Trailer do curso
Regressão linear simples
##=============================================================================
## Aplicação de modelos de regressão linear e
## não linear em ciências agrárias
##
## 09 à 11 de Dezembro de 2014 - Goiânia/GO
## Embrapa Arroz e Feijão
##
## Prof. Dr. Walmes M. Zeviani
## LEG/DEST/UFPR
##=============================================================================
##-----------------------------------------------------------------------------
## Definições da sessão.
pkg <- c("lattice", "latticeExtra", "gridExtra", "car", "ellipse",
"alr3", "plyr", "doBy", "multcomp", "aod", "nlme", "rsm",
"segmented", "splines", "mgcv", "rootSolve", "wzRfun")
sapply(pkg, require, character.only=TRUE)
## lattice latticeExtra gridExtra car ellipse alr3
## TRUE TRUE TRUE TRUE TRUE TRUE
## plyr doBy multcomp aod nlme rsm
## TRUE TRUE TRUE TRUE TRUE TRUE
## segmented splines mgcv rootSolve wzRfun
## TRUE TRUE TRUE TRUE TRUE
trellis.device(color=FALSE)
##-----------------------------------------------------------------------------
## Análise de dados reais.
## Comprimento da diagonal de aparelhos celulares (cm).
x <- c(12.5, 13.2, 14.4, 11.3, 11.2, 11.2, 11.4, 11.0, 10.6, 12.4, 12.4)
## Peso dos aparelhos (g)
y <- c(136.7, 144.8, 152.6, 120.9, 113.6, 126.9, 91.3, 107.9, 103.6,
116.9, 117.3)
data.frame(diagonal=x, peso=y)
## diagonal peso
## 1 12.5 136.7
## 2 13.2 144.8
## 3 14.4 152.6
## 4 11.3 120.9
## 5 11.2 113.6
## 6 11.2 126.9
## 7 11.4 91.3
## 8 11.0 107.9
## 9 10.6 103.6
## 10 12.4 116.9
## 11 12.4 117.3
##-----------------------------------------------------------------------------
## Visualizar os dados.
xyplot(y~x,
xlab="Comprimento diagonal (cm)",
ylab="Peso do aparelho (g)")
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)
##-----------------------------------------------------------------------------
## Ajuste do modelo de regressão linear simples.
m0 <- lm(y~x)
summary(m0)
##
## Call:
## lm(formula = y ~ x)
##
## Residuals:
## Min 1Q Median 3Q Max
## -22.5642 -5.1349 0.0575 8.0189 15.6162
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -33.221 37.878 -0.877 0.40326
## x 12.902 3.153 4.092 0.00271 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 11.3 on 9 degrees of freedom
## Multiple R-squared: 0.6504, Adjusted R-squared: 0.6115
## F-statistic: 16.74 on 1 and 9 DF, p-value: 0.00271
confint(m0)
## 2.5 % 97.5 %
## (Intercept) -118.906100 52.46451
## x 5.769088 20.03530
vcov(m0)
## (Intercept) x
## (Intercept) 1434.7200 -118.95289
## x -118.9529 9.94287
##-----------------------------------------------------------------------------
## Verificando o modelo ajustado sobre os dados.
plot(y~x, xlab="Comprimento diagonal (cm)", ylab="Peso (g)")
abline(m0)
legend("bottomright", legend=c("Observado","Ajustado"),
pch=c(1,NA), lty=c(NA,1), bty="n")
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##-----------------------------------------------------------------------------
## Avaliação dos pressupostos.
par(mfrow=c(2, 2)); plot(m0); layout(1)
![](data:image/png;base64,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)
##-----------------------------------------------------------------------------
## Medidas de influência.
cbind(r=residuals(m0), r.pad=rstandard(m0), r.stu=rstudent(m0))
## r r.pad r.stu
## 1 8.64336872 0.812204307 0.795460862
## 2 7.71183298 0.767694013 0.748718343
## 3 0.02920028 0.003864617 0.003643599
## 4 8.32600142 0.787680565 0.769634511
## 5 2.31622081 0.220530830 0.208482518
## 6 15.61622081 1.486843622 1.613979130
## 7 -22.56421798 -2.123123371 -2.833241337
## 8 -0.80334041 -0.077706591 -0.073287066
## 9 0.05753715 0.005823405 0.005490369
## 10 -9.86641189 -0.923198066 -0.914791714
## 11 -9.46641189 -0.885770151 -0.874080397
influence.measures(m0)
## Influence measures of
## lm(formula = y ~ x) :
##
## dfb.1_ dfb.x dffit cov.r cook.d hat inf
## 1 -0.10299 0.12642 0.28435 1.226 4.21e-02 0.113
## 2 -0.26654 0.29057 0.38592 1.399 7.83e-02 0.210
## 3 -0.00354 0.00370 0.00405 2.831 9.24e-06 0.553 *
## 4 0.17407 -0.15236 0.29115 1.254 4.44e-02 0.125
## 5 0.05369 -0.04780 0.08282 1.450 3.84e-03 0.136
## 6 0.41563 -0.37002 0.64117 0.834 1.74e-01 0.136
## 7 -0.55360 0.47380 -1.02453 0.357 2.95e-01 0.116
## 8 -0.02363 0.02154 -0.03236 1.510 5.89e-04 0.163
## 9 0.00255 -0.00239 0.00305 1.656 5.23e-06 0.236
## 10 0.09106 -0.11778 -0.31455 1.160 5.04e-02 0.106
## 11 0.08701 -0.11254 -0.30055 1.179 4.64e-02 0.106
##-----------------------------------------------------------------------------
## Predição acompanhada de bandas de confiança e predição.
pred <- data.frame(x=seq(min(x), max(x), l=20))
bc <- predict(m0, newdata=pred, interval="confidence")
bp <- predict(m0, newdata=pred, interval="prediction")
plot(y~x, xlab="Comprimento diagonal (cm)", ylab="Peso (g)")
matlines(x=pred$x, bc, col=1, lty=c(1,2,2))
matlines(x=pred$x, bp, col=1, lty=c(1,3,3))
legend("bottomright",
legend=c("Observado","Ajustado",
"Banda de confiança","Banda de predição"),
pch=c(1,NA,NA,NA), lty=c(NA,1,2,3),
bty="n")
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)
Regressão linear múltipla
##-----------------------------------------------------------------------------
## Dados.
da <- read.table(
"http://www.leg.ufpr.br/~walmes/data/MontgomeryASPE5th/Example12.14.txt",
header=TRUE, sep="\t")
names(da) <- tolower(names(da))
str(da)
## 'data.frame': 38 obs. of 6 variables:
## $ clarity : num 1 1 1 1 1 1 1 1 1 1 ...
## $ aroma : num 3.3 4.4 3.9 3.9 5.6 4.6 4.8 5.3 4.3 4.3 ...
## $ body : num 2.8 4.9 5.3 2.6 5.1 4.7 4.8 4.5 4.3 3.9 ...
## $ flavor : num 3.1 3.5 4.8 3.1 5.5 5 4.8 4.3 3.9 4.7 ...
## $ oakiness: num 4.1 3.9 4.7 3.6 5.1 4.1 3.3 5.2 2.9 3.9 ...
## $ quality : num 9.8 12.6 11.9 11.1 13.3 12.8 12.8 12 13.6 13.9 ...
scatterplotMatrix(da, span=0.8)
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)
##-----------------------------------------------------------------------------
## Ajuste.
m0 <- lm(quality~., data=da)
summary(m0)
##
## Call:
## lm(formula = quality ~ ., data = da)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.85552 -0.57448 -0.07092 0.67275 1.68093
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.9969 2.2318 1.791 0.082775 .
## clarity 2.3395 1.7348 1.349 0.186958
## aroma 0.4826 0.2724 1.771 0.086058 .
## body 0.2732 0.3326 0.821 0.417503
## flavor 1.1683 0.3045 3.837 0.000552 ***
## oakiness -0.6840 0.2712 -2.522 0.016833 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.163 on 32 degrees of freedom
## Multiple R-squared: 0.7206, Adjusted R-squared: 0.6769
## F-statistic: 16.51 on 5 and 32 DF, p-value: 4.703e-08
##-----------------------------------------------------------------------------
## Avaliação dos pressupostos.
par(mfrow=c(2, 2)); plot(m0); layout(1)
![](data:image/png;base64,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)
residualPlots(m0)
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## Test stat Pr(>|t|)
## clarity 1.140 0.263
## aroma 0.419 0.678
## body 0.976 0.337
## flavor -0.258 0.798
## oakiness -0.353 0.727
## Tukey test 0.137 0.891
##-----------------------------------------------------------------------------
## Medidas de influência.
head(cbind(r=residuals(m0), r.pad=rstandard(m0), r.stu=rstudent(m0)))
## r r.pad r.stu
## 1 0.28905165 0.27289988 0.26891509
## 2 1.38047606 1.29611865 1.31057072
## 3 -0.15912591 -0.15005811 -0.14774683
## 4 1.01214849 0.98944643 0.98911153
## 5 -0.06905214 -0.06179415 -0.06082458
## 6 -0.07708542 -0.06829302 -0.06722238
im <- influence.measures(m0)
summary(im)
## Potentially influential observations of
## lm(formula = quality ~ ., data = da) :
##
## dfb.1_ dfb.clrt dfb.arom dfb.body dfb.flvr dfb.okns dffit cov.r cook.d hat
## 12 0.83 -0.97 -0.40 0.23 -0.01 -0.04 1.38_* 1.16 0.30 0.39
## 14 -0.03 0.11 -0.16 -0.05 0.05 0.08 -0.28 1.84_* 0.01 0.36
## 20 -0.04 -0.38 0.46 -1.06_* 0.65 0.60 -1.54_* 0.30_* 0.31 0.20
## 32 -0.04 0.04 -0.03 0.02 0.04 -0.03 -0.07 1.57_* 0.00 0.23
## 37 -0.06 -0.15 0.04 0.28 -0.37 0.39 0.61 1.72_* 0.06 0.38
##-----------------------------------------------------------------------------
## Seleção stepwise.
## step(m0, k=2) ## AIC.
m1 <- step(m0, k=log(nrow(da))) ## BIC.
## Start: AIC=26.74
## quality ~ clarity + aroma + body + flavor + oakiness
##
## Df Sum of Sq RSS AIC
## - body 1 0.9118 44.160 23.897
## - clarity 1 2.4577 45.706 25.204
## - aroma 1 4.2397 47.488 26.658
## <none> 43.248 26.741
## - oakiness 1 8.5978 51.846 29.994
## - flavor 1 19.8986 63.147 37.487
##
## Step: AIC=23.9
## quality ~ clarity + aroma + flavor + oakiness
##
## Df Sum of Sq RSS AIC
## - clarity 1 1.6936 45.853 21.689
## <none> 44.160 23.897
## - aroma 1 5.3545 49.514 24.608
## - oakiness 1 8.0807 52.241 26.645
## - flavor 1 27.3280 71.488 38.564
##
## Step: AIC=21.69
## quality ~ aroma + flavor + oakiness
##
## Df Sum of Sq RSS AIC
## <none> 45.853 21.689
## - aroma 1 6.6026 52.456 23.164
## - oakiness 1 6.9989 52.852 23.450
## - flavor 1 25.6888 71.542 34.955
summary(m1)
##
## Call:
## lm(formula = quality ~ aroma + flavor + oakiness, data = da)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.5707 -0.6256 0.1521 0.6467 1.7741
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 6.4672 1.3328 4.852 2.67e-05 ***
## aroma 0.5801 0.2622 2.213 0.033740 *
## flavor 1.1997 0.2749 4.364 0.000113 ***
## oakiness -0.6023 0.2644 -2.278 0.029127 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.161 on 34 degrees of freedom
## Multiple R-squared: 0.7038, Adjusted R-squared: 0.6776
## F-statistic: 26.92 on 3 and 34 DF, p-value: 4.203e-09
##-----------------------------------------------------------------------------
## R², R² ajustado e PRESS.
smr <- summary(m1)
smr$r.squared
## [1] 0.7037672
smr$adj.r.squared
## [1] 0.677629
sum(residuals(m1)^2)
## [1] 45.85341
sum((residuals(m1)/(1-hatvalues(m1)))^2)
## [1] 56.05239
Regressão polinomial
##-----------------------------------------------------------------------------
## Ganho de peso de perus em função de metionina na dieta.
xyplot(Gain~A, data=turk0, type=c("p","smooth"),
xlab="Metionina (% da dieta)",
ylab="Ganho de peso (g)")
![](data:image/png;base64,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)
