPPaz0e3c6z1YQErMc/zJSUlWVlZpvX5hISEMmV4QUFBShOeTqcLCAiQpArfFgMAAABQVQT4q87caGIAACAASURBVNzu/b/XBq5+ev0ZQ84f/9e/zcKQu/qHB/u37T1i0oBWarPHqXwf/nRRQtb9H6QW/LNkbNftPzz55F0Xz8hWmxuwEo1GU6YMLz09XWnCS0pKysjIUP6hPNjNza1Tp07KfvtevXo1adLEqrMDAAAANokA/y+134Ql0Yfvj5gVf8YgXzqasPrbhNWSx5jAJ0oHeCEkz7vmblzn9uCDr286fXHv2vkvrbXSxEAdotVqlcV25UNTGV5cXNyWLVtOnDihlOEtWLBAlC7D69mzZ8OGDa06OwAAAGAbCPDXSF793vozpd/Hr73+0Yr4QwWGypfVJc9e/1v7t9+MZ2d8sfnoFZbfgbJMZXhTp04Vpcvwtm7dWr4Mz3TneZ1O5+jIuRQAAACgAgT40uya3zX9q7ue/+TUP7t2Zh48UdAouLL7vTsHjl7wd8TMlD9WromJT0rPPHDsvKdDrc4K2IzyZXimO88nJyfn5ORER0dHR0eLcmV43bp102or+z8hAAAAcHshwFdEcvBuG3Jn25AbPtC+SZfBk7oMnlQLMwH1h6+vb0REREREhChdhhcXF5eammpehufi4hIcHGzK85ThAQAA4HZGgAdgTWXK8AoKClJTU0377TMyMpTD88qD3d3dO3bsqOy3DwsLa9y4sVVnBwAAAGoVAR5AHeLi4qIcnlc+vHDhws6dO5X99gkJCbm5ueZ53rwMLzw83NPT03qDAwAAALccAb7arpzLOXvJKAshOTb05Rg8UJPc3d2VPB8ZGSlKl+HFxcWVKcPz8/MzNeGFhIQ4OPB/RwAAANQrBPjqKvx9iv8D3+XLQjhERJ9f8ZB9jT3zn3/+uXz5cgsu3LRpkxDi+PHjNTYKUDeUKcPLzs423Xk+KSkpOzs7OztbOTxvKsNT9tt36NBBpVJZdXYAAACgugjwddeCBQtWrlxp8eV//fVXDQ4D1EF+fn5+fn7K4fni4uK9e/cqK/OxsbGZmZnXKcMLDAy09uwAAADATSPA112ffPLJkCFDDAbDzV749ttvHz582NfX91ZMBdRNWq3WvAwvPz8/LS3NtDi/Z88e88PzHh4eISEhyn77bt26NWrUyKqzAwAAAFVCgK8uu96v/7ltikEWQtWwrV1NPnPTpk2feOIJCy5cuHDh4cOH2TCM25mrq6t5Gd758+cTExOV/fbbt28/depUTExMTEyM8lXzMrxevXp5eHhYb3AAAACgUgT46pIa3BESdoe1pwBwPR4eHv379+/fv7/yoakMLy4ubuvWreZleGq12t/f35TnQ0ND7e1rrtkCAAAAqAYCPIDbjnkZnsFgyMzMNG22T0xMND88r9Vq27ZtqzTh6XQ6yvAAAABgRQR4ALc1tVptfnheKcNTmvCSkpJMZXhRUVFCCFdX16CgIMrwAAAAYBUEeAC4xlSGN3HiRHGjMjzzw/M9evTw8vKy6uwAAACo5wjwAFCpMmV4psPzSUlJ27ZtMz88L/7N88p++65duzo5OVlvcAAAANRDBHgAqCrzw/Pi3zyv7LdPSUkxz/MajaZdu3am9fmwsDA7uxq9TQUAAABuPwR4ALCQeZ4vKSnJysoyrc8nJCSUKcMLCgpSmvB0Ol1AQIAkSdYeHwAAADaGAA8ANUCj0ZQpw0tPT1ea8JKSkjIyMpR/KA92c3Pr1KmT6c7zrVu3tursAAAAsA0EeCGEEIZL587kF8nVexLJwaOROzeMBiCE0Gq1Sj5XPszLy0tPT1f222/ZsuXEiROVleH17NmzYcOG1hscAAAAdRcBXgghjAc+vS/gxa3F1XsWh4jo8yseIsEDKMfNzU0pw5s6daooXYa3devW8mV4pjvP63Q6R0dHq84OAACAuoIAL4QQwt7T20MrnSqu5ho8AFRF+TI8053nk5OTc3JyoqOjo6OjBWV4AAAAMEOAF0IIVfPHVx4bunP94vlvvbso4XSJLISQnP2669u530TNlF3nJqpbNiKA+svX1zciIiIiIkKUK8PbsWOHeRmes7Nz586dTXmeMjwAAIDbCgH+X1qvTkOmfzlwUOeh4VM3nDUKdfOH5695N5QfEIDaVKYMr6CgIDU11ZTnMzIyzA/Pu7u7d+zYUdlvHxYW1rhxY6vODgAAgFuLfFqafftJb0389M9ZGSXWngQAhHBxcVEOzysfXrhwYefOncp++4SEhNzc3MrK8MLDwz09Pa03OAAAAGoeAb4sbed7BzSdm3HI2nMAQDnu7u5Kno+MjBSly/Di4+PLlOH5+fmZmvBCQkIcHBysOjsAAACqiwBfjqZj105a6RBL8ADqujJleNnZ2aY7zyclJWVnZ2dnZyuH583L8PR6fZcuXVQqSjsAAABsDAG+HMmt88Bh/QpON/NzoxsKgA3x8/Pz8/NTDs+byvCU/faZmZnmZXguLi7BwcGU4QEAANgWAnx5muApP2ycYu0pAKAarl+Gt2fPHvPD8x4eHiEhIcp++27dujVq1MiqswMAAKBiBHgAqP/KlOGdP38+MTFR2W+/Y8eOkydPxsTExMTEKF81L8PT6/UNGjSw3uAAAAC4hgAPALcdDw+P/v379+/fX/nQvAwvNjbWvAxPrVb7+/ub8nxoaKi9vb1VZwcAALh9EeAB4HZnXoZnMBgyMzNNeT4xMdH88LxWq23btq1y53mdTtehQwfK8AAAAGoNAR4AcI1arTY/PF9cXLx3716lCS8pKclUhhcVFSWEcHV1DQoKMq3PBwYGWnt8AACA+owADwColFarVfL8xIkThRD5+flpaWmVleGZH57v3r27t7e3VWcHAACobwjwAICqcnV1NS/Dy8nJSUxMVML8tm3bzA/PC7M8r9fre/bs6eTkZL3BAQAA6gMCPADAQj4+PkOGDFEOz4t/y/CU/fYpKSmU4QEAANQsAjwAoGaYl+GVlJRkZWWZNtsnJCSUKcMLCgpSmvB0Ol1AQIAkSdYeHwAAoK4jwAMAap5GoylThpeenq404SUlJWVkZCj/UB7s5ubWqVMnJcz36tWrdevWVp0dAACgjiLAAwBuOa1Wq+Rz5cO8vLz09HTTnecPHDhQWRlez549GzZsaL3BAQAA6hACPACgtrm5uZmX4SmH5xVbt24tX4ZnuvO8TqdzdHS03uAAAADWRIAHAFiZ+eF5IcTx48dNd55PTk7OycmJjo6Ojo4WQmg0mnbt2pnW58PCwuzs7Kw6OwAAQO0hwAMA6hZfX9+IiIiIiAhxozI8Z2fnzp07m/I8ZXgAAKB+I8ADAOquMmV4Fy9eTElJMeX5jIwM88Pz7u7uHTt2VO4837t378aNG1t1dgAAgBp2CwJ88fHN33y2PP5AgYNPYO+HxjzUzYftjQCAmuDs7Gx+eP7ChQs7d+5U9tsnJCTk5uYqeX7BggWidBleeHi4p6enVWcHAACormoEePnCzu/nvP3pj5uO9fsm6/N7lJR+OXHufYNn/p1bIgshhIj6YPa8579bPeeexqqamBYAgGvc3d2VPB8ZGSlKl+HFx8eXKcPz8/MzNeGFhIQ4ODhYdXYAAICbZmmAl8/++VL/Ye+nFMhC1TBcvvrZovQPnn3VlN6FELLxbMIHIx5tlbhhcht19acFAKBSZcrwsrOzTXeeT0pKys7Ozs7OVg7Pm5fh6fX6Ll26qFS80QwAAOo6CwP8pc2vT5yXWiALIansPRs4KZ1BV7Z8/nnSZVnStLx/zhev9Xfa890rk+duOnPh77ffWT/u6/tca3BuAACuz8/Pz8/PTzk8b16GFxcXl5KSYl6G5+LiEhwcTBkeAACo4ywL8AUxXy07UCILdYsHP12zaEInF0kIIYoSVv+WYxCqBkPfWThtgLckgt79Uez3H/Xj2ZOrlv918b6hzjU6OgAAVVSmDK+goCA1NbWyMjwPD4+QkBBlv323bt0aNWpk1dkBAACusijAl2Rs3XHeKCTH3i998OTV9C5EScbGv44ahOTW76F7vZTPSV5Dxtzn+fOS0xeSd2SVDO1K5z0AoA5wcXExL8M7f/58YmKist9+x44dJ0+ejImJiYmJUb5qXoan1+sbNGhgvcEBAMBtzaJIbcg9ftIghKpZiM7XdGZQPpu4fa9BCG1w7x7upp2HDm38W6rFacOJ47nGmpgXAICa5uHh0b9///79+ysfmpfhxcXFmZfhqdVqf39/U56nDA8AANQmy9bEjUajEEJycHS8dkawMGlrcpEs1C26dWtq1gQky7IQQi4qLJTLPQ0AAHWPeRmewWDIzMw05fnExETzw/NarbZt27bKynx4eHiHDh0owwMAALeORQFe5dXYSyUuGI8fPFwkgpWnKE7ZuOmMUai8w3t30l57aNHB/YcNQkiu7q70AQEAbI1arTY/PF9cXLx3717lzvNJSUmZmZnmed7V1TUoKMi0Ph8YGGjt8QEAQL1iUYDXBoQEO0n788/9tnT1qcGPeEtC5P+16McDBiG59b6nl9O1R17Y+NOGs0Yh7O7wv4MD8AAAG6fVapU8P3HiRCFEfn5+WlqaaX1+z5495mV45ofnu3fv7u3tbdXZAQCAzbMsVbsPHDHI89flZ079+NSgJ49MGdBw35JXvz5sEJJr78F3Xj0AL186/NdnU6cszTEKofHv17cZmwoBAPWLq6ureRleTk5OYmKiEua3b99ufnhemOV5vV7fs2dPJyenyp8YAACgApYFeMnzgdf+23v99L8vnE/8+sVxX1/9rLbDUzMeaSQJIYz75/cLen7LJVkWQqg87576RCcW4AEA9ZuPj8+QIUOUw/PCrAwvLi4uPj7+OmV4oaGh9vb2Vp0dAADYAEtjtab9c8t/OjtizKy/c4qVdjqVm276Jy/3cBRCCCEbrlwplmUhhOTcccLXC8e3YP0dAHB7uakyvKCgIOXO8zqdjjI8AABQIcvXxVWN7nojJuux2HUbEg6cE57+fYYMDvGxu/pFSe3i07ZL38Dew8ZPmXjvHewSBADc1sqX4aWnpytNeElJSRkZGco/lAe7ubl16tRJCfO9evVq3bq1VWcHAAB1RfU2tqtc/Xo/8lTvCr5wx7O/7n62Ws8NAEB9pdVqlXyufJiXl5eenq5k+NjY2AMHDlRWhtejRw8vLy/rDQ4AAKzJsgB/6fThUxeFnXsTHw+7GzzUkJ977OwVYe/p28SVY/AAAJTn5uZmXoZnOjyflJS0devWCsvwlDvP63Q6R0dH6w0OAABqlUWZunDdM/4R0SUBr2xPe6vr9Z9BPrvisXZPrjf4R8btmhVGggcA4EbMD88LIY4fP26683xycrJ5ntdoNO3atTOtz4eFhdnZ3eiddQAAYLNudaSW7OzsJCEMJ46dMNz6VwMAoN7x9fWNiIiIiIgQQpSUlGRlZZnW5xMSEszL8JydnTt37mzK8wEBAZIkWXt8AABQY6oYqY052376I+uS0jcvihMOGYSQL6SvXrJo5/Vqco1Xjm/6/K9CIYTgDwgAAKpLo9GYl+FdvHgxJSXFlOczMjLMD8+7u7t37NhR2W/fq1evJk2aWHV2AABQXVUM8CV7Fk0d/3mOsdQnj61+7fHVVbpccgzSddTe7GwAAOB6nJ2dzQ/PX7hwYefOncqd5zdv3pybm6vk+QULFojSZXjh4eGenp5WnR0AANy0WtjULqk8u73w1mOtuaMtAAC3kru7u5Lnp06dKkqX4cXHx5cpw/Pz8zPdeb46ZXgV7tKXZdni7wIAAFSmigFe23nKst/uL/x3C/2Wd4a/vdnQYsS8zx5rq77uhZLaybtNp46tPFh/BwCgVpmX4RmNxszMzISEhB07diQkJKSlpWVnZ2dnZyuH5+3s7IKDg0NDQ8PCwkJDQwMCAqr4EpWdsZckiQwPAECNq2KAlxoG9B1o+m1emP+VSgijyx09B959gxZ6AABgfSqVKiAgICAgYNy4cUKIoqKi1NTUhH8p2T4hIeHTTz8VQsydO/eFF1644XNevyGPDA8AQI2zKH6r2943ZVpTQ5OejdgWDwCA7bGzswsLCwsLC1M+zM/PT0pKUhbnd+/e3bZt2xs+Q1X67cnwAADULIsCvCZ43JwPx9X0KAAAwCpcXV379u3bt29faw8CAACuhyV0AABwc7i9PAAAVlGtE+yXj8St/Hlj6sHTl0putENO2+WJOY935rw8AAC3E3bRAwBQgyyO1IVZi54Y9uyyrItV+63sENHnXQI8AAAAAAAWsjBSFya9M+KpZVlXeE8dAABUiuV3AABqkGUBPv/3+Z+lX5GFpG6kn/LWjJG9g1p7OVz3OL1k72pv0UsBAIA6RpZljsEDAFD7LArwxTs3x581CknTfupP697Xu9T0UHVJScHp3FNnzuVdKiw2quydXV1d3b0ae7twGAAAAAAAUKssCqKG3OMnjUJoOo+Z0KM+pvfLx7atXv7Tmj+2bE/ZlX3yYknp3X+SZOfW9I72nUL73Tvs/vvvCWvuxBoEAOB2U5VFePbPAwBQsyy5jZx89kRuoSyE2re5j7rGJ7Iq45ntn0/q6efX85H/vLdk/fa9uWXTuxBClosuHM3Y/tviWc8N73FHq7DH5sfmGqwxLAAA1nT9fF6V9J6cnNynT5///e9/GRkZNTcXAAD1lkUr8Fo7O0kSwnDiWK5BuNebDF+0f9mT9z6+dF/hv39xSGonT9/mLZr7NHR1cnS0VxuLrly+lH8299iRw8dOFRTLQsjFpxIXPX/nX39/tG7ZpEBHq44PAEBtU1J6maX4qi+8p6Wlbd68efPmzW+++WaXLl1GjRo1YsSIpk2b1vygAADUC5YEeMkzvE+w9vcdxak//pg5fWagtsansobLO94YrqR3yd63+yMTJ4wa1r9Hp+auFb4/Ybycm5mwaf2Pi6IWrc/KKz688rkHX2qzY8Fd7uymBwDcdizeKj9+/Hg/P7+lS5f+9NNPKSkpKSkpL730Uu/evUeNGjV8+PAGDRrU7JwAANg6S7bQC7X/07Oe6eAgipJmP/lG7Ln6cMDNePibmR+mF8qSuunQeXG74xa9On5g50rSuxBC5dg4oPfD0xesTUv7ZUoXZ0ku2vfFKwv3spMeAICb0qdPny+++CInJ2fVqlVjxoxxdHT8+++/J0yY4OPjM2TIkMWLF1+8eNHaMwIAUFdYFOCF5N5vzrplz3Z1K9j29gDdoJe+2phxqtCWc7zxyK/LYy/LQt38ia+WPKfzqPJCun2roR8uf1PvKMmFyb+sPkCCBwDg5tnb2ytx/dSpUytWrBg8eLDRaFyzZs24ceO8vb0ffvjh1atXFxcXW3tMAACszKIAXxw3e/iDk78+6NnSSyOuHFg/98n+AY2dHV09vbwr0/zJVYU1PXsNKtmTurtYFqpGgyL6ud3kteo7hkeEaYUw7NvDEjwAANXh6OgYERGxevXqEydOLFy4MDw8/MqVK9HR0UOHDm3SpMmkSZNiY2MptwcA3LYsKrEz5iStW7PmSqnPyYbCgnOFBZVd4pBXZMkr1Ra5sLBIFkLl4upy86fYVW4ebioh5KLCIv6iAACgJnh6ek6cOHHixImHDx/+5Zdfvv3229TU1KioqKioqBYtWowcOfKxxx5r3769tccEAKBWWRTgJa/24Xr9Ta2o27f3qsv9bupmLZupRYbhaFJyjrF7i5vbl3A5LWFXsRCqxj6NLTuRAAAAKtGiRYupU6dOnTp19+7d0dHRixcvPnDgwOzZs2fPnh0QEBARETFu3LjWrVtbe0wAAGqDRQHeru8bMVtqehKr0gQNvrflnIz9lzfNfjl6yJJHmlf53nhy/o65MxYdNAhVo/C+QfWjkB8AgLonMDAwMDDwf//7X3x8fHR09Pfff79nz57XX3/9zTff7NGjR0RExKOPPurt7W3tMQEAuIVYMlbYdZs0pZebJAyHfxjb4+6XluzIufEGA8P5zLXvje454PWtebJkFzjh2QHOtTApAAC3MZVKpdfr58+ff+TIEVNxfVxc3LRp05o3b05xPQCgfpNogvlXcVbUg/2eWZtjkIUQktazTZhe361LB7+WzXy83J0dHOw0cvGVK5cLzpw4euTA3rSE+Nhtu05cMspCCJWH/o0N618JrSMBXqfTJScnDxs27Ndff7X2LAAA3FqXL19es2bN4sWLf//9d6Wp3snJ6b777hszZsw999yj1bI7DgDqpzFjxixdunTJkiWjR4+29iy1x6It9GWV5B3J2Jl58PjJs/lXnDoNeyjUS5JlWZLq8qn38rT+E1dsdJgycuo36eeNcvHZfXGr9sWtuuFlKteAkbOXfPJU1zqS3gEAuK0oxfURERFnzpz56aefFi9erOyxj46Obtiw4fDhw8eMGRMeHm5rf5YAAFCB6m2hl/N2fv/y/Z2aeLUM0g8c+vDox5546rWVhw1CFG/+T5fA/hPeW/uPTW1ic+ww9svErK2L/je69x3umuv/opc0bq3DR878ektmytKnu7rzVwEAAFbVsGHDiRMnxsbGHjx4cNasWe3btz9z5kxUVFSvXr1atWr18ssvZ2ZmWntGAACqpRor8MXZyyYMmrA461JFe/Dl4rNZG7988c/li8Yv/PWzkXfYWf46tUzTKGzM60vGvF58/kB6YvLOrP2HjuWeOVdwuahEaB2dXVxc3L1btPH3b98xuGMrD7blAQBQ17Ro0SIyMjIyMpLiegBAPWNpgJfzNs0Y9vjirEJZSJqGHe4aPLDzpZgPonddDfMqrzvaedkdzS3K3/XN+MHO3lvn9/ewsTVqrUdrXf/Wuv7WngMAAFjmhsX1o0aN8vLysvaYAABUlYVb6IvTPpz20e5CWdK2Gv7x9n92rv/2w9cf7nDt3mvqjtP+yNz26cN32ElyYdbn0+YmFdXQwAAAADfhOsX1zZo1o7geAGBDLAvwV2K//HpnkSzZBb20YvEzXT0qehbJo8tTi39+tZuTJBdnLPpq841vywYAAHDL2NvbK3H95MmTK1asGDx4sNFoXLNmzbhx4xo1avTwww+vXr1a6bEHAKBusijAl2T9vfm4QUgOd06eHOJ0nQfad3pqyt2ukjDmxm3JLLFwxLruyrmc48eOHTt27PjZK9aeBQAA3JCTk1NERMTq1atzcnIWLlwYHh5++fLl6OjooUOH+vj4TJo0KTY2lvvsAgDqIIvOwBuOHDxqEELdWtfV6wZV7e5BXe7Q/JJiOH7kmFEEWzRiHVf4+xT/B77Ll4VwiIg+v+Ih+xp75q1bty5ZssRgMNzshYcPHxZCJCcnT5o0qcamAQCgngoMDGzZsuU///yzd+9epbg+KirKxcWlTZs27dq18/DwsPaAAIAKbN++3dojWIFFAV6SVJIQQmg06hs9VDaUlMhCyEaDkTeyb9K77767evVqiy8/cuRIVFRUDc4DAMDto6CgIDU1NTU11dqDAABwjUUBXtXEt4lanDUc2pN1UQS7X+eRct7uXYcMQqi9mzS6YdhHafPmzRs8eLAFF7799tuHDx8OCgp69tlna3wqAADqPVmW9+/fn5SUtGPHjoKCAiGEJEl+fn46na5bt24uLi7WHhAAIL7++uvbcBHeogCvCegT7j1rT07e+i+WHXzo6VaVHqQv+Wdx1IZ8Wag8uvUMqMYt5+syu96v/7ltikEWQtWwbY3e7t7Pz2/ixIkWXLhw4cLDhw+3bt3asssBAICisLBww4YN0dHRP//88/79+/fv379y5coBAwZEREQMHz7c2dnZ2gMCwO1ry5Ytt2GAt6yF3rHX2JFtNJKc/+fM0a/Hnq14c7zx5MZXRr+6uUAWat/7R/arr29WSw3uCAnr1q1bt26hbTxt7F73AADgekzF9ceOHVu0aJF5cX3Tpk3Hjh27evXqkpL62tMLAKhzLLwPvGP4y3NGt9BIxvNxb/YP7vfU3O9jkg7ny0IIw+VzJw7ujl0xa3x48KC5O/JkofK69/VX7nar0bEBAABqj7u7uxLXTcX1eXl5S5YsGTp0aJMmTSiuBwDUDsnyXzaX0j6KuO8/vx0rvt4TqDzCIn/57e2+rE3XIp1Ol5ycPGzYsF9//dXaswAAUD8dOnTohx9++PbbbzMzM5XPtGzZcsSIEePHj/f397fubABwOxgzZszSpUuXLFkyevRoa89SeyxcgRdCCKfgKauSYt4bE9rYrqJ0Lqnd/QfP+DFh0zukdwAAUM+0bNkyMjIyIyNj165dr776aqtWrQ4dOjR79uz27dsHBga+9tprBw8etPaMAID6