Έκδοση: 12 / 02 / 2025
Προετοιμασία περιβάλλοντος R
Οι παρακάτω εντολές, ελέγχουν αν έχουν εγκατασταθεί τα απαιτούμενα
πακέτα για την εκτέλεση του συνόλου του κώδικα της ενότητας.
list.of.packages <- c("latex2exp", "ppcor", "tseries", "trend", "fitdistrplus", "logspline", "gamlss", "gamlss.dist", "gamlss.add", "forecast", "astsa", "fpp","fpp2", "TSA", 'tsbox', 'KFAS', 'dlm', "Hmisc", "tidyverse", "htmlTable", "Hmisc", "tibble", "dplyr", "scipub", "stringi", "insight", "multcompView", "grid", "gridExtra", "ggfortify", "effects", "desk", "haven", "afex", "RColorBrewer", "ggplot2", "plotrix", "hrbrthemes", "viridis", "tidyr", "pROC", "corrr", "ggcorrplot", "psych", "labelled", "e1071", "dendextend")
new.packages <- list.of.packages[!(list.of.packages %in% installed.packages()[,"Package"])]
if(length(new.packages)) install.packages(new.packages)
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$agecat) = 'Ηλικιακή κατηγορία'
my.data.frame.2 = prepare_data_for_HTML_output(my.data.frame)
print(my.data.frame.2$agecat)
## Ηλικιακή κατηγορία
## [1] 0 - 35 0 - 35 >35 0 - 35 >35 0 - 35 >35 0 - 35 >35
## [10] 0 - 35 >35 0 - 35
## Levels: 0 - 35 >35
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
##
## $report.str
## [1] "12 (2 NA, 10 valid)"
Πίνακας
συχνοτήτων
colors1 = c("Κόκκινο", "Μπλε", "Πράσινο", "Κόκκινο", "Μπλε", "Κόκκινο")
my_frequency_table(colors1)
data
|
|
Value
|
Frequency
|
Percent
|
1
|
Κόκκινο
|
3
|
50%
|
2
|
Μπλε
|
2
|
33.3%
|
3
|
Πράσινο
|
1
|
16.7%
|
4
|
Total
|
6
|
100%
|
No missing values
|
|
Πίνακας συχνοτήτων
πολλών μεταβλητών (συνάρτηση my_frequency_table)
Παράδειγμα
success = factor(c(1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1), levels = c(0, 1), labels = c("Αποτυχία", "Επιτυχία"))
gender = factor(c(0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 0), levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας"))
my.data.frame = data.frame(success, gender)
Hmisc::label(my.data.frame$success) = 'Αποτέλεσμα'
Hmisc::label(my.data.frame$gender) = 'Φύλο'
my_frequency_table(my.data.frame, c('success', 'gender'))
Αποτέλεσμα (success)
|
|
Value
|
Frequency
|
Percent
|
1
|
Αποτυχία
|
3
|
25%
|
2
|
Επιτυχία
|
9
|
75%
|
3
|
Total
|
12
|
100%
|
No missing values
|
Φύλο (gender)
|
|
Value
|
Frequency
|
Percent
|
1
|
Γυναίκα
|
7
|
58.3%
|
2
|
Άνδρας
|
5
|
41.7%
|
3
|
Total
|
12
|
100%
|
No missing values
|
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
|
# Με την παράμετρο row.vars καθορίζουμε ποιες από τις μεταβλητές θα ορίζουν τις γραμμές του πίνακα (οι υπόλοιπες ορίζουν τις στήλες...)
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
|
|
Α
|
5
|
47 (12)
|
32 - 62
|
50
|
15.0
|
|
Γ
|
7
|
80.7 (14.6)
|
67.3 - 94.2
|
80
|
25.0
|
|
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
|
Γ-Α
|
33.714
|
15.962
|
51.466
|
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'))
![](data:image/png;base64,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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)
##
## $Φύλο
## diff lwr upr p adj
## Α-Γ -33.71429 -51.46649 -15.96208 0.0017394
![](data:image/png;base64,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)
Παράδειγμα (Tukey’s 2)
examdata = c(65, 65, 95, 70, 55, 90, 98, 90, 50, 100, 30, 95)
classdata = factor(c(3, 1, 2, 1, 1, 2, 2, 3, 3, 3, 1, 2), labels = c("Α", "Β", "Γ"))
my.data.frame = data.frame(Βαθμός = examdata, Τάξη = classdata)
library(multcompView)
model=lm(my.data.frame$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,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdeXxcdb344XNmsjRp0qb7XtrSlpallH0tq+wge2URUPhxUVCugoKKXtTLFVFAFkFlURRkL5usgoCUrUqBFgoFSiktpfuSNE2zzZzfHwHZ2pJ2QibfzvP84atkTuZ84iszmfd8zzkTJ0kSAQAAAB1bKt8DAAAAAJ9PwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAARAwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAASgKN8DtJP777+/sbEx31PQcTU3NydJEsdxUVGhPCjoCLLZbCaTKS4uzvcgFJAkSZqbm6MoSqVS6XQ63+NQQJqbm+M49ltHe8pkMtlsNoqioqKiOI7zPQ6FouVPbTqdTqVatV6+9dZbDxkypJV3Xiitcumll9bU1OR7CgAAAPjIj3/8YwG/Gqeddtqpp56a7ynooJYsWZIkSSqV6t69e75noYDU19fX1tb26NHDsgDtprGxseUd7bKyss6dO+d7HApIdXV1HMddunTJ9yAUkNra2vr6+iiKqqqqHGVJu8lms0uXLq2srCwtLV37lo2NjTvvvPM63blz4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAlCU7wFaI1k1b+pTTzw7bdaiuuKeA4dtuuNeu47qFsTkAAAA0DY6fAYndTPuv+xXf540vzFp+cK/Jj5yz10PHf3DHx+3eWWc39kAAACgvXTwgE8WPnn5BddPWtZ5xAGnHLff2AGltbMm3XXDzc++fscl1w+/4r93kPAAAAAUhg59DnxS+++b/zJpWTzg4B/8/BsHbD2sX58BI3Y44nvnHbdJSbL06b9NXJLke0IAAABoHx15BT6pmfTIs0uTTtsccdTm5R8ttacHfOnkb2SnLivu3ZxEkSV4AAAACkFHDviGV1+c1hAVjdlu66pPZHrcZdSXjhqVr6kAAAAgDzpwwGcXvDe3IYl7DB7cNVo1/5VJ/5o2e0l9qrLPxmO232Zkj5J8jwcAAADtqCMH/LLFy7JRXFk87+6fXXLLS4ubPjzjPf5j3x2O/96Zh46s+Ozx8++8884f/vCH1dxZNtvQ0LBixYovdmaClSRJy//6JaE9ZTKZKIpqa2vzPQgFJJvNtvyjsbHxP/+GdtDyjOfvLO2pubm55R91dXVx7NRb2klLWdTX1zc2Nq59y5YNWp4eW6kDB3zS2NAQRdk59//+xmyXzfY7ftwWQ3vEy2ZNefyBx6Y//6f/be588U/26fPpx+Hy5csfe+yxz95ZRUVFJpNpaGhol9EJVZIkfklof37ryItMJrNOrxigTXjGIy8+t6OgzTU1NbVym3V6P70DB3yUyWajKGls7rrH93/1nV16tFwwf/td99558M++f92UF2+ZMGW308eW5nlIANbfcTdclO8RoL3d/LVz8z0CAKHqwAEfl5aWRlFD0SaHHLdzj4993F3RwH0P3+XOqX9f+uILb2fGbpr+xDdtsskmN95442fv7IwzzujUqVNVVdUXPDShqq6uTpIklUp16dIl37NQQBobG+vq6rp27eq4PigcBftqpLa2No7jzp0753sQCkhdXV3L2ntlZWU6nf7c7aFNZLPZmpqa8vLykpLPuXJby+9nUdE6VHlHDviu3bqmoprKIUN7fuqFbcnAjfqno+XLlyxtjqJPPhLLy8tHjx692vtLpVLr9H8NhckvCe2p5dy8oqIiAQ+Fo2D/0MRxHMdxwf745EUq9cEqYDqd9rtHu2k5JL41v3UtW67T68DU52+SL+l+gwcUx1FDbV3zp25JGlbVJ1FUWtbJ+2gAAAAUhg4c8FHZFttsWhKtevX5l2uTj389Wfjii3OycfGwEcMEPAAAAIWhIwd8XLXLweN6xMufuvaKB2es/KDhM8um3Hz57a83Rl133H+Xbo45BQAAoDB06FNB4s7bnHDqnq/+6vHnrzl3+sObbrZxt+YFb702/f0V2eIB+5xxys5d9DsAAAAFokMHfBTF3XY6/YLzel/3p/v/PXvKM+9GURyXdBu595Ff/9rBm3aV7wAAABSMDh7wURQV99722B9te/SKhe8vWFafqujVv3+3TtIdAACAAtPxA75FUWXvwZW98z0FAAAA5ElHvogdAAAA8AEBDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEAABDwAAAAEQ8AAAABAAAQ8AAAABEPAAAAAQAAEPAAAAARDwAAAAEICifA8AAHzRMkvvvvbFZ2uTNd0eVw467dRRG3tbHwA6NH+qAWBDlzSsWrJqjfUOAATCCjwAbOiSmrqlSRTFxYM26Tek82o2iEu7dY3bfSwAYN0IeADY0DVVr6rORlG6YpvdR+5SqdQBIFAOoQeADVxSvXxVJorikrIe5eodAMIl4AFgA5csXbYqG0WpruXd/d0HgID5Qw4AG7akcUl1Jomioq7lVRbgASBgzoEHgA1bsmpJTRJFcdeqkuUzZz35wrw3F9TVZlJlncv6Deix5ZjB2w4sTed7RgCgFQQ8AGzQksZVi1cmURRXT5ly6aSmzAdfztZWr3iresVbr733zBajT9i7by8vCQCgo/PXGgA2aEnNqmXZKIqShvrm0u49d9ys10bdStKZxkVzF01+bcnixuZ5r7x6fZT+1n69KvI9KgCwVgIeADZomeq65dkoilK9N9/s61/q2/M/f/pHD9x92/l33PnqS8uTJa++8djo7ocNdig9AHRkAh4ANmjpwSPOPHlYFBdVVpV2+uRF7Iqq+h6x7/J375izJKl/6ZUlBwzuXZqnIQGAVnAVegDYoKVKO/Xq3rlXt0/Xe4vSgf3HdIujKKl/f/m8bLsPBwCsAwEPAIUsVd63exxFUbKqoTbJ9zAAwNoIeAAoaHE6FcVRFBWli/M9CgCwVs6BB4ANWKbm2X/Mfrc5Kuk3+NCtuqzmz36yatHyJImidJfy7t7WB4AOTcADwAYsVdy8ZMFLc7PRO9nho8ZsWfbp25sXzJ+yOImiuOdG3Xus7iR5AKDD8F47AGzA4k5bjK4qjqJk1cL7Hpm7OPOJG7MrFv3t4XcXZKO4pPuuYyu9KACAjs0KPABsyOJum4/c783J989uqpnx2mU3LNxui16DupWWZhsXzVv84quL5tcnSVyy6Z6jt6+0/g4AHZyAB4ANW1HluEO3Sh585ZG3VzUsW/z0U4s/fmNc3HmrvcYctUWZ5XcA6PAEPABs6OLSrrsfvtPms96f9NrCN+auXLayqSld1KVr5dChfbYf22+YY+cBIAwCHgAKQrrHkEEHDhl0YL7nAADWl/fcAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAJQlO8B2kmSJPX19dXV1fkehA4qSZKW//VLQnvKZrNRFFVXV8dxnO9ZgHZSsH9ompubowL+8cmLTCbT8o/a2lp/amk3LWVRV1dXX1+/9i0bGxujD58eW6lQAj6KojiOU6kAjjg48g8/z/cI0N4mnPY/+R4hP1qe31OplFcVUDiCeDXyRWh5oivYH5+8aHmjPPKnlvbV8gKvNfnZssE6/XIWSsDHcVxaWlpZWZnvQYDVKNjHZn19fW1tbWVlpVcVUDgK9hmv5Wijgv3xyYva2tqWRfjy8vKiokIJH/Ium80uXbq0rKystLR07Vu2rMCn0+nW37k3QQEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAlCU7wEAAArIzJkz87j3YcOG5XHvAOTICjwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAARAwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAARAwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAARAwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAARAwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAARAwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAARAwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAARAwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAARAwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQAAEPAAAAARAwAMAAEAABDwAAAAEQMADAABAAAQ8AAAABEDAAwAAQACK8j0AdCiZ2qfunfrMkmj4HtsfPcLDAwAA6DgUCnwkM+f5aQ/PXNkUpWqb8j0LAADAJziEHj7U8N7bt/2rRrkDAAAdkoCHKIqiKKlf8sAjsxdm8j0HAADA6gl4iKIoanztidcmLUvSnYpL8j0KAADA6gh4iJLq6dPveq0+Kem27259K+J8jwMAALAaAp6Cl61+f8LjC2ui4uHjNt21R0q/AwAAHZKAp8BlVz73yJvT66LOQ0ccNbbcAwIAAOio9AoFLTvvhdcemt0clfc6ZJ/+3S2+AwAAHZeAp4A1zX/n9ueWN8SlW+49autK+Q4AAHRkAp6C1bjskYdnzW2KqzYdfegmpfIdAADo2AQ8Barpzadee3pxNq4acOSevSryPQ0AAMDnEfAUpNoZb945pS6bKt9p3xGbdMr3NAAAAJ+vKN8DQPtrXvr3x+YtS+KeY0bu2SdqaGj+zy2Zpmz2g3801zdEURSlitIlacfXAwAAeSfgKUBJ44r6JIqixVNevmDKarfIvvHoxJ88GkVRPHj3nc/YzsfLAQAAeadLAAAAIABW4ClARd33P2rbcclqbsksnnPr4wtqktSQHbY8YEg6iqLSqk7e5gIAADoAAU8Bikv6DCxZ7S2Z1KLiKIqiqLxH1bBBHh4AAEDHYW0RAAAAAiDgAQAAIAACHgAAAALgJF/4mFSvQcd/pVdTEnXukc73LAAAAB8n4OFj4pKyQQPL8j0FAADAZzmEHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACIOABAAAgAAIeAAAAAhBawCd189+cNu3dZZl8DwIAAADtKayAT5Y9e/WPzvnh//zxXyuSfM8CAAAA7SikgE8WPfG7P0xcnM33HAAAANDuwgn4zLyHr7p+0nIr7wAAABSiUAK+ec7frvjzSw2Dhg1Ix/meBQAAANpdGAHfOHPC5Te/lh35lTMPG1qU72EAAACg/YUQ8PXTb738jrdSmx535uFDSqy/AwAAUIg6/Hp2UvfKjVfeM6tky//69iGDirJzPmfzFStWvP7666u9KZPJNDU1tf2EQM4K9rGZyWSiKGpqaopj705CoWhubs7j3vP4fJskSX4HoABlsx9c/rq5ubnlNxDaQcsvW2vys2WDdfrl7OABn6x48U9XPvhe+TbfOuOA/uko+twr0M+YMeP000//7NcrKioaGhqqq6u/iCmBHBX4Y7OmpibfIwDtp7a2No97z/vzbd4HoDDl93FHYaqrq/vcbVoCfp3e2O3QAZ8se+7aqx5d0GXH757+pT4hHOwPAACfddwNF+V7BGhvN3/t3HyPsAHqwAGfLH7y93/459Ju477/jd17tvbg0j59+px00kmf/fqECROKiorKysradESgbRTsY7O5ubmpqalgf3woTKWlpXncex6fcBoaGqJ8//hAeyrYVzhJktTX15eUlKTT6bVv2bLB5272cR034JteuuWPzy8vHXn4Tl3mTnt1bssXM3OWZ6MoW/v+9FdfrUiV9ho2vE/ZJ9q+f//+3/72tz97b3fffXdJSUnnzp3bY3RgHRXsY7O+vr6pqam8vNw58FA48vuKNo/Pt83NzXEcF+wTPhSggn28Z7PZ+vr60tLSz33Lsri4OIqiVGodjjbvuAGfXblyVZI0vnHXRefd9enb3rr7F+fdHaUHHHnRb08auQ5vVwAAAECgOm7Ap/ttufe+FZlPfjG7YOoTU+cn3TfdbZuBJXHViK7OjAcAAKAgdNyALxp+wDe/9ekvNj3764lT52cH73nyGftVOeAUAACAgmEFGwAAAAIg4AEAACAAHfcQ+tVKdR202eZbZId0D2xuAAAAyE1gIZze7Jif/t8x+Z4CAAAA2ptD6AEAACAAAh4AAAACIOABAAAgAAIeAAAAAiDgAQAAIAACHgAAAAIg4AEAACAAAh4AAAACUJTvAQCimTNn5nHvw4YNy+PeAQCglazAAwAAQAAEPAAAAASgHQM+aaipaWi/3QEAAMAGJJeAz7x68aF7fvW8a/4+fXlmLZsldbOfufkXp+2/6aC9fvPG2jYEAAAA1iCnFfjsynef/usvTttv0/4b7fiVc6564NUlTR+/tfadf/7l56fsPbLfsHHHn3fNI9OXNec4LAAAABSqXK5CH1cNHzO8atoby5tXzZ10+68n3X7x2X23OvCYE44/cMTyibf95aa7n55Vm01aNk11Hrjtvofu0Dtum7EBAACgsOQS8KnBx//l9SMvmvzwnbfeesvt90+as7Jh/ot3X/bi3Zd9sEEcl/Xbas+DDjn00EMP3nur/mXqHQAAANZPzp8D36nfNod9e/QWG/fMnP3zCdPrko/dFBcP2PHob/zgnJPGDSjNdTcAAABQ0HK+Cn2ydNLlR4/d4uAf3Dm9LomLum/25e/+5g+XfPeIbfqWRo3vPXHFaXtsut0JV/1rWfL5dwUAAACsQY4Bn53711O/fNadb61KUpWjj77g7lfemXrvpd/5r7MunfDCrHee/fO5Bw2vSGpeuenbe+9x5gPzs20zMgAAABSe3AK+/tlLfnbvwmzcafTXb5o8+fbzDh3V5T93WNpvxxN/ef/UF287favKqHbq1Sd/86b3JDwAAACsl5wCvuG5W+98JxN32uH8O/9w7Iiy1W1SNuLo3z50w/ED09mF9196/as+SA4AAADWRy4Bn50/deqCTFQ09ogjNyle82Zxn0POOGZoOmqe/vRzi50KDwAAAOshpxX45uZMFEVRJpNZ+3ZxWXlZHEXZFTUrHEQPAAAA6yGXgE/1GzWyaypqnnL7rVPr17Jd3Yu33T09E8XlQ4f1S+ewPwAAAChYOa3Al+95wvjB6aTx5V8efeLVLyxd3ep686LnLjtu/MWvNiWp3oce86WKXHYHAAAABasop+8u3/OnV578yJHXzXj7jm/t+Nhv9znyyP12GTtyYI+K4ubaRXOmv/jUQ3fe9fiMmmwSp/sdfvEFh3Rto6kBAACgwOQW8FHc8+CrHrul09GnXv3C0mWvP3zdBQ9ft5qNKkYde9md1351UI4fOg8AAAAFK/emLt7oiCuenTbxuh+M32FQRTr+2C1xqqzPloecefnDU1/86ymblee8JwAAAChYOa7Af3gvfXc6+cKdTr6wuWb29OmzFy6taSjqXNVr8KjRQ7uVtMkOAAAAoLDlEvCZN6487LArpqf3v2LylQeURlEUFXUZvPn2g9toNAAAAOBDOa3ANyydM2PGjKL5tUlbjQMAAACsjuvKAQAAQAAEPAAAAARAwAMAAEAA2uAq9I3//Nl+e17dincC0ht/7ZprThrmPQMAAABYV20Q8NlF0556slX7WraHy90BAADA+miDgE/3Hbv32L6tWYEfNrwyzn1/AAAAUHjaIOCLd/3RvXcc3Sn3OwIAAADWwAnpAAAAEAABDwAAAAEQ8AAAABCAnM6B7zxwzI47lqVHdndpOgAAAPhC5RLw6Y1P+cvEUz78r2xTY1N2XT8lLo7TxSVF+h8AAADWLudD6JPlL15/5v6b9SkvKS3ttM7KR5z1VFNb/BwAAACwQcvxY+TqX/rlQXue92zNuq68AwAAAOsip4DPvv/X8y58riaJ4qKeWx50xL7bjuxfuW53GFeOHZ7OZQQAAAAoCDkFfM2TDzxVm0TpAUff8MxNx29U3FZDAQAAAJ+UyznwmfnvzmlMouIxp/3kGPUOAAAAX6BcAj67YN7CbBSlh44c5jB4AAAA+CLldBX6kpKSKIqyC+ctyLbROAAAAMDq5BLwxWP227t/OmqaPOGemZk2mwgAAAD4jJxW4Dvvff4VJw4vrn/uN+fd9NaqthoJAAAA+LScrkKfZLrtc+nf/lJ+4um///pW//7z+OO+PG7LYX27di5Z/Snxqcph2203tCLOZZcAAABQkHIJ+Mwrv9hxm59OaW75r3ee+NP/PfGnte5ry59Onnz+GBe8AwAAgHWV0yH0AAAAQPvIZQU+PeK/bpl0cF3S2u3j8v4jLL8DAADAesjpHPiyfqO37tdWkwAAAABrlMsh9Jk3rjxk9IgRm3/7oYY2mwcAAABYjZxW4BuWzpkxY0bR/NpWH0UPAAAArA8XsQMAAIAACHgAAAAIgIAHAACAAOR0DnyLxn/+bL89r27FOwHpjb92zTUnDfOeAQAAAKyrNgj47KJpTz3Zqn0t28Pl7gAAAGB9tEHAp/uO3Xts39aswA8bXhnnvj8AAAAoPG0Q8MW7/ujeO47ulPsdAQAAAGvghHQAAAAIQBuswAMAAHQcmcWzF7z6zvK5yxtWNUXFnUp79uk2amTvYV3TTuglcAIeAADYUGRqFj30wGtPz23MfPyr0+f+c2LJRluNPna33t3T+RoNcpdTwHceOGbHHcvSI7t7JwsAAMizpGHpA3dNfXpxNoni4souIwdXdu8U19esmDFr+bKmxlmTX7kuM/ZbX+pRnu85YX3lEvDpjU/5y8RTPviP+veeu2/CQ09Neun1OQuX1dSnyrv1HDBiq532OPDoI8YNLmuLUQEAANYoWfDSW88uziZReuA2Y07arWfVh4vtmZqF99z1yqTF2cVT35y4xY779bEASaDa4BD6pGbqn8/5r3P++K9FTZ/6lPd/PjLhuot+2Gv7U3597a9O3MJHyAEAAF+U7IqXX1+RiaJ0nyHH7N6z6mOX60536X3Inv2n3/ne8uzKaTNq9+lT6VrehCnXgE+qnzl//wP/7/mabBRFcaq020ajNhncq0tpduXiOW+8/vbiVdmmRZN+f/K4V2Y/8tCPd9DwAADAFyFZVTN7eRJFca+hvXp9JtBL+ncfXPTe8qZk2fL6bCTgCVSOv7m1T/7kpF88X5ONi/vt/p3rnnx7yeKZLz/75KMPP/KPiZPfXLDk3af/dNYe/YvjbPWzPz/x/KdXts3MAAAAn5Q0ZIu6lvesKu/fo3R164bJB4cLW1MkYDmtwCcL77jkjzMzUbr/EddOvOWkYcWfvDkuG7jz1y75+25bHrvbyRPmvnXtryf8cNcTe3nAAAAAbS3VffDJJw9e0631s5fMbo6iKDWgX6Xr0BOs1q7AN9cuWbhgwYKFi2oaPjrRfeXEvz9dl8Rlu/3o0hM+Xe//UTzsq7/50e5lcbJy4sMT63IeGAAAoNWS5ob3pr91w9/n1SRRutuAvTftZEmRYLV2Bf6l/9t1519Ob47iVFnv0TvsvsdeB3/tjGN7zICWKcgAACAASURBVH5vVRIVbbLHbgPW9kZAqv8ee21a9PjkujmzF2ajoc43AQAAvlhJ3fzbb3/77fqm2pVNTUkURamqjTY6bN+NR5TmezJYf+ta00l21cLpk5977rmXZ69MmpoakyiKikvWtPr+oZLS4iiKkqam5uRztgQAAMhdtnn5srpltS31HsXpkm5dSootvhO21q7Ajzjhqgk7rkjiVFmfTbfbeuNuxVEURcv69S2Ko/q3Jr9ck4zqtuYHQ+3Lk9/MRHGnvv17Od8EAAD4wsVlvQ/7SkVdJltfVzd39oJ/TVv6zitvXvfWon2PHLt3vyIhT5haG/BVm+715U0//cWuu+y+dfHfnqm+/6JfPX/QhTtVrv5bayf9+sJ7lmXj4q1337lLDqMCAAC0UrqkT/+SKIqiqPvoTQbuuvnb190x8936ZY/9/d3RJ2y81lOAocPK6Rc3NeTYbxzUI5XUv/yrQ/b77i2vLM98aoPM8ldvO3v/Qy58qT5J9TjotGOGeJwAAADtrlO/oftt2ikVRZkli15b4sReApXTx8hFqX7HXHzJPf8+5a73ljx32fFjrzlnq3Hjthk9qFdlcdOKRXOmT5448aW5K7NJFBcNPPySi4/p50gVAADgC5DUzFv0TnU2SpcNHd61y2rCIzWgb0Uqqs8m9ctqk8inWxOk3AI+ioqGnXjjYyV9TjjjDy8szdS9N/mRWyY/8skt4nT3bf7ryhsvOW5YrvsCAABYvRVvz7j5+ZXZdM/x39hqu7LVbJDJtiy8p4vT6p1AtcEx7WWbHHPVs2+9dPcl/z1+ry0HVZWm4ziK4nRp1aAxe44/8+K7XnzzuauPG7W6hxAAAEBbiLt3Ly+Koihb8/bc5tVt0Dxn7opMFMWpst5V7TwbtJU2WhUv6r7FoWddduhZURRFSfOqVU3FZWUu7QgAALSTTkP6jCxd9GpD49RJs8dtNGzAJz/qumHeu4++2ZhEUXG/3qMqlQqBymUFPvPKRQfsdNTZV943ZVHTx74cF5WVq3cAAKAdxeW9dx/TOR1FTfNmXnP7axNnVC+ua25oal6xbPnUSa9edec77zVFcVHFzrsO6KFVCFVOK/BJ/bwXJjz8/ITffK/3mP2POfHEE447eNu+pW01GgAAQKulh+wy5pAlL943s6Fu3tz77pl73ydvjos7b73vlgcMTOdnOmgDuazAxxX9N+pVGkdR0rhwyn1XnH3U9oMHbH7Q6Rfd9vx7q3wwAwAA0L6KKnY5bIdv7DN48z6lH1+pTJWWDd1s+Ilf3f4ro8vlOyHLZQU+NezUe2cf+frjd99666233fPkm8uam5ZMe/B3P3jw9z+uGrnnUSeceNJXD99lo84OUAEAANpHqnTolpsM3XJk06qG6pWNKxujkrLS7lWlpaqEDUGuV6Ev6j5631N+9sdHp897b/K9vz3n2F2HVKbjpHn5G49e9+MTdtu434g9v/7TPz3x9opsm0wLAADw+eLisk49e3bZqH+Xft3UOxuMNvgYuRalfbb68hkX3Txx5ryZz9x28ZmHb9u/LI4yK95+8oafnbz3yH7Dxn31vGufeHdVW+0OAAAACkqbBfyH4s6Ddxp/9uV3/Xv2vDf/8ecLTjtgi14lUXblu0//9Renf/eGtzJtvT8AAAAoBG0e8B/dc2nnrlXdevTq1a085ZAVAAAAyElOHyO3OtmVsyc9dNeECRPuevC5WTWZD69GHxd1G7HHvlv3kvIAAACwHtoq4DPVM56+/64JEybc/cgLc+uyH3V71413PeTo8ePHH7Hv2D4+Ih4AAADWT44B37TktSfvmzBhwoR7/jF1Qf1/Pvw9TlcO2fngo8d/ZfyR+23Tr1OuQwIAAEChyyXgM9N/tdvWP3h+1UfdnqoYvONBR40fP/6oA7YbUOZweQAAAGgjOa3AN65a1ZREUZzqPHC7A44aP378UQfuMLizbgcAAIC2llPAl/TZ+vAzv3rE+KMO3mlIxRd3PXsAAAAoeLkEfHrUN/54ey47b1y6pKFbj0pL9gAAAPA5clk3z7xz54UX3ze9Jrvu37pq9hNXf2vvUdue93xTDgMAAABAocjpwPcV02774WFbDNv6mJ/dMXVpplXfkqx8++HfnLrr8JF7n3HV4++uymXvAAAAUDhyCvhUKhUnzUum3PbTr2w9bMzhP7rx3wvXvKCerX793gtP3H7Y6APPuu6Z9xuSOFU5fNy2g9K5DAAAAAAFIpeAT29+7gNPXv+9gzfpkooy1a/dc+FJO2686YFnX/fM+w2f2C6zdMrtHyb+CwubkjjdbfMjf3zTv2dOu/3/jRLwAAAA8Plyu3Z8Sb+dT/7136bNnHzLT78ytmdRlK2d8dClp44bvsleZ1z1+LurkqaF/77xh4dtMWybY352+5SlzUlc3Gub4y+4c8rMKXf+73Fb98zpEvgAAABQQNriw9/SPcZ+5fxbX5w57W+/PnmX/qVxsurdJ67+1pc2GTJs6LAdTvzlva9XZ5K4tP8up1z8wGsz/33TeUdsVuUz5wAAAGBdtF1Jx5UjD/re9U/PeO220zYvj6MoaVg4a+7KJIqiVNWO379v+oynrzv7gOEVPjMOAAAA1l1bLoU3vv/s9d87+oBTrp1Wl3z869nlky4/9djTL7rv9er1+MQ5AAAAoI0Cvm7WY1eevtfI4bv+v0seeHNFNonLh37pzN89+fas528498uju6ajxvnP3/CDw8YM22r8/9zy4uLmNtkpAAAAFI4cryOXrX79b7+76MLLb/nX/MYkiqI4VTF8/9N+cN7ZX925X0kURdGwX9771XOmTLjywguvnDBlydKpd/zv8RMuO3//U8/54Vkn7DqgtA1+glZrbm6ur69vzz0CrdTY2JjHvefxmaGpqallgDh2fhEUioJ9xstms/kdAGhnBft4T5IkiqKmpqaWf6xFy1+ElqfHVsol4LPvXHvIDqc/tKg5iaIoTncddfA3f/jj7x67be9P3mm6+5bjz7/1qO++8cDvf/mL39w8af6Ktx689NSHfvfz3U489xf/e/rOvdrjZWuSJI2NjbW1te2wL2Bd1dXV5XHveX9mWLlyZX4HANpTgT/j5X0AoN0U+OO9Ne9ftKzlZDKZ1t9tLgGfrHh/7rLmJE532/zwb//ovP8+emz3NX+qe6rLJoec86dDvnX+Y9f/6v8uvuGfs1fN+ee1F/zlyFN33qckhxlaK47j8vLynj17tsO+gHVVVVWVx73n8Zmhvr6+tra2R48eVuChcBTsM151dXUcx126dMnXAEA7K9j4ymazS5curaysLC39nEPOW1bgi4uLW3/nOZ0DHxf13Pq4/73z5Zkv3/GzY9ZW7x8pH/Klb1/9xJsznrr2LJekBwAAgNbKZQU+vem5D08qWp97KO2/6/+75MGv/XD6zGyOJ+EDAABAQcipn9PrVe8f7bvnqJG5fD8AAAAUjLb8HHgAAADgC5LLEnpm+uWHHHLZ62v6VPc4ThV1quzef/g2+xx3+jcP36yLM94BAABgPeV0DHzj8vdnzZq1poD/wOtTJv3jrhtuPP2Ox688sLeGBwAAgPWRS8DHPbc/5oxvjVvjh9Ylmfrlc1979onnZ62om/a7U87ee9pfDu8u4QEAAGDd5RLwqf4H/OCyAz5vq6Z3/nrC7ifdNmfBhKtuu/DQbw501j0AAACssy8+p4uHHvvrH+5RHif1//7n8yu/8N0BAADAhqg91sNT/XfbY1RRlNS/N2dxth32BwAAABucdjmgPe5c0TmOoqShviFpj/0BAADAhqZdAr7xrdffbo6iVPee3ZwBDwAAAOuhHYI6WXDPtffMz0ZFG43dsoeL0AMAAMB6yOlz4JtXLFpY07jGo+KTTEP1+9Oe+OPPfzJhYTYq2uSII8fmtDsAAAAoWLkUdea1S/fZ5qdTmluxaVw05PhffGe7khz2BgAAAAWsHQ6hj0v77njanx68+rA+jp8HAACA9ZPLCnxqo6MuunnU8jV9Mlwcp9KlFT0GjBgzZnh3a+8AAAAFY+bMmXnc+7Bhw/K49y9OLgEfd91sv6M3a7NRAAAAgDXxsW4AAAAQgHUI+MZl7818++2ZsxfXr+tOMm/+9eyTTjjha+fdPWdNx9sDAAAAa9H6gM9Mv+LgTYYPHznu55Oa1nEn2UWT7/nrTTf99YGpy9b4mXMAAADAmjmEHgAAAAIg4AEAACAAbRbw2fmPXnrxg3MzbXV/AAAAwEfaJuCb37vn9C8d9r1zjtzr5FtnNrbJXQIAAAAfaYOAb5x5y8l7HXPNtLokqX/zxhP3PPaaaXW53ysAAADwkVwDvn769cfvddJNbzUkcXnPnhWppGn23afvffjFL9S43jwAAAC0mZwCfuWUK4/a+7QJ7zYlqS7bff++adMf/uluPVJJZsHfz93vwPP/uUTDAwAAQNtY74BPqv910aH7fvfB9zNJqmqnH/3t4V/u3bvHLj954NFLD+yfjrNLn7ngkH2+++A8F7UDAACANrB+AZ8sfer8g/b/0T8WZpJUj91++sCDP9+texxFURRVbPXfE/5x7dFDS+JkxUtXHLXXqbe909SW8wIAAEBBWo+Azy545Pv7HnLBM8uyUarXXhc+9Lcf71wVf+z2TqO+ftMTfz15dFmcrJp+wwl7HXf9a6vabF4AAAAoSEXr+g3ZBTeeevSKmvokTvfd9+IH7/zOVhWf3ah4o6Ouebyi8qDxl7+4YtaE0/aZPKghiaL4sxsCAAAArbHOK/BJQ01NfRIXDTj4ir/ftdp6/+CO++5/6aMPnD+uRyrJLHpnVk02tzkBAACgoK3POfBx8aDDrn709tO3KP+c7bqP+58HHrl4/35pa+8AAACQk3UI+HSnyqqqqm49Rh977WO3nDq6U2u+J67c5rt3/eMPRw+vKOvUqVNpUa4fOw8AAACFqfXnwKc3O3fionPXYxdlo0+57a1T1uMbAQAAgA9YEgcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIgIAHAACAAAh4AAAACICABwAAgAAIeAAAAAiAgAcAAIAACHgAAAAIQFG+B/hcSd2siffe8+hzr85asLwuKe3Wf/iWux50xMHbD+iU78kAAACg3XTwgM8ufvqK8y57Yl5jFJdU9u7ZvX7xwndeenTmy888fei5P//6Vl3ifA8IAAAA7aJDB3wy/+HLf/vEvKayjQ86/awTxg0qj6PMsmn3//7yvzw/897Lrh115Vk7S3gAAAAKQkc+Bz4z64mHX62LOm3+1R+cutug8jiKoijdbbNDv3fOERulo+XPPfTM0iTfMwIAAEC76MABn9TNfOv9bFS0ya479/7EmMVDd9iufyppenfm7Ey+hgMAAIB21ZEPoV/ZGHfr0ats6MDPHCefJEkURZbfAQAAKBgdOODjvgf85NoDVnND5t0XJs/LxiUbDx+SbvepAAAAIB86cMCvXrb6pRuuuGtWJu6518G7VH3mEnZTp079zne+s5pvy2br6uqWLFnSHjMC66i6ujqPe8/jM0PL4URLly7N1wBA+yvwZzwvxqBwFOzTXYva2tra2tq1b9PU1BRFUXNzc+vvNqiAr5/73O2/v/aeqYsznYYf/p2vb1Px2UvQZzKZmpqaz35rRUVF9OFfDqCjye9jM+/PDHkfAGhPnvHyOwDQbjzdtXKbdRo1kIBP6uc8e/t1f7rv5YWNUacB404+65sHjVhNvkdROp3u0qXLZ7+ezWajKIpjnzoHHVF+H5t53HvL87WnJigonvHyNQDQzgr26S6KoiRJWjNAyzbrNGoAAZ9ZNuXOK397x+QFTVH54HHHfv2kQ7buXbKmjceMGfP4449/9ut77bVXeXl5jx49vshJgfXUtWvXPO49j88M9fX1tbW13bt394oWCkfBPuNVV1fHcbzahRZgg1SwT3fZbHbp0qUVFRWlpaVr37KxsTH6/+3daZxU1YHw4XOrege6QfYdFFxYFQU14oZrEFc0jjGj8U3iMonvaNRotjfbJBONEzMxIUqMxsRRxwjua0TFgGzuGy6IAQQFWRt676r7fkCMKKLOYFcf+nk+8JPu21Wn/RWn7v/ee26FUFT0Kaq8tQd8w6L7Lv/R5Lmr8hUDDznjrNOO3K2T+9YBAADQBrXqgE/XP/WHn02eu6p4wJH/+u2v7NfjI8+7AwAAwHauNQd87u93X//Q2/kOo8/83ln7dc0UejgAAABQOK044HOLHp+5uDnpvN/R+3d+9yZ0m0mSxKpRAAAA2ojWG/BpzcLX386H/Mr7vn/SfVvaINv3xF/8+rRB1sQDAADQBrTeC9PTNatW53xSKAAAAITQms/AZ/qf/KvbTi70KAAAAKBVaL1n4AEAAID3CHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIQFGhB9BC0jStra1duXJloQcCbMHatWsL+OwFnxlWrVpV2AEALamNz3gFHwDQYtr4dLd+/fr169dvfZumpqb3/vyE2krAJ0lSUlLSvn37Qg8E2IKKiooCPnsBZ4ampqaGhoZ27dolSVKoMQAtrM3OeHV1dSGE8vLyQg0AaGFtdrpL07SmpqasrKyo6GNyu7GxMYSQzWY/+YO3lYAPIRQVFZWVlRV6FMAWlJSUFPDZCzszNDQ0lJWVCXhoO9rsjNfQ0JAkiZ0xaDva7HSXz+dramqKi4tLS0u3vmUmk3nvz0/IGngAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIgIAHAACACAh4AAAAiICABwAAgAgIeAAAAIiAgAcAAIAICHgAAACIQFGhB/AJpDWL506bNmf+ktWNZV0HDv/cIQfv0bOs0IMCAACAltTqA75+4V2X/dt1T65sTjf+fd6MB++48+Cv/+Dcg3pkCzsyAAAAaDmtO+DT2qev+/c/PLmqqNfYM/7PxH36la177ZEbr5ny7CO/uaxn/8tOHti6Rw8AAADbTKteA59fdv9N01akpUO+9L0Ljh+9U8/uvXcd+6XvXHxMn0zT63fcPLM6LfQAAQAAoIW05oDPL5s187XG0H700Yf1/sfl8mW7HnXkbkWh5pm/PblewQMAANBGtOKAT2tffXlRPikePHJoxfu/nnQePrxPJq1/7eU3coUaGwAAALSsVhzw+bfeXJpLk6pevdonm30j26NPj2ySrl+6dJ1T8AAAALQNrfg2cOmG9RvyIansWJV84DtFlR3bhVC9Yf2GNHTe/JvLli2bMmXKhx8sn883NjbW1NR8duMF/sfq6uoK+OwFnBmam5tDCLW1tYUaANDy2uyMl8vlCjsAoIW12ekuTdMQQkNDw8Y9va1obGwMIeTz+U/+4K054OvrGkJIikuKPxjwSXFxSRJCQ13Dh87AL1++/Prrr//wg7Vv3765ubmwryHgozQ0NBTw2Qs+MxR8AEBLMuMVdgBAi2nj093GON+6pqamsOn45ifUigM+ZIuyITTl87k0hM0bfuOvmGRa8QKA/7kbv3xxoYcA0ELMeEAbYboDtolWHPBJWVlZCPVbOM+eNtQ3pCGUVZR+8Nx8GDRo0KRJkz78YJdccklpaWlVVdVnNFhiV11dnaZpJpPp0KFDocdCG9LY2FhXV1dZWZkkH5rO4LPR1NS0cdVGaWlpWVlZoYdDG1JTU5MkSUVFxcdvCttIXV3dxrOg7du3z2azH7s9bBNpmlZXV1dUVBQXF299y42vz6KiT1HlrTjgM126dcmE1atXrs6HHd//7y3dsGp1fZoUdena+UOn4Dt06DBmzJgtPl42m/3Y/4PgRUJL2ng5UXFxsYCnxWxcmBdCyGQyZjxaUpIkSZJ41dGS3ruEu6io6FM1EvxvbFzT/knyc+Ob8qfaD2zFF6FnuvTv2z5Ja/++8O3NF/XnFi9c3BwyPfr3LS3Q0AAAAKCFteKADyW77Tm8IskvmjNn2fsLvvGVOU+tSTNd99izv+tgAAAAaCNac8CHir3Gj+ueNC+48/qHl2+6MV/9wjv//NCKtGTnIw/fWb8DAADQVrTupSClQ79w5uFP/eyBub+96OJnD9qrT+m6BbMenbukvnyXL545vk+rPvgAAAAA21LrDviQVO111k++1+mq39/xxGO3v5qGkBR33OngM8/+yvhBbpwLAABAG9LKAz6EkO0y6pTvTZpYvXzZ2+uay3bo2btrO5fOAwAA0Na0/oAPIYSQlFT2GFDZo9DDAAAAgAKxjhwAAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIlBU6AG0nGeeeeb6668v9ChopWpra9M0TZKkoqKi0GOhDWlubm5oaKioqEiSpNBjoa3I5XL19fUhhOLi4pKSkkIPhzakvr4+SZLS0tJCD4Q2pLGxsampKYRQXl6eyThzSQtJ07S2tra0tLSo6GNyO5fLfdoHbysB36FDh/nz58+fP7/QA6GVyufzG//D5E4L23jkhGq4OgAAEQJJREFUqNCjoG0x41EQaZqGEMx4tCTTHYXyyXfwKisrP9Xx9GTjZApt3Lhx46qrq3fYYYcHH3yw0GMB+AzNmjXr3HPPDSGccsopF1xwQaGHA/AZ+vGPf3znnXeGEK699toRI0YUejiwDTgWBQAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEfIwchhPDUU081NzcXFRWNGjWq0GMB+AytW7fulVdeCSF07969f//+hR4OwGdo4cKFK1euDCEMGTKkffv2hR4ObAMCHgAAACLgEnoAAACIgIAHAACACAh4AAAAiICABwAAgAgUFXoA8L+Qm/+Hc759x+q9vvmn89Nfnn7F3NzAU6644pQBjksBbUvT3CtO++kjNaFyzLlXfPfQrskWtpj1i1N//rfcyH+55kdHdtrC9wFavabHf/HFS2eUHfaD674xqiiEENK6pU8+PG3G3GdeXrJidXV9Ul65Q9d+u+4+euwhh4zqXWaqY/sk4AFg+5BWz7v+mul7XHJQZ/utwHauecWsP/3yqrvnr2lOQwhJUlRcnFavWrpu5dIFTz18+y1DJpxz/mn7dJM6bH+8qolZUtWpKkkaOnUsCmsKPRaAwkvXzb7u2pkjLxzrLDuw3clUdaxKMmWdqpLc0gd+/t2r5q3OZ3cY8vmJJxy2z7CBXSqyIVezYsFzsx667bZpr7x4x6UXv/UvP73ksF7ZQg8bti3XGhOzTPehQ7pX7Dp8cHGhRwJQcNkeOw5sF9bMvPaPc9alhR4MwLaW3Wn4kHZVuw3psfC/L79m3up8xS4Tf/if/37O0WMGda3IJiEk2Xbdd9n3uK///FffP25weX7V3N//x60Lmwo9atjGnIEnatkdD/ynL60fUbG1U03phoXTb5/6wKwX/r58XX0+m83kmppyabrpAU79z1+e3G/jkax07ez/vPDSR1Z3P+ySn399TMdND5qunHnFJZdPX9Vj/A9+cebu7Td/rrRm0cy7bntg5nOvv72uuaRTr533OOCoiRP26lGy7X9ZgK1Kuo776jHzfvr7Z6df86f9h35jrw4fdxY+Xf/aX2++6d5Z85fVlnffcfCwMUccO35Uj5IQml++9uuX3L68x/E//80ZO79960Xn/mlh/1N/9cuT+zvsDxRQ6dDDTjk502XGjXcubAgd9z3z4n8eUbWFiS7TaY/TL/7q0m9eOXfBnTfPPOLbB3VMap+88hs/+euqjod8d9L/HfOP/caG5yef+/27V3Q7+t+u/Nqw0vybpjsi4LVJ3Ip3POiokR0/eic1t/yxKy646IpbHntpWV1pl57dOmSam3JpGpKSLjsNGz58+LDB3Tbd4yRdO2PypEfeSfode95Xx7z/IZMunzv7X8f3Csvu+/W1T2x4/2mt5qXTLj//gl/c+PCzi9ekHTqVN61848kH/viT8y659hmnv4CWl+15xFmnDClP33l48g3P1Gx9GkrXzJ108bd/e9cTb6wJHSrzy1+afc+1PzrvOze9Uh+aX50xe3k+22fsAYMd5wdaj6TD8AlH7vDEtGdrQ3bg5085oMtH7gFmuh38T0f2zaYbnvzrzFVpCBV7HD9hcElY87epf30rv2mjdNVjtz28PC0beuwxQ0tb5jeA/z0Bz/Ysv/TeX0+a/nauauSpP/79DX+8atLVf7xh8vdPHNIhSZvzPT//zX/76U++fnC3jZN/7o37bp21LtnhoNNO2qXsA4+TVAw7+dR9K9NVj/3lr8vem/abFvzl8t/NWJ7rOuaMn15z843XXnP9Tf915beOGlRWt+COK66ZVS3hgRZX1Oeos7+wS2l++YOTb3yh9qO3S9fMmPybB99s6jDitEv/dMMfJv/xht9