##-----------------------------------------------------------------------------
## Ajuste do modelo saturado (considerando A como fator).
turk0$Afat <- factor(turk0$A)
m1 <- lm(Gain~Afat, turk0)
anova(m1)
## Analysis of Variance Table
##
## Response: Gain
## Df Sum Sq Mean Sq F value Pr(>F)
## Afat 5 150041 30008.2 88.587 < 2.2e-16 ***
## Residuals 29 9824 338.7
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##-----------------------------------------------------------------------------
## Ajuste do modelo de segundo grau: b0+b1*x+b2*x^2;
## m2 <- lm(Gain~poly(A, 2), turk0)
m2 <- lm(Gain~A+I(A^2), turk0)
##-----------------------------------------------------------------------------
## Teste de falta de ajuste para o modelo m2.
anova(m1, m2)
## Analysis of Variance Table
##
## Model 1: Gain ~ Afat
## Model 2: Gain ~ A + I(A^2)
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 29 9823.6
## 2 32 11339.9 -3 -1516.2 1.492 0.2374
##-----------------------------------------------------------------------------
## Gráfico dos valores preditos com bandas de confiança.
pred2 <- data.frame(A=seq(0, 0.45, by=0.025))
a <- predict(m2, newdata=pred2, interval="confidence")
pred2 <- cbind(pred2, a)
## Sobrepondo as estimativas de médias do modelo m1.
pred1 <- data.frame(Afat=levels(turk0$Afat))
a <- predict(m1, newdata=pred1, interval="confidence")
pred1 <- cbind(pred1, a)
pred1$A <- as.numeric(as.character(pred1$Afat))
## pred1
xyplot(Gain~A, data=turk0,
xlab="Metionina (% da dieta)",
ylab="Ganho de peso (g)")+
as.layer(xyplot(fit~A, data=pred2, type="l",
ly=pred2$lwr, uy=pred2$upr, cty="bands",
prepanel=prepanel.cbH, panel=panel.cbH))+
as.layer(xyplot(fit~(A+0.005), data=pred1, pch=19,
ly=pred1$lwr, uy=pred1$upr, cty="bars",
prepanel=prepanel.cbH, panel=panel.cbH))
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)
##-----------------------------------------------------------------------------
## Uso de pesos no ajuste do modelo de regressão.
tu <- ddply(turk0, .(A), summarise,
mGain=mean(Gain), nGain=length(Gain))
tu
## A mGain nGain
## 1 0.00 623.0 10
## 2 0.04 668.4 5
## 3 0.10 715.6 5
## 4 0.16 732.0 5
## 5 0.28 794.0 5
## 6 0.44 785.4 5
m3 <- lm(mGain~A+I(A^2), data=tu, weights=nGain)
summary(m3)
##
## Call:
## lm(formula = mGain ~ A + I(A^2), data = tu, weights = nGain)
##
## Weighted Residuals:
## 1 2 3 4 5 6
## -8.037 14.442 16.171 -29.042 11.611 -1.816
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 625.542 6.243 100.201 2.19e-06 ***
## A 964.471 86.763 11.116 0.00156 **
## I(A^2) -1362.069 198.338 -6.867 0.00632 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 22.48 on 3 degrees of freedom
## Multiple R-squared: 0.9899, Adjusted R-squared: 0.9832
## F-statistic: 146.9 on 2 and 3 DF, p-value: 0.001016
##-----------------------------------------------------------------------------
## Sobrepondo os valores preditos com bandas de confiança obtido com o
## ajuste com as médias.
pred3 <- data.frame(A=seq(0, 0.45, by=0.025))
a <- predict(m3, newdata=pred3, interval="confidence")
pred3 <- cbind(pred3, a)
xyplot(Gain~A, data=turk0,
xlab="Metionina (% da dieta)",
ylab="Ganho de peso (g)")+
as.layer(xyplot(fit~A, data=pred2, type="l",
ly=pred2$lwr, uy=pred2$upr, cty="bands",
prepanel=prepanel.cbH, panel=panel.cbH))+
as.layer(xyplot(fit~A, data=pred3, type="l",
ly=pred3$lwr, uy=pred3$upr, cty="bands",
prepanel=prepanel.cbH, panel=panel.cbH))
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)
Superfície de resposta
##-----------------------------------------------------------------------------
## Dados.
da <- read.table(
"http://www.leg.ufpr.br/~walmes/data/MontgomeryASPE5th/Example14.12.txt",
header=TRUE, sep="\t")
names(da) <- substr(tolower(names(da)), 1, 4)
str(da)
## 'data.frame': 13 obs. of 6 variables:
## $ time: int 50 60 50 60 48 62 55 55 55 55 ...
## $ temp: int 160 160 170 170 165 165 158 172 165 165 ...
## $ x1 : num -1 1 -1 1 -1.41 ...
## $ x2 : num -1 -1 1 1 0 ...
## $ conv: num 65.3 68.2 66 69.8 64.5 69 64 68.5 68.9 69.7 ...
## $ visc: int 35 39 36 43 30 44 31 45 37 34 ...
## Planejamento composto central.
xyplot(x1~x2, da, jitter.x=TRUE, jitter.y=TRUE)
![](data:image/png;base64,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)
##-----------------------------------------------------------------------------
## Ajuste do modelo.
m0 <- lm(conv~x1+x2+x1:x2+I(x1^2)+I(x2^2), data=da)
summary(m0)
##
## Call:
## lm(formula = conv ~ x1 + x2 + x1:x2 + I(x1^2) + I(x2^2), data = da)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.1315 -0.3537 -0.0999 0.3057 0.9627
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 69.0999 0.3506 197.082 2.29e-14 ***
## x1 1.6331 0.2772 5.891 0.000605 ***
## x2 1.0830 0.2772 3.907 0.005846 **
## I(x1^2) -0.9688 0.2973 -3.259 0.013893 *
## I(x2^2) -1.2189 0.2973 -4.100 0.004575 **
## x1:x2 0.2250 0.3920 0.574 0.583946
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.784 on 7 degrees of freedom
## Multiple R-squared: 0.9143, Adjusted R-squared: 0.853
## F-statistic: 14.93 on 5 and 7 DF, p-value: 0.001291
anova(m0)
## Analysis of Variance Table
##
## Response: conv
## Df Sum Sq Mean Sq F value Pr(>F)
## x1 1 21.3335 21.3335 34.7079 0.0006047 ***
## x2 1 9.3824 9.3824 15.2644 0.0058462 **
## I(x1^2) 1 4.6409 4.6409 7.5504 0.0285946 *
## I(x2^2) 1 10.3305 10.3305 16.8069 0.0045752 **
## x1:x2 1 0.2025 0.2025 0.3295 0.5839456
## Residuals 7 4.3026 0.6147
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##-----------------------------------------------------------------------------
## Usando as funções do rsm.
m1 <- rsm(conv~SO(x1, x2), data=da)
summary(m1)
##
## Call:
## rsm(formula = conv ~ SO(x1, x2), data = da)
##
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 69.09990 0.35062 197.0815 2.286e-14 ***
## x1 1.63312 0.27721 5.8913 0.0006047 ***
## x2 1.08304 0.27721 3.9070 0.0058462 **
## x1:x2 0.22500 0.39200 0.5740 0.5839456
## x1^2 -0.96880 0.29731 -3.2585 0.0138931 *
## x2^2 -1.21887 0.29731 -4.0996 0.0045752 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Multiple R-squared: 0.9143, Adjusted R-squared: 0.853
## F-statistic: 14.93 on 5 and 7 DF, p-value: 0.001291
##
## Analysis of Variance Table
##
## Response: conv
## Df Sum Sq Mean Sq F value Pr(>F)
## FO(x1, x2) 2 30.7158 15.3579 24.9861 0.0006502
## TWI(x1, x2) 1 0.2025 0.2025 0.3295 0.5839456
## PQ(x1, x2) 2 14.9714 7.4857 12.1786 0.0052560
## Residuals 7 4.3026 0.6147
## Lack of fit 3 3.4426 1.1475 5.3374 0.0697146
## Pure error 4 0.8600 0.2150
##
## Stationary point of response surface:
## x1 x2
## 0.9041430 0.5277301
##
## Eigenanalysis:
## $values
## [1] -0.9256357 -1.2620325
##
## $vectors
## [,1] [,2]
## x1 -0.9336473 -0.3581937
## x2 -0.3581937 0.9336473
##-----------------------------------------------------------------------------
## Predição.
pred <- expand.grid(
x1=seq(-sqrt(2), sqrt(2), l=20),
x2=seq(-sqrt(2), sqrt(2), l=20))
pred$y <- predict(m0, newdata=pred)
pred <- transform(pred,
time=55+x1*5,
temp=165+x1*5)
colr <- brewer.pal(11, "Spectral")
colr <- colorRampPalette(colr, space="rgb")
wireframe(y~time+temp,
data=pred,
xlab=list("Tempo (min)", rot=22),
ylab=list("Temperatura (°F)", rot=-36),
zlab=list("Conversão (%)", rot=90),
scales=list(arrows=FALSE),
zlim=c(56, max(pred$y)),
panel.3d.wireframe=panel.3d.contour,
nlevels=18,# col="gray30",
type=c("on", "bottom"),
col.regions=colr(101), drape=TRUE,
screen=list(x=-75, z=10, y=35))
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)
Regressão na presença de fatores categóricos
##-----------------------------------------------------------------------------
## Dados.
da <- read.table("http://www.leg.ufpr.br/~walmes/data/soja.txt",
header=TRUE, sep="\t", dec=",")
da <- transform(da, a=agua, A=factor(agua),
k=potassio, K=factor(potassio))
str(da)
## 'data.frame': 75 obs. of 14 variables:
## $ potassio: int 0 30 60 120 180 0 30 60 120 180 ...
## $ agua : num 37.5 37.5 37.5 37.5 37.5 50 50 50 50 50 ...
## $ bloco : Factor w/ 5 levels "I","II","III",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ rengrao : num 14.6 21.5 24.6 21.9 28.1 ...
