#Chapitre 10
require(BioStatR)
## Le chargement a nécessité le package : BioStatR
#page 403
foret<-rep(1:3,c(10,10,10))
hauteur<-c(23.4,24.4,24.6,24.9,25,26.2,26.1,24.8,25.5,25.8,18.9,21.1,21.1,
22.1,22.5,23.5,22.7,21.3,22.2,21.7,22.5,22.9,23.7,24,24,24.5,24.3,24.2,
23.4,23.9)
foret<-factor(foret)
arbre<-data.frame(foret,hauteur)
rm(foret)
rm(hauteur)
arbre
## foret hauteur
## 1 1 23.4
## 2 1 24.4
## 3 1 24.6
## 4 1 24.9
## 5 1 25.0
## 6 1 26.2
## 7 1 26.1
## 8 1 24.8
## 9 1 25.5
## 10 1 25.8
## 11 2 18.9
## 12 2 21.1
## 13 2 21.1
## 14 2 22.1
## 15 2 22.5
## 16 2 23.5
## 17 2 22.7
## 18 2 21.3
## 19 2 22.2
## 20 2 21.7
## 21 3 22.5
## 22 3 22.9
## 23 3 23.7
## 24 3 24.0
## 25 3 24.0
## 26 3 24.5
## 27 3 24.3
## 28 3 24.2
## 29 3 23.4
## 30 3 23.9
moyennes<-tapply(arbre$hauteur,arbre$foret,mean)
moyennes
## 1 2 3
## 25.07 21.71 23.74
#page 404
variances<-tapply(arbre$hauteur,arbre$foret,var)
variances
## 1 2 3
## 0.7356667 1.5565556 0.4026667
#page 405
moy.g<-mean(arbre$hauteur)
moy.g
## [1] 23.50667
mean(moyennes)
## [1] 23.50667
#page 406
plot(arbre$foret,arbre$hauteur)
points(1:3,moyennes,pch="@")
abline(h=moy.g)
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)
pdf("ch11fig101.pdf")
plot(arbre$foret,arbre$hauteur)
points(1:3,moyennes,pch="@")
abline(h=moy.g)
dev.off()
## quartz_off_screen
## 2
#page 409
options(contrasts=c("contr.sum","contr.poly"))
modele1<-lm(hauteur~foret,data=arbre)
anova(modele1)
## Analysis of Variance Table
##
## Response: hauteur
## Df Sum Sq Mean Sq F value Pr(>F)
## foret 2 57.265 28.6323 31.874 7.809e-08 ***
## Residuals 27 24.254 0.8983
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
modele1_aov<-aov(hauteur~foret,data=arbre)
summary(modele1_aov)
## Df Sum Sq Mean Sq F value Pr(>F)
## foret 2 57.26 28.632 31.87 7.81e-08 ***
## Residuals 27 24.25 0.898
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#page 410
options(contrasts=c("contr.sum","contr.poly"))
#page 411
residus<-residuals(modele1)
shapiro.test(residus)
##
## Shapiro-Wilk normality test
##
## data: residus
## W = 0.95202, p-value = 0.1914
length(residus)
## [1] 30
#En plus : les r\'esidus des deux mod\`eles sont \'egaux
all(residuals(modele1)==residuals(modele1_aov))
## [1] TRUE
#page 413
bartlett.test(residus~foret,data=arbre)
##
## Bartlett test of homogeneity of variances
##
## data: residus by foret
## Bartlett's K-squared = 3.8798, df = 2, p-value = 0.1437
coef(modele1)
## (Intercept) foret1 foret2
## 23.506667 1.563333 -1.796667
#En plus : les coefficients des deux mod\`eles sont \'egaux
all(coef(modele1)==coef(modele1_aov))
## [1] TRUE
#page 414
-sum(coef(modele1)[2:3])
## [1] 0.2333333
dummy.coef(modele1)
## Full coefficients are
##
## (Intercept): 23.50667
## foret: 1 2 3
## 1.5633333 -1.7966667 0.2333333
#En plus : fonctionne aussi avec le mod\`ele aov et introduction de la
#fonction model.tables
dummy.coef(modele1_aov)
## Full coefficients are
##
## (Intercept): 23.50667
## foret: 1 2 3
## 1.5633333 -1.7966667 0.2333333
model.tables(modele1_aov)
## Tables of effects
##
## foret
## foret
## 1 2 3
## 1.5633 -1.7967 0.2333
if(!("granova" %in% rownames(installed.packages()))){
install.packages("granova")}
library(granova)
## Le chargement a nécessité le package : car
## Le chargement a nécessité le package : carData
granova.1w(arbre$hauteur,arbre$foret)
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)
## $grandsum
## Grandmean df.bet df.with MS.bet MS.with
## 23.51 2.00 27.00 28.63 0.90
## F.stat F.prob SS.bet/SS.tot
## 31.87 0.00 0.70
##
## $stats
## Size Contrast Coef Wt'd Mean Mean Trim'd Mean Var. St. Dev.
## 2 10 -1.80 21.71 21.71 21.82 1.56 1.25
## 3 10 0.23 23.74 23.74 23.87 0.40 0.63
## 1 10 1.56 25.07 25.07 25.10 0.74 0.86
pdf("chap10fig102.pdf")
print(granova.1w(arbre$hauteur,arbre$foret))
## $grandsum
## Grandmean df.bet df.with MS.bet MS.with
## 23.51 2.00 27.00 28.63 0.90
## F.stat F.prob SS.bet/SS.tot
## 31.87 0.00 0.70
##
## $stats
## Size Contrast Coef Wt'd Mean Mean Trim'd Mean Var. St. Dev.
## 2 10 -1.80 21.71 21.71 21.82 1.56 1.25
## 3 10 0.23 23.74 23.74 23.87 0.40 0.63
## 1 10 1.56 25.07 25.07 25.10 0.74 0.86
dev.off()
## quartz_off_screen
## 2
#page 416
if(!("granovaGG" %in% rownames(installed.packages()))){
install.packages("granovaGG")}
library(granovaGG)
## Le chargement a nécessité le package : ggplot2
granovagg.1w(arbre$hauteur,arbre$foret)
##
## By-group summary statistics for your input data (ordered by group means)
## group group.mean trimmed.mean contrast variance standard.deviation group.size
## 2 2 21.71 21.82 -1.80 1.56 1.25 10
## 3 3 23.74 23.87 0.23 0.40 0.63 10
## 1 1 25.07 25.10 1.56 0.74 0.86 10
##
## Below is a linear model summary of your input data
##
## Call:
## lm(formula = score ~ group, data = owp$data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.8100 -0.4550 0.0750 0.5425 1.7900
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 23.5067 0.1730 135.844 < 2e-16 ***
## group1 1.5633 0.2447 6.388 7.66e-07 ***
## group2 -1.7967 0.2447 -7.342 6.75e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9478 on 27 degrees of freedom
## Multiple R-squared: 0.7025, Adjusted R-squared: 0.6804
## F-statistic: 31.87 on 2 and 27 DF, p-value: 7.809e-08
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)
pdf("chap10fig103.pdf")
print(granovagg.1w(arbre$hauteur,arbre$foret))
##
## By-group summary statistics for your input data (ordered by group means)
## group group.mean trimmed.mean contrast variance standard.deviation group.size
## 2 2 21.71 21.82 -1.80 1.56 1.25 10
## 3 3 23.74 23.87 0.23 0.40 0.63 10
## 1 1 25.07 25.10 1.56 0.74 0.86 10
##
## Below is a linear model summary of your input data
##
## Call:
## lm(formula = score ~ group, data = owp$data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.8100 -0.4550 0.0750 0.5425 1.7900
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 23.5067 0.1730 135.844 < 2e-16 ***
## group1 1.5633 0.2447 6.388 7.66e-07 ***
## group2 -1.7967 0.2447 -7.342 6.75e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9478 on 27 degrees of freedom
## Multiple R-squared: 0.7025, Adjusted R-squared: 0.6804
## F-statistic: 31.87 on 2 and 27 DF, p-value: 7.809e-08
dev.off()
## quartz_off_screen
## 2
#page 419
modele2<-aov(hauteur~foret,data=arbre)
model.tables(modele2)
## Tables of effects
##
## foret
## foret
## 1 2 3
## 1.5633 -1.7967 0.2333
TukeyHSD(modele2)
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = hauteur ~ foret, data = arbre)
##
## $foret
## diff lwr upr p adj
## 2-1 -3.36 -4.4109317 -2.3090683 0.0000000
## 3-1 -1.33 -2.3809317 -0.2790683 0.0110330
## 3-2 2.03 0.9790683 3.0809317 0.0001544
plot(TukeyHSD(modele2))
![](data:image/png;base64,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)
pdf("chap10fig104.pdf")
plot(TukeyHSD(modele2))
dev.off()
## quartz_off_screen
## 2
#En plus : export des graphiques en niveaux de gris et aux formats .png ou .ps
png("chap10fig102.png")
granova.1w(arbre$hauteur,arbre$foret)
## $grandsum
## Grandmean df.bet df.with MS.bet MS.with
## 23.51 2.00 27.00 28.63 0.90
## F.stat F.prob SS.bet/SS.tot
## 31.87 0.00 0.70
##
## $stats
## Size Contrast Coef Wt'd Mean Mean Trim'd Mean Var. St. Dev.
## 2 10 -1.80 21.71 21.71 21.82 1.56 1.25
## 3 10 0.23 23.74 23.74 23.87 0.40 0.63
## 1 10 1.56 25.07 25.07 25.10 0.74 0.86
dev.off()
## quartz_off_screen
## 2
postscript("chap10fig102.ps")
granova.1w(arbre$hauteur,arbre$foret)
## $grandsum
## Grandmean df.bet df.with MS.bet MS.with
## 23.51 2.00 27.00 28.63 0.90
## F.stat F.prob SS.bet/SS.tot
## 31.87 0.00 0.70
##
## $stats
## Size Contrast Coef Wt'd Mean Mean Trim'd Mean Var. St. Dev.
## 2 10 -1.80 21.71 21.71 21.82 1.56 1.25
## 3 10 0.23 23.74 23.74 23.87 0.40 0.63
## 1 10 1.56 25.07 25.07 25.10 0.74 0.86
dev.off()
## quartz_off_screen
## 2
pdf("chap10fig102bw.pdf",colormodel="gray")
granova.1w(arbre$hauteur,arbre$foret)