phor8CaXjyXErP9zS8KewyfP5BVpXT29m7bt0rPPgAH6Nu7VeIMAlmIFHgCAWmY0GuPj46Ojo5ctW3b69GkhhEql6tGjR0RExKhRo7y8vKw9IADUN7fnCnxNVMM7Ng0d8kTokCdq4KkAAABskEql0uv1er1+zpw5puL6uLi4uLi4yMhIiusBADWCFXIAAIAaU7643mAwUFwPAKgRBHgAAICaZyquP3HiBMX1AIAaUa0t9JePxK38eWPqwdOXSm70+0fb5Yk5j3euiQ37t4Th0rkz+UXV/B0qOXg0crevmYEAAEA90bBhw4kTJ06cOFEprv/mm2+ysrKioqKioqIorgcA3BSLI3Vh1qInhj27LOti1VKvQ0Sfd+tugDce+PS+gBe3FlfvWRwios+veIgEDwAAKqIU10dGRu7evTs6OnrRokUHDx6cPXv27NmzAwICxo4dO2bMGF9fX2uPCQCouyzcQl+Y9M6Ip6qc3us+e09vDy03uwMAALVAuc/c/v37t2zZ8txzz3l5ee3Zs+fll19u3ry5Xq+fP3++0mMPAEAZlq2J5/8+/7P0K7KQ1I30U96aMbJ3UGsvh+u+FyDZu9bhpWlV88dXHhu6c/3i+W+9uyjhdIkshJCc/brr27nfRKq369yESgEAAFA1FNcDAG6WRQG+eOfm+LNGIWnaT/1p3ft6l5oeyiq0Xp2GTP9y4KDOQ8OnbjhrFOrmD89f825oXd31DwAA6gml3Mc81QAAIABJREFUuH7IkCEfffTRypUro6Oj169fv2bNmjVr1jz33HNDhw6NiIi49957NRr+KgGA251FS8aG3OMnjUJoOo+Z0KN+pHcT+/aT3proz+9HAABQ6yiuBwBcnyUBXj57IrdQFkLt29xHXeMTWZu2870Dmta/bwsAANgMpbg+Njb2wIEDs2bN8vf3P3PmTFRUVK9evVq3bv3yyy9nZWVZe0YAgBVYtAKvtbOTJCEMJ47lGmp6IOvTdOzaiUI7AABgfUpxfWZm5q5duyIjI318fA4dOjR79uz27dsHBgbOnj07JyfH2jMCAGqPJQFe8gzvE6yVREnqjz9mVvPWa3WQ5NZ54LB+ffuE+bkR4wEAQF0QGBg4a9aso0ePlimub9asGcX1AHD7sGgFXu3/9KxnOjiIoqTZT74Re66+HcXSBE/5YeNfMYsm+LOTHgAA1B1Kcf38+fOPHj26atWqMWPGODo6xsXFTZs2rVmzZkOGDFm8ePGlS5esPSYA4Fax7L5nknu/OeuWPdvVrWDb2wN0g176amPGqcL6luMBAADqJqW4fvHixceOHVu0aNHgwYMNBsOaNWvGjRvn6+urNOGVlJRYe0wAQA2zKMAXx80e/uDkrw96tvTSiCsH1s99sn9AY2dHV08v78o0f3JVYU3PDgAAcHujuB4AbisW3TDNmJO0bs2aK6U+JxsKC84VFlR2iUNekSWvBAAAgBtTiusnTpx46NChH3744ZtvvsnKyoqKioqKimrZsuWIESPGjx/v7+9v7TEBANViUYCXvNqH6/U3taJu396LRjgAAIBbTCmuj4yM3L1795IlSxYvXqwU18+ePTsgIGDs2LFjx4718fGx9pgAAEtI7Kqqf3Q6XXJy8rBhw3799VdrzwIAAKzJaDTGx8dHR0cvW7ZMaapXqVQ9evSIiIgYNWqUl5eXtQcEAAuNGTNm6dKlS5YsGT16tLVnqT2WldgBAADABpQvrndwcKC4HgBsFAEeAACg/jMV1x8/fpziegCwUTUV4IvPHdyZEPfXht9+i9m8PfWfU1fYmA8AAPD/7N1nWFTX2sbxtWfoTYoCAopRbBAbWCN2iF1sWBIhMTHqsaHxtURPop40jcaCaZqqY4yKFY0awS52sGPBghQVVEBU+sx+P5AYYxR1U4by/33LsPfMA8mV67pnrX2v0udRcf3169cXLlz4eHG9q6trUFAQxfUAUGoVMsDL6ec3zx/VrWFV68o1Gzb37ti5Wzffdi2b1HGwtnf3HTEv9EI6//sHAAAohZycnPLj+rVr12bPnl23bt0bN24EBwe3adOmZs2aU6dOvXTpkr5nBAD8QyECvJxy6Ms+TTz9Jn677cytDN3jSV2Ws++cD186qbenZ7+FR9MI8QAAAKVVfnH9hQsXzp49O2XKlKpVq8bGxs6ZM6du3boeHh5z5sy5efOmvmcEAAhRiACfdXpB/x6TN13NkoWQ1FavtOwRMHrS9Jkf/++jqeOG9vZ2szaQhJAzr2yY2GPgV+de6sg5AAAAlDwPD4/Zs2cnJCTs379/3LhxdnZ20dHRU6dOdXFxyW/Cu3v3rr5nBIAKTdE58EJoLy8Z99GeFJ2QjFy7Tv9q0fvd3Sz+cc67/PDq9oVBoz7+PTb7dth/g37ssWPUKxTmAQAAlHb5xfXe3t5ffPHFjh07QkJC1q1bFxERERERMWXKFF9fX39///79+5uZmel7UgCocJSF6rzj338T8VAWqio9vt618aMeT6R3IYRkXrPr9PU7v+5hrxJy+t7F30fRagoAAFCGUFwPAKWNogCvjdm161qeEIZNxs8ZWtPwmdcZ1nz7iwlehpLIuxIefkWreEgAAADoDcX1AFBKKAvwCdcTtEKoXTt0cFMXeKXarWPHmmohtPGx8QR4AACAsuxRcf3Vq1dnz55dp04diusBoCQpCvBy5sMMWQiVuaXF8+6XLCwtpEd3AAAAoOyrUaPGlClTLl68SHE9AJQkRQFeZVvFTiWENuHy1cznXJp99XKcVgiVXRU7OuwAAADKl4KL65cuXZqenq7vGQGg/FCUqg3qN2loJgld6tZfNtzQFXChfGvjst/v6oRk1sCznsLCewAAAJRq+cX1ixYtSkxMDA0NDQgIMDExiYiIGDFihL29fX4TXkZGhr7HBIAyT1GAl2xf79exkiR0d0MnBs47eu/pm+Pl9Mj5b01Yf1snpEod+/raPllUDwAAgHKF4noAKFbK9rVLDgNnTGhiKgnd7Z1T2zXyHbtow+HLd7Pzg7yck3L1yKbFQZ0beU/akawTkknjoI8GOpDfAQAAKgiK6wGgOCh9MN2oyQdrvutf3VASctb1nV+N79uqdhUzY3NrG2tzE9PKtVr2HhccFpslC8nApc83a6Z7Ghfp1AAAACgLKK4HgCKkvFnOsFbgb0fDZvd3r6TOX1yXdbkZ99LuZeTo8r9NlVRWdft8+sfR1UPdnn1UPAAAACoAiusBoPCkQm9e0qVf2rV+4459h0/EJN5JvZ9raGFj51Srccu2vr37+darRPd8yfPy8oqKivLz89u4caO+ZwEAAHgKnU538OBBjUazatWq/KZ6lUrVqlWrwMDAQYMGWVlZ6XtAAKVdQEDAihUrNBrNkCFD9D1LySl8NbzKqo7P25N93i78LAAAAKgY8ovrvb29g4ODd+zYERISsm7duoiIiIiIiKCgIB8fH39///79+5uZmel7UgAoRVggBwAAgN78u7g+Ly8vv7je2dmZ4noAeFwRHM4uP7x+JDx8/+Go6OtJd+9lqsxtKjvVbtyqre/rbevaqAv//gAAACj38ovrAwMDb9y4ERISEhISEhERodFoNBqNk5NT//79/f39vb299T0mAOhT4QJ8xuUNn//fh1//Hp2a9+ST9IsklcUrPsM/WTBrkLsFR8gBAADgheQX1wcFBcXGxq5evfqnn366dOlScHBwcHBwjRo1Bg4c+M4779SpU0ffYwKAHijfQq9L/uN9b89+n2w69+/0LoQQsu7B1R3z32zeaszmmzrlAwIAAKBCem5x/a1bt/Q9IwCUKKUBPu/8Qn//hSfuy0JIRo7N35j+zbo9J2Libt1OSrx65kDoD7Pefs3ZWBJCfnj22zf8vzyXW6RTAwAAoMLw8PCYPXt2QkLC/v37hw8fbmVlFR0dPXXqVGdnZ29v76VLl+b32ANAuacswMtJq6Z/euC+LCQDl14LIqIP/frJf/q2a+xWzaGyvdMrr7bu+e5HPx84d+irPtUNJSE/OPT59FW3CnlaHQAAACqy/OL6JUuWJCUlhYaGBgQEmJiYREREjBgxwsHBIb8JLyMjQ99jAkAxUhTg5dtbV+1I1QnJyGPimt+Cmto87V2kSk1G/RoyqYGxJHRp4au2JpPgAQAAUGgmJib5cT0xMZHiegAViqIAn3fh5JksWUgm7caMbVHQ4ZymzcaM7WAqCTnr7KmL/F8UAAAARcfa2jo/rsfGxi5cuLB169ZpaWkajaZXr141atQICgo6cOCAvmcEgKKkKMDn3LpxRyeEyqVxI/uC30Cq0qhxdbUQurSUNJrsAAAAUAycnZ3z4/r58+dnzJhRp06dxMTE4ODgNm3a1K9ff+bMmZcuXdL3jABQBJQEeF1K8p08WQiRl/vcVXU5Ly9PFkJla/fUffYAAABAUalXr97MmTMfFdc7OjpeuHBh1qxZFNcDKB+UpGqVjaODqSSELiHiwBVtgZdqYw8ciNMJybJZq1cLd+Q8AAAA8ILyi+sTExMprgdQnihaFjfvNKiXg0rIuZELp624/uxVeG38qukLjuYIdY3B73W1kRQPCQAAALw0iusBlDOKArxk0+uz4ME1DCVd0sYRnQbM252Y/a9rcm7sXTCo07C1N2Ujt/e+/tjHqtCjAgAAAEpQXA+gfFC0r12+F59aJ2jB9NtjPgtLvLJhUqetcxt06NyhmburvaVh7v3kuPPH9/yx61RStiwkw2qd+rnHrV265Mk3kSw8egz2duLJeAAAAJSQ/OL6wMDAxMTEtWvXhoSEREREaDQajUbj7Ozcr18/f39/b29vfY8JAE8nyfLLn8+evXaAtX9IVuE+WeUyOvzqVx0MC/cueAovL6+oqCg/P7+NGzfqexYAAIBS7fz586tXr165cmVMTEz+K/Xr1x8wYMCbb75Zu3Zt/c4GoAABAQErVqzQaDRDhgzR9ywlhwVwAAAAVFyPzpl7VFx//vz5WbNm1alTh+J6AKWNoi30hm2mb97+bsH9888lmVRvRDE9AAAASoX84vrPPvvs4MGDGo1m1apV+cX106ZNa9WqVWBg4KBBg6ys6HUCoE+KIrTKoZFP50ZFPQoAAACgX/nF9d7e3osWLQoLCwsJCVm3bl1ERERERERQUJCPj09gYKCfn5+RkZG+JwVQEbGFHgAAAHjSs4rrBwwY4ODgQHE9AL0gwAMAAADPlF9cv3nz5tjY2IULF7Zu3TotLU2j0fTq1atGjRpBQUEHDhzQ94wAKopCPYUuZ946e/T4hcTUzFzdc7rs1TXav9HOtTx8XaBLv34i8nRM/D0Du+r1m7f0qML+KQAAgArA2dk5KCgoKCjo8eL64ODg4OBgiusBlAzFAT7r0sr3A8b/cOx27gsdQ2fiH+LfztVY6aeVoLyU6F2hWw+ci7ubaVTFo/3AwV3rW6vzf6S7vW/+uHGfh5xO0eb/0pKBjbvfhDlfTOpe00SPIwMAAKDk5BfXz5w589y5cxqNZtmyZfnF9bNmzXJ3dw8MDHzrrbccHR31PSaAckjhmviDvR/0Gvrd0RdM72WFfP/k0rea1mrQZeikj+ct/ubrL2eN6tWgXufZh9NkIeTkHRNf7z551am/0rsQQs5LPbduht9rPb84ll6u/hIAAAB4rvzi+sTExP379w8fPtzKyiq/uN7FxcXb23vp0qXp6en6nhFAuaJoBV6+s2HBj5dyZCEk0xqd3h7u713H3txAKugWtXMzQ2UTlpic6MV9Ok3YmaJ7/EVZm7Rzut9Qp6PfWf73ncUnH8iS2qaej1/X5q9Y5t6K3rtly+H4TG3SzukDJ9Q/8kPPKgX+DQAAAFD+PFFcr9FoNm3aRHE9gOKgKMDnnj58/KEsJAO399Yd+q5r5fIQW7WXv/3PtF0pOiEZVPEaPGpYD6+q8o1zEZt+/HH7leTQoC6XzGNuaFV2bf4bEvJhB4e//mzzLq0c3evdZRezYjXTFo3q/IkX/18GAACooPKL63v27JmWlhYaGhoSErJt27YtW7Zs2bLF2tq6Z8+e/v7+3bp1U6vV+p4UQFmlaAu9nJ6WLgth4Dns/dfLRXoXIvfY0q8jHspC5dDz24iI5TNHDOjZa+CID4J/Pxo67lVjOe1CdKJWsuu1YNWMv9O7EMKszhvfrpzUyEiSc88v/+Vgjv5+AQAAAJQSj4rrr1+//kRxvaurK8X1ABRTFOBVNrbWKiHUDk4O5eT7Q23Mrl2xWiEMPYNmD6392DK6ZNvxow/9bFRCCFVV/9H+Tv/6g5k0Hv6et5EktLcO7L+kLcGZAQAAULrlF9cfOHAgOjp6xowZtWvXTkxMDA4ObtOmjbu7+8yZM2NiYvQ9I4CyRFGAN6jT0N1YEnkx0TF5RT2QfmjjrsZphVA7e7dxe+I7Ccm6VZuGBkIIwwZNGz2tRl/l0MSzmkoI7Y24RAI8AAAA/iW/uP7SpUtnz56dMmWKo6NjfnF9nTp1PDw85syZc+vWLX3PCKAMUBTgJcd+I/tVVeVd+nnOqgTd868v/eSc7GxZCMnU1ORfjwRIpmamkhBCMjb59w/zLzA1lYSQs7OyqaIHAADAs+UX1yckJFBcD0ABZcfISbZ+85a+V9cwef3Iru/+EHW3zC88qyrbV1YJoU28fPXhkz/TXou5qhVCaBOuJzz1F82Jv35DJ4TKtoqdwlP5AAAAUIGo1Wpvb+8lS5YkJSWFhob6+/ur1eqIiIgRI0Y4ODj07NkzJCQkJ4d6JQBPUtRCL4SQ7Lsv3jj7Yov39/wyvNnq6W4NGr1ay8Hs2U/EG7UY+92Y5qX2JDnDV1t4WUhX793fvnTF1X6ja/79i8ipYd+vupwnhMg7G7r58pT6dZ/8Je/tWh+eqhOSRSOv+kr/nAAAAKiAKK4H8FKUJk7tjdDxAz/amy4LIXSZyZeOhl06WtD1Jtl+34xprvDDSoDl62/6Oaxbfuv+ril+7xl//8kbzZ3MVLmp57fNHzP8p+taSZKEyD42N+jbnhvH1Df5+z5d8rYPJq28qROSVbteHW3KRyU/AAAASlZ+cX1gYGBiYuLatWtDQkIiIiI0Go1Go3F2du7Xr5+/v7+3t7e+xwSgZ8r2fOtuaEa+/d3p++XnkW/JuvuHH/nYqoT88OzP77VyqVTJvqqtZWUPv092JWlVTv2/+Wl4TQP5zo7x7TqMXBR6NObG7eS4s7uXTfd7rd93F3JkycBt6KSBVcnvAAAAKAyK6wEUQJLll0/huthFHepN2JctSxbug2Z8PrFfK7cqZgYFplfJwMTMuJRv/dElh33Qa8C8I2n/6OWTLBtPWBc2z0faOqJ5nx+u5j7lzyWZN5m6fe9n3pYlNelzeHl5RUVF+fn5bdy4Ud+zAAAAoFAiIyOXL1++Zs2aR031Xl5eAQEBAwcOdHR01O9sgB4FBASsWLFCo9EMGTJE37OUHEUr8Hkx0ZdyZSFZ+cz9XfN/vbxeqVLJwrxgpT69CyFU9r5z9p76Y+GoHp7VKhmrJJWxnXuXsUvCd87zrSxJdt2/CvsloK7pE99TSCauXT/euuPTUpPeAQAAUJ54eXktWrToUXG9paVlZGTk+PHjHxXX379/X98zAighSp6Bl+8nJKTqhDBu1tfPtfTn8pdiXN0n6GufoK+F0Gl1KvU/vt8wqvnGspPeb//81bKwkzHx99S21eq36uwf8IZPLXN9jQsAAIAKIb+43tvbe9GiRWFhYRqNZtOmTREREREREUFBQT4+PoGBgX5+fkZGRvqeFEAxUhbg0/OffjcyLsf/g3givf/JpHqH/3zR4T8lPg0AAAAgKK4HKjYlW+hVju7ulVVC5J7Yd+hBkU8EAAAA4Hnyi+s3b958/fr1hQsXtm7dOi0tTaPR9OrVy9XVNb8JT98zAihiip6BN2k/dnwrS0mXtOq/H++/V36q6AEAAICypoDieg8Pj5kzZ16+fFnfMwIoGsqOkTP0eH+V5j8NzbNPzevaYuDcbdHJmbrn31VOZaXevJGYmJiYeCMlS9+zAAAAoMKqX7/+zJkzL126dPz48XHjxjk6OkZHR8+aNat27dpNmzZdtGhRUlKSvmcEUChKnoEXuRFzBs0+kG3jbKW6eO9iyORuIVMMzK2tTQt40MbE78fLP/QyVjpmKZb9x9i6fX69Lwth4h+StqZ/0f2OJ0+eXL16tYJz/hITE4UQeXl5RTYKAAAAyg4vLy8vL6/58+cfOnRIo9H89ttvkZGRkZGREydObNmyZWBg4ODBgy0tOUQJKHsUBXjdzcitW7Y8vtws5z1MvfOwgFtM0nOUfFKF9uGHH27ZskXx7Tdu3CjCYQAAAFC2UFwPlD+KArxUuV5rb+/sl7nFuF5l6flX4XFz5szx9vZWcOPixYsTExOdnZ2LfCQAAACUOQUU19vY2PTo0SMwMLBjx44qlbKnawGUHEnBDm08Tk69EhlzRysLobKr3dTNthR8T+Hl5RUVFeXn57dx40Z9zwIAAIBSJyEhYd26dSEhIREREfmvuLi49O3b19/fX9kCElDyAgICVqxYodFohgwZou9ZSg5fsxWWZFOrafMWLVq0aNGsVKR3AAAAoGAuLi75xfXnzp2bMWOGm5tbQkICxfVA6UeABwAAACood3f3mTNnxsTE5BfXOzg4UFwPlGZFFeBzU2PPHIvYvWPbtvB9R05evp3FxnwAAACgjPDy8lq0aFFiYuL+/fuHDx9uaWkZGRk5fvx4Z2dnb2/vpUuX3r9/X98zAihsgJfTz2+eP6pbw6rWlWs2bO7dsXO3br7tWjap42Bt7+47Yl7ohfSyHuTzHtxJvHbx7KkTkccjT5y5cDk28fYDjmcDAABAOZRfXL9kyZLk5OTQ0FB/f3+1Wh0RETFixAh7e/uePXuGhITk5HC6FKA3ilro88kph+a/M+S/oVf/vdouy9l3zocvnbRT813vz1b+FNTcukw9HJ6ZeHjz6nVbwvYfOXH2avLDvH/+fpJkZOVcq16DZh26+vXu3aV5NbMy9csBAAAAz/GouD41NXXz5s0ajWbXrl0U1wN6p7iFPuv0/G4dJu1O0QkhJLVVjWZtvb3qV69iZax7eCf+QtT+PYevpOXJQghVldcX7g4d62FcpHMXE93dI0unTZj1y+FbOS/0Z5EMq3i9MX3BnDHeDurinu3F0UIPAACAokVxPUqbitlCrzDAay8v6tR4wt6HsmTk2nX6V4ve7+5m8Y91aPnh1e0Lg0Z9/HtstixZdfrq5I5Rr5T27+dyrqwc1vWdFTHZf/1FJLWZrVO16tWq2lmamZoaq3U5WZkZ91OSEuPjEm8/yH10mWF1v8VbV47wMNXX5E8gwAMAAKCYREdHr1mz5tdff33UVO/u7u7v7z9kyBA3Nzf9zoYKhQD/4vKOTPHw/uJSnqpKzyWH1w2rafj0y3Kv/tiv1fDNyTqDeh8cOvNZ00Ls1y9+mUf/26rtZ6eyZSEZO7UcOPy9N/18WjWoZvnUlXVdZtKFY3u3r122dNn2i+k6IRnVGb31aHCnSqViNz0BHgAAAMUtMjJy+fLlq1evftRU7+XlFRAQMGjQIAcHB/3OhoqgYgZ4Ravi2phdu67lCWHYZPycoc9K70IIw5pvfzHBy1ASeVfCw69oFQ9ZAnRxP09bcDpbltTOvRZGnItYNmPo642fkd6FECpTB/e2A94P/v3UqQ1jm5hLck7M99OXXCrVvyIAAABQdCiuB0qesgCfcD1BK4TatUMHt4If/Va7dexYUy2ENj42vjSnW138xtUHMmWhrvbuj5pxXi/euWdco9eC1R97m0pydtSGzddK8+8IAAAAFDWK64GSpCjAy5kPM2QhVOaWFs+7X7KwtJAe3VFq5UWfPJcrC5V9N/8OVi95r7pWP//mhkJoY6JZggcAAEDFlF9cv2bNmlu3bi1btszHxyc7O3vLli0DBgxwdHQMDAwMDw9X2p8N4E+KArzKtoqdSghtwuWrmc+5NPvq5TitECq7KnalucNOzs7OkR993fCSVFbWVioh5JzsF6uuBwAAAMotGxubwMDAsLCwuLi4hQsXtm7dOjU1VaPR+Pr6Vq9ePSgo6MCBA/qeESirFKVqg/pNGppJQpe69ZcNN3QFXCjf2rjs97s6IZk18KxXmivs1C6uLmohdAmRUTcL+oWeKvPUsbO5QqgcqjqU5i8pAAAAgBLk4uKSH9fPnTs3Y8YMNze3hISE4ODgNm3aeHh4zJw581GPPYAXpChxSrav9+tYSRK6u6ETA+cdvff0dWc5PXL+WxPW39YJqVLHvr62paKg/RkMGvbo6qoWcubeOVNDXuppffn+0bkfLIvVCpVd6/YNn13oBwAAAFRM7u7uM2fOjImJOX78+Lhx4xwcHKKjo2fNmlW7du2mTZsuWrToUY89gIIpWzKWHAbOmNDEVBK62zuntmvkO3bRhsOX7/55frqck3L1yKbFQZ0beU/akawTkknjoI8GOpTm/C6EUYsRY9tYSUIbtyqwVefJmqM3s597jzbtwu/zhrzmO+tQuiwZebw32te8BCYFAAAAyqZHxfVhYWEBAQGPF9f7+vouX76c4nqgYMrOgRdCiNwry9/sOGxtXO5f90sqQ1NLc8PcjPuZObpHLxq49Fm6e9VQt9K/Np17cWnfDqN+v6mVhRCSoa1bc2/vFk3q13R1qVq5krmJiZGBnJuVlfng7q2E+GuXTh07eODw2VsZOlkIobL2/t+O7dOblZIAzznwAAAAKP2ysrLCwsI0Gs2mTZvym+pNTEx8fHwCAwP9/PyMjIz0PSBKtYp5DrzyB9MNawX+dtS16ZhRn204f08rCyHrcjPupf19gaSyquM39ZuvJ3WsWpoff3/EsO7wNTtNxg4O+vl0mk7OTYmJCI2JCH3ubSpL98FzNF+P9Cwl6R0AAAAoE/KL63v27Jmamrp582aNRrNz584tW7Zs2bLFxsamR48egYGBnTp1kqTSvZcXKEHKV+D/oku/tGv9xh37Dp+ISbyTej/X0MLGzqlW45ZtfXv3861XqczVuuUlH/3t68U//Lr54NV7eQX8bSQDqxotug9+d8zoN19zKl3fDrICDwAAgLIoISFh3bp1ISEhERER+a+4uLj07dvX39/f29tbv7OhtKmYK/CFD/DlVW7atdPHo85cvHI9Melu6oPMnDxhaGpuYWFRqUp1t7p1673a6NUa1qXzwQACPAAAAMq06OjoNWvW/Prrr4+a6t3d3f39/QMCAmrVqqXf2VBKEOCVk3U6oVI92toiP7xxJdnI2bWyaZlbfy8XCPAAAAAoHyIjI5cvX7569epHTfVeXl4BAQGDBg1ycHDQ72zQr4oZ4AuVsOX759b+761OHlWtvWadyvv7de3Fb/zqONhVbz7gv6vOPuOQOQAAAAAoGMX1wOOUB/i8+A0jWzUfMGP5ruhbGdp/p3RdZuKxkE/faNb8rZVXcgozIgAAAICKTK1W+/j4LF++PCkpKTQ01N/fX61Wh4eHv/XWW/b29j179gwJCcnvsQfKN6UBPufMXP8h35/LkIWkMqvm1aq+zWPvpHLqMPTtLu62BpKQsy6tGDbgk6OZRTItAAAAgIrL1NS0Z8+ea9asuXXr1rJly3x8fLKzs7ds2TJgwABHR8fAwMDw8HBKvlCOKQvwcvLqj744miFL6qpdPttz9erhJYNdHw/wjp3+7/ttZy4fWtS7uoEkZ55YNGte+qHuAAAgAElEQVRloq6IJgYAAABQwdnY2AQGBoaFhcXFxS1cuLB169apqakajcbX17d69epBQUGRkZH6nhEoeooCvHxnW0j4PVmonYZ89+uUNg5PP+ZdZdN07LIfhrmqhXx/97rtd/giDAAAAECRcnFxCQoKOnDgwNmzZ2fMmFGrVq2EhITg4OCmTZt6eHjMnDnzypUr+p4RKDKKAnzumSNRGbJQ2fcY0tlWKuhKq/aDezmrhZxz9mR0XkEXAgAAAIBi+XH98uXLx48fHzdunIODQ3R09KxZs9zc3Jo2bbpo0aLk5GR9zwgUlrIV+PR792Qh1I4uVZ+++P7Y+9tXdVAJoUtLvcceegAAAADF7FnF9U5OThTXo6xTFOBVNna2KiF0d5Jua59zqe72rWSdEKpK1pU4Ex4AAABAiSiguN7BwYHiepRRilK1QW2PukaS0N7YvuFQRoFXZh7duC1RKySD2vVrqRUNCAAAAABK/bu4Pisri+J6lFGKArzk2L1fG3NJaK8sHTNp261n7Y2X7+7+cMx3MXlCMm7u19WZFXgAAAAAevKouP769esLFy708vJ6VFzv6uoaFBQUFRWl7xmB51CWqlUugbPGeBhJctbZb3t7dRz37R/Rdx/ffqJ7GHdwxfSezbrPP5khC3WNoR8OrUl+BwAAAKB31apVCwoKOn78+KPi+vj4+ODgYC8vL4rrUcopjdWmLWesXti9qlqSc27sXTyqy6v2lSq/4tGkeatWzRrXq2ZrU6N1wGe/X8uUhapSqw9/ne1jVaRTAwAAAEDhPFFcb29vT3E9Sjnl6+Im7v9Ze3DjBz7VjCUhhKzLuhsbffLY4cPHT11MuJcrCyEkdaVGby/Zs+2jVlYFnjUHAAAAAHqTX1x/48aNZxXXP3jwQN8zAkIUJsALIYxr9Pg0LObqwRWfjR3s61nL0cbcSKUysrCtWrtZ18D/W7jxdGzkz8MaVyK9AwAAACjlCiiut7e3zy+uz83N1feYqNCed4778xk7tXzzg5ZvflAEwwAAAACAnuUX1/fs2TM1NXXz5s0ajWbnzp1btmzZsmWLjY1Njx49AgMDO3XqJEmsVKKkUS0HAAAAAE/xRHG9p6cnxfXQLwI8AAAAABQkv7g+MjKS4nroFwEeAAAAAF4IxfXQLwI8AAAAALycJ4rrLSwsKK5HCSDAAwAAAIASj4rrk5OT16xZ06NHD5VK9ai4fsCAAZs3b6a4HkWIAA8AAAAAhWJqaurv77958+akpKRly5b5+PhkZWWFhIT06tXLwcEhMDAwPDxclmV9j4kyjwAPAAAAAEWD4noUKwI8AAAAABQxiutRHAjwAAAAAFBcKK5HEXqBAC8/iD2+b+/e/eeStX+9cid6/969+47HPuApDgAAAAB4PorrUXgvEOBzIz7t1qF9+9c/3Jn55ys5e2a+3r59p7d+uKQt8E4AAAAAwN8orkdhvMgKfFZmtiyENj42nrwOAAAAAIX3qLj+1q1bTxTXOzo6UlyPpzJ4/iVq11quanEmN2rumwH3+jayMRR5Zy5qhdDdOfjL3DlhL/YUvUG93uP96qoLOS0AAAAAlCu2traBgYGBgYHx8fHr169fvnx5VFSURqPRaDTVqlXr06fPW2+95enpqe8xUSpIL/CljvbCl+2aTop4WJhvf0z8Q9LW9DcuxDvghXl5eUVFRfn5+W3cuFHfswAAAAB4OefOnQsJCdFoNFevXs1/xd3d3d/fPzAwsGbNmvqdrfQICAhYsWKFRqMZMmSIvmcpOS+yfq6uF7Ty1/fbuZiqpGKfBwAAAAAqtEfnzD1RXF+7dm1vb2+K6yuyF9hCL4QwqO43b4/f5+mJ167fzdTJOWGT20zakVdz2IqQMfVfbFu8yrqGUWHmBAAAAICKxcvLy8vLa/78+bt3716+fPmGDRsiIiIiIiImTpzYoUOHgICAvn37WlhY6HtMlJwXC/D5DK2c6zRwFkJkx1SShJBMHOo0bNToZd4BAAAAAPAy8ovrfXx8MjMzt2zZsnz58j/++CM8PDw8PHzkyJE9evQICAjo0qWLoaGhvidFsXuxCronGDR+e97ChfM/6O5CKx0AAAAAlASK66EowKvduo0OCho7pJU9D8UDAAAAQInKL64PCwu7fv36woULPT09U1JSNBqNr6+vq6trUFDQiRMn9D0jioWiAP8UuamxZ45F7N6xbVv4viMnL9/O4nsfAAAAAChO1apVCwoKioyMPHv27IwZM2rWrBkfHx8cHOzp6ZnfhPeoxx7lQyEDvJx+fvP8Ud0aVrWuXLNhc++Onbt1823XskkdB2t7d98R80IvpBPkAQAAAKBY5cf1mJiY/fv3U1xfjhUiwMsph77s08TTb+K3287cytA9ntRlOfvO+fClk3p7evZbeDSNEA8AAAAAxUylUuXH9Rs3boSFhQUEBJiZmUVERIwfP97JycnX13f58uUPHjzQ95hQTnGHfNbpBf17TN6dohNCSGqrGs3aenvVr17Fylj38E78haj9ew5fScuTM69smNjjoXp36FgP4yKcGgAAAADwDBTXl1cKA7z28pJxH+1J0QnJyLXr9K8Wvd/dzeIfhXbyw6vbFwaN+vj32OzbYf8N+rHHjlGvFNXz9gAAAACA58svrvf3909JSdmyZYtGo9m5c2dISEhISIitrW3//v0DAgJat24tSdSTlw3KQnXe8e+/iXgoC1WVHl/v2vhRjyfSuxBCMq/Zdfr6nV/3sFcJOX3v4u+j8go/LAAAAADg5T1RXN+kSZOUlJSlS5e2adOmRo0aFNeXFYoCvDZm165reUIYNhk/Z2jNZ++6MKz59hcTvAwlkXclPPyKVvGQAAAAAIAikF9cHxUVdeLEiUmTJlWrVi0uLi6/uL558+a3b99+qXeT/lJM0+IJygJ8wvUErRBq1w4d3NQFXql269ixploIbXxsPAEeAAAAAEqHxo0bf/HFF7GxsXv27Bk+fLitrW1kZOTNmzdf8PYncjsxvmQoegZeznyYIQuhNre0eN4XAJKFpYX06I4yT/cw8dSRyJjElGxjW8caHs08a1krrgEEAAAAAP1SqVTt2rVr167d4sWLU1JSHB0dn3tLAUE9/0eyXB6yX+mkKH6qbKvYqUS6NuHy1UzRwKKgS7OvXo7TCqGyq2JXNjrs8pIj1/3446o/7nT67rcx9f7eX6BNivhuxrQ5y/cnZD76z1EysmvQa8yM/03sU9+SL5sAAAAAlFlGRkaFTO8oAYpStUH9Jg3NJKFL3frLhhu6Ai6Ub21c9vtdnZDMGnjWK/1L1dmXV49qWb/F4GnfbjwYk/pY617W2e/6Ne84dsm++MzHv0ySc+6eXjurfwvv/6yLpaMPAAAAAAj5xUlRqpZsX+/XsVLoprS7oRMD59VdN6l5paf8G5LTI+e/NWH9bZ2QrDv29bUt5f8SdTfXDfMZ8uv1PFkIIUmGBn+tvstpYf/XLyg0LkcWQjKr1vz1zq09qlmrHySc3b9t+5H4DPn+6aWBfW0d937W2lKfvwAAAAAAoDxTtq9dchg4Y0ITU0nobu+c2q6R79hFGw5fvpudvzgt56RcPbJpcVDnRt6TdiTrhGTSOOijgQ6lO7/L936fNm7l9TxZUlVuNfang9f2fVA/P8Hnnf1q6g8xObJQVW773+0XLx/e8P2Xn3z04awvlqw7dPnSHzM62KuEnHFywYTFZ1mFBwAAAFBusbSud0ofTDdq8sGa7/pXN5SEnHV951fj+7aqXcXM2NzaxtrcxLRyrZa9xwWHxWbJQjJw6fPNmumexkU6dZGTUzf/uPamTkgmTT7YEhY8tKWTyZ8/yTuzZtXpbFmonYd8v+5/r7sYPX6bkbPvjA2/ja5jIMlZUd9/fzBHD6MDAAAAQOlC1C8mypvlDGsF/nY0bHZ/90rq/H83si43417avYwcXf5KvKSyqtvn0z+Orh7q9uyj4kuJvNNHojJlIVl0ef/95uaP/UBOOxF5OU8Ig1pvju5R+Sn/EUqV2k8OamssCW3Cnl3nWYMHAAAAABSPQjXLqR3aTQ45M/LSrvUbd+w7fCIm8U7q/VxDCxs7p1qNW7b17d3Pt16lstE9r0tLSdUJoXZxr2f1j5SuS72bqhNCGNR9te4z/lYqx2bNXdW7LupuxN/QiUYlMC0AAAAAlGKcJFdMCl8Nr7Kq4/P2ZJ+3Cz+LHklW1pUk8UCXeifln636Kmtba5UQQs7LzZWFePo+EFknCyHknJxc/isFAAAAUE7JsszeeP0qGwvkxc7w1aaNTSWhux0WGpHx+A8kmwaNahgIkXfm+Knsp9+rSzxyJE4rhNq5mpP66ZcAAAAAQAXB8nvxIcALIYSQqnR/o7ONSmhjvx8zeXvyY6vwBp6DBnsYSdobqxf9Fv+UM+/l1PDZwRHZslDZe7f3KP1n3QMAAACAUoRz/SLA55Ps+8/4v+bmkpwd/Y1fs27Tfou6/WchnUHj94PHeZjIKb9P6D95a/w/iuZzE8M+6vPm0st5smTUYNjIDqb6GB0AAAAASkwBGV6WZRJ+sWLJ+C9GDSet/P58l3dXXMqM++PzN3bMD6r/Wsf2LRvVr1PTuXXQyAOTgw8f/bKH+8b2fft0alzdSpcWe3Lnxo37rj6QhZCsWkxfMtmz1JftAwAAAEChPUrpjx6JJ7eXDAL83wxeGfzLgar13h322ZYrD+Xs29G7V0fvXv2PS+QHV3Yvn7d7+WMvSea1+/xv+fcTWpgLAAAAAKhAyO0ljC30/6Cq0n5a6LnzO78a37dFNXNVgQWLkqFN3U7D5m0/d3rd+y1t6WIEAAAAABQnVuD/zbhah9ELOoyen3Hz7PFjp6IvxybcupOWnpGVmydLBkamFtZ2ji416zZo9lrL+lWM9D0sAAAAAKBiIMA/k2RWtUHbXg3a6nsOAAAAAADYQg8AAAAAQJlAgAcAAAAAoAwohi30uTf2/fzt6oPXHphU9WjbP6B/i6rl+0HxrNSbKRk6WQjJ1M7J1kTf4wAAAAAAyqVCBHj53pnfvvj0m7V7Ezv8fPG7LvkpPfP43O49pu1Jyss/TWDp/DkLJ/y6+YsuDuV2qT/7j7F1+/x6XxbCxD8kbU1/4yJ75wsXLmzatEnBjUlJSUIIrVZbZKMAAAAAAPRNaYCXU3ZN9vH78sQDWajsWv919l/O6fmjZzxK70IIWZdybP6gN2oc3zHGTV34aSuWSZMmbdmyRfHtCQkJRTgMAAAAAEC/FAb4jH2zhi88+UAWQlIZ29qY5Z+CnrX/u+8iM2XJwLX3F9/P9DGL/nX6mLl7797b8+ln29/6qbtlEc5dEcyaNcvDw0PBjb/88ktSUpKTk1ORjwQAAAAA0BdlAf5B+I8rr+XJQl297zdblr3XwEISQoicY5u33dQKlU2vz5aM960iiYafrxVX6r65NiU5dPXuh917mRfp6KWEUdtZuw6P1cpCqOxqF+nT/p6enp6engpuDAsLS0pKMjQ0LMppAAAAAAB6pSjA550/dDRNJyTTtpPnD/szvQuRd37n7gStkKw69O9aOf81qXLPgO626zV37kUdvZjXy7M8njov2dRq2ryWvqcAAAAAAJRzirrltEk3krVCqFyaejk9egM55fiRS1ohDBu1bVVJ+utVE7e6rmohdLduJOmKYl4AAAAAACokZeXwOp1OCCGZmJo+SuoiO/JQVI4s1NVbtHB+7F1lWRZCyDnZ2fK/3gYAAAAAALwYRZvaVZUdKqvEPd2N2Lgc0Sj/LXJP7Nx7VydUVVq3bfDYs9c5sVfitEJIlpUspWe8W+mW9+BO0u27qekZ2bk6lbG5paVlpcoOVSzK48MAAAAAAIBSTFEQNXRv2shMunI/dduKzbd7DKwiCXF/97K117RCsmrbpY3Z31fe27luR4pOCKNadWuVncybmXh48+p1W8L2Hzlx9mryw7x/7h2QJCMr51r1GjTr0NWvd+8uzauZlc2vJgAAAAAAZYmyVF3p9UHdbDeuvnt77chuw+LH+trFaGb8FKcVkmXbHh3/fABezojb/W3Q2BU3dUIY1O3Q3kXZbv2Spbt7ZOm0CbN+OXwr55k7/mU5517C+SMJ549sWz5nYhWvN6YvmDPG24Fj7gEAAAAAxUhZgJds+8z8b9vt7++5l3b8p0lv/fTnq4b1R34w0F4SQuiuLOrQcML+DFkWQqhsOwe926D0L8DnXFk5rOs7K2IePa0vqc1snapVr1bVztLM1NRYrcvJysy4n5KUGB+XePtBriyEnHv7+LIJHXfvWbx15QgPU72ODwAAAAAoz5TGaoN641avSxkUMHvPzdz8vKuy8nr/66mt8kOsrM3KypVlIYRk/up7Py0ZWr3Ur79nHv1fv/z0Lhk7tRw4/L03/XxaNahm+dSVdV1m0oVje7evXbZ02faL6blxm8b1nex2NLhTJXbTAwAAAACKhfJ1cZV9p/+FX3z7wNYdx66lCtu67Xr2aFrV6M8fSmqLqrWbtPdo6zd07PCutcwKfKfSQBf387QFp7NlSe3cc/6mZWO9rAuM4ipTB/e2A9zbDhj9fuikvm98deJhzPfTl4xpP7kuO+kBAAAAAMWhcBvbVZY12w4c2fYpP6g1euO50YV67xKli9+4+kCmLNTV3/1RM87L6oVvNK7Ra8Hqj082mrg/M2rD5msT67qR4AEAAAAAxaDU72wvGXnRJ8/lykJl382/w4un93zqWv38mxsKoY2JvqQtlukAAAAAACiSarm89PjzZy7E3khOuZ9l1sCvf7PKkizLklR2HgiXs7NzZCFUFpYWLz+0ysraSiWEnJP97Op6AAAAAAAKpXAr8HL6md+m9m7gWNm1offrvQYMefvdkTM3xWmFyN03sYmHz3vzfr/8sIgGLV5qF1cXtRC6hMiom7qXvTnz1LGzuUKoHKo6sKEBAAAAAFA8CpE4c6+uHNq85ZtzNp29m/uvlWc5N+Xizh8m9fRs+e5vV3IKM2GJMGjYo6urWsiZe+dMDYl/mY3w8v2jcz9YFqsVKrvW7RsaFtuEAAAAAICKTWmAl9P3fuD3zvKLGbKQDOzcO781for/q3/HV1XlWnUqG0lCvn/256E9/i88rbTvLTdqMWJsGytJaONWBbbqPFlz9Gb2c+/Rpl34fd6Q13xnHUqXJSOP90b7mpfApAAAAACACknhM/C5pxaMX3wuW5YMa/RduO6HkZ7Wquy1AxaFnM3L/7n61fFhF9otGeEfFHIl++J34+cGRn3a1Kjg99QvdZ1R380N7zDq95s5iTvnBrZcON6tubd3iyb1a7q6VK1cydzExMhAzs3Kynxw91ZC/LVLp44dPHD47K0MnSyEUFm3/ujHD5oZ6/uXAAAAAACUW8oCfNaBH346kyNLRo0mr1k+yvOpx7xL1k1GLl+fEtfqv4czzi/7cd9HTX1Kd8A1rDt8zU6TsYODfj6dppNzU2IiQmMiQp97m8rSffAczdcjPVl+BwAAAAAUH0Vb6PMu7tl3Qyskk45jxjR9anr/k3GDkWM7W0pClxSx/0KewhFLkGn9wB+OXzy07KMhbWtVMii4j14ysHql9eBpP+2/cGLFfzwrlZ3GfQAAAABAWaRoBV4bH5ugFUL9ipdn5eek3EoNm9Qy2HBCeyM+UScaKRqxhBnYNw+YpQmYlZt27fTxqDMXr1xPTLqb+iAzJ08YmppbWFhUqlLdrW7deq82erWGNaV1AAAAAICSoSjAS5JKEkIIAwP18y6VtXl5shCyTqsr7T12TzC0fsXL5xUvH33PAQAAAACAULiFXuXo5KgWQns9+uJzjnmX08+dva4VQl3F0f65YR8AAAAAADyDogBv4N6udRWVkNO3f78yVlfAhXmXly/dcV8WKusWr7krLLwHAAAAAAAKz4E3bRM42M1Aku/vmjZk1oGUp2+O1yXvnD5kxr4HslA79R7cwaIwYwIAAAAAULEpC/DCtPXUL4ZUN5B0aREf+zTqMHLub+GRcfdlIYQ2M/VW7LkDa2YPbd2o29yj6bJQVe46a3pnqyIdGwAAAACAikXpvnapit/Xm+Ynd5+4LTE7Ye+SyXuX/PmDi/N9qs3/+zqVdfMpIcuG1lD4RQEAAAAAABBC8Qq8EEKYNRobGhk+L6CZg9HTzpKT1JXq9vhg7bG9n7W35ZB0AAAAAAAKpXDNcmqHtu8vP/qfz4+Fb9+1/1h0XPLd9BxDS9sqzrWbvNbO19fbrRIr7wAAAAAAFIGiqIY3dW7W891mPd8tgrcCAAAAAABPwwo5AAAAAABlAAEeAAAAAIAyQNEWeu2VP37YfjnvpT7HrcuwzrXUSj4NAAAAAAAoCvB5J34cPyYk62VuMfEPeZsADwAAAACAQkVRYlcgSaVWqyRhoOYoOQAAAAAAFFMU4I06fLzrQJDuGT/V5Ty4Gx99cOuvy9ZHJecKs3oB363/9s06xoWYEgAAAACACk5RgJfs6rZqXbfASzr3Dgyacmju4N7Tws798rZvttFBjb8zjXkAAAAAAChTjJlaZddq8qofAqup5by41e9/HJ5RfB8FAAAAAEA5V7yL4pJt11FvuhkIob25M+x0brF+FgAAAAAA5Vhx72o3qOtRr9iL8gAAAAAAKO+KO8DLWVlZshCSkXujeobF/FkAAAAAAJRbxRzg5bs7/ziWK4RkXdXRrHg/CgAAAACAcqw4A7wuNfKrdydvSNUJycijiTsL8AAAAAAAKKXo+fTcfZ/0/nhvTkGXyDmpceejr9zJ1MlCSNavD+lVVVI2IQAAAAAAUBbgdcmnd4WHZ73YxZKBs9+XX75JfgcAAAAAQDllDfFGVpUrV35egJfUpjbVG3R84/3pozq50EQPAAAAAEAhKArWxr1+iL/9Q1