## $ pesograo: num 10.7 13.5 15.8 12.8 14.8 ...
## $ kgrao : num 15.1 17.1 19.1 18.1 19.1 ...
## $ pgrao : num 1.18 0.99 0.82 0.85 0.88 1.05 1.08 0.74 1.01 1.01 ...
## $ ts : int 136 159 156 171 190 140 193 200 208 237 ...
## $ nvi : int 22 2 0 2 0 20 6 6 7 10 ...
## $ nv : int 56 62 66 68 82 63 86 94 86 97 ...
## $ a : num 37.5 37.5 37.5 37.5 37.5 50 50 50 50 50 ...
## $ A : Factor w/ 3 levels "37.5","50","62.5": 1 1 1 1 1 2 2 2 2 2 ...
## $ k : int 0 30 60 120 180 0 30 60 120 180 ...
## $ K : Factor w/ 5 levels "0","30","60",..: 1 2 3 4 5 1 2 3 4 5 ...
xyplot(pesograo~k|A, data=da, type=c("p","a"))
![](data:image/png;base64,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)
##-----------------------------------------------------------------------------
## Ajuste.
m0 <- aov(kgrao~bloco+A*poly(k, degree=2), data=da,
contrasts=list(bloco=contr.sum))
anova(m0)
## Analysis of Variance Table
##
## Response: kgrao
## Df Sum Sq Mean Sq F value Pr(>F)
## bloco 4 16.32 4.079 1.0970 0.3660
## A 2 5.49 2.747 0.7387 0.4819
## poly(k, degree = 2) 2 423.70 211.850 56.9735 9.064e-15 ***
## A:poly(k, degree = 2) 4 6.92 1.731 0.4656 0.7607
## Residuals 62 230.54 3.718
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
m1 <- update(m0, .~bloco+A/poly(k, degree=2))
anova(m1)
## Analysis of Variance Table
##
## Response: kgrao
## Df Sum Sq Mean Sq F value Pr(>F)
## bloco 4 16.32 4.079 1.0970 0.3660
## A 2 5.49 2.747 0.7387 0.4819
## A:poly(k, degree = 2) 6 430.63 71.771 19.3016 1.515e-12 ***
## Residuals 62 230.54 3.718
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary.lm(m1)
##
## Call:
## aov(formula = kgrao ~ bloco + A + A:poly(k, degree = 2), data = da,
## contrasts = list(bloco = contr.sum))
##
## Residuals:
## Min 1Q Median 3Q Max
## -4.7011 -1.0098 0.0263 0.8936 5.4240
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 18.0568 0.3857 46.820 < 2e-16 ***
## bloco1 -0.7364 0.4453 -1.654 0.1033
## bloco2 0.1263 0.4453 0.284 0.7777
## bloco3 -0.0404 0.4453 -0.091 0.9280
## bloco4 -0.0724 0.4453 -0.163 0.8714
## A50 -0.1616 0.5454 -0.296 0.7680
## A62.5 -0.6376 0.5454 -1.169 0.2469
## A37.5:poly(k, degree = 2)1 17.3599 3.3399 5.198 2.39e-06 ***
## A50:poly(k, degree = 2)1 20.6219 3.3399 6.174 5.64e-08 ***
## A62.5:poly(k, degree = 2)1 21.3761 3.3399 6.400 2.32e-08 ***
## A37.5:poly(k, degree = 2)2 -2.9066 3.3399 -0.870 0.3875
## A50:poly(k, degree = 2)2 -7.3413 3.3399 -2.198 0.0317 *
## A62.5:poly(k, degree = 2)2 -6.7801 3.3399 -2.030 0.0467 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1.928 on 62 degrees of freedom
## Multiple R-squared: 0.6624, Adjusted R-squared: 0.5971
## F-statistic: 10.14 on 12 and 62 DF, p-value: 1.247e-10
L <- list(A37.5lin=1, A37.5qua=2,
A50.0lin=3, A50.0qua=4,
A62.5lin=5, A62.5qua=6)
summary(m1, split=list("A:poly(k, degree = 2)"=L))
## Df Sum Sq Mean Sq F value Pr(>F)
## bloco 4 16.3 4.08 1.097 0.3660
## A 2 5.5 2.75 0.739 0.4819
## A:poly(k, degree = 2) 6 430.6 71.77 19.302 1.51e-12 ***
## A:poly(k, degree = 2): A37.5lin 1 100.5 100.45 27.016 2.39e-06 ***
## A:poly(k, degree = 2): A37.5qua 1 141.8 141.75 38.122 5.64e-08 ***
## A:poly(k, degree = 2): A50.0lin 1 152.3 152.31 40.962 2.32e-08 ***
## A:poly(k, degree = 2): A50.0qua 1 2.8 2.82 0.757 0.3875
## A:poly(k, degree = 2): A62.5lin 1 18.0 17.96 4.831 0.0317 *
## A:poly(k, degree = 2): A62.5qua 1 15.3 15.32 4.121 0.0467 *
## Residuals 62 230.5 3.72
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
m2 <- update(m0, .~bloco+A*poly(k, degree=1))
anova(m0, m2)
## Analysis of Variance Table
##
## Model 1: kgrao ~ bloco + A * poly(k, degree = 2)
## Model 2: kgrao ~ bloco + A + poly(k, degree = 1) + A:poly(k, degree = 1)
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 62 230.54
## 2 65 266.64 -3 -36.104 3.2365 0.0281 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##-----------------------------------------------------------------------------
## Predição.
pred <- expand.grid(bloco="I", A=levels(da$A), k=seq(0,185,5))
ci <- predict(m0, newdata=pred, interval="confidence")-coef(m0)["bloco1"]
pred <- cbind(pred, ci)
mycol <- brewer.pal(6, "Set1")
p1 <-
xyplot(kgrao~k, groups=A, data=da,
scales="free", jitter.x=TRUE,
xlab=expression("Potássio no solo"~(mg~dm^{-3})),
ylab="Peso de 100 grãos (g)",
auto.key=list(title="Níveis de água (%)", cex.title=1.2,
columns=3, points=FALSE, lines=TRUE),
par.settings=list(superpose.symbol=list(col=mycol),
superpose.line=list(col=mycol),
strip.background=list(col="gray90")))
p2 <-
xyplot(fit~k, groups=A, data=pred,
type="l", lwd=1.5,
ly=pred$lwr, uy=pred$upr,
cty="bands", alpha=0.25,
panel.groups=panel.cbH,
panel=panel.superpose)
p1+as.layer(under=TRUE, p2)
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)
Regressão não linear
##-----------------------------------------------------------------------------
## Dados.
da <- read.table("http://www.leg.ufpr.br/~walmes/data/algodão.txt",
header=TRUE, sep="\t", encoding="latin1")
da$desf <- da$desf/100
levels(da$estag) <- c("Vegetativo", "Botão floral",
"Florescimento", "Maçã", "Capulho")
str(da)
## 'data.frame': 125 obs. of 8 variables:
## $ estag : Factor w/ 5 levels "Vegetativo","Botão floral",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ desf : num 0 0 0 0 0 0.25 0.25 0.25 0.25 0.25 ...
## $ rep : int 1 2 3 4 5 1 2 3 4 5 ...
## $ pcapu : num 33.2 28.7 31.5 28.9 36.4 ...
## $ nnos : int 32 29 29 27 28 30 33 23 29 26 ...
## $ alt : num 151 146 140 155 150 ...
## $ ncapu : int 10 9 8 8 10 11 9 10 10 10 ...
## $ nestru: int 10 9 8 9 10 11 9 11 10 10 ...
p0 <-
xyplot(pcapu~desf|estag, data=da, layout=c(5,1),
xlab="Nível de desfolha artificial",
ylab="Peso de capulhos produzidos (g)")
## p0
##-----------------------------------------------------------------------------
## Ajuste.
n0 <- lapply(split(da, da$estag), nls,
formula=pcapu~f0-f1*(desf+0.02)^exp(C),
start=list(f0=30, f1=15, C=0))
n1 <- lapply(split(da, da$estag), nls,
formula=pcapu~f0-f1*(desf+0.02)^((log(5)-log(f1))/log(xde)),
start=list(f0=30, f1=10, xde=0.7))
chute1 <- sapply(n1, coef)
chute2 <- cbind(chute1[,1], sweep(chute1[,2:5], 1, chute1[,1], "-"))
c(t(chute2))
## [1] 31.15716578 -1.89166251 -1.01579242 -2.88803986 3.63178792 9.29140391 -3.59069095
## [8] 5.24697027 10.42379324 -0.50404109 0.87337687 0.09069715 -0.73457062 -0.12914993
## [15] -0.44398962
nn0 <- gnls(pcapu~f0-f1*desf^((log(5)-log(f1))/log(xde)), data=da,
params=f0+f1+xde~estag,
start=c(t(chute2)))
## summary(nn0)
anova(nn0, type="marginal")
## Denom. DF: 110
## numDF F-value p-value
## f0.(Intercept) 1 894.8326 <.0001
## f0.estag 4 3.0698 0.0193
## f1.(Intercept) 1 29.5203 <.0001
## f1.estag 4 10.1658 <.0001
## xde.(Intercept) 1 111.3543 <.0001
## xde.estag 4 5.9569 0.0002
##-----------------------------------------------------------------------------
## Predição.
nn0 <- gnls(pcapu~f0-f1*desf^((log(5)-log(f1))/log(xde)), data=da,
params=f0+f1+xde~-1+estag,
start=c(t(chute1)))
th <- coef(nn0); th
## f0.estagVegetativo f0.estagBotão floral f0.estagFlorescimento
## 31.1492629 29.2628830 28.5011919
## f0.estagMaçã f0.estagCapulho f1.estagVegetativo
## 28.2634222 34.1531615 10.1662666
## f1.estagBotão floral f1.estagFlorescimento f1.estagMaçã
## 6.1173914 13.0146648 21.6085661
## f1.estagCapulho xde.estagVegetativo xde.estagBotão floral
## 8.2777934 0.8538359 0.9440167
## xde.estagFlorescimento xde.estagMaçã xde.estagCapulho
## 0.2021509 0.7243590 0.4954611
xde <- th[grepl("^xde", names(th))]
pred <- with(da,
expand.grid(estag=levels(estag),
desf=seq(0, 1, l=20)))
pred$y <- predict(nn0, newdata=pred)
f <- function(th, desf, estag){
X <- model.matrix(~0+estag)
p <- gsub("\\..*$", "", names(th))
ths <- split(th, f=p)
ths <- lapply(ths, matrix, ncol=1)
f0 <- X%*%ths$f0
f1 <- X%*%ths$f1
xde <- X%*%ths$xde
y <- f0-f1*desf^((log(5)-log(f1))/log(xde))
return(y)
}
## f(th=coef(nn0), desf=pred$desf, estag=pred$estag)
F <- rootSolve::gradient(f=f, x=coef(nn0),
desf=pred$desf, estag=pred$estag)
U <- chol(vcov(nn0))
pred$se <- sqrt(apply(F%*%t(U), 1, function(x) sum(x^2)))
aux <- outer(pred$se, qnorm(0.975)*c(lwr=-1, fit=0, upr=1), FUN="*")
pred <- cbind(pred, sweep(aux, MARGIN=1, STATS=pred$y, FUN="+"))
str(pred)
## 'data.frame': 100 obs. of 7 variables:
## $ estag: Factor w/ 5 levels "Vegetativo","Botão floral",..: 1 2 3 4 5 1 2 3 4 5 ...
## $ desf : num 0 0 0 0 0 ...
## $ y : atomic 31.1 29.3 28.5 28.3 34.2 ...
## ..- attr(*, "label")= chr "Predicted values"
## $ se : num 1.04 1.12 1.58 1.04 1.58 ...
## $ lwr : num 29.1 27.1 25.4 26.2 31.1 ...
## $ fit : num 31.1 29.3 28.5 28.3 34.2 ...
## $ upr : num 33.2 31.4 31.6 30.3 37.2 ...
xyplot(pcapu~desf|estag, data=da, col=1, layout=c(5,1),
xlim=c(-0.2,1.2),
xlab="Desfolha artifical", ylab="Peso de capulhos (g)",
panel=function(...){
panel.xyplot(...)
panel.abline(v=xde[which.packet()], col=2)
})+
as.layer(xyplot(fit+lwr+upr~desf|estag, data=pred,
type="l", col=1, lty=c(1,2,2)))
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)
Extensão de modelos de regressão
##-----------------------------------------------------------------------------
## Dados.
da <- read.table("http://www.leg.ufpr.br/~walmes/ridiculas/osmo.txt",
header=TRUE, sep="\t")
names(da) <- substr(tolower(names(da)), 1, 3)
str(da)
## 'data.frame': 213 obs. of 3 variables:
## $ esp: Factor w/ 4 levels "A. reticulatus",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ sal: int 0 0 0 0 0 0 10 10 10 10 ...