ecGjfkrrX/vLbKfNfmDl7RT7bf/8DBlo7CrQuafULzy3MhUyf0Xv33eoMlR2495ge2bR5wXPza0MImd5HnDi2Y2h8+a47nq/fuEXzgnvueLou6XLgxHHd3TaEeAh4tmONL959x4u1Sedx3/jWF0Z2KQ4hhKSk217/fPFX9+6Qrp51092v5d7bNvfytGmLcpneB48ftfHCqsaZl518womn//ap5hBCSCr3Hn9A16TxtYceeWPjD6XVs6fcvbCpaOBJl3zr+OFdS5MQQrZdv7Ff++ZJg4vC2tkPzVuv4IGWV9T/mLNP2Kk4v+y+q25+qf4jNsovnXb7nHWhauzZ35q4a4dsCKGk9wHnXHDiTsW5RXf+x28eeyctGnTA/n3sJACtTH7l8hW5NCnuO7DPxxxhzPYd2C+bpI0r3lqdDyEk7fY6YcJOxek7j0555J00hLR61m0PLskX73z0cbuXt8jQYdvw3sz2K7foqWdW5TM99j98z81WgiadPnf43pVJ7q2nn35z0+n0/JsvvLgqn+kyaq9NJ5zSfD7X3NTcvGmL4l323L0yyb313PPvpCGEUPfc409vCKUjJxy102br3TO9xp5w4oTxh+9W2fgZ/34AW1S84wnnHD+wOPfmPVfd8krDlrZIVz3z1BvNoXL0waMrk/f93LGnH9IlqVuxYl0o3vXAsT3tIwCtTm1NXT6EsnYVHztDFbVrXxZCumH9u+sfs32PnLhPZah7/s67Xm7MLXngtjnrQ8exJx7Wy1xHVLxg2X41Ln3znVxSPGDQgA8eoi0ZsFO/bMi/vWz5plPwzcsWL8snRf0G9vvIfxNF/Qb2zYbcsiXLciGE3IolyxrSTLeddvzAXe1Cpsfnvvi1s7520uiPXpgF8JkqGTzxrAl9s82L7rxq6oItHEzMLVu8NBeyfQb22/yGm2XDxh8+IJuEpHTYgZ/rag4DWp/yivJMCPW1tfmP2zJXV9sQQlJSsunDipIO+0wcP6Aov+yhKQ9Om3rP681FOx11/J7tzHXERcCz3Urr6+rTEEorKj50E6akol15JqTN9Q3vBnxaW70+l4ayqo5lHzmLJ5UdKzNJWr+uujGEEHK55hBCmv/Ytw+Alle228lnfb5Xpmnh1Ktuf+NDn6KU1tbWhZCUV3zwutFs1359K0JIOvbrt6VbOwMUWKZL967ZJG1asmhpbutb5pb+/c3mNMl279X9veDJDhx/wpj2oWbeH343fU2o3Gfikf3c6oPYCHi2W0lpeVkSQkNtbfMHv5XW1dblQ1JcVrpp1k7TNISQy+c+vG79va/kcvl3tw0hZLr06JZN8iteX+hmdUBrVD7s1LMO755pfO3Wq+5a/IH93KS8vGzjVLj519PqeY8+sSEN+RWzH3/1Q1MnQMEllUOHD8iE/JK5c9/casHnlsyZ+2YuKRo0cuj7LpZMqvabeGTfTMjl8pl+R56wd6VDlURHwLP9Ku3Zq3Mmbfr764s+OME3vrFgSS5kuvfq/m7AJxVVVcVJ2rh2be2mHM81N4cQmpvf24VN161em0+Tsqqq0hBCUjliz52LQ+Nz9977usXuQCuUVIz80pnjuib1L99y9T2b7+hme/TumQ25Nxcu3mz+SpdPf+Cp2qS0rCRdMfPRF81tQOuT6bX/IcPKQm7hvTfPWPWRJ1Hy70y/8d6/55KK3Q/df/NbzBftuO/evTIhJJ2GDOvrkzKJkIBn+5UdsPuITkn+7cceeHqzT29PVz/+4Jx1aab77ru/d4vl4v479s2E5gXPz3/3ns35NavX5kLavHbNuzeTT6tfev6NXFI8YKeNF1slXQ86/oDOSfMbt156xb0L3HEeaH2SDnue9pUDuyS1L9w0+YG337fgJ+k6cmTvbFr9xLS5696bvdJ1j//51hcb2+11+mmjK9JVs6c/91H3sAconKTbuFOP6lcS1jx+9WU3vrClCyHTtc/++dLJc9aF0sHHf+nAHTY/yV7/0rTHluZCyK/62z0z19h/Iz4Cnu1Y6YgJRw0uTVc9fOXlU15cs/H0U+OKJ/982TVz1od2I449cuf31j1leuy93+CSsH72rbe/Wh9CWvvqQ397I58kza88+vDixhDSDc//5bZnG0LpkLGjO298I0ja73XG+ccPKs8vn3n1hV/7lx9dfdvMV1c2eiMAWpGkap8vn7Ffp1Dz4rOvvX9+yg44dMLIdmHd41dd9peX1uVCyK197qafT5qxtnjQsV88/IAxw8rC2rnTn97KB8kDFErprl+86Iw9OiY182/54Xnfm3zvEwvXNKQhhJDWr3p97l2/+/Z5P5r6al1Rr3HnXTxxYPFmP5qunD7l4RVpeadO5aFm3tR7F1osRHRcOML2LNv/uPPOfO0Hk2Y/9afvfOW2rr06l9auWLaqNhdKeo/7xrlH9HjfIdlM78NPG//QD+949eZLvvJoz/J1S99p6Dn+wok11/7mzxedPb1n0crFy2vypYNPOW3cP27MnHQYfvrP/mPnKX++6d45i56857on772+ovvQfQ4+dPz4A3auclMUoBVIOo0948sznvvVrHWbHV9Muh169tee/s6Vs56/4dtfntqxMlSvrc0nnfY86/wTdiwp6jR6t5K5T897dN76fQ5sV6iRA3yU4n5HfffSqut+efV9rz5/91XP3311ki0uLw0NdU25NA0hye4w4sRzz/vinl0+sDfW+Mpdtz9bl+l9wkXnhN/+v6mL7586++gLx1oIT1QEPNu3oj6HfeuX/R++7baH5ry06O031xZX9ho25nNHnHDc/gM++KkhFcNO/+F32l97w/1PLl5e13nohC99/cv798r1SUuvvmXmgtWhyy7jJnz5jGMGbf6ZS6Gs976nXrLvSatfe3LmjBkzZj7xygsP3/TC9IeevvDy8/fr5P0AKLyky0FfPf1vL1z5xOZrfbI9xl10Wec7/+u/H3xiwTt1pT2GjDv0pFOPHdW1KITQcdTonYuefuHp6XPWHjCuQMMG2JrinmPPvGzU5+dNmzZj3jMvL35nbXVdWlbVveeOu44YfdARh+zR88MfLJSumTnlr8vyFaOOmzB0WDhu5P2Tnp499f7F+36hv7MuRCTZePNtYFtI69+afd3PLr9/URhxzjU//ryCBwBoFZpf/6/zL7xlSZfxP/nNWcNLQ8Pzk8/9/t3Lq8Z9d9K/jvFh8MTDGnjYhpKynnuNGVwekkxpWfHHbw4AQAtIq+dMvX9xvmTIMccOKw0hhNJhxx4ztCysnXHrg8vyH/fT0HoIeNimcm88P78mZHccvptjuQAArUJuyQNTZlcnOxxwwiGb7oGUdD9k4oGdk8ZX77r9mbrCjg4+BQEP21LzazNmvZXPDtpnTDf9DgDQCqQ1T069+/Xmop2OOm5UxT++XL77cUfvXJKumj5l2nKLiomFm9jBNpRftnBV512HjThy/x4OjgEAtAb5DaVDTj5zl6rdDuyz2Q5aptcR51xQ9tLqsENdfRrKnXwhBm5iBwAAABFwlhAAAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAgIeAAAAIiDgAQAAIAICHgAAACIg4AEAACACAh4AAAAiIOABAAAgAv8fwe8RCGMv2nkAAAAASUVORK5CYII=)
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$gender) = 'Φύλο'
my_stack_plot(sample.data, 'gender', 'success', type = 1)
![](data:image/png;base64,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)
my_stack_plot(sample.data, 'gender', 'success', type = 2)
![](data:image/png;base64,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)
my_stack_plot(sample.data, 'gender', 'success', type = 3, flip.plot = TRUE)
![](data:image/png;base64,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)
Binary Plot
(Ραβδόγραμμα πολλών δίτιμων μεταβλητών) (συνάρτηση
my_binary_vars_plot)
Παράδειγμα
data.for.plot = data.frame(Χαρακτηριστικό1 = c(0, 0, 0, 1, 1, 0), Χαρακτηριστικό2 = c(1, 0, 1, 0, 0, 1), Χαρακτηριστικό3 = c(1, 1, 1, 0, 1, 0))
my_tab_fun(data.for.plot)
|
X0
|
X1
|
Sum
|
Χαρακτηριστικό1
|
4
|
2
|
6
|
Χαρακτηριστικό2
|
3
|
3
|
6
|
Χαρακτηριστικό3
|
2
|
4
|
6
|
my_binary_vars_plot(data.for.plot, xlab = 'Χαρακτηριστικά', labels = c('1o', '2o', '3o'))
![](data:image/png;base64,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)
Ιστόγραμμα
(Histogram) (συνάρτηση my_histFrequency)
Παράδειγμα
sampledata = c(11.8, 3.6, 16.6, 13.5, 4.8, 8.3, 8.9, 9.1, 7.7, 2.3, 12.1, 6.1, 10.2, 8.0, 11.4, 6.8, 9.6, 19.5, 15.3, 12.3, 8.5, 15.9, 18.7, 11.7, 6.2, 11.2, 10.4, 7.2, 5.5, 14.5 )
my_histFrequency(sampledata, xlab = 'Τιμή')
![](data:image/png;base64,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)
Παράδειγμα
sampledata = rnorm(100, 0, 1)
my_histFrequency_with_normal_curve(sampledata, xlab = 'Τιμή')
![](data:image/png;base64,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)
Παράδειγμα
sampledata = rnorm(100, 0, 1)
my_histPercent(sampledata, xlab = 'Τιμή')
![](data:image/png;base64,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)
Παράδειγμα
value = c(rnorm(1000, 0, 1), rnorm(1000, 2.5, 1))
group = c(rep(1, 1000), rep(2, 1000))
sampledata = data.frame(group = group, value = value)
my_hist_multiple(sampledata$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$group, xlab = 'Τιμή')
![](data:image/png;base64,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)
Παράδειγμα
value = c(rnorm(1000, 0, 1), rnorm(1000, 2.5, 1))
group = c(rep(1, 1000), rep(2, 1000))
sampledata = data.frame(group = group, value = value)
my_hist_multiple_density_sidebyside(sampledata$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$DependentScore, type="b", col = cols,
legend=F, lty=c(1,2), lwd=2, pch=c(18,24),
xlab="", ylab="Βάρος",
ylim = c(lower.y.limit, upper.y.limit))
legend("left",c("Γυναίκα", "Άνδρας"), bty="n", lty=c(1,2), lwd=2, pch=c(18,24), col=cols, title="Φύλο",inset=c(-0.55, 0.1))
![](data:image/png;base64,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)
Παράδειγμα 2
gender = c(1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0)
gender = factor(gender, levels = c(0, 1), labels = c("Γυναίκα", "Άνδρας"))
weight1 = c(89.8, 107.5, 105.7, 81.2, 99.3, 76.7, 100.7, 75.7, 90.3, 105.7, 81.2, 71.7, 71.2, 98, 116.6, 68.5)
weight2 = c(90.8, 108.5, 106.7, 80.2, 100.3, 75.7, 101.7, 74.8, 91.3, 106.7, 80.2, 70.7, 70.2, 99, 117.6, 67.5)
weight3 = c(91.8, 109.5, 107.7, 79.2, 101.3, 74.7, 102.7, 73.7, 92.3, 107.7, 79.2, 69.7, 69.2, 100, 118.6, 66.5)
dataF = data.frame(gender, weight1, weight2, weight3)
repeated.ANOVA = my_Repeated_ANOVA(dataF, betweencols = c('gender'), withincols = c('weight1', 'weight2', 'weight3'))
data.long = repeated.ANOVA$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,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdd2Dc9N3H8Z+k23feI46zHIckzk4ggxBIIIRVRmlLH8rs8zDKakt36Xja8nTQ0kIptFBGGW0pLRQohLAJI4SEkb0T4gxnOp5359uSnj8cgmPfiu/OOtnv118X6eefvnenU/SRfpIkXdcFAAAAAADIb7LRBQAAAAAAgNQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAhajCwAAwEzavv+D8JIlRleBfFfx/H/k8nKjqwAA9DcEeAAAjoF68GBs1y6jq0C+01XV6BIAAP0QAR4AgF6RB9JlaLoQunbUFFkSQjKomjym64IH9AIAcoYADwBAb7i/fKVcUmJ0FX0k1rAn+NRTXafY5861HX+8UfXkrcBT/1YbGoyuAgDQbw2kswcAAAAAAJgWAR4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIWowsAkAFVVVtbharKBQWSy2V0NQAAAFmmq6rW2ipUVfJ4ZLc7095iMb2tTdc0yeOR2XeCCRHgAVPSff7we+9Ft2zRo9HOKUplhW3GTGvdWGMLAwAAyArN7w+/tyy2efOnezsVFbYZ063jxvWmN58v/O7S2Nateix2uLfKSvusWZYxo7NWMZB7BHjAfNSDB4NPPxNcvFiSFanAIxRFBIPhYFBtPKTuabCffrokSUbXCAAA0Htq46Hg008H33hDkhVR4JYVqx4MhoMB9dCh2O4Gx5lnHNPejrp/f+CZZ0NvvikpiuTxCEXRA0E9FFQbG23Tpjnmn5a7NwJkFwEeMBk9Egn857nQ4sVKVZUyfLikKJ3Ttbb2yIoVQgi5rNw2baqhNQIAAPSeHosFn/tP8I035EGVlhE1R/Z29HZveMUKIYRSXmY74YR0ewuHg889H3rzTaVqsDJ8WJd9p7bIRyuEEHJ5uW3ypBy8DyD7CPCAyUTXrtX9fqW83DJyZNfpcnGRpa4usny55HLZpkwWMreoBAAAphRdt07z+pSyUkvtqK7TpaJCa11dZPn7ksNhmzpVfBLFk4usXqN1dMgVFZaRNV2ny8XF1rqx4WXLJY/HNmmiYAAjzIAAD5hMrH5HeNky6+QpPWfJbrdUWKQHAuqBA0p1dd/X1k3w+YWxhgajqwCyLLZzp9ElwAT8jz4mezxGVwEYpuC6rwhL74NGbHt9eNky66Q4Z8Vlt1sqLtZDIXXffmXY0LR6q68PL1tmnRJn30nyeKSiAt3vVxsblUGDel0w0GcI8IDJaO3tkpBklzPuXNnj6myTDwG+44knwu8sMboKADCA/+57jC4BMJLn6qukDAK85vUKISRngr0dt0sIoXnbFZFWgNe8XiFJcqLeXB4hhNbWToCHKTDIFjAbWRZC6Loef27nZImfNgAAMCup80rARGPaO/eC0h7xLkmS0EWCPadPepMZPw9z4Aw8YDJycbEudNHhFwWFPeeqPr8ihFxS0veF9VRw883uyy41ugogy3x/ui+6dq3RVSDfFd/+a7moyOgqAMNIVmsmfy4XFwshhM8viuLt7fh9x7S3I5UUC6GLjg4R78IW3e8TebPvBKREgAdMxjJ6tH327OjGDdZx47sde9ba2nSfVy4qkisrjCqvK/uJs4wuAci+wL+fiRpdA/KfY8EChuMCvaaMPs4+e3Zk/QZrwTjp6Pvyam3tot0nFxYoVVVp9mYdPcY+e3Z04ybLuLpuD5/TWlo0v18uLVXKy7NWPZBLjLMFTMY6YbxcXq61e6Obt+ih4OGpmqYeOBjbstVx0kmOefN4DjwAADAv27hxSmWF7vPGNm/RAoHOibqmqQcbY1u32GafaD9lbvpD6K0TJ8ilpVp7W2xLt32nA7Gt2xwnneSYNzcX7wLIBc7AAyYjKYrrcxcKTdNaWsLLlkl2u6RY9GBQ1zXHnDn2uadYRh9ndI0AAAAZkGXXhZ/TVU1rbg4vWybZ7JLFoodCuqbaTzrJfvLJ1rqx6XcmWSyuz39O6LrW2tq57yQURYTCuqba58yxnzrPUlubu7cCZBcBHjAfubDQffllkZWr5LIyrblZCCHZbJaRNbYZMxixCQAA+gGpwOO+7NLo6tVKebna1CQ693ZqRtimT1cGDz7W3uSiIvcVl0dWrFTKytTOfSe73TKyxjZ9hjKoMvvVAzlDgAdMSbJa7bNm2mfN1GMxoaqS3W50RQAAANkkWa22GTNsM2ZkZW9HslrtJ86ynziLfSeYGgEeMDfJYhEZPGcVAAAgz2V3b4d9J5gaN7EDAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJiAxegCAAAwJb2jQ1cUo6voK4FA9ymhkO71GlFKflNVoysAAPRnBHgAAHoj8ORTRpdgpPDy98PL3ze6CgAABhaG0AMAAAAAYAKcgQcA4BhYJ03UI2Gjq0C+k+x2o0sAAPRDkq7rRtcAAAAAAABS4Aw8AGBAW7z7jc0tm4yuAv3W2SPPqS0aZXQVAIB+ggAPABjQ1jatWbz7DaOrQL81pXIqAR4AkC3cxA4AAAAAABPgDDwAAEIIcULVjCJbkdFVmMNbDYs1XTvyzzJH2ZTKaQbWk4fq2z/e2b7T6CoAAP0NAR4AACGEKLWXlDnLja7CHKSj/2lTbJWuSmNKyVcHA/uNLgEA0A8xhB4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAELEYXAOAwTdfq2+uNrgIYcHwRn9EloD870HHg47aPja4CMMAQzxCnxWl0FUB/Q4AH8kVYDX/rrZuNrgIAkE2PbXjE6BIAY/xizq8mV0wxugqgv2EIPQAAAAAAJsAZeCBfKJJyVs3ZRlcBDDjrmtbu8+8zugr0W1Mqp1a5qoyuAjBAmbPM6BKAfogAD+QLm2K7aerXjK4CGHDuWnknAR65c3bNOXOqTza6CgBAP8EQegAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIWowsAACAvLN33riwpRldhDqqudf3noUDjC/ULjSomP0ViYaNLAAD0QwR4AACEECIQDRhdglnFdNUf8RldBQAA/R8BHgAwoMmSIktcUIZckblcEQCQPZKu60bXAAAAAAAAUuAMPACg/3t366FwVDW6CgxQw8vco6sKjK4CANAfEOABAP3fbc9taPZzUzEY4+ITR3zznDqjqwAA9AdclwUAAAAAgAlwBh4AMFDIsjR5WLHRVZhAQ0tHsy/SdcrEocUWRTKqHpPyBaPbG/1GVwEA6FcI8ACAgUKRpBNGlhpdhQmEomq3AD95eLHTphhVj0ntbQkQ4AEA2cUQegAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAYvRBQAAAABAvjjQFtzd3OELxSRJKnFZaysLilxWo4sCDiPAAwAAAIDoCMfe2tS4rzWwcmfLkYknjCwdV1104nHliiwZWBvQiQAPAAAAYKALR9VFq/e9ufGAw6oML3M7rIoQui8UW7OrTddFIBJbMKFKksjwMBgBHgAAAMBAt2Jn65sbDxQ7rSMrC47kdI/DWu6xb9jTLoTYcaijttJjZIkAN7EDAAAAMMBpmr7tgE+WxPAKd7ez7FaLPKzMtXJny5b9XoOqAz7FGXgARtq0z/v1v35kdBXo//yhmNElYOB69qOGF9fsM7oKoI9cefLIK04eaXQVx6w1EInEVLfdapHjnOAscFoUWWr0hvq+MKAbAjwAI6ma5gtGja4CAHIoEtMiMc3oKoA+Ejbn2t75I7Uo8YcnS0KyyHIkpmmaLnMrOxiKAA/ASDaLMqTEaXQV6P8OtIVUXTe6CgxQHruFZ1Bh4Ch0mDJfOKyKECKmxj/6oOt6VNVsFpn0DsOZ8gcGoN8YU1Xw9DfmGl0F+r9zf/tWsz9sdBUYoM6dNuSb59QZXQWAZIpcVodV8YdjUVWz9jgP3x6IabpeVcQpBxiPAA8AAABgQJMlqa66MBRVtxzwHVfpVrpcCR+Kqg0tHcfXlI4fUmhghUAnAjwAAACAgW7qiJK9LcGVO1s27vWWeewuu0XXdX842uyLTB1RUlddOKzMbXSNAAEeAAAAwIBnVeRzpgwuclm3N/p1XV+5s0UIcXxN6ciKginDi6eOKDG6QEAIAjwAAAAACCHsVuW08YOmjihpaO6YMLRIkqRSt214mdtpU4wuDTiMAA8AAAAAh5W4bSVum9FVAPHFf9QhAAAAAADIKwR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJWIwuAACAPqJp+tKth4yuwgQOtAe7Tflge7NFkQwpxrw6QqrRJQAA+hsCPABgoFB1ffM+r9FVmNLHB31GlwAAABhCDwAAAACAGUi6rhtdAwAAubWuoS2qakZXgQGqstAxtNRldBUAgP6AAA8AAAAAgAkwhB4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIDHyAHd/epXv8pKP7qux2IxSZIsFn5o+SUajR55bbFYJImnW+cRVVU1TVMURZY5xJxHNE1T1cNPNWezloc6N2tWq9XoQnCUzg1a52s2a/mmc7OWnxu08vLyr3zlK0ZXgTzFTeyA7qZPn250CQAAABigamtrn3zySaOrQJ7KuwNOQJ649tprHQ5HJj2oqhoKhWRZdjqd2aoKWdHR0XHktdPp5JRIXgmHw7FYzGazcS4xr8RisXA43PmazVoe6tysuVwuhhTllc4NWudrNmv5pnM/TVGUDPf3smvfvn1PP/200VUgrxHggfguueSSwsLCTHqIRCJer9disRQXF2erKmRFU1PTkdclJSWKohhYDLrx+XzhcNjtdhMR80o4HPb5fJ2v2azloc7NWmlpKUck84rX641EIp2v2azlm879NKvVWlRUZHQtn1q1ahUBHsmxlQcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABi9EFAAAA9BORNWs7Hnss8sGHWkuLXFxkO+EE9xVX2GbOMLouAECuxHbtiq5bp+4/oEcistutDB1imzpVLi/P0eII8AAAAFng/c3tvnv+KHS9859ae3ts1+7AM8+6v3xl8S9+LmSGPQJA/6KqwVdejW7aFF62TAghKYquqkII+5w5jpPn2Gbk5OgtAR4AACBT/nvv8919T9xZHY/9VfZ4Cn/4gz4uCQCQU8E3Fkc3bYqsWGkZPUYuLZFkWY9G1UOHIsuWC00TDodt0qSsL5SDwQAAABnRmpu9v78rSQP//Q/Edu3us3oAALmmNh6KrV8fWbHCOnGCUl4mybIQQrJaLdXV1vF1keXLw+8s0aPRrC+XAA8AAJCR0Kuv6YFAkgZ6LBZatKjP6gEA5Fp0y+bQe+8p1dWS3d5tllRQKJeV6aFQbOfOrC+XAA8AAJCR6LZtqdtsTd0GAGAWWnOLEEIqLIw7VyooDC9b1tkmuwjwAAAAGdFDodRtgsE+qAQA0EdiMSGEkKS4MyVFFkLoMYbQAwAA5Bmlqip1m+rBfVAJAKBvSB6PSHwAVw8G7bNnywXxz89nggAPAACQEcepp2alDQDALCw1NfbZs7UDB/VPnh56hK6q6qEmSZIsNSOyvlwCPAAAQEaskyfZ581N0sA2dar9lJP7rB4AQK5ZRh+nlJZq7W3qzp1C045M1yOR6JbNeiRsGTtWLirK/nKz3iMAAMBAU3LXXU2f+3zcGw4rVVWl990rZM6aAED/ISmK8/zz9GAwuHix1twiFRfJVpsWCuqtbbYTZymVFY4Fp+diuQR4AACATCmVFRUvLfL+8rbAk0/qkcjhqRaL68ILi/73R3J5uaHVAQCyTy4vd11xuTxsaGzbx0LXhRCKEJLFYp0yxT7nJMlqzcVCCfAAAABZIBcWFv/mtqKf/DiyerXW2ioXFlmnTpETPGEIANAPyAUFrvPP14NB9eBBPRyRXE5l8GDJksOUTYAHAADIGsntts+ZY3QVAIC+IzmdlpqavlkWl2MBAAAAAGACBHgAAAAAAEyAAA8AAAAAgAkQ4AEAAAAAMAECPAAAAAAAJkCABwAAAADABAjwAAAAAACYAAEeAAAAAAATIMADAAAAAGACBHgAAAAAAEzAYnQBQJ4KBAKKomTSg6qqQghN0zo6OrJUFLIvGAxKkmR0FfhULBYTQkQiEU3TjK4Fn+rcoHVis5a3AoEAG7S80vWHw2Yt33R+Haqq5tUGLRQKiU9qA+IiwAPxBYNBiyULPxBN04LBYOb9IEc6/6dEvolGo9Fo1OgqEB+btbzFBi2fsVnLT/m2QQuHw0IIXdeNLgT5iwAPxOd0Op1OZyY9qKoaiURkWbbb7dmqClnR9b9qh8PBCau8EolEVFW1Wq1ZOYKGbOncoHW+ZrOWhzo3a2zQ8k3nBq3zNZu1fKNpWjgczrcNWmcx/JCRBNsRID6Xy+V2uzPpIRKJdAb4DPtB1nUN8E6nM8NrJZBdmqapqmqz2TI8gobsCofDXQM8m7V807lZc7lcssztjfKIqqpHAjybtXwTiUTC4bCiKHm1QXM4HEIIfshIgpUDAAAAAAATIMADAAAAAGACBHgAAAAAAEyAAA8AAAAAgAkQ4AEAAAAAMAECPAAAAAAAJkCABwAAAADABAjwAAAAAACYAAEeAAAAAAATIMADAAAAAGACBHgAAAAAAEyAAA8AAAAAgAkQ4AEAAAAAMAECPAAAAAAAJkCABwAAAADABAjwAAAAAACYAAEeAAAAAAATIMADAAAAAGACBHgAAAAAAEyAAA8AAAAAgAkQ4AEAAAAAMAECPAAAAAAAJkCABwAAAADABAjwAAAAAACYAAEeAAAAAAATIMADAAAAAGACBHgAAAAAAEyAAA8AAAAAgAkQ4AEAAAAAMAECPAAAAAAAJkCABwAAAADABAjwAAAAAACYAAEeAAAAAAATIMADAAAAAGACBHgAAAAAAEyAAA8AAAAAgAkQ4AEAAAAAMAECPAAAAAAAJkCABwAAAADABAjwAAAAAACYAAEeAAAAAAATIMADAAAAAGACBHgAAAAAAEyAAA8AAAAAgAkQ4AEAAAAAMAECPAAAAAAAJkCABwAAAADABAjwAAAAAACYAAEeAAAAAAATsBhdAAAAyIKYqr+16eAH25sbvSGnTRk7uPCsyYMHFzuPtR91z57AM89G169vD6lvV0/aVjXGV1Je7LKOrrCfOqbUaVNyUTwAAEgHAR4AANPbvM/746fW7GkJHJny5saDD7758ZWn1F572ihZktLqRde9d/7ed/c9IhZ7c/RJD510acjqEK1CtLYIIV4V4m/L931t/ohTxpTn6F0AAIDkCPAAAJhbfaP/q4996A/Fuk1XNf2Rt7eHIrGbz65Lp5/2X/7Kf9+fhRBvjDn53rn/3bOBNxi77aV6m9Vy1rTijKsGAADHjGvgAQAwt98t2tQzvR/xz+W7Nu3zpuwkumGD//4HhBBeh+fR2RcnaqZp+t2v7whH1d6VCgAAMkGABwDAxPa2BFbubEnSQNfFwpV7UvYTePIpoWlCiGU10wPWZFfON/sjyz5uOtY6AQBA5gjwAACYWDpn1zftbU/ZJrJ6TeeL+oqaNDpMvVAAAJB1XAMPAICJ+ULRlG28iQfYH6F5D4d8vy31jevTWSgAIG/d/sJGTddL3Pbr5h9ndC39QizW9qMfCyGUwYMLvnFzThdFgAcAwMSKXbaUbUrdqdsoZWUxsU0IvSjsS9m4JI0OAQB567kVe1RNH1rqIsBnha5pHX9/XAhhHT8+1wGeIfQAAJjYlOElKZ8SN3VEScp+bDNnCiGEkMbt35aycTodAgCArCPAAwBgYqUe2/wJg5I0sFrkC08YmrIf96WXSA6HEGLmrlVlHa1JWtaUu06oKT3WOgEAQOYI8AAAmNs3z6mrLkl44fo3z64bUupK2YkydGjR/90qhLDHIl97+2GLFv9BcU6b8t2zamU5xTl/AACQCwR4AADMrcxjf+DqWXPGVHSbXuqx/fyiyZ+fMSzNftyXXVp6/31KZcWkfZtuXfS7Ie0HujUYVeH67UVjR1W6s1A0AAA4dtzEDgAA0ysvsN9x2fHbG/0fbG9u9IacVmVsdeHs48ptlmM7Uu887zzHmWeG33xrxrp1D3XsWlcmb60a3VFQ4rFJY8rtdVXuVJfbAwCAHCLAAwDQT4yq9Iyq9GTYiWSzOc4603HWmUKIuULMFUIIEQ6Hfb7Ud6cHAAA5xRB6AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAI9/pvm1LXl66vUM3uhAAAAAAMJLF6AKA5PTmd//6hwcCX5o4e5RbOmpO5P07r/zVW4HuwV6u+uxt9109Tum7EoGU/KGYPxwrcVntVlZN9Beqqja3CCGUslKhGLZi66GQ1tQkFxVLBR49ENBaWuSSEsntNqqegUDXRVsgomp6sctmUaTUfwAAyB4CPPKa1rr878+sj4ranrP0lv0HIkJxlVUW2bpOl8sLrX1VHpBcJKb9a/mu51fuaWgOCCEUWZowtOjSk2pOHTfI6NKA3tN27mx95LHQq69qXq8QQi4qcpx5ZsE3vm6pqenLMoKLFvkfeCiyapVQVSGEZLfrkYjQdSFJ1nHj3Fde4b70EgOPLPRLTb7wY0vqX19/oLUjIoRw2pRZo8r/e25tXXWh0aUBwEBBgEdeiuz96LWl67ZvWvH+6gafqsfbAVMP7juoykPP/9+7LqtlBw15qK0j8vW/frT1gO/IFFXT1+5uW7t79fnHD/nBBRNkiTNXMB/tzbfCP/ihCAY/ndLeHnjqqeCLL5be+0fHggV9UoTW+u3vBJ58qus0PRz+5JUe3bix7ZYfBF9YVPbow5LT2RclDQAb9rR/+x8r2zoiR6YEI+pbmw4u2dL4nXPHfW76MANrA4CBg2vgkY/0jrXPPfz3Z19fsdunJrj2Xfft3+8XyqAhg0jvyEO6Ln7wr9Vd03tXC1fufeyd+j4uCcicXl8f/d73u6b3T2d1dLRcd0Ns+/Y+KMN31x+6pffOErr9O/zuu23fv6UP6hkI2gKRbz9+VHo/QtX0376w6aMdLX1fFQAMQJyBRz6SSs75v3+fpetC6G2v3Hrtfet6NtEO7mtUpbIhgx3H2nkwGIxGoymb6bqu6xndOe/In2fYD3Iq8y86rve2HVq1qzVJg8eW7Lho5nCPg41wQvxw8krn1xH78/0iEifCHW4TCnnv/H3JH+/JaSWa1+v7073x5sQZ0hJ45ln3Dddb6+pyWlL+yNEGTQjxxHu72gIJv3pN1//8+rYHr5mZi0X3G7n7dtA7+bmfllfFID+x74g8JUmyJAmhy3L8UcbhA/ubdbkm9vETt/9l6YbdhwJK8dCx0+d/7qJzJpUnX61vv/32hQsXpiygpaUlnZyfUiwWa25uzrwf5EhbW1suun11dUPyBqGo+sbqnSePLsnF0vuBjo6Ojo4Oo6vAUfRYTHtnSfI2wdde1w4eFJYc7l1or7yqh0IpGumfxHldb/3Pc8q1FbmrJ6+0tiY7bpiJN9bvS95gw962bbsPlLq5C01CgUAgEAgYXQW6i0ajebWf5vV6hRCqqhpdCPIXQ+hhTmrj/oOqHtv6wgPPbYqUjhpfN7wg1LDixYd+8u1fvbg7C7EbyMyB9nDKNvvaU4UQIK80N8cdPH+Ujg49Zxmyk96Q4uiYEEedjNd3p9EeSem6OOBNsU1Lpw0AIHOcgYc5qY0Hm4Xirj3jxu9fc8pgmxBCRBvff/iXv3txxcN/XDj5158fysEpGCm9AXDcxA6mkubATk3LcR3HiPGo2SAJKeWGTeOTBoDcI+TAnGwzv/H4s88+cdeNh9O7EMJaOeuqG86pliPb3l6ym4FHMFZVoT2NNraUbYA8Ul4u7KlWbKdTKivLbRnV1UKke5BMCCENHZK7WgYISRKVBam3V4PZpgFA7nEGHv2JddTkce7n9u3fs18VNYnuTv+9733vm9/8ZpJe5lBV4+QAACAASURBVM+fL4QoLS0tLMzowbaRSMTn81kslqKiokz6QdZ1vdqtuLhYycGTohdMUV/d2JSkgc0iL5haU+DketHu/H5/OBx2u90OxzHfohK5Ew6H/X6/csrJ6utvJGnmPP30kkGDclqJdt65B3/6Mz3xvfS6KfnsBdZcH1PIA52btZKSElnOybmZUydUPb50Z5IGddWFY0YMzsWiTc3n80U+WVddLpeThxrmk879NKvVmuH+XnZ1FpOLPRP0GwR4mJKuqaqqSxaLcvQYZElRJCGsNmuSoclOpzOd/0ElSZIye0z3kT/PsB/kVOZfdFynjB00cWjx+j0J75B32ZyRhS7OViXDDyevdH4dyvXXaW+/oye4wadksxV865u5/uKU0lLPdV/x3fPHdBo7zzvPNmlSTuvJKznaoAkhLjtp5PMr9/qCCb56SVx/+mh+s8nl7ttB7+TnflpeFYP8xBB6mJHuf+fXl1500XUPrDv6FIy6a+Nmv7DWHFfDoSkYS5LEr780dUS5O+7cBROrrj11VB+XBGROGj3a8oufS7Y4x54ku73kj3dbx47pgzIKv/Nt53nnpWxmmz695I7f9kE9A0Gpx3b7JdPiPvlSlqSvn1V34nHlfV8VAAxABHiYkeSZNnd6oX7o9Qcf/bA5dnii2rrm7/ct3K0Vzz73lDKOXsJw5QX2R6+bfdW8UeUFn142PKaq4Kefn/Tzi6YkekAikOfks89yPPlP52fOkT65xkFyOJznnlvx0ovOc8/toyIsltI/31ty153W8eOPTJO6jDi1jBhR9NOflD/9lOTx9FFJA8C0ESV/v+Gk86YNcdkPx3iLIs0aVfbnq2ZeMnuEsbUBwMDBeUqYklR08tU3rtpxxxsv/OKG5bVjR5Yp/oM76ne3RZwjL/jGNbMLiUbIC06b8pX5x31l/nGN3lBHOFbqthe5uOgdpiePHl384AN6JKLu2SOEUIYNk6x9vmJLkuuLX3R98Ytaa6t2qEkqLFCqqrRDTVprq1RcrFQOlAe/97GqYuePL5z4gwsmHGgPxVRtUJHDYeVKXQDoUwR4mJRUNvtrd9wx9T9Pv7J03fY1uyLW4sF1888796LzZw1xEN+RbyoLuR8b+hvJZrPU1hpdhZBLSuSSksOvK8rlCgZy55wiS0NKuBkbABiDAI/8JhWfdevTZyWY5xox99Jvzb20bysCAAAAAENwDTwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJWIwuAAD6CV3XN7Zs2Na6NRALFNtLJpdPGVowtNe9tQUi73/cvLc1IEtSTYV7Rm2Z2579LXZ085bIsmWh5pa1topdlTWxyqrKIufMUWVVxc70O9Gj0fC7S6MbN7YEYqsKhh6qHmktLho1yDN9ZJnTpmS95uxStdjaprU72uvDarjUUTatclqla1Av+tH9/tCSd2PbtglNU4YPd8ybK5eVCSE0XV+zq3XTPm9HOFbqtk2vLRtR7s72m0jLxr3t6xravMFoodM6ZXhJXXWhIWX0D3o4HF66NLpxk4hElOpq+7y5yuDBvehH0/TVu1s37fUGIrEyj316benwsqytHt6Id+XBFQcDByQhDysYNqVyqsviCkbUD+ub6xv9qqYPLnaeeFx5qceWrSX21OBrWHtoTXukzWVxjS4ZO750vCRJuVscAAwEBHgAyIJ1TevuXX3PXv/erhOnD5px49SvljvLj6mrqKo9sPjjfy3fFYlpRyZ6HJar5o26ZHZNtvZ+1d0Nrd/5bnjp0vdGTn9k9pdaXMWiOSA21QshZEk6a/Lgb31mXIEj9f8RwYUL2396a7Cp5W8zL3p13KkxvyL2NwrRKIQoclmvmz/6c9OH5e0e+7L9yx5ce39T8NCRKZIkzR0y7yuTry+wFaTbi677H3rId+ddmtf7aT92u/vqq7b91zW3v7R1d3NH1+ZzxlTccv74ikJHNt5BWrYf9P3yuQ0b97Z3nThxaPEPPzuhttLTZ2X0G4Gnn/H+4hdq46erjbBYXF+8qPinP5UKjuHz/LC++TcLN+5pCRyZIkni5DGV3z9/fHmBPZMKY1rs8U1/W1j/fESNHJnosronuM5+94MR7YHYkYlWRf7cjGE3LRhtt2b5WFtT8NAfV9+z8uCKrhOHFgy9aerXJpRNzO6yAGBAYQg9AGTq/f3Lf7L0R93SuxDio4MffvftbzUGGtPvStX0H/xz9d/e3dE1vQsh/KHY3a9s+e2ijVkoV4hYfX3jeeeHly59cfz8O06/vsVV3HWupusvrdl3/cMf+EKxRD0crurhR1quvzF8qPmXZ9/84oTTY/JRGaA9EL39hY33vr41KzVn3cs7X7rt/V98kt71zom6rr+9561blnzPF/Gl2U/bj/+3/Wf/92l614UQQg+H33hx+df/vrJbehdCLN166OoH3z/QHsr8LaRj4972ax56v1t6F0Ks39N27UPvb9nvjftXSMR/732tX7/5qPQuhIjFAk/8s+nii/WO7l93Im9sOHDz31Z0Te9CCF0XS7Y0XvPQ+4e8vV89VF297YNfPr3t3xE1oneZHoh2fNj+tFb2WtfGUVV7cvmubz2+Mnr0BidDjYGD33n7W93SuxBij2/Pj9/94YcHPsjisgBgoCHAA0BGfBHf3avuUnU17tzmUPO9q+9Jv7dnP2p4d+uhRHOf+TDZ3HTpeuu3v6M1N+8rHPTo7IsTtdp+0Hdf0uwd277de+v/CSGen3zm+sF1iZr97d0dq3a2ZFJvLhzoOPDg2vu7TDhqkECDb/cjGx5Op5/Qm291PPrYUZMkIYTw2T1/mvs/mog/9qDRG/rNwg3HVHDvxFT91mfWBSPxV86OcOxnT69TNT3uXPQU3by5/de/STQ3smat93d3pNNPW0fktuc3aPE/ef1AW/D2Fzb1tkbx8o6XjiTknuufs3ydvXBHt4krdrQ8/t7OXi+xpz+uvqclFOdXrwuh6updK+/0R/1ZXBwADCgEeADIyFsNbyY/W7uyceUe3540e/vX8l0pGixL0SCl6Lr1kQ8+FEK8Mv5UVUo2bnbhqr0d4YQn4Tv++jc9FtMk6cUJpydf4r+W7+5dqbnz8s6Xolo0SYM3GxancxK+4y9/iTv97dGzO2yuJH+4bFtTz5PzWbf846ZdTcmWsuOQ/4Ptzbkuo9/oeORRocY/GnK4weP/0EOpT56/sHqvP+HwFkkIsWRL477WYG9KFGJh/XPJGzgrV/ec+NT7uzU9O4dyGny7Vzeuijur84CCL+J7q+HNrCwLAAYgAjwAZGR987qstBFCNPnCDc2B5G1W72rNcD87vGxZ54sNg8cmbxmNaesa2hL3s1wIsb+oqtVZlLyflfl3Bn59U4pvRNVim1pSX7DQ+SH0tLFqTMq/XbWzNWWbDK1I45PPw28nbyX6uo/QOzqia9am7Cedr75341ZaQi37/PuSt7F69vY8M9/sDyc/1pO+lD+uNNsAAOLiJnYAkJG2cMKIe0RrKK2o1tIRSdkmqmq+YKzIZU2nw7jUpqbOF23O1Pchb/EnLEk7dEgI0e5MfbM3bzAaVTWrkkeHjNP51lK20f3+RKdb21ypP9tmfzhlmwy1prFGteS+jH6jc51PTm1K3Sadz7w58U8viXRWbEnSJEtIj3W/jWKLPzKyohfL7FlD9xsuxGuTuk4AEELs9u1q8DYIIcaWji13ZmMjZX55tDsFAGbktqR+7JPHmtajodJ5UJwsSRk+T04uOBy53ZEUZ/uFEAXOhMuSCguFEM5I6gHDDquSV+ldCOG2Jhvf/kmbFN+a5HQKS/zPxxlOPf65wNH7ozBp8qSxqnhyX0a/0bnOJyen0Sadz9yTxjMgenJZUq/YuhC6GqeA3i0xTg1p/LjSaQMAQoile9/9zYe3/ebD2za19P7mIP1Mfu1RAYDpjCoelUab49LpanCRo9iV4pnMowZ5LEpGj2WzTprU+WJkU4pL0yVJjB2cMI3YJk0UQgxp2++IpTidmIePHB9VlPobSd1GUazjx8X/2+bUtyrog48lydfXl2X0G53rfDKKYh0/PmU/ufteKl2VhbYUf6gGy3W9+80vnDalpjw7j6A/Lo3NXTptAABxEeABICOnDjtNSXoruCGeoXWl8WNeN7IsnTNlcPI2500bcgzFxWM/eY4yZIgQYv6295K3nFFbVpn4ceWu//ovIYRNjZ68/cPk/WRec9adPmJB8gYTyydVuatS9uO+OP5t/Od9vFzRkt3tbES5e8LQFPcOyNy8cZUFSU+rFrmsp4ytzHUZ/Ybr4v9K3sCx4HS5rCxlP+dMrZblZIfhRlV6xlX3ZvWQJfm0YfOTtwk1xznEsGBiVbYeBT+udHy1pzpJA0W2nDo0RZEAgEQI8ACQkSGeoV8cm3C33iJbbpr6VVlKd2N71bxRQ0sTDi6dOLT48zOGHXOJR5Os1uJf/0ooyuS9G+dtW5aoWYHD8u3PJDvuYJ97iusLnxdCXLLimbKOhBf5z6gt+8zUZHvzhphQNvGMEWcmmuuyuK6bfEM6/bguv8w2fXrP6UPa9n9u7cuJ/sqqyLdcMEGWMhpJkY5Cp/XmsxM+4U+SxLfOGZetgdMDgeOMM5znfibRXLm0tOinP02nn1GVnstOqkk012aRb7lgQq/XjovrLhnsTviLiwaqgk2Tu02sLHRcf/roXi6vB1mSb5zyVUVOuF5dPOZLyRM+ACAJAjwAZOqSussuqbus53n4InvRj2b978TySel3VeC0/vHL0+Oemz1pdMWdlx+flYvJHfPnl97/Z7mo6MYlj561+S1JdL+t/ZAS591fnjEi1ZDa4jt+57788uKg79ZFv6tpaejZYP74Qb/+0tQ+SKq9cOOUm86tPV/q8ajsSlflrSf9fEThiHQ6kSyWsr8+6lgQ53z+lbGdVx9fofQ40Vritv320mnTRpT0ruxjdd60IT+8YIKjx8lVp0358WcnnjU5xYgPdFNyz91xz8NbRo0q/9cTlhHD0+znxgVj/ntubc/z8GUe+x2XHT9pWHGvK/RYPT+f88sxJXGeMVGgjW37+AJdP2obMqaq4E//PaPMY+/1EnuaXDHlRzN/3HMwvyIpl4274uK6L2VxWQAw0Eh6lh77CfQb06dPF0IsXry4MI17ESURiUS8Xq/FYiku7v2uGHKh6ZPbsAshSkpKFCU7A0cPdBxY3PD6ttZtHdGOEkfJlIqppw2b77Q4e9GVputLtx56Z3PjnuaAJEm1lZ7Txg86YWRpVur8dCleb+DJp8LLltV3iLcGTdxRMTxaVjG4omjWceVnTqyyWtI9UhDduDHwzLPhDRuX2QZ/WFXXWFZtLS8bNbjojIlVvcghPp8vHA673W6nszcf3bHa5d31VsPi+vb6YCxY4aqYVnn83CHzbEqKOxH0FF62PLhoUWzzFl1TLSNHOs8803HGAiHLe1uDL67eu3Fvuz8UKy+wz6gtO3vyYFdmtyHshRZ/ZNHqvWt2t7YHosUu25QRxedNHVLsPoa3GQ6HfT5f52s2a9F16wLPPBvdtFkPhSzDhtpPO815wflSgjsaJrGnJbBo9b5Ne9s7wrGKAvv02rJzplQ7bb3ZInVu1kpLS2VZFkLouv7hwQ+W71++379PlqThhSNOqp4zqXzyuoa219YfqD/oi2n6kBLnyWMr59VVJh/P32uBWODN3YvXNq1pDbW6re4xJWNOH76g0jUoF8vKW16vNxI5/ECBPtusIU2d+2lWq7WoKOcXNKVv1apV1157bW1t7ZNPPpnTBc259VVV04eWuv598yk5XVCGntj8+BOb/yGE+O6M758yZK7R5SSkRyL7Ro4SQljHj6987ZWcLouBcwCQHVXuqkvrLs9KV7IknTK2MtcXJ8uFhZ5rrvZcc3WZEDMy6Mc6fnzR+PFCiM8K8dlsFddXRhSO+PKE/8m8H/vsE+2zT+w5fUiJ89rTjL9fV6nHdsXJI68QI40upJ+wTppUNOkYRtYkMrTUdd38nKwekiTNrJo1s2pWt+mThhVncnr/mLgsrnNrzzu39ry+WRwADBAMoQcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQsRhcAAAPUHt+el3YuWndonTfS7ra6x5bUnVlzdl1pXUgNvb7rteX7l+3375Mkaahn6OzqOacNm29TbCn7jG7c2PHXv0c+eF9ra5eLi2wzZrivuNw6cWLn3PCSJYF/PRlZs1bv6JArK+0nz/F8+cvKsKErDn60ePcb29s/DsVCpY6yqZXTPjPy3HJneY4/gIy0dUSe/rBh2bamva3BSEwVQiiyVF5onzai9