## $grandsum
## Grandmean df.bet df.with MS.bet MS.with
## 23.51 2.00 27.00 28.63 0.90
## F.stat F.prob SS.bet/SS.tot
## 31.87 0.00 0.70
##
## $stats
## Size Contrast Coef Wt'd Mean Mean Trim'd Mean Var. St. Dev.
## 2 10 -1.80 21.71 21.71 21.82 1.56 1.25
## 3 10 0.23 23.74 23.74 23.87 0.40 0.63
## 1 10 1.56 25.07 25.07 25.10 0.74 0.86
dev.off()
## quartz_off_screen
## 2
postscript("chap10fig102bw.ps",colormodel="gray")
granova.1w(arbre$hauteur,arbre$foret)
## $grandsum
## Grandmean df.bet df.with MS.bet MS.with
## 23.51 2.00 27.00 28.63 0.90
## F.stat F.prob SS.bet/SS.tot
## 31.87 0.00 0.70
##
## $stats
## Size Contrast Coef Wt'd Mean Mean Trim'd Mean Var. St. Dev.
## 2 10 -1.80 21.71 21.71 21.82 1.56 1.25
## 3 10 0.23 23.74 23.74 23.87 0.40 0.63
## 1 10 1.56 25.07 25.07 25.10 0.74 0.86
dev.off()
## quartz_off_screen
## 2
png("chap10fig103.png")
granovagg.1w(arbre$hauteur,arbre$foret)
##
## By-group summary statistics for your input data (ordered by group means)
## group group.mean trimmed.mean contrast variance standard.deviation group.size
## 2 2 21.71 21.82 -1.80 1.56 1.25 10
## 3 3 23.74 23.87 0.23 0.40 0.63 10
## 1 1 25.07 25.10 1.56 0.74 0.86 10
##
## Below is a linear model summary of your input data
##
## Call:
## lm(formula = score ~ group, data = owp$data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.8100 -0.4550 0.0750 0.5425 1.7900
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 23.5067 0.1730 135.844 < 2e-16 ***
## group1 1.5633 0.2447 6.388 7.66e-07 ***
## group2 -1.7967 0.2447 -7.342 6.75e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9478 on 27 degrees of freedom
## Multiple R-squared: 0.7025, Adjusted R-squared: 0.6804
## F-statistic: 31.87 on 2 and 27 DF, p-value: 7.809e-08
dev.off()
## quartz_off_screen
## 2
postscript("chap10fig103.ps")
granovagg.1w(arbre$hauteur,arbre$foret)
##
## By-group summary statistics for your input data (ordered by group means)
## group group.mean trimmed.mean contrast variance standard.deviation group.size
## 2 2 21.71 21.82 -1.80 1.56 1.25 10
## 3 3 23.74 23.87 0.23 0.40 0.63 10
## 1 1 25.07 25.10 1.56 0.74 0.86 10
##
## Below is a linear model summary of your input data
##
## Call:
## lm(formula = score ~ group, data = owp$data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.8100 -0.4550 0.0750 0.5425 1.7900
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 23.5067 0.1730 135.844 < 2e-16 ***
## group1 1.5633 0.2447 6.388 7.66e-07 ***
## group2 -1.7967 0.2447 -7.342 6.75e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9478 on 27 degrees of freedom
## Multiple R-squared: 0.7025, Adjusted R-squared: 0.6804
## F-statistic: 31.87 on 2 and 27 DF, p-value: 7.809e-08
## Warning in grid.Call.graphics(C_segments, x$x0, x$y0, x$x1, x$y1, x$arrow): la
## semi-transparence n'est pas supportée sur ce périphérique : reporté seulement
## une fois par page
dev.off()
## quartz_off_screen
## 2
pdf("chap10fig103bw.pdf",colormodel="gray")
granovagg.1w(arbre$hauteur,arbre$foret)
##
## By-group summary statistics for your input data (ordered by group means)
## group group.mean trimmed.mean contrast variance standard.deviation group.size
## 2 2 21.71 21.82 -1.80 1.56 1.25 10
## 3 3 23.74 23.87 0.23 0.40 0.63 10
## 1 1 25.07 25.10 1.56 0.74 0.86 10
##
## Below is a linear model summary of your input data
##
## Call:
## lm(formula = score ~ group, data = owp$data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.8100 -0.4550 0.0750 0.5425 1.7900
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 23.5067 0.1730 135.844 < 2e-16 ***
## group1 1.5633 0.2447 6.388 7.66e-07 ***
## group2 -1.7967 0.2447 -7.342 6.75e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9478 on 27 degrees of freedom
## Multiple R-squared: 0.7025, Adjusted R-squared: 0.6804
## F-statistic: 31.87 on 2 and 27 DF, p-value: 7.809e-08
dev.off()
## quartz_off_screen
## 2
postscript("chap10fig103bw.ps",colormodel="gray")
granovagg.1w(arbre$hauteur,arbre$foret)
##
## By-group summary statistics for your input data (ordered by group means)
## group group.mean trimmed.mean contrast variance standard.deviation group.size
## 2 2 21.71 21.82 -1.80 1.56 1.25 10
## 3 3 23.74 23.87 0.23 0.40 0.63 10
## 1 1 25.07 25.10 1.56 0.74 0.86 10
##
## Below is a linear model summary of your input data
##
## Call:
## lm(formula = score ~ group, data = owp$data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.8100 -0.4550 0.0750 0.5425 1.7900
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 23.5067 0.1730 135.844 < 2e-16 ***
## group1 1.5633 0.2447 6.388 7.66e-07 ***
## group2 -1.7967 0.2447 -7.342 6.75e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.9478 on 27 degrees of freedom
## Multiple R-squared: 0.7025, Adjusted R-squared: 0.6804
## F-statistic: 31.87 on 2 and 27 DF, p-value: 7.809e-08
## Warning in grid.Call.graphics(C_segments, x$x0, x$y0, x$x1, x$y1, x$arrow): la
## semi-transparence n'est pas supportée sur ce périphérique : reporté seulement
## une fois par page
dev.off()
## quartz_off_screen
## 2
#page 426
#Exercice 10.1
#1)
options(contrasts=c(unordered="contr.sum", ordered="contr.poly"))
#page 427
#2)
variete<-rep(1:6,c(5,5,5,5,5,5))
vitamine<-c(93.6,95.3,96,93.7,96.2,95.3,96.9,95.8,97.3,97.7,94.5,97,97.8,97,
98.3,98.8,98.2,97.8,97.2,97.9,94.6,97.8,98,95,98.9,93.2,94.4,93.8,95.6,94.8)
variete<-factor(variete)
exo1<-data.frame(variete,vitamine)
modele1<-aov(vitamine~variete,data=exo1)
residus1<-residuals(modele1)
shapiro.test(residus1)
##
## Shapiro-Wilk normality test
##
## data: residus1
## W = 0.9563, p-value = 0.2485
length(residus1)
## [1] 30
bartlett.test(residus1~variete,data=exo1)
##
## Bartlett test of homogeneity of variances
##
## data: residus1 by variete
## Bartlett's K-squared = 5.6023, df = 5, p-value = 0.3469
#page 428
#3)
modele1
## Call:
## aov(formula = vitamine ~ variete, data = exo1)
##
## Terms:
## variete Residuals
## Sum of Squares 45.836 38.512
## Deg. of Freedom 5 24
##
## Residual standard error: 1.266754
## Estimated effects may be unbalanced
summary(modele1)