## $ osm: int 592 601 485 497 596 587 530 328 339 516 ...
xyplot(osm~sal|esp, data=da, type=c("p","smooth"),
xlab="Salinidade", ylab="Osmolalidade")
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAMAAACGszjIAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAB7CAAAewgFu0HU+AAAgAElEQVR4nOydB5zURBuH/1uud+A4rtDr0RHpVZoIglhAUHoVFRALqFRBmiKgiIoKCCIqKgoI+ImCgAIqKihFQDiQ3u5glc5dviTbb7O3yW6y2Tnf5/d9ZGZ3kpnd3D4mk5l3wBEEQTAC9G4AQRCEXEhYBEEwAwmLIAhmIGERBMEMJCyCIJiBhEUQBDOQsAiCYAYSFkEQzEDCIgiCGUhYBEEwAwmLIAhmIGERBMEMJCyCIJiBhEUQBDOQsAiCYAYSFkEQzEDCIgiCGUhYBEEwAwmLIAhmIGERBMEMJCyCIJiBhEUQBDOQsAiCYAYSFkEQzEDCIgiCGUhYBEEwAwmLIAhmIGERBMEMJCyCIJiBhEUQBDOQsAiCYAYSFkEQzEDCIgiCGUhYBEEwAwmLIAhmIGERBMEMJCyCIJiBhEUQBDOQsAiCYAYSFkEQzEDCIgiCGUhYBEEwAwmLIAhmIGERBMEMJCyCIJiBhEUQBDOQsAiCYAYSFkEQzEDCIgiCGUhYBEEwAwmLIAhmIGERBMEMJCyCIJiBhEUQBDOQsAiCYAYSFkEQzEDCIgiCGUhYBEEwAwmLIAhmIGERBMEMJCyCIJiBhEUQBDOQsAiCYAYSFkEQzEDCIgiCGUhYhG5kDSwZkdH/kEZHX2meq2FNex4tExZTa8wFzWrIXXFfeljcbWO1q8HKxdtg/560PR/qQMIi9GJrPO4Y3ApxWzQ5+scRjh+i+jXljTOFtRrYNRWljmlUA/c8yvcYfG9RpB/SqgaRa81g/560PR8qQcIidMJSInwNv1kbUSxb/YOfH4I0h7DUr+l6g36n+c3Vx3CfRjVwZ74TKxqErlrVINIzeqzte9L0fKgGCYvQicl4XtyOxxi1D33t8fjIFz5xCEuDmi5bNzeSw69oVION63FFOQ1reN2wYrXte9LwfKgICYvQiUzjSXF7NqyM6se+Y+Rx7nOHsDSsqQ0Oa1xDcllOuxp2RY7m7MLS8nyoBwmL0IfTqGlLNYQm/bwOYWlZUxNc0LaGhXiO06yGy5m337ALS/PzoQ4kLEIfNqC7LTUQX2pRgUNYGtZ0JrKuhjWc2bemr6H/Ne1qGB61n7MLS/PzoQ4kLEIfluJxW2o03taiAoewNKxpAFZpWENdwDDhOqdZDTtNkzmHsDQ/H+pAwiL0YT7G21IzMEuLChzC0q6mV20/co1q2Pj2uHqo/pdWNeQ1riBcvdmEpfn5UAcSFqEP8zHBlnoJr2hRgYuwNKrpJcMDudrWwHHLIzKyNaphsfXWzyEs9WvQABIWoQ/s3xI+gx43tK1BYComa1PDjbJNxC3dEhKEb77FQ7bUIKzWogKHsLSpKa8/huRyWtZgJQvNtKnhA7x9TOA9TD52PgjnQx1IWIQ+nEJtW6qxxsMatKlpBJ5wpLX8LJeRqU0ND8JJxyCcD3UgYRE6UcV0WtyeD9dmoKJz4KgWNc3DQJechp/lAFpoU8OO1VbG45HVP2lSgxaQsAidmIxx4naibUqI2nzuMjVH9ZpOxdS64ZLV8LOMxYva1uCcmqPt+VAHEhahE5dKRKzlN+u0mmzrFJYGNU3AV65ZDWpYLU5XzFtoTsnRqAZ7RbbvSevzoQ4kLEIvtiWg1ZBWiNuszeGdwtKgpiYYMcbKG9rUcN4Y3azXkAdKotQvnDY12LELS+vzoQ4kLEI3sgaWDE/vp1UPr4uw1K+pkqO/uq42Ndxc/lCFmLDkVnMs9le0+rZWuwbw0/B8qAMJiyAIZiBhEQTBDCQsgiCYgYRFEAQzkLAIgmAGEhZBEMxAwiIIghlIWARBMAMJiyAIZiBhEQTBDCQsgiCYgYRFEAQzkLAIgmAGEhZBEMzAurBWLdW6hs3z8jSuYefL1zWu4fDUixrXcHbKCX92OzHlnNotycfFqYc1ruHay7s0riFvnuYhqpau0roGlWBdWFEGrcMjVsZOjWtoB63/WgbidY1rmIRn/NntaXENKy2Z6xZ7XQtWop3GNexEZY1ruGCI0rgGtWBdWEac0riGMvhR4xpaYLnGNfTCTI1rGIvh/uw2HGPVbkk+ZqKXxjUst64SoSE/QutlIU7BqHENakHC8gUJSw4kLA0hYTkhYfmChCUHEpaGkLCckLB8QcKSAwlLQ0hYTkhYviBhyYGEpSEkLCckLF+QsORAwtIQEpYTEpYvSFhyIGFpCAnLCQnLFyQsOZCwNISE5YSE5QsSlhxIWBpCwnJCwvIFCUsOJCwNIWE5IWH5goQlBxKWhpCwnJCwfEHCkgMJS0NIWE5IWL4gYcmBhKUhJCwnJCxfkLDkQMLSEBKWExaEtad+Oa8Apb2/qQpmpGtcQyRSNK4hFkU1riEJCV7fi4/3+lYCkrRojQtFEatxDSmI1LiGdJg1rqE04P3N+nv0NoALLAjrJRAEoRvT9TaACywIazparySY5X1gud5tIPynNabobQAX2BBWTwvBLIeB03q3gfCfniQshZCwmIaExTYkLKWQsJiGhMU2JCylMC6si1vn5+jdBj0hYbENCUspjAtrJ3BW7zboCQmLbUhYSiFhMQ0Ji21IWEoJBWFdCsN7+V6aiZqydiVh6SasAM4aYYeEpZRQEFYWUOa82ysniiFF1q4kLN2EFcBZI+yQsJQSCsLaDmCW2yvPAaaLcnYlYekmrADOGmGHhKWUUBDWKv5PP+2cywtH4/hXDsnZlYSlm7ACOGuEHRKWUkJBWO+ifhpmurwwCh3N2CZnVxKWbsIK4KwRdkhYSgkFYU3FfS+hZLYjfyLB8EMKVsrZlYSlm7ACOGuEHRKWUkJBWE9h8JnieNORn4D2lmpY6K34paX3ZkQkVmo1+aQorI+H1kkJT24w4YT9/Z8G1SkSFpnR9X/2Fw680qVigjmh4gMX3dJLkGkvcQw4KLnvxe+mPVCraJS5WL2xx70eX0d0FFYAZ01g+f0ZEUXrTz7utYSPHS5+9dydFeLDIzM6vXnBpZr8pb6bcm/1IpHm4m0XWSzn3upQITq2/MAd9sL6n0kSllJCQVj9MMbyAirZ+2vPJOMbS0u84qX03nq2wBzGLFFYdopvthWYx2dMBv6fJ6z5PSbh7TCgintaSlj593U5fvIWL8fXEx2FFcBZ49vdwv6tLvdSwtcOLmem9Ff2YxRU6v6lGbZU5DJbcf3PJAlLKaEgrHswx3IyAUts2ZfRxGJ5gP85SLI/A0kTfzpz/sAHoy3iH2S3N77/+9Rvs9JQJMtaYsfMbWcs2dv7wPafe77M/L0XLTl/fOeelhKWxL5ztxw+c3rXnDQUOyZ9fD3RUVgBnDXL0QqIf+G3c1nLbof5fckSPnfgz8wbPxw5e/LHF0sg/BPrMSRLvf7DkTMnvx8oeKnT4t9OHf6wCqKtJzsEziQJSymhIKxmWCTcYdS15nJK4zOLZQAelS7cCuX2OXPOPqy9RTDMvWR/VM9Xxj0tJSzv+/LHHyV9fD3RUVgBnDVLZ6TtEhMXH0LcHqkSPndwnpnjLZGwx2ep4cAaayorGc+6t06/M0nCUkooCKsaVlgsB8NhvbJfgqr8vyPRQ7LsGhg3u2RdBDQWGe5Fd9ss5I+wJPYdiwrSx9cTHYUVwFnb4JCH5XwV9Jco4XsHlzNzsix6+yyVZcLPtjefRAP35ul3JklYSgkFYaXhW/7fXugg5urhDYvQhXunZNmuaOuadfmz3eoxCCjS+mPyR1gS+/LHPyZZRk90FFYAZ+0hNHOk30HUGc8SvndwPZNvI/ykz1KZmG9LLUdivvbpdiZJWEoJBWHFiP/t+xGGX/nNepQQJnzMQiPJsmmY7Zp1+YM8Z8QG97Lp+DRfGfnC8tyXP/4myTJ6oqOwAjhrGXjZkT5lxCrPEr53cD2TZ8xY7rNUW0yypbZ6jIXR7UySsJQSAsLKAfYL2zYYYBH6cscLmQWoJlX2OLDeNe/6Z1vEPgho7+SOmemlGj+aJP4ZKxNWAfsWEX8CnmX0RD9hBXDW+KzLQIKKmCpVwscO7iPwqmGCz1Ld8KQttQ84ak3pfiZJWEoJAWH9DYhjqFYi6ohltylK/GP6MH+PlJXfgV9c865/tumwPiwaE+54lK1YWAXt6+34eqKfsAI4a3x2hzPXAE9LlfCxg7uwWuBxn6V6YqgtdQj4S0zofyZJWEoJAWHtBqxRQ2tgnGUYBovpVYiTKsv/Af6aL+/4sy1p/asbB9y36uD5c3vfiy9YWO+jsj1pF1aB+3o7vp7oJ6wAztouNx01wlMeJXzv4C6sO4Snkz5K9XYIK8vb2Q4+JCylhICwfkCkNfE20o4lGH8X0xtgkJr4fxRiV68DT6Ecj8Dzbi94FdbHKGlP2oRV8L7ejq8n+gkrgLPGf9tfO3OVhHu3fCV87+AurFrC+C8fpTyEFQpnkoSllBAQ1lcoak1cKIE70Nma3u7xTM5KUbzumvUUyseIOef2gldhrUPkJVvSJqyC9/V2fD3RT1iBnLVUl0nTp034wrOE7x1cz0xONBb7LOUhrFA4kyQspYSAsD5xXOmMhaPflL/j2CtV+G7bY3QbnkKZh/LuL3gV1n5gpy1pE1bB+3o7vp7oJ6xAztqDaOFIL0DEac8SvndwPTNrYPjTZykPYYXCmSRhKSUEhLXI0Zd0KBw17EngJ6nCH8G0xSXrKZQPEJ/j9oJXYVnS8aItZRNWwft6O76e6CesQM7a/2Cwj3u6UBW9JEr43sH1zLRDK9+lPIQVCmeShKWUEBDWXNSyJ18bucqWOgVsFLZZ/e53+wlcrINSO51ZT6EcNDgiCPgS1nAUs10P2IRV8L7ejq8n+gkrkLNmaY+MP8TEpV6I+V2ihO8ddjoHMUyE8WvvpbwKKxTOJAlLKSEgrGlSow0vwjrqaQBQx+2NHUmIGr7+8Nm/VvTaLvkUrzvCHtt6ymI5ub24D2EdKYq0V38/c+bwlpm250YF7uvt+Hqin7ACOWuWw2WQMHnnuSMf1YdxoWQJnzvwZ8bY6f39Fw6vuBN4znoMyVLenxKGwJkkYSklBIQ1BndIvBoBMQjIvUAZ9zd+zrSPnZkhKZSTTYX3wo0+x2FZLFuKO6OPHPS5r7fj64l+wgrkrFksfzW15Yp+6KWErx34M1PO9lLEZPsxpEp5F1YInEkSllJCQFgj0FHi1SS8LWy2lCmSfzGpnHe7lIoKT287PUtSKJaLC+5MDTfHlWk24NUjQt67sCzHx9UraooqVrvbS5sv+dzX2/H1RD9hBXLWBJZ1yYgoUm/CMa8lfOzAn5mT73ZIDY+vNmKXSzWepbwLKwTOJAlLKSEgLMJ//rsLqRaO4NgkLKWQsJiGhMU2JCylkLCYhoTFNiQspZCwmIaExTYkLKWQsJiGhMU2JCylkLCYhoTFNiQspZCwmOa/K6zCAQlLKU8itgzBLKWA0nq3gfCfWDyrtwFcYEFY3UAQhG4M19sALrAgrGmJnV4lmGUqyk/Xuw2E/3QqP01vA7jAgrCmo5/eTSD85wxwRu82EP7TD9P1boILJCxCY0hYbEPCUgoJi2lIWGxDwlIKCYtpSFhsQ8JSCgmLaUhYbEPCUgoJi2lIWGxDwlIKCYtpSFhsQ8JSCgmLaUhYDHDpH69vkbCUQsJiGhJWqLPhvmgg4eFfpN8lYSmFhMU0JKzQ5nJP2wwc4xM3pd4nYSmFhMU0JKyQ5npzhD32y/WrW3oa0DVPogAJSykkLKYhYYU0z6DID9y5H7Zf4FZF4jWJAiQspZCwmIaEFcocj8RXI5KEO8LkSQtQ7F/PEiQspZCwmIaEFcrMRt0EexiZEqXxqWcJEpZSSFhMQ8IKZbrDDEOnHRz3TXMgHE97liBhKYWExTQkrFCmNWD80pp80wD09ixBwlIKCYtpSFihTFPgbXt6JNDXswQJSykkLKYhYYUyFRDhzBjR0rMECUspJCymIWGFMiVg2MMdeO35sW/+za0HanqWIGEphYTFNCSsUCYJKNdCfEZouLs4UN6zBAlLKSQspiFhhTIZiHAujxOJ2zxLkLCUQsJiGhJWKHOn+4pegz1LkLCUQsJiGhJWKPO1u7AOe5YgYSmFhMU0JKxQZh1vqQo792747uDmZD75p2cJEpZSSFhMQ8IKZZoL3e2d93PcDiGFQZ4lSFhKIWExDQkrlImFIY4XlcnE/1MMyPAsQcJSCgmLaUhYoYwJJW72iRIuruKe4aIQ7VmChKUUEhbTkLBCGSNK8/9+O33mdn4Tj0jPEiQspZCwmIaEFcqEI/z6u7WFAMmNPrtkQJJnCRKWUkhYTEPCCmXKAaUBU0aaASiFQOYSrjTPdaSzBpaMyOh/SF5WESQsQmNIWKHMdGGA+8vn92UdnyQMef/cs4RMYX0cAYewtsbjjsGtELdFTlYZJCxCY0hYocwFI6+pzHamohPK8ImI654lZAnr/BCkOYRlKRG+ht+sjSiW7TurEBIWoTEkrFBmj8F1oHv4Oc8SMoR17fH4yBc+cQhrMp4Xt+MxxndWISQsQmNIWKHMZP7KyEFxLPIsIecK646Rx7nPHcLKNJ4Ut2fDyvjOKoSERWgMCSuU6Yp6dl1FzR2NkZ4l5Ha6O4R12hFVqyEO+coqhYRFaAwJK5SpD5iGPde4RFrLSSe4mYHEdHcIawO6214aiC99ZZVCwiI0hoQVwiwxI3adI/cMnvQsolhYS/G47aXRQrz4grNKCUVhWVqVc6MI2ujdJMJ/SFghy799+TvB5o5sXlUs9SzUGkXcf4+tLZIHcwhrPsbbXpqBWb6ySglFYR0NQz5q690kwn9IWKHK75kwP2UyOMZDLUOsxEiD2vl/jWF/Sx7NRVgTbC+9hFd8ZZUSisLiDu9wY5jU4kMEK5CwQpO86WZU2MENQYld1hd+iMOLEuX6YJj771EiyJ/Af/eWMD/Uh8U0JKyQ5HwnoAd/c3f5NkSP5R20+6lI3HVLoqDiPqxv8ZDtpUFY7SurFBIWoTEkrFBkS0lELxZTOR3527wYIcJM36tSJRUL65SjC6exMHCh4KxSSFiExpCwQo+82eEo/7M991lLExDRYYN0WcXC4qqYTovb8+FlfGcVQsIiNIaEFXKcuxt48JLLC5eP/H3FW2HlwpqMceJ2onUSTsFZhZCwCI0hYYUaG9MRNV92aeXCulQiYi2/WWeb3lxwViEkLEJjSFihxfXhBtTeL7+8cmFx2xLQakgrxG2Wk1UGCYvQGBJWSHHwdmC4ZO+6F/wQlhCiLzy93yF5WUWQsAiNIWGFEkvjkCQRpa8AKESyUkhYTEPCCh2uPs7fDkoslloQJCylkLCYhoQVMuyvAwxVcjsoQMJSCgmLaQq3sK6veW7wiNeP690MWfC3g4mfKN6LhKUUEhbTFGphvZMuzgc29T6td0t8knM/0M6PZpKwlELCYppCLKzcfkC5IVOndDCi5D69G+ODbWUQNifPjx1JWEohYTFNIRbWeJhmivOFd1ZAhYt6t6Yg8uZEoOx2v3YlYSmFhMU0hVdYf4VjgS15qrRfE0204eKqdxZ947Zg16XuQHs/zwIJSykkLKYpvMJ6Gh0d6dVIuqFjU1w41FNYERWJk52zA7eXQ/hMf24HBUhYSiFhMU3hFVYNl4WS89Lg10rGqvNdElCmQf1iQB1bZNDcqWGo+HPBexUACUspJCymKbzCinMN6NQeS/RriZM/4pCeIK4xmISqYkCGQ/UVzsXJBwlLKSQspim8woqBS7Tgu/Cefi1xkFsXkUCJunVjwSeG8698EI+iyubi5IOEpRQSFtMUXmFlusT4zSuF73Rsip0vYUCVtbkcd/XNRCDs3D+9gBbHAjokCUspJCymKbzCGoH7HOn1iLumY1PsDAYa2VbhOpAMTKsJ43MBPgwgYSmFhMU0ugrr1sEd+wLovymYPSaD/WbLUhlPaFWNEmojwrEI1xeAGenfBnpIEpZSSFhMo6Owzo7grzIQ+/ABjY7/BKIXi6MFDtVHxjmNKlFECtpzWRObVKjSdu6lQ2HA4Eu+9/EBCUspJCym0U9YXxUBosolAOFvalPBzfuAulM/eufhCBT/VZsqFFIMvZ8Ot653GhsF1FDhkCQspZCwmEY3Ya03o+7am1ze9ruA17SpInd6rNUOdx7RpgKlZCAOaLNw25bJ8YABXVU4JAlLKSQsptFLWBeT8bCtv3kSzHs0quXMuwPu7DbxR42OrphW/OXkZ/z258ow8h6VWslZKSQspZCwmEYvYU1CNcdzu3vQTY8mBJ9ngMhV3K2pYSg3mBeWl6UGFUHCUgoJi2n0ElYmPnCkdyHqXz3aEHSeFe5P21UBGtUWUltVOCQJSykkLKbRSVjXDDjvzKVihw5tCD73ANEGa7daBH9P+JIKhyRhKYWExTQ6CesUTC7xCWrjfzq0QRWurni8W88xMn1bDyXhoKYqY8NIWEohYTGNfldYLiOjUvGLDm1Qg09L2Z5D/iWndAuxr92GOjG6SFhKIWExjV59WNXd+rCirxRQNIQZC6SPmDfrgQgU+d536RtCz5WxTCIMKWmCshap0AISllJIWEyjl7Amo6r9KWFeJzyoRxMC510YnhenFh1qgmJ/+yp9oB4vqbhNHPcv/8nnGYDApj1bIWEphYTFNHoJy5KGh6xxgvNGI2K/Hk0ImJwimGJLXr0dPX2UXhCLKKBB9pJe7ToMWXMmCVilQhtIWEohYTGNbiPdf4hA7WX/cNfXtQHm69KCgHkNNXPt6d8MpgK/x5PtgE7lYUCYtQcrjE8OVKENJCylkLCYRr+5hN8V4X+3SSbt5hJqzl2Y48zULzCm6ZfFET0/LwEV+M+cXDUzDjCkoYkKbSBhKYWExTQ6Rmu4ML48//NNeSxL9h7HZ3Vt03lUyIzZquY6Vn1QATNtrg03oMZujksAjMXECyxDCoxopEIbSFhKIWExjb4B/M4dOp3ru5SNm+OirLdTXU5q2CQFVMVGZ2YIJnkr91d9oJcQuK8kkAgklCsbCRQFuqvQBhKWUkhYTMNOxNFrbYFGL308v1s40kNjIef2QpiJq5s+WbmTzzTyeku4NB7x74upurxtq6za9OkX2xYW55NTvOygBBKWUkhYTMOOsPoj/lMxkVUHFS06N0ZkFmqfeUyMYFPu3Z0Go/R1n6UX0MA2rLQZENlXXDWnZD8DMFWFNpCwlELCYhpmhLXFEGZfWvBChdBYyPlcghDfKr1loyjhVk86utXmkgifY5+FlCne0RZv0SRGTDyqQhtIWEohYTENM8J6GIMc6c9R7JaOTXEwEUj9H2+jyxNNMEtNzrk1wYSKPzmyqaKnzElJYr87OqnQBBKWUkhYTKOnsI7MuL/NPWN2yStcAj840reSQyK8Q24d3jsZw+fNeiCS188MzwKHGwKDXe5eS8A2DMsgJu5SoQ0kLKWQsJhGP2Fds4U3N3Q/77swd8OAbGeuCQJafVQlVqLIvDTrg8t2c1DEYyGx1cURu9D1hVQYfuoXKZQvMuk1+BwbLwcSllJIWEyjm7D+aQK0eGX5G/caUS7Ld/GbRtfwDg2xUrOGyacXnvn3RcFYxvprcktirfu7l4caUM99RaBSwCPclY2Llv5862o9GtagDyQsptFNWPejqPUX/mtF1JSxymkprHekr8bid63apYC6mF+Ov7crlcI76+GHMNPtzc1lED4n3yAzvjR6i9eT+xrwt4V9VGgDCUspJCym0UtY6xFhXxvieApm+95hKB5wpBciI6+Aoi7kZe3Y84/ixsmkIoqi3LS5Y198fVg4KmCcy1s3RptR+ef8O9QATIjvMXlC+zBEA8NUaAMJSykkLKbRS1j3YKQjvQAVfO/wp9nwsS2ZVRyvyKrEMk6I8Bl5j0bhAfmb2sq3Wx/8dYoAXne+c6A+DMM9Y3x1AOIq2OKNGmngqD6QsJhGJ2HlRcP5dPByFGQE7Hwe5hniwmDrUtHgupxKdvC6iihTFDCOl3lBpowHYAxDVKfBg24TZ9o4L6g+SkTiRxI7TEISTB369unXqyEQ5Tqxx29IWEohYTGNTsI6D+NNZ66qnN9u7gAg45Fpo/lrmtqn5NSxKxYVP+Yvc34fbMDTfrazQO7jr5R6nBZSm4Xrpm9tL2c/BLSUDOd3wIz2tkUoIu9E6ZtSZRQiS1gb7ksJK3bnJ/Zs1sCSERn9D3nJBgIJi9AYnYSVDYPLRVImNsnZaVFR6/3XCFmLgt2ojLa2MVBLjfhKeRt9wqszyjYq9EW+XbaOuHVpME3yMqV7OJLe6JVqDC8/8iUjlqvRBjnCGovEgeOHpOJh63Xm1njcMbgV4mwTB/JlA4KERWiMXn1YCS5DPy0R8BlfmCe7jW35hoxtcmp4G2mWL+4piqiak3JGoY6/DS2AFIQh7JEtZ4993Epo1ijhtQtd+QtAr48wrzWHqd/GMydWdACeUaUNMoT1FeoKl4GXm0McFGYpEb6G36yNKJYtkQ0MEhahMXoJqxsecaTnopqMPc5n8FJIrJLO31OZ1sgo3w7j7IYruiRcTi+ZUoqga3dbDTHz49Gff2l1CZhGFzBI42p/+y2hvMcGPpEhrPthvQz8HW2FzWTbRMzxGCORDQwSFqExeglrq8H8LXflp/VbL3D7EvGu7x3yagBNhDgup4cZEHHc9w4lkIHoUT+fz1pUHYaK+CzgJntQDHdyG7unGCIqjT5xNQJDuX8GG1DJx+XfVust4RGV2iBDWLUM1s6yXFOmsMm0hZU4G1ZGIhsYJCxCY3QbOPoYohtHCz1S9YughYypzB8A99mKvSdrGl44UNE60PzmMBjxdgBt9UIphO22p6cBE7ZXBfpeVL+egpAhrDtgfUZxEu35f0+jpu31hjjkkQ0QEhahMboJ60Y9x5KiJeQ89KuK4jfs6e4w+R4bn4RI+2I8eZ2gxeTDVkClLGtyeRjQxoQSQZ8xJENYs/CsuH0BX/L/bnDMCBoo5PNlA4SERWiMbsL63OBcBPkFGeXNLjHTz8pZIisNjZB+ZdgAACAASURBVLnrG6cMfXbJKe4H4LcA2uqFyYhC0ksnuLyfexqEAAyGvjnqV+IDGcK62hQ99nHcMrO4Ss9SPG57fbRw1ZkvGyChKKwbz3R1owbu0btJhP/oJawzUUDPt58ePHLeSCMMHpNYPLgC7HXmYtzmwUhTFAkLrAvJm4cOBFYH0lppssJRUVgbNQIwxgBVZCz+rDqdUcP99zjKc3TXjVFAzXaG8eJYi/kYb3t5BmZ5ZAMkFIW1H/mR84iHCFFUFNbBKXfX7Thxr++CAkOcEYJXGlDfZ/l/AZfIB3F4zuceEeLd5qDRTzcS/0rfkdcuRYxGzGP1+UurmJr8HeGgqxrU4JNqHj/HAx5lVhets3h4adTbLmTmY4Lt5ZeECU75sgESisLivpjvxn14SO8WEf6jmrByehmt4a0eOCuneAJqOdJ9YLzkcwcjXnWkLQZ86HMHYZRp3Nzz3K1NDYFwfOxzB+Xc7AS0m//+q8J11lgNji+Dh3Cf++/xC48i35i73OC43C/Lhf+P+w/eEuaH+rCYRi1hnaoMU7f3li952IzSMh7Z83d4znEGfzuntXinLMo6JgQ+AYNvw9Xjr694kSTwFz9h8cAfvhulnFvPW4MQIl6DO05ZyOjDqh5/Qdwejal4i+O+dVxgDBJuk/NlA4SERWiMSsLKbYyyv4qp3VVQ+4aP0hx3GHCJ+hIurJflg9lwrDzxoxENfDepNWL+nVWDl0lS3wO9YNIoCPxfPaKAlBc8IzMECd/C2o+7baluQhSxU6htyzYWxjHkywYICYvQGJWE9T4S7UPJjyVjns/yx4BjjkyeGW/53ONmKtBHCH53c24YjHt8N6kmXz6Xyzl08ib3XSQgazqPYnY2AzLX+y6nGb6F9TN6OMpu5v+tYhLna3Pnw8WRovmygUHCIjRGJWE1E343p9ctX3uC495w6Z7yxi2DSzSozYCMiFV/8pcy5hqtGwoLAc6X0aQEGHGXcNyc6ZFIwVIZuyjlXC8j4ub4vp7UEN/CyjaXtz04rGYSokxPtj1hnWi9Ys2XDQwSFqEx6gjrigknNrcxCeHNW27NMcN3v3s5JObYVs3JrYNIOTds+9Ntz8HCZcU5iMZs/sKqTKt6YUC3O7FIzj6KsExLBjqrEpbFf2T0YfXB40JkjBtj0EvIXioRIcSmXmeb7ZwvGxgkLEJj1BHWX4ifZoChapsa/L8vlJRxwTQPKGGyPlYsB3HesE8Wh9uf3A+Vc1FTCev2dReXqKnxGe9H3936yrBMLQZUXuu7oLbIEJalGcqOmPxEBTS1PqnYloBWQ1ohbjMnlQ0IEhahMeoI64iwzN7gLD51bJgBcTKWiLhZ0WXoUOw5n+U57gsj7tudm33t3IQwl0gP3nkUD/M/1m+Wr/6T47YgWt1u8Quj+TvT21ZpEshUEXLiYd1a1KaouUibRfbL2KyBJcPT+7kG8HPNBgIJi9AYdYR1nb+SedmWng+YfA864O5wEVaGjFVzzidhuM0Pq81ypr39ajDae8Ov1MYQ3zvIR9RV3RDQFYVIVg4JKzAufzZp9NRvdVt5XaVO95Ioz13/6sXRk1df42qimO8dvhQGc9q6pGRNJhyH+o4wnuNRV0abBiLBOuPwVGskn5Sxg0yOj+FvBqss1e2UuUHCUgoJKxBuvpQg/mhLS61ZEAzUEVZuHEzPpIqfpNgz4YjwPUvlNoQfWNkt3ZDcfuHZFCT6rqImnF9RdhiO+t7jWmug9ZvLP3w8DvHqTfPb1NUMZIaIrkhYyiFhBcClNkCEGWFhwFAvYcA1Rh1hnYQwL6dE1yHd08VLpn2+dsgz4TFH5kOpCXD5dwjHCWeujqwY7TdG2y7iGsic4OiT7OkVgLBeO3yXDBYkLKWQsPwn7244g6z4jj+gBeoIa794f2e2/T8GP/raga/WKbXrRizxtcMVwKVjrIXMFRwOv3xf/bYjvlKps2n78CJAkacPq3M0dSBhKYWE5T/8pQVqfngm++hraYBJrcsARagjrGy++VH2Lin+ctHnDdtB4LIzFyFj6We3R4+locZDeEWcmJHJf7hab1/2XTSYkLCUQsLyn+rAw9YhRecayByMpDYqdbrH85eK1UY/P/j5Z2vxP+tIn5c0l+Cysle2QUY80PYuPfO/IkrWSl+qcfWju0z8zft9G4NaqxxIWEohYfnNMaCxPdza+WKI06MN6gjrBn9Vdb91bMLN/pATLSZSDDBuZTJw2ucOHyHRft2W2w69/Wqmf1xZ0S+Rt3DjNyWHgv/5ztgXP70QxOa4Q8JSCgnLb74Ftjoys9ziFwQNdYT1N/+Dbmb91V7qADmxXDrDYI9yvC8S5XxXkVsPNazGutYfMUGbEGP5sGsM/4HKjj8o+faPDcTbYNNQvZRFwlIKCctv3oLZee+UJecyQ33UEdZBIArFZ+zO3jcrDRHw3enO7TXCPOm1Pm0fmj4nEbLW4Dqaivhxv1449HZFmFcE3mQ5ZC/uLMztKTlii5d73AVm+yOT0n8Gp0n5IWEphYTlN+/A5FyvfTfLwjoKfF3V9tMtvxHY7nuX8S4j3bvIquRYY1vxEl8H2FxZ/DW7dZjwcUZt99oj96UBSOj94rjWRiBDn2ssEpZSSFh+8wNcns4/AciYoKI66gjrT+Clm++0jENs03nX35IlrEslHL6KkhHdSiDv4w6JiL5tuva3zrc2jxKeCaLq2IIW27lSBHhG7P3fXwcYqHmrpCBhKYWE5TfZRpS2d+TuiUSaHm1QR1j8UYpm2dInUwHpDh837kdsMevM52KoqYeqvXJ66cNCPPiw1rN9fIw34Fje/Z+KsiZQqg8JSykkLP9pDdSxdh//kgGM1qMJ3oWV+/3r0+f9KG/MZV4aUNYaU+ZQNSDRd/iX9Yj48da21559Zf3V4ykyhmEFiWvfjq4jjOUt2vNj30s410ayY4bOz9Ag4pYMSFhKIWH5zyZhzFL/D79e0MUIxOjRheVVWHlvWdf0q7BY1mGGIQqmbovXL+0Zzqf6+N7hXox0pBegkqxKNMayflqHaCEGYb0xW2RNFYzHI9ytjeOGDJv5F8cVcyyhHFRIWEohYQXAk/ZuHAMMH+jSAi/CutqFvycyIyzcMbS1YE7EItM2y6gSIn0POsiLxS5H5nIUsqRLyahZHQ4sfqSmGE8wo/9H5+XuFIFXv7E+ajB0P1EVrbRsoDdIWEohYQXAraf4P/bYOP6/6+EL9GmBF2H1dExyNDgWriuQz4xo2LVF3RYPNIGc9e3Ow+iyQnFVfLrn+9VLXp34zOAenVvVrZSelJQUba0+JimpXLnKjTv1eXLK/M827ld/sdKbez8e2ylZrCv1vtkyu/+txOAOIxKa3NmOd11acZnPOlWGhKUUElZAfNtYiHMQcY+iX4oy/lk1YfD4FV66hKWF9RXfpvTZ+7J3T+d/ygYZz/w47sMI3i7l4gDzXBmls2G4nvv3ls9eHz+4c8PSzhngPkm5/d4RryzftPtU4Es/XNn75Yyeta0BHcx1h32QpfQA5YUrMrHtkcX5f14KuEV+QMJSCgkrIDa3F+Mb9JER38k/cl+2RtyKffGm1NvSwmoJdLCIqfN88l5ZFR0eXISvJqGv7xGU5zYvmRSOjHBXEcWUqtO2x2Ojp89dtHz91t8POdi14+f169evWjTzuYH3tqgW57JHfNl67bsOemLs9Lfe/3z9+q07dvx16O/s7GxfYx6un9639cs3Rj3YIMV2nOh6/Wd959fUxKcBI0xN+z9cVkjguD/HCBQSllJIWAGQN5b/xZS5jf/vc8wn2tRwpQNQafjoEZlAa6nfsqSw/jGioj0qQU4qIiRV58nN/Tv+vF5giXMb3nj0jmT3ayZjmyGoLPdWL+f31fOefbhZ1RQzCiCMv6UsXo6/laxbt1mbNg90FejSpk2b5jUyYlyKJdbqOmnFQbc4ZMfmPNCg9WOr5cUme5k/RiNxmevV/GGNsvu+1ISEpRQSVgBMguGRA7y3tt0F40pNauiJmEXCzy9vaTzuk3hfUlh/ACu4q6vHD57w1Q1uAfB34O24tW/ZM22sA69gKNNmwEChk6z22PlTWhpgkrGOqgcX//px7ftvTR87clDXu5rXrVu5XLmkpBgJeXlgKlaxfpcRc77YmeNxzNyJthg5tX+V0wRh1iTaLl7/9bSSQmqZ8g8ROCQspZCw/Ge7wWDroM57FElylo5RyjcI+85eWQRWeRaQFNZqGP6dVkT86abMuSBrmdMCuPnbO482srrEULbDM4t+Eq/0ysPwpPgU8E0TYlVc0uY6f1t4+tCh33fsWL9+7fLli+bPny7w2vz5Hy9fseG3IwUM77x5D9B03vKPRiYhWk5E0wxEOTTI39+OV+0zKICEpRQSlv+0wyB78lY9PKtBDR1dhjs9jzs8C0gKay0MzYGqI0YPq8BfQgCyrjekyNu/dERj6686st7gN7c7b0o3CL0+tcZOn9RSiFIqp59ee55BjPUq6fzdSJARVzQO/d+1ah31dyXROCwSViEnJwx/OTLLtRg9eS0Szj7wvw1mi0cJSWHt5X+CCR8K1z+57wjDC/xacubQ8tFtEq3d4y1GLvk9Xz/YvXhsSqz4rnnonNAYOHowjL8RXtKpYYvBf91ogh6+d4jDCO7igofbdnx0fR6Xiq7aN9ETEpZSSFh+sx1lnZkcGNSfUZeFGJdccez2KCEprCsmGP5nS38MRCldH0NwVZLNVU9+8KfE7nmx+I07/8ET3R6bf5T7J9LLwNHg8jw6TrQ9uayy2mD2HX0hGTUd6UNGl2vZIELCUgoJy2++Qh1nJteoQXiZA0hwyaXDM/aA9LCGosBt1oEW+6sBJeVXePnHtx9rZh1HEd3kCUlXiWTD4DKQKhPfeSkXTOqjirNnvjx8x9xqDCy0JW+2kTVeVn1IWEohYfnNLyjhzByDSf217v41utzOZZsMnk/eJYV1URjMGj1szY5VgyP4VJSsQZqn103tVtlkHVZQe9A7OwscC3EeRpeDVsVGOTVoTJrwVKDL4MHDHiklDPCf43OHF4CId8QHB9n3QFaICvUhYSmFhOU3V+OwzZGZhwYaVNHEZfz1XNcLOjuSwvodsa6jmnwugnPo0zEd06yFi7YaueiXggdjCYi3hHYsESFxS8h/AnNF6yM/IRjWPJ87ZAk2z5ywbNGgBBjRMghN9ISEpRQSlv/0R3P7VdWl0nhdgxoWI9Her3+4qNRNi6SwfkHG8/xFRmRUpAGG8fEujwY8OLly7J3WJ2WGCl2nrjkmt2EPuCyk+iYy5e6mJQnCdZU5OjI6EuD/J2Mk72iE24Z+FUX4z9q3UAISllJIWP6TFY2B1juj7FYor0UUu1sNUdY6KGFXWTSUuOeUFNYZmHO+birMkjO22XwcJulhUpe+mXJvhvUarFbfOZuUxa/bgnD70oJHkv0ZOKo+LoPnhVtiGX3oNzsB1RrVb9QwBSZ5YXhUh4SlFBJWACw3ouayc3nCQqrxv/su7gcnK8L04HvLlzxsRlmpyx/pTveamPe6dVh66oKpaO7x/q1db/evZrR2Vw1440d/Yij0RuxSsf9nYwYaBj6TWQXEacxRbYb1qyB+8kYydrn1vO2xYkk5A021gISlFBJWIKwpavtveiXfK2P5R