PMzho2q9GRrQd0/0unT3VdeceQj7Urz+QJ/fzz42mvq7gZhtVjHjHWef57zws9KlnT/q93aumVR/Usr96/zRzrUqFOEhw23zD5z7KRzplRbFPm9bYdeXLNv635vMKJWFOtl1Zs057bWcLNVsY0oHDFv6KknVc+RpWM7Lq8Hg4F/PRl8+ZVYfb0QwjKq1nnOOa7/+qLkcHR/d7q+dHvb21ta6psCUVWvLnGdeFz5F2YMK3anXi2P2N+x78X6RWub1rSH250W19iSsWfUnDmhLM6HaUY7Dvmf+bBh5c7W9kDE47BMGlZ84QnDJgwt+rSFpgVfeTX47LPRDRv1YFAZMsR+6jzPlVfKFVn+rW1q3vjqrle2tG4ORANF9qKJ5ZM/M/LcIZ4h2V1KWjrf8jPPRDdu+vQtf/lKuTzZW27wNby0Y9G6pnW+iLdz23hWzdljS+sStc+j9zuwbd3vfeajhrW727zBaJHTOnl4yednDBtdVWB0XUB/I+m6bnQNQH6ZPn26EGLx4sWFhYWZ9BOJRLxer8ViKS4uzlJpyI6mpqYjr0tKShRF6fsa/vPxs49tfFTVYt2mnzLklG1tHx/o2N9t+rCC4T+c9ePku6Te393h+8PdQtOOmipJBTfdWPCtb7Z+69vB/zzX7U+iha6//3L+B/LubtMdiuOmaV+bN/TUtN9Q1vh8vnA47Ha7nU5nojbLP276yb/XeoPRuHNlWbrm1FFXzRuVeTHeO+703fWHOB/pjTcU/uAWIUlHpkVWrGi59jr14MFuPdimTC79y0PK4MHJF6Tr+kPrH3hh+0JdHP2fsi7798+u0k8t9Vg/qm853GdBQ1HNy5Il2K2TCWUTbpn5oyJ7kUhPbOu25quv6YzuXVlGjSr7y4OW0aOPTPEGo7c8sXLlrrZuLQud1lu/MHn26LTy54s7Fv1l3YNRrfu3tmDEmTdNuUmRzX1G4W/v7vjzG9tU7aivT5LEF2eN+MbZY2VJ0rzelutvCL/9Trc/lAsLS+6+y3HGGRkW0LlZKy4pfmDdn1/e+VK3uYpsuWrCVeeP+myGSzkmmtfbct314XeWdJsuFxWV3H2XY8GCuH/1zLan/7bxMVVXu00/t/b8r0y6TuryoxNCaLp2/9r7XtrxYrfGimz5nwn/c8GoCzN7B1ng9XojkUjn6+SbNVPTdXH/4m1/XbJDOzpWyJL05bm1180/zqjCkuvcT7NarUVF6W42+8CqVauuvfba2traJ598MqcLmnPrq6qmDy11/fvmU3K6oAw9sfnxJzb/Qwjx3RnfP2XIXKPLSUiPRPaNHCWEsI4fX/naKzldFkPoAaCvvbrrlYfXP9QzvQshluxd0jO9CyEafLt/+t6PO6Idifr033uf7/d3dY+aQghd9/3xT4fOv6BnehdCPHxxRc/0LoQIqaHfr7hjZePK5G/EEJv2eb/3xKpE6V0IoWn6A4s//ueyXRkuyH/fn313/j7+R/qne31/uPvIhNjOnc2XXdEzvQshImvWNl92uR4OJ1/WYxsfXbj9+e7pXQghaZ7qpfu1pUfSu8XZVFS7sGd6F0JsaN7w8+U/65l84tKam5u+dEnP9C6EiG3f3nTJZVpr6+GWuv7df6zqmd6FEN5g9Pv/XLVpnzfl4t7e89b9a+7rmd6FEK/vevWBdfenU3PeeubDhj+9trVbehdC6Lp4cvmu+17fJnS95epre6Z30Zlyv3J9ZGV2fmt/Wf9gz/QuhFC12IPrHnhj9+tZWUpadL3lqmt6pHddCKG1t7dce13ct/zyzpce3fBwt3W482NdVL/w0Q0Pd2v/l/UP9kzvQghViz207sHXd7+WwRvAMXhsSf2j79RrPU4Karr+yNvb//buDkOqAvorAjwA9KlQLPjYhkd68YeNgcZ/b41/PF5ravLe+fskfxvdsLHnxM11BaunJjztoOnag2v/HCdSGu3ulzdHYj1CdQ/3L97WHkgY8lNK+ZH67r5H3X/4UIv3tt9oPl+iltEtWzseeTRJVwc69j/38bNJGrirl8nK4UMAniHvSnKcQz+dtrZuTTOk+f5wd9wjDp3U/ft9f7in8/Wra/ev2d2aqGUkpt310ubky4qokYfXP5RkXXp5x0v17XEOJZiCPxS77/WtSRr8472dHz+9KPzee4ka6JFI+09+lnkl+wJ7X9y5KEmDR9b/JaSGMl9QOoILXwgvW9Zj8uHz53ok0v7TW7vNC8QCf93waM+ujpxzf377c3v9e49Mb/DtXlT/QpIa+vL9DmRNvvDDb29P0uCht7Y3+1McxASQPgI8APSpFY0rfJGEYS+5t/e8HXd68OVX9GCcU7LJfTg9xcUde/17t7VuO9Zuc+pge2h14jDZVTCivrO5sdcLCr7yqh4IJGmgh8PBRS8KIXS/P/Tqq8l7Czz7nyRz3927JPlpc1kJWwt3CCFka8BaEGfERFdvN7yVvIEQQmha4LnnkzcJPvcfoetCiFfWxRkS0tXahtYD7cli0tqmNa2hJN+argv9nQTrdv57b9shXyjhIRUhhKrpr76b6hjHqlWxnTszrOT9Q+8nvy7SG/GuOthHw2oCzyY7JiWEHlm5MrbrqGEyKw5+5I/6k/yNqqvv7v30lP6Sve9oerJjeb6Ib+XBFelUi0y8telg8oOq4aj69qbeb40BdEOAB4A+tdvb+6HdTcFDgXij6GNbk50ATGRftT1lm93enb3oOXd2HPKnf+eW+sZeHigRQsS2bEmzTWznTv2Ta1yTtUxc925fikwuhLA6W4QQFkeLlKrlbl/qFUxrbtG63AkiLrXxkNbSIoTY0ZgsUwkhdD3FR51qnZfSaJO/6lN9PkKIncHUu1uxzalXueT2BfembLOrrz7n2JbkGyVJ9HjL6awDXdvs9ib74XT+3vrs/Q5k6fwEtqfRBkCaCPAA0KfCakYjCUPx/lxLeq44YSXW1Hfvy7DarAtF07rA+5PGqUfaJ5LOiIbONmm1jMX0WMKTtKFY6lG+khwVQkhSsjO96feW5ngNPRAU6X2MwUiy7yWdtci8Q53TWSdDIvVvrXe/4q7CaXz14b76nNNZx7q95WNdT5KvM1LafSJDaf0EjmXTDSA5AjwA9KkyR1mv/9YiW+LeY1ypqupFbyXtqS8RL82zh8mVF6QeNXBEReExNO5GTuMj7WyjDEqjZVmZZLUmmlvmTL1KaFGPEEKNuVO2TOf5f3JFuUj58AWLRa6sEOl95pWF3R8711VpGut8nj+2MImKgmTvvfNMcJmcYoyGECLlowpSKraXpmxT1lefs1w1KGWbbm85nfWk6/YznW1pJttbpCnVT6CzTe+3xgC6IcADQJ+aUjm11387uXyyIsXJXY5TevMMmLGbU4wwV2TLpPJJveg5d+oGFxU6EybhbmaO6v2+ezofqWPuXCGEMnyYpaYmVctkvU2pSL1KhH3DhRCxYLkWcyVvObVyWsreJKfTPmN68jb2mTMlu10IMSPVx1jgtI6rTvYQpqmV0ySRYux/Oh9Cfkr1+UhCiBlDPMk7kTwe2wnHZ1jJhOIJKdtMrUi9emRFyl+QVOCxHX9UMVPT2DZ2Xb3TeS/p/ByQoZSbCCHErAy2xgC6IcADQJ8aXjBiRtXM3v3tF8Z8Me5028wZthkzkvyhZInzkO2T32vx+JMNyT675hyPNUXw6GMWRbr0pJp0Wh5fUzpxaIq79CVhmzHdNjPZR2qbOsV+8pzO156bbkzWl6J4brg+yfwZVTOHF4xI0iDiHR4LVAghhC4FGpPFPKts/Wx6z75OUbMQBV+9qfPFxSeOsCe92uKyk2osSrJ8Psg1aM6Qk5M0qHQNyuen+yY3pqrgxOOSndaurfQsuOpCyeUSQiS6E7/n2mskmy3DSk4om17tqU7S4MTBs4cWDM1wKWlyX/U/qd7ytd3eck3hyBMGJTuuNKxg+KyqWUf+Obv6pE/eb/xlzBp84rCCYcdSNXrjhJrSCUOTHcKbNKx46ojUw0MApIkADwB97WvTbk60n22VE55evrTu8knlk+PPk6TSe+5ONJBeqawsueduyensNt0VUK9+pMGa4MrEutK6L0/470TFGOjyOSNPGl2RvE1VkeNnX8hs7EDnR5pgVLNSWVFy75+EfPj/UPclX3Jd9IVE/RT/363W8eOTLEqRlO/PvKXAl7+aTAAAIABJREFUVhB3rhop8u0+Q5EPJ+RA47Rw+6gEi5K+Ou3rVe60RmI75s/33HhDorkFX/+afd7hRF1V5PjfCyfKcvyIPmdMxeVzRqZc3A1TbhpWMDzuLJfFdcvMH9j+n737DoyiTBsA/kzb3tN77yGUJBRDB8VTARuWQ8WG99k9G2dH76x3nvX09OxYTs7zznanICi9EyABAiEhlPS6vUz7/tgQks3s7EJCEs7n91cy887MO7Oz787ztqEGGr4Oo0cvLkwwB36//Iwa5ukrRivi48yvvAw0LdkRQTltqv7uuwaeDZqk7y9eomWkx1kk6BJvH3PnwI8SJio21vzyS8FOWTV9mv4uiczcNfaeYDewXqFfMv53FHmyLpIm6SWlD2sZLUgdI0GXcMeYQbiqKCSCgKcuHx1srE2UQfXU5UVEyOk3EUJho5YuXTrceUBoZHn77bcBYNGiRUrlgIZs8Tzv9XpJklSpQg8PQ0PJ1WvmJLVaTZJDXZWpolXTk2bafLaj9iM9r0EigBgfO+GJSUtTjWk1XTUu7mQmY7Wxt42544L0C2X2SRoNmksvFZqb2erqkxOek6R67kWWd99RjBunmjOHq6nlj56ct5lQqVLn/rrssnuOuxtb3Sff8aOiVPMy59897l4lNQyjFn0+H8/zCoWCCTJonCSJ2YWxDEUcbLT1f3cRRRLnF8U/d+WYiAEPuSQNBs0llwS7pHRCwsmkBKE+fw5pMrEVlb1fPkdnZ5lf/rPmkktCHsuoNE5NnNbiaj7uPDmRuChS3o48bddlD11UuvCctNpWR7PVA0B4u7JEgVZoWqHXC+HTjen3lyyZEDcx/BNUTZ1Cp6SwlZWizdazkEpKND3ztO7mm3qnTI/WjU7SH2y0dThPzpugV9E3Tsu4/8I8+eZ3PyWlnJE808m6jtjqet/zxTElD094NMWQGn62RyCNkj6/KL7T5Tvc6hB67hSCmJob/fzV45IsGgBgsrJUU6dw+/fzTc09G5J6vf7OO0zPPSszRUKY/MVavDl+SuLURldjo+Pky/9okj435bwHS4NWEp0hTHaWaspkrqoq8JTvutP47DOSp6ym1dOTZth8tiP2I2Kv+2RC3MSHJzwWr0sISG9WmScnTGlyNTU6GnoW0iQ9O+W8JaUPDfH5SvJ6vTzfXUsqU6yd7Qxq5rxRcS02T12bs1dhSZxbGPf8VWPl58gYRv7nNIqiRtRzWlNT0zfffGM2mxcskO5zN1jeW1MjimBQM1dMlOsCNuwq2yoq2yoAoCxhcophBGeV5+2vvAoAVFSU9rprz+ihCPlXhiL0C1RSUgIAq1evNhgMA9mPz+ez2Ww0TZtMp9+PF50Jbb1eoGU2m6mQs3mdMQ7WUdW+v9PbqVfos805FlV3J0Ne5A91Vjc4GwggEvVJ6cZ0kgi3lkFob/ft3Cm0tZMREYpxY8nIPp17+ePHfbv3iHY7GROjLC0hdN095JucTTVdh9y8O0IVkWfJU9HSzYlDwG63e71erVar7tdlIICX5SuPW5usHh/LC6LI0KRFpyxMNJo0g9yWK39JexM5jt1Zzh09AhTN5OYwublwig1PnZ6O/R1VB5pbvB51nCojNzY6K1ZPntjJ8Q7XgUab28dHG1Q58ZqjzkOtrhaapNOMacHat0PjeV9FBVdTCwB0RoZiVKHk/HZer9dutx/v9NS2ungg0+MshYlG+a71klysc3/H/k5Ph5bRZZmzz9656yTZ3GzFsa52h9eoURQkGCXbJLmaGnbvPtHjoRLiFcXFxCBFDv5izWKx+Gsk2z3tBzsPOnx2s8qca8kb3rEwp3HKdp/9QEeVv2zMMeeYVSE6YHd4Og50Hhgh59ubzWbznXjNZDjF2tmu0+mrPN7V6fRZtMrCRKNJO6J71vif0xiGMRrlhgAMsfLy8sWLF6enpy9fvvyMHqjsyRW8ICZaNF/cfTrT6AyZz6o++azqUwB4oHTJSB5sJfp8DWkZAMDk50ev/OGMHktiVCRCCKGhoWN0JbESA60pgsqx5OZYck9jn2REhOrcc4OtpRIT1YkSg2BjtbGx2tOZyn4YKRmqOG0oxlXKX9LeCJpWjC+VHzwvz6yynBN/zjlBBjInWjSJlpOT2I1SD8YUgxSlGDNGMSasOeQSzapEs2og9ZIaRis/zvmsZlAzZdkhxnfQGRl0hvQgiEEUoYqYFDfpTB8lTKdxynqFXrJsDMaisoyc8/0lM2sVU3KihzsXCP2PwzHwCCGEEEIIIYTQWQADeIQQQgghhBBC6CyAATxCCCGEEEIIIXQWwAAeIYQQQgghhBA6C2AAjxBCCCGEEEIInQUwgEcIIYQQQgghhM4CGMAjhBBCCCGEEEJnAQzgEUIIIYQQQgihswAG8AghhBBCCCGE0FkAA3iEEEIIIYQQQugsQA93BhAaoTweD8MwA9kDz/MAIAiC2+0epEyhwefxeEgSqzJHEP8Xh2XZ4c4I6oPjuJ6/sVgbsTweD0EQw50LdJK/QPPDYm2kGZnPaV6vFwBEURzujKCRCwN4hKQ5nc5BiesEQXA6nQPfDzpDRtTPNurh8/l8Pt9w5wJJw2JtxHK5XMOdBRQUFmsjE8/zI6pA83g8ACAIwnBnBI1cGMAjJE2lUqlUqoHsged5lmUJglAqlYOVKzQo/L+OfkqlEhusRhSWZXmep2mapvEXagTxF2j+v0mSVCgUw5sfFMBfrGGBNtL4fL6eSIxhGIqihjc/qDdBEHw+30gr0PyZwS8ykoGPRwhJ02q1Op1uIHvw+Xwsy1IUNcD9oEHXO4DXaDT4RDWi2O12nueVSqVarR7uvKCTvF5v7wAei7WRxl+sabVaHBM0othstp5Wd4VCgcXaiOLvEzHSntP8Nwl+kZEMvDkQQgghhBBCCKGzAAbwCCGEEEIIIYTQWQADeIQQQgghhBBC6CyAATxCCCGEEEIIIXQWwAAeIYQQQgghhBA6C2AAjxBCCCGEEEIInQUwgEcIIYQQQgghhM4CGMAjhBBCCCGEEEJnAQzgEUIIIYQQQgihswAG8AghhBBCCCGE0FmAHu4MIITOMs2u5npHPUWQCbrESHXkKW0rdHWx+6tEj4eKi2Wys4Ec5DpEu89eZ6tjeR/n0/EeC0NTqZHaSL1ycI8yjNycu9Za6+U8RqUpzZhGEmdNJazIcWzlXqGzk9RpmcJCQq2WT9/grLfarAzFJOmTTUqTfGIf76u11rpYp06hSzOmk21dXPVB0cfSKckEo+Bqa4Ek6MxMKi4OAERRrO6srWyo53gy3ZQ+OjGWoaQuoyCwBw7wTc2ESsXk53m1ilprjZfzmlQmhlS0uloYiknUJZlV5r7nKbIHDvKNjYRKReZkHiG7bF6rilalG9NVdJ9T5hsbuUOHQBDp9HQqKbH/8Y93uI53uGiKHOA9LIpwuNXRYvMoaDIjWm/UMGFuyB87HnDpAji93MEmu5flLTplZrSOJIneazscvsOtDpYX4kzqlEjtyd02N3PV1SLH02lp9hj9MftRTuBitLEJuoT+hxDsdrZyb6ervdEkiAlxMbo4yWQyOF482GSzuVmtks6K1asYysO5a621Tc4mN+eO08YlG5Ij1VGntM9B5GH5XccajtiPKBlhTHxKiimZAEIypf9Ejne4rG42xqBKi9IlRWh61jZ0uiuP2kgCCmlNrEkjuQcZ3OHDXN0RQqmgMzOp6OjTOxc36117uLLdaTOq9FPSCg0qVUACHyccaLQ5vZxexWTH6hk6vOKL49h9+/n2dlKrZQryCa1WEIU6W12Xp1NJK9OM6Rr6lM/3TODr67maWgCg09OoRIlv9MjkL4hEXmDS06nkpOHODkIoLBjAI4TCtbVpy8f7ltXZDvcsyTZnX5d/fVHU6JDbcrW11t//wfPjKhAE/xIqJkZ3+226G64flDC+3nH8/cr3tjVvFUXRv0TwaZ0tJZ7W0UXJ5tvPzS5KDhEEjnDtnvYPKt9b37CeFzj/Er1CPy9j/mVZC2hyRJfkosdjf/kV5wcfCna7fwmhUKgvvcT48ENkRET/9Oub1v2z5osWT3N3YiAKI0ddX3BDljm7f2In61y278NVR3/08l7/EiVHlK1tmftdi8rDByRmxoxeddfMLzzbWNF2InMEtyZjSuSCe2ZPUiuo7oWC4Hj3Pccbb/ItLQDQaWa+vDS+fKyJJ8T+GSiMHLUo//ocSy6IovOjZfbX/8I3NPAU8d850T/PiHRquvdJkfSUhCnXF9xoUVm8GzbYnnnWt2v3yYzl5RmWPKA691z/v6v2Nv3tp0N1rc6eBEXJpjvOzTnVe1gU4V/bj320rrbJ6vEvIQliQmbEneflpEfrZDb0rFxpe/6P7P79PUsUY0arH7gfCgv9/7bYfX9aufunfc280H1NTFrF1ZNSrilLo0jiQKPttR8O7KjrOPFdhASL5sZpGed6j1ufeda3fTsA1KVqvrw4rjrrZGAfr4u/OnfhtMTp/n/5o8esf/hD1b61X86PPpilAzvAMQCAOG381bm/np40I+Tpe1j+3Z9rvtx2zOnt/sooVe7MvJ3tZLlwohTyyzBlLMq/YUz02JD7HERdLt+LP67bbv2S1td1h+wHQUWYrym4am7mhb3DeP+JfLHlqJvtc0snWjS3zMxUMdRbqw/VNNtPLK4uSDTeNju7OM0STjbcX31te/HPXE1NzxLlxAmGhx9SFBefwrl47I+vfr3OsxnI7kv91/2KGKJ06YzbEk0mALB7uL+uqv6uvN5z4hTUCmp+ceItMzI1yqDFl8iyjtded7z7ntDV5V8iKOmfb5+yIpe1st1fYYqgJsWfc33BjdGa06x3GDjvmrXWZ59jKyp6ljCFhYYlD6pmhr5Lh5F30ybb08/6yst7ljC5OYYHH1TNOW8Yc4UQCgfR87CLEPIrKSkBgNWrVxsMhoHsx+fz2Ww2mqZNprM7dPT7/MDfP9m/rP9ygiB+U3TrBWkXymzr3byl/bpFotPZf5X6V+db/vom0AMKQSvbKp7atNTDd0cpIpx8+PVaM6yHLyAJ8pH5hReOifcvbGtr69nWbDZTFAUj2xFb3SPrH7L5bP1XFUQULD3n90pqhPYyEOz2tiuuZPdU9F9FxcZGfvkFnZLSe+Fbe978rvZbicQkfX/xA2UJk3svbPe0P7RuSZOzsX/62GbPvS/V6u3cyZyQ8Nr/ZVUVdDeD975JRJ7RtF/91sJLTFqFyHEdi2/xrFjpX3U8Qf3y3WlOLd1vo155I6h7xt4z6tkv3F9/AwBeJfnaHWk16dr+KY1K46NtE3UPvwh9A0g/w4MP6O++6y8rDy5bf7j/WpIkHplXcOHYcNufBVF88suKH/ZIXBwlQ71w9dgJGRK1JwBgf/U12/MvSKwgSXrJg9RVV9a2uh75d7Xdw/VPUpJmubgk6ckvK1he4gTPO7DulnUfESBuLza9f32yIFVxNzdj3uJRv/Ht2tV+1a+3Z1Lv3iid7ML0i35TdKtk/v1sbvb2D7ZVN/WEtUApO83Z/yRpl2R6AoibRt08L+NimX0OooZO961//1yI+ZIguwPa3vfWOXFTl4x/kCAIkDqRcJAEcf+FeZeWhmhQtT75lOPtv0msoGnzS3/WXHpJOMeqt7fcseJenursv0r0WZ4uey5OH/F/72+r75C48qlR2jdvGG/WKiS2dbnafn2Nb9u2niUcTbxxa9r+XIm6Jy2j/X3ZM5mmzHAyPLgcf/ub9cnfgygGlg8EYXzkYd2t/2ez2Xw+X3c+tVp1qM5HQ8O57OOuhx+RLojuu1d/72+HPkvDwv+cxjCM0Wgc7rycVF5evnjx4vT09OXLl5/RA5U9uYIXxESL5ou7p5zRAw3QZ1WffFb1KQA8ULpkSsLU4c5OUKLP15CWAQBMfn70yh/O6LHOmu6XCKFhVN6yUzJ6BwBRFN/a82Z158Fg2wo2W8fiWySjdwBw//d7+1/eGEjeHKzj2a1P90Tv0DfGUhprtDHbBUF89uvKw62OgRxouHAC98yWpyWjdwDY2773vcp3hzhL4bM+9LBk9A4AfFNTx+LfAH+yUXH10VWS0TsA8AL30s4Xm5xNvRe+uP2PktE7ADTFqD64rk/08p9fxfRE79D3JiEo1mn54sl/bwcA+yuv9kTvLE28dUvKiegdJKN3AOBF/pWdL9VtXuH/94tL4ySjdxHA6rX+yf21ZEs+ANhe+OPKL36SjN4BQBDEZ77eW9sS7j38+aYjktE7AHhZ/pHluzqdPolVa9dJR+8AIAjc8y94dlf+4T+1ktE7AGw/3PHEl3sko3cAWJEzZVVOWWuU4sPrkiTDcgD4pubrn2p+6Ljx5hal94Prgyb7rvbb1cdWSa8DAIDnvt7bJ+glBGP6d8GidwAQQXy34p2qjv3BEgwiQRQf/mIDH/11T/QOfe+tjY1rv679yv934ImEfYg/fbe/qkG60PBzf/2NdPQOABzXde99vZvlZSxZ/XvJ6B0ACEXH4+uee+wfuyWjdwCoa3U+9S/p8sH65FO9o3cA+GpenGT0DiA6WeczW/7Q0w1nyPi2bTsRvUNg+SCK1qef8W7aPMRZCgdbWRksegcA24t/9qz+aYizhBA6JRjAI4RCW37g7zJrRVH8x8Gg9cTOj5YJHR0ym9vffFP0ScQSYfrv4e/sPrkHXHX0TiB5jhc/WicdGo1wa+vXNDobZBL8UPffLm/XkOUnfNyRI65/fyWTgN271/PjyTBs+UG528zH+/516Muef/e2761sk37099uXrz+a0h2xswy5YrZcD1uSdu3uWnPgSFvvkGZbqaktUqJtsD8OhJXnRgGINgO98Rzprsv+p/vmaOWO4qBdcj7YKvdB84L4UZDwPoAgiB/KpnR4uOVbjvZfbn/lFfn9rv7n2habXJjE83Ld+v45Zu6K2dEcLV0V4vf3Xe/zzc0rZ0ezsslkCqW6Vufqfc29lyhNNbRKrhQCABHE5Qc+l08zKLYcaj/Orycpucv4edXngij0P5HwCaL4wdpamQT2V16VWSuybDhVq5uO77KJckcRVLV72w7I7aG6rX9FA9/S6vysz+frUZE/T5PuM+L/brW5W1cf/TFkhgeX/dXXQKYfqyjKX+ThYn/19WDRe3eCl2XLAYTQcMMAHiEUgptz7w/VMFXesjPYeBzvzz/LbyvaHQEtLadkZ/MO+QQk5WU0TQCwqbpNPuXIFPIEBVHY1VIun2ZYeH/6We7pFgAAepp6Gp0NDQ658BUAdjRv7/k75GUBgMp8vf+PQxkaViEXDQKAwlC3bs0e0XGyiXtvgT7kIU4eq0APQOzL0wtkiAP15CpAl9pQE2pWyE3VreFkZn+DrUuqgV1+V6LD4d22XTJxjx3uAQ3WaNFHVBSG6KraSNnbIhX78uRG6QNAg6MhWMXW5kOB33Sl/kg42dvduqtnjokzZ9OhNsYgUXvSm4O1Heqq7n8ip2RLTVuw7x/f2MhWVclv7v0pdDPsD9UbQ6ZRGEJc/P63onftmt59cwCgKlcvX+8DADvCKBMGkchx3vUb5NP4Nm0SPR75NENNFD1r1sgn8ZWXC1br0GQHIXQaMIBHCIXQ7m4XRLnaegDw8l6bT/r3nm8IEZUBAF8fOk0wre7Qz7iU0gYAXS6fhw2c2GzkawvjBFvdLUOQk1PFN0p34e6TpqHe/0c4p9nubuupJ2pzhw5lO8zd7eed5tBTr1MKe3N7n4Eeneawmt/9bAZGIKHTFPpAnRbp3bbrQs86ZnWxbl/oe7jZFjpm6JnZrgff3BwQNfXXrh7QjB4EgM0YesqJDjPTEeQq9dbqkr4H+p8+qQirFzorsJ1nvjNLi9VDMaHz0+pqDedzlOH28Va3dD1OWMVya5vIsvJpwvkahjxZiVuxIbDoCOebNcTFoNDaGrLvmMhxYuvIqjgWbLbe1ZRBEgnhlN4IoeGCATxCKASGCuu9UwwZJJki9IM4EUaaUz5uL6JAAQBJENIvDBvZQk0yL0J4F2EYMGHk6sRHH84p0CTtn9kLQl8WAADmRHdumgs9Xaso0AzT5/ag2FOY5JUQgRAJWrYD+YnMSFeHMVyIYAnCvocVYaRR9nuJF6EI3bpOC6EzKUMEoEJUBgIAMKzIsKHTBbtnGKpfU60Y7kSVQ/BVoilCDCM/DMVInMgpCnYnhFXkUhQRaoLPcL6GIoTYiULiVgzMXjhfYYY8/d+R0xDuz5ZiZBXOYWZ7ID/KCKEz7ex7lkUIDbEIVYSaDjFxrkVl0TASE3cBAJ2REfIQdNbpzx4cznuheY8FAJIiNFSo7s0jUKJO/pXCBAAk6kfi+3uZzNAfK5OV5f8jThsf8rX2Sb1OM5xTjmnsbtmLaQ49uxXvNacl9hlkG9t8Cu2fsU0eQhRjm0IfKFiaaEc7Har/dqJFQ4cR1PV+73r4aci4WEIXouN6omdAHWsJEKObQzRakiJEt/piQ31kJEHGB/nup0QGngXvMYeTPaPSaFAO6OUj4UiN1PLe0L0tEnVJ/U/klEQbVMFe0kalphKh3v3BZKSHfMdnsjE5ZDY4d4iTTe13K9KZgb8a4XwZE/VD+vZ10mwmLSFOjTQaycgQ42KGGKFWUwkhfjTDSYMQGkYYwCOEQqBJemLcJPk0kxOCvoNEM29eiP1nZDD5+aeTMwAAmJIY4p0ivMfCuSMBYFZB7GkfZRiFPEGDwlAUOXpoMnNKlDNnhAgICUI99yL/n0alcVRkkfwOe99mk+LOoQi5lj2aE8fs6Z4cK/mY29IeonM4b8uZMXMMnZras6RkxykEq8U7ugAg94BD6wwRhBfvkJ6yW8V6JvDt8tvOKgzrHk6K0GTHhQhEZ/fbFUHT6vPPl99qcuyA3viY11g9fnuIyeSK6BStkxu3M0RX9lGRRUal9HD6ydlRakWfe8PTlRVO9sriJxNB3jUwiGYWxPpC5SdFnx6vi+9/IqdE5m4h9Xrl9Onym6vnzg15iMvzZ4Io+yQpUKxdrg6XoclpeTEBC5WTJ5PmPnUu6bUuU1eI3h9D/X4pklRfdCGAvxeUNPWFF8DIe01pT6kbjGrOeYRyhL6aFCEEGMAjhMKxMO+aYA3sAGBWmRdkXxlsrXruRYrS0qC7Jknj0ieAOP2H5qkJ03ItucHWigD2+qkAEGtSLyxLPe2jDKOCiMJz4stkEtxQeJOCGondHUmDwXD/fTIJNFddyRQU9Px7Q+GNMieSoEu4KP1kZVCsNnZexnyZnc9Z2dLzxE+IcNXyYzKJfY6Eq4rOizSojE8+0dPqmHPQMXqP3Iu4esRQpllrOwGAYYVL/t0kk7JkrzuzRvqVWqTBcPuvy2QCtlijauE5qeHkBwDuOT9Hpr9JbrzhwjESLWyG++8jDcEj/whLyU2Xjk+Vm4UuUhf0uZ8WuOu3Lp/+c1tkm2QjvAgACkpx49T7lVOmTF/THt0atBFeQSluKLwx2FqjhrlxWp+gkXXGejuDlhLdWymNV+ZcLZ9mUKRH6+akncu5o4IlIIH8zehbQOpEwhepVy6akiaTwPDQ74jg7ySnkpN0i28OeZRkY0KRYZZMgmiYdkVxgUyCRZPTIvWB9wyhUhkfebhPfnjxsi/lxu0Xx5QUx5SEyu8g0//2HtJiCVbnQ5rN+vvuHdochUV/x+1UdNC3cpB6veHBB4cyPwihU4UBPEIotGhNzOMTnzApJeavilJHLZ30+2BNYQAAJBnx3juK4uL+awil0vzHF1QzZwwkbwRBPDLh8RzJGF6k7Udn+2zJiRbNK9cWa4P0Jh357im+V/LZlCTI6/Kvn5U8e+izFCbd4pv1d94hWUGjvugi07PP9F6SbsxYUvqQmpIIKpL0yU9MeiogvF9UcMPslPMkjzt9bfuF3/WZ0WpUpe3qzxoIqReLs8746ebf3DQtEwBUs2ebnnu2Z/znDR8czd8XYgquBF3ikzP+GPvsHwmVCgDKNnbM/6aJFCRa5Upjx987/8+SfVPJqMiIjz5IL8x44eqxRo3EoNlEi+bla0t0qnDv4XGplscvGaVkJKoDcuMNLy4cJxneU0mJER99QEZJdPol4+MVb74BZvMDc9LGpUh83ymSuHtOzt8WT0iPluh2oWXIB/f8M6O1TukV7nq9VqpHNKFltA+NfyTVmG55+6/64vF3vn44rkmi47SG0S4pfSjdKBfZXlOWtrAstfd9Zzs6y2tND5Y+Uh35xKSnzKqwetoP3H2/KhjDLOZcEkEUBYp7iu8rjBzl/7f/ifSmUVA6lcTdEmtSv3xtsUkjV6/H5OZY3vkbaZT4KOn09MhPPg45nsLvqZl3pSilu2iZuAmvXXT3Hedmzx0n3R97wYTkm6ZLD7TRXH2VYcmDvZuvS3ZYr/iigZKaZmJ01JgHSpeEk9vBRUVHR3y8jIqV6OlAxcRELPtQctWwI83miE8/phIlRhyQkZERH35Ap4QeGYEQGkbU0qVLhzsPCI0sb7/9NgAsWrRIObAuZDzPe71ekiRVKtUgZW04RWmiZ6Wcy5AKB2t3c26KpFKNqRelz7173G+jNXJv2AYAQq3WLricTkoS7TbB2kUIApWYoJk33/zKS8opQfveh09Fq2YlzYrWxLg4l93r4EEgeaOnK9tz/Pw0XcFVk1IfmV/Yu5HH5TrZBKpWq8lQ4zyHHU3S05Kmp+hTXJzLyTo4gYtQR06Mm3TXuN+WJUwe7tyFoJw8WTV9muh2i11W0eUizWZlWZnx8Uf1d9/Vf4qsBF1CqWW8IIhuwe3hPQpSkWHOvDTz0tvH3Nm/koggiAlxE/Ms+W7O7WAdXt5rVpqKXJaF3zunrKgnCII0Ggm1GgSeYBgmN7dg1hUzzr+10eVtd1oF8AmCAjwJicTs+yfefsX4zJ4YSVE0Sn3RhcBxQlcXaXNO3M8mquK8SdEuhciJnJpWKyhGBFFBKtJNGfMzL7lz7F1mlZnJz1dfPB84TuzqytjdMuoQy0eZXSbUb6/4AAAgAElEQVS1l+R1Cl1hROGighsW5l2jjI7TXHUlqdUKVqtosxEUxWRlaa9ZaHnlZTozEwASzJoLxsTTFGFzc04fp6DI7DjDlZNSHplfGGU4tRIpM0Z/3qg4QRCtbtbt41QKuiDReP3UjPsvzJepCKASErRXXEEolWKXVbTb/ZdOd8P1muefZSMjAYChyFn5UTmJEU4vZ/NwnCDGGFTT82Mev6Rwal6MXsVcNDYhQqd0eDi7hyWASLRoLhgT/8Rlo8ddPocwGESbTd3Yec5Wm15p8ESb3EqCIMh4Xfys5Nn3ljyQYcoAAEKp1Fx2mSE6aeL3dZrDTS4luDU0SZCxyuhZaXPuLbk/0xSiCzpBwISMyPHpkW6Wt7lZN8sbNapR5glTM0YpFb4ubwcvCtA9kD5+XsbF94y7N1Y7dLEWSRKz8pOTFBNqGsDhcwDpAZJQipbSmCmPnbOkMLKw/4k4vFyrzcvyAkEAQRLRetUlJUlPXl501cQUhqbsbtbhYRmKzIzRXzEx+bGLC2ONISYuAQA6NVWz4HKgKKGrS3Q4CKVSUVCgu2Wx+Y8vyLTQBiAI4oKsqXpIrWnt8AhOIDhR0OqErIuTb3xi1nUMTRIEMTU3uijZ7PJydg/rYflIvXJiZuSDF+VfWpos0/tKOWGCevYs0eMROrtEt5s0GnNjR5WNuVhIirf7bF7eq2W0eRH51+Rfe32BXOedM4qKjdFcdSWp0QhWq2i3EzTNZGXpFl1nfvklOi0NALxeL3/i5Q4KhYIJZ2rPM4+KitJedRWh0wlWm2i3ExTFZGVqFy60vPISnRXWeJP/Df7nNIqiRtRzWlNT0zfffGM2mxcsWHBGD/TemhpRBIOauWJiyhk90ABVtlVUtlUAQFnC5BTDCM4qz9tfeRX836/rrj2jhyKCvbp5WLCdh7au21J1rLnVxioNUYk5YydOHJ2kG9izNV/77csf73CqRl9938VZI24kEhqBSkpKAGD16tUGma6kYfD5fDabjaZpk2lAL15Cg66t7eR7fcxmMzXyxij+ktntdq/Xq9Vq1cH796Kh5/V67fbuzghYrI1A/mLNYrGM/BrJXxSbzeY78bY5LNZGGv9zGsMwRqmuKMOlvLx88eLF6enpy5cvP6MHKntyBS+IiRbNF3cPQlPKmfNZ1SefVX0KAA+ULhnqqS5OhejzNaRlAACTnx+98oczeqwR0qFUtO//8sVHl7769d7OPm8KIUhD5nmLn3xx6VX5utMdIssf+vqPT/6txbho3N0YwCOEEEIIIYQQOkuNhACePfrv386/7o1ddhGAUEXnFuWlRKrZjmNVFVWNTlv19y8u3LBm17+/f25mxNn3/ieEEEIIIYQQQmhQDH8/K+fmpy5Z+MYuO2gy5v/+6/1NDfu3/Pz9d/9dtamyvv3ohndvnxBBgn37n665/R9NI6izP0IIIYQQQgghNKSGO4B3rnl00fPlLlDl/9/y9V8+OjfH2KuTuzJ+0o2vrfjqgSIlITT+84mXt0m+eAYhhBBCCCGEEPrfN7wBvHDs42ferWZBUXD3u3+6MFYqM4ThnPvvnaMjgKv+9KONGMEjhBBCCCGEEPplGtYx8Hzle2+utouEbvZv75mgCZaKiDj/+ptm23axNNfQJEBy7zBfdDfuXvPT1oP1HR6FOT6zeNr0cUna8CslwtmcP/yfV5Ztc8XPvvWmsgjCfWTdv7/bUGHPv+2BeYnD3X0BIYQQQgghhNAvx3AG8ELdyh/2c0Cop14+N0Zmfjoi+pKXVlwSuFS0bn/7t7c+umxH28l56wnKVLjgsTdeu2dyZKjgOuzN+cPf/vnJN1uKlZdfk/Djbb+68YMql8hMeOGG+0/lVBFCCCGEEEIIoYEZzgDeu2fHXhaAyiwZaz7V+eUdm5+aM+epLTaBUMWOmTGzNFXnOb7rp1Xbjlf8/f45e49/vebFWXL7PPXNRcfGxy++fVlz+pzr55Rmj5kWsoYAIYQQQgghhBAaRMMYwAstx+o9IgAVlxh/iq9n92555uZnttpEZda1b3/95nW5Wv9iz+F//nb+dW9VVL56yxNzK16dEaxX/mlszh984/5D2fesqHp6RjSG7gghhBBCCCGEhtwwBqOi2+UWAYDQ6bWn1gBv+/4v7+73AZ1390dv9YTfAKBKu+yVj5eMVQB/eNlfvmoP9ta509lcsDuS737rKYzeEUIIIYQQQggNj2GMRwmlUkEAgOh0uE7pDe++nT/+3C4AXXz9zaXqgHWKwhtvLFMQom3dqm3ewdycypk3v4A5lWwihBBCCCGEEEKDZxgDeDIqPpYhAPjG4w18iLSss7Ojvb2j08ECiNaaQy08kFFjx6X073pPxowdl0iC0FV9sEWQ2tVpbk6nZqYN65T9CCGEEEIIIYR+0YazR7i6YEw2DcBXb93RKdsEL7Z8dHl8ZGRkTNkzuzkQHTa7CEAaTAap3JMms5EEEO1Wm+ROT29zgtBoA5vrEUIIIYQQQgihITOcATyVM2tWCgWiZ+3nX9ZLtpZ3c2/fWO4TgVAXjM6mgdDpdQSAYLPapDYS7TaHCEBog4ysP83NiVOdJx8hhBBCCCGEEBpEwzonGzP+psWlKkJ0/fTSn9bagqUSO/+z7OtWAQjt1Aum6wEIY0ZmFAVC667yo/1DcLF1186jPJD6tPQYyZMb4OYIIYQQQgghhNBwGN4glcpZ/PBV8ZTIHnzjptv+fpiVSCJ2rHz0kX+2C0DGzLtxXjQBAIri2dMsJHDbPnx3uzsgObv3/ffWeUVCV3bupCBd3ge4OUIIIYQQQgghNAyGuZWZMF/0p3dvyVEAW/vpoinnP/hpedvJKF701G9484Zpl795kBVJ88zHls6P8PdjN/zqjhtzGOD2vrzo9s+qTwbh3iNf3XvNM9u8QKVec9clUcE6vQ9wc4QQQgghhBBCaOgN+8TqRMScP//rr53zb/u8un71HxcWv3xn+uiirDid0NVQXbGnrosTAQj96Ds++eTWrJ5J45UTH3lnyerzn95W9f7C0StfOe/ckhSt53j5jz9sPOIUCW3R3X/7w0xd8GMOcHOEEEIIIYQQQmjIDXsADwCqvBs+2VQ4+w+PPP32qjpXR832n2tOrCIoY+6vfvP4c49dXdA3otaf89SKH+PuufWJT8qPb/nq/S0nkpuLrnjsjVfvKTPLt58PcHOEEEIIIYQQQmiIjYQAHgDIiNKbXlpx49MNezas31Hd0NblJjSmqKTc4rKJhbFq6dnkTeNv+2D79U+X//zT1oP1nV6FKT6rZPr04iRdwLAAKnPeA08kOFWjc+jT2jztonufiHHQBfkj5FohhBBCCCGEEPolGlFBKaGJH33uFaPPPZUtEsZdcM24C+TSUOkX3ff4Rae/edoF9z4umwIhhBBCCCGEEDrj8FVpCCGEEEIIIYTQWQADeIQQQgghhBBC6CyAATxCCCGEEEIIIXQWwAAeIYQQQgghhBA6C4yoSewQQqeAr693f/0Nu2+f6PVRcbHKaVNV06cDibVyJwlWq/urrz07y7fyxnJDojUyTpUYn5NgGheviNQphjt3J7ECu7FhQ0VbhdPnUNGqbHNOjn7ChirboWY7ywnRRtXEzMgJGZFE3zdyNDkb19evq7PV8QIfpYkqjikpihpNwCm8BNPqYn+sbNxbb/X4eJNWkRtndLPcgUab/9+8JIWo3VdjrfbxPoPSWBRZNDFuIkXSAACi6F2/3rP6J76+gVAwdE6Oau7cHZx286G2FquHocnMGP3swthYLe35/nvvhk1CRwehVivGjFbPn0daLD0Z4I4cPfLfzzd2bj9K2jhCjOSUBYqs5qiZe1UxXh4MWmVRknl2YaxaQe043LGxurWx001TZHq0LsndsXd71TG7D0RI1NMpE1UdMbYDzZWd1kanh/CwJp8rgXblpcWm//qc1JJ0y57W3dubt7e6WmiSTjYkl8VPidfFd198Tli9r3lnXYfdzdJKD81tIh17RLfDwNGjlOllMxcpM7MH8uF6vOwP//ip/GCzw8NqSLEwRjPn4jLFnl3ejRuFzi5Co1GMHaOeP480mWqttZsaNjY46gUQEnQJ42MnZqmT3d9+69uyVbDaCJ1WUVysmTeP0OtEj8f93X98mzf7lzNZ2aLAcwcOdPhgbWRubUx6i8XaRRwEyqqkmWhN4kWZM6dn5frzwx895vrmG3b3brbqgNDRCQRB6vVMfp7utlsV48YCQIfDt7KycX+DzcfyFp2yJN0SZ1SvPdByuMXu87HxJuWENFPusX3Wrdt6Pn31vLlUfLznP//1btwkdHYSGo0tOWN5W93uCKfTwAsKL0nyJpUhITqhNCGvZEsb8/YnTd72HUXahiSNEBMVVzSpOH3qmOixBBDeTZs8q1bzR48BQx9N0e00dTSIXSCIOjLKp51ss0V7m1tinR2lfOvYjGj13Ll0SrLV27X2+NrqroMs69U2deUcdGg73BXxfFucloyP43wesbmZsDrUVk/2Eba0SaNKSGQKC9Xz5lKxsQDg3bChZv13W4i6BiMHen186qjxObMLIgp7PkGhvd311dfs7t2i20NGWJSTy1Rz5hC0xOMTd7Da/e237KFDIs/vLzTuzdG2ezvI1vbEFn5Chykua2zDrNFbvQfKG6sb7c08z1FeOtJOTGr2zbSZdKOL1fPnkXq9KIrbm7etO7b1UGuTywsMF6PwFtJ2UtHSrHDZCUEQ9QY+JsYYFzU2xTwjP0bJUH3uN869sXFDRdu+I+0dDhfJcEnRTIHOUkepGljRq2W0+REFZQmTlZQSAHp/L4x0nKczq6VdzfFCnFk9KSuqJM3S/xwBwOpiV1Y27jtRbhSnWqbmRTNU90+PKMKWmraAoiDOpB7Il6i3dof3x8qm/fVWd0OTsbWxqKtuotihKsj334QyG1q91p/Wf3jw2E6v22ngqEJVxuQZi5rNCasqmw63OjleiDdrzsmOHJfa56w7PZ3r69dWd1WzPGtSmYqixoyPHU8RVLCjDI397fu2NW9tdDSSJJmoSypLKEvWpwxvlnpj9+51/+e/XG0tCCKdnqaac55izJjhzhRC/1MIURSHOw8IjSwlJSUAsHr1aoPBMJD9+Hw+m81G07TJZBqkrJ0gCLYX/+x4/S8ix/VezBQUWN54nc7MHOTDnZ1cny/vevyJo4zhzzN/c9Sc0HsVQ5FXlMReWRpLEoTZbKao4Xwaq2jb89KOF9vcbb0XirzCXj/N057XsyQ33vDU5UXJEVoA4AXuw30ffF3zlSAKvbfKteTeV/JgjCYmnON+teP4y99XuX285Fp1VIUufh1B9rnBYjQx95U8mOXUddx+h2/Hjp7ljYaYl2bdUhPR5wmSIuDi2vVXrf6I7JVJQqMxPvqIdtF1wHEdzz7zcdt/Vk+zCGSfSgfWFWurO5/3dn/79Go6Sq+sbXFK5pNS2gwp3zPapv6rRJFyNRd72wuis3/kmGO9VxEEcVH63BsKbtp9xPbklxUtNg8AaKLLtXEbCbLPBYlu9d7eXDjmgecJpVIyA/LWrd719I+1XYy290Ktz/Wb9cvKarf1LPFE6Jc/MX0TdSRg8zEHPNe8W6t1nvwUSKNRe921rs+X8y0tfU4WiH8Xzfl7ycWiym1I/YHRNvRdC2Zu4p9n3c288brj7b9B33Kjh3LSpB9ue+qtDcd8nCCZoEfpkd23r31f73WcyBZJaDSio/vff4yf/cMlSsZwTHJbmhPT6ly1aRqe6vO5Z2lTb/q02bhiCwC41dTHCxN3jjUGbOvtyrIfnSnwSgAobKy6e+37++8+Z3lio4/3yWe4h6mLXbTseG6VnWAY3Y03OCp2fZxSv6HMIvatHhsdUfTb0gcsKovz/Q+sTz8jut19TiElxfz6q4px43qWiG5316OPuT5fDqLYEqV894bkoyl9QlZSEKNbfU0x0neR0k3d/H5N0TFwPHPfq8adR2yHe68VRdLVVOpqmtD/cS1Sr3zsklETMiIAoK2tbUf7jo9q3rf77H0SiQQQfTY1KU2LCm5YceSH/e37+iQE8LSOdtRPEUUSAIqSTU9dVhTbN/b+ctux11YcCCg34kzqJy8rKko2HWt3Pf7F7v0Ntt5rKZJYWJb6fzOzSPIUqhclfbKh7q3V1QH3Z4K16Z6f/pZhbdDdeYfht/dI1mJ/Vf7xR7WfsX1LeqVd2dxwsc/Vp8Acm2JeellRjFEFAP869OUn+5cF3F0JusT7Sx7MMGWEmWebzebzde9Bq9Wq1QOqy+jydr2848WdLTt7LySAmJU8+5bR/6eiVAPZ+cCJdkfnkiXur74OWK6ac575xT+RZvOw5EqG/zmNYRijMbC0GUbl5eWLFy9OT09fvnz5GT1Q2ZMreEFMtGi+uHvKGT3QAH1W9clnVZ8CwAOlS6YkTB3u7AQl+nwNaRkAwOTnR6/84Ywei1q6dOkZPQBCZ523334bABYtWqQ8rUf2HjzPe71ekiRVqkH+TbU+/oTjzb+CEPiQLbS2ur/9TnPhheRI+ikaFs5lH3c98GCTyvTo3N+16CMD1gqiWFFv97DCuGSDWq0mh6/bQmVbxdKNjztYR++FIgBB8kpjLc/pOFe0f2Gb3fvTvuaZBbE6Ff3Kzpe+r/uvCIHP823uts0NG6cmTlPTIZ4R/7Hl6Avf7uN46QpcdXS5PnENQQTeYE7Wue7YmpRnPtRt39+zsFUX8ci83zUYAmsNRID95mSr2lBybM/JpSzrWbWaNOidn372V/HntZMDAycAoBiH0ljj68oWBQUA+Dih08lK5pNinKasL2h1h+RaghAVunpVxD6R7uy/9mDngb0tdW9/Q9ndLABoYrbpEjYQROAFcWrpLfq2zA9/ipszH/plVd76dZW/W13vpgKLEZZiNqcVx1mbUzrrAUAg4bXfJO2OdPXfQ1MkXZWtm7i1ixK6MyZ6vb6tW0VnYHXG58UX/73kYmA85qwvaHVbwFoCwEMe/27Xzsl//oLmgsa6n0WNfc8Xywuhq/UbTLF7EvKmHdpMCzwAgCjCiRDlswkX/nill9E2B9tWIIkOi0LsF8t1sF3bY90lO600K75yd/r+PH3/bWlVB6Ov93Tmgki26CO3TaZ3Jx3kRelKKEkeFbW9xJRZ44po9Xh37njzQmZbqbn/J9vsbt7WtK10ZZ3riT/0r+8QrFb319+opk2jYmIAAASh46ab3d98CwCdZuZP92W09AvURYJw6IL2eeQZcXux2dxsfzPjSKtoC1hLEKJCX09SPp89sJXV5eN/rGwclWRKMGvWHVv7RtXrXt4buPd+t62H92xt3NLqbu2fkNE2U8pOb1cWADRbPWsPtJw3Kk6t6A58P9985MX/7O9fbjg83MrKpoxo/UPLdx1tD7yTRRF2H+1qd3on50QHuwLheOfnmr+uqu5/f9pVug0Z44vrytWrV4gOh2r69IAEX+xZ9kHd34V+xTyv5JXmgz57qsCerGJrsnrWHWidUxT3r5rPl+37kBd5f5F88nA+27r6taWx403KsKrmvV4vz3ffogqFgmGYsM5WiotzPbRuSVVnVf9VtdbaGmvNtMTpxCkWU4NI5Li2hQu9q1b3X8XV1Pg2bNBcdplk15Vh5H9Ooyhq0J/TBqKpqembb74xm80LFiw4owd6b02NKIJBzVwxcQT14Oivsq2isq0CAMoSJqcYRnBWed7+yqsAQEVFaa+79oweCnvbInSW8e3Y4Xj/g2Brhba2rieeGMLsjER8S4v1qd8DwDuTrrapdMGS/XtX88Fm6XbdocGL/F92vcYKgdFpz/OXPmEdSZ98Gm6ze1/9vmpn846fjkk8Ifm1uls/3Pu+/HFbbJ7XVx4MtpZS2PTxm4Kt9QjeZbMVYq9HxI8mLOhUB60wWpE3bV9cYBd029PPba/8fvOEoK0xlMKujd8QbG0PTfxGSmGXT0NQQePVys7NpLYGAChllzZua7BkbjX5QcoRf3gWPh8nvPD9QZ6Q/pEVgXjnnIVOhQYA1k6NrM7USiYDgKMp6pWzAmugAhwzx/9zzAUAoIvbRCkDw78enPnwO3OnBVtbb4r7YuxF8gfqrTYy5atRc/rvZMWcSFolXaUSUpeJ+eelcT/NiDycqgmWhtE0aSJ3AwCl7OJT9wVLJoOniGULEwUStheb9owK2s2q3nH8swOfBVsrOp2dDy4BUQQA15dfelb/5F/+z0vjrMbTidBEUvz0qiSZIF8dtYvRSFSLcLz4zFd7bR7nR4c+DL9PZf/qvx4qc7XS2N0FoKHT/eaP1f6/m6yevwQvNzws/+S/Ktrs/aoPTvj39uM7607zxgCAulbn+2tqgq11Meq3yq4BAMc77/rKy3uvanI2flrzebANCYrVJwUWp/UdrpdXbVx+4O89qQIPxzrf2P36KeR+kPzjwOdH7YH9dHrsbN6x6tiPQ5mfAM6Plvm2BC1Ifbv3ON56eyjzg9D/MAzgETrLOD/9DGSf0jw/ruJbAptWflHc//5KdLnateZdSYUyyUQRVu5rH7Jc9VfZVlHvqJdJQJA+leVA7yU/V7V8V/tf+d2uq1/r5twyCX7Y0+hlgzZaqixVQEh3sfY7lqg+ktwdX9mVui0pY+XzsyInsMObyPo2nCM9vPZkNkzVMrE3ABAUqzZXy+8kJFVkJQCoIvYRhFwr7uFUzcHvlp3SnjduOdBCBw3LAcCh1G5OKwaA9aEuxcYyiyjbqLYqZ4pAkATJKfveLf1VjKOEIA10P2WX8eSpjSVZlTtF7BvbrM4pU0TsD5Y+HDvHmtZNjpBPo/Z/apb98p+ajLZIRVWufkNZiCu/qdTQv9m2B1tRwVZUgr9MBgAAp4baNfr0ez9x8m2ThKiK2Cu5prHL/feKH+1s0LqbU+X/Xvj9UNHo7zD//e4G+bEVDo90T5keX+04ftpZ+ra8Xr5vSFVM1nFTHIii69M+1S6rDq/g+vWs6Y3RNNPqwF/MzS0/yffs2N++75hdepDIGSKIwo9HQ8TnK+q+H5rMSAq48v2FfHpBCIUJA3iEzjLsrl0hUggCuztUmv9p/haYQ9FpYqgZ3Q40OeQTnFHVnUGbs3rQmj6juwVBPNARIkhjBbbWWiuTYO9xq9wRg3d+7lGX1h3A10SlhIz6qqPT+y+UaWLtRvJMv6fq3mhVa09Fw2k/Eio0TQAg2bAZ4ICz7pT2XFkZOv2B6HSWIesTQnTdbLco7Hq52O5QZBoA0Oq2gDkL+iP07W066aj1YFSa/Lb9tWktnZo+8er+lGiS9pzqfnoTSGiNCjHBJKXsIiiP5MQH4TucoqlLCXETutVUU6zcp+MrLwdRZMu7y9ujyeqAgf2DS+aU97ZJdKs+bYpexY6X5Q812wFgX71cuRGOStmSR97eMI5eHZUGAL6dfVrgDzaE/jXsP+KDUDaG3OpgZ4iieHA1u5qs3i75NNWd1cM1s5Xo8bD7Q1Te8ceP862/6NYFhAYLBvAInWWErtDPMUJXiJ/5/22C1QoADiZUiAjg8J5mC96gCBj6LomkA1uh3Vzobv8On1zHcrtsQxlJBe0Ee3L/mu6g3d8JPERipURDtEsTurGXoORCQaJXoHjaMRNBeQEgnJjTSXMiG6KBsTerK/S0ag6FNpzrAABOrVwyh1IDAAQZ+oMjKK9TId0vwKkM/VFKHFrVZ29u7RANcCVpbzg3qgyHnvYqQz8CuYJdeREAQOjqEt1u8cT4f5fmzJ4+EfyUXexgjgYKOJC/xPDPFjEQtgHsIZyj+4uagJ+/sIrZfkWNzKU+mSXZYnbQOXyhT4QXeTcnMZvGEPD/7IYkhvEAgxAKCQN4hM4yvd/CFTRNRIg+qP/bKIsFAE5OkR2cQT2cE+roFaFfcyBygdPRaRmJyb0CGJVy/XhNGrkWToELPZeP3tHd0qv3hL7IRo/EY67OEbrqRDh57hJtSiJ3OgFn4CF4FQAIYezKwNHEqcw+ZdKGvoxGj13rlO/e201nl7tc/k9B5EMfUeBVBqmPAwAMYXyUElu5++xNbx9ojBcmkVOFc6PKMFhZtTvEZPsAoLUH6dRAAACQFguh0RAnpr/SOUL0gJARTrOpzEccTrEQPqHvgfwlhlG23AiHeQB7MGlCf/sMXgf0+/kzKEIPauD5wGJW6LekP/lidtAZwjgcQzLqMGquzwTSLDEZpESyiNAPMAihkDCAR+gsoygtCZGCpnu/3+gXSFFaCgA5LbWkGOIBPT8u6BR3QyDfkh8yjc8R1/tfhiILIgrkN1FRqnSj3CuOipLlJk9mHf53KcsFFJk13c19mW2HaSFE0JLXdKj/wozaEA2GokBz7p45qyWeCzl3lMiHfKYPERaxjgQAYPteZEl5hpyQaXobV5wVep/N1TQnJh+Vm7AAAGKavXrZyDCvuRoAWE+kyIcIkMjOyAinxJz8AJDbLPExyYuzNZvcfcZd59c19J7Q+zQwnBjfEKJDBOeOEHgl65R76XdImbXO9FA3od7BxbQE60khAoBi/Hg4UeAAQMpRN82dZgfmcHqRnPhuShgXO+r0jhvkQCffu6lV0lkxegAYLVtuhGN0yunvoSg59BvIcpuqAUAxvrT3wvyk4pAbsvbAC0t4EkNulR+qKB5c0ZroSHWI+SxzLXnE6XdIGhBCoVCMLpJPQ2dk/MJbFxAaLBjAI3SW0V57Dci+t1wzfx456G+eP6uo588jTSaj2zaxbodMMookzi8M8Tx0RuVa8tKNEuPDewicytPVZwr380fHzc28UP4RbVbKuQpKLpCbMypOpwra9cDTkSvyTJCAQgSAzBpXQn13iKXxeaYd2ixzLFIUz6v6OWAhoVFPXdcu3/Ls6cgXBbn+EaJAuTtC1oCEeJZ1t40CAE9HnijIfafyqhzpl98Q6lh9lI5JS+Tk2rTNrq7xR3YBwLS1gW99CzBtXYipFmcdXE8LHAiUuz1ERFG6JWjIOuPgeoY/tfbz8/jRQxQAACAASURBVPf9HLBk5oH1vtbQ1VIyJmzumL4mxPm624qg+1M7zR40CfWejBrXtLUhDjRls50MOnEaoZw0kcnJBgDtouv8i1QefsJW6fqRcCi8sl8JkXS3S8/KmR6tW1A4I1I1aKWZ/3vhN29cAkOTAHD+6HitUu6CW7RyxQ5JEJeWJp92luaOS1DQco+sY49VxNjbgKa111zTe/nM1POUst9unyOJ9wbWDsxKnh2sFPV/SMUxJTGawHdnnlEEEOenXiCf5oL0C4cmM5K0ixaFSHCGX6yF0C8HBvAInWWYvDzDffcGW0unJBsfe2wo8zMCkSaT6YXngCRv3PR5lCPoM/q1E+OTLaH7SZ45BEHcNe63GjpIj0eRsB+bLXInXyidFKG5/dzs/IiC+ZmXBNtnsj7lmrwQD0kmrWLJRflkkO6OAqex108H6XnPCT2ju35Tn4f4a7Z+EWcLOgncZbu+y2it67sPwvTcc6PnXDd7VfdsRv2jFs4d4WyYJH8WAOBqnMi5Q7TnyDQIT4k7n/GlAgDv0zvq+79frTtfBht3k3OcaubMkPnpjaaIx68YowwSElMif8fa91WsBwAmbukaszvo/OF5VY5pa0JE+DG21uu3/AMAnE0TOHfQKE7bln/dD2uDrY22t9+wuedtW6GbkYsa9v9qb+D7t6Lt7Qu+rmGdsSE3lxTb7Ln4q6ayjR2Fe4OOLvbZUv1xLO/Tq/afThOoysNft+w4KYijKm3nbAoab2ebs6+cemewXsGkxWJ64Xn/3+pfna+5/DL/3xd/1RTTcjqD8ymOWPxuXURn0DoUR+MkybtdraAevbhQzShvzLqZJsKt0ZB5W7i7dbTP3t3+nBmjv3lGpv9vs1bx4EX5wbYzqJnnrx6bHBH067ZoanpefOhBQ8HEmdR3z+npBRN4f5rd1ls2fgwAhvvvY3L7dJaJUEXcUrg4WHWhyKntR2cELMyJM9w+vfTGwpslNyEAzCrLraNvO9VTGLiLMy/JiwhaQTY9aUZZ/OShzE8AzeWXqc4PfLVkD+XUKdrrQ0T4CKEwUUuXLh3uPCA0srz99tsAsGjRIqVSGTKxDJ7nvV4vSZIq1YDGavannDiBioz0bd3WM3mSn2rGdMu771Ax0cE2/OVgsrMVo4vItT9PqFh71JLQbIjqvVanpH4zLXne6GgAUKvVJDlsVZlmlXlcTElVR1VX3+mFRU5vrZvjs56cGLwsO+r5q8datEoAGBM9VkWpqjr2c2KfntWT4ib9bvzDekXo0bAZMfqsWH35kU6XT2JwNeeO4jwRCl09QfUJJ7LN2Y9OfCLzgqv5ujruUHePayXnm1S7oz4ysVHf58bTMuQNdWvmr1/e+4Gfio4yv/ySZv481ZTJ+cdFWLOxNkXF031iAm9XurXuwp7hvvFmdVa8oalLop+5KNKerixa2UWrJMIwgVc66qc4j8+IifCyZJ+pj1WU6td519xcdP2k7KiKY10dTh/niua9ZoWuvtdE7gQApNe5H/DNzH7gKTj1myQm1lJqIcv3HLZRfUqAGEfbfaveGl2/r+cwxU0qmDG5FtrEXoM+SCCmVXDXvnOod69sKinR+NDv+OPHhPY+NVNZrYdjbG37YnPtjgJKaaOVnb07H4g8k0zNef3SJWqz0bd9B/ikuoUTRNHksVlXzd91zOZhhb5r+nxAJIjn7l97x9r3mBOjJwi1moqMEh0OAMhqqdM1RFakpBLaDslYT+MSRu+xdlgYrm+DamnEuDvWqVS7DxKiOLbc6tbQx5LUItn7NEh3W5Ht6CwQKQLEKTVbH/zx25ziGQeMTi8fEDOLwTpfxDd4bn3rSPIxN2k0Gh5+aNRhnq+urkvTCr0ORABMT5z+QOkSQ9E4JjvLu3mL6OozMZhi7NiID9+nM04OVFGfOxsEgS3fpXCz48qtTXHKlug+Px9KL59W5+4yKSRrxgwd5N1/qc5zm2cuePCYnm129X33BK901E9zt47pv2F6tO6PV4/LSzACgEbQ5pjyahw1DrZv9YdIQt/4NVGfeH/xgz7ed7zvi9BEnnE2TXQ1ngMABAEz82OeuXKMXn1yoEpmjD4zRl9e1+nuW27kxRv+tHBcTpxhZkHMkTbnsfY+l0ujpO88L/u6yelhDJGWk59gTLRodh3pCrg/85oOPbTitTjCZ3xyqW6xRNSdEZGTSEdW1G/3UX2ug7FF2XZ8ga9X8ztBwOzC2KevGK1T0Vnm7Dht/N72yoC7Kz+i4LGJj8dow62l8nq9PN99uRQKBXMqU2kEoEhqcsKUTk9Hne1w7+UMyVyWtWBx0S0kMazNcgSh/tX5osvN7tkDQq/PiKK011xjfulFYmDPVGeC/zmNoqhBf04biKampm+++cZsNi9YsOCMHui9NTWiCAY1c8XElDN6oAGqbKuobKsAgLKEySmGEZxVnre/8ioAUFFRZ7q/CTFcL5xAaMQqKSkBgNWrVxsMp99cAAA+n89ms9E0bTozHdoFu93zwwq2cq/o9VDx8arp05hRgzkM8n+AyLKeH1ex5eVVdrHckNQRlaBJSsiNM+RHkmpFd6dKs9lMyQ5JGIp8gljRumdve2WHp0Ov0Gebc3KMYzcd7Khusnk5Ic6knpAZmR0bGJbbffYtTZvrrIc5gYvWxBTHFKcYUk/puCwnrD/Yuq/eavewUXrVqCSjw8Pvb7A6PFykXlmUrPMqqw91VbtYp0UVMSpqVEHEyR68bFWV96efuWPHCIWCyctTnXfuIS+95VBbY5dbSZNZsYYpudF6Fe3dvMW3aRPf1EwY9Ioxo1WzZ/d+hhO6utpWfLvl+IY6tpEXhUhCP9ZU1JgwuQL0TlaMNGiKkk0TMiIpkjjc6th4sK2xy02RREaMLov27Vyz82irQwQx2aLNmR5/TNtc3bqvrbnW6hSc7givN14rFOalJS2clJoUqT1qP7KjeUezs4km6VRD6vi4iYYTMwiKIuyo69hV19Hm8GrVIiOUQ+t2j7PLzCuLzIWjZ/2ajBpQz2RBFDet3F6+81CH02OgYFRqxLRLpvP79vo2beabm0mjkRkzRjV7FqFQtLlbtzRuaXDWi6IYp40fHzchRhXlXbfeu3Wr0NZGms2K4nHKGTMImgZB8K7f4N26VWhtJU0mZtQokePYigq307s1Ir02Jr1J72vlqgSqU0UrkvQpl+XPzInp7u4rWK2eFSvYPRW+ff/P3n0HtlGeDQB/bkk67WF57ww7jrP3IgkBwibsDS2jQCkUaFmllD0K/RiFAIVCW2YbRgIEyCALyN6One295CVZW7r5/SHHlu2zJGc5huf3l3336u7V3Xune951e6WmJpCBtFpU48bpb72FysoCgCAn/nSgeX+jJ8iJdoN6Yr4txaT5cX9zRbOX47g0k3pKnjmtrV61bXv02SfN5vCmTdymzZFzLQwr/Gbf3s1UY6sRJA1P07I9KTkvLWt8WuGYCkl47S13fcXuIUxdnoEYmpc2YfaEzGl5pjwAEA4dCq1eI9TUEDTtzLHtUjvqA42yJFrUabJtXrNHx9XVJ3tbp9De/KK8jv2K4S2OzeXthwN8wNTiLzwY0DZ7StKF1nQDnZUh8bxcWxt2tZmc4aEN0siglU5LY0aNYs86k9DrAYA/cLB53bItgb31Oo6wmtOHjp88ZE6GvmsItBwKhb7/ntu1W/b6qLRU9bRpqimTFc+12NwcWr5COHRIlqS6IaZ9RcYWnwMaHNnN0vhQirlonHfW2G2ePSWOiipXfVDg1WEyzQOzW/iJkK6eMEF9+lyCpgHgcPuhTfVbSx31vqDMShl6qYAJSlJDvd7jomVJMJqDGVlJqbYx2ZaJ+dbOrjStra0AYLaYd7Xu3Ofcd7ilyetXMXxmjq5Ib64DTaOXd5vVlhG2onH2cZFKmejrIlmTGXYPqW+VeVFON7PThiXlJytPEcIJ0k8HW/bVd9woxudaxuZYo4Pzgw7v5sOtDneIoYjhqcZZBfboWoBj1Fk+/Y0tZkfNGHdNkZpjiovZs84iDLHmNOFEbuPOJQcOrg/42i2iepRl5NgzrnWzxh8PNJc3+URJTrew04Yl5dm7bSQkhrY2bjncfigkhqwa2xj72EJrYb8y7PF4uCNVZjqdjmWPQ7evBl/D1qYtDr+DJIgsQ/aU1CkWzSk0OZzY0BBasVKoqABZpnJz2TPPpLKzBjpTyiLPaQzDmEwndUrC2Hbu3Hnrrbfm5+cvWrTohO5oxhMrREnOtGo/+/2sE7qjY/TJ/o8+2f8xANw/6cFZGacNdHb6JHNcQ94QAGCKipJXLj+h+8IAHqGeBksAj45a5Ek34lQI4FE0r9cbDoeP15MuOl7C4bDX29G0i7e1U1Dktma1WgewSxHq7UQE8Oh4wQAeA/jj6GQG8HiXRwghhBBCCCGEBgEM4BFCCCGEEEIIoUEAA3iEEEIIIYQQQmgQwAAeIYQQQgghhBAaBDCARwghhBBCCCGEBgEM4BFCCCGEEEIIoUEAA3iEEEIIIYQQQmgQwAAeIYQQQgghhBAaBDCARwghhBBCCCGEBgEM4BFCCCGEEEIIoUEAA3iEEEIIIYQQQmgQwAAeIYQQQgghhBAaBDCARwghhBBCCCGEBgEM4BFCCCGEEEIIoUEAA3iEEEIIIYQQQmgQwAAeIYQQQgghhBAaBDCARwghhBBCCCGEBgEM4BFCCCGEEEIIoUEAA3iEEEIIIYQQQmgQwAAeIYQQQgghhBAaBDCAP/78pV/+44P1jdJA5wMhhBBCCCGE0M/IYA3g5WCQLyvjdu4Um1sGOi89tH/3zE2/e/zzCnGgM4IQQgghhBBC6GeEHugM9JtQXe15/q+hZctljossYUaONPz+bva8cwc2YwAAILevferJJS45faAzghBCCCGEEELo52WQtcCHN25qnn928KuvO6N3AODLypy/uc39+BMDmDGpZvU//vrwbQsmjTj75T0heQBz8vMjew/9uGx9uR+PKkIIIYQQQugXbTC1wEtOp/PmW2SvT3Gt751/MiNGaK+84iTnKoLf+vZ9D/8vgDHm8Se3/fT+q28HriqeNkRH9FwpOvd8+9/PVmw50OinzFlF08+96op5Q/S9kqFfBl7iw2JYS2tJoqtqUg6H5VCINBqB6FUwBEEOBDwMy2o1Gobq175kQZD9flKnAzrWXVQG2c/7VaRKRan6tf3jT5LExkaJ4+iMDGAYv3AccuXn/RRBCbKgptQMyRx91jwegiR9QY7SaLQGbX8/7gsJFEmwqvhn0ONqag3605OySUriJE5FqJ1Bn5qmVTSpY3SdybwhgaGI6CIREoKNAYddk6RXGRLPmOR2E2o1odFAVElgOFHmedJo7JGYF6VgIMz7AsEQrzdodBYjQ/WsYRdEOcgJmnBAZghORcqCmqbIzi/uDfIqmlQrlWTZ6wMCeFbFSZye0UcWirIYFIIgMpIvaFBTsiQRWi3BdJzHyIVDsCzn9/hogqYNGhKCQoAkKZVEhT0+D6VmiJDIhfXW1G77ilxxWq3H06LWm9VqLRy5NnW0jiCIrjQGA5AkJ0hhTtCEAkGSZnQqEbiOS5jnBYeDtFpJnQ564UXJHfRrGEKv1ncuDApBGWSW0nqa2zQ6Vq1XLkuyzwcAhP7IcZCEds7NkIxR1fOkHLXO7ytxnK/dpzUbGbXyBcKLUogTdWqaJDtuUIGwAABadc8bi+KtTPb7QZIJgx4AZEGAQEA2GkHV87qOUTb6QRQlny+6kPQmy+AL8WqGUtHK7UNyMKhY/sNiWJCE6MtQ8VOSLAWEgIbSUATtdXlUhKyxmLqScZwcDEbKVe+N+Hk/TdJqSt1jueTxEDRNaPt95znJwrzICZKBPfo7bUSPi3EQkUMhORwmTab4SRH6uTslAnhu27a2G34VN1nk0o2RwPXH+91PPBl3O+yCi8zPPpN49hKhvvRjL/+RDADhJdelXP7p8d36L5jk2vThF6U85Cuta1730p9e+amFNGUXjs4VGg5s+/K13SW1jz79q1EYw/+SiLK4omrZiurlFe4KWZYZkimyjTw/6+yR35QFPv2UP3AQAAiWVU+frr/jdvW0qQAgLV9x+MvvF6vzd2SO9Ku0AJCmkuZPHXrN9Fxj7McjWQ58+pn//Q+4khIQRaBp1YTx+l//ir3ggh4Jy9pKvzj0eUnL7rAYBoBsQ87p2aefn3/hyY/kg0u/aX/0Uam5BQD2F+i/n2c/OFzHMyQBRLYxZ172Gefln9+v8LvKU/nZwU+3ODaHhNCRZUSmIWt+7vxz885LfFP8/gO+hQsrN+z4YtjcLTljPBoDANg430yjcOnl03RKYVu06lb/+z9V/nSg2R3gASDFpDl9ZOr1M/Ks+p5H2Llv55ObXqw0eWVSApABSICeta00qAot48KtE3cfVPtCAgBkWNh5o5Jb2EU7W7dKUsespCRBDDUPf2z6Ewamz0ie277d9+ZboR9+lP1+AKicPXzlBdl7de1hiQOAtMbw1M3O07eHDTNmG+68gyouXrq9btHK0sOhbiEHAWCH8A2zh148ZwRJEMtKGj5fd2CfM6hK2staS2ltCwCARHH+dNo7WScMb/GGA5wAAFk27fzR6VdPy9GpabGm1rtwYfvqFStHE1smW5pS1ACgoTTZhuywyNV4a2SQQCb4YIrcWDBmh//ikmV5dgOTnyeUl4fKD6+elbLi9EyfjQMAkAkgCAAJAIgwy0t6kvaTTAAAtEGY2MJePv7XttK6wKJF5aHa5Wfa944whDQUABiCQGlYNxmKXJsFIfPpKxpHLNvHk/SyMWetGXFaNWsDQmZtZaytlNI2EwCkTA6tDM79vnHsbg8AEKxGc+aZlldeJtRqSZY/3bp/8eHPfUwpyXgBgJTZIcaiDLOhpKXEGXICgCSwXHu+v2lihoubb5Ouu32B2mIEALG+3vv6wtCyZZGpc8gU+4brJy0d7mvj24+cXHKYZfhto28fah4Wu+z1RZSE76q++756RaW7UgaZkCjOl+ZvGc97cnLDrvNG2K687oxIvYwkyUt31i/eVnvA4ZUkmaHIgjSjnqUPNXrbfGEAsOpVswtTbpiVl8qS/n/9O7BoUfStTHv1ldzmLcGvl4oOBwAQej2hYSWXE0TRQdOqMWN0N1yvvfSSfY3eD3+q3Hi4NVIpkGXTzh+VdvX0XF2v2oHYQitX+t55l9u6VeY4IElm5EjdtVfrrr46uvpyZ5Xzw/VV2yudIV4EgPxk/blj06+YkhOJ5CWPx/fWP4JLvhSqqwGANBjUc+cY7vxtuCB3yeEvfqhb5/A7AEDL6CakTLh02OX5pnwAkL0+79tvBxcvESor9xQbV5+ZWp7P8qQMAGIgKeAcFWwdmelpOYNyXWIJw5pV/L59IMuEWq2aOkX/m99o5swGgAp3+ecHP9vetC0gBAAgVZc2O3P2gqGXqMrrfAsXhlatltxuAKCyMrUXXqi//TbSaj26s3+CBDnxvxurlpU0Vrf6AYBVUVOGJF03M7c409yv7YiyuKzy25XVKyo9lZ0/lBcNXTAxZdKJyfhxIwcCvnffC3z2uXD4MAAQWq161kzDHberJp3qOUfoxCFkeeBbjcObNrdeetlJ2532isstL790orYeXnxN0qWLku9Zt/+lGcdaT/oLxtVvW7l+T/m+7Zt31XpFmRp2w2svXpYZ/YAru9b99e6XNgojr3/q0UuHsgRI7Tve+fMz39YnX/j0yzeP1BzDzidOnAgAq1evNvZqJejfl+A4j8dD07TZ3L8fWpS4AO9/ctMTe9vKeq+asd557Sf1RPQtjiD0v7tTrKxaesj99ozrBLJne1SKUf3S9ROHJOtBiRwKOW/9TWj1mt6r2AsusLz+d+LI4+xH+z5cdOC/cq8oMceY88T0p62ak/WAKMuuu+8JfPFF5L/FC9JWnmGXe9Vu5Zvyn5j+lEmdUCldUb38rd1vCJKguDbfNOSJ6U8msqnAp5+2P/DQpvSRf59zS4ju2SZmEIJPLSiaOml4Xx9fVep4cklpmO85WahFp3rxmnHRj7a7v/znY+ISiUzsl04mvfWzgi1jAICig9aifxMU3zsVSVAvnvZ/wywKYZ534Rue5/8KRwL+peenfHt2Su9jnt4Quvv1SnVY9X+3vLAj1PPrRyu2MIYk08ZDrSQVNg35itE19k4TbC321s2FqN1kWNgXhvHsfb9rVYdf+11+U3KsXURwntzA4bN+u+7DWYc3BVny5TsLavP68RumDku/+k+Ny6r6/OI0kYpThTplo3dP8PoqSzYAEBRvzv+K0df3TjZ1s/P6D+tJSQYAUq8zLFv5h/W76tQfUIw/bn5kSeWpmh925+X4ml+9eZqltdH5m9skrzeylmfI1+7MOzRMoZKIAOLm4psvHHpx3F304ON9T2x87IBzf+9VwdbR3rrZIBPDJc9rD16oUtH3f7xjW6Uz7jZ1KuqPuz4dveHb/mYGAJZf8tt3kyaIUs+Sn25hX71+YpYtsQZnSWp/8CH/x5/0XqOaPCnp/fcjjf9vrTr0nx8rej9ODkkxvHr9BLOjpvW6G8S6uh5rGzN1bzw4qpUM9FhOkfRto28/Qy5su/Y6obpGJohPrkz/cZatdx54f5q7/EJJVGe2N/zlu5dtflf0Wv3NN2341aS397wtyj1vFHbQ//b5Pam13p67Tkmxvf9vprhY8WAcHY/Hwx0Z9anT6ViWTfyzDa7gPR9sr2nrWeBJkrhj3rDrZ+YluB0f73ty42P7lQrnOXnn3T7mDgJO0WYPsb6+9ZrrIqF7NyRpvP+PhrvvOsbtR57TGIYxnUoN+zt37rz11lvz8/MXLVp0Qnc044kVoiRnWrWf/X7WCd3RMfpk/0ef7P8YAO6f9OCsjNMGOjt9kjmuIW8IADBFRckrl5/QfQ2yMfDoF0L2l3z53oeLv99e4xWVn7vl5p+WbfWQ2efffPFQlgAAIM3jr7/xNLPUsHrZzp7PA+hn6/+2/00xegeA9TOs356d3G2RLPtee33zjvK3Zt7QO3oHgCZP+N4Ptkdaq3prf/BhxegdAIJff+156unI3yurV/zvwCe9o3cAqPZUP73pSUk+SS+Z9L6+sDN6X3uabcWZCtE7AFS4K57Z/LRihnsoadm9cNdrfUXvAFDhLn92yzNxN8Vt3uL6w/1V+uSXTr+td/QOAF6a/fOX+1vala/kfQ2ex74o6R29A4DLz/3hox0uf8fjsmfnlseFxYlG7wBASIaMH9TGSgCwjPjoSPTe8+OSLD744/1BIdhjefCrrz3PPtcZvW+YZvnmHIXoHQAa0jVv3p67cOa1saN3ACh18RsPtQKAMXe5YvQOAGxSqTZ5W/SSelfwj6saghy38I6EoncAUBmrNDk/vnbarw8kD3n3xtx+Re8AEFaT/7w559NL0+NG7wCweZqhpbA58rcxZ4Vi9A4Am6ZYl56fEvlb8vn//MIH9er3E4neAYAgOVPedzTbVq1Pvv/tH1tuubUzegeAD6/JVIzeAUAG+Z+l/9zi2JzIXqK9sPV5xegdANikEm3yDgA4SBofeOnbpxeXJhK9A4CfE58ffn6DKaW/mdmWPfYd67je0TsANLiC9364XfHy6c376t8Vo3cA4LZsdd51NwB8ub3u3z8oRO8AUN7kfeCj7c033Ng7eg+ryddvy+odvQPIoiS8uXvhD4/8WqiuAYBlZ9kVo3cAYHSNxtzlAFBnTn/urLvE7nf1LRs/favkrd7ROwC0gO/1WzPD6p7PwGJTU9v1N0Ta5AccL0r3faQQvQOAJMkLVx5cVeZIcFN/2/pXxegdAL6r/Obzg6dqt1FBaLvhVwrROwBIkuevLwS+WHzS84TQKQEDeHQqIiznPPnZkiVLlixZ/O87xio8R8q+0p2HBDJ1wqTcqB9s7ajJo3XgK9l5qM8AA/2clLWVbnVsiZFg+Xy7X9szUP9o0qVS32P/mj2h/22q7r2c378/8PnnMfbl+/d/xLo6URY/2PufGMkOtx/6sf6HGAmOFzkQ8Lz8cuRvgSaWXpAaI/F+575NDRvjbvP9vf+O22lrX9veTY2bYqdxP/88iOJ/JywQyD678voo9T8/Vj5Q/1h1SOijZg8A3AH+/R8rIn+/s/p5sb/DfglZl7GetRwg6c7QQqG0CBL/Xum73RbJsvvZZzv/EyniywvTYuynOpvdPi7RPj4qQ53KWBUjgS51K0l1G2LWaEj+10UTG9MSit4jNNb9hLb932fNLRul3AklNpEiFGsrFGlTtpJUmNE61KbyGMlWzrN7DTQAlNtzS8dykU77iSIEXdomADhkSl+fUtS5uCFds3VSnE4i75a+048dAexq3rmreWeMBLrUrQTFAcBuUbtqb6JxFwCEadWi8Rf1KzMA8MHkS+S+21TrnIHF23pG1L1J7e3e1xfGSBBaudK/YfNbqw7FSLO30fsjrXDzWTc7yWlVHE9EAIAsy59PIwEgyFLLetTDdqcyVqkMdQBQacv+YcjU6FWLF6TGqExsszHrTlOoFxCbW3z/eDvGHk+ab3Y2VLXEqq5auPJgIp1od7fs2tG8I0aCRQf+F+ATqhc7yQJfLOb3K9c7RERXmCL0i3JKjIFHqDeCIAkCQO6c2acbqb66XgAqIyej29O5KjM7lZSr6mpd8hh7Xw8vTzzxxNdffx03A21tbVzUyw6OmiAIra2tx74d1NuqilWxE/AMWTbSMHlre+eSVp31sD039qdW7mm4YGTP3nTi519A7GclQWhdvOTwuWPbw+2xkgGsrVwzUnM8u2gqktashXBHAT44XN+7IqNnrqrWDFP12WUdAJxh50HXwUR2vbZy9TCm71HEbU5u67YwrdqRFecgrGsM39rr2vGHxa0VbbE/uKrMce3EJNnj2ZYSUgy/Y6M1TjY11vNuxE91667MvKrzX3nvPrG2KyiqzNd6jHF+YTWW8rCrMJEsxY5yAYAgBZWxOuTqDiKbIwAAIABJREFUdgb3FWsAlKd97WMrstpc3mjl+tHH92gRFM8YaxhtU+xkAk3sKTZM3+jalDM+7kHoTW2sJkhRlqjNeRNmVmyNLNw5xhS3oqHR11hSsztdm5HgjtZUKvfN6USQnMpQHW4fehQFcmv2aJGgKKWWZEV15rQ6c5yX2a4sqTujjz4IncRvvpVDodhpNny1xqUeFztN9MHvtHNsnNqr2iy2NUlVlaPlVHGamlSmcs6bCQCbc8fPPbQ+srA1SVWXEacg7xxrOmtlS+/lvqVLuZt+HfuzR8fv9/v9iYbKK3bXxk7Q4Apu2V8zxB5nNMTaeIUzJIbWla+blDQ5wYydNPySL2MnEBsbm9euJUePPtYd8fwp9ZzmdrsBQBQVLvk6Z6Cs7rj1EIk81AQ4cXmJcveuozAhz5pkUAPAhob1nHgcnqIBoMpdGfljb1uZKCV6J4zNorGMsY8FAOHwYa5kz3HZpix0NB9Kbvdx7B6imX0aaetZ23hKBPCk2aSeFX/0hVhfL1RUxEhA6PSq8XF+SACAGR7rIRUNCpLP45VBYzJ1b10ijCYjCbLX45XAfmzz7aJBoDkU5+kfAFq69x92GGM15kQ0tCs8s8q1cZ6lAECurm4OxXluBoCmYPxsH7voDDcnxZ85rykYp1WwOdSc4K5jf0G5rhZkuVVnjdH8HtFOagKcqO0+vXyzl1PsGBytxRsWRJmqrw+yRzmwk2I8cdMEuneh71FCEjnmlCpOXU9XSk38lJS6ZxpOH+7v96fU7SR1fB654u9L1Z7IEWi2qwHAYbaT6lgPAMoIgWS8YtjcGHXht9gTmkiyKdiUeAAf9/IBAFrtDh/VSOMQo3HqzHZfnHqrTg5j/C73De2xpgTukMBNr9EVhFidewAAGpXuui32+H1Dmu2q5gROFq3uGPreaLJ3fTaBkSMtfaWpqQVZVnhxycml+EvUK004bgCfyC/OyflV6i+5piZ+muoaOOYAfhDZVuF8/mvlYYNHzekLP/Z5yfHa2ivXT4gE8At3veblek4zcYy+qVj6DSw9LpsaaSuOBPChNWvcj8efAb1fxPp61113H6+t2Rd/oTo1A3imsDDpvx/HTSaHQs1nnCVUViqvJknbu28nUhGAfgbkMMcBGJgeBZhgGJoAmQudpAdQNLASGUwude/CISm9XqjXZpWWKtWF9/qklEiWEhltfhxEZVhW7MfSXdycSwk3AMbZlChBr/PS56Z6nQwpgT6jsgySLJOilHiP7t7b6PcHupeQhL4gkfheEkipsLWjKGkyECe8S6oMQAAQhJzIEYiUXlFOYGy9IkICgOjR0YmWvf7MVZHQhd+P091r+91uXHLsZnwxgS8oJnIdJXDTS2Q7otKEI7EzGfmGMkn06zqSiKiznMDn+sqDLMunQgAfr6ISACBubSbEK5yRQ33SZmbpnwS6xxOnwFTcCJ18p0QAnyBCo7F9+H7btdcLVVVHlnX8jBEMY37uWYzefzkIlYoBEIQeY91lnhdkIGgVvgDgF8Guid2cLgMQttZuDU3J3vjd5NJMSs0y6fGb1omMDJtaebKlaEmapLhpjh2R0ZVhmzN+lVaS2h47gV0TJ0HXpmJ/wfQ0ALD5XZQkKj7Zd9JJnF7T80fKblCRBBE7jLfqGBVNQnqaulEOHVUjvMjr6HgN0ZruL5QmM7qVEFtb/GMucsa4wVhHyrAR4r2BXgr37JPMBNSCpj9d6AEk3ihLCbTNxhP7W0VWiZyRpHtOBNibrZUDgGR/22HeQKn613dUlimJ0wNAiqfrwk/k1ACAnU20wANAksYO7n2x04jheKewD7Qk2HzR86vHKTDJ3vht9cp3ue7IjIy4EXyqKf4rX6IPfqektnCMLu6Rb2hr5bz6+L/mItcx4in69p7ITc/eolzUibQ0xTfJn2QpRnWzN863SDHG76GQpI51Q44c6pPzq9RfREa6XK0wJU03Cfw0/yxlWLWJXH0nTW1boNmj0GeEIqiipJEnPz99EURhn3Ov4ip6SD6VEq9D0UnElx+Wmvrs+TiYAngAoHNzk1cs8737XmDxYuHgIQCCtFo1p8/V//a3TAF2jP8FIQ1GAwFOj4frVogjnecJg9EQ47f37rvvvuWWW2Js/KKLLgIAs9l8jK+R43ne5/NRFHWM20F9mZE9Y01jjGHwBCXKxWXRPbjkVE9zRntjvTnW7GKzClMsFkuPhfwF57f9813F9Ef2RpjPP29KTrb2oC72hEDTM2f03v5xJ519dsuDD8uSBAAFB3zqsNR7yuVuucqOkysLWLIMWbXe+L1qZ2TNjLUpi6V1xAjtvn1FjoN70kfEypIFem/HAlCUYSytc8cIEmcWJFssFrBYir8ht+X1u31G4gzBltGGrHWxk01ImdgtezNnNiclSUcGUg497NeEpJAm1jHn3PkJjogOe3LZpNIYCWSZCntzeizMOygemqqYvO8dufMyfLWBY36Yj/utZJniPNkSr2Ptu2MkIyW5eK8XACZV71rrnhw7cW+8L0OWVAAwqWZX58LRezyx50UDAIvGMjpzTOLv1pqRPfOnpliTU8oyyXtzE9xaD2Pryui+X/3QW25brd3X1qKPVZl4mtJdrgfxvHNbnnoaelaUdzP1jEm67aS/jzd3REQf/E6jSr2xx6gnt4RTm8LaoEhKIMWMpsPu3MgfE6N2lNYYTmrlWmOOZBlVqty/Vzv/LMPxu0X7fD6e73gbJcuyGk2iQdfsotQ99bF6IFv1qqmFmcoTBUWZkT3zh6ZYdzOKpGfmzkzwTaInk3/+fO+GWLOrkhaLde6czhe4HoXIcxpN0wbDUdavnQiRzFBUrAruTAtbnHUKnbIgLyoH8CQ10nbCJ/1JXEgM9RnA5+YxY06h4RiSxxMjgB/4Ksb+InQ6w913paxZnV5dmX7oQNqe3ZZXX8Ho/ZeGTMtKp0Gsr2vs1kAgNNQ5JEKXkWmJ8YNmsVgyYooko44ZSZIAQBDEsW8KKZqUNrnQGisCPO3HNqMn+smSAICrt8eaF8fAMtfOyOu9L83EiZp585Q+0REfai+5WF1QwKrYK4ZfEWP76fr0M3LPPAkHh7FadUfmYVKHpTOV5mrqlGXInps1N+42rx1xfYyNRGQbcuZkzYm9HdOD9wPAlTu+JPtuSGck4ZbrZit+/LZ5wwgC+goSNQz169lDIinvGHvXUfQH9zmmBttGy2KsR3+SIG8b89tu2VKrjffd25V/QT7nu1jDSu0t3NDSROND3p3P+2O1DARbRkt8t6Gw5qDnpsXbLO0K77HvS9iTJ/hTrl25Ibcq/uBbJf2oKwm2jJEELefN4n2xxpnP3OC0OjkAGNl4ILvMKosJ9a7qyIdM+BunAkC6r3VOZdfrKvKqAkX74ozMvKHoVzRFJ3KhRUxPnz7U3PfEjQDBlrGSoAGAIbJ/Yq41kW8RQUniFTu+Sjw9ABAgXxnzLmfVq66YpnCX60GVlqa/IdYlr5o0yXLWGTfOyo+RJtvCzm1TmEj89NWtOn+ssP+idQEAMHqEOWtj3bv4QCrnyQOAFG/rvAM/Ra+6cGmsiQn0PuH01QpbJgx6w2/vSPzUx0VEdcUnSTLxD146OSfZGCvav2XOUIaJX0qnpk8bZon1kHxB/oVWre0YvuKJYrj2GiozM0bODffeQ6vVx7KLU/M5jTwFOoCgU9wgLiIETRPaOFN3oJ8rwlg8Jp+SGnfubIx6POf279jjB23x2OGDrGsJOjoEEA9N/lOGXjkAGFnmvWRxz4lVtQsWzE4irtzxFaEUbOhU1AtXj7PolCM3y99fYYp7VyQTAKCaPMn8XMcrxC4eeunp2YqhPlg11j9PeYwhT9IQD9Ojf1ZN6ZhY+JzlzRO3K08YlsTaH536FyrelHIAMD19xtWF18RolrSz9j9PfTTupjRnnml88IERTeW3bPiIVBp7yUjCI7PTcpKVu65Myrf9fn4hqTRCVc1Qz1wxJs3c0bJnnzv/Ps/kfo0EDzSPD7WNAJlwHryyr59IAog/TfmzSd3zVQW6G67X3XhD579nrmqdtskFSowe4Y63Ku/7/p95EOe9aBkaGJZikAHcVeeJYeX2lrAn198wo9v2WebZEYQ5xN3xZpXBl1DjrRC0e6vPvG7LZ+Nr9tzxjwpLW/9qPkhJvvqThjNWJTST8/B9Yc2hjqo3d9U5Qkg5oB2x33fZpw0d/zDMc9eeqXVdGmlRj40AAJn01M7l/anWoOeFBYVJf3shupnupvdqUpr6HClw/pAL52WfkcgX6dojQfxpyiOpOuWuPWF3nr9hGgCk8P4X7zrjqSvG5Ccn9KI+moQ7S74c0hrdizih0jz30IaLHcpvUjCyzN+uGW/oNThFOfGjf9bMnaOctyFDrG+/BQRx3czcc8Yod2O2GzUvXjch5d23yV7d0PQ+4fZ/VLGScjauLLhq/h/fIM1mALhkiaN7R6ouYtjsrjwPZMIc8Dy84u8qsVt11WlJUy8bepniB7USfcfb1bpAzyEChE5n++c7VEr8WQBPAlZF/e2aceY+fo8un5J9yaSsRLZDEMTDkx9J0ymfo8mpU24suvHoc3kiESxr+8+/SLtyjyDdddfqT8zLAhA69VGPP/74QOfh54UecemfHvvL7+dn4xzox0eofO1XW5vMY849q8gY9bxO6JOJgys3lZU7U2dMz9ORABAq//zv725us8y79ZYZqccSIb399tsAcOONN6rV/XiFcm+iKIbDYZIkE+8yh/qLpdl52WcAyHXeurDY8USepku/NueSq3ax8qFy+ci7AJnCQtNfHjX+8Q/ayy7Ndxwc+tOyJlrv0llkggAANSGfMTLlmavGD0/tsx8dodFor7icYBjhcLl85FVAVEaG8Z7fm59/jjhylgmCmJo2LU2X3uBvcB95pZyW0Z2VO/+BSQ/Ztf0YWHusSFJ3xRWESsVt3U4Iwrhdblsb15ys8Rk6Hpp1jO7svHPvn/iAjY0/dD9iVNLoAmuhw+9oDXUL1bS07uy8c++f9KBVk9Cm1FOmqCdNzN3xQ/H2VS06a4vBFjkRtCROlpwPXFw0acIwhunzOi7OMo/Pszrag02eUKQVn6HJ2YXJT18+ZnR2tyg3d+ycSa2Grc2lQXWs8bwEQLI6l3Gd3VRTFImQ1IR+ctKZjL7ay3er+LCxSX+b/fIIW5HSVgjNvHlMYYFQVS01NxMAY0o8yR5oy0/yqDqiaE1ImrnBefN7tWk5I1OefWLB9fNJWS6vbQ33qixQy+LVI61P3zTz4olZaoaqrPU5W4oIkCmNiyA7tiaGzaGmaUTbPE7oiOtYFXXOmPRnrhgzdOpozdw5+gM1Ez7fE1QTzSlqke64hdo0NpKgeanj0hB5XbBpQsaWnN+t+WhOyz66YLja6ZuxtsGvZhvSdBLdEcl3jViQKUnQASkQhAwAhAwj6uW7NOdMFrOGf70rq9zdYld7TEwkNSUCRRCdM4qlhjUXLm264n9Vcw5uDNNMgyWNA23INYIAgtK0E2RHAGZz8hcsbbriswZalIEgVePH2b/+0jB8yAWjilsdOZVtLYSq/chke4SFzs4xpbu59o6JuGSS82V7qs+iW9POkRzP3DYnc0whUzRCM2+e6HAItbUgSSpenrHZI+Vn1yYRInRVVdjZpHsm3HfRkAUxikpftIxuXs4ZkizV+eo6X54khs3+xum+hpl6LnyhlX/2vvOTzFpWRZ03LoMkiOo2f5DrKJZ2ozrVxHqDfGRWMookpg5NeuKyMXMuOx3CYeFw562MYAoL9DffQhoNYnV1xyxfBEmoVJ3zVlKpqYY7fzv3L3cVZlnqncFWX7izbJw9Ov2ZK8bk2hOqPgAAgqK0CxZQSUlCebnk7piAgLRa9bfcbP37q6TFAgAEQcwZkZJh1dY5gy5/xxfXa+iLJmQ+dfnoVBNLpadrF1wktbuFysqODvkEoRo3Lv+hp+bNvdnLeRv9DaIsAgABRKG18M6xd83PPYdKTdVevEDyeKTyyokbWw1eoSlFE9B1PFpJgibYMtZTPZ8Nwhmu/Y+ESpKqD3W+9I4eMsT48EOmR/40JmXcMPPwRn+jM+SMrFJT6tmZcx6Y9uchI6YLNTVioyPyKi1Co2HPO9f61puq4z2leTgc7nwfmEqlinFb681mUJ89Ot0fFmra/ILYcY0Xphv/cO6Ia6bnJr4dLaOdl3OGJMt1vtrOwpmuT79uxA03Fd9MxpyLZGBRSUm6Sy+TfX6hogI6f82Li81PPm64885jn2gw8pxGUdQp9ZzmcDi+/vpri8Vy+eWX91i1v8Hz08EWAMi0apNPpTHwdc5AiycMAGePSc+0agHgi0OfcSJHkZTyz+UAEWRhv3MfACRrk8/IORMAuB07wmvXAQCdn0+lnhKVdxFCeYXU3AwAuquupDJ6tlQRMs7fiE5lcvvyx29eWJJ7w2svXpbZ/QFXbFj+7ENvbvMa8iZNGWHh6nZtLnEIGWf/6bnbJ5iO6Z4+ceJEAFi9evUxjl3nOM7j8dA0bTafQuOUfq5kWXYEGv18wKqxWjVHGvREUaiqkgMBKi2NTOqqxY+88VVubPQ2u4LmFG12RqZFy9D96JEk1tRK7e2kzdr7rhrNHW5vDbZpaHWaLp0kBrLHk1DfEF67Tg74VBMnBgpz2sIuDa1J06Udda58vK850BwUAhRBG1SGo96U5HaL9fVep6eJJyiTKbson+fD4XBYp9OxbPz3kftCgsMdJAgi08KqmViPoWFX24b9axpDwZyM0dkpSSE54A3wbf6QTPL51qQUXbJBZQAAT5B3uEMMRXQWCVmWtzq2VHqq0vWpU9OmJ9iBQnI6xYYGQq2m8/KApiMlQQ1UclOYEAQqI4OMui3IMjS0B1vLa6urmwIBzp5qKxiZnZ5m6dHLoLE96GpyGtpbCF2gzWoSBINFY820alU06Q7wTe4gQ5NZVh3dfb522ecT6upEkJptjKAik1i7UWUEgJZgS4vf5WvlDE7RLgSMWhWZZKOzs4EkOy4cv1+SpAbBVUWSentuMss6/fUkQVidkrMpQFqNIuXSA5eaOUKffKSb65ErzisFW3mXymDOGjqeJOnItWnTWC0aK4iiUFMje31kaiqRlFTnCvhbnNDaJjK0kK7R6mWrxpLEJnGlpeKBQ2RqsnrqVOg+FlSWodrprm6v07NUoT1Lx+gAICSGmvxNMkh0O+mucbIadc7oYVSvCU1lv1+orQUAOiuL0OkAoMHXUOmp0NCa4eaCSBk4Rp33IpvKzNW4W5rc+hRbdkF27z4jkfPuDfJWvSrSWTrIiQ2uAACkmVmtOqp1WulWJgeDQnUNyBKdmUUY9C0lJdDuNufkMDnZ0XtxB/gmT4ihiN5lo19Eh0NqbiFMRjorq6853lx+rtkT0jBUllXbe2y2zPNiZZXMcz3KPy/xDn8jLwl21t77FMiCIFZUylyYyshoZ2VnyKljtOqwofFglYaQs4dnMxYzAIAkCdXVkXJFJfesJ/Vy3pZgC0PSabp0OqqLUOT+AxRN5+YQx1Zl3xePx8MdiTwTvK31JkpybVuAE8Rkk8asTeg9iIq6CmfkYhxEBEGoqpJDISotrfc7sY9a5DmNYRiTqWePqgG0c+fOW2+9NT8/f9GiRT1WLdlWF3mN3JQhtlNqDPzGw61769wA8Mr1E6YOTQKAa7+9yst5VZTqkmHKHWEGREgMLTn0BQCMtBU/N+uvAOB7553Ia+Q08+adUmPgQytW8qWlEHmN3ORJPdZiT2M0aFHp8x960frFR1+s2fnDiiBpTBtx7u1XXX12ofFYa2TRYEQQhEIXQYqihwzp8yNpaca0tByLhYo5VYwiKjuLyo7ffdGkNp8iMwPRGen0tVdH/lYBmNljfXTTM3q9KdF2vBhIk4k0mawAnRni+X7Mgq7X0EM1CQVdaott7rTujxFKZ8bIMka2W9RHEMTktCmT06YknisAIK1W0tp1kLtKgtJOCQIyLGzGxOFjJsYaqppmZtPMGQAZANBjYKhJy5i0yjULhF7PFBYyANndl9tZu521g2Lv1KgLJw8gDwAAwuGwLtJNQAs5uX3USx75YPQJBYBu1yZF0Xl5nf9l23Rg0wH0vJpUxcWgMGIFAIAgINdmyrV1e+DWUJocYw4AgBEys3vO59f1WZ2OKSyMXpKuT0/XH8+JrLvdiwqTUgpjpIQMCwuWroiOVVFDUpTKs9KtjGBZprCg69/0dEhPp6w9L+0YZaNfqNRUKjXOFM0WnaqvIUgQedHrcIWZAhiSyTJk917e8Sma7vyUFaCjflYH1qmjuqUjyehy1YNBZVCsnYncf/r61KmDIolcu+7Yt6P8Qzko0DQ9dOhAZwKhUwUG8OjURpjnP/H5/L7WMimTrrxv0pUnM0MIIYQQQgghNDAG8SR2CCGEEEIIIYTQLwcG8CiukKOutR+voEUIIYQQQgghdAJgAI/ikZ2Lbxo15aaFG5owikcIIYQQQgihAYMBPEqA6Nzxr7tOK8IoHiGEEEIIIYQGDAbwKC42c2imhpAjUfzIqTe/saEZo3iEEEIIIYQQOskwgEfxEJYL/lFSsuSJiwsMhCy2bX/vd6cVTb35jY0YxSOEEEIIIYTQSYQBPEqEbtiFf/li997vX7phnJUCsW37e7+bhVE8QgghhBBCCJ1EGMCjhKkzT7/3P1sPbHznzllpqiNR/LRb3sQoHiGEEEIIIYROPAzgUf9QSZNufn3d/h2fPHROnhbEtm3v3jmraNotb/5U0+7uzeMNiQOdY4QQQgghhBD6WcAAHh0Fwjjyyue+Lduz9NkrRhoJqW3bu7+dlWMx92Yp+uMP/EDnFiGEEEIIIYR+DjCAR0eNzZ12znlzRpiJgc4IQgghhBBCCP0C0AOdATQ4ia1b//XYPX9+Z2MTLwPBpEz79d1Xjzb1CuUJ/ajh1EDkDyGEEEIIIYR+bjCAR/3FO9a//ed7H//PtlZBBoKyTbrpuYXP3TTJhoE6QgghhBBCCJ1AGMCjfuDq1y58+J6nPipxSTIQpGXs9U8ufOH26clYjBBCCCGEEELoRMPICyUmVL3i1Qfve/bTvR5JBiCNI698bOHf7pqdzgx0xhBCCCGEEELolwEDeBQXX7Ps+d///oUvD/pkACD0BZc88trL956ZpR7ojCGEEEIIIYTQLwgG8CgeueWbF59ecpADILRDzn/g1VcfPC9PM9CZQgghhBBCCKFfGgzgUUIITc5Z97309z9dMlw30FlBCCGEEEIIoV8kDOBRXHTa7D9+8tpDVxQZ8I3vCCGEEEIIITRQMIBH8RDJC/7yzEBnAiGEEEIIIYR+6ciBzgBCCCGEEEIIIYTiwwAeIYQQQgghhBAaBDCARwghhBBCCCGEBgEcA48QQgrqvHVlbaU+3qdn9IXWETnGnBO6O1GSl+2u33iozc8JKUbNuWMzRmeb+0oc4sVtlc4yR0WLUK7RcAXJyaOTi3KMuQAQEoIlrSUNvgZelPw+AxXKoQl1lk1n1jHL9zTWu9wcU2kyBYwsDbxZ9GWThDrdrMk20MUNBzR1VQBA5+WqZ8wgtFrFXTf6G8raytxht5bWFlgL8k1DotdKsrTPua+ivZyXuCTWbiaGVDrAE+QNGmZ0tjk/Wd8caNrSsKvM0RAMgLVVPdYpjqICmuws9Yzpssmwt21vReV2b/khk4sbo8lLmzCLysoMb9gg1tY1qUMHzEG3GND4wsOptGHFs1Vjx4Iohrdua92/cy801JlULYY0ms5OZ4cWmDVDt6zmN26UA34qM0N78cWBUUNLWna3BlsYUpVnzmMIZp9r38G2ihafjxJtyUxeoT2H0Tk8fLtaopy7/QcrWI9M20zsGTNHzBidxZfsCW/cGPrpJ7m1rdmSXJY01JOczpIwjHMVGAjKYlYVF6smTgCSdIVce1pLGn31TcFWFUWnatOyDFmjbKP2/7Drh72b67kaFREezupmF860T55dsuu76urdAh9O0aWNn3ShKXtYj6Nd3n54RfWK5kCTwFNaaUha+1BdQ22x4Mq26dQTJgiOxuDX34jNTcALpFYjutrlYJBKSVVPm6K77jpCr+cEaUeVs7LFLzgc1u0biso26vztVEY2e/65tUWTllb66p1BNUOOy7XMySVLty9xtNW2BGTeazYJmalGdtLkAnZUTklLSZ3XUX/I4TkQ8NfqNOFwbqB5hEbMGJd6aLStUqtu9UhBj53gUlNMbEGqcUKezapXRX+LfQ2evXXtAU606tXDUgz1rkCDK0iRRF6yPsPMlta1t3jDrIoabiBy1y4VduyUeZ7Jz2evupIZPlzyeMLrN/A7tgu19YRWy4wqZkaMkJqbxfp6YBhmZJFq0iQ3J20vbytt2+eRao06ojg1c0zyqCTWfqRMymV17p1VrsMHa7mq6vTGikJXzRgrbbrsEs38+bGvSlfItatkeVPVHjrA56nTC9XZdc2+PX7Sozcbh+aNykvKOFiy8YBjHU83m1y0VcxN0Wu0Xk+oTWxrS/FS80K5WZnF6unTCL1e5vnw+vXBJV/y+w94aPXegknOMZPZYUPzUwxjcywMRQJAc6B5y77lZdVbQuFAKmWcmHvamIkXNAUcZU0lzvIyd1t9UCA8TBJlyssxjx6fnTUi3STKQllbaY2nWpBFVmALzSOsYFX+MpLE7dwZWrGSP1wugHggk3CkqiWzKT2jcEzBXNW2Ur6szFXr2KNJbpRVZCCQI3pHmcn6WfPLk3JDgpRs1IzPtdiNyu+QDYSF7VXOPU0HWvkqLSsaaQNUUlQ9ZyfCE7LNabOnNbNCWVtpe7hdS7PDLMPzvGxg06aSOk8lZRRS0zIK8ybkJ/UoNtzuEn7XLsnno5LtqslT6Jzsjvte0+EWrkLD8gXJyUliesMmh6u+mXW2FIFn6LAM9fhxqgkTgOzWOuULCdurnIcd3jpngCKJfLtuRIZpdLaFIoDbtYvfXSL5/VRGr4RjAAAgAElEQVRKinraVCojI3aR6K09wG2vdNa53G3iIUbTnm7RZhkzRiWNZmk2kkAWBGnbNvnAQeB5LjdXPWc2mZTU370MJrLM7S7hd++WfD4qJVk9eQqVnTXQeepOEMJbt/FlZcDzcnIyFBdDaspA5wmh/iFkWR7oPCB0apk4cSIArF692mg0Hst2OI7zeDw0TZvNfUZiaEC0trZ2/m2xWCiKil7r8De+vuu1kpbd0QuLbCPvHHtXluGEPIh8uqXmtWUHOFGKXphs1Lx8/YQhyfrohbIMizZXv7d+B5G8XGWojV41wlpUYC1cWb3cz/s7F0qiOtA0Kdg0XiZk1r5Ln7KFoMPRa4NNEwNNE2QADR+6aM+KS3d9Q0kiaTIZfn+3/je3AtH16onWYOsbu1/f7tgmQ9evxlDzsN+NuysSxm9v2vaPkrcc/sao7JJBZ6Gv/jRZVJF0IHP4hpB6H0R9XAjayEOTbli5RpdU9fnVOa0qrnMVJcozNrgu+dIRUBMfX5NRVmSUo16DkV0dvHFVOLkpvGgmvX6GTYp6XBc5o6/uNHOd4ZYNH4+v3RNWk59dkrZxuk3sT4czIWTz1szl/ekAoOeDf/j+jdH1+9pZ4zvTr92SO16KOizZrvrbf3y/oLmcL8j78o8z1gp7RUnosTVCVIkSQzL+6IW0IAt013ZUnHRmneXX17+ssqcAQEuw5c8//anR3xD9EVmm/I2TA02TxtaV3bb+/WRvW59fgCTX3XD/B6aRLn/XIdUI4fNLv5+378enzrmnwZzakTdS0KWvZ5P2EERX8RM5g69xmlrbwNrKZLLrfEmcwVt3Gu9P02et1ZgPKx4xmiIvHJ9x11kFrIraW+9+/quygw5vn/nsLsvV+JsNHxQ1Huz4EklJst8vB4N9peco5uO5N6wancVmrqHUrq4VBDEnc86to27bX8e9uHRfTZu/xwctQfeNmxad1lRme2Ohet7pvbccEAL/XP/SGucmkej6+nSAbWs8M+zJ7VxCgcCmb2btuwhSVMifDFl1oT+86zBPmxNeu1byeHiK+WjSxd8VnS6QXc0ndqPmlnlpez0fbnRu77EBWgJBqdzKMhVuK7QweUzSeg/f9cUZkjkn99wbRv5KRXULhsMbNrjuu1+srQGATVOsixekeoxdGWB4ac7aNq9j2rIRZ3IU0/XtJEmMioRJkjh7dNq9Zxca2K40kix/tL7q/a2b6ZQVjLYpKotE2Jvjq51LSnKObYk3rT36+rU1Ec6Gs5qgoOubknDB+Ky75xewKorbtav9gYf4srKojZHLL71zUVYembqS0ddHfzXel+GpmSeGzQBQ0HT4jp/ezzOrzc88rZ59GgCIkvyvHyo+/KkyxPc8QSksedP2zydu+KZrEUmy559nfvop0mZTOOi9cIL05vcHP99aQ1t36FK3ElSoc5WW1l42/PJLhl0W/m6567HH5YauC5lgGO2115ge+VNflaSDGrdjR/sDD/H79nUtIgj2nLNNzzxDJdsHLl9dQstXtD/2mFhb17mEYBj60kvsTz5B6E6V9yTv3Lnz1ltvzc/PX7RoUY9VS7bVPf91GQBMGWIrzjqFni03Hm7dW+cGgFeunzB1aBIAXPvtVV7Oq6JUlwy7bKBz1yUkhpYc+gIARtqKn5v1VwDwvfOO+/EnAUAzbx4zZvQA5y9KaMVKvrQUAOyLv1BNntRjLQbwCPWEAfzPXowAvsZb/fCPD3o5hZCDpdlnZj4/1Dz0+Gbmje8Pvv9TJSjdiWmSePfWaQXphs4lLyzd+9We3eZhn5F0SOED3cgAHY/MwbaRAMDayhTXhtpGeGrPAJkAgCmVO/64+i1SlgBAd83V5hdfiKRx+B0P/ni/K+TsvRsVpXpi+lMOv+PvO16Rlb6GELR7Ks82DfmSUnsUcilTobaRbFKJ4nfIqAt6jUx0sNGJ4SWbk3ekqBU/6K09PdQ68raN/9p2XktNDquYJg6ZdFecF/bkRXJ5x0/vfz72/GaDwpM9JYt/WPf6qstCtVlHtaMoxRXCE9f+x6Un7lh1Oy9ximmCbaO8NXONIe/TX/81w+1QTPPh5MsWjz5bcRUhSzLREZURpGAeupjRNSqm7IsksCStFFRHHbGiDNNNc4Y8/L9dvCAppOwbKUt/XPXmlKqdcVPyFPPk2feWjyBMucuAUCh4Fia1fOeFAq/caAwA12394uLd31oWvq5dcFH08oAQeHjlPZXheoXPyIS39vTIBUUQoin/a5WxJnY+2aD4zKP72aAYyfDetOE9EpB0wDL8U0rtjr2dxI1KGvXYtCc7Y/jg0qXO394JogQA35yXsvRc5cZGzpPtrrhAlinFtZ3y7Pp/3DzZyDIAIMvw5OI935dvMw9ZrFiFIYksSGSPqqsIWSbd5Rdx3m5VoiPSjS8N54O//pXM89HL35553apxxeZhn5NUGHqRRHX7oUuFYBIAaPjQE9/+bWhbjeXVVzQLFjzy6e41e5t6f6TTres/PHvf2ugldE6O/cslpD1OIzknSPd8sH1HldOQtYZN2qOYZiaXc819XyuVTVCNH5/0v09+ZjF8aM1a569v6nHuIqjMTPuXi6nU1JOfq2j+Dz5of/gRUAp8VGPHJi367ykSw2MAf+L8bAJ4HAOPEEIdZFl+adv/KUbvABAUgi9tf7F3++qxqG7xf/BjlWL0DgCCJN/70TbpyNPGjweaF2+tNeasSCB6h874HABYW1n36L3bWo1tn8bS0ea5OW/8yoLTIn/7P/4k+E1H89Tfd76iGL0DACdyL2z965u7FypG7wBAsy2moV8pRu8AQBBiX9E7ANRnsorROwDwDNlX9A4A+sy1pNr98WX5Rxm9AwAhGXNXdrSqEcRbM69XjN4BQCSod68pOvboHQBK8+lP37vvsY1/6St6BwDWVsromjwaw2tzbpKjzmOnsrSCvqJ3AOiM3gFAl7qlv9E7AChH79DtiO2tdz+6aHd/o3cAkAjy9dk3udn4laeLx5y9PyvTmL1KMXoHABfv0Kavi7GFjydeXJGU037vfXIgEL38g9J/KUfvAEDIhqx1kcLM2nfHjd4BIMhSb92WAwBfjDmnd/QOAIastccxegeAPa17Pj/0WeRvqaXV9Yf7I9F7Za72m3P67CqsMtZok3fF3Xhli+/VZfsjf6/Y07hsT60xZ7lyBwQAkgoqRu8AQBCSMXc5QXUL9vY1eN547/seEeCWnLHLR8w25ixXjN4BgKTCxtzlQEgAEGI0r8y9VQCi/cGHlqzZGzt6B4D3pl9db+oWVQrV1e2PPBL7UwDwwU+VO6qcalNFX9E7APykqt482aK4ituxw/PSy3H3MohIXq/r9/coRu8AINbVtT/w0EnOUg9CZaX70ccUo3cA4Hbt8vzt/05ylhA6aoM1gJdkudkTqncFuf4/H5wgvn2fPXHDvOKsJL2GNaYWzLzqkU/2eLB7A0KDyJ7Wkgp3eYwEdd66bU3bjuMeX1t5oK+4N8Lp4zYf7ugp/cmGalpfT2ubj2MGIlh714P70lFndv7te/ufAFDeXl7a2udDKgC4Qk5O7DPgBABKFTc+Oc43S4KQtCk71Ull8ZP2QQYgqBBr6+gLGh339twXxVP2g0e9ox6+y2ir99XFTCLrM34AgEP2/P2pQ3qv/rr4rEiyOHsiY1WdHIUeRyzYq9NyggIMu3r4zNhpRJL6ZuQZrG0vQcUqeGrrAaqPABIAJIL4pniezHHehW92LgwKwRVVy2PtmxBYWwkQsjY5fjeBiENDdQGW+W6kQl99SuVVm2Ldc47O0oqvRFkEAP8nn8g+X2Th6tPtskKFTxeNfVfM9R2+K2ls93MA8N+NVWrzIUqV6BCJHkg6oLEc6LFwec7kEN2tYu7r4rNU+hqa7XvACACtaVMZOipTGo0p23LGyoHAJz/GP7AiQS3rdV6C334n1sW6BkVJ/nRzDQDELQOrT++zJd///gdyWLlKYjAKfrFYaot1jkKrVgkVFSctP735//2fvuoXOhJ88GGMATsInVIGXwDf5gv/7Zt957yw5sL/W3fpKz+c/uz3d/1n2/ZK5aahk0V2//inOZOvePzDHx2GkXPOOm2ksXXLomevnTbr3hWtGMMjNFjsiRmmRpS0Hs+Yp7QufsvbitJGABBEeXeNS2WIHdodJYZt7gyEGkwpTm1Hxzxuxw45FNpzXL9yHxIJHPpHZajuq2EwEZEMqfR9tMRGYXSNcAw76sHdR4+DaJ3BTGlaYe+1pemRocVxDmn0ST8uEj9icZWmHRkd3ccvaJU106fWMfEuBwKAiZmfPWkjACC86vvOJfuc+3iIczZVhjpK1d5X23JvMkGsnprjVet7r2IMdX31IDgWXs5b5a4CgPCGjZ0LDwyP0z2YYvykJv7TlCTJO6td/rCwv9ET+/DGpdL3PIMcxRxMzu/8VySo/alDE7nvHUkjA0BpWqGLNdXKffbQiRYpA93IcnjjRqW0HcqbvO0BjiBERtcQIxkA1Gayfq3yqATZ7+d37VZcNRiF1284LmlOnLh7l4NBblf8TigInQoGWQB/oNFz3RsbPttS4w501KIJory1ou13/9n67x8GrmIvtOHJm1/cEUy74LVtVWXrln61fOP+wxv/viAjtOf12x5bnehPPEJogLnCrrhp2kPx0yQuEI4f+LW4QwDgDnKiJJP0ibmhEDJJd/UidumOjKyTJKmltT2Bw3IKSmygQRxEAkFa4oHccUN0jONo1/YcAxmmVUGmz1Hf0UgmdlvTUUaVfR+xfmzQpTUd2Zxygkgf++hC25fYZ6edNQKA6Owq4YmUdpL2k0z8XUdzpCqPdqYS+ApHJzLmRWppifwrkYRPH79uiErsDtPmC7v8nCwfa+FX/Hh759kH8Gj0EkESCRztI4WBAAAXa4zeSGwurcJ4DbG5JcZHnH4OIneYBCpfPKY+D7vYHKeH/yAitsY6YhGdpXFAJJTDpuPfwQ2hE2EwBfD+sPCHj3ZEz6nbSZbhrVWHVscb7HSC8FsWfVYhqk97+PU7RusjTxukZcKdbzx2plaq+WLRhuPZxIEQOnG0dPwphVjmeE47xNDxW551LAMAWhUNALKkipf8KMli15ZZriu0Iwx6NoHDMiBiPztLIhNzfWK7EOMfcFlMqKHvuOr47Wa5noENI/KUnFB3ADnO8TnKPhF9H7F+bFDLxal80fAhSOxyiH0GWT4EAGTUXGKJlHZZUidSMKIZvMqdpaV+bidxWkYLAIS+o9mflGQVF3/IYYJ3GJ2a7rgjxb/KYl2mitdO9NlnhTAAQCKXYVTOtXxIyyXaF1qxsJEGQ++FXR9R0ZDwHUYT7POwE4Zjmij3lELqFDqY9EAY4qc5cRLKoTHWeUfo1HFKvAd+b7370U/j9yPyhnhPMNb0UX/5dPdCU/yWh7lFqb87S2EimaMluw8dbBKpIdOmpUfXhxBJBQV2cpmj0REEOFG/0Aih4yjflB83zZAE0iQu06I90Kg8u1uniblWAGBVVJZN2xI8IW/ikTidJHbMwabjAimejln6qaxM0mzODx3Pr3wcxY4IxYCdMgaOsX+yEIh/wCPTXx8vPV4vp0jiOp5E81tre6wiZTm3ra48KSfujoSgDWTiuPffTuSIxZXbVh07QY6znpJFIZgUtw8zH0yOsTa/rQYAmFGjupYkcIHzAbvImWWJSnyMxrTtjs/PFUWiZ2/qeIdL/n/27js8ruJcGPg75dQtklaWJfcm996wDZgSqnEgIQ0SShJaQippJLk3geTm5pLk5iMhFdKTmwYBQgIhBEIvBoNtMG5yly0XdWnLaXNm5vvjrKS1rGZJtiU8vydPON49e87sast5Z955p389KQTTCcmJAKDNnhW8li/bMa7G2zmlp+4JKUjod7OM/JGmjUqWxPSypJlzR0LJjh737an97KjPDgI5sbGjNKDJvIp0Xas7Arp/LaLbQ6fjDz25cd+IXFNCsgzqPcae1NhFJUJtzuyeHjIyTgkKuc79YmK09LBnMh0Wt3Zz4YqxNmtWr80bLrQ5s72nnuptnzknpjFdn3327HDv3p72QOit9BdR3tqGxAi8H4oDzW6v/+s5egeAUMi+HKfZGdwhcZR8+53Pv/zSXz4554juEFGzfsNhQconTRiig1eKonRyWsVpCb2nDniTWqePPmMQz/j+03sJtCjBlywYHW2vXjDGb50kwj4lSB8Tr3kmtJW3WrlrbfsQrv2e9wDA/LIFKbOny3qCe1l6CsRJ6Cx2G+YGubEDOYIE8Jq7mGTeCfeTLDN6ICcqtHQ7t6jZdv6uufVzASDpZRbVvHn0jufu6NNEUxHafqb3OP+Y9PEV6xkCee7OnmYgA0AscJbsfcNt7Hjfdil0R/TcvXLOjpcAIP7Jj7ffUm6Xz05O7/4RAABe0wzJNb9lKvQ4vtx+V1FrOP5Q69K9XUyvDZ0K7nddqBwA+p0HsaxiWUyLAYD93vcAyh9k+Su9zG/3Wyr7MKIO00clp4yMIwSr5o/ymqeB6O3j3x2J/ebOL/WcQ1Ujcke089ztL3otUwQ3unstEIDght+a73kxwmD57teI4BdM7NN47zk7Xux0C62s1Bcs6OEhCZOeNX0kALhNR82fP9Kytc2om7Ln5tlnDZGl0QeFffnlQHp6J9AJ442lnZfCOpHs9/WymJmx8syTvtCdovTRkAjghzu9fObSZUtnVRRmgjmbf/qJO17w9XnXfXjFIKRxKopyAtha7Po5N/awwwdnfajIGMyVVy+eN7qyvKcug5vOnRIz8tHvlSsmTC5NZQ+u7DloORoPikOv2yCB+8W52iXRdlm28Yp1f4u26bSpiZs/CgA60T8y/2MIdXvS90+/6uyx53R3r+Ra+sBZ0frSXV7Jcr/bl1RjsrvL3+je7u7yWyr99KRpLxabXv/Ly3l1C9vDv4U1m4jo9lBLntYNfxCWREmmww+f/YWPzv84Qqi74I37RU79QgTyujV/ijLJO+144ZZnKuv39OV02ZqzxFE5zH0Yke/2ndD+isUMevnScd3t1rOLtzwzpX5vr7t98NW/WM0xt7HbMT0MNLP/3B4+LPMObl2582XrHZdp045Iyrtp8ScN6PaH22ueFmQmAED24OkitHv4KEZ3IQnX/7oaAK599f6En+20jwRI73ub7Oli7JhTJJJ68sNzro+29YULY1ddFW2vWNM8dWf3NflDO3uw995JQyO3vj0/SnntmZPHJMpztad1t7ME6OHd4tQu7vS9ZBv0k5M673/ppifG1TdmD/TUtuyBM9p7Nq967cESt9V+33tvuvL0iuJeFndctnfDadVHdKwgTSv+1h2Ae7k8/sSF04tt3a1bGHpdry4JACNzdNVjXc+pxolE0ddu7/kUwwudNjXx0Y8U3CCP+C+lxXfcAfRkpv2a559vrWpbX/OoTxVKxIu//vUT3CRF6TcVwA++4OBzd12z/PRP/bOhfNWd/3frAhW/K8rw8bbx531swSd00nnaC8X0hrk3rp789kE/4y9vXDZ9VBczIRGCD66cdO3KjoReUyN3Xbtkeuz09P5z5VGjXgSTMquLbGHmVDRvf1fLrnex3Kij7w2d8padl0cTeic27b/90TuTXgYA9CVLRvzpjyiWL1u9YtSKzyz6nEk7Xw0TRK6aefX7pl/xqUW3nD/+AjiKYLHW3Zd5DXPSe1bJo8fQJHJqF1U+NnPR+i5Woko1BZ/5/q4P/Xb/0bEx4fLSRw7f8oPdJc1dLAvkNU1PV1903vYXPvfIvZ/48d6Slp6WDuqaRE7touyBldG/zty19j8fu+tzT90dO2rOOZby8o2P3fT4wx//yZ7iYECXp6Pq2dcqrqs44/xzx73tutnXo64Wrgu9VNO29xth8LHnfrNy19ouj0Mk/89/3bWgfufRd41vOvDeDQ9jmX89uV/csvOdPDji7Rf9jVhmfHuifiGveVp6zyoZHjV1ueAVKy8yv3/N4ltXz/rQWZNx9/0+R0MgL9n85HVr/tSXncvT9bf983v21llO/fyjo/SkXvSVFbddOqvb2HLZ3g1f+PeP7YsvSv34R53umlQ06Wsrv1kiukh18Rpnpvfl3+eCxVt2XN7j+DmQUF73633Ta0nU4NsfvbM807mSFsuOGc8+YHU71a7rF1Awm+XGHH37qNjo/zrjm+V2x3rvxd/8RuxDHwSEsJAfvWfvnM1dfNZKG7i+fqVgvQxZp+L6dz+wcPbYfH24uEl/eO2SCeT83KHlIDu/XaXQM9UXpfesgrCLyyCndmn28PLCW8qLzLuuWTzvS59MfOqThfGzEQa3Pfa9Sdti2ZqzuxjtFyRbc7bXOAcAiOTXvvKX1Zv+Hbv6quL//U6xrf/og0umVnTbQ7py9yuffubnhbfgkpLUL35mrFje3UPajS6xfnDt4jHFyZad72S5LhJwKounfnPVD1IXrj76LjJ2bOmf/kArK3s9y/CS/NIXEx//WNvfru19iwAnk6m7f2qcfdbJa1peyY9+aL/rcoDOnyo0atSIP/6BTpt6UlqlKP2AZPeDGyfMhurmm3/V9YXI8bB64ZivvvP4zMPx9vzzzls//+0Ht2aMiRd//oc//crqCWr2+/CzZMkSAHjqqaeSyQEVmAmCIJ1OU0qLiwdzzFYZuIaGhvbtkpISclTiX6PX+MTexzc3bsqxbEyLz0jNvGDChSPtnibTDtAzW2t/+9ye/U25kEtbJ7PHFt2yasaYki4m4AgpX9xe//iWnTvdF5m2j1K/NFa0Yuy8CydeVGaVvXxozZpDLx3MHky7LHCLw0yl4U8bWWS15IL9jTnfqNKSu6jRTAgGVuy3TJGZaQlLmyqzS/e9vnz7y0QKOmWytWqVeeEFR49BtfotT1Q/vqlxU9pvtag9PTX9ggkXjop1XLzuaN7+9P6ndrXuYjxIaCmem9h8eGrORQlTmze++Lx5JRsan3lqz6sNTiPzEG0tnrwncVF1zfwSYp53XvVZ057Z++9de9f52XSqhc2tM8+JLzSLS4M3N7U07n9+OlSNhqwBhi8rW+i5ZPakd35Q5rItDz3wbLB54yi+rzTmaXEpxths/sxm7cznHpi85TXJQxyPyeVL1l935kaxr96t14g+0hoppdyT3lOfa2RcSKlrbFSRGU8mGOCc3+Q21BU1N872vRE6klOLtI+vHDfu8Yfcf/wzrD2Uo+a/K8/YPHpGS6zIFOHUlprzD2+cEMP6vHn2e97DZ099et+T6+vWV7fudbiDARcZxZXFlZXZseteqtli7/UTLQQHRY44w4lNGjt9fW7rAd4Ygij3zUXJ2edfdotW3DFVoclr/PnGn21p3OyEDhcIsSLt4MzUvtJZzdUX+TUjRpXyPbtZ1Q6RyyEJUnIkQUqJNErGjo1dc03swx9+ZU/Tvzcdrj7U4u8/MLJ275Jd60/f8xqlKDtrwW/OvnYjJLIeJxhVlNDZybVh7tUaEmSQGbojSP3E0enkwhQkL7Q3y+pdtdWZtO9mS/2m6TI9IpVrndu0qWT0jn1zig4mzRzT/Fw5a55piPKpFcmVM8pWzR9tavnPVHVD7pENBzbXtDpBWGzrcZMyLurTPsFobMo2NVKf8RoyvklxZUP1yuceGL9zoxQSFyWNc84u+tznvJdfdh9+mL2xUeQcpBFSXkHGjAbORVMTaLo2a6b2jnc+pY95euebNeErQjus62JMYuTKCYvPn3BhVJNy++HMw+tqXt52uLk1J1kYC3KzD1e9bc9rC0boRV+7TV+0qLuPpMe9Jzc+sG7LEw1+E2V8fCOeu8faJmdtjo9OW8l40p6VxGN3b/oXlFaPbUHFNcTM6IZHKZMygFDYnpx9AF19eGLJeausVRf7a9Zk777HX/tqGLBnJy9bP35ew8ixxuhRUydXXDC3YtHEVJZlH9v84DM7Hm2U2RCkxdE0NuKcee88YHmbdr1Y33rAkczDREhbhqUxPGNx2dnvWDgpg3Y/V/NMdbo6FGExKZ6Xmrdq+mqDdlEZjm3enPvVr73nnhetrdumGK8tTB4cbQrTKMfFC8XoxWtbwo2bni2Ztm7UjDo7hYUY13poaq724KRZeybNDQyzLGEunZx6+8IxttG5l0pI+ezWusertuxx1zB6gNAABzo0pciBCWWZYDFOr1xcvm6Jtalla6vfYlGr0p545gan7pUDT+GK3YmRYSwxauzIFQsmFL5twp07c3++l73+usjlyIgRxooV5pVXrKkP/7Wlape7JqD7NC0oNhOxxkRmx6hcWre93IymfRemd4xfOs9+73sKixpwIZ/afPiZrXVbDrTm/BAjKInpiyaVXjxv1IxcrXPvvWzjRuE4ZGS5ccbp9pVX4GP53WeheGzjoTU76vZ5G5lRRa2WpEWnlo5fNmr5ilGnY4QBoPmZZ/y//V1s34FYQMeOtc87z373u5A5+DOhhohwx47cn+9lb7whcjkyosw4fYX9/ivxULoKCtatcx54kG3ZKn0Pjx7Nly41L39nUXl57488UTZs2HDjjTdOnjz5vvvu63TXQ6/VfOvhzQCwbErpnHFD6FVds7NhS00rAHz/msXLK0cAwFWPXpkJMjrR3zW1l8kLJ5LHvYd2PAgAs0vn3LHy2wCQ/fnPW7/2XwBgnneeNn/eSW5fAe/xJ9imTQBQ9tcH9dM6Tz8ZEgH8YBWxoxiVn4QidhHZ8tpPPnbtl/68zS2Zf+WXvvWNT1w0qZfMLWWoUgH8W16vAbxyEmUyGd/3Y7GYZakv0SHE9/1MJj94q77WhqDoay2VSuHe0r+VEymdTgdBvvSS+lobaqLrNE3Tior6uu7gCaAC+OPnLRPAD4kq9LPGFD1wS++pNY4fXvmjF+vS3a4u880rFpw94zgOkXVPNj/z5Qsu+856mHXVD3/5vY8uG6HCAUVRFEVRFEVRFGVQDaduWtugd169aESii9wwjNAnLpx2kqJ3kK3/+uIHvw5/CA4AACAASURBVLselt/2+Iu/+7iK3hVFURRFURRFUZTBN5wCeACoLE/8/ubTr1wxIRXPzy3XKF4xdcTd15129RmTTlKjZMNDP/nTfjT95u/9x/Kifi75oiiKoiiKoiiKoig9GhIp9MekOKbfcvGMT180oynnMy5LY7pGT243RLDu+ZcdKQ7+6brFjx7VElzyrh8/+fUzVSV6RVEURVEURVEUZUCGXwAfQQhK413k0p8EsnnfvrQAkd6/ZdP+o+7FI5ZlT36ZQEVRFEVRFEVRFGW4G64B/BCCKm563LvpZLdCURRFURRFURRFeWtTAbyiDCFXPXqllNKklkF0i1omtXSsWZptElMnuk1tg5g60WJaXCe6jvW4HtexrhE9Ht1C9BiNIaRKMSiKoiiKoijKW5AK4BVlqJAgcywnpMiy7ECOQzE1iWlrtoZ1i5oWtTSiW9SyiKUR3aaWSU0N6zEtZhBDJ/mNtlvy3QGD9aQURVEURVEURRksKoBXlKGCcSakGPhxQhFmRXaAvQDRCH9Mi+lEN4hht23EaEwjukmMtg4CK+ogsKkVZQfYtKNfYODPRVEURVEURVGUdiqAV5ShwuPeyW5Ch4AHAQ8GpRcgrsc1rBtEj7Xn+WtxHWsGMWJa1B1g2tTWiBZ1B+hEN0l+w6LWYD0jRVEURVEURRnuVACvKEOFFw6hAH5QDEovQFQIwNai+f9RIYD8CL9ODB1HFQE0g5i2ZutYN6lpU1snetstmql6ARRFURRFUZS3BBXAK8pQQTCZX7aACRZwP8tyjAc+93NhTspTeiVCL3Q9cNNBeiAHaR/PN4mlE41KzSCGhjWLWEV2kU6NtkIAWrwwTYBoOjba5xEM1jNSFEVRFEVRlP5RAbyiDBWlZuk3zvjm0beHIvS45zCHicANPTd0Ah540YZgbuh6oRvwwAkdn/sBD3Is53M/FCzLstEYeI7lJJzSvQBu6Lqh2+q3DuQgthbTsRaN8Ldl/rcVCKSWhnVbs01iaESP0ZhBDI1oMS1uEF0nRkyL6VjXiT5Yz0hRFEVRFEU5BakAXlGGOoppHMcHWBmeCeZz32E5nwfRRiACP/SdqDuAR/0CzA0dL/QCETjM8bjHeODkb2EOyw3WMxqmHJZzAMAf0EHiWlwjUUWAmIb1qBBAvlIgtXVimNS0ouUDqW1SUye6RaN1BDW7LU1gcJ6PoiiKogwTOT8UIj8U4TLOeH7bY5yF+QLAQSj8kEfbIZdOEEbbUkLWC6UQ4PsAkE7nQEhUlBRSNqZzCGHDMPKnaMt5dHzOhRyRMD6zasaJeoqK0lcqgFeUU4KGtSg/fCAHaR/hD4QfcJZrG+HPsmzUQZBjOZbvDnADHkTj3kxEG/nugMF6RsNUlmWBDegICFAU8+tEj7oDdBxtRHUB2yoCUFsnuklMq60QQPs8AouYBKsvf0VRlFOOG/CQ58NdPxR+W+gbcuEG+dCXi47QV0jIem0/WhIyXth+qIzX8WOW80MuCiJqXhBRs45tj7VF10K60SmE4Fw4AZdC5E8d7S8lAGTYcU0erOt1j7EpWwXwyhCkruEURekrgxgGMRJ6YiAH8bjHOIvy/JnIJ/zn+wW4HwiWDTKBYAH3cywXRPkCoRPwwOeew5xAMC90B+sZDUcS5MB7ATDCUTlAjehxLaZH8//1uIENjbQXAshn/hvEsLW2uoDU1olmUsumNkZ4kJ6ToijKcMIKYlHGpdselxaEwULKnB86jsMYkxJyATcMR9d1yA8m5w/lBmFYEPoGYUd0HbQNJheGweyoU7S3KuN2/DBk/fajglMQXSvHRL1uytCkAnhFUU4ok5gmMQfYC9A+wu9xt1Pmv8+9fHaAaMsO4PnsgIAHgfBzLOeHfiCCwXpGw5GQIsuyA1wggGBqEbOjQGCU+a9FCf/RegGmTrT88oH5BQU1nRhxLaYR3SBGjMYQQoP1pBRFGV4Kw2AuZK4tLgUpC0d6s37YXsy1cKQ3SnKOtl3WMbBcGAYzfsQpHL8j9M12M5ic9TpO5wS8PQ72Cw6rnCJCFcArQ5IK4BVFGX6iunFFRlH/Ht7Q0AAAbugwGRoxw5d+lPnvhC7LZ/63VQSI8gXCnM99xlmOZX0eMBFkg3wHwaA+rWGGizArBtoLQDE1iWlrtoZ1i5oWtZDEOtITRsLULTvqFzhy+UCDGBqONnSN6AOcGKIow52QMueFUThKXZYLOoLMrMfalzHpLgz2mGBdhbshF05XOdXRdOLCU7THOG7A20eWC1O1PSaCI3KqOSjKcMCF6rJRhiIVwCuKcoqyqG0BlMRKCCH9PkhBnn8u4CzK8/e5357574WuG7qBaEsT4EHULxBw5rCcx71QhL2f5q0rHIxegMIRfoMYdpT5T42OQgDU1klbXUCs21o+O8CmsfZ+gcF6RsowJQvn+gKkC2LUwupZhfN7fdZRMYuFwmO9hMGdE569sH15kMKIujAMLizQVThjmQvp+Kf0V4einAAqhV4ZmlQAryiK0n8xLTbA2E9K2TbCH2RZLuA+E6x9hD/HckwEXtiWHcBdtyNNwAu474auyz1+avcCtBdTHMhB2iN5HRsdmf9Ej2lxHUcFAmP55QM1W8e6SfP9AiaxLGppRLOpPVjPaFgrDHcLM5C9IDyicHRhJa2OcFd2N7837R5RMUsUDCYXTCc+snpW2DFL2WsbQC5M1RbiiFMoinJcIZB20FHFJu470PZBtpmL27ZN5hGR/5AaIdNE/rNPeWiE+ZVgqBAG86JtIoXNPKAUUQpSxikCAKRrQGhMMmwaAIBM00JSoxhMAwAs20pceL4oL8/lcraplZYU509HsUHz5V00ik2t//37inL8qABeURTlZEIIxbWBLhMopIgW/GMiyDEn6g7IsZwvfMZZNr9egJ+Llg/kvsPa6gKGTsBZlCbA5Smd1xrlTWSCzEAOYhJTI9qRef4FdQGxHtPiRnuBwI7lA3Uj3y+gmdSKDlVYd6q7ibid5ve2x6KFSc4Sjpjr212xaJ+JgupZ3D9qMFlK6QdhtI0Qkgh3Vz1LUZTjLRZ0LOliBy5u68QywkBr68/VQ6a1zfPSRGiE+W0iuNkW+mKQll8QUQcuaksLsYLCiNolbaewQr8gug4oZ0efAgsRBeooFkMExxDHtg0AKFkECJBhItMEBDhZBADItpCug4lxIgEAKB4HQpFuIcsGAJxMAkbIMJBpAsY4kQQAFLOBakijKBYDAJxIAO5PUdUgCNJpqWlaUZHVj4crysmiAnhFUZRhDyM88F4ALrkbul7oBpw5YVQOMCicEdBRIJAHgQiyQZYJFnA/y3KMBz73c2GufZLtqcnjnse9AfYCSK6BpELokmtSUCk0KXQpsOSGFJqURHJDCioFAW4KiUFokutSUCmoFIaURHJtsJ6RoryFmcwjUrRt+5S3hb481HlX4a6UNmsPd2XM74iij9guGEw+IgwOfdLVKagIDea3nU5YYdvp2sLg/GGDwVmHFRcVAQAyTWQagDBKJgAA2zZoOooTFIsDAE4mAKfyYTNCKJls20dDlKJ4DABQPIEIBk3PB+dFSQCELBMZBuB8NK4oyvGgAnhFURQFAIAg0l0vQGHdqYB3zPU9es2kUIah8H3utHh+IDwmPC5YJsj5wheCBdJzQzcUjEk3lEEomCccAUxKFkg3lEwCC+GUXiYQABBhAIwM7HXIh/RSk1yPQnrJNSmp5DoITQgqhQ6CCkkhNISgIIgQhhQUJBXckJyAVFcISp9onOntw7C8Ixalkptt20h2xKJHhsEQ83Pt2zbzUNtIrxn6WttIrx4GWlvoq4WsMPQ1wy7C4E6niHsdp7CYh+UQq0xGKY7FAAAlEohgMIqRaQIALioGAGSZSDeAtA1Q2zbSNKBtg8/JJCDUHo3jZAKicW+qgUaRHQ1Qx4EQpOvIUuPMivJWoH6eFUVRTpCQS7dtIq6QkO0mA7lwQaPuikUHIffDLpYFDkXBKQS0Jzl3WjMp67H2gXLH5+2Fdl3G22cpD+qaSSaAeQy7oxARjokPKEQ4xNgHzDEOEQkAhYgwTAKEQsAMkQChEBGGCEOIIxIgxABzTPxBavlwhUiAyEBXSZChISQFSTtG+LkBkgpOJdcBiOC65BpIIrkh8sF//pZ8d4BQM0j7ihZkIBeGwUQKq20EGKQsHIa1Ao9AW2Iz83BbuGuGPuEdSc56R051RxhcOJ2YgLACr/2whRF13HegbalHK+jIozaZT97Sk27aB59xURIAkB0DjSKqtYXNCUAYmQYyTYD2fWzQNEQIiscBAMfjQInLwlCjAADxhB2LGckkMk2EEGp7CNJUvoyiKMdGBfCKogwznepOdVcsurtlgX0mmlrS0XYoJKKtGGM4MgzuXCza7XoKsRMcWTi6qzWT1NLB/SGpDCkPjYEcA2EOOMTYy28QHyGOcAjUxygEHKL8LQwRH2GBcIAwQzhEhCHMEAoHHgAPd4j6BAbWFSKR5LqUVEoqQ0NKKgUR3ABBpaCCGyCJjKYASApcE0IHQYTQJNdBEiF04FTKY+gFIIKbYfuo75FJzoHTFoqCHTioI8m5Iww2mU/awl0jDDpyqo+Y38utjoFlbreFvujIJOfCMDh2xNTijgJdOmcaV+UD+gol4ggTZORHklF7KrhhAkb52dHRhGpCcDwO+QnVHYPPuLgIAJBlIV0HSnEsHh0WMEG6huy2SdcIdd+KY8PSaRG0ZePHYpoaA1cUZcBUAK8oyiDzX3zR+csDbNMm6XmkosI4a2Xs6qtwKtXlztsPZ77z8Jb2KtI+E0FB4Wi3oECXWjNJOSZSEBCEw8B6AaKBfewjEkYhPcJhW3dACJhj4gHmCIWY+IBDhENEAoQ4IgzjfL7AYD2jYQlJRH0U9QLo/T4GGJ7UmKRMWp7QmCShtJ3Q9AUNheUIg3HLDy2Ha0zqgTC9MNqwXU6ZNAJhegKr5aCOB4yRaQJjUgJCEjTdLyrJUKuFmKFE2DQSxfExJXbOtPc15OoY9oGYlh4fiZFZW49bXGCWmSgvm7Rg5MKkNL2nnmLbtsvWZojHtTlz7csu1RcuBF1DbenivRJNTbk//sl/9jl+6BAyTW32bHvlmcbKlX1/Qrlnnn5qze/XGgfrigBptEIvO3PBO8+ZdgnFx3bB7Ab8kQ0HXtxef6AphxGMS5lnTU2dN3dwFqqQruvc9xfv3/8Oq/chSmjlVOvS1dYll8AAlkQFAOk4+cPu248ooVOnWZe93Vq1qrv6cNXpvf/a+1hVc1UmSBcbxTNTs1ZNuqQiNgoA3qh//en9T+1u2R0Iv9QcsXDkwgsnXpzUkwNpnqIo7VQAryjKoJGe13zLZ92HH26/Jdyzx1+zJnv3PSU/+L55/vlHPyTnh5tqWk5gGxXlGEiuSdCOLf//SIj6CDOQwuR+IiaIqUnsAwo0wjHxQ+FnWZrQHEahxBxhhlEImCPCJJIIh0BDiYQkp3QSh0TgWcizEAA0Q3uIcmxdM1iA6XHT41ooTU/ovtCYMH1uepKG0nRDIxA0lLYrNCa0QNoup4xrTMYcTkOpB8JyBRoONRqRlh9JRkVJn/sNIuNrgBA4FgUAX0ecYE7ANwny7cZgugAt1Bkq34Wp51gYAAIdhxoSCHkmBgDPJBIjhvXG+pVBeoJjWDPGltx+5ZIUBE0f+aj/8ivReRkm96y44qlpZ3RqDyU45AJGRI2TiTHPWSM2AopeSQrgAmzRoeqKew+c/lxd+6PCHTvdhx6K33B90W1f7WOBce+pp5s/9WnR3Nx+C9u61bn/fmv1JSV3fb/X6d8yl6v60sfvmrH/wEwTIDqjOAi167fd89COB/7j3DtGx0f3pRkAsO1g+sv3vn6opWMSfnWj+8KO5kfebPjWlYtS8f52ZQEAANu8uenGm8LqfR23VG13//EPfcmS1M/vISNH9vOwG99svOkmvr/miMM+8oh+2tLUPfeQkWWFO0uQf9j6f3/Zfl971dLDucPbmrb9ffffr5l5zY7mHS8efKF954PZg282bPzrzgc/s/hzS8qX9q95iqIUUgG8oiiDpvmTn3If/WfnWyWI1tamG24acd+9+mmdf7wpHrRMRUXBQlTW7zFDH0uxt1LzTAIAgERhMjxqnx4vwRAeArni5aZUM+uyWPS+1Oi9E2KGXaOFknBJOI8FPgBovtAF10PP8CUAWF5ghT5lXGOAJJRmMgBg+IJwSbg0/EEIvz0TBzoOdOyaJKTIN4lnYhZt6CjUsWvgwCCMItfGgY5Dil2LBBpmGnJswjTEtP4ss/SWITA4NnHsAQ1RRn9Ny+OUSdMXhs+1QBoBNz2pMWF43PCFFkrLE7rPtVBartADQZmkocBCUg6ljT46shNg/1irvswAgEBHoYYFgGcTAPANHGIQFHs6AgDPogLLkOJAQxKj6L192uRz3j/3Q4gSFI83NjaiWCxVVobbwt0Ndeu/vuZ20WPBtiBrZPZeUDLjz5gmAHorGz7m5ZZd5UGm7NV6dsu9b3770W/D6xva77x75Qefnnr60Q9qn1sEAPHRL1hlb3TRDOC/f1+FmQkWbSjoz5Uy+/NfACFFX/1KLw0DCNata7r+Bhl0Me3F/cejkrHSX/+qp8dLuf9TH/326bWNpV301u3jDV995gvfv/DuhN57ZfWDze6nfvdauquFFTfub/3M79f94sZlGunnh5EfONBw5QdEU9PRdwWvvdb4gavL/vEwMo457Yjvr2n4wFWFfR8dh137auPV15T94+HCufr3Vf35vqp7uziOCH+z+dddniITZO545ZvfPPNbM1IzjrV5iqJ0ogJ4RVEGh//sc11E7wBRASTJWMtXvjry8cc63UlUAH8C2QYlGIlMBoTQw0AP85eYhZWcseRN46Y2ekeUpzKSe4EEuMswGAARH4EEiZ26RYIbAGCVvknt+ijbPL9PNP88/w+BcdvVLZKIBJSJz35/dyIbxr2cQPj21V9wNROkMKLq1m2Fu8wwoCIkQpjMhbaC1dE+Usp44ALAqHTtnIPbasuN5r06AJgeR0JqodQDAQDRIKrGpMb6FFSfvgdg3bG8xMeN6QnTG2hHgGsRpqFAx45FQw0FOnYtzCgKDOJG3QEG9k3CNOyZyNcJ05FvEM+IugOifoFT+gPLCRp4L4DGhMak7XCNyVCD+hH9n+WxL1y7ougDlcWVAIDYERGjlPJnG+/uOXoHAD2+PznhCUz7tj4ZEolxzzRuvRok2lmX/Tsvu6ztnqqRU7qM3gtRs8kue727eyWCe983eu6brVp4RA9H9ue/iF15BZ06teeDt952e5fRe8R7/AnvySfN887rdod/Pf53s6qxtKy7HerDlr9sv++6Odf33AwA+OmT27uM3iNVh9IPvVbz3mXjez1Ol9Lf+d8uo/cI27o195vfxj9y07EetvVb3+oyes8fdvPm3G9/F78h/9wb3Pouo/deMcF+tvGnd55zVz8eq3RS3ZDLDqV5hYdbvC5vDwVfXzc0fkQBACAU3ZbeDLdvF83dfrhOPH7oUA/3qgBeUZTB4Tz4YM87sM2b2bYqbcb0whuHZQCPQkTyvwEIhAitsoShU0wJtvT8lT3ByNbzX7AYQdzsGLuIm7S9QJIVMvd3vwUp4cg1kwqrZ0XFov/wgTGOTRCIwjnVhbXWEfULb3cbZ31y0UfeNrs8ZlBc8CL7a9Y0vOeDPTy5gGgf+vCP2zJIAQASxq7SUX8nQhqeAADL41gA8UQUEtsuBwA9kJSJoGUHbShDOEyVvEyFxFyYvgQA0+VYAOVCDyQA2G4oJeiB0EKJBFgeh7bQOjrjnQ/e3kML+6K81i+vPdUL0R/NcrmVz+rtZ30+iaJeAMw0lLNJSDHTsWPhUMOBjh0ThxrydexZNKTIM5FnEKbhwMBRvoBnEs8k4pROBQCmYabBAHsBIhLk7S9+tTw2MqbFgYOGtZJYyqSGjnWHuQeyNQBdf8HKgjto4kDfz0iMZmrVhU45ADxXufyyNx+Pbn++cnmvjzVLqgD1NAchnaRV0xNzNqePuJVz56G/Jb/w+R4eGO7aFbzexcB+IeeBB3sI4HN/fXDtiuKej/Bs9b8/PPs61GN9Ozfgz26t62EHAPjnGwf7F8BLz3P/8WjP+zgPPHisAbx0HO+fnfvWO3EffLA9gH/hwAtM9LO0x86Wnfsz+8clxvXv4Uq7w63e4dauY+YhRUi+vanqZLeiT8L9+2H//pPdir5SAbyiKIODbd3Wh322dgrgNYITlkYxsttCX4RQ3Oz4amrMBvXpAf1KUYw/v3omwcg28qfIZbO2no8hEomEtWtHy623Rv8sXDPJs/kdX56SbxUOAXfdcVu/8ebrz5n9ziVj+9E2/4UXGtbe35c9/1jum6TjwjEqykXbBpZjThRFCxIKLMD0eegFpOZBvK3UZUw4DgDIdBqkDNav7/lEGMSP/nhrVHC7sKR23xxDJKAMCyFFPrFAQtaMAUgRywYakgh5FgEAz8QCoZBCEH2gEFAOzuG5oUhqiUO4vNrO8cAgIYWOCdUWkQj5OvZ1DEi6FpUImIZEn/vyJNcRDgGd0nUB2mVYOtNSEPE2FN7Z7UuKjtg+tlfSKNorQ1MKY9+IkQKhaOJJdcmYXh9IrIZe9zkw1uwcwAOwbb38uPS6AwCwrVt7uLd1T1XLql7q5DWzdGvQWmz0FOfvb8z1uuzIztpMzzt0J9xbLV23531YVRUI0ceqAfnD7tkj/V66O9nWbSBlVJx/b3pP3w9+tL3pPSqAV5QBUgG8oiiDQ+Zy/dhn8sj4E196Ww8Puf2Bjf/a2FMeUa+4FG9fOIYWRL8NDR3XkSUlJWyf19hQffQDD8WNwmHt7iDM3CAEIUQmAwAyl5MshJDJnAMAIt0KUkrPk74PUorWNABI15EBA87Zm5v6+Czu+I+tRBzThOp9AK/3ozwg5TzlqLKCQ5pvYE5QSFEUNrsWEQiiwXAAcCwCHXXIpGdRAHANzMJkpnnhkpljKisSP1lbS4wWbeLLIUECI98kAOAZmBPECfKNqHQZjoLqpq3XhF4JACDCyub9tNfmNW8/m+UqYqNeiVVkj8fTb9757tApAyQQYVNm/F9aO9ZuJmVAYhWvxCryhes+/qO5litoKHL0uRS8JgWVQpNClwJLbkihSUkkN6SgUhCi9x64enoXkafM9vLjIp3e3wM9H8RlLkDvhe690IUeA3gn6DZBtx3jIuSy8Cepj6TT+48shKH0/V4r9h1x2FwfXr0gkIwhXQcAPxxQcpMXDoNxY0UZ4lQAryjK4MDlI2Hv3p73IRXlx3rY0nj/J4hSERphUGxrULM/BJCuC0EgBRc1NQAgcw4S3NV0sXt3lw8vqwuu//U+zAFLGU0/Nl2OZMGEaocjAM3/nPZTdryHnhPZITTbTTmaaxGJIJolLhByLQwAvkEEQSGBQCcAkKElp71xuHjhPH3J4oDLP+x9lhhNgUFCAhLnH+IZRGAICWYGBoCc3RaNUyRwfhC7f7ym6enqC2ZfOqtoWtlL9c9iLTdi9pbeHyYRZ/nARnJNcr2wImCXBIu1///xkD+yxDI0SlEiDf0P4DmLNW272kzuTEx4ctDad4pxLQyAARw6gD9Eu1eWl1TNiBseNz2hhdLwuBlIewot2XG/SUyd6Da1DWroWLe1mEEMDWtxPS7LSns9Mqmo6OHe4lgpFrLnNBCEULFZ0vNZyhK9/2AV23o/oncAIOW9/4DiZPKYoncAwH05bCoVRe8AUNLbi9CzlNn1mrKKovSdCuAVRRkc5plnBq+s7WEHpOvGsuUym5WcQ9CW151Jg5DS96TngQSRbgUA6brSD6Ix7fMacvDaLiIF4flCa3bgICl1Huo8QFLaUXkz5lPJCecW8wDAYh0VxQGg9u5uW9XafYNpKJe81pex6N6HXJQTT2CIKnW7FpYIsfbxapsCQKChkGKBpWdRJOG0V5o6lc4CgNpk2b3nrDBHvhGF1oGBo/W3PKMtexx3jFf3yfblZ7/6s6L/+W9txgwAePpXmkg9M1jPt1d+yzQAWDq5tCxpThgRq24A7qWI2UvNHuaUS96x6lWQHWcU7eph/9Ar0XOaq0GQ6WFSiewhu7tnoVsqWH4x7dJc82njTttz6OF+H5BlxsnQ8Fsr4/Jp1N+c/Aser7v4iXrHJoyin9004XB5T4sOJtNs9EHPN0lIkWuSdIIGfX//nAKai7XmYu2om5ugm9rmHX48z3K5xqIF/7gWCt0Xpid0JnWfW56ILRpTtON+i1o61ixqm9TUiW5R2ySmTjS8csWk3U/uquyp12lG8XST9LKi5JiUParYKlxA7minTem9u6FLZMwYOmlSuKenDPZjWvQ+QieMJ+PH8X3dzP6VAAiMlWe23zC/bMEjux/ueufe6ESfVTq7f49VFKWdCuAVRQGRTufTvD0fpJDpDAAIxwEWyJDLXBYARDoDQkjfl54HUsp0um0fJsNQZnPS9xElMuw2mpVBcHDGzGNtWzHAuwfw1JQhhVHEdCwB3LaBZUbzk58n7nUR5EPoN0fPPJQc6Rg2APhUDzCVGDuaCQCeZnGMQ0w9qgNATrcBoYDoAaECY0e33rPhkcvefHxHZex7t0yRfYvpzn6u8YwXu6itVZ6ur5dTa2c1E6OHfp6+EqH1jqeqzLedG0XvAPDhhe/6+a6XMT0RCaWCxfz0xHNmlo9N2QBw9RmTvvm3Tbm6Rcnx/+75gU7doiP+WbvYSO7uoRSZPDDrsjefuHfRpdwv9lsmG8Vdprf0v3SlU7e4ffu9omb1ghsern/SCfs19itR9OwEN9yGuXZXy5v1yvDF255ttB1uOxwAVv+j7pfX9VSf7MO/2T+jqmNmQXOJ9rXbpgdd5Y3n29jji0UQHWGVetwLeOCGvcyOfstzLeL2NPZc3VMvwHToNYW+2Ez9cdvvDWLa1NaJbhLTopZGdItaFjV1YljUsoh59RkT//cfIMEWtAAAIABJREFU3c63xwh94PSJPZ+oB/GbP9py6xe7vRuh+M0f6cdhEzff3PLl/+jmmAAYxz/ScdglFUvHJcbvz+zren8A6P59u2riJRY9tgQBpUsLJpRMH5U82a3osL66acehLubI6ES7aOKqE9+e7vjcf3zvv7q8yzj9DG3mEFrj0H/+Bba92/p/KoBXlGHPufc+3tAAYRjNMBetaYCOaFyk2yZmhwzao/FMFjiXQdBrRRzllIIQIpMmoXhsX5bX+yAQcjQLAHyd0tQ+rvmBSQDAsbDMF9NGEiHXxsC1xoaz/LCEY+JpJiA5av7rTWgnp8jPz9PGspvqzfFs+Lk7d7dH7wAwsXH/L1d8YH/JqGNt/4L9m1ZvehIApu7MXfJo7T9W954aOqHavfyhbossfOrp3/xnxU1y7hO95o33QuLxL0xZnX6h+LcdizW8Y+GUJ7a/r5r8vt9jv+1WbgrHXXrlH/d0XRBRSty667LxqfiXLp0V3fL2hWPW7W16bKPU4zVmqtsCYG7DPNk4AQrKpbNcRfbQ8vjoNV3u7zdN+/R9z845ULWjbOL6cXMz+99GrSZiDFpJBbdxttecr4K5on771d+4jhrFtyz+7LfX3sHlMSfCZA+sDN0R0Xbu4Ao9dpjatUfvRhAZ2cIPFXVxBCzktf+3v7iloyL34vUt26bHXzyj6yThS6vswugdAEqa2TW/r/n1h8Z1l7zdQ/SuE/3rp39jdumc6J8NDQ0+92JFcY97PvcCHjR5Tb/Y9LPaXBdPKiIBRFAkOSVGGuF+1hU/daw59NKaQy/1uhtGeNQCg4VECiq5LgWVkgquA9ekJIvGj17fWr8pa8S1uEY0AxsxLaYR3SBGTLM1rJvUtKmNUdd9OrH3