## Df Sum Sq Mean Sq F value Pr(>F)
## variete 5 45.84 9.167 5.713 0.00131 **
## Residuals 24 38.51 1.605
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
#page 429
#4)
granovagg.1w(vitamine,group=variete)
##
## By-group summary statistics for your input data (ordered by group means)
## group group.mean trimmed.mean contrast variance standard.deviation group.size
## 6 6 94.36 94.33 -1.92 0.85 0.92 5
## 1 1 94.96 95.00 -1.32 1.54 1.24 5
## 2 2 96.60 96.67 0.32 1.03 1.01 5
## 5 5 96.86 96.93 0.58 3.73 1.93 5
## 3 3 96.92 97.27 0.64 2.14 1.46 5
## 4 4 97.98 97.97 1.70 0.34 0.58 5
##
## The following groups are likely to be overplotted
## group group.mean contrast
## 5 5 96.86 0.58
## 3 3 96.92 0.64
##
## Below is a linear model summary of your input data
##
## Call:
## lm(formula = score ~ group, data = owp$data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.420 -0.795 0.150 0.925 2.040
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 96.2800 0.2313 416.298 < 2e-16 ***
## group1 -1.3200 0.5172 -2.552 0.01748 *
## group2 0.3200 0.5172 0.619 0.54189
## group3 0.6400 0.5172 1.238 0.22785
## group4 1.7000 0.5172 3.287 0.00311 **
## group5 0.5800 0.5172 1.122 0.27316
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.267 on 24 degrees of freedom
## Multiple R-squared: 0.5434, Adjusted R-squared: 0.4483
## F-statistic: 5.713 on 5 and 24 DF, p-value: 0.001311
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roo/6mQo+lNSt0wAQr/vrXv8Z0H/r3R/hxt912i7lW2JFtLvgWHMUFiyLbXAvpYJsLfsZcUDWyPXxsf1n3rGvdGOynha+//jqynxsGIOaGvois8/d3gZ+YG0M2sr9rZRrJ6ybLimyvjNdKSWVywd2gzK57ufcaK+q6tGjRIqb3p/jkgsSx8OvZN/Ifb7/99pibrT04j65fMknvF66lZ7CfC9B6u+l91g31EHMBt4TvG8kcW3lKU24XvA/KpXrqvdyvr//45JNPBkVxP8LEXEC+UB4/rx5dsLnQPaUDTJ8+PbKf+3EsOK6/4ALAkTzh98rS3tc6h94zi7ov/DroWrngrF8kHhFAAAEEEEAAgawQUEseEgIIIFClBVx398gXxvCX1eIqdt1110X2cy05g+zxAVDX4szLW79+/dgRRxwRcy05I/tq+w8//BDsrwXXaiqSZ/fdd4+5lp8x14otsv6ZZ56J7FfSE30B97+o6tG1EAp2UdDItTSNbO/fv3+wXQuuFWuwXcEf15rJ237hhRcG63Vc1VHldRNFxWrUqBHZFg4YuUlLItueffbZyPn0xE3yE+SRVTjQVShzghWuK2rMtQAMjqEAj5LrfhpzrQ2D9a6lasy1vkpwhFgsPgD6m9/8JuZatQb7qs6u9Wywb3EB0PK453TiN998M1Ie3UPxqUePHkEeWSoYlyiVhVmi44bXuZawkcCWDHWfuy7Nhe5zbdO/ZAOgCqz6+7jJcmInnnhi7Pe//31M92mXLl2Cbcpz8cUXh4tVKADqutZ7+fX63X///WO67/1j61GvGTfUQ3CMkoKNlfFaKalM4QCo/36luuked0N+xGQYrrPu//jkhgiJ5JGXG5vW+yHHD5qFA5nJBkBdy8fIcd1M77H44LyOq/em8I8r8eUr6nlpyh0fAA3XT17hH3Xy8/ML3XvK41qLxvx7zDfWcVzPgUiRyzoA6p8z2fvadXOPuVatwbVwLT9juoY33HBDTD8Iqq5++fWe//3330fKzxMEEEAAAQQQQKAqC9AF3v2lR0IAgaotED+2nbq4JpNc67RItuK6wqrbuMYZ1Rieo0eP9sZ80yQeftL2Tz/91H9q6rb40UcfBc81O72O//bbb9ucOXO8LqX+RnU51zhyyaauXbtaePw/TSDiJ417un79ev+p96h14fHdVAY/qSu+unCqS6cmjPKTxk51ARevvOqSGj/BkI7pJ41d6QIu/lN78cUXg2UtaIw5TdripxNOOMHrWuo/T+bx+eef98ro5z3nnHO8RReUsV/+8pf+am+MweKGJAgyugWNN6kuqC5QEaxW1191NS4pldc9d8wxx0RmxdbQCy6wHhRn2rRp9t133wXPdf3UTTlRKg+z+PNcf/31kSERNBGZZqfXPelazNrpp58ev0vSz8P3o8aHdC2VzQVFvS7x6grsApnefafu1LqG7o+xIo+trvTq+q17Wl2Mdf1cUD7Ir9eMupAnkzL9taI66P3IBcVMQzXonvn8888LTao1duzYSHX1fqVu6H5yLT29fT/44ANvPGV1i1YX6eKc/X3jHzWWcDg9+OCD5n74Ca/yjquhKA477LCU3g/Lutyq39FHH+29z7sfc7z7QvVWcq2vvW76fsE1/IS6tWsMUN1DGhJA70lKOo6GXCirMVT9c4YfU72vv/rqq8j7m/vBxXQtNJyChkt47rnnvMOr+78+A/RaJiGAAAIIIIAAAtkiQAA0W64k9UAghwXixw3UWHfJJNcNNJItHGiKbHBPNBbmww8/7I2FqW0KnilYFk7hoJjrthjeZK5bpbkWWN46jbXmWt0E2xUQDQcegg3FLGgyJz+5Lo1BUELB2fikL8n+OKA6V3gcTU0WpaTxFRWw0oRH+iKsIGI4MKixNl2LoODQ4clBNK6pa50XbNP+4Wvy/vvv24YNG4LtCiSnmsIT+cg+HLw677zzIofTmJHJJo1tqLFE/aSx+1wrQ/9pkY/h+ilTWd1zqpsCdX5SECU843t4WXnCwV9/H/+xvMz847uhF7zxGv3nGivRDbfgP/UC63odaIzBdJICjX5SEO6uu+7ygk1ap3tRY6TqvnLdggsFsv39/EeNdaixcf2yKOgvn/B7gALGyaRMf634dVBQS9fETwoia4xLP4Xfr7TOter2N3mPmrQoPLasawlurtV8JE+yT+LHHNV4nRoTWQFDBUIVcPSTG4qk0BjN/rZEj2VdbgWO9YOPa+nvvb5c60jvtLof9b7oJ42rqh92/B/cNE7y0KFD7ZJLLvGzeD96+WOnBivLcCHV+zr8mlIx9Bmm92c/SKtxiPUjnwK6+hFDBiQEEEAAAQQQQCBbBAiAZsuVpB4I5LCAJnAIp/jWRuFt4eX4gGf8ccJ5/9//+39B8MRf78YU9Be9x3DLwXCQUUEHBbYUBPD/KTARbjUZzq8v2WoFleifWiAphQOgClp+88033noFivwUbqHqt/Z65513/M1egEotCMNJk8y4rpDepB6u+6PXklUTP6mVXbiVqiY1CidNzOQnBTdGjBjhP40E8BQ0iD9nkLGIBdVNrfb8dNxxx3mTSfnPNTlTONCjlrYKjiWbFFhTufykwJiCMMWl+HulLO+54maDD8/+rslp1Jo2USpvM51TLd/CSQG2+KTguILM6SQ3dEOwm+t67AVrXNd3U8tttaxTsF/3WjJJE/f4wU8/v56HJ9FSCz61EE02ZeJrJVx213U9/NRbDr9nhd+vtFETEPlJAWa1Ro5PCpClkxTsjE8KjitgqNbc+hEnfL3/8pe/RN5v4vcNPy/rcuv9RYHF+KRWtOEfPvSe58YRjs9mV111VWTdt99+G3lelk9Sva/dUAiRH7IU/HTDVXgTXenzRpM/xQery7K8HAsBBBBAAAEEEKhMgf8156nMUnBuBBBAoBQC3bp1M3Xl81N8YMZfH//oJgGJrNJxikoK5MQntSILJ79rqAIpCkr6SbOLa1bs4lI4gKaWmEXNZu53d1b3X7XOUpBSSYFNlV9f0pUUcNXs8/oyr+QHQMPd3xXoVGvUcFLgzE284wUkwmUK59Gy35rVX68v0eo26X95Vjd4tfRUgCp8bdRyU2VLJT3++OOR7PKNb4kWXx7NIq0v9MkkBT8VBPVnptd11Gz24ZaY8ccpz3uuX79+Xqsy//7UcANaVistdWf2k1rvqtVZolTeZjpn/OssPijsl0szZKeTFBxTYEyz3oeT7nm15tQ/vQbdBEX2xz/+MWEwyt9PQdNEKb7MaiGdbGveTHythOtY0nuW/37l7xMOJOq17Hfl9rfrMd4rvK245fh7QMd2k7UFu6i1+UUXXRS0VFfLXl0LdcMvKZV1uTt37pzwlHpfDqc99tgj/DRY1v4KIPs/GMXfv0FGtxB/DbTN3y+cr6jlVO9rdeXXsB9uDNvIIfU+rc8c/VOLV81ur/dEWoBGmHiCAAIIIIAAAlVcoFoVLz/FRwABBAp9Sda4icmk+FZ+xQVA1e01PoW7hIe3qbVaqqm4YGNRxwq3XlN3RY2Fp7H/lNRiVV9e/ZZXakGp4GQ4sBrfmuv111+3gw46yOsa7JdHASaNc6euzeFgW3xwRM/9cTl1fo3fqC7Segx7pNr9XUE/f1w6HVdJwdx//OMfkX/hMUmVx80sberOnmxSN/hwS0W12ooPIoaPFR+YKet7Lr4VqMaUTbb7e0WZ7dy5M0xiGmohUUo14O0fQy1c1aLZTdZTZHBTdVWgRgH44gJHRbUUjb+PEwWk/PKEHzPxtRIun5ZTec9S/vD1jG/hre1K8k4nxQdAFWDzf8zxjxcfzAuPdevnSfRY1uXWfZcoxd8r4Rb84fz6MSb8g0xRrwvtk+ieLepeDZ/DXy4qb3xZw/e1Wk9ryJVwDwH/eP6jhpXQGKDhsZv9bTwigAACCCCAAAJVVYAAaFW9cpQbAQQCgV69egXLWlDATK0ui0sKkGlCCD8p0Bcf1PK36TH+C2V4W/yyWk+FvxyrFaYmkyjuX3jMULXKVPfaRP/CX87D3eDV8jMcIFPwU4GnAQMGeMXTF211K/W/MCt4q+6Tflq+fLmpRaEf4FBXYwVVFcRUYFWT24RT+Au+vz48lqYCsQoShbtsy7e4L93+ccKPGt8vPN5oeFtxy6pn/MRNxeVXCzS1jAoH6+JbOIb3L+97LlEANGyprswakzFRqigzN9t75PThVs/hDYsWLQo/TWlZY3SqRbLuT3XXVcvfAw44INKNVwfU/R9uaRx/koULF8av8p77gX5/o+77klKmvlbiy53Ke5b2DQcgNQ6kWlrHp/BQHfHbinvuZh73Wuv6ecJdyf118YFCjcWZTCrrcod/6AmfP74Vf7jlaTif7in/hyit32effcKbI8vhfP6GRO7+tvjHdO9r/Xj2xRdfeK24NQnSaaed5n3exB9fLatJCCCAAAIIIIBAtggQAM2WK0k9EMhhAY3/GB5/UC2C1J1SgYpESV/iNXt1OGniG3+m3/D6dJYVHAx/KVdXTgVWFDDy/6n1k1o4Ka+6TIZbSKlsCiYl+vfkk08GRVLLTL+b644dO+yp0AQdar2jpG7ufgpPiqPu4QpK+EnjKYZbUt19991eqzq/m7+6pPrBU+0TniDJP0aPHj28lqf+8+HDh0fGAg23EPXzlPQY3wpTky1pZvFE//zu/v4x1Q0+laSxROPvi6L2L+97TsHi3r17B6dXd+twV9qzzjor0sosyOgWKsosPliogHl88gPo8euTea4WvJq8S13dVX9NlKP7Uq199dq4+uqrI4cJDw8Q2eCeKDhaUFAQWa37PTxpmAJuicZ+jOzknmTqayW+nKk+1+s3nOLvI2277777wllSWtZ7jp/044LeF8Np+vTp4aem12MyqazLHf7xKnx+jYMc/oFEP7QlCmCG36O1f8+ePYPDxI9Dm2jM2XiHcOvN4ED/t5Dqfa0gs8ZIfuONN7zZ3/U5pQn59OOZXlPjx4/3Jvzzz6PPqPDngr+eRwQQQAABBBBAoEoKuD+sSAgggECVF3DjAsbcl8uYeyMO/rkWlDEXPInNmDEj5oJ3MdetOXbPPffEXAvLII/yuwBkzM2OGzFwrdYieVxgLLJdT1zAJZLn5ptvDvK4FpORba4VW7BNC24MtmC7yu26JEa2J/vEjVsZHMevu+rnvph7h4gvo5/HtTiNnCK+vG4m9cj2a6+9NnIeN/N6ZLv/5NFHH43k88/nAqYxXaNUkmsxG9N+/jFc8LjY3d0X9ZgbFzXIr/1cd/lgH5n4x9KjC6AF2/wF1/U35mZ1juTz93FjAPrZvMeyvuciB3dPXDf/hOVQeSZPnhyf3Xte1mYJTxJa6VoYR8roZg4PtsrbtWSNbFfZ3VAMQR4XfIlsdy0PvW3x962uvWudHOynBTfRVmRfF3APtrsuvJFtOq+btCZ4XSijmyU9kucXv/hFsL8LTEW2uXFGg22V9VoprkwqnOvaHCmz+9EiKLO/4H44CPK4H1/81d6jC3ZFXm8uIBxzM7THXOA45lo1xmTgvxb8R12/ZJObmCyyvwuIxlxLUG931xox8tpt165dsoeNlbbcLugXKZdrEVnkuV2r+UheN6RHTO8ZfnKt3mNy833cD1sx14Ld3xzTNQm/p7mAe2zlypXBdvcjR2R/HSdcntLe1z//+c+DsunY7kex4Nz+ghtfOshT0nuuvw+PCCCAAAIIIIBAVRDQAOwkBBBAICsE7r333uCLm/8F1H8Mf+n01+nRtfaJuYlWCtW/tAFQ1/It5lqURsrjuqzHbr311pgbrzDyJdhNLOIFaAsVIokVrgVQ5Byqk5tcJLKn67oZySOLJUuWRPLEH8e1LI25GedjrhVlzLUmjZRX53AtMSP7+0/0Zd+NPRg5n/IPHDjQz5L04x/+8IfIcVwX/hL3HTZsWGQfN+lSsE8yAVBldhNFRY6h8utffABUecvyntPxwknXyHVjLlQW16IsnC2yXNZmkYMneDJhwoRC94ZrKRf75S9/GVPwxLcLPyYTANWp9DoJ77fXXnvFfve738UefvjhmGtNHNM96m/Xay18TycKFCmvfuxwrWdjrnVtsK/Wu27PMTfRVFDD4oKNlfVaKa5MKnhpA6A6hl4vvqn/qECpv+xahAfLWpdKAFTHd2MTR/Z3LeFjbjzQyDod1w3joOxJp9KUO5UAqH5Mi/8BzU2iFnMt7WOuxWqheriWloXqEA4wqq66J6+88sqYgquJ3jtLCoD6x0jmvnbjXkder/rxzY0F7QVZ3TjPsf79+0fqkOiHv0IVYgUCCCCAAAIIIFBFBAiAVpELRTERQCA5ATdOYEwBRX0pLOmfvogW1ZKutAFQlVatmtQCqLhyuG7osYkTJyZXuQS51HI1/gu5Wg6Gk1ophcvgZhkPb/aW3Rihhb78hvdp3LhxTAEof53q5brdFzqOViRq9ee6hSbMW9RK11Uz5sZSDc6n87ous0VlD9YrSBkOdivA7bewSjYAqoO58VAj59b5EwVAlbes7jkdKz4psOKb+4933nlnfDbveXmYJTxR3EoFTvyyxT/qGt50002R7ckGQF0X+JgbazWyb/zx9VzXWy3vwik+AOrGxC30OvGPpSBzfAvt4oKNlfVaKa5MqntZBEDVUj7RvS+rli1bxkaOHBm5Hm6CqjB7ictqoRx+H/GvQfhR9Ug1labcqQRAVS79QKLAbbjM8csKqIdbQ4fr44Z1KNRbwd/fjc3stcrUo78u3Fq/tPe1yqFW+uH3SP888Y8KVsuVhAACCCCAAAIIZIsAY4C6v/hICCCQPQIaJ1ATIGl8wL333jsyGZFqqZmRNbbibbfd5k0CUdwEFaVV0YQ/LrhpmnAiPN6mjqsJSlyrJfv0008jYz2mek6N0Rk/9qU//qd/rPA4oFoXP/u71qk8mhgqfvIdrdfxNf5keEIMTfQRnlFex/CT62rsL3qPGvdOEyylkjSepGat95ML2nrjqPrPi3p0XeBNE0D5yQU9I2Oj+utLetRYhw0bNiwpm7e9PO+5+OuhMWNdV+2E5aosM02QpYmXwpPEaJItTdLkWpyZZvxOJ7mWdd49puMnGpvTBXHshBNO8CYzC48BnOhceg1o0pfweIzKp/F3R40a5c00n2i/ROsy7bWSqIzprtP4ly+++KI31qfG29UYw3ofdYFO773K/WgUObRe26kk1yrYm7DK/ShTaMxl3T8vvPBCoTFskzl+eZc7XIZBgwZ574cXX3yxhSelUx5NoKSxTidNmmRu2JDwbsGy3ss0C3t47FK9rmWrWdfdsCZB3pIW0rmvVW43NIi5ngIJx3J2gW5zP6J5eeRKQgABBBBAAAEEskUgT5HcbKkM9UAAAQTiBTT7uSY90my5+vKtgIe+bFZG0mzYrgulF1RQOVyrysooRonn1AzQmihDTprtXEHjVJIbUiASlFXAThOG5ErKpHuuos3duKjmWsp6QX3XMrnMTq9JvlwXd9NrSJMZtW/f3hTsLure1KRJ4cDrX//6V9NEZ0qaHE0TJikA5VqolqqM2fRa0Y8FmuRHgeWikmvBaXvssUewWcFp1wI4eJ7KgibX0fuhrqtrFZr2tajocofr6FpIepM56QchTWTXrVs3U/A/2eRa9XqT4WmCpWQ+D8r6vs7Pz/deUyq/JgHUpEhu7Oxi74Fk60Y+BBBAAAEEEEAg0wSS/yst00pOeRBAAIEkBPRlVLMJJzujcBKHTDuLgjb6l+lJLe/USind5CaDiuzqxoOMPM/2J5l0z1W0tYKS+lfWSa0uy+r1owCP/pVFyqbXyrPPPuu19HRDiHjXUK1lXTfuCJNatIdTuBVjeH0yy/qBpSzemyu63OG6qcWngrf6l05Sa0v9K4uUzn2toGdpyl8W5eYYCCCAAAIIIIBARQkQAK0oac6DAAIIZKmAG0fV3Nh0ptZMjz/+uNfi1q+qAhzHHHOM/5RHBHJaIJNfKxoaRC0a1cpT/0aPHm1qeashMDZv3uwN5+Em5Amun7p/H+a6e1d2qqrlrmw3zo8AAggggAACCOSaAAHQXLvi1BcBBBAoYwE3OZENGTIk4VHdBDiVNuRAwgKxEoFKFMjk14qGu3AzkZubuTwQ0li4+pcoqaW3WsBWdqqq5a5sN86PAAIIIIAAAgjkmkDlDISXa8rUFwEEEMhigUTd+tUN/Pbbb7fTTjsti2tO1RBITSCTXysa+3P48OGmScyKm/zGzYDuTZJz2WWXpVb5cspdVctdThwcFgEEEEAAAQQQQKAIASZBKgKG1QggEBVQV0iNw0eqGAFNEKJUWRM2pVLL9evX26OPPmqaSEP3iCbS0Mz37dq1S+Uw5EUgbYH496cNGzbYl19+GRyvS5cu5TI2aXCCJBeKe61k0mt+6dKlNmbMGG+CIk1SpNe1xgbVa/uQQw4xBUGLSvHXoqh85bE+UblVZv3r379/seUuj/KU9TEz9b4u63qW1fF0L+oztLiJvcrqXBwHAQQQQAABBDJfgABo5l8jSogAAggggAACCCCAAAIIIIAAAggggAACaQrQBT5NOHZDAAEEEEAAAQQQQAABBBBAAAEEEEAAgcwXIACa+deIEiKAAAIIIIAAAggggAACCCCAAAIIIIBAmgIEQNOEYzcEEEAAAQQQQAABBBBAAAEEEEAAAQQQyHwBAqCZf40oIQIIIIAAAggggAACCCCAAAIIIIAAAgikKUAANE04dkMAAQQQQAABBBBAAAEEEEAAAQQQQACBzBcgAJr514gSIoAAAggggAACCCCAAAIIIIAAAggggECaAjXS3I/dEEAgCwXy8/NtxYoV1r59e6tdu3akhi+++KKNGzfOFi9ebB07drRBgwbZscceG8nDk9QFFixY4FnvuuuukZ1/+OEHe/zxx2369OlWs2ZN22effeyCCy6wFi1aRPLxBAEEqpZApr/mkymfxHfbbTe76qqrrG3btpELwGdFhIMnFSCQzD3L52gFXAhOgQACCCCAQIYL5MVcyvAyUjwEEKgggWeffdauvfZaGz16tPXq1cs76/bt2+3ss8+2MWPGFCrF0Ucfbc8884xVr1690DZWJCegwGbPnj3tueeeC3aQ/4UXXmgFBQXBOi3Ur1/fnn76aRswYEBkPU8QQKDqCGT6az6V8tWpU8eGDx/uvSfxWVF17sFsK2kq9yyfo9l29akPAggggAACyQvQBT55K3IikJMC999/vxf8POGEE+zTTz+1JUuW2KRJk+yyyy6zkSNH2k033ZSTLuVV6bVr19oVV1xhtWrVsocfftjmzJlj8+fPtxdeeMHUSlSB0UWLFpXX6TkuAghUsECmv+YTle+OO+7wlJo3bx68J/FZUcE3DqcrUiDRPcvnaJFcbEAAAQQQQCBnBAiA5sylpqIIpCfw2muv2Z577mn/+te/rGvXrl537A4dOniBz0suucRrAbpz5870Ds5ehQQ+/vhjW7Vqld1111122mmnWePGja1BgwZ2xBFH2Msvv2zbtm2zN954o9B+rEAAgaopkOmv+UTl84dI+dvf/ha8J/FZUTXvv2wsdaJ7ls/RbLzS1AkBBBBAAIHUBAiApuZFbgRyTuD777+3gQMHWo0ahYcMPvnkk71u2vPmzcs5l/KqsLyVjjzyyEKn0Fh7ffv2tW+//bbQNlYggEDVFMj013xx5WvZsmXwnsRnRdW8/7Kx1MXds3yOZuMVp04IIIAAAggkJ0AANDknciGQswKdOnXyWiQmApgxY4a3WpMLkMpGQN5Kq1evLnRADdk8a9YsrxVuoY2sQACBKimQ6a/5ZMvHZ0WVvP2ystDJ3rNZWXkqhQACCCCAAAJFChAALZKGDQjkrsBtt91m9913nzfr++DBg71JkTT2ZzhpHErNUt60aVNv1vjwNpZTE/jqq6/sD3/4gzfOZ7t27ax169beZEfho2iYgSeeeMI0O7w/QVV4O8sIIFB1BDL9NZ9M+aStsaD1nqSJZfisqDr3XzaWNJl7ls/RbLzy1AkBBBBAAIHkBZgFPnkrciKQ9QKffPKJ3X777TZt2rRCM5Brxnd/pvJ//OMfprHfduzYYXfffbedd955WW9TXhW8+uqrTeOV+V32wufRbPAKdi5dutROOukkbzIkjb+q66TZl0kIIFD1BDL9NZ9M+TQOsYKfW7ZsKXQB+KwoRMKKchZI5p7lc7ScLwKHRwABBBBAoAoIFB7UrwoUmiIigED5CPTv39/efvttU1drjes5depUmzJlivfYuXPn4KQK1mlynqFDhxL8DFTSW7j33nu9HdevX+85h82bNGnibVOrlQULFtiAAQPsgQceIPiZHjV7IZARApn+mk+mfL1797atW7faoYcear/97W9t+fLlfFZkxN2Vm4VI5p7lczQ37w1qjQACCCCAQFiAFqBhDZYRQCApAY1Pqa7veXl5SeUnU+kE1NI2Pz/f/IBo6Y7G3gggkOkCmf6aT7Z8fFZk+p2WO+VL9p7NHRFqigACCCCAQO4JEADNvWtOjRFAAAEEEEAAAQQQQAABBBBAAAEEEMgZASZByplLTUURQAABBBBAAAEEEEAAAQQQQAABBBDIPQECoLl3zakxAggggAACCCCAAAIIIIAAAggggAACOSNAADRnLjUVRQABBBBAAAEEEEAAAQQQQAABBBBAIPcECIDm3jWnxggggAACCCCAAAIIIIAAAggggAACCOSMAAHQnLnUVBQBBBBAAAEEEEAAAQQQQAABBBBAAIHcEyAAmnvXnBojgAACCCCAAAIIIIAAAggggAACCCCQMwIEQHPmUlNRBBBAAAEEEEAAAQQQQAABBBBAAAEEck+AAGjuXXNqjAACCCCAAAIIIIAAAggggAACCCCAQM4IEADNmUtNRRFAAAEEEEAAAQQQQAABBBBAAAEEEMg9AQKguXfNqTECCCCAAAIIIIAAAggggAACCCCAAAI5I0AANGcuNRVFAAEEEEAAAQQQQAABBBBAAAEEEEAg9wQIgObeNafGCCCAAAIIIIAAAggggAACCCCAAAII5IwAAdCcudRUFAEEEEAAAQQQQAABBBBAAAEEEEAAgdwTIACae9ecGiOAAAIIIIAAAggggAACCCCAAAIIIJAzAgRAc+ZSU1EEEEAAAQQQQAABBBBAAAEEEEAAAQRyT4AAaO5dc2qMAAIIIIAAAggggAACCCCAAAIIIIBAzggQAM2ZS01FEUAAAQQQQAABBBBAAAEEEEAAAQQQyD0BAqC5d82pMQIIIIAAAggggAACCCCAAAIIIIAAAjkjQAA0Zy41FUUAAQQQQAABBBBAAAEEEEAAAQQQQCD3BAiA5t41p8YIIIAAAggggAACCCCAAAIIIIAAAgjkjAAB0Jy51FQUAQQQQAABBBBAAAEEEEAAAQQQQACB3BMgAJp715waI4AAAggggAACCCCAAAIIIIAAAgggkDMCBEBz5lJTUQQQQAABBBBAAAEEEEAAAQQQQAABBHJPgABo7l1zaowAAggggAACCCCAAAIIIIAAAggggEDOCBAAzZlLTUURQAABBBBAAAEEEEAAAQQQQAABBBDIPQECoLl3zakxAggggAACCCCAAAIIIIAAAggggAACOSNAADRnLjUVRQABBBBAAAEEEEAAAQQQQAABBBBAIPcECIDm3jWnxggggAACCCCAAAIIIIAAAggggAACCOSMAAHQnLnUVBQBBBBAAAEEEEAAAQQQQAABBBBAAIHcEyAAmnvXnBojgAACCCCAAAIIIIAAAggggAACCCCQMwIEQHPmUlNRBBBAAAEEEEAAAQQQQAABBBBAAAEEck+AAGjuXXNqjAACCCCAAAIIIIAAAggggAACCCCAQM4IEADNmUtNRRFAAAEEEEAAAQQQQAABBBBAAAEEEMg9AQKguXfNqTECCCCAAAIIIIAAAggggAACCCCAAAI5I0AANGcuNRVFAAEEEEAAAQQQQAABBBBAAAEEEEAg9wQIgObeNafGCCCAAAIIIIAAAggggAACCCCAAAII5IwAAdCcudRUFAEEEEAAAQQQQAABBBBAAAEEEEAAgdwTIACae9ecGiOAAAIIIIAAAggggAACCCCAAAIIIJAzAgRAc+ZSU1EEEEAAAQQQQAABBBBAAAEEEEAAAQRyT4AAaO5dc2qMAAIIIIAAAggggAACCCCAAAIIIIBAzggQAM2ZS01FEUAAAQQQQAABBBBAAAEEEEAAAQQQyD0BAqC5d82pMQIIIIAAAggggAACCCCAAAIIIIAAAjkjQAA0Zy41FUUAAQQQQAABBBBAAAEEEEAAAQQQQCD3BAiA5t41p8YIIIAAAggggAACCCCAAAIIIIAAAgjkjAAB0Jy51FQUAQQQQAABBBBAAAEEEEAAAQQQQACB3BMgAJp715waI4AAAggggAACCCCAAAIIIIAAAgggkDMCNXKmplQUAQSSFlizZo3VqVPH6tWrF+yzbds2mzp1qi1dutS0vNtuu1nnzp2tYcOGQR4WEEAAAQRKFli3bp0tXLjQNm3aZB06dLBWrVpZXl5ekTt++OGH3vvukUceWWSe8t4Q277d8p97xbZM/Na2zV9oNTq0tTq9e1qjc063vFq1Iqff8M5o2/TRFxbbssXq7LeP1T/ucKvevFkkD08QqCiBVatWmV5D+ptlv/32q6jTch4EEEAAAQQQyDABAqAZdkEoDgKVKaAvCU8//bQtWLDALr/8cuvWrZtXnNmzZ9vzzz9v2h6fBg4caCeffHKxX97j9+E5AgggkIsCsVjMRo8ebW+//bbt2LEjINh9993t7LPPtubNmwfrwgvvvPOObdy40cozALpj7Y82t+VeVqt7V9ttyrjw6W3rrLm29Kxf25avpkTWr3PPVlz1Z2vyu99Y8xuv87Yt+9XVlv/kC5F81Vs1t9ZP3ucCoUdE1vMEgYoQ0A8O48aNs61btxIArQhwzoEAAggggECGChAAzdALQ7EQqGgBfbn++9//bhs2bLCaNWta9erVvSKsWLHCHnnkEe+LQ+vWra1Hjx7WoEEDW716tX3zzTc2duxYy8/Pt3POOSfYp6LLzvkQQACBqiDwySef2BtvvGHVqlWzPfbYw2q5lpNz5861OXPm2B133GFDhgyxffbZp3Kq4oKztn2HqaVnOO10rTiXnHqBbZ06w6o1a2INTj/RCka8bzuWLveyxQo22pphd5m5/esd0tcLflbbpZE1OOlYq9Z0F9v8+STb/NkkW/yzc63jpFFWu+ee4cOzjEDaAtOnT7eCgoIS99ffMUorV660CRMmBPnbtm1rbdq0CZ6zgAACCCCAAALZLUAANLuvL7VDIGmBDz74wAt+9unTx0477TSrX7++t++rr77qBT8PPvhgb70fGNXGk046yR577DGbNGmS9e/f37p27Zr0+XI945IlS2zKlGhrqlRNjjnmmFR3IT8CCFSSgIYOefPNN70fmK644grr1KmTVxJ1g3/rrbds/Pjx9vjjj9tFF11ke++9dyWVsvBp1z36jBf8rLVPd2s/9lVbdu4VXvCzzkG9rfEl59rGUR/a+udetTV/udvy27a2mrvvZu0/fN1qtGkdHOzHh560Fb/5gy3/9W+tw6dvB+tZQKA0AnrdLFq0KOlDqDeL/vnpuOOOIwDqY/CIAAIIIIBADggQAM2Bi0wVEUhGQN3e1RrprLPO8h79febPn++1+Dz11FMLtfDUGKHnnnuuDRs2zGbOnEkA1EdL4nHZsmVe0COJrEVmIQBaJA0bEMg4AbVC87ux+8FPFbJu3bp2+umne93f9YPTE088YVdeeaU3znImVEItOJVa3n+b5dWtYwUjx1ntffcKApmNzzvDdqxcbRtHfmjbFy+zNq89GQl+at9dLjvfCt4bawVvjrQd6/KteuNGWk1CoFQCBxxwgC1evNh27txpu+yyi2koiURJPVtmzJjhvcY0frmfaP3pS/CIAAIIIIBAbggQAM2N60wtEShRQF/MGzVqFAl+aow6jZmlLww1aiR+u2jatKn3Bf77778v8Rxk+J+AJmLQhFLvvfeet7J79+7eZCj/y8ESAghkk4A/hnK7du0SVkvjKW933c/VRf7RRx+16667rsgxQRMeoJxWKqhpeWZ1+u7vdWdXN/lGLugZTvWPPdwLgGpdbTcxUqJU7/CDvQDo1umzrO5BfRJlYR0CKQnoNdOlSxd76qmnvO7tGr5HP9bWrl07chwNM6EAqIad0I+8JAQQQAABBBDITYHEEY3ctKDWCOS0gMbC+uKLL7yJjvyJONTdXcFPjfdZVFJLRnXhbNmyZVFZWJ9AQDM+H3/88aZxVfXlTY4a/88feiDBLqxCAIEqLKCxk5XWr19fZC2OOuooW7NmjX388cfe2MvXXnutqaV9ZaaaXTvbpvGf247lKy227afxQXesXhMp0pbJ03967j4zdqxaYzXbt41s15Mt02Z46/Lq1S20jRUIpCvQoUMHu+GGG0ytpzXG7qxZs7yeKZrxnYQAAggggAACCIQFqoWfsIwAArkr4I/fOXz4cPvxxx8DiL59+9ratWu9LxbByv9b2OImx3jttde8Z+EunfH5eF60QO/evU3jq8r8pZdeKjojWxBAoEoL+D8Sffrpp5EZ4OMrpe7we+21ly1fvtwefvhh7wem+Dzl+Xznmh8t/4XXbOvseW5eo5hr7flz73Qb3njfau3VzWsNmv/MS6bJkZTUpX39y2+a1ahuXfJnW+29u3vrw//tdBPVbHjxDS9PrW5dwptYRqDUAhq+58wzz7SLL77Y9HfJvffe6423q14sJAQQQAABBBBAwBeo/heX/Cc8IoBA7gqoBagmE9BYnl9++aXXrb1hw4beuJ76EjxixAhvtne1ClULJs0Ar4DdvHnzvG5lmhBJrRpJqQto3DLNTKvxVtU1Xu4kBBDILgF1y1Vrer3HqjuuXuca/zO+u67eRzUTvPJpaJGvv/7aGztU4xwOGjSo3FBimzbb2r89aJrVfcMrb9uPD/zbfrz3Mds6c67tWLHKCt4faw0GHeFmid9hmz/6wtY9+qxbN85WDr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)
pdf("chap10fig105.pdf")
granovagg.1w(vitamine,group=variete)
##
## By-group summary statistics for your input data (ordered by group means)
## group group.mean trimmed.mean contrast variance standard.deviation group.size
## 6 6 94.36 94.33 -1.92 0.85 0.92 5
## 1 1 94.96 95.00 -1.32 1.54 1.24 5
## 2 2 96.60 96.67 0.32 1.03 1.01 5
## 5 5 96.86 96.93 0.58 3.73 1.93 5
## 3 3 96.92 97.27 0.64 2.14 1.46 5
## 4 4 97.98 97.97 1.70 0.34 0.58 5
##
## The following groups are likely to be overplotted
## group group.mean contrast
## 5 5 96.86 0.58
## 3 3 96.92 0.64
##
## Below is a linear model summary of your input data
##
## Call:
## lm(formula = score ~ group, data = owp$data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.420 -0.795 0.150 0.925 2.040
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 96.2800 0.2313 416.298 < 2e-16 ***
## group1 -1.3200 0.5172 -2.552 0.01748 *
## group2 0.3200 0.5172 0.619 0.54189
## group3 0.6400 0.5172 1.238 0.22785
## group4 1.7000 0.5172 3.287 0.00311 **
## group5 0.5800 0.5172 1.122 0.27316
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.267 on 24 degrees of freedom
## Multiple R-squared: 0.5434, Adjusted R-squared: 0.4483
## F-statistic: 5.713 on 5 and 24 DF, p-value: 0.001311
dev.off()
## quartz_off_screen
## 2
#page 431
#6)
Tukey1 <- TukeyHSD(modele1, conf.level = 0.95)
Tukey1
## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = vitamine ~ variete, data = exo1)