3ZPo/WOravkSHppYb0uLH2T0Xd0rxShC2up23vnVj3XUuziMlTp5+aqg1PubdNl4j5OHlfbCwNH509pCdQ4JffDaIrwmWqKs6A/Fp4dVJW1019jGpXPbD9fxaH6yiBhKYWEFRDZYyvyP/16r/nup/abAy/eXbfjxL3Sb0oL63oiDOOEG8gbzxmQ6hibkPv7W30qifqLvWPMl+4DlS4/ar2lMvaTeW94yzFwVI/1GCUQHIxi/UY/09wg3BPepnd7ZEHCUgoJK1CuZ6s/nkE20sJazf90w3ouWf5eVyMMhi1iwVVj2sSLF1aVe7/+q8eYhQu3AW3nLJ/bwYBMuRdM594e0LXvzKxAmq8m/EdbXcEm3cGQnCoeepCwlELCYhppYTXHiC7WW1VDj/64e9ucHuXEXJG7Jq6TXLA9ry1SN4qpraXQWEcBB4DQ0X5z87RHRy08fjkS+kQ8VgwJSykkLKaRFNYlE45wP47pWPfuCas/eMj24KzGkPf2ez3Mp0iwd15lJTvGf7OF0OluHWtxQOhZ1GJYnPqQsJRCwmIaL/GwUoTN2Yl3W4Ptxbef+L+Ce6ZaYrIjPQd1VW5kcBCfEsZ2m2Jd6Aud9W6PLEhYSiFhMY2ksHZYpw8K4VCjGo+IhvcrKxtXhEsyO+dNhrNqNtHBrWUdkjRc+TnOOv5KJAaYqE0tKkPCUgoJi2kkhXUSYcIF1aFn3/7tJnccRp8Rzw8h1iWX7n8ArYLIqmmzSYmvtTg8dxev56rixVVMdf4fLeIpqg8JSykkLKaR7nSvjvmO9Aw09XmULES75NKwU4WW5edoKop279unX89MmD/T4PjcAUFWDQYOH95NCI1zuxZVqA8JSykkLKbxNnA0zR7lIatIvoGjUlwL528bT73Rq03PV49zJ41Gz3DpAZNbD6WKW6cm10CM76Va/aCn457QgDAZEUdDARKWUkhYTONl4GhNVLGulLi3AprIiN93J4YPj7DOKxz0LBqr3EiBJcKE5IxHpo2+HYjDgxrUwHEteFVFx8eHAeZ1mlSgPiQspZCwmMbLys9ZpRHWc+n6xd3MqCwnruBXwiI4bWfPf7WDMEp8udqt5IT49zC/JM453FISiNSm431smPUKq6LPxwyhAglLKSQspvEiLO6sY+CorNu7vFQYRolXYjOMKCJzHUNFxMJg92BWCrBJgyp4Lk9vnFnr3h+0ObgWyBXW7kmtS8dttKazBpaMyOjvuKvOlw0EEhahAgUtcOpNWBy3bXiLui2flvm871OY+OuS4dNHVhUWwdFg4OgV1wWoFwEfq18Fk8gT1vEuhoi2T79s7ZfbGo87BrdC3BZOKhsQJCwiYI4PEQLsJfaXDhvqXViKaIUJM61L5MROnqnFE7Y8Az50ZK75tfRqoUSWsHaUiJ3mWDDJUiJ8Db9ZG1EsWyIbGCQsIlA+jQViysQBUZIP+9QR1tUwHOEuLXtq8JNLcoSBo+qv2n7LgDcdmXMGRmf/qI8cYZ1LL+ESbG0ynhe34zFGIhsYJCwiQD41oHR5/sKnbFngfYn31RHWYc0Hjl43oJqja+w5yFjT5r+BHGH1Nmx2yWUarSNWzoaVkcgGBgmLCIxTcY7l1GMQJXFXqI6wgjBwNBkYahtfscoM7FC/BiaRIawTYV1ccqcdiyk2xCGPbICQsIjAGAmjbTCkEQYM8SzgVVjX32hfAql3L5D1xO9auMsiV6c1GTjam2//ncKdzbmnTEAxNiPYqI8MYb2Oj48seXHaRxfF3AZ0t70+EF96ZAMkJIX10XQ37nJ8YsIfbm2YO/1NTebe8eSVEFxVqmWLlmXEcFae9vEmrF/K2y7Mqu6RU9GdGOVIv6jJwNEfDaYIoELruryuEmz9LgTXHXe5/x49H5/2QA3r4xBxWaaleNz2+mhhFaV82QAJRWHtQ36q6d0khsl7J1X8Dqtrs4jBaf7QEdYJLcnCraHnRb8XYX0fhfTZew79MT0Z8Z7LRXvyJSJ+tCV3x7g8z1ORfohtKI7rrFEeFS2+y/83qOrxc/QIql8Lrd8/ev3iyoqikeZjvO31GZjlkQ2QUBRW7rjBbtR3GR9DKOTK/UDR+we1j4JBk2uGvcK0OMR1Gtw5QZwnt92jhLSwclLQweqE8y1RVs4KC/cgydoPvrY42siYy6Ocq22BeoNGPt4hHBl/ytxnQ98KSWktXguRoPFacC/qu/8ex3l8+SUTrdtjscWuC4aaYHv9JbzikQ2QUBRWfqgPKwB6IHKOMN0kZ7jBZYlm9eCFBdO4f88eOnN5krBGhOfgQGlhjUHVy7ZkTmm8LKMmS3Pg9vHTJzYC6qswoEeKm+Nszw/uOem7sMCZdraLjuTPtWlRCCCjDyshwZbohe/+g7eE+SFh+c8XiLQ/cJ6PcA0iEPzGX2G9M6o0/5vNeHKxCdjgUUJaWKWxgru6evLoF7+6wS1ELTlV3Rhj1Un4k/6sUiiP47MeaNN5lNwHhGfKIXrUz4cOLKoOwyLN2qQzMoRVwmB7QjEd73Dct3jI9vogrPbIBggJq3DTEC840vfgUfUr+BGIj+OllcTfDkYnAZ4xCCSF9Tci/51mXYA+Zc4FA+Qt3HVm8fCuwxacCLjRatEapaz9OTcHIEKrZR/1Roaw6tjP8HRhfsAp1La93ljo0syXDRASVqHmpMHklMXXSFO/ht2Ccxp/fZW79m1zIek5ZVhSWD+h1B38RVn3IV1TgLuTILfLKKRYh2j7Woy5HRmJ0K4cGcIaiDXWxCP4H/9vFZM1/Mb5cHGkaL5sYJCwCjXfo5Iz8y/gMxKxYv4UhfXtLS53kyisrR4lJIW1F+GIvj2G3yGufgSMkNlnFFo8hCcd6QMG84UCijKMDGGtg3Xg6LWUeOEvbDLGidmJ1rEh+bKBQcIq1Hzt2jt0ywj1l24QhBUu3A3GCEvOS40PlxTWlXCY7esx8IkETZ76aU1pfO/M1LRfZRQ2ZAgrrwGEEVi5I6zralwqEbGW36yzzXbOlw0MElah5g8kOkdyHkCE+l7IEZRTUlgSPraUkDzuUUK6011Yl89492frl7cR4pyXVL1dwSACx5yZznhXv5ZoiZy5hFml0eipkdVxr/WvbVsCWg1phTjb85582YAgYRVqbiVjlSMzEW3Vr+FMvkGFnoHKJYV1kb+8is8Sk3ujgMgb6rdMe4rCZYx+y8IaQEtWeJmLY6pFxzZYkGfLZg0sGZ7ezzWAn2s2EEhYhZunUc0+pvFQApapX4F14KiTnzxKSArrd+EC6ynhFuHsI8L+0qG0QpymLiv/XIlFIX1MSCGSlVK4hfXDk53aPPi6GiHupMhOR9NTYupABTTP81HaD07nu8KSOTXnJ+B2ILxpm8ZmGGrDZWKzvhyf1VX+OKyZyLxxeu6DbTo9uZVPV9C2ZbpBwlJKYRZWVlvr7zx2hgYyEdiRhLjOvfs83D4ClbSwYp4wmCr89toV6jUQhnXGyJz8vBb4e20t8aM32PAjQmRYg2OkexdZTy0vFUPDWOsODSOxQOvW6QQJSymFWFg7iiGy17sfTq0D3K9ROJN9JW3XPg3UnM9y+fgfm1cunjNheC+z+JRQpLEJMZ5FJYW1GHiD446snL/qBMdNBbSZma2Qa22tn8VkQLrHBF8pPuPvZqtP++id7vyX0IzJB50yIGEppfAK62w6Gh7atmT+pycXROEZTaq41Ia/7CmSmBTpjE7nF6Kh3ps9fljPjo0zS0R4zOAXJ9Tx//cMXSwprC/50vZHbAfjATnxGjSnv9AdF1lWWJUZFeVMZx7JFzTUvqtVHL9NVz9oc2hAwlJK4RXWMGTOyBB+Hsb2L8GsxW1R3t2IXyyI6soEk238nkx8GSqiRGbjjj2HDcn3ssy5hBf4oraFVHeU5X/1ofCU8EdeVw038ve0f/bnWzfR9w57TIY5VcVHDrHjq+AJ7VuoCyQspRRaYV2JQV0g/s776hgQdpsmf/EfIupnW/J9mPcWVPTfYwUbKjJVNNT42e+t3PzHcXuohW+sb0aVibEmPJ/tS4/DSofZupBqVyNMruPx9eMh4D7bWmXzgCTft+jD0K6K7csJH4o47aZk6woJSymFVlhfIwrx71zLPnLjr6783UhVDaq4DVMc6fsx0P3Nf4/9vumLBS+NGtClWdWUcAlDVW1yd6/hE+YsXrVl9wkvIav2Cz3O/YS7qMTeLSA/HtZSIMNajSEN4gw03YlDKYdzBsuJ6V4ZcUh/6wJ3a1MHIUbpt5q2TjdIWEoptMJaCMR91kq4lkkZOxRSHdaBcgwuM9w2Ilkw1KJZ4x5/uEOjKp6KkmWofFznr67+4W6IC6leiZOaregl4mhzoPT9Leq2uD8V6CLxftC5AbzqyJwA3vO5B39R2dDWczULcnZgEhKWUvQU1sGZw4aM+06jB3iLgLZ2WcSXRaT6NXyNMk5DFffvGqpgcgCjPWjfDpP8qTncVf5uGGHxQtC/FlosPK+Ym3BdOywak3zuEYXE0/b0AGCJJs3SHRKWUvQT1olu1lHc1bS52n/bVR4GVa6w/vl713efL3xl7GMP3dVQ6hoqrVrTTr1HTHx1id+Gysd24agLhW79vKXRfNpzBrC3RSjyplq7vRJelXo3+FwBVjoy18wyoqDGo5sjfRwopEFHSVhK0U1Yv6TC1Gb85F5JMM3W4viL3W0S5c8xXA1VuXiYx0WUoWrTxpXT0yp1mvf9l4hSf3TqBrGWCsOnP1FFtO4nHiW8r0uYu+G5PmO2ajRiVjlm3OlI83frvv8jFYsGjvRnwGeatEp3SFhK0UtYJ9NQR1yA+5+RMHj+EAPnHatTkmyP5MyydvJlqCjbRdTcZf/75cilVCywhR03DnwOHdT/DEeBdo662wC/e5RQZyHVIFAPBvszziNFYfId3or/8t/lbvy6/vtT3OlSEKIDF0ZIWErRS1g9Udc+enAMUuQF8VXEPOFHXrZcOOLqCsoyeilmObpz44oFL4sP80p4GCo6vXqzzn2emDh74afrdxw4k+/Z+jiYEDngo68XdDbAqMVNS24E2r2bIrak6Lz7YL7mUYIZYb0FhL0hdqdtKQnc7XsH/mObGgkPSI110hBFV1jBgITlldNGg6MT9lZlYSaJ2vTI5x7HG9dO/L7x07emPNnn7kaVks3Shnrhtfe//GHvKU9BuHEmDNHbxNS7JiSr/xGEVaCw7ObmOaNnb7zxIX+1JdEEVoR1vQL/7ZZ8ZNro24XLXRlj79tCWLMvIk1wVkw4/tK+iXpAwlKKTsJ6H7dz/7zVPrN8o7EH+Tbco34NmflUtOKNF4b1aFenVIyUS01cPwAAIABJREFUovo9Pe3dFZt2+zJUPibzV1jRAz78ekEXYSF5LWJiHjDB+JzwcD9nLF+FRIgVZoTF7Yzlvy3x9hmYK6P82/xXan2uYeT3qKN5+/SBhKUUnYT1IgZ/mmw1hnnYOnkrUSlDCHRgaN2qWpmM1HyXURGp1VvcN/j5V95b5fsiqiDyMvBaY1sf1oAn0Em9tjuZLXxBTbo2E25Wp0q8z46wuF/L8J8hnJdPpKzooTlmpJ5f8+zgEa8ffwp4VuvW6QQJSyk6CWsC7jCi0vTN2xa3N6CxeuPQs3evXzx9RLfmVRLyd0c1v+/R