GPAgAAAAAAnqW4j5EDAAAAAABFgAAPAAAAAEAZQIAHAAAAAKAMeIFn4HO2j/Mcuy27cJ9j3HVxVHAXo8K9CQAAAAAAFdULBHj5wa0rly+/4KFxz2Jy64FcuHcAAAAAAKACe4EAL1lV93j11cKuwFe34iB4AAAAAACUeoEAb/T6vONn5hX/KAAAAAAA4FkosQMAAAAAoAx4gRX4QspKvZmSIRvbONqZ8W0BAAAAAADKFHumztk/1bOai2u7z0/mFfdHAQAAAABQbhV6BV6XfS/lXpb2GRXzucl7Vu+5Iwtt/LV4rfAs/vV+AAAAAADKJeWRWr57+KtJE+euOZzwUPfcE+LUtlXs2EAPAAAAAIBSSgN8zum5fl0+iLine4FrJZVNq/+83dxQ4UcBAAAAAABlAV5OXjPj84P3dEJS2dTz6da+rvntgxs3RCXLVp7+b7WtqhJCl5V0YuuGA3HZhnXeWPTz7KGvuRgV8eQAAAAAAFQgigK8nBa2LvyeLCTT5jN37vywibkQ4r7fsHo9f7pj3nL8l+NfUQkhhC5519QefvMiw36/8PF7rxXp1AAAAAAAVDCKHkzPu3jybKYsJPNO/xnZ2Dz/Nct2XdtYiNwTEUcf/vXW9h0/XfZRK+PbW6dOXpP03MfkAQAAAADAMykK8Lo7yXd1Qqiq1q9rLf31okkd95oGcvbli7HaRxca1hs2rnsl+c6mL5ac1T71rQAAAAAAwAtQVg2v1WqFECpzC/O/71e5uLqopbzrV64/duC7VKlV20aGcu65rduulJsEn3f8m+FDhw4dNm3ttRfp8AMAAAAAoPAUBXiVjZ2NSgjt7Vu3/07lkkV118qS/CD6zLXHorqqchU7lRDa2Mux5SbAa2P3aH755ZdlGyLvEOABAAAAACVDUYA3qPNqXUNJ6JIPHbj493K7+pXarxiIvAtHI9P/fuBdTku9JwshZ2Vm8RQ8AAAAAABKKWqhl6q0f93TKOxg9ukFo2Z5r/moY1VDIYTKqcGrlVX7b4b9+Gvs4DF/NtHHbVp/JEcItaOzo7pIBy9auuSz+84kveAegdwzyTohhPww9tiunel//1pqhwZtX7VX9lACAAAAAAAFUnYOvNrtrfF9vji8KjntwCc+Nb/v8MmOPyY2NDBq1qVT5SWa5D3T+v7H8Ivhr9mlHf152vRdD2Shquzd7lVlH1Uycvf9r6t/SNZL3aONXzW686rHXjDxD0lb09+4aCcDAAAAAEAIpSV2Qqrcf9FPw+uZSELIWXeu33wgCyGEZdf/G9vEWJLvn1w68vWmDb18hn11NFUnJDOvMWN9zIpy7CJnZGwkPf8qAAAAAAD0RPGyuGTf/euIA63mzV/+R1SOlWF++jVs+H+axVGdR2+Mz/3riXfJrO6QJSsnNTIsimmLjXHPxbu/ld6atOLsfVkIycil7ZsDmtk949sN7aXNi0Mv5qlsW7zxdhvHvy8ybFSnND8mAAAAAAAoywqzr11l6xX42a+Bnz3+mkn999aebbNtxaqdp66nCtvaLXsMHtjhldK9+i6EEJK154jlh9t1nfrWmG+PpeQkHgqP7vDD99Ned3nKFw/Za69/G3oxT2XfYdycz5uV5icDAAAAAADlhqL4qb24Y/3d+j1aVTN92rZzlVW97qNmdi/kYPpgXm/w4v2vdZk19L25e+K3z+rWZPvor375fGDd0v/9AwAAAACgvFP0DHzemR8CvWs6uXcZOXv1kcTydT6ckWv3T8NOhH3e6xVj3Z3DwYObNQ/49ngq570DAAAAAPRL8aFncl7ahT+WfDCoVQ3nV7uPnhty7GZ2Uc6lV2qHdlM2Rh34Zoi7hbh/bsVo7ya9Pt15I1ffYwEAAAAAKjBFAV5d9/WB7WpZqSUhhJyXEr31m8kDWrg6N+g59sv1UUk5RTyifkjWXiM1R4+uGNXMVsq5/vuHnRt3eH9tTKa+xwIAAAAAVFCKArxBg2G/7Im5df3w2gUT+rdwMVNJQsi5d89u+er/+jWt7tLYb/zCjSeTy0GQN6//xtf7IzdOae+o1t2OWDCwaYu3l0alsZ8eAAAAAFDiFG+hF0u73mIAACAASURBVJKpc/N+4+eHHL5+6/LeFZ+P6tnYwVgSQs65fSp00YQ+ntWrefZ9P3jz6TtlfOu5cY2en4efCPusZw0TOf3MspGtPfssjdbqeyoAAAAAQAWjPMD//RaWr7R5c+rXoScSbkbv+HHmO771bA0lIWcnn9iwIKhX42rVm/Wf9PXWC/fKcNed2rH91I1R+756o76FyLr2R9i5Mv6lBAAAAACgzCmCAP+IgU0933dm/Ljj/M2EqM1fT32zbU0rtSRn3Tq+bt6Yfh+FlfEt9SqbZqN+PXpk+UgvG9XTTs8DAAAAAKAYKToH/nmM7Bt3GWxqamFukLloxfE72jK89v4EC/ch3x7qNev2/VxZSIaWVYrlzwcAAAAAwL8UcQLNST6zc9O6devWhe4+dzvnUXCXDKwqmZeXZWtDK3snK30PAQAAAACoYIokwMuZNyJ3bFi3bt36LftjUvP+zu0qc5cW3QcOGjzIv4tXVaOi+CgAAAAAACqkwgR43YPYw1s3rFu3bv22w9fvP7ZRXjK2b+jbb9DgwQN7tn7Fsigfsy+NslJvpmToZCEkUzsnWxN9jwMAAAAAKJcUBXjd9T/mzf0uZOOOqBsZusdyu4G1W1u/QYMGD+rXyd22ojwenv3H2Lp9fr0vC2HiH5K2pr9xkb1zbGzsjh07FNx4584dIYROx4H1AAAAAFB+KIrZucd+nPH1xqw//0lSmbs07zZg0OBBA7o2rcoKdJEZN27c5s2bFd+emJhYhMMAAAAAAPSrEOvkklGVBr79Bw0eNLCXd81yv1FeD6ZMmeLk5CTLL13iv379+jt37jg4OBTHVAAAAAAAvVAU4FU1uk1b+k7fvp087AyLeqAyx6jtrF2Hx2plIVR2tYu0qK9169atW7dWcOPx48fv3LljZERtIAAAAACUH4oCvGHTtz9sWtSTlFWSTa2mzWvpewoAAAAAQDnHzncAAAAAAMoAAjwAAAAAAGVARTnsTbG8B3eSbt9NTc/IztWpjM0tLS0rVXaoYsHfDQAAAABQogiiT5GZeHjz6nVbwvYfOXH2avLDvH/WwEuSkZVzrXoNmnXo6te7d5fm1cwkPc0JAAAAAKg4CPD/oLt7ZOm0CbN+OXwr55mHt8lyzr2E80cSzh/ZtnzOxCpeb0xfMGeMt4O6JOcEAAAAAFQ0BPi/5VxZOazrOytisv/K7pLazNapWvVqVe0szUxNjdW6nKzMjPspSYnxcYm3H+TKQsi5t48vm9Bx957FW1eO8DDV6/gAAAAAgPKMAP+XzKP/65ef3iVjp5YDh7/3pp9PqwbVLJ+6sq7LTLpwbO/2tcuWLtt+MT03btO4vpPdjgZ3qsRuegAAAABAsaCFPp8u7udpC05ny5LaudfCiHMRy2YMfb3xM9K7EEJl6uDedsD7wb+fOrVhbBNzSc6J+X76kkvaEp0ZAAAAAFCBEOCFEELo4jeuPpApC3W1d3/UjPOyfuGFdOMavRas/tjbVJKzozZsvkaCBwAAAAAUDwK8EEKIvOiT53JlobLv5t/B6iXvVdfq59/cUAhtTDRL8AAAAACAYlKoZ+Az4yM2rd95MvZORp78zNL2fIZN3v3incal9ol7OTs7RxZCZWFp8fJPsausrK1UQsg52c+urgcAAAAAoFAUR+rsi8ve9Ru98uLDF8usJv7tPi/FAV7t4uqiFue1CZFRN3Utq7/cvoTMU8fO5gqhcqjqwIYGAAAAAEDxUJg4syM/GzTyhdN76WfQsEdXV7WQM/fOmRoS/zIb4eX7R+d+sCxWK1R2rds3NCy2CQEAAAAAFZuyNfH7fyz69nSWLCS1vffYTz4Y3LbhK5VNCvwuQDK2NFb0USXEqMWIsW1+mLAnPW5VYKvkyM8/mzCgedXnTKxNu7D9h4+nfrzqbLosGb363mhf85IZFgAAAABQ8SgK8Lln9h1M0QnJoF7Quq1felsU9VD6oK4z6ru54R1G/X4zJ3Hn3MCWC8e7Nff2btGkfk1Xl6qVK5mbmBgZyLlZWZkP7t5KiL926dSxgwcOn72VoZOFECrr1h/9+EGzUv0VBQAAAACgTFMU4LVJN5J1Qhg0DnivVblI70IIIQzrDl+z02Ts4KCfT6fp5NyUmIj/Z+8+A6Oo3jYOP7MlvQEJIUAgECD03qs0paMgIIIo0vmLIjaKDcurCIqKFSkiiFIEQVCkdyE06YReEpIAIYH0LTPvB0SQbCBlkzDkd32CzMzOs7snZ3PvOXNm+Ylty+95mMG7at9Jc78cXpfhdwAAAABA3snJNfDa1ZjYdE3EWDI4yOj0igqSe5UBM3ZH/DXnzf4tQ31Nd1+PXjH5lGvWd/ysLcf2zRtR1zf7i9cDAAAAAJB1ORqBN7u4KIqIPSYq1i6+D1aGF1Pxhk9NnPvURGvCmQO79x6MOHUuKjYuPinVYhOzu6eXl5dvQJkKYWGVq9eqHuLHonUAAAAAgPyRkwCvFG3Wqpb5z3Dr34sXHxszvtqDmWLNfuXqtStXr11B1wEAAAAAgOTwNnLGsBEfjqziJpY9kwa/szX+QbmXHAAAAAAA962c3Qde8W390e/z/1fXJ2nH++3rdXp15rqjl9PJ8QAAAAAA5JWc3UZu26QnPtxqkaJl/U0HL51ZNXnwqsmK0dXTx8vNmMlibm7dZ56c0Y37rAEAAAAAkCM5CvBq9J7fV6xI+8/PNHt6Unx6UmaHuF235ORMAAAAAABAJIcBXvGv3Kx58/TsHOJa2Z8brQEAAAAAkFM5CvAuD72zdouzKwEAAAAAAJnK2SJ2AAAAAAAgXxHgAQAAAADQgRxNob+T7fqFowePnb146WpimkeN7o838Fc0TVMUrnoHAAAAAMA5cjcCr10/+NPYR2uU8C9bs/nD3Xr3f2bQ8LeXnbeLWDe/VKdauyFTVp5MdlKhAAAAAAAUZrkI8NbT8wc2bNxv0rJDcVbtzo2a9WrEuhmvdK3beNBPp7iDHAAAAAAAuZPTAK9d3zSu+7M/RKRoopiKVX3k6dGv9apuvvWw/qGV/F0U0RIPzR7Y5eW1CRkSPgAAAAAAyLocBnjr/qmjpx1O1xRzSM8vdp48uOr7qRN7VzH+u91YffSaYzu+6h3qomjpEd+MnryHUXgAAAAAAHIuZwE+beuMWQctmuJS89WFP4ys6+foURS/OsN/WPJWIw9Fsx6dM3Nzeu4KBQAAAACgMMtRgLdFbNx80S6KW5vnnqvvcZcdXWsMH/WItyJq7LYtx2w5LBEAAAAAAOQowNsvnI20ixjL1avrf/dbxSm+NeuEmkTUixei1BwVCAAAAAAAchjgFcWgiIiYTMZ77arZbTZNRFPtKuvYAQAAAACQUzkK8IYSJUsYReznjkTc4zbv2vXDh87ZRYwBJYrfM+wDAAAAAIBM5CjAm6q2ahZgEO36qu/mn73bzHjbyR+mr07UxODXqGlVUw5LBAAAAAAAOVuF3r3FgL4VTIqWuH58/4lbrzqeHK9eWjeh/1ubkzQxlny0b2uv3JQJAAAAAEDhlsP7wLs3G/tR/zImRU3Y9m67Wq2HT/5p7Z7ziZqI2FPjY84e3rrww4HNanWaHH5dE4N/x4kTHvFxatkAAAAAABQuOZ3XrgR0/3LZJ5c6v/RHVHrkpm9f3fTtPxsiPmkX/Mmt/Qx+DV9bNGdgSA6/KAAAAAAAACI5HoEXEfGoNWr5nrVTnmoQ6OLoXnKK0Tesy7jFuzb930NF736vOQAAAAAAcA+5W1nOGNhyzA/hIz7YtXbV+i27jpy/FHfdYvYuGlCqYp2mrdq3b17Bl5F3AAAAAACcwBlLw7uXatB1UIOug5zwUAAAAAAAwBFGyAEAAAAA0AECPAAAAAAAOpCjKfT2s+vnrTtju/eOimIwmlxcPb39/IPKhIZVLO1jzsn5AAAAAAAo7HIU4G27vxk+eFFaNo9SDJ4l67bvM+y1sQMbBxhzcl4AAAAAAAqrfJxCr6nJUbt//WRoi2oPvbnxqpZ/JwYAAAAAQPdyNALv2m1W1JVpZxcN7z5qWaRNU9yC6rbv1Lph9dCgot6u9uT42DOHwzes/HNXVIrmHtZr3CudS9mvXbpw8tDOdas2Hbliubz1/ccHlN2zfFBZrsAHAAAAACBLcnYbORcv99OTh45ZFmk3h3R///uvnm9V0uXOfWyx26aNfGrs0l++XNTk919G1/EUES3x6PwXew2ddThu1XuTN/b9oo1HbusHAAAAAKBQyNkYuHpq+suT96aKV7P3Vyx82UF6FxFTYLMXf175QQuP2NWv9hm3IVFERPGu0u/r+a/VdlHsF377dZclN5UDAAAAAFCI5CjA208t/XlHmqb4dX5+SDVH4f0mc5XBL3QtqlhPzpq8MOafq97N1Xr2rG4Se8zuXefVnJwdAAAAAIDCJ2cB/nTEaZsmxjJVwjzvsatnWNWyRtFSd+/Yb/3nR8bgssFGEfuVS1fsOTk7AAAAAACFT44CvGZJT9dEtMRrifdaTF5NvJaoimg2q+3fXVVVFRHRWIgeAAAAAIAsylGAN1WqFmYSsZ//87e9d78bvOXgylVn7CKm8pXK31wvz3r04FGriDGodAnuBg8AAAAAQJbkKMAbK/To3cBVEdvRacNeWxWT2UR49dK68UOnHrKJ4la3d49KN9K67cy8SXNP28VUvlnT0txGDgAAAACALMlZhDZWHPbh/6q4KFrK/mndajcfNGnB1uNX0m4uSaelxZ3cvnjKsFa1O32yJ1lTXKuOmjKyslFL2PPDhP5NGw9dHqsqHg0HPV03Z/ewAwAAAACg8MlphvZq8f6SbyI7DF901hK7Y9bYJ2aNVUzuPn6+HiZbyrWE66k3r3hXXEOfnLn8/eZeIvbo1dMm/7jbKmIo2vLtL5+rzAR6AAAAAACyKOeT2N3CBs4P3/jZgLrFzIqIiGZLvXYlJjrmyrV/0rti8A57/KN1O37oV97871GKa2CjIdPXLX+5tltuSwcAAAAAoPDI1Sx2Y0CTUXN2D3p326+LVmzYtuvQ2Zi4hFTx8CtWonytJg916NW3a81it4bZDaV7fbHpsfL1Kgfc7dbxAAAAAAAgo9xfhq54lGn+5EvNn3zpnjt6V2jUJNenyxe2hNP79x+Pum4MKFcprEKZom7KXfeOO300MlEVg19I9bK+d90VAAAAAICcYR34/0o+vmxir9pBgRXqP9Sxe7eHm9YoV7xkzV5vLjgQr2Z2iHZp4ZD6tWvXrt3wlTWW/KwVAAAAAFCIEOBvUWNXv9KmUY+3F++/YtFu/lCzxx9a/G7fJi2GLz5rLcjqAAAAAACFWham0FvWjWszdm26iLg0f3vV1M7et/0ky1zbfbj+g7b388XvthPfDuj7SXiCKqIYfcrWbdyoTqUiKef2blq760KqlnJ4xpOt05Xts3sG8Z0HAAAAACD/ZSHAa/Gn9uzenSYiriWu2P77kyxzKxev3XuvgqMlrHz3nbVXVVHMZbp9tHDmqEY3l99Lj9rw8aB+b62Otp6d99yohxsv7FeKCA8AAAAAyG9ZWcTOvVjp0qXTRMS1mKdBRETxKhFaoUL2RuBLeN3Xq7slrv5xWawqikuNlxb8OLqR560trqVaj1+23rtrs9FrrsYsHfPCz20WPskoPAAAAAAgn2UhwLt2/vrEha9v/4lLh88PncirigqE9VD43mRNFI82o164Pb3/w7Xy/2ZMWVNv8G9XLv36xvsbun7R1rsAigQAAAAAFGIMJYuIiBp36YoqYixXv66/w5kChjIDprzewksR+5mZ4784xHJ2AAAAAID8RYC/QdM0ERG7zZ7ZHsZKwya/UMNF0dJ2fzzhx8hM7yoHAAAAAEAeyEqAV22W9PR0i8WWg9BqO/zDmKFDhgwZ+e0eW/aPzjfGwKBAg4j9/J69sZk+S7f6r0x+NsQoatyKsaN/iiLCAwAAAADyTxYCfPqSJ33d3Nzcgob8Ycm41XZg3vhXXnnl1bcWHHU0eK1Gbvlx5owZM2avO5Pp2PZ9wFS1UT1vRbTUjZ9/su16ZuvlK77tJ37UJ8ggauzSMcO+O+7g5QAAAAAAIE/kegq9/fjyqVOmTJnyxarT93NCvxfv9v0eLWEQzXr0sz6Pv78+OpPpAkrxHpOn9iplFPXS7893HjzveEr+lgkAAAAAKKy4Bv4fPh3fePvhYgbR7NFr3mhXoVzDbgNffOPDr9acveNrCUPJ3l/NGV3bS9EsJ+cOqFuny+gpC/bG3df3uAcAAAAAPAAI8DcZyw+Zu2hcs2JGRURLidz12/efvjd+wtyDGcbilaJtJ6/7/e1W/gbRko+v/OzVMTP2syo9AAAAACBvEeBvUfxbv7d+359Tnm0R4mV0eDO5f/cs2uLNlRvnjGpV2u2u+wEAAAAA4CSmgi7gPuMS3HbMzLYvfnn55KGDx87GJBWvZc5kT89q/T/f2Gv8vjXLVqzdvufAsTNRCUXd8rVWAAAAAEAhQoB3RHELqFi/TcX699zRtUSdLsPqdBmWDzUBAAAAAAo1ptADAAAAAKADBHgAAAAAAHSAKfS5lhYffTVF1UQU92IluQweAAAAAJAnCPC5lf7nqLDHfkzURNx6LUpY+Lir0x754sWL27Zty8GB8fHxIqKqqtNKAQAAAAAUNAL8/WvkyJHLli3L8eFRUVFOLAYAAAAAULAI8Pev5557zsPDw2azZffAtWvXxsfHBwQE5EVVAAAAAIACkY0Af23piJo7PJU7fqolXrRkvlW05JirWq4qvN+5tJy4fscouyZiKFbRxZmP3K5du3bt2uXgwHr16sXHx7u5cT0+AAAAADw4sh7gNfu1CxHXcrb1QaYUCa3fMLSgqwAAAAAAPOC4jRwAAAAAADqQhRF4105fRZydnMt58IpngPOWZwcAAAAAoLDJyhR6D/8yZf3zvJL7lC3pSuzluPjrKelW1eDq6e3t7esfGODF4n8AAAAAgHxFEHUgNWrHbwt+WbFmy859h05fSrb9d/aBorj4lAqtXKNB647dH320Q8NgjwxL9wEAAAAA4GQE+P9Q43ZOH//ixO93xFgyvWZA0yzXIo/ujDy6848fJr0UUO/JCVMnPdc80JifdQIAAAAAChsC/C2WU/MHd3x23on0m9ldMXoULRlcJjiomLeHu7urUbWkpaYkXo2NunA+6nKSVRPRrJd3z3mxzYaN036fP6yae4GWDwAAAAB4kBHgb0oNf6fnjfSuuJZs3GfokH7d2zWpEeztcGRdTY09tmvTqsVzps9ZFXHden7Z8z1erRD+eVtfZtMDAAAAAPIEt5G7QT0/e/zUA+maYizV7dNth7fNeWvgw7UzSe8iYnAPrNqy95jPV+7fv3RUHU9Fs5z4bsK3x+35WjMAAAAAoBAhwIuIiHrh1wVbUzUxBg+aOff5en5ZHkh3Dek2dcG7zd0VLX3v0t/OkOABAAAAAHmDAC8iIrYjfx+2amIo3qlXa59sHmsM7dmroVnEfuIIQ/AAAAAAgDxCgBcRES093aKJKF7eXtm/it3g4+djENEs6ZkvXQ8AAAAAQK4Q4EVExFi6bGmjiBq5Z2+0mt2DU/fvOmQVMQQGBfJyAgAAAADyBolTRERMNbt0LGsULXXTpLGLLmRnIryWGD553JyzdjEUa/ZQTXOeVQgAAAAAKNwI8De4NBo2qoWPIvbzPw9o8sirc8Oj0+95jD3h2Mop/Zu2n/jXdU1xqTbkf+0986FSAAAAAEChxH3g/2GsNPKbyWtbj1wZbYlaN3lA409HV2jYvHmjOlXKly0d5O/r6ebmYtKsaWmpSXExkRfOHN+/a/vWHYdiUlRNRAx+zd6cOa6Ba0E/CQAAAADAA4sA/y9z2NCF69xG9X1h9oEEVbNePbFt+Ylty+95mMG7at9Jc78cXpfhdwAAAABA3mEK/e3cqwyYsTvirzlv9m8Z6mu6+3r0ismnXLO+42dtObZv3oi6vtlfvB4AAAAAgKxjBP5OpuINn5o496mJ1oQzB3bvPRhx6lxUbFx8UqrFJmZ3Ty8vL9+AMhXCwipXr1U9xI9F6wAAAAAA+YMAnxmzX7l67crVa1fQdQAAAAAAIEyhBwAAAABAFwjwAAAAAADoAAEeAAAAAAAdIMADAAAAAKADBHgAAAAAAHSAAA8AAAAAgA4Q4AEAAAAA0AECPAAAAAAAOkCABwAAAABABwjwAAAAAADoAAEeAAAAAAAdIMADAAAAAKADBHgAAAAAAHSAAA8AAAAAgA4Q4AEAAAAA0AECPAAAAAAAOkCABwAAAABABwjwAAAAAADoAAEeAAAAAAAdIMADAAAAAKADBHgAAAAAAHSAAA8AAAAAgA4Q4AEAAAAA0AECPAAAAAAAOkCABwAAAABABwjwAAAAAADoAAEeAAAAAAAdIMADAAAAAKADBHgAAAAAAHSAAA8AAAAAgA4Q4AEAAAAA0AECPAAAAAAAOkCABwAAAABABwjwAAAAAADoAAEeAAAAAAAdIMADAAAAAKADBHgAAAAAAHSAAA8AAAAAgA4Q4AEAAAAA0AECPAAAAAAAOkCABwAAAABABwjwAAAAAADogKmgC7jf2ZKuxF6Oi7+ekm5VDa6e3t7evv6BAV68bgAAAACAfEUQdSA1asdvC35ZsWbLzn2HTl9Ktmn/2aooLj6lQivXaNC6Y/dHH+3QMNhDKaA6AQAAAACFBwH+P9S4ndPHvzjx+x0xFi2zfTTNci3y6M7Iozv/+GHSSwH1npwwddJzzQON+VknAAAAAKCwIcDfYjk1f3DHZ+edSL+Z3RWjR9GSwWWCg4p5e7i7uxpVS1pqSuLV2KgL56MuJ1k1Ec16efecF9ts2Djt9/nDqrkXaPkAAAAAgAcZAf6m1PB3et5I74prycZ9hg7p171dkxrB3g5H1tXU2GO7Nq1aPGf6nFUR163nlz3f49UK4Z+39WU2PQAAAAAgT7AK/Q3q+dnjpx5I1xRjqW6fbju8bc5bAx+unUl6FxGDe2DVlr3HfL5y//6lo+p4KprlxHcTvj1uz9eaAQAAAACFCAFeRETUC78u2JqqiTF40My5z9fzy/JAumtIt6kL3m3urmjpe5f+doYEDwAAAADIGwR4ERGxHfn7sFUTQ/FOvVr7ZPNYY2jPXg3NIvYTRxiCBwAAAADkEQK8iIho6ekWTUTx8vbK/lXsBh8/H4OIZknPfOl6AAAAAAByhQAvIiLG0mVLG0XUyD17o9XsHpy6f9chq4ghMCiQlxMAAAAAkDdInCIiYqrZpWNZo2ipmyaNXXQhOxPhtcTwyePmnLWLoVizh2qa86xCAAAAAEDhRoC/waXRsFEtfBSxn/95QJNHXp0bHp1+z2PsCcdWTunftP3Ev65riku1If9r75kPlQIAAAAACiXuA/8PY6WR30xe23rkymhL1LrJAxp/OrpCw+bNG9WpUr5s6SB/X083NxeTZk1LS02Ki4m8cOb4/l3bt+44FJOiaiJi8Gv25sxxDVwL+kkAAAAAAB5YBPh/mcOGLlznNqrvC7MPJKia9eqJbctPbFt+z8MM3lX7Tpr75fC6DL8DAAAAAPIOU+hv515lwIzdEX/NebN/y1Bf093Xo1dMPuWa9R0/a8uxffNG1PXN/uL1AAAAAABkHSPwdzIVb/jUxLlPTbQmnDmwe+/BiFPnomLj4pNSLTYxu3t6eXn5BpSpEBZWuXqt6iF+LFoHAAAAAMgfBPjMmP3K1WtXrl67gq4DAAAAAABhCj0AAAAAALpAgAcAAAAAQAeYQp9rafHRV1NUTURxL1ayqFtBlwMAAAAAeCAR4HMr/c9RYY/9mKiJuPValLDwcefdDD4uLm7jxo2qqmb3wPj4eBHRNM1ppQAAAAAAChoB/v41dOjQJUuW5PjwixcvOrEYAAAAAEDBIsDfv5555hmj0ZiDA8PDw8+dO9esWTOnlwQAAAAAKCgE+NxyaTlx/Y5Rdk3EUKyiizMfuWvXrl27ds3BgWPGjJk6dWrZsmWdWQ0AAAAAoEAR4HNLKRJav2FoQVcBAAAAAHjAcRs5AAAAAAB0gAAPAAAAAIAOMIX+HmxJV2Ivx8VfT0m3qgZXT29vb1//wAAvXjcAAAAAQL4iiDqQGrXjtwW/rFizZee+Q6cvJdv+ez91RXHxKRVauUaD1h27P/poh4bBHkoB1QkAAAAAKDwI8P+hxu2cPv7Fid/viLFome2jaZZrkUd3Rh7d+ccPk14KqPfkhKmTnmsemJP7vQEAAAAAkEUE+Fssp+YP7vjsvBPpN7O7YvQoWjK4THBQMW8Pd3dXo2pJS01JvBobdeF81OUkqyaiWS/vnvNimw0bp/0+f1g19wItHwAAAADwICPA35Qa/k7PG+ldcS3ZuM/QIf26t2tSI9jb4ci6mhp7bNemVYvnTJ+zKuK69fyy53u8WiH887a+zKYHAAAAAOQJVqG/QT0/e/zUA+maYizV7dNth7fNeWvgw7UzSe8iYnAPrNqy95jPV+7fv3RUHU9Fs5z4bsK3x+35WjMAAAAAoBAhwIuIiHrh1wVbUzUxBg+aOff5en5ZHkh3Dek2dcG7zd0VLX3v0t/OkOABAAAAAHmDAC8iIrYjfx+2amIo3qlXa59sHmsM7dmroVnEfuIIQ/AAAAAAgDxCgBcRES093aKJKF7eXtm/it3g4+djENEs6ZkvXQ8AAAAAQK4Q4EVExFi6bGmjiBq5Z2+0mt2DU/fvOmQVMQQGBfJyAgAAAADyBolTRERMNbt0LGsULXXTpLGLLmRnIryWGD553JyzdjEUa/ZQTXOeVQgAAAAAKNwI8De4NBo2qoWPIvbzPw9o8sirc8Oj0+95jD3h2Mop/Zu2n/jXdU1xqTbkf+0986FSAAAAAEChxH3g/2GsNPKbyWtbj1wZbYlaN3lA409HV2jYvHmjOlXKly0d5O/r6ebmYtKsaWmpSXExkRfOHN+/a/vWHYdiUlRNRAx+zd6cOa6BhxU1fwAAIABJREFUa0E/CQAAAADAA4sA/y9z2NCF69xG9X1h9oEEVbNePbFt+Ylty+95mMG7at9Jc78cXpfhdwAAAABA3mEK/e3cqwyYsTvirzlv9m8Z6mu6+3r0ismnXLO+42dtObZv3oi6vtlfvB4AAAAAgKxjBP5OpuINn5o496mJ1oQzB3bvPRhx6lxUbFx8UqrFJmZ3Ty8vL9+AMhXCwipXr1U9xI9F6wAAAAAA+YMAnxmzX7l67crVa1fQdeTY+++//8UXX+TzSePj4xMSEoxGo6IwJwGFjqqqqqrS/lE40f5RmNH+UZipqqppWmBgoLu7ez6f+tKlS/l8xvsBAf4BFBISIiJxcXFxcXEFUoDNZiuQ8wL3A9o/CjPaPwoz2j8Ks+jo6AI5r6IoN7JP4aFomlbQNcD5zp07Z7dn5372TjJhwoSff/75pZde6tq1a/6fHShYU6ZMWbFiBe0fhRPtH4UZ7R+F2Y32//777z/xxBP5f3Z3d/egoKD8P28BYgT+wVS2bNkCOa+Pj4+IVKpUqVWrVgVSAFCA5s+fL7R/FFa0fxRmtH8UZjfav7+/f/ny5Qu6lkKBVegBAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEOABAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6AABHgAAAAAAHSDAAwAAAACgAwR4AAAAAAB0gAAPAAAAAIAOEODhTD4+PiLi6+tb0IUABYD2j8KM9o/CjPaPwoz2n88UTdMKugY8OBITEzdv3tyhQwej0VjQtQD5jfaPwoz2j8KM9o/CjPafzwjwAAAAAADoAFPoAQAAAADQAQI8AAAAAAA6QIAHAAAAAEAHCPAAAAAAAOgAAR4AAAAAAB0gwAMAAAAAoAMEeAAAAAAAdIAADwAAAACADhDgAQAAAADQAQI8AAAAAAA6QIAHAAAAAEAHCPAAAAAAAOgAAR4AAAAAAB0gwAMAAAAAoAMEeAAAAAAAdIAADwAAAACADhDgAQAAAADQAQI8AAAAAAA6QIAHAAAAAEAHCPAAAAAAAOgAAR4AAAAAAB0gwAMAAAAAoAMEeAAAAAAAdIAAjyyyJcacP3c+Nsle0IUABYD2DwAAgIJHgEfWpKx+oVa5kIpPfH9Rzc3DpJ5e/cXLvVtULRPg5e5dvGz1Vk+O/WbD+XRnVQnkjdy2f+u2l0JNyl2ZKry83erksoGcSz61bsZbgzs1rFKuhJ+Hq4dv8ZCabfqMnrri2PWcfgjQ/0M/nNj+6f+hM2rC4SUfjer1UI2QQD8PVzfvYiUrNez09Lhv151J1nL6mPT/TqYBWXBt+dOBBhGXh6adt+f0MVIOTu9b2UvJ0AYNvjUH/3TS4sxyAafKdftPmNvNPWPT/w9j6Evb+C3AfUGN+2vq45U8HTZZxVyq/cT1Mdn9RaD/h244u/3T/0NH7LHr32pTwuS4+btX6Pn57mtqdh+T/t/5THfvUgARkbQDX36w6FKuht7V8z8O6Djyl0ibJopHSItunRqWcbt+atuKFeEX068dmPlMJ5Pv9q86FrvHZxxQAHLf/m1nT561aiIG7zLVw4q7ONzHWLq0g483IN+lH/2qX7eXVl1WRRSDT+hDXTs0KO+TduHIvu2btp2It1uj1rzdvbu6es3bjb2z+Ij0/9APp7d/+n/oR/rhT/v0eHdjgiqiuJWo075Tqxpl/AwJZ3avWb72yFVb6slfRnex+fy15OmQLE/hpv/PGwX9DQLuc+mxexe+/nBp843frJyOQKqXFj8ZZBARxaXiU/NPpv27IWn/l91KGxURxVRp9KZE59UNOINz2r+W8ms/X0VE8ez583Vnlwg4lS3i4+YeiogoxqCH/2/zJdutTfa4HVO7BZsUEVFc67y1Nz1rj0j/D/1wfvun/4duqNE/dC9iEBHFreqz8yOSb9tkv7LtvdbFDCIixlKDVl7L8kPS/+cNAjwcUa9tnzbyya4ta5TyMt7+pVgOA4zt4Dt1zIqIYq768takO051ZfkzwUYRUTzafX0hx/PzAedxcvvX7CenNHUREVPlseFWp1cLOJFl+8sVjSIixgojVl/NOFMyaftrNVwUETEEDVmVkpVHpP+Hfji//dP/QzfsF75s46qIiKnmhN1pGTefmdbaQxERQ/GBK5IdHO8A/X9eYRE7OJT099IZ83/bfDAqyZ7jBSv+ZT+yZMkhqyaKW4uRo5p4/nejUqzji4Oqm0S01G2Llkflap4+4BxObf8itrMnz9hEFGO5iuWMTng8IK/YT27YcNYuIuaaT49sUyTjpEbPRqNGtHBVRNRLG9cdsGXhEen/oRvOb//0/9CP1PCteyyaiLlazz61XTNsNgQ/0rGmSUTUhIhj0Vnqrun/8wzXwMMhr7p9Xx3b8N8Pp9QDi778/VSWPqsyUs+u+fOIVUTM9bt2Lp3xOyNT1S6dK763/6gt7a8/1sePeJoLYVDQnNn+RbT4U6evqiLGwAqhvrRu3M9sJyNO2UTEENi0WZjDtGEoXr16CcO6s3Y1Jirafs+/Iuj/oSNOb//0/9AP9cqFyFRNRIzBIcGOmr/B29fbICKipaSkZmV0g/4/7xDg4Yji02jwu43+/a8WN3v/NzkOMJZjByNsImIsVb9BKUdzPkxVG9XzVo7Ga5Zjh07YpJg5Z+cBnMSp7V/EdubkGZuIGMtXKm/Uks7v2rR578mYJM2zWMnQui1a1Ay61wLFQH5JvZaoubq5iblc+eBMZuhpqTf+dFNc3Vzv3XLp/6EjTm//9P/QD0NAz2kb6idpijGgsq+jHaynjp22iYjiElLeYXd+J/r/vEOAR15To45FJKoiYiwbWtbx/DFzmXKljRJvUyOPHU/SGjuYtgboV9qZU1GqiOLuFrVweLMpc3bEWP796loxeFfsPOq9SeN6VfEqyBoBERHx678kof9d90jfs2ZTnCqimKvVrnbPPyHo/6Enzm7/Qv8PHfEoXatp6Uy3ph765p25Z+wihoAuTz7il4Wemv4/DxHgkdfUq1fiVRFRzCWC/B1/Y2cMLFncKGLT1KtXrmrCLzAeJPZzp85YNRG5turDl+/cqKmJx3/7vye2rN7584rJjwTS9HF/sxz9esJ3J2wiimfLvo86mBJ5B/p/PEiy2/7p/6FnWsKJHX+fu3b9aszZIztW/jhvzclkTXEPG/j1xz39s9Ja6f/zEIvYIa9pyUnJmogo7h7umbQ3xd3jxiQyLSUpxRmLhgH3D9vZE2dvTL9XTAFNhn++Yu/5qymWtOsxx7bMf/eJGr4GETVh99R+T3970l7ApQJ3k3Tou6e6vLbxmiaKe63R7w3IbJLxbej/8cDIQfun/4eeWcMnP9a2fcfufQa+MPHb1SeTFZ/ag77b+tf0HlmaP0//n6cI8MhrWlrqjbUuXFxcMtvn5iYtJZlfYDxY1OhTZ5I1EcW14oAfd236elTnOsFF3M2u3oFhzfu+/tP2jR+2KWIQUePWvPPOiniaP+5LqadXvvtonUbDFp62aIqpVNfPfn6joXsWjqP/x4Mgp+2f/h8PEjXxwM//N/7DXyJSsrY//X8eIsAjrymubm6KiIjVas1sH4vFcuMfd/klB3TJEDz0t+grV65cuXRgVu+yGVZo8ao9ZvpbzT0UETXm1zm/J/ABhvtM8vGlb3SpXqPrm8tOpmhi8Kk1+If1C4aEZa2rpv+HzuWq/dP/Q89c2n11PiUtJfFq9Mk9q2a93qOKl5Z8+s+Pnmje/fPDliwcT/+fhwjwyGuKp5enIiJaWmpaJh9OWuo/mxRPb08ugMGDxejuW7RYsWJFfdwyuQSsfN8BLd0UES15x5Y9mX7KAfku5cTSCR2q1er53srTKZooXhW7T1y+76/pfSu5ZfUR6P+hX7lv//T/0DWDycXV1d2rSInQuo8MfHfxjj/H1/dQRL2y7o3X5l28933b6f/zEAEeec1QLKCYQUQ0S2zMVce/wfbL0ZfsIiKGIsWK0CZRyChFa9QqYxQRNT46JrWgqwFERLSEPV/1rVu75//9eS5NU0z+9Z6Zuu7IwV/f7Fw+SzOHb6L/hy45qf1nAf0/9ELxaTL2zV4BBhEtccOyddfuOWGE/j8P8WIhrxlKhVXwVETEfuHMBceLtNgiz0WpImIMCquUlTtTAA8UxcPLQxERRRSF9o+CZ7vw64gWLZ/7OSJFU0yBzUbNDo8Inz26dbBrth+J/h/647z2nxX0/7g/aAmn9oTv3Lkz/GBkpte4e9RtWN0kIpr1wtmoew7B0//nIQI88pxL5RqVTSJiP7dn7yVHX8HZT+z++7oqorhUrhHGnQ3xINGSzu3bvm3btu07T2Ty/bOIqFdir6gioviVKJ6NuZlAXtCubRrbue/0Qyma4lKmywfrDmz6/Ok6RXP6xwL9P/TFme2f/h86Yjv2bd+mjRs3btrpw52ZXcyhGI2GGzHbaHJ8Y/f/oP/POwR45DlDSPv2lU0immXXqnVXMv4Gq2fXrj5qE1FcGnRsm6VbSwK6kbru9XYtmjdv1qzzBzsyWfTFdnTTlhi7iOLRsFndDKscAfkqedMbgz47lKYpLpUG/rR16Wsti2fhz7TM0f9DV5zb/un/oR+m0LBQk4jYY/fuOZfJ6Lo14vBxm4go5lLBJe4dIen/8w4BHnnPVO2xx6qYFdESV3/zfYTtjq2p4dNn7EzXRHFv3LNLGVokHihKsdYP13dRROyn5k5ecMHBZ6IWs/TD6YesIoYi7Xs9XJRPMBQkNfLHD2aftmmKufpLc7/oEZz7IRH6f+iHk9s//T90RCnasm1dV0XEtnvOzF2O1mPQLi37ZlGkXURxbdSupW8Wmiv9f57h5YLTaFcPr12+bNmyZct+23r6PxfQmGqNfLVLEYNoqTv+b+iH4bctfKHGrh43fNpRm4gxuP+4Z8rTIKFXmbR/Q0ifYZ2LGUTU2F//9/jYNdH/+QRLPb30pe5DF1y0i+JWa9SE3oH8/YaCpMWsXLwlWRPF3HTI8PrZWa6L/h/65/T2T/8PHTGGPjm4nY8imvXwJ08NnXM0+T9bLVGr33x8xMIYVcRYss/oJ4Nv67Dp//OfomncdhL3osXN7lzq2T/SxeWhaSfXPRfs+NfMuv3lKi0/PmUXcWk+NWLT6JDbd7OdmtWz+ZDlMaooXhU7DBzUvX4pl2sntiyc9dO2yDRNMVd4dvGW77qV4OML95/ctn/1ws/9mj+14LxNE8XgXa55p0caVwp0s149d3Dzn2v3x6Rrohj823+66bdRVbkNKgpU2opnSnefE6cqLkE1m4QVuWuHbAzp/9WMQZX+mWBM/w/9y4v2T/8PHbEcnvpIi5c3xqsiijmgetsOrWqG+Lur16OObPvzz/ALKZqI4ho2ZPGmb7rc/n0T/X/+Y8UA5A9T6MA5S6/2f+L1388lnfhj2tg/bm1SvKr2n7boC3578YAyBD/x/XpzqUEvTNscZUk8vXnB15tv26oYfGs889nP056uwl9vKGBqVMTxRFVENEv0/k3Rd9/ZVLVZUhYHAOj/oQd50v7p/6EjLtVGL16e9tSTE1ddSLdePrhq7sFVt29WzEGtX501560O2ZktQv+fJwjwyC+KX+OXl+9t/8v0r2cvXrv/9MU4i0fx0hXrd3xi8MjBnSp6FnR5QB5yDe05ZUP7wb/P/WHhsj//Ono++nKi4h1QqmL91p17PTu0d/0AumLcB+yXYy47vtdPbtH/4/6XV+2f/h/6oRRrPm7l4R5/zP5u3vL1Ow+evHg1VXP3LRYUWrtpmy59Bw9oH+qZ7bRN/58HmEIPAAAAAIAOsGYAAAAAAAA6QIAHAAAAAEAHCPAAAAAAAOgAAR4AAAAAAB0gwAMAAAAAoAMEeAAAAAAAdIAADwAAAACADhDgAQAAAADQAQI8AAAAAAA6QIAHAAAAAEAHCPAAAAAAAOgAAR4AAAAAAB0gwAMAAAAAoAMEeAAAAAAAdIAADwAAAACADhDgAQAAAADQAQI8AAAAAAA6QIAHAAAAAEAHCPAAAAAAAOgAAR4AAAAAAB0gwAMAAAAAoAMEeAAAAAAAdIAADwAAAACADhDgAQAAAADQAQI8AAAAAAA6QIAHAAAAAEAHCPAAAAAAAOgAAR4AAAAAAB0gwAMAAAAAoAMEeAAAAAAAdIAADwAAAACADhDgAQAAAADQAQI8AAAAAAA6QIAHAAAAAEAHCPAAAAAAAOgAAR4AAAAAAB0gwAMAAAAAoAMEeAAAAAAAdIAADwAAAACADhDgAQAAAADQAQI8AAAAAAA6QIAHAAAAAEAHCPAAAAAAAOgAAR4AAAAAAB0gwAMAAAAAoAMEeAAAAAAAdIAADwAAAACADhDgAQAAAADQAQI8AAAAAAA6QIAHAAAAAEAHCPAAAAAAAOgAAR4AAAAAAB0gwAMAAAAAoAMEeAAAgHxiWTU4wKgoilvXOfEFXQsAQH9MBV0AAAAovGyH5477cnuSZq7x9IcjG3sUdDkAANzXGIEHAAAFRr2w6ftvv/nmm+l/RKQXdC0AANzvCPAAAAAAAOgAAR4AAAAAAB0gwAMAkC2WxKsJyVbNaY9nS0tKSbc77/HuzpqSmJxmy5+zPaDncnYDyHdaSlTkVR3XDwCFGQEeAKBzlqjNM98Y+Ejd0JJFPNy8AspUbtxtxPs/7rpsy2R/2+VdP7434tEmVcoU93F38/IvVbHeI0+P+2rNmVQHO6vnpz3kqiiKe7e5CWr87q8HNytbrIh/EW9XF89ipau0fPL1+fuv/xOF0s7++clz3RtWCCri6eruE1ix8aMvfLUl+o4q/lmE3Fzt9b02NW7nl0NbVyru4+PpZjZ7FC1VsUGXYe/9tDfOnvmTzXHxosXv+mrIQxWL+/p6ubuYXL39Q2q3f/qtH/ddVTM9mTV2x9x3hndrXLlMgI+HV0BI9Ubteo2avORggoNDsn0u69YXy5sUxbXjzCuqiKSveKaooiiKS9MpJzOvKDfPy7J+ZGmjoihuj3wX6yi9WreMDjEpiuLa5svIW8c6uwHccc7ITd+82qdF1TIB3u4eRYJC6zz8zISZWy9a73ZINt4U+4nJjV0UxeDVd0m6iCRHLH2zV8NyxTx867+3527nAADcvzQAAHQr5ej3T1f3MSgZPt4Uk3+j0b+et92xf/qpBSPqFjFm3F9EcS/X/ZPwBPW/B9jPfd7KRUTcuny6ZEwtDwcn8qo1Zk2cNWr583V8M3wrrpjL9J539vYi0v8Y5G8QMVUdu/znZ0JdHRSimAJbjF8Ta8/4ZHNefNfvj68YWcVB9aK4hPSafcKS8WSpR+c8W9PPwSsriimg2UvLzlpyeS7LltHljBl3MjeZfMLBc3fC80pfN6KUQURcH54eozp4VMvmF8oaRcSl9RcXblWQRw1AXLvMPr7ujeYBGd9OxeBba9iC0w7ek2y/KbbjHzUyiyieT/ySmrj7o7YB/xRoKDFsdfo9XmQAwH2J28gBAPTKfmZOv7aDfr1o10TxLNusc+fmlf21K2cObv9z7f5Llis7P+vbSVmx5eM2fv8EHjX6l8Ft+s87Z9VEMfqGtuzcoVHFAFPiub/Xr1yzPzY99cyylx/uZt+0+uWarhnOZdn89jO/J6SaSzR8tHfn5jWDjTHhv3z3/YZzaVrS/s+e7rrP7++NRy1Faz/ap2urWqXUyL2r5s1deyZVs55f/MrEp7rO6uLz34dTL84bOeRiZLqmuAbWbt+pZdVAU+K5fev+2HwiwWaL3fLBYx0Nqze/28TztiNyUbz93JzBz246mmoMqPNo/16tq5cwXj3z94YFP646nqhazi5+fvhDrVaPLHdb+rSd+K5X6xErY+yaKO7BDTt2bFG9tJftyqldq1esj4i3Xd72Sa+2V37aPKtHyQyRNcvnMtV5ZeXeZyyWbW8//Nyv8ZpLy3fXft7VRxTPkmWyOj0w288rF5zcAEQ9NWNAn792XNHcguo/0ql55QDjtbN71v2x5eQ1u3pt//T+7e0eO6Z38b8tq+fiTRH1ysrRL49fH+9Xvcvj3VrWKh9cpzp/AQKAPhX0NwgAAOSI/cy3HYoYRETxqDnil9Opt7aoCbs/7hBoEBHFXOutv63//DTm596BBhERg3/riRuirbcdcO3Ad31DXRQRUTwaf3jotk03B2BFxODb9PVNV24bm724qF/pm2PIilu14csjbx2oXlo5ONQoImIoNWLdrdHOmwOwIiKKa6X+sw5dvzUabLv818ddS5sUEVFca0wIT7v1cLktXgx+Tcavi719LDhp74ctfQ0iori0mHrmtlFv69GPW3grImIo2vS1lefSbjvGHhc+rUeIWRERg3+PeRdv1Z7Dc902Iv39VS2Lcnau3I3A50kDcK/67I/Hkm6VYLu0fXLnUiZFRMQYPPj3hFubcvSm3ByBNwWWLG4u3vb/tsXda3IDAOA+R4AHAOhS2vaXK5lERPF+6LPj1ju32qNmdvZVRMRU480bCd529MOGroqIGEMG/x6XMcCl7XungbsiIsYyI9Yk33qgm/lN8W77xek7ZuRbw8dWNomIKObq48JT/7vRduyDBmYREbfu867/+9Nb+U3xav7R4YzzpFPC36jjpoiIoXi/JfH/1Jnb4sVQpOP0sxnCW+q6kcFGETGGjN5yq5Lrvw8ubRQRY/DTv15ykHSTd71e21URUcy13t7/7yufs3PlNsBn51y5DPDObwA+bRy0XC1554TaboqIKF6PTI+8WUjO3pR/AryIGAJ6/hjt6FkDAPSFRewAAHpk2fHTwlM2EUOJ3q8OqphhOrAh6LGBvWtWqVy5oulatFVE7KeWL92Xroni1uT5sY8UzXgVsWut517tXtQgYo/67dedljs3K26tnnoi5I5rto1lQ8saRURMtfs9Xdftzo0Vy5sVEdHsNgcLmRmCnhg/sqo5w8/dG7z05uMBBhH18srFG1JEnFC8GIJ6je5XNsNnvkvFKjcGiW+vMGXDT0sv2kVxqf/c+C4BDi639qg3alRbd0U069E/15zLsHRads6VW/l4Lqc3AGOZAa8PzdhyxaPhK2/29DeIaMlblq+Nv7FAXm7fFGPJnsMfK+Fo9QQAgL4Q4AEAOmQ//deOaLuI4tWyQwtPBzsoRXpO//vI0aNH9n7awV1EknbvOGQTEVP1Th1CHH74KX5tOzVzU0Tssbt3nb1zIXjFr3Qp7wwByGS6Mf7qUr5i2QwLsikmk4NF2m5u9G3TpZWjwkV82z/W1kcR0ZJ27zhsE2cU71q/ZSMPB0eZTBnWULMd3LojQRUxhrRqVd5x/UrROnXLGUXEdvLoiTujaXbOlVv5ei4nNwCDf/suTd0cbvJt36OdtyKipf2964BNxAlvikudpvUcnwwAoC8EeACADtkvnLlgFxFjSOWKWQkm6uWLMVZNRHGtWNnR2uciIop3pbBSBhFRY6JiMg4sK3f5yDSazdkMjKYK1cIyrjZ3g1uVGhVMImK/eCHK5oziFZ/A4u5ZLMwWdSFaFRHb8Y8amxXHzHXfO2wTETXxSlx6Ls6VW/l5Lqc3gIrVKmWcf3GDe5UaFU0iosXFXLKKOOFN8S1ZwpPxdwB4EBDgAQA6pF5PuK6JiMHbxzsrH2VqUmKSKiKKp5dnpvsr3r7eBhFRr19LvNetyHNL8fL2yixRGXz9fA0iolmvJSRrzijeZMx8KPi/tORr162O7pLueO/0tPQ7d876uXIvP8/lZFlqAGpqaprmhDdFcfdwdK89AID+cBMRAIAOGdw93RVJ0bS01LSsJBvFy9tTEREtJSk502yuJSelaCJi8PTyyOsvuLXkpOTMCleTbxSpGD083ZX8LV7x8PYyKiKaucG4ldP7FL977DN4B/s9OMFQVbMcknPvRgNwdDn7bd/YuPj5eSoikus35cF5kwCgsCPAAwB0yBAYFGiQONV+7tRZq1R1NA5ruXzy2MVkTXEJCK1c0tM/KNCsiFVLOxlx1i6VHQ7cJp88HmkXEUPxoMC8DvD2U0eOWyTM4QRwS8ThE3YRMfgHBZpFxJifxZtKlAw0yBm7lmYuXr1WrUL0d4It/uq1vJ54cdvZThw5bpUQh5dRpEccPmkXEWPpkOAba+QV2jcFAHAHptADAHTIVKVxfV+DiBq/afWuO6/4FRGR1A3jW9SpXbt2/WfmRqoi3vUaVzOJiO3QqtUXHMe0axt+35qiiRj8GzQMzeup2WrC+pVbUhxuStywdHW8KqK4129SyyySv8Wbazap76mI2E9s2hzl+Fxa3MZPX3x+1KjnX51zwJqLUxUUu/3OVf5ERKwHd+zOdFKE86mX16zcmeZw0/X1S9bEqyIGv4ZNqppECsWbAgDIGgI8AECP3Fv26BRgELGfnTd5fsZQq11Z8f3yS6qIMahhoxCjiLFi1+41XBTR0rZ9/tG6hIxBzXLwq0lLLqsixpJdHm2S2fpyzmOPmv/+t8cyRq20fZ9N/DlGFVF82z3W1ldE8rl477Y9OxQ1iJa29eM3l8U6SLSpuz55/tXPpn3x5cx9KUV1dA26YjAaFBGxnTl+OsPrrl1e/vncDKu35yX7uR/em30q41cJqXs+eXtBjCpiDHrsiYf+maLxwL4pAIBsIsADAPRI8e304ohaboqocStHP/7aH5G33/w8+fB3Q8csuqyKYg7rN6Cpq4iIseqzY7r4G0SznZ7+VJ9J2y7fFp20pCOzn+05cWeKJopH/f89384rH56BlrhlfI9h8yOSb/1Ivbpr2pOPvbMrRRPFXHHgmB43r3bOz+KVYt3HDK3qooj93LyB3V5ceir1to3qtf1f93v8o0NWTQxBvUb1LeW8vyPS0zOsh+dchlJlShpExH72h/emH7198Fu7tuvj/v/76WL+TaAXEVET1r7c47nFt7++9is7p/Z59P29qZozgNjCAAAFMUlEQVQong1GvfDve1lQbwoA4H7DZVQAAH0y13lt5ltrWk/Ydu16+Mddqi5t1a1Lsyol3NOjD2349ddt51M1UVzDhk59pb7Ljf2VoL6fT1sR3n9BpC129fiHKs9t171jowrFDInn/1677Pc90emaiKFIq/dmjKmeDx+OxuLBQdcjj87uX2f15x27tKxa3HT93J61KzYcvWrVRBT36i9Mf7v5rVuc52vxbo1enzVhfdu3dyZeC/+sZ41F9Tt0eahmGR/bldN/r1v256GrNk0Uc/kBX07q6owV7P65lbrlr28mfOr+cEmjZ+XOnWv55sGqa8by3Xs3ejt8a4oat/qFZg03DOjdqma5otqlIxsXzVm446JFPLw805IzXybQqRSDQdHUlAPf9K65sknnLs3D/A3Xzuxes3JjRLxNEzEUbfXO9Ber3fZe5u+bAgC4XxHgAQB65VbntRWrjP37vPn7+bTEUxt+/GzDbRsNPrUGfbv4k4eL3IozhlJ9vt9g93585MwD12xXj6yafWTVbQcoHqGPfbBg9qjqLvlRu6nm2CUjjgwb9PXfUTuXfLtzyW11mPwbv/jDLx+08vlPEMvX4j0avPHHKtf+fd/+43xa6sVdS6fvWnrbuYzFGoz49udPHg10RlI0V2/SwGf6bwla0r5ZYwbMEnOTyUc65UmAF2OlkdM/2fzwqOWRVjX+4JLPDt7+qpvL9Z8+Jn348wuT8uDMGZnqvzqj57GJE5edTrmwfdHX22/bpLiFdH5vwbwXa9zxXubjmwIAuG8xywoAoF+KX+NXVhw58NunY/q0qlamuI+bi7tv8fJ1H35q/IyNh3dMf6LCnXnWtcKT03dHbP9+4tBujcJK+3u5ungUCSpf5+EBY79ec+TQL8/X88mv/KMYgx/74q/9qz8f3bNppZJFPVzdfAPL1+kw6O0fth/Z8lHHIAfXMedn8UqRpq+tPHLw92mv9Gtbq1wJP3ezi2eRUlWadh/2/vydR7ZN61nO7KQTlej/7aJ3ezcs6+dqMrl6B5QJ9s+7BQjcqgz7Zd/27yf0b1MjuIiH2XDj9VJcSrcbt2T9dz1L5ePF48ZiTV9eeujwmq9f69+mZrlAXzdXz2Klwpr0eP7jZfsOLn+poaOvMPLtTQEA3LcUTcvHm54CAFC4WVYNLtV55hXVtf03Z/8cVoLh0gKkWRIiT5yI1kpWrVLKi4XfAAB6wBR6AABQGCkufsHVGgQXdBkAAGQdU+gBAAAAANABAjwAAAAAADpAgAcAAAAAQAcI8AAAAAAA6ACr0AMAkH+0+ON/HYy2aoailRrXCOKuXwAAIBsI8AAAAAAA6ABT6AEAAAAA0AECPAAAAAAAOkCABwAAAABABwjwAAAAAADoAAEeAAAAAAAdIMADAAAAAKADBHgAAAAAAHSAAA8AAAAAgA4Q4AEAAAAA0AECPAAAAAAAOkCABwAAAABABwjwAAAAAADoAAEeAAAAAAAdIMADAAAAAKADBHgAAAAAAHSAAA8AAAAAgA4Q4AEAAAAA0AECPAAAAAAAOkCABwAAAABABwjwAAAAAADoAAEeAAAAAAAdIMADAAAAAKADBHgAAAAAAP6//TogAQAAABD0/3U7An3hgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAgMADAADAQA/HLgxJA6RPAAAAAElFTkSuQmCC)
print(PCA.results$corr_matrix)
## q1 q2 q3
## q1 1.00000000 0.1639973 0.06726728
## q2 0.16399730 1.0000000 -0.28771371
## q3 0.06726728 -0.2877137 1.00000000
print(PCA.results$corplot)
![](data:image/png;base64,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)
print(PCA.results$nfactors)
## [1] 2
print(PCA.results$communalities)
## $communality
## q1 q2 q3
## 0.8890525 0.7115495 0.7622915
print(PCA.results$eigenvalues)
## Eigenvalue Percent of Variance Cumulative Percent
## 1 1.306 43.5% 43.5%
## 2 1.057 35.2% 78.7%
## 3 0.637 21.2% 99.9%
print(PCA.results$loadings)
##
## Loadings:
## PC1 PC2
## q1 0.289 0.897
## q2 0.836 0.113
## q3 -0.723 0.489
##
## PC1 PC2
## SS loadings 1.306 1.057
## Proportion Var 0.435 0.352
## Cumulative Var 0.435 0.788
print(PCA.results$predicted.values)
## PC1 PC2
## 1 0.5648414 -1.9248768
## 2 -0.3707910 1.4958717
## 3 0.8823299 0.4341975
## 4 -0.5468449 -0.3215270
## 5 1.5262000 0.5412219
## 6 1.1305797 0.2418257
## 7 -1.4389649 -0.2361796
## 8 -0.1858440 -1.2978538
## 9 -1.2975303 0.3054960
## 10 -0.2639758 0.7618243
PCA.results$htmlTable
Variables
|
Original Item
|
q1
|
item1
|
q2
|
item2
|
q3
|
item3
|
Correlation Matrix
|
q1
|
q2
|
q3
|
q1
|
1
|
0.164
|
0.067
|
q2
|
0.164
|
1
|
-0.288
|
q3
|
0.067
|
-0.288
|
1
|
Number of factors extracted
Total Variance Explained
|
Eigenvalue
|
Percent of Variance
|
Cumulative Percent
|
1
|
1.306
|
43.5%
|
43.5%
|
2
|
1.057
|
35.2%
|
78.7%
|
3
|
0.637
|
21.2%
|
99.9%
|
Communalities
|
communality
|
q1
|
0.889
|
q2
|
0.712
|
q3
|
0.762
|
Component Matrix
|
PC1
|
PC2
|
q1
|
0.289
|
0.897
|
q2
|
0.836
|
0.113
|
q3
|
-0.723
|
0.489
|
############################
# 2η Εφαρμογή PCA.analysis #
############################
PCA.results = my_PCA_analysis(PCA.data, rotate = 'varimax')
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)
PCA.results$htmlTable
Variables
|
Original Item
|
q1
|
item1
|
q2
|
item2
|
q3
|
item3
|
Correlation Matrix
|
q1
|
q2
|
q3
|
q1
|
1
|
0.164
|
0.067
|
q2
|
0.164
|
1
|
-0.288
|
q3
|
0.067
|
-0.288
|
1
|
Number of factors extracted
Total Variance Explained
|
Eigenvalue
|
Percent of Variance
|
Cumulative Percent
|
1
|
1.306
|
43.5%
|
43.5%
|
2
|
1.057
|
35.2%
|
78.7%
|
3
|
0.637
|
21.2%
|
99.9%
|
Communalities
|
communality
|
q1
|
0.889
|
q2
|
0.712
|
q3
|
0.762
|
Component Matrix
|
PC1
|
PC2
|
q1
|
0.289
|
0.897
|
q2
|
0.836
|
0.113
|
q3
|
-0.723
|
0.489
|
Rotated Component Matrix
|
RC1
|
RC2
|
q1
|
0.001
|
0.943
|
q2
|
-0.761
|
0.364
|
q3
|
0.839
|
0.243
|
Component Transformation Matrix
|
RC1
|
RC2
|
1
|
0.952
|
0.308
|
2
|
-0.308
|
0.952
|
############################
# 3η Εφαρμογή PCA.analysis #
############################
PCA.results = my_PCA_analysis(PCA.data, rotate = 'varimax', sort.loadings = TRUE)
PCA.results$htmlTable
Variables
|
Original Item
|
q1
|
item1
|
q2
|
item2
|
q3
|
item3
|
Correlation Matrix
|
q1
|
q2
|
q3
|
q1
|
1
|
0.164
|
0.067
|
q2
|
0.164
|
1
|
-0.288
|
q3
|
0.067
|
-0.288
|
1
|
Number of factors extracted
Total Variance Explained
|
Eigenvalue
|
Percent of Variance
|
Cumulative Percent
|
1
|
1.306
|
43.5%
|
43.5%
|
2
|
1.057
|
35.2%
|
78.7%
|
3
|
0.637
|
21.2%
|
99.9%
|
Communalities
|
communality
|
q1
|
0.889
|
q2
|
0.712
|
q3
|
0.762
|
Component Matrix
|
PC1
|
PC2
|
q1
|
0.289
|
0.897
|
q2
|
0.836
|
0.113
|
q3
|
-0.723
|
0.489
|
Rotated Component Matrix
|
RC1
|
RC2
|
q1
|
0.001
|
0.943
|
q2
|
-0.761
|
0.364
|
q3
|
0.839
|
0.243
|
Component Transformation Matrix
|
RC1
|
RC2
|
1
|
0.952
|
0.308
|
2
|
-0.308
|
0.952
|
############################
# 4η Εφαρμογή PCA.analysis #
############################
# Αν eigeinvalues.limit < 0, τότε βρίσκει το βέλτιστο πλήθος παραγόντων εφαρμόζοντας παράλληλη ανάλυση...
PCA.results = my_PCA_analysis(PCA.data, eigeinvalues.limit = -1)
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)
## Parallel analysis suggests that the number of factors = 0 and the number of components = 0
![](data:image/png;base64,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)
PCA.results$htmlTable
Variables
|
Original Item
|
q1
|
item1
|
q2
|
item2
|
q3
|
item3
|
Correlation Matrix
|
q1
|
q2
|
q3
|
q1
|
1
|
0.164
|
0.067
|
q2
|
0.164
|
1
|
-0.288
|
q3
|
0.067
|
-0.288
|
1
|
Number of factors extracted
Total Variance Explained
|
Eigenvalue
|
Percent of Variance
|
Cumulative Percent
|
1
|
1.306
|
43.5%
|
43.5%
|
2
|
1.057
|
35.2%
|
78.7%
|
3
|
0.637
|
21.2%
|
99.9%
|
Communalities
|
communality
|
q1
|
1
|
q2
|
1
|
q3
|
1
|
Component Matrix
|
PC1
|
PC2
|
PC3
|
q1
|
0.289
|
0.897
|
-0.333
|
q2
|
0.836
|
0.113
|
0.537
|
q3
|
-0.723
|
0.489
|
0.488
|
Ανάλυση κλίμακας
Likert
Ομαδοποίηση
αποκρίσεων με δενδρόγραμμα (συνάρτηση my_dendrogram)
Η απόσταση δύο μεταβλητών μπορεί να υπολογιστεί με πολλούς τρόπους. Η
παρακάτω συνάρτηση υλοποιεί τον υπολογισμό των αποστάσεων με την
ευκλείδεια απόσταση και με την απόσταση Hamming η οποία είναι κατάλληλη
για μεταβλητές με τιμές 0 και 1 και ορίζεται ως το πλήθος των τιμών που
δεν είναι ίσες μεταξύ των δύο διανυσμάτων. Η παρακάτω συνάρτηση
υπολογίζει τον πίνακα των αποστάσεων για ένα dataframe και δημιουργεί το
δενδρόγραμμα των μεταβλητών, επιστρέφοντας και τον αντίστοιχο πίνακα
αποστάσεων.