##
## $variete
## diff lwr upr p adj
## 2-1 1.64 -0.8371495 4.11714947 0.3468489
## 3-1 1.96 -0.5171495 4.43714947 0.1803668
## 4-1 3.02 0.5428505 5.49714947 0.0107386
## 5-1 1.90 -0.5771495 4.37714947 0.2058535
## 6-1 -0.60 -3.0771495 1.87714947 0.9733815
## 3-2 0.32 -2.1571495 2.79714947 0.9985151
## 4-2 1.38 -1.0971495 3.85714947 0.5310572
## 5-2 0.26 -2.2171495 2.73714947 0.9994551
## 6-2 -2.24 -4.7171495 0.23714947 0.0926651
## 4-3 1.06 -1.4171495 3.53714947 0.7697394
## 5-3 -0.06 -2.5371495 2.41714947 0.9999996
## 6-3 -2.56 -5.0371495 -0.08285053 0.0399329
## 5-4 -1.12 -3.5971495 1.35714947 0.7278111
## 6-4 -3.62 -6.0971495 -1.14285053 0.0017510
## 6-5 -2.50 -4.9771495 -0.02285053 0.0470143
#page 432
#4)
if(!("multcomp" %in% rownames(installed.packages()))){
install.packages("multcomp")}
library(multcomp)
## Le chargement a nécessité le package : mvtnorm
## Le chargement a nécessité le package : survival
## Le chargement a nécessité le package : TH.data
## Le chargement a nécessité le package : MASS
##
## Attachement du package : 'TH.data'
## L'objet suivant est masqué depuis 'package:MASS':
##
## geyser
wht = glht(modele1, linfct = mcp(variete = "Tukey"))
cld(wht)
## 1 2 3 4 5 6
## "ab" "ac" "bc" "c" "bc" "a"
plot(Tukey1)
![](data:image/png;base64,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)
pdf("chap10fig106.pdf")
plot(Tukey1)
dev.off()
## quartz_off_screen
## 2
#page 433
CI <- confint(wht)
fortify(CI)
## lhs rhs estimate lwr upr
## 1 2 - 1 0 1.64 -0.8377859 4.11778586
## 2 3 - 1 0 1.96 -0.5177859 4.43778586
## 3 4 - 1 0 3.02 0.5422141 5.49778586
## 4 5 - 1 0 1.90 -0.5777859 4.37778586
## 5 6 - 1 0 -0.60 -3.0777859 1.87778586
## 6 3 - 2 0 0.32 -2.1577859 2.79778586
## 7 4 - 2 0 1.38 -1.0977859 3.85778586
## 8 5 - 2 0 0.26 -2.2177859 2.73778586
## 9 6 - 2 0 -2.24 -4.7177859 0.23778586
## 10 4 - 3 0 1.06 -1.4177859 3.53778586
## 11 5 - 3 0 -0.06 -2.5377859 2.41778586
## 12 6 - 3 0 -2.56 -5.0377859 -0.08221414
## 13 5 - 4 0 -1.12 -3.5977859 1.35778586
## 14 6 - 4 0 -3.62 -6.0977859 -1.14221414
## 15 6 - 5 0 -2.50 -4.9777859 -0.02221414
ggplot(CI,aes(lhs,estimate,ymin=lwr,ymax=upr))+geom_pointrange()+
geom_hline(yintercept = 0)
![](data:image/png;base64,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)
pdf("chap10fig107.pdf")
print(ggplot(CI,aes(lhs,estimate,ymin=lwr,ymax=upr))+geom_pointrange()+
geom_hline(yintercept = 0))
dev.off()
## quartz_off_screen
## 2
ggplot(aes(lhs,estimate),data=fortify(summary(wht))) +
geom_linerange(aes(ymin=lwr,ymax=upr),data=CI) +
geom_text(aes(y=estimate+1,label=round(p,3)))+geom_hline(yintercept = 0) +
geom_point(aes(size=p),data=summary(wht)) +scale_size(trans="reverse")
![](data:image/png;base64,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)
pdf("chap10fig108.pdf")
ggplot(aes(lhs,estimate),data=fortify(summary(wht))) +
geom_linerange(aes(ymin=lwr,ymax=upr),data=CI) +
geom_text(aes(y=estimate+1,label=round(p,3)))+geom_hline(yintercept = 0) +
geom_point(aes(size=p),data=summary(wht)) +scale_size(trans="reverse")
dev.off()
## quartz_off_screen
## 2
#page 434
if(!("multcompView" %in% rownames(installed.packages()))){
install.packages("multcompView")}
library(multcompView)
if(!("plyr" %in% rownames(installed.packages()))){install.packages("plyr")}
library(plyr)
generate_label_df <- function(HSD,flev){
Tukey.levels <- HSD[[flev]][,4]
Tukey.labels <- multcompLetters(Tukey.levels)['Letters']
plot.labels <- names(Tukey.labels[['Letters']])
boxplot.df <- ddply(exo1, flev, function (x) max(fivenum(x$vitamine)) + 0.2)
plot.levels <- data.frame(plot.labels, labels = Tukey.labels[['Letters']],
stringsAsFactors = FALSE)
labels.df <- merge(plot.levels, boxplot.df, by.x = 'plot.labels', by.y = flev,
sort = FALSE)
return(labels.df)
}
#page 435
p_base <- ggplot(exo1,aes(x=variete,y=vitamine)) + geom_boxplot() +
geom_text(data = generate_label_df(Tukey1, 'variete'), aes(x = plot.labels,
y = V1, label = labels))
p_base
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)
pdf("chap10fig109.pdf")
print(p_base)
dev.off()
## quartz_off_screen
## 2
#page 436
#Exercice 10.1
#2)
traitement<-rep(1:5,c(7,7,7,7,7))
taux<-c(4.5,2.5,6,4.5,3,5.5,3.5,7.5,3,2.5,4,2,4,5.5,8,6.5,6,3.5,5,
7,5,2,7.5,4,2.5,5,3.5,6.5,6.5,5.5,6,4.5,4,7,5.5)
traitement<-factor(traitement)
exo2<-data.frame(traitement,taux)
modele2<-aov(taux~traitement,data=exo2)
residus2<-residuals(modele2)
shapiro.test(residus2)
##
## Shapiro-Wilk normality test
##
## data: residus2
## W = 0.97436, p-value = 0.5734
length(residus2)
## [1] 35
bartlett.test(residus2~traitement,data=exo2)
##
## Bartlett test of homogeneity of variances
##
## data: residus2 by traitement
## Bartlett's K-squared = 3.1361, df = 4, p-value = 0.5353
#page 437
#3)
modele1<-lm(taux~traitement,data=exo2)
anova(modele1)
## Analysis of Variance Table
##
## Response: taux
## Df Sum Sq Mean Sq F value Pr(>F)
## traitement 4 19.043 4.7607 1.8687 0.1419
## Residuals 30 76.429 2.5476
#4)
power.anova.test(5,7,19.043,76.42857)
##
## Balanced one-way analysis of variance power calculation
##
## groups = 5
## n = 7
## between.var = 19.043
## within.var = 76.42857
## sig.level = 0.05
## power = 0.4684833
##
## NOTE: n is number in each group
#page 438
power.anova.test(groups=5,between.var=19.043,within.var=76.42857,power=.80)
##
## Balanced one-way analysis of variance power calculation
##
## groups = 5
## n = 12.96035
## between.var = 19.043
## within.var = 76.42857
## sig.level = 0.05
## power = 0.8
##
## NOTE: n is number in each group
granovagg.1w(taux,group=traitement)
##
## By-group summary statistics for your input data (ordered by group means)
## group group.mean trimmed.mean contrast variance standard.deviation group.size
## 2 2 4.07 3.8 -0.76 3.62 1.90 7
## 1 1 4.21 4.2 -0.61 1.65 1.29 7
## 4 4 4.43 4.3 -0.40 4.12 2.03 7
## 5 5 5.57 5.6 0.74 1.12 1.06 7
## 3 3 5.86 5.9 1.03 2.23 1.49 7
##
## Below is a linear model summary of your input data
##
## Call:
## lm(formula = score ~ group, data = owp$data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.4286 -1.0714 -0.0714 1.0357 3.4286
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.8286 0.2698 17.897 <2e-16 ***