X+m/9JL70N+6vDf55S/pCxf246nFrr7Kf2mN+3DX4+pFX/lPff689n8SRG5d+sUvP//FLOuiyEVCS+TCXJfrF85Izbh61rX9aJ5yNIPiwnK/J51GuuuFRDEtfkKb0iOCu33RkGWioiHUJwL60blIHYbQ3/5YBTwIZWhT+2Q3JOJs/9v/++Zd9z65YXe9S0vGzznzsutv/dKHTxuhUuOU4y77i1+yLX2Yy6oMX7pGRo2iY8fVeQ01/mFfQwDgxAgAMA0xDUsEjokBwEUlZcbiS+bPSZQWAQCKJxDBSDeQZQEClCwCAGzbIvCz//td568PybBjar2+dGnx//y3NmsWAIyQ8k8vVf/2+d3tCxpj4pdNXoMSm8WRkRKSIFrGNB26gJfnf/lScf36s6e8Y8kND+64/y/b7/d5wego16BgGTwEaGnFaR9yFmrJO8Pane23J/zs//z9f3677L1PTz+Td3Mh24nFvEs3PfGe9Y8QyXE8JrLO2x+tLa/3/3ZZRWNK7/IhOtEvmnjxe7SKoOI7YXXXo0ll2cbv/OHHd1/4zh3LG/VE5xRTPRBnP9O0feTU6nnp7hYpAADpJ8582L4h5Zc88jBOHRHa/fB9V/zvE6XP1P+RxgqiLEHcxllBenJs9Iu0oHC3FJRlxxKzgegd182JDL+8bszln/4eSSTLUxPufuMnnUZiuV+c3XPZhTNm33LR9ISVvyBACG67fM70isRvntczbll81Mud4jchdLR7wfX/3LpgPv5BMHpD6RTZFku6h5diN2aMW0v0jmrhIjTtXZM//6eXp9TvBYAvPf6j+xeufmTOhU1V70uMed5MVRUWjeduGaCQmB3rTktJJKe4+5qRMrSyh09zG+aBRLHAeS8cvOF/rqXFRQCwfNSKO1Z++56NP93V0im3XwIgkJQ5I6jZVNgFU9Iowr1L6/CC9lswJ/MfrUiVVb18RhErWOu+srjypnk3T9Iqfv3Hz/675FDhUPnYA+777js4dWe+rpixYoX19tXZX/zyqj/tGXvAfXRVeSbRcYmVyqGrJ733/Hdcmxv1+/Sdd4r6jj/rsgPmGLHqd8VVXRb31jMlH7i/esf0cM3yVOHye7NKZ390/s0Tk5MKdzaImdSTxbijytq8svm/2fzrJ6r/FYrORTRG14Uz0OrHW+Y2ZQNA0h7xRqziVUS76dIVmDmj/fR4BJCI8bkT4uXFWo5lvcMHnF07HMwCipmOcjHNNQjgU3qBACEFIBd3c+291dnUhwVbgGBqEdOilk50i1pmlPmv2SYx9Rtn0BUEXl5Hs47tCo0JLZDxRKr4A1e7K8/N5Q7luwNorOcV746AcerHP8zMnZP98U9Ea0fCEZ0wPvmVr1iXdB5BnZCceOc5d92z8afra9fJtr5XhNAZo8+8ce5HDuUO/mzjPbtbOz6POtEvmbT66pnX6qTrb2NFUY4JkrKnNTmHIIfl/rbroWdrnjmYPQgAMS22qHzxu6e+d3LR5JPXKO/NOy855wtPN9MRM5Yvm5bI7d3wysaDnj7txvufv/vtI4fhMtentiVLlgDAU089lUwOqCsuCIJ0Ok0pLS7uZXXZAapffWnw+uvH9RQK0jRhGVwI3zIQptSKm/EYJTgKiZFlIt0ASnA8DgAoHkeEgK5HxYRwUbSPhQwdMMGJOACgWAxRDTSK7BgA4GRCel7w5iZRexgZJp0yWbpuuLcaaRqtnKIvWAAkPwwqQLx44IWNdW+4oTsuOe700Wdurt2z5fABzrVJycpzKmeO6EMVpfyhmpqCta/y+jpkx/QF8+mUKZ128Bl/s6a1ptGhBE0si80aXZRh6a1NW2oyB5q8xoSeGM1ik/bkilpElVZ8sGISShaNL7XnjC3WaD7U8Li3tWHLG4eqm7IsgUfNGzlzzEi+N7M9E2TienxGamaZVQYAIATbtJlt3Rruq/abW3jga4ZhVk7NTZ25uXj8ttrs4RYvCEVpXJ85Ojk2ZR9u9bIecwOhU0QJHkXY9IPbjeZ6FIvrC+bTyZP5gYO5++4LXn89bG7cMxLVpjCnZJRWGp88o3be2LA4PsIaMbN0VjwaGeA8eOONcMdOyRgdNxY0jb22LtiyVTpZXDHKWLjQOGtlc3LEc7u270pXOaIuGRPjiyomJsZXHhTkldfDXbuyydg/pxZX6fWc5WxGPOHXG64AMdIrPiucfk7F+OTy03DZiO7+ECwU97+69qWqV1udjOlqE/yUUTzaT5UZiKfqXjGdLabG7XFz5cQLXGHrh/cZB553s7uFZYydMH/u6e8wRnQkGkgp19eve/XQ2rpcqwyS443TJhWPnz++pCTW9XVz9CeubmitD3a2wI5sU01Y6406ZC8WxQvPWGifeQYyTRBi38uvv75xT1NLNhk6M+OyxKLVEF8D6WqaIYnYlHj5mS1oMs/hEWX6ooV8b3W4e7eUko2ftK1s0qFMwCErzIOZoCWdQyltwpTUeClhR9OuVl5joIAedszaWAm1Rs6wq0oP1jl1th47rXSBvuvA/sNVAqPRo6YjUrl38/7AD8aNSCw8Z5FdXnb0c6lO793Vuqspl9vflHOZMAieWTY6VS0O7W7OiUAaBy07YxE8oWJ2ZWqq2Fa1rzXYDvGcExQd3jfLq0sVx3Eq5RaZ21OsdXzKLEpNKaqckJzQfvxs46GNrz5c13LA1KzKqcsnjZ4drH1NNDagWFxftJBOnBi9k4ONb4ZVVX5r03Z+uDbJqWmPq1w0a975BOU/wjIIgnXrw927EcZ0yhRt0UJEqQS5t3XvnpZdNTu37qmrFb5enEitXHjOkslzRGtrsHZtS211ldWaGZOKj5k4tWTqmHjnEgPR4hqpVAoftYRYJshsbdpyKH2gYd9W2pIt47HJo+dMW7YK6wYLxaaalv2NDoAsb6kJ199/uHE3BjSufHrJRav3JQIv9JJ6iXDGNLbi9u8BXJgvwHnw5pth1XYZBHTiBH3JkuqseKPmcNb3kjGYMJLqmvS5t6epeV9Dq8NcXQ9HFpFW1ljr1PqhL0Ga1JAScizrB27gZrLCY4gHqrbIgGlYM4hhazGdaCYxrSjzn5oWtXWs5fsForqAxDCIYWu2zhFs22kcaDA1w5wyLbVgWftPT5fqnNqqpqosyyb15MzSWYUF6qrTe3e17PK5X2aVzSqdZWvHq6rlQETXaZqmFRV1lWNzkmzYsOHGG2+cPHnyfffd1+muh16r+dbDmwFg2ZTSOeOO77XlMVmzs2FLTSsAfP+axcsrRwDAVY9emQkyOtHfNfU9J7t1HTzuPbTjQQCYXTrnjpXfBoDsz3/e+rX/AgDzvPO0gkyTk857/Am2aRMAlP31Qf20pZ3uHWYB/IFszddeuq3W6ZwPRjC9ae5NqyatPimtEgd/denMGx4zL77z8Xs/NT+BAMDd8etrzrnxgbopt76w6dvLesqBUIae4RfAv+vdPVePe6tCloV0HUh7SBwHSvKjzQA4mQSEkGki0wBAuCgJAMi2QdMc3wfbBgCUSMQScWJZyDQBIRxF47YFmo4IRokEAOBYDOgwTlYadjKZjO/7sVjMOsZayspx5ft+JpOf4ngCvtaUY9VDAD9MZVmW8cDnQY7lmAh87udYLuCBz30ndAIeeKHrhm4gmBs6XugxwRyW87nv8yDaYELNCxgoneg61mNaTCd6vjsA6wY1CgoB2Hq+EIClEd2mlklMjeg2tU1qxrSY1l02whCgAvjBogL4QddzAD+crkp97ncZvQMAF+Hdb/y03K5YVL746HuPt/QzjzyXIZUfvf1jUfQOANbUa2+76a6/fW3r8y/sE8umvEV+TJUhCun9X2ht0OFEAjBGRjT4jKIJRdi2QdMRJSgWBwCUiCNCUNsANYoGqE0TGQZgjJMJAEB2DGkUKMVtDwFM2g6bH9PuN79gHXizpIT0OMKgKIqinHhxLQ4DC/0kyCjmD3gQdQcEItpgPvdzLBtw5nMv3x3APZc5gWD5fgEeuKHrco8fNfvglNL+6vXv4Z9d/Plzxp07uE1SFGVIBPC7W3f9aMMPet2txW9pcBu6u1eCvGPtf49L9FT9NbK04rT3z7jq2JrYE5ElY84874L5Z0074tW0YxYC6PsEJEXpr/bVWbtGCvK6KQFNR7YFADiRBIyRYeQHn6MB6rYxbRSPAwCOxyGKtKOHJIsARZG2CQSjeDRAbYOmIUpRbCgmyCmKoiinJgRo4L0AQgonP8If5Jjjc5/xIMdyvvAZZ1mWDXgQRNkBIvC57zAn4EFbvwBzmeNyt8uibqcCk/ay8J6iKP0wJAJ4N3R3tuzsfb/e+Dzoy3EmJCcO/FwF8NgrfvjPK468TTQ+f88fNoT67IvOn6CG35XjLPmlWxOfvQXhgknXxW2TrnuO7RVFURRF6R5GOK7F4/2tpJ1Op4Mg4CL0hI8NjDXshq4XZf4zJ1oC0Akdn3sBZzmW9Xlbv4AIGC/IFwhzw2vSa8QkKoBXlME3JAL4tw5Z++g3vvi71w/tfeOVdfuNRR/59f99cZ56iZXjLSobriiKoijKEEQwjWEaMwdU2iMUocc9hzlMBG7ouaHL8nn+LuOBE7pe6AXcd0LH534QpQlwn4loI98dMIhPqi/UCLyiHA8quhxU0ju0Zd2Gjc31BzIc28itrW3l00aq6bWKoiiKoihK/1FM47j/uQCRICoEEGSZiAoEdozwMx543G/rIHC90AtE4LB8doAT5tr7Bfp+OhXAK8rxoAL4QYUnXP/nN68HkM7ef33rw9d883OX7IbXnv7MdBXCK4qiKIqiKCeVTnSd6APvBcgvCiD8KPO/o1KgiAoERt0BXrFRMlgtVxSl3ZAI4AkiffkqiXoNe9gBA+rLOpMGOe4lu5E98eLbf/q5x+Z9+eXf3bf1U1+doyJ4RVEURVEUZdiLegESeuJkN0RRTlFDIoCfkZr5x9X39rpbJsjc/O+b0kG6ux0+vfiz545726A2rQ9k3d9uvf7uqlkf+9W3Lh1RUHOeTJw6WUPr6g/VcQAVwCuKoiiKoiiKoigDMpwqpCf0xH8s+0p3Y+zvmvrukxC9AwBK0oY1j//jd3995chJQXzX1u1MklHjRqnoXVEURVEURVEURRmo4RTAA8Cs0tl3nfvDc8adq5OOxbGmlkz7yvLbPjT7upPUKPPsKy4fBbX33f71J+t4/jbZuu57n/3BG6G1+H2XT1MBvKIoiqIoiqIoijJQQyKF/piU2+WfXfz5Ty789MHsQSbYSHtkUk+e3CbFL/rGDz/49Pt/8/8urLx/yekLxurpfZvWv763FcovvvNnn5ih4vfhyfM8TdMGcgTOOQAIIVzXHaRGKYPP8zyMh1lX5ltb9MFhjJ3shihHCMOwfVt9rQ1ZnuchhHrfTzlRoi+0iPpaG2qG5nWa7/sAIKU82Q1Rhq7hF8BHNKxNSE442a1ogyou/8Urz55+x3d/9fCLa//1ukOLx8++7JYP3vL561eOHlAEqJxEuVxuUOI6IUQudwxrrign2JD62VbaBUEQBD1VLVVOIvW1NmQ5jnOym6B0S32tDU2c8yH1heZ5HgAIIU52Q5Sha7gG8EMOLl12w3f/csN3T3Y7lEFjmqZpDmj9Us45YwwhZBjHfeED5ZhEv44RwzDUgNWQwhjjnFNKKVW/UENI9IUWbWOMdV3veX/lBIu+1tQX2lATBEF7JKZpGiEqLXMIEUIEQTDUvtCixqgPstIDdXmkKF2LxWLx+MAWSg0CxhghZIDHUQZdYQBv27a6ohpSMpkM59wwDMuyTnZblA6+7xcG8OprbaiJvtZisZiaEzSkpNPp9lF3XdfV19qQEuVEDLXrtOhNoj7ISg/Um0NRFEVRFEVRFEVRhgEVwCuKoiiKoiiKoijKMKACeEVRFEVRFEVRFEUZBlQAryiKoiiKoiiKoijDgArgFUVRFEVRFEVRFGUYUAG8oiiKoiiKoiiKogwDKoBXFEVRFEVRFEVRlGFABfCKoiiKoiiKoiiKMgyoAF5RFEVRFEVRFEVRhgEVwCuKoiiKoiiKoijKMEBPdgMURRn2mGD70vtyLFtipsbGxyKEjvcZ+YED4f4aRAmdOhUXFQ3kUAEPDmRq3NBNmanR8TEIBtp46fth1XaRSZORI2llJRz/V6Nn+xud+oxnamRSWdzSSfvtUkJ1Q672/7N334FxFGfDwJ/Zdv1Od6feuy25ypaNC8YYbEw3vZdAgBAgJOHLG5I3jSRvQkIKBN40CCnUxAnghN4MBvdubMtWl6wuna7XbfP9IVmW7k53J1kYi/f5/WN5d3Z2tt4+M7OzvkBA7bUYlQyDrcBYKMpqy0AgGJHTTZpCuyFu2WkgINXX04jI5uZyRYVDE1VK2x0Bhy9i1vElFoE0N7odni6NBXJyc+2GTLM2okSOedvDStimteUZ8wGgN9DrCA3wDK/ldUccdTKVK6yVmbqMZnfzYGBQN8hYnaE8mmbOKxlZy/C6vF65sZFKMpefx+bnj7fhkqK29Pt9YdluFIpsOrW5RenvCxgsnWk5CsPmpOmyLdoE+80TcXf7uuSuzkwv2Cy53IxKotEAgNzaqvT2Ep3OX5TZq7oIkFxjrkWTFpuD6vGE331XdbrYsjIuM0P1eJiMTL68jDJMp79jcKBd1+PMORZgXG6SlibMm8dmZ8utrVRWuMICJi1NamigoRCbnc0VFEgNDYMD7a2awKC3W+kJ6tj87NlLyquKtQJ7zBF0+CMieJzhflmFQnNmiPoG/AGbJmN+bqFX7neGB71BhpczTVptaaYRAFr6/WFJ0etkNdgS2rM73atml81jZlU173zH4+y2pheULj6Ps9kdoYG+YB9L2Bx93qCX6XX5OSoVWrUcSwBAlNWWfr8/JFoHe/PCLjbd3pte0OMPuuUeq4lmG9PzTfkESG9f5849W4KdnSUBUl6U1zcnTyHUeqTb6ghxRYXC4sXEaBzaXf3ecLcrxDKk0G6w6PmR3Xiwv2nnsQOe3t5sMWNm5oyKBVWu5vbeY728TlNWkK51DQIBrqQkbE7bdaxxMOzMMpkX5c9gu/sju3apXm+XMd0JGo3XWZptNs6s5EpL4x5uhSrHvMe8oidNYy0wFTCEUana6e9wtNbp3eFCY6GjwOSCoEkw5YX1pL0TCHDFJUxG+uhMnGFnj69L7ejM8bMWe96A7Pmku8VNjDyblznQnxV052YYW/SBFs5pyMqbXbQkm7fL9fWqxwORCGg0jNkycpqN1usO9XjCHEOKM4wmLQcAvZ5wjytIenvyff3a1uagrHakZXuLSzOybTZbgpN6DEdooC/Qq3b3hbupzKXZK4sFS8AjumVZ6HOHImqowJKpg8yIrGaYtAV2far5juxSVW73HfM6Ok39vjw2gy8qYrOyhmZ1u0J9nhDPMaUZRr0mzoOoSmnbQGDQH7Ho+JJMI88yNByWjtbTYIDNyuJKSyPNLY3NPT5GyJhZVppnY5joW5Ukqy0Dxy//dAOlSrvvmE/0WrXWfGMBQ040X9FgUKqvp+Ewm5PDFRdPdDMTo36/cuCAGgiS7GySn3fyGTp8kU5nkCGk0K5PMwgj0/s84W53iGNIUbrBrOMT5IAQ+hzAAB4hNHle0ftc3TMfdGyMKJGhKWmatEvL1l1efgXLfCq3l9Abb/p+/ah05Mjw/1lWe9YK839/m6+unmhWHtH9r7Z/7hrcKSri0BS71n5ZxRWXlF46+vEudarD4f35I8GXX6Hh8HDpMjONd95hvOtO4E71zZZS2LCn49nNrd2u0NAUjiWrqrPuWV2Zada+sLXtH7vqw8aPdPYjhBnefA4M/r653t4FoLIAkGnW3rCs+JozCkcejuW2Nu9PHw69/Q7I8vAiJSW6+77ycu7C9Tvanf7hfARFNoV9Ln2aSgIA3YwQyC3dqeiPKHR4KaNgYgnjiXiSbgWj0uoP/FfuYatuuFd/1VXS0aPenzwc3rQJFGUoAT9zhunrX9NdfPHopTxB6Y8bG9880B0Sh5NZIv7lzTt6TFkH8qtV0j00sSzTePvZZefOyo5a6ZHBumcO/7XOWUeBDk0p2RNc96BzrqZM7upUunuOzjC+eklWS4lhaC4BUm2vvqn61ln2WUNTpLojzru+JLe1AaWjc1ZY8s66wg/Psnv54V2hYdSlTa5LXu3VB5UxhSBkZNm6WeZ/XZ7Tk3M8rrMAACj1b/g3nql6yxhTmyF3G6cbiLP7PmGAqEN/UpUNu2YEe5dTWc9o+o25W3jzMQIAHIANTB2vR/pYUSBgBAiD9t1nBJV4dSeCItFb6O9ZLgczdAJ7VrlVpvBxo1OUhzPXi0GOOwZFf9XYjhJmeEP0rEEKgKQJAqGQeTyjw8P/5obCF/26b8F+r+aMxYfv//6fjwTqe7xDsxhCFpbYvrymYmPXq+92vESPn5/AAO1nQ8/OD/QsoZQFCLKqo/bYJxfUvfevSyp7ZzoYITCcci9beISr2Gl+p/z8QQMHoABY+BbpzOf+dlPzpuJ7bjfccvNIzVpYDr1w9IV32t8OSsOLGzhDobmoY7DJT4ZXTQaBHhvOWxNRl+5wXfxqryGkCotqzQ8+qFlyxt6+Pc8d/luTt3k4PQWmnyjc8aNPiSgVqSyvVZshoAIAeAAa/mQIKFe+3L10u+vEYddq9Vdcbn7wm0x6OgC8f6j36U3NLf3+4R3AkMpsUyAidwwGh6dQag6bvVqT2sdAfRdAV76x7rbVVRfVJIoVd/Rsf/Ho8y2eluHSAaiihewMM1wkKqUq64P980L9C7MthpvPLLm8tiCVCsmgFHj+6HPvtbwVosM70BCQz3568JKenD03PvBcP9/uGN7VLENWzMj88uqKovThq0mS1Wc2t/5z5zF3YHhZHc+sCbRe/fITer8bAIKC9h+1l28sXx4UtAAB2LzbRKUra/Nvu2COhmfh+OX/xv7usKQAAMNGbEW7hLTDMh3eOrNgvqj04isrrma7+jwPPxx+4006ckMrKjTee6/hhutPvuJVbmnx/vTh0LvvjdwtSVERd989uhtumFyG25scT25squsavm0SAjVFti+vrnAFxD990NTQ6xuazhBSW2q7d03ljBzzSW4CQui0RejYxwuEUG1tLQBs3LjRbD6p3z9RFL1eL8dxaWlxWuc+B3oDPf+9+duOUJzIYZZ91kPLfqxho5uSTpL3pw/7fvu72OlEEGy//532/LUp5uNwOLqCnY8c/LlP8sbOXZC18LtnfJ+bYAWE3NLiuOoapa8vdpZm+XL7M38l2kTtvVNLVen3X/rkvUO9sbNMGjbfbmhwdKWVv8Rq4my+FMh2N19OleE2nKUV6Y9cX8OzTGT7jsFbv0D9/tGJw5zmJ+d/rS67YryScDpHWvnLDBc+mc3hZXrH0+2LrPPF7TtoJDrGAADjnXdaHvr+0N/drtA9f9nZ60l1jdcvK/7q2hkj/323/Z3f7n9CpWpUMkLhipe7V290fLAq/Z9X5tCY53uGMHfPu+f84gvCb789eMddoEbnENEwj3+lZCTsH83uFL/+aIvdKcbOevu8zH9fmk3HiSYkfx5v6AaS6u+4KusDPYtMeZuBUZKnjl6Y9bSvjbjLY+ewGre14iWGD8TOSmz1+w65rXb9gkujZxDVWvYqb2qPu5QcynA1XE1VDgCAUdJKXxPipVRlvbvpcjlkHz3RHPb98I1fzlgy1/b73wHHuSPu72z+VoevY6IlP3HIGGbTL278h/aTkeqeiVq+1XnT852jp7CZmen/Wv/bRunFbfH3QFIX1eR9d93suEHo80ee/Uf93yeUmxTIdTevowp/TnXW/1w9L7a5e7TB8OC3P36wN9ATO0vn1Hd03qwq0b8LOoH9xQ0LaktswYh8/zN7DnW6Y5fN9A3+6PVHOFX5/kX/1W3Jik1QaRV+e/cKb0i6d9Tlz/B+a8VLrCZOXWG5Jv++b2/RDMSZpbtsne3x3wDLxs5KUWTr1sEv3E4Dca4I/fXXWX/xyEQrCJ7d3Pq79xpiH9hHVfSNwbPMQ1fOia2dRFGGntN4nrecXFe+qbVv374777yztLR0/fr1UbM27O782auHAeCMMvvsgtPo2XKW43zSAAAgAElEQVRbk6Ou0wMAj928cEl5OgDc+MZ1PtEnsMIVFVd91qU7IayENzS+DACz7LMfXvFzAPA/9ZTnoR8BgPbcc/l5cz/j8o0Sfudd6dAhAMh45WVh8aKoufgOPEJoMlSqPrzzJ3GjdwA4PHj4TwefnNo1hl59NW70DgBUFJ333qd0dMadG0um8hN1j8eN3gFgb9+e5448M7HCyfLgF++IG70DQGTLFs///GRiGZ6c57a0xY3eAcAXUY70eMzFb8aN3gGAN/Sa8j8Y+e+2RseTG5tUt9t5x51R0TsA/HnpdQmid8IoltLXTjJ6BwCJI0/fVthzcHvc6B0A/E89FXzpZQBQKf3WP/anHr0DwItb297+ZDjYaPE0x43eAYASePmK3A9Wpv/zytzY6B0AVKr+4cDvGjr2Dn7p7tjoHQD+fm1u3OgdAAZtwlN3FMVmW1dl3LBu3OgdAHhjV+rROwAwXNBU8NFkonegwCiW4ndYISbgIaql9LVJRO8A8N656f9ZPSN2uiFr13jROwBwugFjwYdDfxuzt8WN3gGA4YKWktejNtarNf1szX2+t971Pf4EAPxq9y8mEb0DwKBNePKOIkpI3Qz937UHJh29A8CWZbbtZ4zp+K7097/07UcnHb0DwOv7uv65I87i23u2TTR6BwDe0G3M+wgANtb1/fXjlgQpKdBHdv0sbvQOACFb0FiwMc50Ufn23/e5A+IvXj8SN3oHgH6T/Zfn3v3rVXfFjd4BoMEl/vTlA98effkTail5M270DgBNkc7nL44fs4U2/Nv3hz/GnZUK1el03nFX3OgdAIIv/j3wt4n9vuxqGYwbvQPEj94BQFLUh14+2OkMTmhFCKHpAgN4hNBk7OjZ3uppTZDg3fZ3HCHHFK7R9+hjCebScNj3u/jhfaztA9v6w/GD7SGvNv/HL0UHqwmEXn9DbmhMkCDw7HPqwFTujQQkWX12c6KHbMHUzhvih/dDtNb60U+9f9/e3veX51SXKyrZoMH6QeXyRPnYjrBC/GqCiRIF5t3VGQkSDJ0em+sHGnomvManPxzu+fzP+vVxo/chlMDrF2clCKdVqr7wziMgybGzHOnCjsXWBGVoL9IdmmWKmvjmBZ9GA9rkQk0CAEBkfdaeqBnatCZO65x0afRZO6PXxCiGmLVE0dmOMLyfcBF9xoEEyViNW2utj5rYZ8r4sGKJ7w9/PNKz/8DA/kmUecixIt3B2aYpOUYb1kUHpX/PW3ySef7loxZVjT7Wfz/64uRy09oPM4IPAJ7b0haRxq0A+mTgwJHBukT5pDWxmug7CQD4wvJTHza/9Ul3gmWbMkrqcioTJPig3jH68heMHbwhflXCkN0L0/qy4ncT8//vb6kkJVg2Af9f/qp6Er0f5PvNb+LW8Y3nzx82T6KzrCSrz3yc6DcaITR9YQCPEJqM3X27EidQqbqvf+9UrU7p7JTqGxKnCW/8IHGCEZ8MJnroBwBJlSb0ZB/eGKdZaQxZDm/alHqGJ+OTDrcvHCeGHCGYk7XsEaoxt438T5LVnfuGagTGPEXuz5+tJhwsQDBP5eNjbHw7mtzaKre0bG2M3yUksWODgY7BIKV0T9/uxCkD+iS9ag+m+RQ2TohfV2WM224/2qHZY97ZCenY5lJd4kVOPY2lLWqKYI6eMiGc1sVqxjS68oZOYBKdwAAAQDXmY4LxWNLeBJp4Z/ve/Lk0ENhx4NWJlTXGgfmWKTlGHgvfk30ikuwxZ/WY47czp84VEOu6x4SRrrCzxdM8udzI8T0ZjMj7j8VvJAeA3b1JfheA0NhTaMjH9f1T+05n0jOTEjg8zl1F9XrF3UnuBuOJJPs5UPoHxE8OppibPywf6Bh3hyc2ufshQuj0hwE8QmgyBsbpPD9af7B/qlandCVqmRlO09MzMrZZYk5xMGmagYkUXunqSjSbppBm6iTtQJ5KqzjD+0b/ty801F40JgQdMI55uzjeiibQiyEpp01IHAMrnV297kl21+/1hHySL6ycdG9/FnymOKMnOG1C7MSYNGPGjnZZ+aQx/6lHeD8hY64yVvCNlzhFUTkwmpROG0bwMimcYEy8s91hsgPAgC9RP5RU9KUnOSdT5xp1hgwYUx5KPqGoyyGVm3YCI3uy1x0aL00qq2DGOWE8gThjQJwMVpP8zBy0jjtgu9KZ6jtZUeQUbvVKV6qZD/jCsT0pUjToj0jyBJr6EULTBQbwCKHJSGWMN46Z/CBA0fjkqyMsC0xK9zSWJM8tlTQn8Ak/2zP0hH+qBqLnEg4xBQBAk5eEjv11iNeoDKyarJmUTuVPDKuoJHELHc/z7CTXyLEMR6bmdGXlOIVkU6hZYhWa4L+nC8oCHbOjKD3Z/RaVA1FTO4iUSekEi1c8TpUhtZtYYtzUHaPRpw1HJzFIQRzc2Ot2Yve0WMf3doI7TEq7dJzjm3hsvEmgKZxIXILwlpvkx9hICgsSPnmN3nApUvtRi78WQtip3qsIodMBBvAIocnIMyT/pG2+sWCqVscVFycdE5grLU1xaN8sXfLXVvNN435gPP6qk+HL4wzf/WkY+SDTeORw8qFrlciYF7YLzXEeSfPcicYRSHFFqcvuiz+C3TBCuLLSwvQJf60aAAiBQrtezxus2kSvqQMkHzDOGKLGQJx6jay+5G37Wb1j0ticEi+ddq1nSsRCo6ec1FGmMTnI4SRHYXi9YZuSwgkWN7dcTx8A5NtKUivjuAo6w1NyjAiFrP4Tp3eOu4+cxKh4I4rTjaP/m23IZk+ilkoJD/cLKMoY9w6TZ0z+u6BE4vcvyDRP8Xc6om5icUVddKPx5WWTW28qPwdcyplnWbRafpJHrcCmn/JqEYTQ6QADeITQZCzPW5E4gZ7T12QtmKrVMTabZunSxGl0l1ycOMGIxelJBoiyaCyz0+ekmBsARH2HPBZjNmtWnJl6hidjRo45z5rovdyIpxwSDMUGQFVO9JyIbawGYdGqOIdyfuchnZQoLo24E404NVEL9iUaF0pYvIjNzDynejIjis0vtNqNGgBYlpvkGNkHk/TyPUMujBvkzzrs00QSRXqEwsL9YzaQl9Q5h062d/pEpBQxRtzRHx0Iu8b9DEEqZH+eKo2pdpGD2YqUpBKKqlzEVygG8qmc5BX0iCtOxdmyll1sbu7yBVcyCQdxSKp2j2tKjlF+ZyjNfWLINGvIU9XbdJJ5lmYai8dG2gbeMD+zZnK5UVUQvUUAkJ2mq84b94Nby3KXE0gYMVIu4i2OO+fimrzEkSoByiTsg8ONPZgRd5IbXYJLjCsq4mfPTrBsArpLLkqcgK+qSiXIHyJwzPIZicbvHAcFgHPwM3IIfU5hAI8QmoyZtpnL8xJFOzdU3ajnJtMcOh7Ld/6bjN9TnS3IN97xxRSzmm2dMzst0cPZrbNu45kJ9J/ULF2iXXteggTmbz1I9FO5NxIgBO4/f2aCvghyMCPsnJkgh2DvYlU+0Rp235pKy7VX89XVUcn0UujaPf9OkE/EWyT6JtCRIYF0h7jqw3FHLiAcZ/nedwFgVr5lzZyJPbPyLHPfecNfMrum8lqzYB4vpS6k3vpshy40bhxuEkw3X/4jxhangdEQVC58K9GoCot3ugrbo18tvvTVXkGc4kb44c+nx5G8pU4RTcH+6AhQ8udFPKlGI1FYhYY7lkRNpAD+zrMSLxjoWUoVAVTW370sQTLRVyT6iqImzu88vKDzkOUH38u1FFxYkiTWii3biMU7XUXtoUtf7dWIJ9VaTihctz56jI8vknYu7osrqWEI+er5ca7xW6q/ILCpdt4eLdC7WFU0hMBX185gxr+5FJmLVxetSZhPbVR9zZDSTON1S4tuW5noRFrZtG310Y8SJLhlRdnq2ScufzmUHnJG37VGO//tfpMv3ntAhFge+sFEP9U+Qn/ddfzMOB9HHMaylh98b0IZfumccp0w0UZ4kmnW3riseIJLIYSmBwzgEUKT9LUFDyzIjNMwS4BcUXHVpWWXTe3q+LlzrL//HTHEaZrjigrTn3uWGI2xs8bz5Zn3VprjtA8TQm6qumV1YaJn0LhsTzyuOTNejQYhpq/eb7j1lolmeDJWzsx84IKquAHAzFzzdUuLfZ2rIp74/YeDA/MD/QuH/mYIufvciotq8gjH2Z/9G19VFZX4kkPvrqt7d9wHXcp4Wi+UAjmT3pAhGQPiV57szHzgm1xJnDITvd762yeEmuHA8jvrZi+rSLXBSiewP7xq7qz84RZFq9b6/aU/tGrjReAB+e4/tpU3Bb78x1ajP85Df5om7ftLHrIZMzPeeoMxx6kFWPNu/zkb4w/xNfeg98YX4wx8ldUXufuPbbpQ/DeiqcIHes9QlfjfwYpL9Be4Gq9SIuNWUozJf+x/lYjZ3byOKnHCP2/beaJvwu/LaCLq7X859sC//2WQo/txRNwVqmPleH0CggPzRuoRQoOzwl2L4iaU/Hne1vOjJlb3Nj6w6U+WH3xvqNfMF2ffcVb+ytTLPHKmzznkvemFLgDIUU0P5n3ByE/g5jMao9Lb/tpe2jLmm+Ga5cuX/fIHP7xi7uT6TvMs+dal1WeUxRljssRS8s1F35pY1Solwf4Fwf4aliFfO3/mquokw+PfPe+epbnxa1XKD/Bi9/zY6aWZxl/ftJBnmVvOLL1mSXSFy5BF7Qfu/vjZL257YVlr/MHhL5ubdceqsu9eNntpRfrIRF/n2RF3/EqBC3POvbQrzrYQjkv7yf9oz5vwT8CJHHje/uwzcWN4IgjWXzyiWZGk/1qUQrvhketrTLo4dcoWvaCLd5LkpOkeu3mhUXuKBl5BCJ1i7EMPPfRZlwGh08uTTz4JALfeeqtGM4En41iKokQiEYZhtNopfrXvNMEx3MqCVXnGPL/o80Q8ClVMgqk2a9G98+9bU5SoOXrS+Ipy/WWXUVlWnU7q8QLH8TNmGO/4ovXXv2KzJ9DuGgwGeYZflnlmui4jTMNe0aNQxaKxLM454/6ar03ogX4EEQT9lVdwxcXU41YdDpBlxmbTnnuu9Rc/11999SQyPEmz8i1nzcwMS4orIAZFhWeZqjzzF1aU/tfF1csrM84oy3T2lnb3GWUIsnwIiKph9AXaWaxzraOrSlHBahBWzMz4zrrZa+YMh9+M0ai/9hrGZqNulzroBFVls7N1F1+06sEvLa6t8IdlZ0CMyKqWgRmBvoqeRqKoPq2JUt4Wnl2RXWQ1Kz7Ro1I1TZM2O31uvrkgLIdCcogQQo5XABAgHMPR419iZyjN6Y2s3hW5219T/JNfa89fa7j2GmIyqU6X6nKBqrL5+frL1lkff1yzeNHIhnMsc96cnKJ0gzckuQKirFIzTxYGum7b8Y+Cvnav3uzTGikh2Wm68+bk/PDKuXMLx7xHbdfZVxeu4RnO4+3zK0EAyBqILNvp/dIBe8Xqq9jsbGtDz+IPuhiGDdj0AS0QQvJN+WuLL3ig9htDLwAzZrPxzjuUvn65vQ3E4/2iCUMondNJZmnLxJJcj+yXGFUTUctbApdv6L3ktV6WAtFqgVKglLFZidEEkgSqmiVplx5VJVUasPGSMFznThVNZHCGofksq1DjG6wUZZXhQgwrAgBQjhIgQFVJz4KRY4gKMlBODOSE+5ea/WuMvNXVN0OROZ4NMWwYCKQ7xJLWYJpPDupZmWO0YbX8mFjIZlKLMSAHGWB5NTPsmO9qWy2AeU6+6bZluWeU2cMyuPwRhYI5EpjZ22LvSHdxhQovMXyIEFXLGOenz9P26zySQnkRgICiYSWGMColYB+UFu92f+HZjgqfofLmKy+54zLKsu6g5A9LDENKM4xXn1H4/QsvmJ+5aH9PU0T1HB97gJFD6VLTKqWvSmI5liplzo51n7z9ldfeFJmaHrtd5sOEkYFyBp91zbuey17qDXFGj9YU4TW8Is3ob73u8FtftnqyH/2F7vzhwJ4hzLLc5WVp5X7R5464ZVXWc/p5mfNXF57HB0VXaFBmKC9RQ0hlCCOzoFHZik553ctdl77erykuNdx4g+03j+XNWHR24TkEwO3uC6hhhtJ0h2TykjCnobxCKauE04P9C9T+CgPfQwV5qFs3r8CsHuYr/9tSXu8DwgBQIgiaRbXm//qG5XvfJRpNaaZxzZwcWVFdQckfllmGVGSZLpyfV5Jh8ngCfomyVC10d1UMtGmlsE9rUgljp5Fz5+Q+dHXNGeXpMI48Y/7KglUqVTx+R0ANEUqUkC3iLWEkHSeEKFGAEgACBKiilXxFvo5V+sjClVVZ3798zlkzM5PeeVjCrsg7q8hc7A043UGXQlRdSKk+4r9xk3JdxvK1N6yVBK0rIAYiMseSyhzzjctLvn1JdZpeAABCYGlFek2xLRCWnQFRlFWdwNYUWu8wDFx/8C0y0M/I0pmuppKI08cIHo1BZjmDKtaalG9eXXvtijJCCMcya+fknrj8FdBEqostJelpakj1y6ps4A01mQvunnfPxZWXG669hs3IUF0udXAQVJXNzNRdeKH1N49qV5+bdDMTY0ym4bvl8cxJVha79jzTr35pOGfVJDLMs+ovnJdLATxB0ReWGIYUpxuvXFzwwyvnrqstUFTqCYq+sMwypDTTdM0Zhd+9bE6W5fP54DG1hp7TWJY9rZ7Tent7X331VavVenXMw8PRbu/mhgEAyLfpM0+nQ9zpDA54IwBw/rzcfJseAF5u/JeoiCzDVtkTdYQ5xWQqH3UeAYBMfeZQdyFx797Ih5sAgCstZbNP9vudU0hublH7+wHAcN21bF708CKETu1nNxGa/mprawFg48aN5njNaKkTRdHr9XIcl5Y2lUN5nbYUqpzMCEkTJsuTHtfd4XCM/G21WlmWnfrCn0Txppyi0vHGIh6aFbX5CdKfEG8Dxywoy8BxqkpHj6IUvaLj/6VAZVUeem3B4/WIoqjT64x6Y6LdmNoeji1SqhsIQIFSShlFjV7R8XyGfkBJ4q624TAMPRqOLfDwtisKDP0Kj8wanWzs3yrLEEJUMQKEY0d9l2Foc1SqqnR4zGpRkQWWG72iqE0e+a9CFTYiDZeQUkUMs5oTb5WPPl7BUDgYGP5s28htbTifsTs26ihToHJE5BkGGAaGrjVKQJZBiG7MV1U6qj5n1P5WFQqUkSkrDDdCKqI0/LeqAiEjvZ1HbzjI8lBZFVlhGQJqzHGMEXsfUKjCKnR460bmqioAxP3mhUpVQgiRleFFpAiwAssQRZRYhgDHgaoqVAGGObGiob2X8HyOPWPH7PlwGLTavv4BliE2m41Jedzy4S2SZYVhT5wPhKUUZFXm2QlcLIlWAQyoatQopKlkGyfN2CtipNgp5pDoPv+p3bG9Xq8YDA5lbjAYdLokozYkNd5lcpJH6v+moec0nuctlnFHdjj19u3bd+edd5aWlq5fvz5q1obdnT979TAAnFFmn11wGj1bbmty1HV6AOCxmxcuKU8HgBvfuM4n+gRWuKLiqs+6dCeElfCGxpcBYJZ99sMrfg4A/qee8jz0IwDQnnsuP2/uZ1y+UcLvvCsdOgQAGa+8LIxqpRhyujxfIoSmu1MavcMUf5Vt6gt/2kTvAJDgqW5oVtTmp/QUGG8DxyzIcRDzaajoFR3/LwEyMugAQxgCZHhWgt2Y2h6OLVL0xPERIISQ6KGxRuWTJHQfMtKwM7bAwxsY+22F0cnG/j1UDlaIbnUZ2hyGnNjZJ4LY4yuK2uSR/7KEBe3xMhAyOnqHsccr7k4bnjh2x0YdZQKEH9WbiSUsEIiN3mH8D4kNf5By1BIjkXxUFD16w0+UimNjU8YVex9gCTvyoHRi7vhZDY+KN7JqXhNbYDbq7cWhxAnP59idP2bPa7Vx0yQ1cpWxY6cQAjw7sYslySpizvNUso2TZuwVkfSuHX3aJ7jPf6p37CnNfLzLBKN3hP7vwHfgEUIIIYQQQgihaQADeIQQQgghhBBCaBrAAB4hhBBCCCGEEJoGMIBHCCGEEEIIIYSmAQzgEUIIIYQQQgihaQADeIQQQgghhBBCaBrAAB4hhBBCCCGEEJoGMIBHCCGEEEIIIYSmAQzgEUIIIYQQQgihaQADeIQQQgghhBBCaBrAAB4hhBBCCCGEEJoGMIBHCCGEEEIIIYSmAQzgEUIIIYQQQgihaQADeIQQQgghhBBCaBrAAB4hhBBCCCGEEJoGMIBHCCGEEEIIIYSmAQzgEUIIIYQQQgihaQADeIQQQgghhBBCaBrAAB4hhBBCCCGEEJoGMIBHCCGEEEIIIYSmAQzgEUIIIYQQQgihaQADeIQQQgghhBBCaBrAAB4hhBBCCCGEEJoGMIBHCCGEEEIIIYSmAe6zLgBC6P+ovW3O7U2OPk9Yw7OV2aZzqrNtRmGimRzqdG9pcPS6QxxLyjJNq6qzsizaT6O0p49eT/jdw+1bu7cOiM0K189yskljnJ1Ruaxg4eKsRSzDye3Hwm++KTU0gKKyhQW689bwc+bEzcobkjYe7qvv8QZF2a7nha5jns6ejgjr5XW8QZ9fklOem7ayKrPQbhhKrw4Ohl5/Qzp0iIZCbE6OZuVZR/OrtjUN9nrCAsuUZxnPmZWdbtKoDkfwtTd2Hu3ZS81OwagFxSCHKaVug03IyymfWXh2VVauVdfjDn1Y19fc75dVhTW0aMxdRB7Udg4UtAbndwtMbhF7/lphwYIJ7RxPxLO1e3OLpyWsRCIhvegrUII5Af6Anz+oyg42FM7xsOf12ufm1uouupDNzh5aigaDgdff3HKgfb+oc+sspizb7MWzzplhZz98X9y1W+nvpx4vAJA0C5uVJSxerD1vjTow4P7VL9+XDm6tJL12QeI5AN7os5V2p9sjRQfNBQ6ZZULBbMUhWJt9djFi4Iwae21OzSVVC3f1b232tIhKxKa112TWzLRVbX7vz4cOb/SJXpNPLO9SF3ht2uJSvrpad/FFbHa2uP9A+L33lI4OYFl+5kzdBRewBfnivn2hl19patuzN0ccTBcYezrNnK+wi8JBs1nH2wxCRFYHfGGGkJIM49nVWXlW3egdpXR0ht58s6+pYX0GbbQpXg2hYY3RbZs5aNQYjANFxGHoJozHGgym9RPRURTmMy3Z9hlzipeWWTmWyJ0d7//7sU3ykV5dBHguw5S3XC6avW9wD9u52y708kxIMiveXL2/sDjTNHfRjHNm51r0/NCq2x2BDw7372pzOH0RlmGy03QGDccyQClkp+mKMwwfH+1vHGyJaI8KWl+mlqQ71KDD5DL4qSnAmvSCkK2JVBo9HkbcwdMet2AIcYVafa2LqXerB2XGS0DlZJIRpEZgTaw+K6ts3ry1tdmL6cBg+PXXpbo6GomwOTlMVpY6MKB0dYEg8FVVuosvYrOyVJ/P//s/hD/4QHW5iV6nqV1o+spX2IICAPioa9PbrW8NhPopgIbVZOkzDbzRwJv63JEerzcgeoEVjVpNkdFs73ZXN4Rn9gKbkalZseIjW+WGfV29riATDOSG3Zf5GxdaGWH+fNXtkg7X0WCQyc5uW1rypuBudLUHZDfLEDtjnu2RLS18i5jeah8QDV4NF9QLsmrR+AVVVEUNq8sxZi/NXnZWwUojb2zxNG/u3Lr3WLM3pHBefX6XcWF9y8Luw6xOJ8yqFpfU7Jmtb3Y29HUcCQQ8Gkm1MsbC3FlnLr0uz1wQkAJbujc3u5sCfpfhcFvlzq5ZdV7WYOTPWGz6yn1sVhYANLjqd/Xu6g/2sQxXZC5amrMsIAV29GzvDfQQQgpMBUtyluUacyd0qY4myepHR/sPdLjdAdHM0fzullBXd7ssiDp9dkHm8lULFpbaJ515UvvanNuaHP3eiMAxFVmmc2Zl2Y0ahSq7encechx0R9xG3lhpm1GTUbOvf1+Dq94v+a0a6+z0ObXZi1jCfnoFiyssh7b2bG1w1vslf5ombXb6nEXZi099MRBCny1CKf2sy4DQ6aW2thYANm7caDabTyYfURS9Xi/HcWlpaVNUtM+JblfoBy99crDDPXqiwDG3ryy7dUUpISll4vBFfvzKwR3Ng6Mnciy5fmnx3edWsEyiXBwOx8jfVquVZafH04+i0j+83/hS3bv6vI0MF45NkKXLumu/Nfe3L4GijJ6uXXue9Ze/YGy20RNf2nnsf99tCIkKJMQQcunCvK+tnSH/+WnvL35Jw8PrdRhsj5/9xcM5M0Yn5lnmOt3gohd/+9jSm1vSi8bLkyWkPMfU1OtTVMobes1F77CaMSeDIahcu75r0S63ZuVZ1kd/PRRFJPXv5g3P1T0TUSKjJ1IgBKJ/5vK6wvf+qbPwhjvND3w99NZbex7+7aMLr+lKyxlTBil029a/r2rcErsiYjQ05MLv7yoO6eKcOapo8bSeLwWzdOmHjLkfE1ZKXGxWBWVsZzirW7rl2c6ZR32E49j8fLmtbcxsjuOysz3OnudvyN9XYxm7sRAemOPrWgF0TO08w5CrFhd+ZU0lzzFUkrw/fdj/5788c37NtjUA3JjdpYhmqnCczjlmjZQL9CwO9C8ESmwaci39+P38nW5L8gYAJWzztK2VQxk6jtxz3syLa/IeffPoq/u6Ejx4MGzEVPCBxtqQNPMJyQlrv/C7o4XN3vESEJ7XLD8z8vFHdOy1AwT8N1368NleZ9g5zqLxFbcFL/5n8NFlD7j00ff/QnfX/7z6c0MkCADuNP4PX6xoL42/M+OevaMJrJBnzG/1tIxdjAQdc81Hyr+28S8dVb4Nl+VENHG6WxKAmfrSNrEnJIdGT8/tDt/21478rhAQIt91019Ws3v7945dkNCxpSKEnF98wRdn3ymwE66E3dUy+ONXDvV749zQRsyya3500+I8m36imSfW4w794KVPPjk25ubDc8xly9l65YXeQM/o6YREPzDnGHIfWPj/ZthmJl6L1+sVRXHob4PBoNPpEqdP4OOuj/5w4Hc+0Td6YrYh54GF35iZrBgorqHnNIjLfr0AACAASURBVJ7nLRZL8tSnyr59++68887S0tL169dHzdqwu/Nnrx4GgDPK7LMLTqNny21NjrpODwA8dvPCJeXpAHDjG9f5RJ/ACldUXPVZl+6EsBLe0PgyAMyyz354xc8BwP/UU56HfgQA2nPP5efN/YzLN0r4nXelQ4cAIOOVl4XFi6Lmsg899NBnUCiETmNPPvkkANx6660ajeZk8lEUJRKJMAyj1X7O24QnpN8bvuvpna0D/qjpikp3tzpDonJGeXrSTLwh6UtP76zr8kRNVyl8cszd5wmtrEoU8gWDwZG/dTodw0yPl4l+/Mqh15vfMxW+TVg5boKAHNhm6a+s99tcY4JGubk5sukj/ZVXEGH48frZza2PvVUvK8krcCnA0W7voS2fLHzse0QeztatM3/3km+12gujEquUfiLq3itfMmhM1GJGAQZ9EUqB0/dZy19h+GBUAoln9s+zWF1i7ub68Lvv6a+4nCS7iF44+tyzdX9T6InoiwIQgLgVOT4zt2uBZf4Tb5KPdxxc//r31nzVabBGl4HldxbXpAW95Y62qFlNBfxjXyuX+PinDWEjOms94cLG3G2EUek4ZThRzpjZYS27a5G1pC2Q0R9W3e7o2aoaivh/89WyozON0asG4A39vG4w4qocyR6AUAqHOz2tA4FzZ2W7vnJ/8IUXn163eOd5EYg5kRg2wvChqIlAVMHUQYgk+ookTV/bjA/DqcUgDBfSWhtEb7Eo6rc1Ot4/3LurZTDRAkROq9ggmNtTyn0i/Jy8u8ZUfSRg8Y5Tn6KqclsbxNQs+Ezcd29g/TRReBmXO43fvjjDHZhDlejfEY/WvLFy2UWHNwYNzM++MbM3b9wKxLGnRpxTSaGKO+KKXYw39IXSxI9nzz66zKdw456ADsklq9HngM/E7a5Nm3vIyyr052uCjWRgvLWP1uRubPG2nJW3kqRYBQsAADubBx94fo8vHP+GNmIgpLz/SdfqOblG7ZT1Gx3whu96emdLf/QvEavt6TX8NSCPW9czwi/5PurcND+zxq5LdLuLRCLK8VohQRB4np9cgTcee//RPb+KqqAEAL/k/6hz07yMeem65D+dKMrQcxrLsqfVc1pvb++rr75qtVqvvvrqqFlHu72bGwYAIN+mzzyd+ht2OoMD3ggAnD8vN9+mB4CXG/8lKiLLsFX26s+6dCfIVD7qPAIAmfrM1UVrAEDcuzfy4SYA4EpL2eyUWgtODbm5Re3vBwDDddeyeXlRc6fHYytC6HPj8bfrEzS2vLit7XBndFge68mNTccGA+PNfX1/99bGgUmW73S1pWHg7cMtxvwPgSSKuiWeee6mPIWNfoaW6up8jz8x9HfHYPCPGxsntPbdqumDyuUj/31+0ZV9pnEfFqXUWuEIgLnw/fEaqCmBf16V6zVzckuL9+ePJM6q3du2vv4fsfkn4DWzL12RG96y9ffLbwnx4z4G/W3JNYNjY3uFJU/fXqwmzp2V9Zn7UynGeFQGnruxYLw6gvdWZ7QXjhtDC5YWjf3I8f+dWP+HR/reeO6t0L//05lh3bVKSnwixdJn7uf1febC94BJEm6NRljRVPj+0Lo6ndE1NVEMmft5fe+ESpW6sJZ9/sbc2OqSxJ66o1AUJvmkxPABU/5HcWd5dJanlt/wn4uzXPbUM59Y0TWWZiF/94QWGRHSsc9fn//aRVk92SOXRvK17+7d9X7He6mvRZTVn/7ncCrViAAwGFIee+to6pkn9cQ7DX2emF8iQk2F75OUz/CIEnli32MqVaewYHF5Ip4nP/kDHac7RkSJPLHv8VNQDITQaQIDeITQqeMJSh/U9SVIQCls2NOROBNRVl/f35U4zSu7OidcuNPbht2dmrQGho1ufonVm6VtLDfETg+8+PehrvWv7etK8aF5tLdnrhz6I8RrPyo/I1ny5Plzhm5O50iQIKxld9amAUDwXy+NdN2P6532dybx8Lp7YdrR/KLmjOIEaSKcsKli6egpjRVGd9q4zYA07p+T4rLyh2eZ4qyCwMfLbbHTR9PZD8WdvuFgPwC8dN6spB374yBUn72D0yVsQo+H1/dx2kQHeoQ2PX6xp8qxAn174QS6YSssaS6L7uYwIYKlmeXjVzVuKV+4fUmS43iSCEw+omsuNWxdOuHivdX6ZuqJtzU5et0x3T3Gt+lIv9MvTrRIcXlD0vuH41QVCYbumDM8yYXc7m0/4jySOM3J+6hzU1BOVP91zNdeN3j40y4GQug0gYPYIYROnbouj6ImeR6Kejc+VlOfL+mb2wc7k2Qy7RzsdPPpPcnTAQBAS4l+Zn1011B1cFBua+PKypLu4fh5ZhTJDMupSmt6ocwk/e1I3l7HG5K3tbaWGmCjgwaD0tGjwvz54yWrn9QDtMrA7uqCpMnqM0tH/7elOFH38cm1t4+npUQ/f390hxSnjfdYkvTC5fV9QGhs7/yjgo0C6Syc5MtBvKF/sgv2yKGMxGlYPsAKyfstn6TWUn1xe5KOAKMSG5J0tUiGAHD6XsVTFjtLNvskfmrPlykW9835xJrcjQpVUhxT7dAEb0QqpXVdnjNnJDmRUjHeL1G8m1LyY1TvPDLLPuvkS5VoFa7EvQ8oADnqPDo7Pf54pejzZ0+ra397zOsznx15nEc7SZFeaXzpFBcmgQQjsIQ/+iiyJc6oN58ZKVE9OwbwCKFTxxtK3u7nCSZJk0om3pBEKUzkZczTnTckmbnkze9DAob4D9CqywWp7cBYFIhfa0gLen2aOM37k0BS6E3gP74hqjPRk4pPjK6tSJHHmPx9VJ9mTBtswHjqfjcDhjjrCuhTeIeWqISJUCX61QCJ5SO8RtROsmGWkAmfOUNvTscdczE68xTSnDx/vF06nsG0Sb6uPBozzmXLsKdie08xlap+0W/RpDQe2CRuRJ7glLXAx51OJnVQvGNHlfs0+JOsggCAT/zU67/Q6UNWVXk6vDNBgcYO3HCakiSaMGY+rWAAjxA6dSwpxB5p+iRvUFuSJQAAi47/PEXvAGDR8YqcasOp0R+/hwJjtQKAWTeZsISh1BgOAIApMu7oAxMSO7hXLGNg+GVUxhY9yNxoJsHUM6lCWfwSJOsmbA6Pydrgn8Ab4CdpZPPHFCDexGiUgZjoHQAERdJKYSHMTC4Moio/0b73Q1ehqiQf9U6VJj86d+qMEzl8ducUhIvqOJetKp9GA1BNFYYwRiHVlw4mcSNK5eZ/MvnE1nmlwiyc1AdrUmEU4rxNE12M1OpN0LSm4Zmkz0ip8wQlCpQlxDSpp4K4eHa4545ZsJAp6pQWUSJDtQA6TsczU1NUAz/cFEG0uqhv9JwM1ekEAGBZZgq/a8DHidYxgEcInTrVeRaWIYl70c8pTPJllPJMo17DBSOJHsTnnk6fV5kScwrSdjlytLb6pKOaA0BZa5xOwkx6OldcDABzC9P2tk3sm1gAUOpo41QFAEodx3hFktiT/RGVAsk/HF3WEgQAYjDwVVUJks20zWxw1U+0AKxCFx3u2BA9lH5M5v1NsUU6NUpa4lRL2Fyi1S25EjYOS8HsuNdYlTgIAAVtkSP5kymPFMzRWJons6A/O2kaVdYrooUVko9heTLKWidQ01PSFoz3IsIEUAApmBN3FuczCSIVhdO3olETUSfai77SWpn6N8nnJrvVR2EYMjt/ap6Jq3PNHEtihwIR/TmT6F9UZUt0d5oSVbaqjzo3JU4z89MvBvrMXTAv94J5yX86U7T8h+8oKuRYdf/66oqpynPE71f/caqyevHo8y8efQEA7qu5f0XeWVOV7RDDzTcZbr5pSrKiothdUgYA/IwZme++PSV5jgcHsUMInTpmHX/urESP8gwhl9cmeS2Z55iL5if5Abt8UfJ3m6eXKxYVRNyVVNYkfd7P6YmUN8WJUgw33gAsCwCX1OSN1JGn7vy6D4b+0ErhlU07Jrp4LDmQnfi9aF1IXbTLDQCGa68hCb/peF7x2tTDhhGLdntmdLWXD7QmSKOVIysbt42eUt4csLpTaYU+2cDMPijNOhyn3yyhcObmJCPJBQdmx51++fwcALjyvcNUmXAbDgUI9i6SQxP+VJUUTHKgR4Qd8Ys9VYraQwXHJjBqGqvQisZJvp0xRHSXq1L8YfPOati1ZMen+worPYm6h/LGwJlbJjxg4fklF6aeeElZeq51At0uVlVnpRmmpu3RdOKXaEwMLwdyJ3qGl1hKTkHkvCJ/5UiDYVzF5pJTUI+AEDpNYACPEDql7l87Iztt3Ie2m88sqcpN3h3xrnMqSjLG7ah5WW3+khQ+Jj+9LClPv3huubdzVeIxAAVRveXZDiamj4Mwb67pvnuH/s6z6e9ZUxmzaMK1876VTSfi2Bt3vZTtHXc8M42UUsdjCuBtX02V+C3JhMJ167tMPpmrrDD91zcSZ1VoKrp+5o0j2aYizSNf8XK37pyz7938jF6KH9QRoLdvfdEaHDPUFqvQO59qj93Do6mKJti3MLWCxMcq9JbnOng5/lrWvOcobhu3I0DEXR5xz4iz1Jzs8284T3/VlXkDriXvkom2LAd7F0nBTG/7Gqom77s3Um5V0fiOnTv0d3F6ks7VgYH5qfTLmBxtWL35+Y4JfjsPvvRUmyYyyTdNqWj0dcZvLLIF3Ldve/HS//TYHLFvu5zs9wuGhN3lYsfiyS1rCMg3vth18et9ud0TeCd8Sc7SVQXnpJ6e55jvrJvNcyk9iGYZuK+fPzP1zJO6f+2MnDRdVEUbBfAdO5eqqVYTaDnd/TVfJ5/++1pmwXz3vHvG65Cs5XT3L/gqQ/CRHqH/K/BqRwidUukmzR9uW1RTHP3GkZZnv3LejLvPrUglE5OW++0XFi2vjG7W4znm9pVl37yoemrKepp58JLq6+ecH2i/ZLw2vVx97n8fm1vSNTZ+JkR38cX2F54n+hNLXb+06NuXzjJqk0diDEOuPqPwkW9dYf3hQ8Qw3ARkDvt+/Noj87rqohILHHO7xfPLtx+p7G9JkCfHktn5aTzLyKEMV9OVSjj6ZDD55TuePrZ4p0u7enXG+vWMOXmdzjUzrv3S3Lu1nC76CZfG+ZkrPBb61m/a8+75uv1vf6155Af/s+WpQmf0hwlNUvCrH/zp3IbNsYuXDXIPPNaiD8YfaEAO29yNV/i7l3mPrVbjvOcfXR4uJhv7oHT/E62VDX4iCHxFedRcwvO6vML7/7e1do87OhylTLB/vqd9bVRwzrHkxuXF3798DgCk/eqXpnvvue2t/SteYyHmNWwlYoltLacK7+86M9C7BACskHVtfY3dFacPAon5Ww6luxuvlEN2A0cevKT6b3cvuWJRQaJoR2XdzZeGnTMTVy7QifduKIjo/9/vOvO6xg1HiVarPW8N4aOrk/Qh+tODMzJ0cXoQJP5kYHlz8GuPtdji7aiSwWO/een7nKoYgsqDv6ova4hKM4Gt03DaCmtFVFxHKRvqr0nbO+d7f3r7xhc6daH4FRAMhbnGGXou+mZS0BH6f481Z/eFtSL9jnvF4uzob0YSQqIKyRL2krJLv1H7zYm+8rqwxPb4zQtzxq/SHTI/Q/uHu5almyb59YS47EbN729fvCDml4iVcldbv5pvin7JhIk5bwtMBT898+GytDifGPg0rMw/+8HF37Zoot87yDfl/2T5T8vTUvrpRAh9PpAE4+kj9H9TbW0tAGzcuNGcQtiQgCiKXq+X47i0tM/b+9hT4mCHe3uTo8cd0glcRZbp7OrMSQzNUt/j3Vw/0O0OCSxTmmlcVZ2VykOew3Hiq9RWq5VlJ9z7+jPk8EXeO9y5pWtrn9iksAMsJ6VpTLMyK5YVLFyYVcsQRunqCr35ltzYSCWJKy7WnreGnxm/5coflj880ne02xsU5XSjRtt9zNXa1SkxHk7LGYwFpTnledazZmbmHe/mqrrdoTfelA4fpv4Am5erXbmyKX/G1oaBHndIw7PlWaazq7JsRkF1uUJvvLnnSOdeyejQmvRATXJIVZRBc4Y2P6e8suDs6qxMs3bAG/7wSH9Lv19UFN7YpjF3geTUdPYXtAbmdnKmwlLTBefzcyb2VSS/5N/WvbXF0xySQqJokLyFcjDHzx3w8wdV2cEEg/lu5rz+rOrCWt0FFzAZw900aDgcfPud7Xtb9ke0Lp3JnJ0xd3H1WTMyyKYPxJ071QGH6vEAAWJJYzMzNEuXaFetUpxOz6OPbvLt3VJBuzOEiMARVWv02Sp77eli4QFz4YDCMKFgnjQg2Nqc9oho4E1a+xk5Cy+snr+rb3urpyUkhTL0GfMza2ZYZ27+8K+H973ji3gNfqm8W13gt2vKKvjqKu0FF7CZGVJdXfi99+XWViIIXGWl7sIL2Jwc6dCh4IZ/t9Zv258l9mcKbHomk10js7WhoNGk5dNNgijTHneIZUhppnFlVVa2ZUysrvT0hN5409nUuN4m19tVD89QUWN0W6sHjFqLsa+QGdD3EMadHgxa+knEURgR0i05GZVzihYVW3iWYRyOQztf+kA+1KuJgMBnWnJXqKXVewf3ks6ddraXZQOSUfXm6oKFZVmmeWdUnV2dPVJb1OUMbjrSt6PZ6fCHeZbJS9NrBZZjiExpnlVXnm364HDfkYEWUWgQ9J4cLZM+qPr7zC6DW7WEWJNBK2RrxUqDx8tGtrO0xyXoRb5Y0Ne6mUantF9i3EBUQYKsABgIY+HN6TllNfMuqMmooU5n6I03pSNHaCDIFuSzuTlKT6/S0Ul0Wr6qauh8oIGA/6k/hd/fqA46GaNBWFRrvO9eNicHALb3bHur7Y2eQB8A6FltpiFLx+rMWkufW+xyewKilzIRs05TaDSn93irmkKV3cDmZGvOXL7dXvHy7s7uwQAJ+vPDrisCTXPTNcKCGnXQKQ5dSrk5nUvL3+Rc9c6WgOxmCEnnLLPdkq2VbwlZm+wOSe/lhaBJkKU0rV+jSrKk4TQ5hrzlecuX552p5/Tt3ratXdt3tdV7wqrGZ8jvNNU2NMzrOcLoDcKsamVJzZ5Z+mZnQ397XSDg5kXVxpqK8mefufT6LEN2SA5t697a6G4MBtzGI22V2ztnHPYwJpN22VLjPV9m0tMBoMXTvKt3Z2+gl2f4QnPR0txlAcm/s2dnt7+LIUyBuXBJztIsfdaELtXRZIVuaRzY3+7yBEUzBwV9LaH2zjZZE9Hpcwuzl62aP69oyoaYijX0S9TrDmkFrjzLuKoqK80gqFTd27/n4MAnnojHIBgqrTNqMhfs69/b4KoPiIE0bdrs9DkLM2tTaXv3er2iOFypajAYdLqTGqwxokS292wbKoZFY5mTMTfFYqC4hp7TeJ63TOGQYydt3759d955Z2lp6fr16z/VFS3/4TuKSvNt+k/jHfgpNPIO/H8tenDK34GfQifega+u/rTfgccAHqFoGMB/7k3rAP5zz+fzRSKRk3/SRVMrEon4fMPv5ONt7TQ0dFuz2WwMg50rTyNTG8CjqYUBPAbwU+hUBvB4l0cIIYQQQgghhKYBDOARQgghhBBCCKFpAAN4hBBCCCGEEEJoGsAAHiGEEEIIIYQQmgYwgEcIIYQQQgghhKYBDOARQgghhBBCCKFpAAN4hBBCCCGEEEJoGsAAHiGEEEIIIYQQmgYwgEcIIYQQQgghhKYBDOARQgghhBBCCKFpAAN4hBBCCCGEEEJoGsAAHiGEEEIIIYQQmgYwgEcIIYQQQgghhKYBDOARQgghhBBCCKFpAAN4hBBCCCGEEEJoGsAAHiGEEEIIIYQQmgYwgEcIIYQQQgghhKYBDOARQgghhBBCCKFpAAN4hBBCCCGEEEJoGsAAHiGEEEIIIYQQmgYwgEcIIYQQQgghhKYBDOARQgghhBBCCKFpAAN4hBBCCCGEEEJoGsAAHiGEEEIIIYQQmga4z7oACE2WuOPXt/z0wyCNmsxkr3v491+sYj+TMp0USZUYwrBkGhb9tBQSFZ1w+u1MRaGyTDSaqImqJIssp+WnpsCKKoeUsJE3TkluskIpUJ4dt8I3cQIaDBK9fvQfkPLRGb3IeCRZZRjCMmQk29GZK1RRVEVghQQ5hJWwltWOWRelNBwmOp0aCgEAo9PFph+3zBQisjLeoRy5zBMnGxIJRTiWYQV+TP5ARUUUVAYIIdyJH/GhrRYVkWd4QggAyKpMhhcBjhnzcz90yGSF6gQ2anOC/pBeywM3/uNBKEQFARQFWHakPBpWM7TTqFY7dEQAIPaUGL2uqPWKisgxHENOLKKEQwoDLKdVVcpzE25voKEQ0WqBEACgkQjhuKECR2+vKLOsomE1sTmcuCcfPx8mWgZREWWF6HiekHFPm9gNB4CQqLCswoUlxmAYL/O4FxGNREAQgFKqqkQQEp+r0VSViiLRan1iUMvoZElkCTC8wLEk8UrjO77TqCgShok9o1SqyqocdW2eOJ0+f0IhGP9oTlOn6e/s1BFllWPI0A0NodMHBvBouqLOnl4RWL090zLm559JN/PjLXNa6g/2v9L00o6e7Y6QAwByDLnL85avK7vcorF81kWblrY3Of6xvX1fmyssKRxLZuenXbYwf+3cXPKZ/v5Sv9//57+ENmyQ6hsAgMlI155zjvHWW3ybPt6w89j7lvJWe4FKGCOVFhdZb1w7e1b+ZI6+K+z806End/bsjCgRACBA0rTWdWWXrSu/bBIVQ+6A+PzWtg/q+jqdQQDINGtXVmXeuLwk2zIcDzj94vNbWz+s6+tyhQAg26I9qyrrpuXFmWYtAES2bPE/9XRk61YaCAwFUUBpfenc15ZedcCUF5Apw5CZOeaLa/LWLcxnxz4eqR9/7PvHeteu3TQcJjwv1C403HSTbt2lMOoo9rpDz21p23S0f8AbBgAtz0qKqqjDNXq8IJWUH2HM9c5IDwBYtbbF2YuvqLgyx5A7lIBSurHj/Xfb36kfPKKAqhFpRaNv9SZXtd8Cqqp0dYOqjqyLsCxbXX3gB9e+Lx9qcNYrVNGy2jkZcy8tWzcvY/5QGklRN+zufGN/V32vT1WpScstLku/flnR7Pw0AOgN9Lzc+NKO3h2usBMAGNnud5QH+ueZBNOS8vSblhdX5phHVtdypO2vf/94p6h3C0YAKPA7zjGHr7l97WZx98aWd9oC7RTAEFSqjvhWH+aa597wfkZ1i79Dm7FHY2knbAiAmDUmWZGDcnAkz3Rd+rLc5efkXfrGbu9r+7vcwYjW2qC1H+KNvQQUnhGymBLv0cJW7wyFMFopPMdz7Opc5sy7r2Ps9qH9FXn1NempP6mH64CqAODhyOZLS3ecmXNM66OUGiJg6tI7nMv/P3v3HRhFlT8A/Dtle8nupvdKICEhAUKvgjQRFRQV1LNiPcU7z3JnP7unXtFT4c52Z/shoB5WVBQVFCmhJUBCeu/by+yU3x8bNmF3toQQkpXv56/dmTczb8rOzve9N++1UGME6D1NMRr5goL4K2ZkVlr2flbz6ZHuck+wKqPkTtbBCZyUkmZFZcspWY251uQyAkCaJn2KIs+9d8/P8va2GFIggGeVjCldZp06Kzv/ihmZyfoQUTSzf7/11fWu7dt5sxlIkoyKEhhGsNmOjtF8uyztWJrURXIUQUVLM8xmhZVvpxTtBAAFyjz9uOuKVuXoctrtbZsrN+1q+bnL2QUA8SaheFfngq87NBK1bM5szc03S8YVBs9Di6359QPv723/hQULAAi8hCB4IDiSILOisuenzV+UsaTF1vJh5abdbbu9Oz47ZU4yNfP93YeqnF9TmlqCdoBARHWT82vggoJLDStXAUXxvPDJ/qYt+5rKm0wcLyikVElm9Krp6eMEE/vXv/Hffdfa1S0Q8Mtk/Y7phuosFUeCnJQVxI47P/uCCXETRHMr2O3W19+wf/jR5/G2r+Ymm2OdBMELnMRtS7a3FzGW9GhwFeckWAXyYIPRwXAUSYxNibpgQsp5xUmk341VcLls//mvfeMmd3kZ8AIQpOeCoTMyFOcvVd90o1Mr31L1vx8av6+31AGATqYriZ90ftYFh7oOflu/rcZcLQiCRqopjhu/POfiHF1O8EM90gkC+/kX7nffEw4cENxuRi63TZmsvvYa+YIFw52zUycI8E1Z6+bdDYcajG6Ol0mo4jTdyinpM0fHDnfWTpuGLvvbO2p+PNbRZXUBQHqMakFBwmXTMjRyjJvQiEAIgm8FJkIRgT3w8vUPfaW99Pm/XZF1eot/S0pKAGDbtm1arTZk4iAYhjGbzTRN63S6QGn2tO1+bvez/Z+zPfRy/f1THsrV5w4mA2cbXhD+8smRD/c0+M+aNirmqcuKvbWdnZ2d3ll6vZ6ihrYCga2u7rryN2xdnc90k1L7xMK1VTHpPtNJgBvnj7pmdtaAtlLWdfiRnQ+6OMZ/Vro24+lZz6okA6j8KW8y3f1uqefZpT+VjH5s5bjpo2IPNRjvea+0x+a7OY2cfmJl0ei3X7b+618+s96feNHG8Uu90Z1XQYruhSsnaBUSAACOa//d792bNvtnSb5ggWHdK57GCzsqOh7aeNDmYkUzT8u7orL/R0ktPtNllOzOCb+fkTzTyTqe2PX4gY79/svO/a7z0o3NxMl/jC4Z+eqN6UfHaPzTL8u+4IbCG0029+/e3nuk2ewzlySIG+fljM5p/eve552c02cu71Ybq5axjliKJO5YNPqyqekAsGXDt88etLmpk8ohSYktNnOToDL6bl4grM0zBF6qTvmOIHjfuf44ubFmiduWFJX5qVRb6z/f0VlgbZjn3fsLqn68666LpWPzu2++xfnlVm8yU5Tkxdsym5L9qnYF0tI8w9E+3juBIDhD9teU5ljovAXHU+bGcwhL4cMrCufmxQdKZX35FdPTzwDHnZQpAjZckvTd3JiQGyGAnJ8+f0fTjw7W4TNLa2Zve7Umrc4BNB11/5/UN64JtJIdTT8+v+d5VhD5JXrFK+N7XN0M5/aZzrMKgnL5OBf6MwAAIABJREFUn8q4DuauHdqU51+753+VpbXdvtkm4ILyb36z4z0AYKTkujXp5fki1+qSzPNuHncrcXLIzdU3dF55lb2h5rnbxzZkiRRzOjrHWRrngCAyqyTT8Oyq8UpZX0jDtbd3XXGVu7w80I535ie+tHZ0G+u/CyKPoyRBXjP22otyVgRa2wgnMEz3Lbc6v/jSf5Zy5Ur983+BIf7rGQpuln/ggwPbj7b7z1panHT/hQWRVVnteU6TSCRRUX2F5t8cbn3so8NON+eTOCFK/vwVE7LjRX5cp1dpaemaNWuysrI2bNgwpBua8ehWjhdSDMqNa2cN6YYG6b2j77x39F0AuHvSvbOSZw93dgISGKY5MxsAJPn5cV+J/PBPI+qRRx4Z0g0gNDQE0/4tG/d05Sy8cm5GsMaxp2D9+vUAcPXVV8tkg2rFx3Gcy+UiSVIuF2/BWG+pe3DH/f6P9QDgZJ0/teycn3aunA679eNZ77Xt1e/urBWd1dhtbzE6zsnvfe632/tKTBQKBUkOYW8ggsPRceFFXH29z3SeIB5b/LvKOJEoXQDYU9OdpFeOSgj3QaHd3n739t8xvG884GFyGY92l5+bHm6dT5fVdeNru/yDcwBwc/x3R9rHpUbd/W6pySGyOYblvz3cPHHDKxqXrf/0r8bM+c+UleAXvQNAu9lZ3mQ6ryiZIMD8l+ccb74lmiu2uppraVEsXlTVbr39rT3+T1ceJOXS526gpFb/WZzA/dz684S4iW+Uvb6nbbfo4rUZSgkr5FSdlPnXrks7XCBenFfRc0xCSF/91FHWZPKfKwDsbztayqx3i50agmJkumpH91ieo3ZVdebEazqr6u/f0cWd3NwdCEE/ahOp9I15AAAIkGrrZVE1BBFeWTzJynTVEmW7NKpGdL5E2Q6E4LameL4eM6QJGzZk7/zC+eln3jQ8Sfz1zqzGFLGacEKQaetZp4FzRnsmaFJ+kOrLwspbcIQg09Y4TAnbDrpm5sZGa0RuzvYPPzL+8U/gFwduXRj3xeK48DYjVJuqWV6kYMglIw8URU39uUfmZF3bt0vGjJbkihSwVvRUPPrTI5xw0ukW/K57m9vGCSIFLgTJip5Km4o6ZLB9t4XcZxP/vzsWm6VknKPbq968OvVAkXj7nePGSpIgC2L6mg8IDNNx0Qq2quqVG0YdHyPedk2ibAOBdFuT/Wc1Gx21HbYFhYm93zmu89LL3IcDnm6XjPzLLckd8mBFG/0JIJS2l6Zp0tO0aWEuMqIY773P8dHHorPc5eWCyyWfPaKjJlHPbCnfeqhFdFZlq4Xh+MnZ0Wc4S4PheU6jKMr7nFbWaLrr3X0MK/LztLrYH451XDAhRTrwN3oGpLW1dcuWLXq9fuXKlUO6ode3VwkCaBWSS6f6ViSMKIc7Dx3uPAQAM5JnpmtHcFY5zvL3fwAAFRur+s1VQ7op7MQORSi+rbmdI6KTEyM4vn3nyNuMWH2ph4WxfFDxf2cyPxHNaGP++6N4TOLx5cGWo34VpGeA7a3/cPUijQJ2ZUw8Fh+sdejLX1d4G4SH9O7RtwNF7x5lXWWl7fvCXNt/fqgx2QOuzeXmnvi4zOIUr/0GACdPvD/xov5TWJJ+t2R5kC3ureneUdnBtbdbX10XJJn9g43uI0fWf1Mp+nTloYjdT0ptgeZyPPvK/n/ubN4RZCufL4qzK/tqxqqzVPuLg73R8P7R98qa2wLNVSfu5AXxsgYAIGm7Mm4vAAgCvLi14p9bDvKE7/+yXH+MVnQEycCAECQjjaoOkkAVv4+k+0q4NuTN7/rspJqEXybpGlKDtWNXJ+/wxKuUzKyIOTSY3J6EENTJO9ws//LXlSJzOc785FP+kx0K6vNwo/cQLGp666LeVZkee7z/SxZe/y1/ixd8fxqnpUayLU5WntYVJMGGCRdUZuv2TAzY4AsANlZuMDN9t0H7O++yVVV16YqyccH+SZXxu0lapKAZALYfbd9f19O7to8+dh8Mdrq3z4rujBlwgfsbZa9FYltRtqLS/n/Bqk9t//o31yIeCY9YNR3WT0qbgiR4/6e6drP4pRIpXvm6guUCXW9Ch9n53k+1ZzA7CInDdzlQhHK1tnQJZAZ7/L1nX9tRVt9hp3Qpo0vmLb9kSWFM8Mv60Ucf3bJlS8gNdHV1MUy4FQVBsCzbv8G2F8Mze1rF6wC9fmz4YXnixYPPw9ngmyNdrgBVsl6f7q2JkfrWI/X09AxZpgAA3AFqYH7OFH8f1avT4vrhUG1BcuhKeEEQdjT9GDLZ19Vfp5JhVWR9fTjEY2Wz0beBsY89aUUsSdMnajIPJ402y0P0qPfFvrpRxr1C8B+dIDRt2LyDmBQkiUx/PPiGqswhErhkZNlYzaTdve3VS8eH6I/ALbik2jpnj0h9LEG7pJrG4IvLdcdtzdMBoKnb3kyLRF8yXYgMnxL/WuETCFYWVePoGuv55pDI9ycXTK/Z451fGrQ4AwAoqZlWtrnt8dKoKginYX/YaGU7JTPvriZqm9rUspOaHwsHDnDNzf6LHB6rcclOW11FabH24k3NAMA1NLZ//wNZMLb/XCtrPdh58HRty59Mf9zeURxorl0q/2pmBkCwA85wzLeV22bEz/R89dyd9o7XB98uQXLSqBpnV57o3E/31qaoOABwf/RR8PWUTjiVrj3a7e27a3dnaQb2StGw4zZuFC3i8RLc7s7NH1KXXXrGsjR4n+5p4YMWprg5/vM91UvHnZ4iszPG7XZ7ntPMTnZfbZBHAgIAvjrYvLwwWDHZ4JlMJgDguBCPNOhshjXwKDJx7S1tnMBWfLL+4yOMITt/TJrG2bD3s38/dNeTn9UHq4gcMbpdXaKtavvrYXpcYg3skb8mY+gD1dTj+0b3GSD4vfru0awN+B6vV5MxrAxbWYun1zqAYI9WzbYQkaSHi+W7rKGKrkLVh7loaZeqLyoIc2cFvxcN/HU0dwWuHgEgBFrq96K4jzAq89rj+lpot8WFrjOkZOLPfJTEHDKCpaQmbxrRrNGyUHt0KoLVClMnb7El6qTT1x4f+oCQsh4YmpxTMiPHC60m358GH+CH1h57Ovsz7zJI3XTvofP/abc72gWxhvGnCxXqeLaFsbOtjlbvZ88uNCaG7h0jyKls6nH2X1uw7MWd4rlo65fnSBHO3SzkERtpmsP4Swrzb2tkajG6gpdQAECLyRWBLULQrw3WwKPIxLW3dQGlylpw6703zEqUAgC423e9/sRzn+19/aUt455ekTLSC6dYPqyyVdH3JJE/LozjxAatDxkiQoBCdI4M3X0RG85eAbB9LbSDRWVs4IbcJ2/09DybsP120PelbvHt8sAGbJbft6qgJ5EQCAjzbfDgmenXDxMXRp9MBCmeK4IM65gTfaG72LZOayV2OHw6UfO5Vrkw+owgSAEAiKC1waeGAA4ARN4uYcUPNU+f5i61eIoAVgAAwu+nHeRdidPCs+9B8GH87/H9VuK5O3GBR4jsSxn4VPadigCnoF/2TvFccKF2fAQSwribhXPHG1HCeavrNP2BDA+uNzQP3EAJgBMEQRCI4R3YBp31RnqQg5A46eQ73/nww/f+dmtv9A4Akrgp192yJIlkKrf/UD/y/+2jZYaQfwBKWqmkQwyCjTxiNaFHD4zTnOb+DsNBJiWKTo+1irxY4SM+KqwKKy2toYnQEXK8PHQ1OACoZJRP4+RTQPFctK2vUjrOFnpn4zRSIsCx6i82Rus/cpWXAMAxIdrqhyO6u68NQnRX6FdpWEa8izvOFXokC96tFIRg/8UcM+SdHvvw2Z1YS2f/tgH9D04gnh3n3Kc/5xyjJQiI0/r+lolE8YvHEEZuw6e2sjLXiVDW73I1yIa2+y7OHeJyMvSEbn8WLevrjd9zd4rrDPFGDADwgS9C73015O/X0HWKzeNiZKFHEBhpyAAXZH9EUtIZyMlpFBvGf2hcGP/FI1as2rODwZ7NYlSSyOppH/0qYQ08+jWRZI/LU33c3NLYwkFGoBBkzZo1l14a7K2zq666CgCioqIGOYyc2+222WwURWk0Io8+OtDl6fPLu4P1zzwpYXKQIehQf/PHydd/3xi88du8whTP8TQa+5qDarXaIe2F3nruubZKkXeYJ9Yf2pMW8HVWAFBIqZn5Kd6h74IbF1u0r31v8DQzUmeGeTlNz43deihYm1WdUmq0B4uLxrYck7N9DSkLG49IOLfP0Gg+5oxN0mnO63zuBf9exPtLXLqw4KjkYEPABr0uc6Yy9kCQNcQp4tsdAfucAwCSF8aW9Q1BV1Bm+WFWsMCMAJIxifeLy7NK1h5HK0WGXOqfYc+HKKVEaepukfjeLhhzhlQj0g/iUBEIxpzh/Ubx3Pimw/0faAsOW46ODlZKIrAy1pYIAC5Tpirx59OYNY7Rsi7DmARNZpLviNPCvHM6NGrB4jv6QH6ZheSFU6779VFQ1tsDHBkVpZ8zh5CcdEnrQJehzag1156WbflzmTKDzKUEbuaeporiYOV0BEHMTJ+pU/beB2wLFlgPl40/2PPjrGB3BgGg/yXhY25BkufGYl+40PJTsNNdWGZu8TtxIakkqpLUSXQYrXhGFPd553W//kbQziYI3dKlVET9xc8rhI17g/01EATMH5eq0w1gyNLh5XlOo2larVYDgE4H2XHqqnaRQUy8Zo6OG+oHM09mhvTJBEW6CLshIuQh8BzHCQRNUyf/MxIURQBIpJIgD2tJSUlJYRR70zRN04P6gfA8DwAEQQRaz+q8Kx7ccb8Q4JVcmqQvHX35IPNw9kiNUZ9XnBSkg9yiNP20UXH+dbcURQ3pOPDam25yvP0Ob/Edk/ycyp0fFS1p0wSsWbpqZqZaEe4ro1fm/6a0fV+gawkAElQJs9PmUERYe3rdnJxvy9vdARrwEwTcumDUM1vKAzWnJAEuLf1f/ylKt+OCQ1s3FS8NtMX0GNWS4mQJRSqXX2Tf/GGgZLLp05UzZ65J6rrjP3sChfmO9gkKQzlBBazru77whk2VH1T0VARKMHNnt97Yt3jhYUt6naMuPWC/6wvTF2+rjW3qEa/GtLVMicoO2GumwFP29hLP52tnZ2vaZI+V+j47OjrHKuNKSUmwZ8rwCQCcIzZIt/bO7jGcq6+zsUXHvo8bk8Ps6xvCYOaOrq/nxxh1AYtjbG2TPG0KWEesy5QlC9rp/YDYW6aAQNw4f5TIjZGmNb/9rfmpp30m643umTu7v595GurGaVZY/EXvcdOsvUOiELkkVudd+eSux4OvJ1jz3MBUNlZZlxJgFDkAgCVl20oOtH1Xra7OChg+nZu2IEnb15Gn5obr7W++lXekJ7GRa0kJeHNwdY7lArQxGZOknZuf4GkUo7nyCvv6fwXpWX3+to7vZ0U75QMLSy4dfblcGnnDzdDTpspmzXL98EOgBIoLlsnyxpzJLA3ehMyYSVnRu6sDjoZwbkFCTsKpdFU4XPyf09bMy7nv/f2B0iuk1G9mZw/1g5nnmQRb6aMgsHQHRSLB+v3Tqy+55Kb1h06uBOTqyo9aQZKRkxERUe+42KJrC64nxJ7laJL+3YS7UjWpZz5Xkeuu8/KK0sS7U06NVj5xadGw/BuSsTGGf68nlL6vQkg4931fvRjlEB/Zbn5BwjWzBtDrco4u59bi34peSwCglqj/PP3xMKN3AMiIVT24vMC3eAwAAEiCuGPRmAsmpNx/YQElVqtJEsSdC0cVj/JtPnrZ3v9NqhOvGI/RyJ5dNV5CkQCge+pJqqhINBmdk2N4+Z8AMCkr+rcLRgc6mxyjMdcuEXjxnV01ZvW0pOn3Tf5TvFK8ojK3wnrJxpMiEEIQbvx3XUyneIuDcbFFa8ateXb1BL1KPLSamTpt9ZgrxU+NQJtrl3ham58/PvmyqelLL5pxuc53DDyBlxqrlgmceGmOsyvP0VEoOksMYW2Ya6q6gHOJ1yC5bUmWprner0XNR9aumh79xmv0qL4hD2Uu/uZ1tSq7+ItKju48R3vfCAvm+gWcY8CVrqLs7eOdPXk3zx81fZT4CjW33qK46EL/6ZdsbMmtCLf4IzsqW/RkUZxw7ZsN8e0uAFCuXKlec4Po4lMTp10+enXwTRAAMkr8bAZ6mULm4m/dbPvLFXMTosRD2eLGsqt+2UQIsOa1+tgO8Wt1bPTYG8fd3H8KqdNFv/ZvUq2+45UKpUn8J8NYky1Nc0RnJeoUT19W7H2lhVAqo994jdQH7NNea2ZvfqNRDgNoYj0vdf5F2cFGoBzJDC/9g84dJTpLWlysf+aZM5yf0+LPl4zLjBVvgJOfHHXfsrGisyLI3Lz46+dmi86SSajHVxYF+g0idCZRjzzyyHDnAaGBIqR6ovabnUcrquyZk4uSlSQAANdz4O0XXvu5Sz3z2pvnp8lOPVZbv349AFx99dUy2aC6L+Y4zuVykSQplwe83Y8x5I2NHttib+ly9L4kTBLk+PgJfyi5tzhu/GC2fhaSUOSSoiS5hKrpsNqZ3uhCI6cvmZz250vG6ZR98ZXd3jfMtUKhGOqGanRamuL8pXx7O1dT4x1YSFJQkHLjtXOqfjG1djRr4739hCXL4bfnjb1lfu5A37LL0eUUx44v7yqzuPtq+0mCmpo47bEZT0QrBlYDmR2vmT4qttXkbDY6PHXdBAHj0nQPLi9cWJgIAKMSNNNGxTT3OFpNTk8CkiCK0/UPrSg8tzBJufwiUqtlKyoEa2/gRIIwvWa3zmFuik2zSXp/EQoptWx8ypOXFiXoeiszCamUX7KYp2moqRZOnCYyKkp9w/WGF/9Onmi4OC5NV5Smb+y2d1hERh/gXDrGnC2TO0ip0ds93Ch97m/H374oYzEAKCWq+WnnMjzTaG30DgahM7rP+7z98g/baZ7wGf9J4eCmH+GI6ZObZQ5v+mh59Koxq28qukVCSgwq6ZKiJKuTreu0sScaJqQYlLctyL3l3NzC2MLR+tHNtuYu54maK4FkzJmm2sVua3JGrGrt4jHXz832xEFTp+VlWFpra1p7TvR/QQnclJ6u2ycspmKVTZYG7kR3YvFtrvM+NSuts2q4SS6HnpL3kHRvKwAC/IJQgiiIKVyRfrOxLbO5h3d05xPAU4pubzd7El7taBpvapwv8DQAxNh6VlvK77t1sWrubEKpVK1cybnd7vIj4HYDgM7ETtpjtKkkbUkK/sSGJBaFuWWurXWqd5skQUxIj/3D7EvjoxSN1oYTYyWcVLOklKjUEo2T6805RdJFRFpMfU+XGoQTPwHWEWNpnJstO+dPF449f7zvSJD991Fx3hI6KYmtPM57X5MhSIrjJ+8xyp18S6LcKe/9oVEg51xagmK8vR5q6fibi268pfi2/Oj8Fltzl6P3ZJG8kF9uvf6N+jHHrHR2dtTDD2rv+j0ELg4sjB03Sp97pKPOxhmht769L7GMks1Lm3//lAfzDPnN1qYeV493x6clTC+SXVNZG8VSXaSk9+IneKL4sPN3XcXFT7yiS0s6rzjZ6eZqO23eBjIJUfI183LuyJWwFceEjg65k5+6q5ujyZYEGSvpvbMZ5IZLR19+a9FtEsq3mIlKSVYsu0Da0Dr97V1tmqjWBBmc6JGRd6vsbZOtDXNBoFOVJCWVOE8M1amS0csnpT6+sihafdK/JBUfr1x+Ed9jZKurfXtooyj53Dm5f35h1sSLe5w9zbYWb4/9WVHZq/Ov0kjUTbYm7kRHgMnqlOsLbliVd0Xk1kMSSqXq0pUup5OvqgJX78VPxsZobrtV9/xfCGXARj0jmUJKLS1OFkCo6bC52N4zaFBLr5qZef+FBXLpEDZnGwqe5zSKovo/p03MNOQlRzV22zssvWeNIolZo+MeX1kUqJLg9Gptbd2yZYter1+5cuWQbuj17VWCAFqF5NKp4m+BjRCHOw8d7jwEADOSZ6ZrR3BWOc7y938AABUbq/rNVUO6KULAwRBQRBK6fnrxgee/aXLLYrJGZ0ZT1raa6nojo8i84N5HrxsfNZg//JKSEgDYtm3bIN+BZxjGbDbTNB3O61Iml6nF1kISRIo6RSmJmPfHRiZBgPouW4+N0SgkmTEq/0jYM+Krh16vH9Im9CdlzG5nj1cJLieVlkbFx3snOo4dr+22Ow2xCRlJSfrBPtVZ3daDHftNLkuaNnWMfgw1uHdHPUEpLwipBqVOrJLZ4mTrO20CCKkGVZTSt26Nranh2ztApSQEQbA7qMREKi21qcfRYXaq5XR6jEri1wO2xWJxuVwqpVLS0sJ3dhE6nSQnGwKcI6ONaei2kwSREavqtjIdZqfV5VbLJNEaWWq00sU5Gy0NnMDFKxP0cpEHL07gGi0NVsaq6bAmmEkiKkqSky3wPHv8uGCxAs+7a2sAQDZ9Op2e3pfebdPJdMlqkUjSzfK1nTabi43Tyv1PpdFlbLW1UAQVK09qN/IONxcfpQhUn9Pe2N54tIamyOxxo1TRvfcQhmMarY12Y4e+zRZL6+isLFKnc3N8bYfN5mIlMhspMUspWYomheGYZmuTk3MCgJySJ6mTNdLet+utTram3drYY1fLSJnKpFKyOllUkjqZ56G6stFY1xStoDOKR5Mnd97hcrksRiNfUwsNDZSb0eSPlYzKccsljdZGJ+uIpqIMTSaH2dak0BtVepbn9SppWrRKq+i9JARBaLQ2mhmzVqpNUiU125rMjCVKGpWsTiYIotvZ3WZrlVDSFE2KnJIDgK21ob661ALAGXLVqoRkvdKgHkAnlFxDI9fSQqhVdE4O39PD1dcTMjmdk93M9xhdRrVElaJJFXiysr271tSglHF58alxypMGrza5jC22VpIgk6Wx0tpmwWankhKplJTw89Dj7ClvrzfZ2FRNqk7Lmt09SlqZokmRkH0/E/8dB4CGLntNT6uzoyKFZdKiM9S5+XByk12OF2o6rFYnG6ORpRh6C3o6OzuFzi6N2USwHBCEIKFaYiV2tUQn0yWpkwI1z/ESHA72+HHWaa9QQw3P242ErkeQEJCQlZqRmaCR056MdVldGjmdEasWbYDTtzaXiz1+XLDZCYVcYBggSTonp/8V5eScjZZGN8fEqxIMcoNnoufydrKOGEWsz+mIXGazmXE4+JpawmxWJCWqx44NUvoTQXheqO20mR1uzy89QvfJ85wmkUiiokRa/ndZXc09DookMmJUStmZa9lZWlq6Zs2arKysDRs2DOmGZjy6leOFFINy49pZQ7qhQXrv6DvvHX0XAO6edO+s5NnDnZ2ABIZpzswGAEl+ftxXXw7ptjCAR5FLsNf98NGmL3ccqmkzMRJdYk7R7KWXLJuSLB/k/8iwBPDoTBquAB6FozeAV6kUYu8Yo+HicrksJ7pywNvaCOS5rRkMBuz7akQxm80M0/tSA97WRprgAfxwwQDeBwbw/iLiTWGERBHK9Nmrfz87xOuGCCGEEEIIIfSrgMW0CCGEEEIIIYRQBMAAHiGEEEIIIYQQigAYwCOEEEIIIYQQQhEAA3iEEEIIIYQQQigCYACPEEIIIYQQQghFAAzgEUIIIYQQQgihCIABPEIIIYQQQgghFAEwgEcIIYQQQgghhCIABvAIIYQQQgghhFAEwAAeIYQQQgghhBCKABjAI4QQQgghhBBCEQADeIQQQgghhBBCKAJgAI8QQgghhBBCCEUADOARQgghhBBCCKEIgAE8QgghhBBCCCEUATCARwghhBBCCCGEIgAG8AghhBBCCCGEUATAAB4hhBBCCCGEEIoAGMAjhBBCCCGEEEIRAAN4hBBCCCGEEEIoAmAAjxBCCCGEEEIIRQAM4BFCCCGEEEIIoQiAATxCCCGEEEIIIRQB6OHOAEIIgdnh3lfb3WF2ySRkboJ2dKKWIIY7T4MmuN3Mnj1s5XEQBDojg55cctxRX2uuZXl3rDKuILpAKVEBgABClbGqxlTt4lzRipiC6AKNVHNqW+RaWlw/7+J7ekitRjphAp2VNaDF2epqZu9e3mIl9XrJ5JIqhaXOXMfy7jhlfEFMoYJWnFqu+rLX2Oj6ZTdvNJJarXRSCZ2eHiilIEBlm7W2u8vl5mO1svHphiilBAB4XjjcaKput7o5PkmvGJ+hb3XUVRmrXJzL6VQI9lTgFNEa2YR0vU4lDbhyhmF272arqkEQ6Ows6aRJhEwmkgyEKuPxGlNN+OdFcDhcP+/i6uqAIulRudKSiQQd8E9WcLuZvfvYygrgeCojQzZlMqFQWJ1saV1307E6pqHJ4XIreYaXO0h1izpGFjUqPz9lYoIqMXgeBsTR2nxw18fNtiZSKk3LnlRQdK6ElIgn5Ti2tJQ7cBAYhkhK5JOS7U2Nrd32MlpvT8nQxEUXpupSo5WetB2OjrLOw1a3VSlRjtHnJamTRFbI88zBg+7yI4LTSScnS6dOIaOiTuOuhUmwWl0//cQ1NoFUKhmdKx0/HkjSfeiwu6yMdzioxETZ1CmkXu+/YKfFVVrbbbS7lVIqK07dZWNaehxSmsyKU49NjiLJU7l/WZxsaW13m8kpo8nseE1espYc3H1QYFn33n3uimPA8VR6umzKZEKp9E/GC/yx7qP1lnqWd8crEwpiCuSD/rEPr9oOW1mj0c5wOqVkfIYhRiPyA0cn3ZBLJtIZGcOdI4RQuDCARwgNJ6ebe/nryg/3NLhZ3jsxK079+/PySjINw5ixQbK//3/mZ57l2ts9Xw8VaD+4NKUjuu+WK6fk52cvK4wteu3gv+otdd7pElKyKGPxb8ZeI6fk4W+Oa+8wPfCA4/MvgO87jLJp03RPPUGPGhVycbaqynjfn1w7d3q+7i+O2tSd2BndFwMraMUF2RddPvpyijyVfw2uudn4pwecX38NgtCXvTmzdU8+4f/UeLDB9OLX1bVdDu8UCU1eOCGlIFW37pvKFmPvdImqOSptOynv8CYTBNLZNdbaPJMG2XnFSXcsGq2S+ebW9t//mp9/ge/o9E4ho6M1d64kuP59AAAgAElEQVRVX3sN9AuWDnYcWHfw1QZLvXeKlJIuylj8m/xrZJRYMMDz1lfXWV76J28yeadRCQna++5Rrlzpn9z+wQfmp57h2tr6VqCP3nT1Hz926h2s5xApKCmrSflZqq0BQgAW4Mh2OALjY4pvHn9bokosJB4Iztjzwb/v/Dix1aaiwRPT1e2KOvrS6vSLl0y/ziexc+tXpkceZev6rtJ2RdS/pl+xO2M8TxBQ1wzQDAAlmYYbFyZ+2vDmzy0/C9B3osfFFt1SdFuyOrlvhd9tNz30MFtV5Z1CyOWqq3+jvfce0cKUoSCwrOWFv1r//Zpgs3knUvFxQNFcc3NfxqRS1ZVXaP94nzf0NdqZv35+9KvDrTwv+K4UAACS9Io7Fo2emxcffmbcLL9u2/GNv9Q73Zx3Ylq06s4lo6ePih3Yjp1g37TZ/NTTXEuLdwqp1apvu1Vzy81AUd6JO5p/fOPw6+32vktRQSsuyllx6ejLKIKCSHO8zfLMlvJDDUbvFJIkFhQk/G7xmCCFemcbrqXF+Kf7nV+dfEOePUv31JMYxiMUEQhBEP8HQuisVVJSAgDbtm3TarWDWQ/DMGazmaZpnU53mrL2a+NguN++tbus0eQ/iySIRy4uXFh4OusbvTo7++I3vV5PUaf5OdX0+BPWV171fv1+luH9y1IEsbo0Aoj+oY7XKH3uEzOeDLMejGts7LhoRf8n9b71q1QxG96XFhcHWZw5cLDzsssEi9Xz9Zt5sRsvFj/sJfGT7p/ywEBjeLampmP5iv4xsxep1cZs3ijJy/NO+eZw64ObDgYKjbxkuuqojM+A4P1nsY5YY+UKnpNlx2tevXaSRtFXpWx68CHr62+IrlB15RW6p5/yxPDbG797Ye9zon+OufrRj8980rdshee7b7/D8dHHomvW3HG79t57+k8xP/Os5R8vnpRnkn5i8dqDSX3HgZIZ9aM2khK7SFZp5VOzn83QZopuLhxcZ8dzr1yxo1C8sn2ZcsqahQ95v9refMv4wIP9H/TbNDEPLLuvW+l7W6OkJsPojQRtAz9KWvnEzKezddkAYP+/DT13/QHEDq90yuSYd98h5AMoujo1Ast2X3udc9u3YaaXFhfFbPg/QqXqtLhuev2Xpm6R8+Jj7eIxq6YFbGPSH8Pyd/53777abv9ZBAH3LRt74cSUcNbjua0ZDAaSJM3Pv2B54a+iyRTLlhlefglIEgA2V256s+x10WSTE6b8ccr9kRXD76/rWfvfva5+hSBeSXrF+uunDEtVvNlsZhjG81mlUikUw9y6ga2t7bhoecAb8qYPJPn5Zz5Xw8XznCaRSKKGowVQIKWlpWvWrMnKytqwYcOQbmjGo1s5XkgxKDeunTWkGxqk946+897RdwHg7kn3zkqePdzZCUhgmObMbACQ5OfHffXlkG4L34FHCA2b9dsqRaN3AOAF4cmPy9pMzjOcpcFzff9D/+i9NV7+f5eKR+8AIBq9A0BlT8V/yt8Kc4s9v/+DaPQOAILN1nPrbcKJx0eRBG53z22/9UbvTcnyzcsTAiXe07b746qPwszViQ0IPXfcKfqwCAC82dx9623Asp6vnRbX4x8fDhm9kxK7Nm0rEOLpaEWHKmkHAFS1Wf7+5THvdOdXXwWK3gHA9vY7jk8/BYBOR8dLpf8IVLRd0XPs7fL/+Ey0b/jgRPQuspTlHy+6fvrJ+9X1008+0TsAbC5a0j96B0LQZmwVjd4BwMba/7L7WU4QiVLC9MVLdwWK3gFgi33X3tofPZ/Zikrjw4/4BNsvzb7OP3oHAG36V6LROwDYWftze55heZatqzfe90fR6B0AmF2/WP76t3B3YxBs6/8VfvQOAMz+A+annwGAZz8pDyd6B4AXtx6rbLWEk/LN76tFo3cAEAR47tMjDV1hbdGL2b07yGF0bNlie+ddAKgyVr1VHvAX8Uvrri1V/xvQdoeX0809uPGgaPQOAM09jqf/V3aGszQShbwh3/Zb7w0ZITRiYQCPEBoeDobbvKcxSAKnm9u8u+GM5ed0sa5b1//rt/Oi+VO60X5Z+4WdDf3g7j582LVjh2jo6MHW1Ts/+zzQXOfWrWxNjffrN/Ni+aCv7350/MMBtdtidu9h9u0LkoCtqPSGUh/uaXAwoeNSeXQZQTEAgUpFQBFdTlBOAPjsQHOPrbfwwrpuffDVWl9ZBwCf1Xzm4lxBkn1R+7mTdfSfYnnVW14jniPrq+tFP3twJPVpwbn9p0iULRJla5A8NFjq97btCZIgCK6h8fPoED+rTXt6a2Wtr73m8zRfFZtRnpjrvwitbJOom/2nezVZm3a1/mx7480gxUkAYH3jTcEV7PifBjxvWR/iYvBne/ud+vrO74+2h70R4f2fakMmc3P8hl11g0ngz7pufaAikt4Er64DgI+rQvyWPzq+OVAJ4wj01aHWDnOwAt8fKzrqOsULmM4ezJ49zN69QRKwFZXOb7adsfwghE4NBvAIoeFxqMHocnNBIk8A2F3ddcbyc3rwvGvnT/0nHMtVn9qa3Ly7vCt0lZHrxx0AECh07E2zY0fAWT+cNOtYrir45owuY52lNmSu+tb/44+h05zIXpinW6bxvJoeeJcJXqppBgCeF/bVdAOAwDCuX3YHXy1z4IBgsR7s2B8iGceUdx/xfuXa29nK48EXce3Y4Q2o/M9FTXSqVXbSYZdqQpdbHeg4EDKNqO6d3zakiPRk1t8Rqt1Tw3/i6upzqH9LgX5kYeT5YMfBkNeDYLMx+0pDrmow3BUVgWoggxAY5ucfQlwbPnZXi9er93e02Wx1hqjwHOht0P+s+WBra7nGxoOhLqFuZ3ejJWKKUPfUhD5KeyLuD+V0C3ltQND/C4TQCIEBPEJoeHRaPPVswSLPE2kiBm80+lQwmrSn3ldoj7MnZBpvP3nB0rS2BZzVcdLiRl3ofp66w8hV3/rbO0KnOZG9LmuwulmvQG3LT07TW9XWaXUBAN/VBVyoun1B4DrawznmPc6+wIxvC3hs+1bscPAWCwDwFovgcPjM7VH6vnsZzg52O08xFOnqbgrYdOEEjhDMLhOIXV09CvGeQbwHPIhuZxfXEfp64MO4pAeDbzvF9Xd1D6z+ttPqCtlapcsa+hY3oNug92ILjm1rM7qMIZN1O0OXQYwQXWEcpY5I+0M57Qb5f4EQGiEwgEcIDQ+lLHT3SOGkGVEIlW8NtpQ59Tao4Yzc5r9FkTTqgGnIkxeXO0O3YFcMpHt8QhWishf6ZU8pDed0CzwXupRB4CQn1klDeEfJkyycjgP7n5ew1kySnj7MCYXC03lYf3K3b7GFN/NB8xD6wIovKA+rSYjnOPifPjkrXsgSzklR0ApyINfDEAnnmhSlVIQ+Lyell1Ihh4FTSEMX8CnDSONFyGQQePBCL1KlFh9P4WSDHzzyjAnnSPoPS3G2GeT/BUJohMAAHiE0PEbFhx7tfFTCKY6IPlwImYzOzu4/JaXRt8Y1fJlRoXsa79+Fe8A0gXsV9lk8uSlEr4EUSadpw+pbW3T94mlOZC8njEsCgGAdMSETedN4LiFSq6VSQnTlTcbGULGxGVEZIVfe/7xQqamkJkS2JaNyPAPCEzQtGZXjMzetp4kUTupOn3WG3sHMU+2FPm7MBLU1RJvtOEbuidz8T196l3ibatYZHXLTmVFZdMjrgSDCuWYGg87NJcIIcf3ljk4dUPpwbnHZceqQg70P7DZIkpLRo4MnIVQqOjMjI9TtRUJKUjQD2+VhlBPGUYq4P5TTbpD/FwihEQIDeITQ8Eg2KAtTQwywt6RosONdn3nKi1f0/zrllwE0OD9BAIBcfW6yOvTwUfK5c8iYYPEeIZEoLrgg0FzFsvMJaV/dacjcTk6YrJIMoH5GvnABGXQ4RkIuV5y/1PM5zNPt7B4TPAHriPEE8Flx6tGJvVtXrlgefCnlihVAkuekzguebIxhTP9h2AmJRHFhwMPbu+ZLLvF+Vlx8sc/cKIe5uPGkzg4YUybPBasdlVLSGckzg280EMWkyVOOhQjg5yb2jtOj9MvthMbDWqfVfxHGnMmzwZpmSEjJzORZ/iv0IZs2jUoa2l89qdXKFy4Y6FLS4uJJ0wviowbQ/GRJcegdidHIJmUZgqc5b4C3QeUlIQ6y4vylhEwW8lKfkjhVeaoNPc68RYWJZNAOOOO08okZIQ71r558wblk0PHS+t+QEUIjFgbwCKFhc9d5eTJJwFbT5+THTx8Veybzc1qob1xD547yfp20xzS6QiTgCYqQUtKbxt0SVlKlMuqRh6GvEs+3xb7mjtvp9LRAi1MpKZo713q/Tvu5J7s64Iu+Gqnm2rHXhZMrL1Kr1T74QJAE2rv/QMXHez5Pzo6eXxBwEDsvtzXZ1RM4hucpS8NcAJBQ5N3n53sPjOa2W+nMgFWOVFqqZu0dAFASP2la4rRAyaSU9Ea/86K56y7vLviT5OWpru87aOrrr5OM8c381bs2KJm+tg88J7M2B4vPr8i7yiA/1VCEplfP/b2h2x1ofpJLfsm0Gz2flSuWy6addDTkbuc1u/6P8LvMBE5ibQ42kvDlY1bFKmIVSxbL5wWMGwmVKurPj4Tcg8HTPnB/8DDGByGTRT3xOE0Rf1iaF7LC3KMoTX9+cXI4KdcuHqPsbdot8rrN1JyYeWND/yj6U11ztWTs2EBzqbhY7b33AMCC9IWjDQF/Rxqp5pqx1w5ou8MrI1a1elpGoLkkQdy1NE9Cn+0PvaRWGxX8hvyHu6iEgV1vCKEz72y/lyGEhtGYJO1zq8frVSJvzy4oTHhkReGZz9LgEQpFzLvvSMeP7/0qCDevqy0oM/unjFZEF8eN958eJYu6f8qDo/Qig3WJUi6/SPfM04TMU2fbL7ogSc0dt2t+d2fwxTV33K65cy1QFACQvHDLK7X5R0RKHOKU8Y9OfyxBlRhmrrxUq1dF/flRQuL3/jBNa++9R33zTf2nPby8cF6eSIOCKIU0t1/zV1P9fGeXSFtQnpUba5a6bUkaheTJy4rGp+u9swi1Oub9dyXjRC4qSX5+zPvveSO6u0rumZU8WyQPMt2DUx/O0fm2gafiYmPef4/O8Z0OANJJk6LfffvEqQEAIOTy6HfflpaU9E+WYmx54Mu/Rbv6+h5zdo61NM4RBN//aArIK/N+szxnBQxC7PylDxmuSm4TeZs926Z8fOk/+zoCIEnD6//2CbnnVP605sd3JJxvEQDTkz9OsVJC+p5okiBXjVm9MvcyAACCMLz6smLJYv9NU3Fx0W+9OdTt5z3o9PTod98J+VaFBxkdHf3G69LiIgCYNTru4RWFilCdNUzJjn5u9fjgFcJeWXHqv145IUYj8+/Rc/aYuCcvLQqvxKAPIZVGv/1f6ZTJ/rPorKzo997zlDdRBPXQ1EeKYov9k8Ur4/88/Yk4ZcBiqZHp1gWjVk3P8D9cCin14PKCOWPihiNTI45y1eVRj/1Z/IZ8z93qW24ejkwhhAaGGNCIvgidDUpKSgBg27Zt2qBNf0NiGMZsNtM0rdOFaCh+lrM62f/ta/z5eGebySmXUKMTtUuKk/qHXqddZ2ffIFJ6vZ6ihqCrPI5zfPaZ49PP2cpKEHgqM7NyScHP6Wyttc7Nu+OU8SXxJfPTzpXTirKusm/rv6k2VTk5Z4widnzchIXpiwbUTL13g83Ntrffcf38M9/RSep00okTVKtX928LEBxbWWl75z1m3z6+p4eIizk6L2fPOHUd28byXLwyflLCpHlp54bT61XA7DU02t5+2/XLL3xnF2kwSCdOUF15BZ2V5Z/SYrHsq+naftxU3WF3MFycVj4lJ/rCCSlquWRHZcfXh1ur2iwsJyTpFbkZFqfiQJ25yuSyuZ1qtyWVM42LU+kmZ8dcODElSinW5RjLOj751PHZ52xVFYBAZ2XJFy9WXHiB/0vRhzsPfduwrdpU5eJcMYrYCXETFqYvUgY+LwLDODZ/6PjyS66uDgiSHp2rWLpUsWSxf691AAA87/j8C8cnn7AVlSDwVHq6YvFiOP+CTw+3/7Cnuqmtx8EKAi9QUrMi5pBE3SKTOgwyTX729MW5FySrw6rXDYlpa/16y19/cRxtUzBAksmEbmbeebOnrCIJvwwLgnP799aNm5jycnAzhF5P0HQXyL/QZJfHZpnUBl2cvjAr9sKJqRmxqg5Hxxc1n5d3HTa6jBqpZowhb2H64hSNb6js+vFH++YP3WXlgstJJyfL5s5VrbqcUJ/imIunRnA47Bs+cH79DdvYQNASSX6e4sILSaXSvmkTc/iwYHdQSYnyOXOUq1f5vAbSaXF9tLdxb013l8WlklMKCc3xgtnhpikiJ16zoDBhWk7sQKNuu4v9pLRpZ2Vnq8khpchRidrF4xInZYXuWaAvV52dAGAwGEjPJcfzji+3Oj75hD1WATxHpaUrFi1UXLyi/yszACCAsKd19w9N39eZa1mei1fFT4qfPD/tXCkVulfCkamy1fK/fY3lTSaLg43WyCZmGi6amBKjOfV71yCZzWbmxNAkKpVKoRgR/QJyDY22d95x7doV8ob86+Z5TpNIJFEDaZIz1EpLS9esWZOVlbVhw4Yh3dCMR7dyvJBiUG5cG6z91LB77+g77x19FwDunnSvaPH6CCEwTHNmNgBI8vPjvvpySLeFATxCvjCA/9U7EwE8OlUWi8Xlco2cJ13k4XK5LCfGJ8Pb2gjkG8CjkWFkBvDIAwN4DOBPozMZwONdHiGEEEIIIYQQigAYwCOEEEIIIYQQQhEAA3iEEEIIIYQQQigCYACPEEIIIYQQQghFAAzgEUIIIYQQQgihCIABPEIIIYQQQgghFAEwgEcIIYQQQgghhCIABvAIIYQQQgghhFAEwAAeIYQQQgghhBCKABjAI4QQQgghhBBCEQADeIQQQgghhBBCKAJgAI8QQgghhBBCCEUADOARQgghhBBCCKEIgAE8QgghhBBCCCEUATCARwghhBBCCCGEIgAG8AghhBBCCCGEUATAAB4hhBBCCCGEEIoAGMAjhBBCCCGEEEIRAAN4hBBCCCGEEEIoAmAAjxBCCCGEEEIIRQAM4BFCCCGEEEIIoQiAATxCCCGEEEIIIRQBMIBHCCGEEEIIIYQiAAbwCCGEEEIIIYRQBMAAHiGEEEIIIYQQigD0cGcAIYR8ubZ/b//4Y/bYMcHFUGmp8vnzlRevIOTy4c7XiOYuK7O/977z2+/4rm5B4EiNRjpxonLFCvmCc4EciWW1Tjf3+YHmHRUdrUanlCaz49ULChInZ0eLJhYE2FHR8U1Za22HleWFFINyZm7swnGJEir0rrGVlea/POfa9YtgtQFJUkmJylWXNyy++LOyjqPNZqebi9HIJmVFL5uQrFVITlqS4xyff+74/Av2eBUA0NlZikWLFEvPAzrUX+eAFuQ4xxdfOD//wn28Cniezs6SL1yoXHZ+6K34sX/0kfWfr7B1dcCyhFIpLS6O+vMjdFbWQNcDABbG8lXd1h0Ne5rNHYybIpiEGJhYEpe9ID9GJaNOYYUjn+B02jdtdn79tbW5bVvS+H2Jed26OLleMypBs3hcUnG63n8R3mKxv/++6/sfuJZWXiXfNyv5wDhNm8RBEmSKJnVa0oypCVMJgggzA8y+ffYPNroPlwkOB5WYIJs1S3n5ZaRWe1r3UoRgt9s/2Ojc9i3X1ETI5ZK8MYrlF8mmT+/NFcdsb/xud+svbfZWmpSkalJnJc+eED+RgHD3C/2KVfQc21b/TZWpysW6DApDcWzxgvRFKolquPOF0K8cIQjCcOcBoZGlpKQEALZt26Yd3JMTwzBms5mmaZ1Od5qy9uvHm809t93u3LbNZzqVlhq9bp1kXOFp2UpnZ6f3s16vp6gID0g4zvTon62vvwFi93PZ1Cn6V16h4mLPfL6CKG8y/WnDgVajw2f6zNzYPyzKooFVqVQKhcIzscfGPPDBgb013T6J02NUT11WnBWnDrgZQTA9/oR13fr+R4YjqH9PX701b45PWq1C8vCKwhm5vQeKa2rqvvFmZv9+n2SSggLD+nV0elqgbQ5oQa6lpXvNTUxpqW/isWMN/1pHp6cH3LWTCQzTsWSp++hR3xkEaG67VfvHP4a5Ho9fWnf9be8LVrfVZ7qjs5DsnHfXwpzJWYZf2W3NfehQ1403cfUN5Ym5L8y7qUcR5ZPg3IKEBy4qkEv67hWuH37o/u0dfGcnALTFydavSW9O8i1kzIvOv3fSHw1yQ/CtCwxjvPc++4YPfKaT0dH6f/xdPtf3WhXlua0ZDAZyIAV2zN693TfdwrW0+ExXLFms/9tf6/iOp395stna7DO3OG783SX3aqSa8Dd01jKbzQzDeD73v61FOpZnXz7wz6/rtvpM10q1v5/4hwnxE4clVwPleU6TSCRRUb4/+WFUWlq6Zs2arKysDRs2DOmGZjy6leOFFINy49pZQ7qhQXrv6DvvHX0XAO6edO+s5NnDnZ2ABIZpzswGAEl+ftxXXw7ptkZitQxC6CzFcV3XXOsfvQMAV9/QuWo1W1d35jM18pkeedT62uui0TsAuH7e1XXFlYLLdYZzFURDl33tf/b4R+8A8GNFxyMfH+X77Yub4+/8717/6B0A6jptt7+1p9MScNfMz79gfXWdz5FZP/Mq/+gdAMwO933v799f1wMAgtXaeflq/yAcANyHD3etWsWbTKJbHNCCgs3Weflq/+gdANxlZZ2XXc4bjYF2zUf7ovNEoncAEMDy0svWV14Ncz0AcKjz0FO/PGl1W/2vJ0XMIT72m8c+OX601Te2j2hsXX3n5au5+oaa6LQnFq31j94B4OvDrQ9tPOj9yuw/0HXNdZ7o3aKm/742yz96B4AjXeUP73yA4ZjgGTDe9Yfe6P3kg853dXVfdz2zb9+Adyk8bEVl5xVX+kfvAOD4/IvK39344I77/aN3ANjfXvroTw9zAjdEGUMj34ulf/eP3gHAzJif2PXY0e4jZz5LCJ09MIBHCI0U9k2bmV2/BJrLG43mx584k/mJCO6yMuubb4VIU15ue/2NM5OfcLy09ZjFyQaau7/e9N2xvnB98+6GYy3mQIm7rK5Xv6kUncXW1Vv/8aLPxIq4rG9Gzwi0NjfH/+WTckEAyyuvstXVgZKxdfUWvzV7DGhB67r17PHjgRJzDY2Wv/0j0Nz+7Js2sxXHgiQwPfssuN3hrEoAYd2BVzieBRBvIa0wlIGs5Z/basNZW6QwP/mUp6zkjamXOWlZoGTfH23/8ViH57PpwYcEp9Pz+bOl8T06SaCl6sx1/6v6KMjWXT/9ZN/8Ye8Xv4MuuFzG+x8IuQunxvTYY4IlYFnMhthak0u8oAoAKnqOba39YmjyhUa6sq7D3zaIFLV7uHn3qwdeOZP5QehsgwE8QmiksG/cFDyBc+tXgWo+z1r2TZuB50Mn27jxDGQmHGaH+8eKjuBpth3tC+A/PyBSAdjfN2WtDCtyBBwffyxwvjWE20dNF4K+u1vVbq1oNds3hbgUHZvFD/uAFgx5wds//BD8dsGfbf36ECkYty28pphVxuP1lqDtXAhBbjhS2War6fiVVMLzFovzyy8BoEMdXZ6YGzzxZ/ubAICtrvbWinMUsbskxNsE2xq+CTI35GXgPnjIfawieJpTwHd0Or/bHmiuS0aWjg/RqHhb4BAO/bp9Wx/i1FebqurMtWckLwidjTCARwiNFO7y8uAJBJZlK07/g2xEc5eH1VLRXVEpsAErvc+k6nYrxwu+bYV90nTaPR8EAY63WYKv0MFwDd12/+miR6bGkBIyh8dqOriGxuBpuPYOrl9PCh68xRL+goLNFvKVEL6zk2tvD5VfYOsbQqZx7dwZMg0A1JhqQqahlV0AUNES4rxECrayUnC7AaDOkBq8cAcAKtsscPKdqkcvsSlDdKLRZGkK0oreXRbivgcA7rKykGkGyn30SJCyv/Y4mVsS4hGxxhSwsQn6dasO49SHkwYhdGowgEcIjRSCNXSdHh+4wefZSbDZwkrH8+GmHGJ2xlOOECxSsjO91c4My7Fc6J5W7S6RsgnR/XVKQo9lYLOKFAeIrN/iG8GGcwF7F+TDOx1BWjj3pWFDN48XzGHF2w429L4TpAv6zmPEE6y9J8IhCdh43svmYvsvAgAuWejnKAEEByvS40Pv3DCuBMF2+u97vDXYdl3y0Pvl5tyety3Q2cbJBbyevYJc8wihQcIAHiE0UpBxcSHTUAnxZyAnEYQMr3t5Qi4/A+NRhSNaHTpMilb1vlEsk1BqeejR1GI0IusUPTJ6e+hXMGLj9BByYAKCoOJ8L0UyOjr8BUmDIfRAcQRBxof+URDK0IM2UUlJIdMAgF4Wor90AOBZNQQ45pHIe53oHAG7WvCKUcvg5EtLaw4dwUpIiVYa8NcXzggR/hfb4AXfrsYUer+0Mi1F4mjEZyO9TGRURd80oQZfQAidMgzgEUIjhWzG9OAJyJgYyejRZyYzkcI7XHOIZDNmQNjjUQ+pnHiNTikNnqYopS/aKckUHxneK1mvSNSJjMwkemQKW8S6au+HJImJo+Jkk0qCJ5MWjSM0vsPXEVJp+AsSNC2bPDl4YklBARnG4EbSCRNCplGuujxkGgAoiCkMOW6525JCU0RxWugn+Iggyc0lY2MAILe9SsaG6C6+JCsaAGSTJhOS3jImjYVNanYGX6ow6FGVzQjYq6IHQdPSqVOCpzkFknHjSE3AceDiOlz6nhAtO8bFFJ3uTKHIMC42xKmnCKoguuDMZAahsxAG8AihkUK95obgFZjqG64PXcN5llGuvISMDhHiAoD65hvPQGbCQZHEZVMDDqLuSXBBcV+186rp6cEjytXTM0SnK5aeR/q115h37EcVE6yV+JKiJL1Kqr7ppmCbBAiUYEALhjwp6pvCOmu6hx8CMtgxolOSpcXF4axKL9fPTTknSAKBlTm6xi4aG6tRBGQrDFkAAB1VSURBVOx3PcKQpHrNGgCQscyiI98FSSilyUsmpwEAoVErr1jtnX7uNyE6ZbwoZ0WQucorryBUwdpQKC+/PJxynIEiJBLVddcGnCvAud91BVsciAtzlp/2XKGIsDB9sYIONqD9/PQFGmnA4iGE0CBhAI8QGikk+flRD9wfaK587hz1LTefyfxEBFKrNbz4D299oCjN7b8Ns6L+zLhyZuakrICFDjfPzciI7ns0LErTXzcnO1Dic/Ljl5ekis4i5PLo9et8jozWabl9+2sUL961e3ac+s5FowFAvnCB6pqrA21UtXqVYtn5orMGtKB8/nz19dcFSqy87FLlRRcGmtsflZGu/f3vA80lJJLod98NZz0eNxTemKoJUMIikOa6hRl6w/WzghXBRBz1TTfKz5kLAJft/Ti3XbznLYKAe5eNTdL3XplRf7xPMq7Q83nqrp7Ju42BVr5i1MXFceODbJ2Ki9O/8Jxv0eSJnh8kY8cGuSsOkmbtHbJpU8XnEcSF566dnBCw5v/K/Kty9SE67Ue/Vnq5fu2E35GEeBCRGZV53diAdzaE0OBRjzzyyHDnAaGRZf369QBw9dVXy2SDesmT4ziXy0WSpFweut8s5CGdOFEyZjRTul8w972PSiiVmltu1j3zdPAwNXx2e18drEKhIMnILsqkM9Jlc+e4Dx7i/Xosp2JidI8/pr45RLXwGUaRxIKCBJYXKlosLN/XR12SXnH/RQXzRhs4jpNKpZITp3tipiFJryxrMnk7twMAlYy+bk7W75bkUYErn6mkJPnixa6dO/nuvnHpkk1the2VNaPGG6HvcqIpYun45MdXFnsrluXzzqGio5kDBwRHX1dMpF6vve9e7b33BHkfYUALyufOpWJjmQMHhH7XJKnTae+9J+q+eyHsK1M2bSqVkMj88IPPWAN0Rnrsp1vozIww1wMAMko2N/Uco6unzlQn9BssgHXE2OrPPydt/D2LMtVyya/ptkaQpGLZMuB54cD+mUd/tEvktTFpfL/gJC1a9ejF4+bl9zXoIKRS5fKLeJOJLT8CHF98wCx1C3XpCrZfz+16uf6GwhsvHrUyZAYkubmyqVPcBw7wXScqvQkgaFq1erXh5Zf8X9YQ5bmtKRSKkC9B9O0FTSsuvFBwOt1lZdDvyqHT0/V/e0G1fMWMpBkEQRw3VrH9OquLUcTeUnzbeZniZVjIh8vl4k4MBtn/thbpUjVpBTGFx42VJldfxyIUSS9IX3j3pHuVktAdc4wEnuc0iqJG1A2ttbV1y5Yter1+5crQd4/BeH17lSCAViG5dGr6kG5okA53HjrceQgAZiTPTNeO4KxynOXv/wAAKjZW9ZurhnRThCCE7uAXobNKSUkJAGzbtk07uE6/GIYxm800Tet0IUYJRr5Yltm7z33kiOB206mp0unTTm8HbJ39BgDT6/XUr6VZvvvwYdcvu9myMt7N0tlZsokTpJMnE9IQL5wPI4vDvbe2u9XopCliVIKmIEVHkYTFYnG5XCqVSqE4qYmmm+MP1hur2628ICTrlRMy9EpZuB1oucuPOD76mK2qAoVCPm2qfNn5hEZ7rMV8tNlsZ9hYjWxCpkG0dz3B6WR2/eKuqgJBoDMzZdOmEopgDUdPbUHB5WJ+3nUKW/FbkWD/+GPntu8Es4lKSVWtulwyNv9U1gMAAD3OnkMdh460N/ZYCQ2RnKXJyI2RRiloAPi13tZ4s5nZ+RPb0GCmpIcMWd0xSTKZZFSCZmxKFBkgKua7ulw7d3ItrYRCzhWMrkiAFnsLQZCpmtQ8Q76UGsivTxCYAwfdhw4JDgeVmCCbNo2MiQl/ac9tzWAwnEKJJG80unb+xDU1ElKZJD9POmFC/xYBdtZ+uPNQq62FIqh0bUaeIQ/7rguf2WxmmN6+Ffxva5FOAOF4T2WVqcrJOqIVMYX/396dx0dV3wsfP2cmKyRhE4GgrJVFxAW0UsVaq120t4vW3tb29tbbVsutfVwqXksVF6q9VmtRK+6tfay0arV9rO11l0VwQ3FDBBWRyr4IZJ8kM+f5I7coGJJIQmYOeb//GnN+nnxfrzAn85lzMmevA3sWxunI0PQ6LT8/v8du+CuVXfbiiy+edtppw4YNu+eee3brNzry0kfSmWif3t3uPeuo3fqN2umPS2b+cckfgiA477Dzjxr4yWyPs1NRff3qocODIMjff/+9H314t34vAQ87EvB7vD014PcMOwt4siuVSlX+8855Dms5qD0Bz+6zZwd83Al4Ad+BOjPgHeUBAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEQF62B4AclUql6urq2rOHxsbGIAgymUw798NulUqlEglvZeaQdDodBEFjY6MnTk5pOqA1cVjLWalUKgzDbE/B+5oOaE0c1nJN008n1w5o9fX1QRBEUZTtQchdAh6aV1VV1SEvgzKZTFVVVfv3w25SU1OT7RFoRiqVSqVS2Z6C5jms5azq6upsj8BOOazlpnQ6nVMHtNra2iAIMplMtgchdwl4aF5hYWFhYWF79pDJZBoaGsIwLCgo6Kip6BAffAlVUFDghFVOaWhoyGQyeXl5yWQy27PwvnQ6ve0kvMNaDmo6rDmg5ZqmA1rTY4e1XNP0Oi2RSOTn52d7lvc1DeOJTAsEPDSvpKSktLS0PXuor69vaGhIJpPt3A8d7oMB3717d6+ockplZWUqlSosLCwuLs72LLwvlUpVVlY2PXZYy0FNh7WSkhJ/E5RTKioqmq6IDoLAYS3X5ObrtG7dugVB4IlMC/zjAAAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAN52R4AgBjIVFQ0Ln8nTIR5Q4aGpSXt3+Ha6jWV9ZVFecUDSwYmwi7xbvKW6vrVW2rzk4l9+3Qryk9me5zdKJ1pXFm1sj5d36uo117FfbM9Dq1Lr12bXrsuLCrMGzYsLCjI9jgA7JSAB6Al9c8tqLjql6lnngkymSAIgmSy6KiJpeedV3DwQbuwt3SUfmDZ/X9d9teNtRuavlKSX3Lc4M9+Y9Qp3fK6deDYOWXeGxt+O3vZ4lVbm/4zP5k4amTfHxy73+C9umd3sA63NbXlztd/P2flnLrG2qavDCwZeOJ+X/3M4M+GQZjd2WhWzX1/rpoxo2HpG03/GRYXF3/xX8r+67zkgAHZHQyAZnWJkx4A7JrqO36/4eSvpZ566n/rPQiCdLpu9pyNX/5Kzb33fdS91afrL35q6m8X/WZbvQdBUNVQ9f/e+vM5s87aWLuxo8bOKTc/8dbkmQu31XsQBA3pzBOL151689PPLtuUxcE63LuV/zhz1o8efuehbfUeBMGqqlXXv3jdlQuuyESZFv5fsiCKNv/43M1nnrWt3oMgiGpra+750/rPfK7hlVezOBoAOyPgAWhe/fPPb7ngwiCd/vCmqLFx87mTGxYv/kg7vPXVm1/Z8HKzm9ZUr/7Fgv+OgmhXBs1hj7+29vY5y5rdVFufnnL3SxsrU5080m7SkGm47Jmfba7b3OzW+avm3b30rk4eiZZV3XZbzd33NLsps3nzpv/4blRd3ckjAdAqAQ9A8yqnX/P+ifcPa2ysvOa6tu9tY+3GR1c80sKCpe8teWHt823fYSzcNqv5em9Sk2qc+dQ7nTXL7jX73Vlrqle3sOAvb973wTPzZFfU2Fh57a9bWJBeu7Z65h86bR4A2kjAA9CMqLY2NW9+y2vqZs1q9vx8s15Y93yrF1EvWLegjXuLhdWba5dvqGp5zfylG1peEBcL1j7X8oK6dN0rG1/pnGFoVcMLCzObm79cYpu6Rx/rnGEAaDsfYgdAM9Lr1kWNjS2viWpq0pveS+7dpo8Z31C7vtU162vWtWm4mFi7tfUTzmu21kZREMb/893W17Tl59v6GjpH48qVbVjzbidMAmRFaXF+OhN1L8z1GMxPFJTklwRBkJfIz/YsuSLXf2YAZEWYbNMviDCvrbdDS4atr2zLmhhJtKHLk2G4B9R7EATJRFt+vq77yxVhsvWfVxsPAkAcPfRfx2R7hDY5ecTXTh7xtWxPkVv8KgWgGYn+/cJurdzXLdGrV6JXrzbucED38lbXlJcMbOPeYmGf3t1ajfNBffaQm+eVd72fb6wlhw5tdU3esGGdMAkAH4mAB6AZYX5+0WeOa3lN8QnHt/3i7/H9Di1MFra85ojyI9q4t1jYq7Rw7L49W15zzP79OmeY3e2I8iNbXtCjsOcBfQ7onGFoVcGBY5P77tPymuIvnNA5wwDQdgIegOaVTT63hZPwibKy0rPPavveSgtKTx7xry0sOLJ84qjeoz/CfHFwxmdGJBM7fY+jf4+ir08Y3Jnz7D4Tyj8xus/+LSz4zv7fSSZckp0zwrDH1Atb2J4/Zky3r57UaeMA0EYCHoDm5Q0b1vvWWxKlpR/elOjVq8/vbk+Wt37V9Af968ivHz+0+XN6B/U9+KxxZ+/KlLntoEG9LvzKAQV5zfy27d+zePq3x3fL+Q8QaqMwCH/68QuG9xze7KZTRn3zuMGf7fypaEHxF77QY+qFQXN/DJ8/ckSf/3t7kLeH/OME2JM4NAOwU0WfOnrvxx+tvOHGugcfSq9bFwRBcuDA4hNOKPnhpOTee3/UvYVB+J8HnfHx/oc/sOz+RZsW1afrE2Fiv14jPjfk88fue9we8mFuH3L8QeWjy3v8ft7b89/YuKWmPgiCQX26f2Zs/298Ykhp0R71W7hHYc+rPvmrB5f/z+P/eHR5xfIoioryig/ue/CJHzup5ZPzZEvJpB8UTJhQdeNNqTlzMpWVQRjmjxzZ7Wsndz/1O2FRUbanA6AZe9RLBwA6XHLgwJ6XXxZcfllUWxuEYftf1o/vd+j4focGQVDdUF2cV5zoAp9MPqRv96knjg2CoLY+nZcI85s7Ib9nyEvkfXH4l744/EvpKJ1qrOuW3z3bE9GKgoMP6n3zjUEQRJVVQXFR6Kw7QG5zmAagTcLi4o7dYfeuV3fFBXvUffJakAyT6j1ewtKSbI8AQOv22JMAAAAAsCcR8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMSDgAQAAIAYEPAAAAMSAgAcAAIAYEPAAAAAQAwIeAAAAYkDAAwAAQAwIeAAAAIgBAQ8AAAAxIOABAAAgBgQ8AAAAxEBetgcAAIiHzJYtdQ893PDaa1F9fbK8vPDoTxYcfHC2hwKgCxHwAACtiaKq226ruOrqqLr6/S9eeVXhxIm9pl+dLC/P3mQAdCEuoQcAaEXFlVdtvWTadvUeBEEQpObN23DSV9PrN2RlKgC6GgEPANCShldfrbx+xs62pt9dWTFtWmfOA0CXJeABAFpSfefMIJNpYUHNA3/LbN7cafMA0GUJeACAltQ//3wrKxob6198qVNmAaBL8yF2AAAtybzX+tn1zHvvdcIkAOSgMJEoPeOHQRAk9t57d38vAQ8A0JKwZ49g/fqW1yR69eycYQDIOXl5ZT+d0jnfyiX0AAAtKRg3rpUVyaQbwgPQCQQ8AEBLun/rm0EYtrCg+POfT/Tp02nzANBlCXgAgJYUjBtXctr3d7Y12b9/j0sv7sx5AOiyBDwAQCt6TL2w7LzJYUHBDl8vOOSQve77U3LAgKxMBUBX40PsAABak0iUnn1Wt1O+UfvA3xoWvRal6pIDBxZ96ujCI49s+ep6AOhAAh4AoE2S/fqVfP972Z4CgK7LJfQAAAAQAwIeAAAAYkDAAwAAQAwIeAAAAIgBAQ8AAAAxIOABAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMSDgAQAAIAYEPAAAAMRAXrYHgBw1efLkvLx2PUEymUw6nQ7DsJ37ocM1NDRse5yXlxeGYRaHYQfpdDqTySSTyUTCW8w5pOmA1vTYYS0HNR3WHNByTWNjYxRFTY8d1nJNbr5Oq6qqyvYI5Loc+vcKOWXhwoXZHgEAAOB9Ah52dMUVV3TIfqIoamxsTCQSyWSyQ3ZIR7nzzju3Pf7Sl75UVlaWxWHYgTPwuWnFihVPPvlk0+PevXufcMIJ2Z2HHTgDn5tmz569cuXKpseHHHLImDFjsjsPH5TLr9O6d++e7RHIXQIednTcccdlewR2rylTpmy7pnHatGmDBg3K7jyQ+x555JFFixY1PR49erTjJLTFww8/vO2J8+lPf9oTB2g/5zcAAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGwiiKsj0DAAAA0Apn4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMZCX7QEAsi1ds/6dN5etqenW/2Mjh/ctCrffGtWtXbpkdarHsAOH9gyb3wF0WemajatXb9hSXZtqiPILu5f07jdwQK8iZwegeVH9lpVvv/WPTUHPQSNG7VuW3HHzluWvLN9aOGDUyP47/i4CaCLgga4ss/nlu6Zf++eXN9ZHQRCEyR77fe70c7931ID895dE6+bcdOnMlRPO/+P5R+bvdEfQtTRsfPmhe+9/dP7LKyoaougDG8JEUd8R44/63Ilf+dSIHjvWCXRlqRWP3Xz1bx5fUR1FQRCERQMO+/pZZ520f+kHSr1x8b2X/eKp8m9Mn37KEAEPNEvAA11Xw9v3Xn753W+kCvuPmXjQkJLqt59/bsmDv7qgMrhy8lF7ee0EzYs2L/ztz67861s1QVhQVr7f4PK+PbsXFuQFjanaivfWr16xYun8+5Y+M+vJU6f+5MvDi7I9LeSEaMvTMy69fs6msGzoYeNH9Q3XLXr2xQV3TLu0ftplp4zwNAHaTsADXVVU9dx997+Z6nHY6Zed94VBRUEQBHXv/P3Ki2+dd8sth46ecoyEh2ZEm+feMv2vy6LBx046/ZRjx+xduOMTJapZ/eIjM2+dOe93v7pr5PRTRxVkZUzIKZkVD9715Ka8wf/y00u/N65XIgiCzOYXbrvkir/fe/09467695GF2R4QiA1/pgZ0VZnli16vTgw5/tvHD/rn2Y+iISecNenoPpXP3XnXwpqoxf8buqbovWceW1BRPP77F515wgEfrvcgCMJu5eO+8uOLvr1/3qrZs15v7PwRIedEW15/7d1M949//ZtN9R4EQaLX+O+e8/URiRUP3P7gqkx2xwPiRMADXVWmpro6Svbfp/8HD4Rhjwn/9o1x3TbOmvnAinTWRoOcldmwZl1jctCBY/u0eIlKst+BB5aHles3eCcMgiCqrq6JEr0HDtjuYvm8IV/8j+PLG1//y13PVHiiAG0k4IGuKlFaVhqm16xcs32oh32P/c6J+yWW/eW2B1dJeNhBWFJWGmY2rllX3/K61Pp1m6P8khIfpQ1BEJaVliYym1auqt0+1AtHn/zvn+y9dd7vZr5ULeGBNhHwQFeVHDp2TElmxf/8/uF3U9tvGPzlSScNa3z1zmvuXuL0IWwnUX7Yx4ckNz1+6y1zV9XtZE1Us+LRG34zd2vxgeNHu3UDBEFYOmbskETNgnv++PLW7X6rhGUTTv3uEWXrHplxw9z13jMG2iB5ySWXZHsGgKzI718evPLEc688+/jcV/+xbv3Wgn0+1q84DIIgSPYe+bHEotmzZj/+9NtV9ZuWLVlVt+/EkycOclMsCHsOH5J+ee5TC+Y++ND8xStWrVmzdu3aNatXr/rH8reWLlr49Ky/333bTXc8say6x6GnTf63MWXOFEAQhKX79Fo/b+5LL815/Jm31mxY39DzY4N6JoMgCMLiQaP7rXv68blPzH5pY2P1qkVvb+5xwOc/P7ani1eAZoVR5PQS0GVFlYv/fO01dy1Ym4oS/b9yxY3fHbWt0aOaN+//5X/f8cLGxigIgoIj3Qce/imqWTHnrt/+4eGX19VmPvwqIkyWDprwxe+c+tVD+3nKwDb1q5/87dU3P/xWRTrKH3/m7y467v07wKc3PH3r5dc+uLwmioIgOfSU6dNPGeK9L6BZAh7o8tKVq5a+/ubq2n7jPzm613bnPKK6ta/On/f84rdXvrfviRecMtadN+F9UWrjssVLlr2zcv3W6rpUY5Bf1K20d/99ho4YM2rfMk8WaEaU2vT24iUrNhbud/Sh+25/i8X01refm/f0K0tXrCs4/PQfHttfwAPNEvAAAAAQA97dA9hBtPH5P//ujtnv+DwhAAByiYAH2EFm8+LH7v/rs6sy2R4EAAA+QMADAABADAh4AAAAiAEBDwAAADHgNi8AO0j0OuCzJyV77eMdTgAAconbyAEAAEAMOMEEAAAAMSDgAQAAIAYEPAAAAMSAgAcAAIAYEPAAAAAQAwIeAAAAYkDAAwAAQAwIeAAAAIgBAQ8AAAAxIOABAAAgBgQ8ALAr6l645NBuiTBMFB966cLUThbVL7riiJJEGCZKJlz+0s4WAQBtIuABgF1RNP78m847pDiM6hZe9aNrFjU0s6RxyYwzfv5MdRR2P/yCWyYfXNjpMwLAHkXAAwC7pvjQn9w0+eCiMKp+5vIfzVjauMPm9LJb/s+l8yqjsOQTU28590D5DgDtJOABgF1VfNiUmyYfVBRGlU9OO/O25ekPbMqsuP3MqU9szYQlR0y9+ZyxBVmbEQD2GAIeANh1xR+fctOPDywKM5sfm3r279/N/O+XM6tmnvPTh97LhKVHXnzzOQfIdwDoAAIeAGiPbodfcNM5YwvDzMa/TTn37jWZIAiitfeee/79GzJh6cSLbz5rTH62RwSAPUMYRVG2ZwAA4q3m6SmfOOYXr6QS+3z7Twtvnzj/u+NPvuPdTNnRVz/z6Dmj9TsAdAwBDwC0X/VTP/nEp698NZUY/LUfHf7c9fesyJR96lfPPnL2KPkOAB1FwAMAHaF6/vkTPn3VovooCIIg7HHMNc8+cubIvGxPBQB7EH8DDwB0hO5HTr3mtKHJIAiCsPDwKTf8UL0DQMcS8ABAh6h66aHZKzNBEARRw5JHH1u+433hAYD2EfAAQAeofPKSH1y3uD7I69mrLJHZMuvCSTe+IeEBoCMJeACg3SrnXjLp16/XB/mjzvzLk786vk8is3XW1Ek3LJXwANBxBDwA0E6Vcy6edP3r9UHe8NOvu+joMade+7NjeyairbOnTrp+SUO2hwOAPYaABwDapWLORZNmLKkPkoNPvXbasT3CIDn8tOsumlgaRhVzLp40Q8IDQAcR8ADArosqZl80acbS+ig58FvTf3587zAIgiDIG3XGjAsmdA+jirkX/+D61yU8AHQEAQ8A7KqoYvbUSTcsbYgSA06++hdf7htu21JwwNnXnzeuOIwqnrx40q8lPAB0AAEPAOyaaOusCyfd+EZDlNj7y7/45cn9w+22Fo47b8bZYwvDqOnz6SU8ALSXgAcAdkW09YkL//OmNxuiRJ/jfz79W/t8+DVFt8N/ev0Zo/LDqHLepT+49jUJDwDtI+ABgI8u2vL4BU353vPYadeeOrj5VxQlEy+67vTheWFUOf/SSde8Vt/JQwLAniWMoijbMwAAAACtcAYeAAAAYkDAAwAAQAwIeAAAAIgBAQ8AAAAxIOABAAAgBgQ8AAAAxICABwAAgBgQ8AAAABADAh4AAABiQMADAABADAh4AAAAiAEBDwAAADEg4AEAACAGBDwAAADEgIAHAACAGBDwAAAAEAMCHgAAAGJAwAMAAEAMCHgAAACIAQEPAAAAMSDgAQAAIAYEPAAAAMSAgAcAAIAYEPAAAAAQA/8fkGP0P4hACXUAAAAASUVORK5CYII=)
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$htmlreport
Coding: 0, 1 = Κανονική αποπληρωμή, Αδυναμία αποπληρωμής If
you need reverse order please run the function by setting reverse.levels
= TRUE
|
Logistic regression results for Αδυναμία
αποπληρωμής Model: Αδυναμία αποπληρωμής ~ Οικογενειακό
εισόδημα + Χρέος ως ποσοστό του εισοδήματος
|
|
|
|
95% C.I.
|
|
B
|
SE
|
z
|
p
|
Exp(B)
|
|
Lower
|
Upper
|
Constant
|
0.69
|
1.839
|
0.375
|
0.708
|
1.993
|
|
0.054
|
73.239
|
Οικογενειακό εισόδημα
|
-0.089
|
0.053
|
-1.668
|
0.095
|
0.915
|
|
0.824
|
1.016
|
Χρέος ως ποσοστό του εισοδήματος
|
0.264
|
0.124
|
2.127
|
0.033
|
1.302
|
|
1.021
|
1.66
|
Nagelkerke Coefficient of determination R2 = 0.721
|
Area Under Curve AUC = 0.939
|
Prediction quality of Αδυναμία αποπληρωμής at threshold 0.5
|
|
Observed
|
|
|
|
Κανονική αποπληρωμή
|
Αδυναμία αποπληρωμής
|
|
Sum
|
Predicted
|
Κανονική αποπληρωμή
|
10
|
2
|
|
12
|
Αδυναμία αποπληρωμής
|
1
|
7
|
|
8
|
Sum
|
11
|
9
|
|
20
|
Sensitivity (SNS): 0.778 Specificity (SPC):
0.909
|
You may also consider other thresholds by setting e.g. threshold
= c(0.3, 0.7, 0.9)
|
my.model$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)
![](data:image/png;base64,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)
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$htmlTable
Variables
|
Original Item
|
q1
|
item1
|
q2
|
item2
|
q3
|
item3
|
Correlation Matrix
|
q1
|
q2
|
q3
|
q1
|
1
|
0.164
|
0.067
|
q2
|
0.164
|
1
|
-0.288
|
q3
|
0.067
|
-0.288
|
1
|
Number of factors extracted
Total Variance Explained
|
Eigenvalue
|
Percent of Variance
|
Cumulative Percent
|
1
|
1.306
|
43.5%
|
43.5%
|
2
|
1.057
|
35.2%
|
78.7%
|
3
|
0.637
|
21.2%
|
99.9%
|
Communalities
|
communality
|
q1
|
0.889
|
q2
|
0.712
|
q3
|
0.762
|
Component Matrix
|
PC1
|
PC2
|
q1
|
0.289
|
0.897
|
q2
|
0.836
|
0.113
|
q3
|
-0.723
|
0.489
|
############################
# 2η Εφαρμογή PCA.analysis #
############################
PCA.results = my_PCA_analysis(PCA.data, rotate = 'varimax')
![](data:image/png;base64,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)
PCA.results$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
|
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$htmlTable
Variables
|
Original Item
|
q1
|
item1
|
q2
|
item2
|
q3
|
item3
|
Correlation Matrix
|
q1
|
q2
|
q3
|
q1
|
1
|
0.164
|
0.067
|
q2
|
0.164
|
1
|
-0.288
|
q3
|
0.067
|
-0.288
|
1
|
Number of factors extracted
Total Variance Explained
|
Eigenvalue
|
Percent of Variance
|
Cumulative Percent
|
1
|
1.306
|
43.5%
|
43.5%
|
2
|
1.057
|
35.2%
|
78.7%
|
3
|
0.637
|
21.2%
|
99.9%
|
Communalities
|
communality
|
q1
|
0.889
|
q2
|
0.712
|
q3
|
0.762
|
Component Matrix
|
PC1
|
PC2
|
q1
|
0.289
|
0.897
|
q2
|
0.836
|
0.113
|
q3
|
-0.723
|
0.489
|
Rotated Component Matrix
|
RC1
|
RC2
|
q1
|
0.001
|
0.943
|
q2
|
-0.761
|
0.364
|
q3
|
0.839
|
0.243
|
Component Transformation Matrix
|
RC1
|
RC2
|
1
|
0.952
|
0.308
|
2
|
-0.308
|
0.952
|
############################
# 4η Εφαρμογή PCA.analysis #
############################
# Αν eigeinvalues.limit < 0, τότε βρίσκει το βέλτιστο πλήθος παραγόντων εφαρμόζοντας παράλληλη ανάλυση...
PCA.results = my_PCA_analysis(PCA.data, eigeinvalues.limit = -1)
![](data:image/png;base64,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)
## Parallel analysis suggests that the number of factors = 0 and the number of components = 0
![](data:image/png;base64,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)
PCA.results$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$distMat
Variables
|
Original Item
|
q1
|
Item1
|
q2
|
Item2
|
q3
|
Item3
|
Hamming distance
|
Cols
|
|
Item 1
|
Item 2
|
Item 3
|
Rows
|
Item 1
|
0
|
4
|
6
|
Item 2
|
4
|
0
|
6
|
Item 3
|
6
|
6
|
0
|
Παράδειγμα 2
Item1 = c(0, 5, 4, 3, 1, 2, 2, 1, 1, 0, 0, 1)
Item2 = c(5, 4, 4, 1, 1, 1, 1, 5, 5, 4, 3, 3)
Item3 = c(1, 2, 3, 3, 2, 1, 1, 0, 0, 0, 0, 1)
Item4 = c(1, 2, 3, 3, 2, 1, 1, 0, 0, 0, 0, 1)
my.data.frame = data.frame(Item1, Item2, Item3, Item4)
my.d = my_dendrogram(my.data.frame, plot.labels = c("Item 1", "Item 2", "Item 3", "Item 4"), type = 'euclidean', groups = 2)
![](data:image/png;base64,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)
my.d$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
|
0
|
0
|
0
|
0
|
0
|
0
|
2.8 (1.6)
|
2
|
Item2
|
12
|
0
|
0
|
0
|
0
|
0
|
0
|
1.2 (0.83)
|
3
|
Item3
|
12
|
0
|
0
|
0
|
0
|
0
|
0
|
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
|
0%
|
0%
|
0%
|
0%
|
0%
|
0%
|
2.8 (1.6)
|
2
|
Item2
|
12
|
0%
|
0%
|
0%
|
0%
|
0%
|
0%
|
1.2 (0.83)
|
3
|
Item3
|
12
|
0%
|
0%
|
0%
|
0%
|
0%
|
0%
|
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
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
2.8 (1.6)
|
2
|
Item2
|
12
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
1.2 (0.83)
|
3
|
Item3
|
12
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
0 (0%)
|
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 296.164
## omega2 296.164
## omega3 342.895
## avevar 414.608
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:
## C3
## 0.46
##
## G6* reliability:
## C3
## 0.67
##
## Original Beta:
## C3
## 0.068
##
## Cluster size:
## C3
## 4
##
## Item by Cluster Structure matrix:
## O P C3
## Item1 C3 C3 0.36
## Item2 C3 C3 0.45
## Item3 C3 C3 -0.38
## Item4 C3 C3 0.60
##
## With Sums of squares of:
## C3
## 0.84
##
## Purified scale intercorrelations
## reliabilities on diagonal
## correlations corrected for attenuation above diagonal:
## C3
## C3 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)
![](data:image/png;base64,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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 h2 u2 p2 com
## Item1 0.29 0.50 -0.28 0.42 0.42 0.58 0.21 2.26
## Item2 0.52 0.63 0.68 0.68 0.32 0.39 1.99
## Item3 0.75 0.21 0.62 0.62 0.38 0.01 1.22
## Item4 0.20 -0.77 0.67 0.67 0.33 0.06 1.30
##
## With Sums of squares of:
## g F1* F2* F3* h2
## 0.40 1.14 0.68 0.17 1.47
##
## general/max 0.27 max/min = 8.62
## 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)
![](data:image/png;base64,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)
my_plot_ts(x)
![](data:image/png;base64,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)
my_plot_ts_acf(x)
![](data:image/png;base64,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)
Προσομοίωση κατανομών
χ2 και Student’s t (για εκπαιδευτικούς λόγους)
Προσομοίωση
κατανομής Student t(n)
my_plot_t_dist(df = 15, t.test.statistic = 1.3)
![](data:image/png;base64,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)
Προσομοίωση
κατανομής x2(n)
my_plot_chi_square_dist(df = 6, x2.statistic = 4.332)
![](data:image/png;base64,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)
Προσομοίωση Δοκιμασιών
χ2 και t - test (για εκπαιδευτικούς λόγους)
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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)
Προσομοίωση
δοκιμασίας ομοιογένειας χ2
N = 100
Hypothesis = c(1/2, 1/4, 1/2)
simulate_x2_homogeneity_test(Hypothesis, 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')