Παράδειγμα 1
Item1 = c(0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1)
Item2 = c(0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1)
Item3 = c(1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1)
my.data.frame = data.frame(Item1, Item2, Item3)
my.d = my_dendrogram(my.data.frame, plot.labels = c("Item 1", "Item 2", "Item 3"), type = 'hamming')
![](data:image/png;base64,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)
my.d$distMat
Variables
|
Original Item
|
q1
|
Item1
|
q2
|
Item2
|
q3
|
Item3
|
Hamming distance
|
Cols
|
|
Item 1
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Item 2
|
Item 3
|
Rows
|
Item 1
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0
|
4
|
6
|
Item 2
|
4
|
0
|
6
|
Item 3
|
6
|
6
|
0
|
Παράδειγμα 2
Item1 = c(0, 5, 4, 3, 1, 2, 2, 1, 1, 0, 0, 1)
Item2 = c(5, 4, 4, 1, 1, 1, 1, 5, 5, 4, 3, 3)
Item3 = c(1, 2, 3, 3, 2, 1, 1, 0, 0, 0, 0, 1)
Item4 = c(1, 2, 3, 3, 2, 1, 1, 0, 0, 0, 0, 1)
my.data.frame = data.frame(Item1, Item2, Item3, Item4)
my.d = my_dendrogram(my.data.frame, plot.labels = c("Item 1", "Item 2", "Item 3", "Item 4"), type = 'euclidean', groups = 2)
![](data:image/png;base64,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)
my.d$distMat
Variables
|
Original Item
|
q1
|
Item1
|
q2
|
Item2
|
q3
|
Item3
|
q4
|
Item4
|
Euclidean distance
|
Cols
|
|
Item 1
|
Item 2
|
Item 3
|
Item 4
|
Rows
|
Item 1
|
0
|
9.6
|
4
|
4
|
Item 2
|
9.6
|
0
|
10.2
|
10.2
|
Item 3
|
4
|
10.2
|
0
|
0
|
Item 4
|
4
|
10.2
|
0
|
0
|
Πίνακας συχνοτήτων ή
σχετικών συχνοτήτων των αποκρίσεων (συνάρτηση
my_likert_scale_description)
Παράδειγμα
Item1 = c(0, 5, 3, 2, 1, 5, 2, 1, 3, 3, 4, 4)
Item2 = c(0, 1, 0, 2, 0, 1, 1, 1, 2, 2, 2, 2)
Item3 = c(3, 5, 4, 4, 2, 2, 4, 5, 3, 3, 4, 3)
my.data.frame = data.frame(Item1, Item2, Item3)
my_likert_scale_description(data = my.data.frame, type = 'freq')
|
Item
|
Responses
|
0
|
1
|
2
|
3
|
4
|
5
|
M (SD)
|
1
|
Item1
|
12
|
1
|
2
|
2
|
3
|
2
|
2
|
2.8 (1.6)
|
2
|
Item2
|
12
|
3
|
4
|
5
|
0
|
0
|
0
|
1.2 (0.83)
|
3
|
Item3
|
12
|
0
|
0
|
2
|
4
|
4
|
2
|
3.5 (1.0)
|
my_likert_scale_description(data = my.data.frame, type = 'percent')
|
Item
|
Responses
|
0
|
1
|
2
|
3
|
4
|
5
|
M (SD)
|
1
|
Item1
|
12
|
8.3%
|
16.7%
|
16.7%
|
25%
|
16.7%
|
16.7%
|
2.8 (1.6)
|
2
|
Item2
|
12
|
25%
|
33.3%
|
41.7%
|
0%
|
0%
|
0%
|
1.2 (0.83)
|
3
|
Item3
|
12
|
0%
|
0%
|
16.7%
|
33.3%
|
33.3%
|
16.7%
|
3.5 (1.0)
|
my_likert_scale_description(data = my.data.frame, type = 'both')
|
Item
|
Responses
|
0
|
1
|
2
|
3
|
4
|
5
|
M (SD)
|
1
|
Item1
|
12
|
1 (8.3%)
|
2 (16.7%)
|
2 (16.7%)
|
3 (25%)
|
2 (16.7%)
|
2 (16.7%)
|
2.8 (1.6)
|
2
|
Item2
|
12
|
3 (25%)
|
4 (33.3%)
|
5 (41.7%)
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
1.2 (0.83)
|
3
|
Item3
|
12
|
0 (0%)
|
0 (0%)
|
2 (16.7%)
|
4 (33.3%)
|
4 (33.3%)
|
2 (16.7%)
|
3.5 (1.0)
|
Υπολογισμός
ομοιότητας αποκρίσεων μεταξύ των items (συνάρτηση
response_similarity_among_items)
Παράδειγμα
Item1 = c(0, 5, 3, 2, 1, 5, 2, 1, 3, 3, 4, 4)
Item2 = c(0, 1, 0, 2, 0, 1, 1, 1, 2, 2, 2, 2)
Item3 = c(3, 5, 4, 4, 2, 2, 4, 5, 3, 3, 4, 3)
Item4 = c(1, 1, 2, 3, 3, 2, 1, 1, 2, 2, 2, 2)
my.data.frame = data.frame(Item1, Item2, Item3, Item4)
similarity.report = response_similarity_among_items(c("Item1", "Item2", "Item3", "Item4"), my.data.frame, acceptable.difference = 0)
htmlTable::htmlTable(similarity.report$items.mean)
|
Item
|
Mean
|
1
|
Item1
|
2.75
|
2
|
Item2
|
1.17
|
3
|
Item3
|
3.5
|
4
|
Item4
|
1.83
|
htmlTable::htmlTable(similarity.report$agreement.df)
|
Item1
|
Item2
|
Item3
|
Item4
|
Item1
|
100
|
25
|
33.3
|
8.3
|
Item2
|
25
|
100
|
0
|
58.3
|
Item3
|
33.3
|
0
|
100
|
8.3
|
Item4
|
8.3
|
58.3
|
8.3
|
100
|
htmlTable::htmlTable(similarity.report$agreement.descending)
|
Item1
|
Item2
|
Agreement
|
8
|
Item4
|
Item2
|
58.3
|
3
|
Item3
|
Item1
|
33.3
|
2
|
Item2
|
Item1
|
25
|
4
|
Item4
|
Item1
|
8.3
|
12
|
Item4
|
Item3
|
8.3
|
htmlTable::htmlTable(similarity.report$difference.df)
|
Item1
|
Item2
|
Item3
|
Item4
|
Item1
|
0
|
1.58
|
-0.75
|
0.92
|
Item2
|
-1.58
|
0
|
-2.33
|
-0.67
|
Item3
|
0.75
|
2.33
|
0
|
1.67
|
Item4
|
-0.92
|
0.67
|
-1.67
|
0
|
htmlTable::htmlTable(similarity.report$difference.descending)
|
Item1
|
Item2
|
Difference
|
7
|
Item3
|
Item2
|
2.33
|
3
|
Item3
|
Item1
|
0.75
|
8
|
Item4
|
Item2
|
0.67
|
1
|
Item1
|
Item1
|
0
|
6
|
Item2
|
Item2
|
0
|
11
|
Item3
|
Item3
|
0
|
16
|
Item4
|
Item4
|
0
|
4
|
Item4
|
Item1
|
-0.92
|
2
|
Item2
|
Item1
|
-1.58
|
12
|
Item4
|
Item3
|
-1.67
|
htmlTable::htmlTable(similarity.report$difference.significances)
|
Item1
|
Item2
|
Item3
|
Item4
|
Item1
|
|
0.003
|
0.191
|
0.094
|
Item2
|
0.003
|
|
0
|
0.039
|
Item3
|
0.191
|
0
|
|
0.003
|
Item4
|
0.094
|
0.039
|
0.003
|
|
htmlTable::htmlTable(similarity.report$spearman.corr.r)
|
Item1
|
Item2
|
Item3
|
Item4
|
Item1
|
1
|
0.408
|
0.015
|
0.066
|
Item2
|
0.408
|
1
|
0.066
|
0.272
|
Item3
|
0.015
|
0.066
|
1
|
-0.493
|
Item4
|
0.066
|
0.272
|
-0.493
|
1
|
htmlTable::htmlTable(similarity.report$spearman.corr.n)
|
Item1
|
Item2
|
Item3
|
Item4
|
Item1
|
12
|
12
|
12
|
12
|
Item2
|
12
|
12
|
12
|
12
|
Item3
|
12
|
12
|
12
|
12
|
Item4
|
12
|
12
|
12
|
12
|
htmlTable::htmlTable(similarity.report$spearman.corr.sig)
|
Item1
|
Item2
|
Item3
|
Item4
|
Item1
|
|
0.188
|
0.964
|
0.839
|
Item2
|
0.188
|
|
0.839
|
0.392
|
Item3
|
0.964
|
0.839
|
|
0.104
|
Item4
|
0.839
|
0.392
|
0.104
|
|
htmlTable::htmlTable(similarity.report$spearman.corr.descenting)
|
Item1
|
Item2
|
Spearman
|
1
|
Item1
|
Item1
|
1
|
6
|
Item2
|
Item2
|
1
|
11
|
Item3
|
Item3
|
1
|
16
|
Item4
|
Item4
|
1
|
2
|
Item2
|
Item1
|
0.408
|
8
|
Item4
|
Item2
|
0.272
|
7
|
Item3
|
Item2
|
0.066
|
4
|
Item4
|
Item1
|
0.066
|
3
|
Item3
|
Item1
|
0.015
|
12
|
Item4
|
Item3
|
-0.493
|
htmlTable::htmlTable(similarity.report$pearson.corr.r)
|
Item1
|
Item2
|
Item3
|
Item4
|
Item1
|
1
|
0.442
|
0.028
|
0.04
|
Item2
|
0.442
|
1
|
0.109
|
0.202
|
Item3
|
0.028
|
0.109
|
1
|
-0.507
|
Item4
|
0.04
|
0.202
|
-0.507
|
1
|
htmlTable::htmlTable(similarity.report$pearson.corr.n)
|
Item1
|
Item2
|
Item3
|
Item4
|
Item1
|
12
|
12
|
12
|
12
|
Item2
|
12
|
12
|
12
|
12
|
Item3
|
12
|
12
|
12
|
12
|
Item4
|
12
|
12
|
12
|
12
|
htmlTable::htmlTable(similarity.report$pearson.corr.sig)
|
Item1
|
Item2
|
Item3
|
Item4
|
Item1
|
|
0.151
|
0.93
|
0.903
|
Item2
|
0.151
|
|
0.736
|
0.528
|
Item3
|
0.93
|
0.736
|
|
0.093
|
Item4
|
0.903
|
0.528
|
0.093
|
|
htmlTable::htmlTable(similarity.report$pearson.corr.descenting)
|
Item1
|
Item2
|
Pearson
|
1
|
Item1
|
Item1
|
1
|
6
|
Item2
|
Item2
|
1
|
11
|
Item3
|
Item3
|
1
|
16
|
Item4
|
Item4
|
1
|
2
|
Item2
|
Item1
|
0.442
|
8
|
Item4
|
Item2
|
0.202
|
7
|
Item3
|
Item2
|
0.109
|
4
|
Item4
|
Item1
|
0.04
|
3
|
Item3
|
Item1
|
0.028
|
12
|
Item4
|
Item3
|
-0.507
|
Γλωσσική ομοιότητα
μεταξύ των ερωτήσεων (cosine και όλες οι μέθοδοι που υποστηρίζει η
βιβλιοθήκη stringdist) (συναρτήσεις
word_similarity_among_items_stringdist και
word_similarit_among_items)
# Υπολογίζει αποκλειστικά και μόνο το cos μεταξύ των προτάσεων...
word_similarity_among_items=function(sentences){
# https://stackoverflow.com/questions/57092479/finding-the-cosine-similarity-of-a-sentence-with-many-others-in-r
df.to.return.cos.between.sentences.manual <- data.frame(matrix(ncol = length(sentences), nrow = 0))
colnames(df.to.return.cos.between.sentences.manual) = paste("Item", 1:length(sentences), sep = "")
names(sentences) = paste("Item", 1:length(sentences), sep = "")
for(asentence in sentences){
sv = c(sentences, Check = asentence)
svs <- strsplit(tolower(sv), "\\s+")
termf <- table(stack(svs))
idf <- log(1/rowMeans(termf != 0))
tfidf <- termf*idf
dp <- t(tfidf[, length(sv)]) %*% tfidf[,-length(sv)]
cosim <- dp/(sqrt(colSums(tfidf[,-length(sv)]^2))*sqrt(sum(tfidf[,length(sv)]^2)))
df.to.return.cos.between.sentences.manual[nrow(df.to.return.cos.between.sentences.manual) + 1,] = round(cosim, 3)
}
rownames(df.to.return.cos.between.sentences.manual) = paste("Item", 1:length(sentences), sep = "")
return(df.to.return.cos.between.sentences.manual)
}
Παράδειγμα
GOHAI.items.en = c("How often did you limit the kinds or amounts of food you eat because of problems with your teeth or dentures?",
"How often do you have trouble biting or chewing any kinds of food, such as tough meat or apples?",
"How often were you able to swallow comfortably?",
"How often have your teeth or dentures prevented you from speaking the way you wanted?",
"How often were you able to eat anything without feeling discomfort?",
"How often did you limit contacts with people because of the condition of your teeth or dentures?",
"How often were you pleased or happy with the looks of your teeth and gums, or dentures?",
"How often did you use medication to relieve pain or discomfort from around your mouth?",
"How often were you worried or concerned about the problems of your teeth, gums or dentures?",
"How often did you feel nervous or self-conscious because of problems with your teeth, gums, or dentures?",
"How often did you feel uncomfortable eating in front of people because of problems with your teeth or dentures?",
"How often were your teeth or gums sensitive to hot, cold, or sweets?")
word_similarity_among_items_stringdist(GOHAI.items.en)
## Item1 Item2 Item3 Item4 Item5 Item6 Item7 Item8 Item9 Item10 Item11
## Item1 0.000 0.033 0.127 0.061 0.051 0.024 0.031 0.033 0.048 0.040 0.029
## Item2 0.033 0.000 0.132 0.088 0.064 0.054 0.047 0.060 0.090 0.070 0.058
## Item3 0.127 0.132 0.000 0.166 0.108 0.149 0.127 0.161 0.134 0.146 0.111
## Item4 0.061 0.088 0.166 0.000 0.065 0.069 0.028 0.110 0.048 0.080 0.048
## Item5 0.051 0.064 0.108 0.065 0.000 0.033 0.071 0.089 0.088 0.097 0.041
## Item6 0.024 0.054 0.149 0.069 0.033 0.000 0.055 0.055 0.068 0.063 0.032
## Item7 0.031 0.047 0.127 0.028 0.071 0.055 0.000 0.085 0.037 0.047 0.037
## Item8 0.033 0.060 0.161 0.110 0.089 0.055 0.085 0.000 0.073 0.077 0.064
## Item9 0.048 0.090 0.134 0.048 0.088 0.068 0.037 0.073 0.000 0.036 0.034
## Item10 0.040 0.070 0.146 0.080 0.097 0.063 0.047 0.077 0.036 0.000 0.037
## Item11 0.029 0.058 0.111 0.048 0.041 0.032 0.037 0.064 0.034 0.037 0.000
## Item12 0.052 0.092 0.149 0.068 0.073 0.056 0.043 0.111 0.045 0.045 0.061
## Item12
## Item1 0.052
## Item2 0.092
## Item3 0.149
## Item4 0.068
## Item5 0.073
## Item6 0.056
## Item7 0.043
## Item8 0.111
## Item9 0.045
## Item10 0.045
## Item11 0.061
## Item12 0.000
Γλωσσική ομοιότητα
μεταξύ των ερωτήσεων (πλήθος κοινών λέξεων + δείκτης ομοιότητας)
(συνάρτηση common_words_similarity_among_items)
Παράδειγμα
GOHAI.items.en = c("How often did you limit the kinds or amounts of food you eat because of problems with your teeth or dentures?",
"How often do you have trouble biting or chewing any kinds of food, such as tough meat or apples?",
"How often were you able to swallow comfortably?",
"How often have your teeth or dentures prevented you from speaking the way you wanted?",
"How often were you able to eat anything without feeling discomfort?",
"How often did you limit contacts with people because of the condition of your teeth or dentures?",
"How often were you pleased or happy with the looks of your teeth and gums, or dentures?",
"How often did you use medication to relieve pain or discomfort from around your mouth?",
"How often were you worried or concerned about the problems of your teeth, gums or dentures?",
"How often did you feel nervous or self-conscious because of problems with your teeth, gums, or dentures?",
"How often did you feel uncomfortable eating in front of people because of problems with your teeth or dentures?",
"How often were your teeth or gums sensitive to hot, cold, or sweets?")