## group1 -0.6143 0.5396 -1.138 0.2639
## group2 -0.7571 0.5396 -1.403 0.1708
## group3 1.0286 0.5396 1.906 0.0662 .
## group4 -0.4000 0.5396 -0.741 0.4643
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.596 on 30 degrees of freedom
## Multiple R-squared: 0.1995, Adjusted R-squared: 0.09272
## F-statistic: 1.869 on 4 and 30 DF, p-value: 0.1419
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xzucBPwo0hGz7ca+Htb9djcgvQQrxWamqVmov3LLUEDL+ewwZaHjp0aKJr166Bo+ov3fThhx8Gx+lcLoCbcAHUhAtCJ9QaVPd6Oi0uU12vNvl2wftIvtQaPLnc9913X3BZ9yNMpR4Hyfu7H8gq3VM6wcEHHxycWy23U6Xddtst2EfnCafa3tc6l94zq/os88uhvN15553hS7OMAAIIIIAAAgiUpIBa75AQQACB2Aiou7v/xU2P4S+r1RXynHPOiRynLsh+CgcTFET0z+9aQXrd5+vUqROs07ZTTz3VPzR4dK2mIvtssskmCdfyM+FasUXWP/jgg8Ex6Sy4FqnB8ZtvvnnkEAWj/Lz6j25cyWAfBZjCX35dC7xgmxtvMnKsa63q5ddNFJWoV69eZFs4YHTzzTdHtj300EPBOf0FN8lPsI88w4Euf5/qHtWlNdzdXUFpJTceaMK1NgzO7VqqVjnMQHIAVHWm+vSd9HjvvfcG2aguAJqPe04XfvbZZyP50T2UnFTnfp5lqWBcqpQLs1TnDa9TwF3BEj8/etR9vtdee1W6z/190g2Ahu9lvd7ceJGJCy64IKH7tHPnzpFrnnjiieFsJZIDRfXr1/f2d+P8JhT0V9DTz48eXevsxHfffReco6ZgYyFeKzXlKRfvWQMHDoy4yMuNTev9kOO/b4TrO5MAqF5bYfNUy64lYsK1fA7qId2F2uQ7OQAaLp/yGP5RZ+HChZXuPe3jWosm/HvML5fO8/bbb0eKkOsAqH/NdO/rX3/9NeFatQb1IG/V4YUXXpjQD4Iqq59/ved/++23kfzzBAEEEEAAAQQQKDUBusC7/92REEAgPgKu9VekMOrimk5KnkSkqq6w6rqpCZLU7fmzzz6zd955x5ugJnyN119/PfzURowY4U245K/U7PQ6//PPP2/Tpk3zupT629TlPNXEPv725Ef3ZT9YNXnyZHNfUoPnr776arDsL4Tz9tJLL5lrcepv8ro76om6dPoT8Oi5a7VnLuDi5VfdyjWRTji99957wVN1pXSBuOD5448/HixrwY19Gpm85Q9/+IPXtTSyUw1PHn30US+P/m5HHHGEt+iCMjZ48GB/takbrAtkB8+rW3DBA3OtnMwFKoLd1PVXXY1rSvm65/bcc09viAX/+i6AYm4cVv+pd/+pzv2koRTUTTlVyodZ8nXUpdf9JyhYrYnINDv9v//9b3PjktpBBx0UbMt0IXw/DhgwwJ555hlzQVGvS7y6ArtApnffaXgJ1WE4H8nXUld6DVehe1pdnlV/Ligf7LZo0SJTF/J0UrG/VlSGbN6zNJzGqFGjAgLX0tO73/Seote7ukWri3R1zsHBKRbSmQFewxRoQrpwV/kUp4qsynW+Vb499tjDxowZY+7HHO++ULmVXOtr++qrr4Lra/iJ6dOn25w5c0z3kIYE0HuSks7jgtLe+19wQI4XMr2vXSvcyPub+8HFbrvtNtNwChri5ZFHHvFyqO7/+gzQa5mEAAIIIIAAAgiUtID7TxkJAQQQiI1AcpdN9+U5rbI99thjQWsX96aecEG14Lhwayptc+O9Bdv8BTdOW3C8usGHk1pN6jj/L7kljRtPL9imfVzQMHx4tcvui3akpY4b09PbX5MshVtJ+tfeYYcdgvO5YGFw3eTWo9pJreDcF2Fv8qPgILeglkPhVqAnnXRSeHMi3CJSrTDV+tBPo0ePDq6pPOl5pmm77bYLzqFWT+Euzy4oHWzT+auaDCm5Bagm51E65phjIserdZ9SdS1A83HPeRd1/yR3C7/xxhv9TQkXpIvkVUMLVJVyYVbVubVeLU/9e0yPbqzESrurntwYg5H90m0BuuOOOwbHuQCUVx8u+BRcQ63xVKepUnILUDfWoXcPh/fVPa3XrV8GtQL1U02tLbXfmn6t1JSn2r5nnXnmmYGFTNyPNT5H8OjGM47sk0kL0HCLeL2XXHTRRQn340rCBVYTbvzbyHmTh6MIMpBiobb5Tm4BqtaU4XvUv6SGEgkPm+HGkI28z/n7Jb9+w63Kc90CNNP7Wu/t/v2uR/eDi9clXhMh+SnT1vn+cTwigAACCCCAAALFKEALUPe/PhICCMRHQBM4hJObkTf8tMrlcMs67ZR8nvCBrhto+Km37MYUDNYltxoMT9ajCS3U2tB9qQ7+NLFGuNVkeH+1YNx1111T/qkFkiarUCspP6m1ndL48eODVpKaYEOTcyip5aqb4dc0QZIb/81bp3806U5y0iQzOrcm9VDLUrVkPeuss7xJnMKtVDWpUTi5IGLwVK0wn3766eD5E088ESxr4hm1WswkqeWYWu35ae+99/Ymk/Kfa3ImefpJLW1dN1r/aY2P119/faTV5b/+9S9z48FWe1zyvZLLey554ioXqA/y4gKewbImp1Fr2lQp32a6plq+hZNaaSYnTfqlCXSySW6s2uAwF+z0JuZxXd9NLbfVsk4t9HSvpZM0cY8mewknPQ9PoqUWfGohmm4qxtdKOO+ZvmeFWza6AKWpNXJySvWekbxPVc/1utL7wg033OC9Pt14ouZ+KDI35qW5ITUsXN9q+ZzupGS5zrfeXzQ5UHJSy//wJF16z3MB0eTdzAVkI+s++eSTyPNcPsn0vtYEeapbP6lHgBuuwpvoSp85mvxJn1MkBBBAAAEEEEAgLgL/9z+fuJSIciCAQFkLuBZ/pq58fkoOzPjrkx8122846TxVJQVykpMfYNR692tXsFmBFNc6LHiuL/KaFbu6FA6gqetwVbOZ+92d1Q3eL7O6qKrLa7j7uwJj7777rrdOgUsFFPRlPTzje6pghgJnbjISL1AazlNy3t2YjJFV+hKtbpP+l2d1g3cT8HgBKj+fOkDdjhUMziQNGzYssrt83fitkXXJ+bn77ru9AHJkpyqeKCirIKg/M73qUrPZq8t0VSmf95xr+ejNVO7fn+p+rGUNJaAhGPzkWt2aa23rP4085ttMF0t+nSUHhf0MKZieTRoyZIh3H2rW+3BSYN61qvP+9Bp0ExTZxRdfnDIY5R+noGmqlJxnDU/hJp5JtWuldcX4WglnMpP3LB0XDiTqtex35Q6fM9krvK2m5U033dT0V1U6+uijbdy4ccFmdYNPZ6b4XOe7U6dOQR7CC3pfDqcuXbqEnwbLOl5BRv8Ho+T7198x/Jnhr9Ojf1x4XVXLmd7X6sqvYT9cK/fIKfVDgj5z9OfGA/Vmt9d74u677x7ZjycIIIAAAggggECpCRAALbUaI78IIFCtgMaqCycF+9ykKOFVKZeTW/lVFwB1XcsrnSPckia8Ua3VMk3VBRtTnctNCOMFKDSep+vKa64bZyQAqi+u+rLrB0U1Dmi4xam+OGsMxXByXdPNzaIeGbNOASa1rlTrIH0h9lvcJQdH9Fzjcrpu494pNX6jm9HZC2iEPRQUzSQp6OePS+cfp7KExzX114cfR44c6QV7UwWBwvv5ywq+uMmzgnFb1WpLgdaqUr7vObUCdRNUBZdXS1wFucMpPPZpeP2aMlOL4nDSeISpUqYBb/8cauGq+9d1u7aHH3440vrO30dl1X2pcSD1V9Vr0r9v/eP8x+T7uKqglL+//1iMrxU/b/5jJu9ZOiZcn8ktvP1zyjtfKTm4qmB0OinX+dZ9lyol3yvh99Pw/voxJvyDTFWvCx2j9+/k81Z1r4av4S9XtW/yOcP3tVpP60cfjfsZHsvZP6ce3RAS3hig+vGqqlbm4f1ZRgABBBBAAAEEilUg2mynWHNJvhBAAIE0Bdx4jJE9FTCrqfukAmSaEMJPCvQlB7X8bXpM/kIZ3pa8rNZT4S/H6lKpySSq+7v99tuD06iLu7rXpvrzv5wndy1WN2l1dVdSWdSKUJNY+EkBQ03A5KfwREpaN2/ePFOLQj/Aoa7G6lqvIKYCS5rcJpzCX/D99Qoi+knBOgWJwl225etmb/d3SetRXWPdeKJp7RveSYGB5ImbwtuTlzWJjlpGhYN1yS0cw8fk+55L7gavAGjYUsMvqPtwqrSmzNxs75HLh1s9hzfMnDkz/DSjZTdGp9ciWfenuuuq5W/Pnj0rBTrVPTnc0jj5IppcJ1VK/uFB931NqVhfK8n5zuQ9S8eGWxO6cSBT/gAQHqoj+Xo1PVegUveIhrNIdtexeq8JJ72PppNyne+qWlUnt+IPtzwN51NlC/9YUV0r1vB+/jmq++HF38d/zPa+1tAP6iGg9zhNgjRo0CDv88Y/r/+oltUkBBBAAAEEEECglAUIgJZy7ZF3BBCoJKAWiuHxB/VF+4QTTvCCepV2div0JV6zV4fTBRdc4LWYDK/LdlnBwfCXcrVkUmBFASP/T13ZNZu39lWXyXA3YeVNgYJUf2ql6KdwEFPjhvqzu2tmYgVBt9lmm2BsSwUd1KrHTwp2hpPGUwy3pNI4ferWrvMoaQzRcGuj8Mzp/nncpEr2u9/9zn/qtdoLjwXqz9we7JDGQnJXbrV81cziqf4UaA4ndYPPJGks0eT7oqrj833PKVjsJjEKLq/u1uGutGqpmyoIrQPWlFlysNAfizbItFvwA+jhdekua7gGdYlWd3eVXzNz675UqzW9NtwkVpFThYcHiGxwTxQcVUvpcNL9rvveT27ym5RjP/rb/cdifa34+cv2Ua/fcEq+j7TtlltuCe+S9rK6syuwqKCmXjsnn3xypWMVxA6n5PyEt4WXk/erbb7DP16Fr7P11ltHfiDRD22pApjh92gdr/GY/ZQ8Dm3ymLP6ASr8w0u45aZ/jvBjpve1WqNqjORnnnnGC3zqc8pN2mQap1mvKfUkaN++fXAJfUaFPxeCDSwggAACCCCAAAKlIuD+Q0VCAAEEYiWgWdaTZ5t2LSgTmoF3ypQpCRe8S7huzYmbbrop4VpYRmbCdQHIRHgWXMEkz6jsAoCVvFwQLjiPC0ZFtrsWk8E299mQcONqRrZrpnGt15/yPWrUqMj2dJ6ozP45wo+ua2NweDiP/j6aOdgFS4N9tJCc33vuuSey/eyzz45c66ijjops95/cddddkf38a7qAaUL5zSS5FrMJHeefwwWPqz3cfVFPdOjQIdhfx7mWr8ExLlgR2ebPAh/s4BY00/PGG28c2c+/vhsDMLyrV55c3nORk7snmv3dv3by48SJE5N3957n2izlRUIr+/btG8njP/7xj2CrvF1L1sh2lSM8w3byjNn+DNQumBk5TnXvgkPBubXgguuRfVw3+WB78izwuq6btCYya7xeJ2HXww47LDi+uhnXC/VaqS5Pynht37NcsCvyetNs6A8++GDCBY4TrlVjwo21GvGSXSazwLsu7sHxel27gHng/cEHH0Tev12ryUrvUcHOSQu1zXfyLPCuRWTSFf7vqZt0KCiDyu+G9PDeM/w9XKv3hNz8+8r9sBWZKf68884LtmkfN8yFf6j3qPdV/1g9uhbQke21va/Ds9Dr/G5iqsj59cQNjRLkoab33EoHswIBBBBAAAEEECgyAU3WQUIAAQRiJ3DzzTcHX9zCXyK1HA6khbe51j4JNzN6JYvaBhNcy7eEG4Mzkh/XYtP7wutaVkbyo8CAArTZJNdKMHINlc11hQ9O5VpBVtruWl8F2/0F15Iosp/rYp9wM84ndLzrSh/Jr67hWmL6h0YeXXf1hBt7MHIu7e9meo7sl86Tiy66KHKeyy+/vMbDLrvsssgxbtKl4Jh0AqDa2Q0VEDmHf78kB0C1by7vOZ0vnObMmZNw3Zgr5cW1KAvvFlnOtVnk5Cme6F5Lfm25lnIJNz5pQsET3y78mE4AVJfS6yR8XLdu3RLnn39+4o477ki41sQJ3aP+dr3W5OWnVIEi7asfO1zr2UTy68a1Tky4iab8wxPVBRsL9VqpLk/KeG3fs3QOvV58U/9RP+74y65FeLCsdZkEQFO9VnQv77PPPgn5+9fQo2uhqOyknWqT70wCoPoxLfkHNDeeZqJ///4J14I8UoZU5UgO2rsxa733UjdzfMKNQV3p+HQCoLpOuve1G/c68nrVDzhuMryEgr5//etfE3369InkwbWIT7sO2BEBBBBAAAEEEChGAQKgxVgr5AkBBHIi4MYJTIRbGoW/VCcvq6VLVS3pchFMcGOsJdQCKPm64ectWrRIqPVTtkktiMLnc13rIy2nXHfKyHbt+/LLL1e6nJt5uNKX3/B53QzyCQWg/HUqV3IrUv+kqVr9uW6h/ua0Hl1XzYTrLhtcT9d1QwnUeKyClOGAnALcP/zwg3dcugFQ7eyGCIhcW9dPFQDVvrm653Su5KTAim/uP1533XXJu3nP82GW8kJJKxU48fOW/Kg6dJMYRbanGwB1XeATbqzVyLHJ59dz1bda3oVTcgDUTQpWKXDln0tB5uQW2tUFGwv1WqkuTyp7Lt6z9ENMqntfVm3atPHeO3w3PZ566qlh9hqXU703hM+n1+tDDz1U43mSd6hNvjMJgOq6+oFE77PhfCcvK6Abbg3t51f3TlW+Okfv3r0TZ5xxRnBumYdTbe9rnUut9MPvkcl595+74Uyy/mEunGeWEUAAAQQQQACBQgowBqj73x0JAQTiKaBxAjUBksYH3HLLLSOTEanEmhlZYyteffXV3iQQ1U1QUVshTfjjgpumCSdcoDNyOk1Q4lot2fjx4yNjPUZ2SuNJeBxQ7e5aWkbGhnTdub3xR/1TaexR7ZOclB9NDJU8+Y7Wa2xNjT8ZnhBDE3288cYbyafxnruuxpH1rpWRN8FSZGUNTzSepAuUBXtpUqfkMSeDjaEF1wXeXLArWOOCnqbxUTNNGuuwSZMmaR2Wz3suuT407qfrqp0yX4Uy0wRZmngpPEmMZmPXJE2uxZk3Fm3KDNewUjNV6x7T+d2wDZX2dkEcb4ZqTWYWHgO40o5uhQske6/38HiM2k/j777yyivmAnmpDku5rtheKykzmeVKjX/5+OOPe2N9arxdTbam91H56L3K/WgUObNe25kkF9w0163eNIlXOOm6er989dVXzbUeDm9Kaznf+Q5nwrVY9d4PTzzxRPMnpfO3a5zTXXfd1ZvoyQ0b4q8OHnXvPProo14Zw+8vutddANtee+01c0HPYP+aFrK5r5VvTYq37777ml5DyUnXd8NvePvIlYQAAggggAACCJSyQIWir6VcAPKOAAIIpCvgWtx4kx5ptlzXJdcLeFQ1eUy658x2P82G7bpQekEFBV5cq8psT5XX4zQDtCbKkJNmO1fQOJPkhhTwgqb+MQrYacKQcknFdM+taXM3zqu5lrJeUN91Fc7Z5TXBl+vibnoNaTIjBdAU7K7q3tSkSZoEzE/XXnutaaIzJc3irgmTNHlOujON++dJfozTa0U/FtSvXz9lUMwvtxtj1rp06eI/9YLTrgVw8DyTBdWnJqRTHWqCIQUPs0lrOt/hPLqWp6ZJ7vSDkCayc93YTcH/dJLuadei05tozrWur9bdP1+u7+uFCxd6rynl3w0jYZoUyY2dnVZe/DzxiAACCCCAAAIIFLNAev8zK+YSkDcEEEAgTQF9GdXs3vordFLQJrnlU6HzlOr6ao2kFpfZpiuuuCJyaDYtuiInKLEnxXTPrWk6BSX1l+uklnO5ev0owKO/XKQ4vVbUOlMtPd0QIl4dqrWs68YdYVKL9nBKnoE9vK2mZbUYDrcarmn/qrav6XyH86GgrYKX+ss06Z7efvvtMz2syv2zua8V9Mw2/1VmhA0IIIAAAggggEARCRAALaLKICsIIIBAqQu4cVS9lkxujEIbNmyY16rLL5MCz3vuuaf/lEcEylqgmF8rGhpELRrVylN/Y8aMMbVS1BAYy5Yt84bzcJPlBPWn7t/q7l3oVKr5LrQb10cAAQQQQAABBMpBgABoOdQyZUQAAQTWkIC6gB599NEpr+YmwImMSZpyJ1YiUCYCxfxa0XAX+++/v7kZ2IPa0Fi4+kuV1NJbLWALnUo134V24/oIIIAAAggggEA5CDAJUjnUMmVEAAEE1pBAqm796gY+dOhQGzRo0BrKBZdBoPgFivm1oglxHn74YdMkZtVNfqOJ1DRJzp///OeiAC/VfBcFHplAAAEEEEAAAQRiLsAkSDGvYIqHQE0Cq1ev9nYp1GRANeUv1XZ1xdSYaeWe5KB6SzV7b6FsFi1aZHfddZc3EYjqSBNpaOb79u3bFypLsbluMdZ3KeAuXrzY3nvvvSCrnTt3zsvYpMEF0lwoldfK3LlzvRnJNVGR/vzXtV7bffr0MQVBizGtqXwX6jO0WO/rfNwLfObnQ5VzIoAAAgggUH4CBEDLr84pMQIIIIAAAggggAACCCCAAAIIIIAAAmUjQBf4sqlqCooAAggggAACCCCAAAIIIIAAAggggED5CRAALb86p8QIIIAAAggggAACCCCAAAIIIIAAAgiUjQAB0LKpagqKAAIIIIAAAggggAACCCCAAAIIIIBA+QkQAC2/OqfECCCAAAIIIIAAAggggAACCCCAAAIIlI0AAdCyqWoKigACCCCAAAIIIIAAAggggAACCCCAQPkJEAAtvzqnxAgggAACCCCAAAIIIIAAAggggAACCJSNAAHQsqlqClruAmeccYZdfvnl9ttvv5UExeuvv25HHXWUvffeeyWR33xmstTqLp8WnBsBBBAohADvw/lV5zM/v76cHQEEEEAAAQTMCIByFyBQJgKvvfaa3XbbbTZgwACbMWNG0Zd65syZ9sILL9gBBxxg//rXvyyRSBR9nvOVwVKru3w5cF4EEECgUAK8D+dXns/8/PpydgQQQAABBBAgAMo9gEBZCXTo0MG++eYb22mnnezWW28tidagPXr0sAsvvND23Xdf++yzz8qqvsKFLcW6C+efZQQQQKDUBXgfzn8N8pmff2OugAACCCCAQLkK0AK0XGuecpelwGabbWZvv/229e/f36688krbeuutbejQoTZnzpyi9bj22mvt3nvvtenTp9uuu+5qBx10kL344ou2atWqos1zPjJWinWXDwfOiQACCBRKgPfh/MvzmZ9/Y66AAAIIIIBAuQoQAC3XmqfcZSvQsmVLr0v5Pffc4xncdNNNts0223jjbb7xxhu2dOnSorPZb7/9vMDt/vvvb2PHjrUjjjjCtt9+e7vlllts1qxZRZfffGWoFOsuXxacFwEEECiEAO/D+VfnMz//xlwBAQQQQACBchQgAFqOtU6ZEXACGlvz448/NgVC1SVe420OGjTI1MWvd+/eXkBUkxIUS2rVqpUXuH3nnXfstNNOs+XLl9tVV13lBW87d+7sdZE/55xziiW7ec1HqdVdXjE4OQIIIFAAAd6H84vOZ35+fTk7AggggAAC5ShAALQca50yI/A/gbXWWssLhD711FP2/vvv27nnnmv9+vXzxgZVQFTrii0p2HnZZZfZJ5984nWNP/jgg23jjTe2SZMm2YMPPlhs2c1bfkqx7vKGwYkRQACBAgjwPpx/dD7z82/MFRBAAAEEECgXgXrlUlDKiQAC1Qt07NjRLrjggmCnX3/91ZYtWxY8L7aF+vXrm7rJ6U9Js8SXU3f4cH2UWt2F884yAgggEAcB3ofzW4t85ufXl7MjgAACCCBQDgIEQMuhlikjAlkIrLPOOqa/UkkVFRW24YYblkp285rPUqu7vGJwcgQQQKAAArwP5xedz/z8+nJ2BBBAAAEE4ihQ4VpNJeJYMMqEAAJRge+//97UgqJ58+bRDUX6bMmSJbZw4ULThBPKdzmnUqu7cq4ryo4AAvEU4H04v/XKZ35+fTk7AggggAACCJgRAOUuQAABBBBAAAEEEEAAAQQQQAABBBBAAIHYCjAJUmyrloIhgAACCCCAAAIIIIAAAggggAACCCCAAAFQ7gEEEEAAAQQQQAABBBBAAAEEEEAAAQQQiK0AAdDYVi0FQwABBBBAAAEEEEAAAQQQQAABBBBAAAECoNwDCCCAAAIIIIAAAggggAACCCCAAAIIIBBbAQKgsa1aCoYAAggggAACCCCAAAIIIIAAAggggAACBEC5BxBAAAEEEEAAAQQQQAABBBBAAA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)
pdf("chap10fig1010.pdf",colormodel="gray")
granovagg.1w(taux,group=traitement)
##
## By-group summary statistics for your input data (ordered by group means)
## group group.mean trimmed.mean contrast variance standard.deviation group.size
## 2 2 4.07 3.8 -0.76 3.62 1.90 7
## 1 1 4.21 4.2 -0.61 1.65 1.29 7
## 4 4 4.43 4.3 -0.40 4.12 2.03 7
## 5 5 5.57 5.6 0.74 1.12 1.06 7
## 3 3 5.86 5.9 1.03 2.23 1.49 7
##
## Below is a linear model summary of your input data
##
## Call:
## lm(formula = score ~ group, data = owp$data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.4286 -1.0714 -0.0714 1.0357 3.4286
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.8286 0.2698 17.897 <2e-16 ***
## group1 -0.6143 0.5396 -1.138 0.2639
## group2 -0.7571 0.5396 -1.403 0.1708
## group3 1.0286 0.5396 1.906 0.0662 .
## group4 -0.4000 0.5396 -0.741 0.4643
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.596 on 30 degrees of freedom
## Multiple R-squared: 0.1995, Adjusted R-squared: 0.09272
## F-statistic: 1.869 on 4 and 30 DF, p-value: 0.1419
dev.off()
## quartz_off_screen
## 2