common_words_similarity_among_items(GOHAI.items.en)
## $df.to.return.common.words.count
## Item1 Item2 Item3 Item4 Item5 Item6 Item7 Item8 Item9 Item10 Item11 Item12
## 1 21 8 3 9 4 14 11 6 11 13 13 6
## 2 8 19 3 5 3 5 6 4 6 6 5 4
## 3 3 3 8 3 6 3 4 4 4 3 3 4
## 4 9 5 3 15 3 8 8 6 8 7 7 5
## 5 4 3 6 3 11 3 4 5 4 3 3 4
## 6 14 5 3 8 3 17 10 6 9 11 13 5
## 7 11 6 4 8 4 10 17 5 12 11 9 8
## 8 6 4 4 6 5 6 5 15 5 6 6 5
## 9 11 6 4 8 4 9 12 5 16 11 9 8
## 10 13 6 3 7 3 11 11 6 11 17 13 7
## 11 13 5 3 7 3 13 9 6 9 13 19 5
## 12 6 4 4 5 4 5 8 5 8 7 5 13
##
## $common.words.count.long
## Var1 Var2 Freq
## 2 Item2 Item1 8
## 3 Item3 Item1 3
## 4 Item4 Item1 9
## 5 Item5 Item1 4
## 6 Item6 Item1 14
## 7 Item7 Item1 11
## 8 Item8 Item1 6
## 9 Item9 Item1 11
## 10 Item10 Item1 13
## 11 Item11 Item1 13
## 12 Item12 Item1 6
## 15 Item3 Item2 3
## 16 Item4 Item2 5
## 17 Item5 Item2 3
## 18 Item6 Item2 5
## 19 Item7 Item2 6
## 20 Item8 Item2 4
## 21 Item9 Item2 6
## 22 Item10 Item2 6
## 23 Item11 Item2 5
## 24 Item12 Item2 4
## 28 Item4 Item3 3
## 29 Item5 Item3 6
## 30 Item6 Item3 3
## 31 Item7 Item3 4
## 32 Item8 Item3 4
## 33 Item9 Item3 4
## 34 Item10 Item3 3
## 35 Item11 Item3 3
## 36 Item12 Item3 4
## 41 Item5 Item4 3
## 42 Item6 Item4 8
## 43 Item7 Item4 8
## 44 Item8 Item4 6
## 45 Item9 Item4 8
## 46 Item10 Item4 7
## 47 Item11 Item4 7
## 48 Item12 Item4 5
## 54 Item6 Item5 3
## 55 Item7 Item5 4
## 56 Item8 Item5 5
## 57 Item9 Item5 4
## 58 Item10 Item5 3
## 59 Item11 Item5 3
## 60 Item12 Item5 4
## 67 Item7 Item6 10
## 68 Item8 Item6 6
## 69 Item9 Item6 9
## 70 Item10 Item6 11
## 71 Item11 Item6 13
## 72 Item12 Item6 5
## 80 Item8 Item7 5
## 81 Item9 Item7 12
## 82 Item10 Item7 11
## 83 Item11 Item7 9
## 84 Item12 Item7 8
## 93 Item9 Item8 5
## 94 Item10 Item8 6
## 95 Item11 Item8 6
## 96 Item12 Item8 5
## 106 Item10 Item9 11
## 107 Item11 Item9 9
## 108 Item12 Item9 8
## 119 Item11 Item10 13
## 120 Item12 Item10 7
## 132 Item12 Item11 5
##
## $df.to.return.common.words.string
## Item1
## 1 amounts because dentures did eat food How kinds limit of of often or or problems teeth the with you you your
## 2 food How kinds of often or or you
## 3 How often you
## 4 dentures How often or teeth the you you your
## 5 eat How often you
## 6 because dentures did How limit of of often or teeth the with you your
## 7 dentures How of often or or teeth the with you your
## 8 did How often or you your
## 9 dentures How of often or or problems teeth the you your
## 10 because dentures did How of often or or problems teeth with you your
## 11 because dentures did How of of often or problems teeth with you your
## 12 How often or or teeth your
## Item2
## 1 food How kinds of often or or you
## 2 any apples as biting chewing do food have How kinds meat of often or or such tough trouble you
## 3 How often you
## 4 have How often or you
## 5 How often you
## 6 How of often or you
## 7 How of often or or you
## 8 How often or you
## 9 How of often or or you
## 10 How of often or or you
## 11 How of often or you
## 12 How often or or
## Item3
## 1 How often you
## 2 How often you
## 3 able comfortably How often swallow to were you
## 4 How often you
## 5 able How often to were you
## 6 How often you
## 7 How often were you
## 8 How often to you
## 9 How often were you
## 10 How often you
## 11 How often you
## 12 How often to were
## Item4
## 1 dentures How often or teeth the you you your
## 2 have How often or you
## 3 How often you
## 4 dentures from have How often or prevented speaking teeth the wanted way you you your
## 5 How often you
## 6 dentures How often or teeth the you your
## 7 dentures How often or teeth the you your
## 8 from How often or you your
## 9 dentures How often or teeth the you your
## 10 dentures How often or teeth you your
## 11 dentures How often or teeth you your
## 12 How often or teeth your
## Item5
## 1 eat How often you
## 2 How often you
## 3 able How often to were you
## 4 How often you
## 5 able anything discomfort eat feeling How often to were without you
## 6 How often you
## 7 How often were you
## 8 discomfort How often to you
## 9 How often were you
## 10 How often you
## 11 How often you
## 12 How often to were
## Item6
## 1 because dentures did How limit of of often or teeth the with you your
## 2 How of often or you
## 3 How often you
## 4 dentures How often or teeth the you your
## 5 How often you
## 6 because condition contacts dentures did How limit of of often or people teeth the with you your
## 7 dentures How of often or teeth the with you your
## 8 did How often or you your
## 9 dentures How of often or teeth the you your
## 10 because dentures did How of often or teeth with you your
## 11 because dentures did How of of often or people teeth with you your
## 12 How often or teeth your
## Item7
## 1 dentures How of often or or teeth the with you your
## 2 How of often or or you
## 3 How often were you
## 4 dentures How often or teeth the you your
## 5 How often were you
## 6 dentures How of often or teeth the with you your
## 7 and dentures gums happy How looks of often or or pleased teeth the were with you your
## 8 How often or you your
## 9 dentures gums How of often or or teeth the were you your
## 10 dentures gums How of often or or teeth with you your
## 11 dentures How of often or teeth with you your
## 12 gums How often or or teeth were your
## Item8
## 1 did How often or you your
## 2 How often or you
## 3 How often to you
## 4 from How often or you your
## 5 discomfort How often to you
## 6 did How often or you your
## 7 How often or you your
## 8 around did discomfort from How medication mouth often or pain relieve to use you your
## 9 How often or you your
## 10 did How often or you your
## 11 did How often or you your
## 12 How often or to your
## Item9
## 1 dentures How of often or or problems teeth the you your
## 2 How of often or or you
## 3 How often were you
## 4 dentures How often or teeth the you your
## 5 How often were you
## 6 dentures How of often or teeth the you your
## 7 dentures gums How of often or or teeth the were you your
## 8 How often or you your
## 9 about concerned dentures gums How of often or or problems teeth the were worried you your
## 10 dentures gums How of often or or problems teeth you your
## 11 dentures How of often or problems teeth you your
## 12 gums How often or or teeth were your
## Item10
## 1 because dentures did How of often or or problems teeth with you your
## 2 How of often or or you
## 3 How often you
## 4 dentures How often or teeth you your
## 5 How often you
## 6 because dentures did How of often or teeth with you your
## 7 dentures gums How of often or or teeth with you your
## 8 did How often or you your
## 9 dentures gums How of often or or problems teeth you your
## 10 because dentures did feel gums How nervous of often or or problems self-conscious teeth with you your
## 11 because dentures did feel How of often or problems teeth with you your
## 12 gums How often or or teeth your
## Item11
## 1 because dentures did How of of often or problems teeth with you your
## 2 How of often or you
## 3 How often you
## 4 dentures How often or teeth you your
## 5 How often you
## 6 because dentures did How of of often or people teeth with you your
## 7 dentures How of often or teeth with you your
## 8 did How often or you your
## 9 dentures How of often or problems teeth you your
## 10 because dentures did feel How of often or problems teeth with you your
## 11 because dentures did eating feel front How in of of often or people problems teeth uncomfortable with you your
## 12 How often or teeth your
## Item12
## 1 How often or or teeth your
## 2 How often or or
## 3 How often to were
## 4 How often or teeth your
## 5 How often to were
## 6 How often or teeth your
## 7 gums How often or or teeth were your
## 8 How often or to your
## 9 gums How often or or teeth were your
## 10 gums How often or or teeth your
## 11 How often or teeth your
## 12 cold gums hot How often or or sensitive sweets teeth to were your
##
## $common.words.string.long
## Var1 Var2
## 2 Item2 Item1
## 3 Item3 Item1
## 4 Item4 Item1
## 5 Item5 Item1
## 6 Item6 Item1
## 7 Item7 Item1
## 8 Item8 Item1
## 9 Item9 Item1
## 10 Item10 Item1
## 11 Item11 Item1
## 12 Item12 Item1
## 15 Item3 Item2
## 16 Item4 Item2
## 17 Item5 Item2
## 18 Item6 Item2
## 19 Item7 Item2
## 20 Item8 Item2
## 21 Item9 Item2
## 22 Item10 Item2
## 23 Item11 Item2
## 24 Item12 Item2
## 28 Item4 Item3
## 29 Item5 Item3
## 30 Item6 Item3
## 31 Item7 Item3
## 32 Item8 Item3
## 33 Item9 Item3
## 34 Item10 Item3
## 35 Item11 Item3
## 36 Item12 Item3
## 41 Item5 Item4
## 42 Item6 Item4
## 43 Item7 Item4
## 44 Item8 Item4
## 45 Item9 Item4
## 46 Item10 Item4
## 47 Item11 Item4
## 48 Item12 Item4
## 54 Item6 Item5
## 55 Item7 Item5
## 56 Item8 Item5
## 57 Item9 Item5
## 58 Item10 Item5
## 59 Item11 Item5
## 60 Item12 Item5
## 67 Item7 Item6
## 68 Item8 Item6
## 69 Item9 Item6
## 70 Item10 Item6
## 71 Item11 Item6
## 72 Item12 Item6
## 80 Item8 Item7
## 81 Item9 Item7
## 82 Item10 Item7
## 83 Item11 Item7
## 84 Item12 Item7
## 93 Item9 Item8
## 94 Item10 Item8
## 95 Item11 Item8
## 96 Item12 Item8
## 106 Item10 Item9
## 107 Item11 Item9
## 108 Item12 Item9
## 119 Item11 Item10
## 120 Item12 Item10
## 132 Item12 Item11
## Freq
## 2 food How kinds of often or or you
## 3 How often you
## 4 dentures How often or teeth the you you your
## 5 eat How often you
## 6 because dentures did How limit of of often or teeth the with you your
## 7 dentures How of often or or teeth the with you your
## 8 did How often or you your
## 9 dentures How of often or or problems teeth the you your
## 10 because dentures did How of often or or problems teeth with you your
## 11 because dentures did How of of often or problems teeth with you your
## 12 How often or or teeth your
## 15 How often you
## 16 have How often or you
## 17 How often you
## 18 How of often or you
## 19 How of often or or you
## 20 How often or you
## 21 How of often or or you
## 22 How of often or or you
## 23 How of often or you
## 24 How often or or
## 28 How often you
## 29 able How often to were you
## 30 How often you
## 31 How often were you
## 32 How often to you
## 33 How often were you
## 34 How often you
## 35 How often you
## 36 How often to were
## 41 How often you
## 42 dentures How often or teeth the you your
## 43 dentures How often or teeth the you your
## 44 from How often or you your
## 45 dentures How often or teeth the you your
## 46 dentures How often or teeth you your
## 47 dentures How often or teeth you your
## 48 How often or teeth your
## 54 How often you
## 55 How often were you
## 56 discomfort How often to you
## 57 How often were you
## 58 How often you
## 59 How often you
## 60 How often to were
## 67 dentures How of often or teeth the with you your
## 68 did How often or you your
## 69 dentures How of often or teeth the you your
## 70 because dentures did How of often or teeth with you your
## 71 because dentures did How of of often or people teeth with you your
## 72 How often or teeth your
## 80 How often or you your
## 81 dentures gums How of often or or teeth the were you your
## 82 dentures gums How of often or or teeth with you your
## 83 dentures How of often or teeth with you your
## 84 gums How often or or teeth were your
## 93 How often or you your
## 94 did How often or you your
## 95 did How often or you your
## 96 How often or to your
## 106 dentures gums How of often or or problems teeth you your
## 107 dentures How of often or problems teeth you your
## 108 gums How often or or teeth were your
## 119 because dentures did feel How of often or problems teeth with you your
## 120 gums How often or or teeth your
## 132 How often or teeth your
##
## $df.to.return.common.words.index
## Item1 Item2 Item3 Item4 Item5 Item6 Item7 Item8 Item9 Item10 Item11 Item12
## 1 1.000 0.400 0.207 0.500 0.250 0.737 0.579 0.333 0.595 0.684 0.650 0.353
## 2 0.400 1.000 0.222 0.294 0.200 0.278 0.333 0.235 0.343 0.333 0.263 0.250
## 3 0.207 0.222 1.000 0.261 0.632 0.240 0.320 0.348 0.333 0.240 0.222 0.381
## 4 0.500 0.294 0.261 1.000 0.231 0.500 0.500 0.400 0.516 0.438 0.412 0.357
## 5 0.250 0.200 0.632 0.231 1.000 0.214 0.286 0.385 0.296 0.214 0.200 0.333
## 6 0.737 0.278 0.240 0.500 0.214 1.000 0.588 0.375 0.545 0.647 0.722 0.333
## 7 0.579 0.333 0.320 0.500 0.286 0.588 1.000 0.312 0.727 0.647 0.500 0.533
## 8 0.333 0.235 0.348 0.400 0.385 0.375 0.312 1.000 0.323 0.375 0.353 0.357
## 9 0.595 0.343 0.333 0.516 0.296 0.545 0.727 0.323 1.000 0.667 0.514 0.552
## 10 0.684 0.333 0.240 0.438 0.214 0.647 0.647 0.375 0.667 1.000 0.722 0.467
## 11 0.650 0.263 0.222 0.412 0.200 0.722 0.500 0.353 0.514 0.722 1.000 0.312
## 12 0.353 0.250 0.381 0.357 0.333 0.333 0.533 0.357 0.552 0.467 0.312 1.000
##
## $common.words.index.long
## Var1 Var2 Freq
## 2 Item2 Item1 0.400
## 3 Item3 Item1 0.207
## 4 Item4 Item1 0.500
## 5 Item5 Item1 0.250
## 6 Item6 Item1 0.737
## 7 Item7 Item1 0.579
## 8 Item8 Item1 0.333
## 9 Item9 Item1 0.595
## 10 Item10 Item1 0.684
## 11 Item11 Item1 0.650
## 12 Item12 Item1 0.353
## 15 Item3 Item2 0.222
## 16 Item4 Item2 0.294
## 17 Item5 Item2 0.200
## 18 Item6 Item2 0.278
## 19 Item7 Item2 0.333
## 20 Item8 Item2 0.235
## 21 Item9 Item2 0.343
## 22 Item10 Item2 0.333
## 23 Item11 Item2 0.263
## 24 Item12 Item2 0.250
## 28 Item4 Item3 0.261
## 29 Item5 Item3 0.632
## 30 Item6 Item3 0.240
## 31 Item7 Item3 0.320
## 32 Item8 Item3 0.348
## 33 Item9 Item3 0.333
## 34 Item10 Item3 0.240
## 35 Item11 Item3 0.222
## 36 Item12 Item3 0.381
## 41 Item5 Item4 0.231
## 42 Item6 Item4 0.500
## 43 Item7 Item4 0.500
## 44 Item8 Item4 0.400
## 45 Item9 Item4 0.516
## 46 Item10 Item4 0.438
## 47 Item11 Item4 0.412
## 48 Item12 Item4 0.357
## 54 Item6 Item5 0.214
## 55 Item7 Item5 0.286
## 56 Item8 Item5 0.385
## 57 Item9 Item5 0.296
## 58 Item10 Item5 0.214
## 59 Item11 Item5 0.200
## 60 Item12 Item5 0.333
## 67 Item7 Item6 0.588
## 68 Item8 Item6 0.375
## 69 Item9 Item6 0.545
## 70 Item10 Item6 0.647
## 71 Item11 Item6 0.722
## 72 Item12 Item6 0.333
## 80 Item8 Item7 0.312
## 81 Item9 Item7 0.727
## 82 Item10 Item7 0.647
## 83 Item11 Item7 0.500
## 84 Item12 Item7 0.533
## 93 Item9 Item8 0.323
## 94 Item10 Item8 0.375
## 95 Item11 Item8 0.353
## 96 Item12 Item8 0.357
## 106 Item10 Item9 0.667
## 107 Item11 Item9 0.514
## 108 Item12 Item9 0.552
## 119 Item11 Item10 0.722
## 120 Item12 Item10 0.467
## 132 Item12 Item11 0.312
##
## $df.to.return.common.words.count.no.conjunctions
## Item1 Item2 Item3 Item4 Item5 Item6 Item7 Item8 Item9 Item10 Item11 Item12
## 1 19 6 3 8 4 13 9 5 9 11 12 4
## 2 6 17 3 4 3 4 4 3 4 4 4 2
## 3 3 3 8 3 6 3 4 4 4 3 3 4
## 4 8 4 3 14 3 7 7 5 7 6 6 4
## 5 4 3 6 3 11 3 4 5 4 3 3 4
## 6 13 4 3 7 3 16 9 5 8 10 12 4
## 7 9 4 4 7 4 9 14 4 10 9 8 6
## 8 5 3 4 5 5 5 4 14 4 5 5 4
## 9 9 4 4 7 4 8 10 4 14 9 8 6
## 10 11 4 3 6 3 10 9 5 9 15 12 5
## 11 12 4 3 6 3 12 8 5 8 12 18 4
## 12 4 2 4 4 4 4 6 4 6 5 4 11
##
## $common.words.count.no.conjunctions.long
## Var1 Var2 Freq
## 2 Item2 Item1 6
## 3 Item3 Item1 3
## 4 Item4 Item1 8
## 5 Item5 Item1 4
## 6 Item6 Item1 13
## 7 Item7 Item1 9
## 8 Item8 Item1 5
## 9 Item9 Item1 9
## 10 Item10 Item1 11
## 11 Item11 Item1 12
## 12 Item12 Item1 4
## 15 Item3 Item2 3
## 16 Item4 Item2 4
## 17 Item5 Item2 3
## 18 Item6 Item2 4
## 19 Item7 Item2 4
## 20 Item8 Item2 3
## 21 Item9 Item2 4
## 22 Item10 Item2 4
## 23 Item11 Item2 4
## 24 Item12 Item2 2
## 28 Item4 Item3 3
## 29 Item5 Item3 6
## 30 Item6 Item3 3
## 31 Item7 Item3 4
## 32 Item8 Item3 4
## 33 Item9 Item3 4
## 34 Item10 Item3 3
## 35 Item11 Item3 3
## 36 Item12 Item3 4
## 41 Item5 Item4 3
## 42 Item6 Item4 7
## 43 Item7 Item4 7
## 44 Item8 Item4 5
## 45 Item9 Item4 7
## 46 Item10 Item4 6
## 47 Item11 Item4 6
## 48 Item12 Item4 4
## 54 Item6 Item5 3
## 55 Item7 Item5 4
## 56 Item8 Item5 5
## 57 Item9 Item5 4
## 58 Item10 Item5 3
## 59 Item11 Item5 3
## 60 Item12 Item5 4
## 67 Item7 Item6 9
## 68 Item8 Item6 5
## 69 Item9 Item6 8
## 70 Item10 Item6 10
## 71 Item11 Item6 12
## 72 Item12 Item6 4
## 80 Item8 Item7 4
## 81 Item9 Item7 10
## 82 Item10 Item7 9
## 83 Item11 Item7 8
## 84 Item12 Item7 6
## 93 Item9 Item8 4
## 94 Item10 Item8 5
## 95 Item11 Item8 5
## 96 Item12 Item8 4
## 106 Item10 Item9 9
## 107 Item11 Item9 8
## 108 Item12 Item9 6
## 119 Item11 Item10 12
## 120 Item12 Item10 5
## 132 Item12 Item11 4
Μέσο πλήθος κοινών
λέξεων και μέση τιμή του δείκτη ομοιότητας μεταξύ όλων των διαφορετικών
ζευγών (συνάρτηση mean_common_words)
Παράδειγμα
mean_common_words(GOHAI.items.en, type = 'words')
## [1] 6.5
mean_common_words(GOHAI.items.en, type = 'index')
## [1] 0.407
Συσχέτιση μεταξύ των
αποκρίσεων
my_cor_table(my.data.frame, c('Item1', 'Item2', 'Item3', 'Item4'))
Pearson Correlation Coefficients (*:p<.05, **:p<.01,
***:p<.001)
|
|
Item1
|
Item2
|
Item3
|
Item4
|
Item1
|
-
|
.442
|
.028
|
.040
|
Item2
|
.442
|
-
|
.109
|
.202
|
Item3
|
.028
|
.109
|
-
|
-.507
|
Item4
|
.040
|
.202
|
-.507
|
-
|
Εσωτερική αξιοπιστία
της κλίμακας (συνάρτηση my_reliability)
my_reliability(factorname = 'MyFactor', variables = c('Item1', 'Item2', 'Item3', 'Item4'), data = my.data.frame)
##
## ΔΕΙΚΤΕΣ ΑΞΙΟΠΙΣΤΙΑΣ
##
## MyFactor
## alpha 0.242
## omega 335.743
## omega2 335.743
## omega3 388.718
## avevar 470.070
Ανάλυση δομής
(συναρτήσεις iclust, alpha, omega)
Πηγή: https://cran.r-project.org/web/packages/psychTools/vignettes/factor.pdf
iclust(my.data.frame)
![](data:image/png;base64,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)
## ICLUST (Item Cluster Analysis)
## Call: iclust(r.mat = my.data.frame)
##
## Purified Alpha:
## [1] 0.46
##
## G6* reliability:
## [1] 0.67
##
## Original Beta:
## [1] 0.068
##
## Cluster size:
## [1] 4
##
## Item by Cluster Structure matrix:
## [,1]
## Item1 0.36
## Item2 0.45
## Item3 -0.38
## Item4 0.60
##
## With Sums of squares of:
## [1] 0.84
##
## Purified scale intercorrelations
## reliabilities on diagonal
## correlations corrected for attenuation above diagonal:
## [,1]
## [1,] 0.46
##
## Cluster fit = 0.38 Pattern fit = 0.88 RMSR = 0.22
alpha(my.data.frame)
## Some items ( Item3 ) were negatively correlated with the first principal component and
## probably should be reversed.
## To do this, run the function again with the 'check.keys=TRUE' option
##
## Reliability analysis
## Call: alpha(x = my.data.frame)
##
## raw_alpha std.alpha G6(smc) average_r S/N ase mean sd median_r
## 0.24 0.18 0.38 0.052 0.22 0.3 2.3 0.6 0.074
##
## 95% confidence boundaries
## lower alpha upper
## Feldt -0.83 0.24 0.76
## Duhachek -0.34 0.24 0.82
##
## Reliability if an item is dropped:
## raw_alpha std.alpha G6(smc) average_r S/N alpha se var.r med.r
## Item1 -0.24 -0.22 0.13 -0.065 -0.18 0.61 0.148 0.109
## Item2 -0.23 -0.62 -0.17 -0.146 -0.38 0.47 0.097 0.028
## Item3 0.43 0.47 0.42 0.228 0.89 0.24 0.041 0.202
## Item4 0.38 0.42 0.38 0.193 0.72 0.28 0.048 0.109
##
## Item statistics
## n raw.r std.r r.cor r.drop mean sd
## Item1 12 0.84 0.70 0.538 0.308 2.8 1.60
## Item2 12 0.74 0.81 0.781 0.511 1.2 0.83
## Item3 12 0.32 0.29 -0.048 -0.099 3.5 1.00
## Item4 12 0.18 0.34 0.048 -0.115 1.8 0.72
##
## Non missing response frequency for each item
## 0 1 2 3 4 5 miss
## Item1 0.08 0.17 0.17 0.25 0.17 0.17 0
## Item2 0.25 0.33 0.42 0.00 0.00 0.00 0
## Item3 0.00 0.00 0.17 0.33 0.33 0.17 0
## Item4 0.00 0.33 0.50 0.17 0.00 0.00 0
omega(my.data.frame)
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## Omega
## Call: omegah(m = m, nfactors = nfactors, fm = fm, key = key, flip = flip,
## digits = digits, title = title, sl = sl, labels = labels,
## plot = plot, n.obs = n.obs, rotate = rotate, Phi = Phi, option = option,
## covar = covar)
## Alpha: 0.18
## G.6: 0.38
## Omega Hierarchical: 0.26
## Omega H asymptotic: 0.39
## Omega Total 0.65
##
## Schmid Leiman Factor loadings greater than 0.2
## g F1* F2* F3* h2 u2 p2
## Item1 0.29 0.50 -0.28 0.42 0.58 0.21
## Item2 0.52 0.63 0.68 0.32 0.39
## Item3 0.75 0.21 0.62 0.38 0.01
## Item4 0.20 -0.77 0.67 0.33 0.06
##
## With Sums of squares of:
## g F1* F2* F3*
## 0.40 1.14 0.68 0.17
##
## general/max 0.35 max/min = 6.7
## mean percent general = 0.17 with sd = 0.17 and cv of 1.02
## Explained Common Variance of the general factor = 0.17
##
## The degrees of freedom are -3 and the fit is 0
## The number of observations was 12 with Chi Square = 0 with prob < NA
## The root mean square of the residuals is 0
## The df corrected root mean square of the residuals is NA
##
## Compare this with the adequacy of just a general factor and no group factors
## The degrees of freedom for just the general factor are 2 and the fit is 0.49
## The number of observations was 12 with Chi Square = 4 with prob < 0.14
## The root mean square of the residuals is 0.25
## The df corrected root mean square of the residuals is 0.43
##
## RMSEA index = 0.276 and the 10 % confidence intervals are 0 0.736
## BIC = -0.97
##
## Measures of factor score adequacy
## g F1* F2* F3*
## Correlation of scores with factors 0.54 0.87 0.68 0.53
## Multiple R square of scores with factors 0.29 0.76 0.47 0.28
## Minimum correlation of factor score estimates -0.42 0.52 -0.07 -0.45
##
## Total, General and Subset omega for each subset
## g F1* F2* F3*
## Omega total for total scores and subscales 0.65 0.08 0.68 NA
## Omega general for total scores and subscales 0.26 0.08 0.23 NA
## Omega group for total scores and subscales 0.28 0.00 0.45 NA
Αναγνώριση
Χρονοσειράς
x=ma.sim(mu = 2, theta = -0.4, number=50)
my.lag.plot.ts(x, lag.start = 1, lag.end = 9)
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my.plot.ts(x)
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)
my.plot.ts.acf(x)
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)
Προσομοίωση κατανομών
(για εκπαιδευτικούς λόγους)
Προσομοίωση
κατανομής χ2
N = 100
Hypothesis = c(1/2, 1/4, 1/2)
simulate_x2_homogeneity_test(Hypothesis, N)
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)
Προσομοίωση one
sample t-test
mu = 500
sdp = 3
N = 30
simulate_one_sample_t_test(mu, sdp, N)
![](data:image/png;base64,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Αποθήκευση
διαγράμματος σε αρχείο
Ένα γράφημα τελικά βρίσκει τη θέση του σε μία σελίδα της εργασίας.
Μία συνηθισμένη απαίτηση των επιστημονικών περιοδικών είναι τα
διαγράμματα να έχουν μέγεθος 12χ8cm με ανάλυση τουλάχιστον 600dpi. Η
εξαγωγή ενός γραφήματος σύμφωνα με αυτές τις προδιαγραφές, μπορεί να
γίνει απλά εκτελώντας την εντολή png
πριν την δημιουργία
του γραφήματος και την εντολή dev.off
μετά. Η χρήση της
εντολής png παρουσιάζεται στο παρακάτω ενδεικτικό παράδειγμα.
filename.for.plot = 'myplot.png'
png(filename.for.plot, res = 600, units = "mm", width=120, height=80)
plot_scatter(my.data.frame, agedata, examdata)
dev.off()
Η εκτέλεση του παραπάνω κώδικα θα δημιουργήσει το διάγραμμα και θα το
αποθηκευσει στο αρχείο myplot.png
, από το οποίο μπορεί να
μεταφερθεί στο έγγραφο επιλέγοντας στο MS Word ή στο LibreOffice Calc
Εισαγωγή -> Εικόνα.
Αποθήκευση dataframe
σε αρχείο Excel
Η εξαγωγή ενός dataframe σε αρχείο Excel μπορεί να γίνει με τις
παρακάτω εντολές:
library(writexl)
write_xlsx(my.df, 'file_name.xlsx')
Αποθήκευση dataframe
σε αρχείο SPSS
Η εξαγωγή ενός dataframe σε αρχείο SPSS μπορεί να γίνει με τις
παρακάτω εντολές:
library(haven)
write_xlsx(my.df, 'file_name.sav')