8a998NWOI6qtI7wXsde4jUOb12313G7uD0Rr8kRupj04u2Gy1NsMCYu7PE141lls8BFZpV/jr7DqfH2L4/5+3ABNJiqEAiQspegkrHf4P8cR1iGja/ibtPaBHe3C7q8XTx/etUm5SDdHme1z9u507cNSjW9Q05m5YZSIpaAGa62TbFKl+/RVFNY/qyYMHr/iokpHk+bCoVNyxwnfgRHFgCLlSvO6eiQKsiLSsAcJSynehXVz+5L3tgRwx1QgWS5TRr4AnvPnGLknf/ritWd7tawY5SKp5Brt+46Z+9HGP2rzmVdfbZ6WVKHfN2U0EdYmZDozVwGL+lVw3KfRtg8WuVTqbdWElTszUawmdnJIjIznuGTsPv+8EG4ssvP3XHOJIWiFAhKWUrwJy/KseFMV89g5TardA7S0/zLegKJwVbeOff/hK090bVzSZRBC8Rp39R07d8XWv687ij0gvN7hGF/+03hoIqy/EeYM27dZm8eEQhQ7pNVNFz7B+xLvqyWsq3cDFYeNHpEJ3KGJeBUTLqyak3dgwy/CLXxnGocVDBgW1v7K/B1VWBjvhAyZMbiV8SbM6CD+1HJfNwOtZOyS8/vqec8+3LS0swvdnNG46xOvfLgl67pE8UG2HvZI67Mpg7rtF6mBGY70g+ijQQ2n+Hvcu4TxH388BIRJLCahlrB6I2aBOAXog4TQmC3NZWCbM3Oby8SeQgUJSynSwjpbxr5ciwHFPBeXCpxx6ByD+MGLPphQBXgAVbyXvH5405IXh3SoFufwVHi5Fj1Hv/b5jycKDPI5x73PXYPJz9wSxP5iS35kMO3SoIYBwPO2vvypwIOeBVQS1gaEbbQlf4oMDTl0deknOGI0Mrl6tW9IWEqRFlZv1996gD3ikkxF/131bb1OC9fhNs8SZ3Z8/upTXRumGR3tKH77vSNeWb7tpLyncfnW9Kun8gcQyO2IpE+F1lybadbkwXteDOo6Mk0R4dlhrZKwOmGEIz0WLVQ4YsB8jjjH48RuUmNmCwUkLKVICuuIeHlVtGkz67QQDW4KlyOTy/v60Y5tH154ib/ccl47XPlz/cIJ/dpUdnakR1Vp23/iom/2K405WdtNWF+q234rl1oAZQaM6lEU6KNFlJxTwNeOzFZgv0cJdYR1IwrOeKnHDGYNZkopJq8halrD6eSNh8lzRcbCAQlLKZLCEm6nSk57+qGe42dVhrIucZlcinJO2L+ShmVXD256f8bwLnWdYaWMaY26PfXqF7+c9bcK/kOYqscaDeaMsvwdoVQ3V+BcGy926KP0h5ocfhPg9GCeESs8SqgjrKNuwSxKSEyy1oG/U1Fk2sHci180Bl7TuzFaQcJSiqSw+AuHFNsFShX+115Zg3qfQpkTV7+dO/bFN6dWRngx56VQfLUOQ6Ys2XQ44JUTaoj98jUapvIbE2SNrvaDy59NGj31W42CEG4BnKK9ZcAXHiXUEdZfiHPJlcQvXksGk6P1bH8SMYU03ChHwlKOpLCKCUvIxfeZPn1wEWEdOb9iSRXE9SPfL0iB2dk9xf9RZrbuPeaN1X+oNnBxLyI/snfUN5+ItmodN5jwOnI66hvZKz8r5rLJJZhpjhl+X9WqS+6i5ib+Un/kCb0boh0kLKVICksYrHiv+EPI6Qe5saRkcPrnFXNGPtAg1eDwlEGQ1p1f7VZ/gPVyNOMsc26PNab03Mj9ihKqVxAMElDRfvGWWx3Rno9FVep0b+byu5mnxcxOf8nLLqTL5dggYSlFUlgxQKfcf9a9OntVjjCeKVBhXd77v3cn9G1V0TlxJrJC0wREiCM/DcUQtinACqSY7zqe6G9EaFCF9owABlmNlTsSGOBZQCVhvY+Eg7bk8WTMU+GIhCxIWEqRFFZR4KkhYmwP00Mz/B7DdOmPNe9MGNC+WqLDU6b0Jt2feW3Vb+c47mmUPPHvitkzFh3N7YGKGiz1+RnqOzPbUVL9GoJADv/dNfz2Fpe7qRkQK3GnppKwchujrLXjancmaoXCwqv/EUhYSpEUViVRLykVyqcJI0dRVNERb2Rtfn/q0I7VXeIlJNa4e+jUpVuOOH8Jlijncnn/pEKDh2x/G0zOfpnncL/6NQSDLcJVaFSScI9u/kbifbVGup+qBFO395YvediMMvKiKRBqwJCwLL98EworXEoKqy3cqCbrSOd+Xfna0w82Tnd2pSfX6TR08uJv9noup8etcA0YMg4P+dn6gmiG/vbk8Xh8qkENwWB7uu3LLL5Z6m3VJj/n9LB1LHYJkR73/wasCOvmW3WE37UtV+AUE42RFFYfd2G1KegAl/b8b9HEAe0ynSM9Iyu17jthwdf7ClroarrTJhy3zmU8t3psNdkXZj5VC41DZvkYpVyeXkv4b8aL0mG8VAwv89uEu+t2HPOjSkcjZMGIsM42FDp0DLb3H4r5OVgt8kRSWMNE8ZiNRutE43sl9vt3z7q3x/VpkxnrfOCX2rDrk3NW/CzrBzQOjzszmwuaS+g/rwDtVl68dXB6CooxfZtzM9trrxJLAfwIT9gQVm4TxE3al1va9v5ELYaSy0VSWCPcr7BchHXr2PfLZjzeqVYR57ux1e4aPHnxd4cUjSV/w3VVrEWyojUo53X7Wqe3F9IlDEhYrMOGsJah2J/8xi6s79EwWC3yRFJYDwCl7WOlykJoXs4uMbZLKWdsl8gKzXuOfn31rmzP3WWwB1HOQFt34QV/m18wWSMy+CvZFu/pec+tLSQstmFDWB3xlrCxC+scigSpQRJICquO8GwwKt5kjBPjXUa5xHaJKN+y97j5X+4KNK5fA/S1J79EuOcQbrW4ms1s75UcSFhsw4awUqx/ZHZhXVVvKLlyJIVVSxBW8ohmzhFUSLn93hGzPtkuM7aLb7aZ8Zx1SOTXSYV2TRTtIWGxDRvCCjOJG7uwziIxOO2RQlJY7YBWNa2iCk8GMpTHdvHNqwbUnP/zjlXdDGgTImHEGYSExTZsCKsYcoSNsw+rUpAaJIGksPoCo3K/G1ivZrf/3XwVaK1JzR/Z1yV8XJvQL/8JSFhsw4aw2uIjYWMX1tPoFaQGSSAprAGAsasQCQtlukdqE3KU558325cqXn/sQd8lCW+QsNiGDWG9i8rC4G+bsPZG6zkMW1JY/cVLn+hqts52jYRFBA4Ji21kC+vibZhrS2YNLBmR0d/xnCpfNhC8CetmdbS+YBfW+jTU0vGxu5crLGcAGJ6OwW8WIQ8SFtvIFda1ZrALa2s87hjcCnFbJLMB4XWk++FUFBm1JhW7v5neAEj8Q4W6/EVSWJMFTcVkJCVkiBGAhwW/WYQ8SFhsI1dYPaPH2oRlKRG+ht+sjSiWLZENDO9zCU+2c16/VPst8Jr8R1JYa4EpVaytKzUTeD34zSLkQcJiG5nCet2wYrVNWJPxvLgdjzES2cAoKFrDxp4lBB8UuesDfZ+RSQrrLaDztS+f6tRx+Iqrg4AJQW8VIRMSFtvIE9auyNGcXViZtiUaz4aVkcgGho94WBcPHdRmHXglSArrcYTZQyT3hxEPBLtRhFxIWGwjS1iXM2+/YRfWadS0vdpQCPGfLxsgzAbw64U+kYhr2qJZ80SYBxUcXobQExIW28gS1vCo/ZxdWBvQ3fbqQGGtzXzZAAlJYe1f78ZA9PEs8ySe+DbJ2ocVs3w6ega9kYRMSFhs0wcD3X+PnmvlcjtNkzmHsJY64jKNxtse2QAJRWEddl1bS6SmZ6FPkCHE4zMKZcOq0KIEoQsJi21q5v81GrPyF8lrXOEa5xDWfIy3vT4DszyyAZJPWNtHeONCwFXJ5nKHum6ko51noX8S+W+u/wmOO/eUGYg4GbzmEcogYbFNO6S7/x47XM5fZLH1Xs8hrAm211/CKx7ZAMknrE35bepgacBV+Y1kHxaXDMywppYYEFOoA7SwDQmLbXz3Yd0o20Tc6nBLeGmAnVJoOsBJYwwJuCq/kRTWNuHatPf3V6/tGCpE7FsW/GYR8iBhsY1vYX2At48JvIfJx85z3LeOBVsGYbVHNkC89WEdDU92XVLgGzQJuCq/kRRWd8SPsPd19U5Di6C3ipAJCYttfAvrQfc5cqdQ2/ZGY2EcQ75sgHgT1vPuo1L/RlrAVfmNpLBqoBn3c59SQGqP77huyAh+swh5kLDYxrewdqy2Mh6PrP6Jz1cxnRZfPx8ujhTNlw0Mb8Kqi59cs1cRE3hd/iIprHLoJGyuih2AjylcSJUIIiQstpEfXsY5NWecuJ1onZOTLxsY3oSVaA3gZycXpsDr8hdJYd2OOs5Me5QNXnMIZZCw2Ea5sC6ViFjLb9bZZjvnywaG1xDJcIs4fAFJgdflL5LCegpmxyqot2LwYDAbRCiBhMU2yoXFbUtAqyGtELdZMhsQ3oSVCrcomxtQXYXK/ERSWCcNuN+efgLQNZwEURAkLLbxQ1hCxL7w9H6uAfxcs4HgTVjtMds121fPgFPS47DuB4ZaowrOMOj5DJPwAQmLbVgJkVzc5a9sg8m9Dz64SAvrWkkgZdL3P7xSBihyKeiNIuRCwmIbNoR1IxOZu+2Zz+LRNUjtkUJaWNylOvaxH+XPBrtJhHxIWGzDhrC4PcVguuedrfv3bZndEKhhCWaj8uFFWBz3XjkDYCg5u/Au814YIGGxDSPC4vY3dA5f7abrLZdXYXHclT1//OPtPSI0IGGxDSvC4nK/fCBFsFVGHx37rwQKEBYR+pCw2IYZYQlk/3VI//5sr8K6scYa0z24zSGUQcJiG6aEFRJ4E9Z39lVzVga5QYQSSFhsQ8JSihdhLTKj+BPz54/OgOGlYDeJkA8Ji21IWEqRFtaWMPQVn11eeRKGL7Sr/XKO7zJEAZCw2IYdYZ3cvGa1g/NBa5IHksLKuw0P29NPosw1barePSgZCL/rUwpo6j8kLLZhRVgfVHcLkTw/iI3Kh6SwtiLBEWb+SgY+16LiW6PsIQIbn9Di+P8NSFhsw4iwRvE/08iMIkgoLZDiiMusA5LCmohezszTGKpFxf1h6L2D407MSERZ/deTZRUSFtuwIazNwNAsjhuG5WJ2F9oGrUkeSAqrv+vX+B46aFDv+zB/Yk0droguGlTw34CExTZsCKuHddWJpjgqZrNRKVgt8kRSWAMw1ZlZKISSVpvcMnjRnv4jDD+qX8N/AxIW27AhrFLYK2zK4LqYzTMUCVaLPJEU1mTXmH0jtIh+sxVFnUNS++BJ9Wv4b0DCYhs2hBVhuCVsMnDTmg8LD1KDJJAU1s+IOWVPW1KsCzmqyxx0c2aWo6n6Nfw3IGGxDRvCMltjuFeFtbPZgoggNUgC6XFYzdDZHqVhEKreVL/aMRjuzGzR856YbUhYbMOGsIpCHNnUERvF7E4919GSFtbv0bhX/CHk9IdZjWjR+ZkpDPTK/XXZwm//5bgv0FCDKv4TkLDYhg1h3Y49wmaqradoOO4JVos88TI157NIxPeePn1wEZjf1aLa9Ui7PCNZGIUV8fDRx/GIFnX8FyBhsQ0bwnoU84RNVhgmX+NuLTDjoyA2Kh/eJj//0tw6qrPud5pUeyMZ5YBibdpUBRIisF6TSv4DkLDYhg1h7Vnwp7gdD8RWjAda6Tg5xXs8rF1Tevec+JNWTZsBJC4Rnj38Ug+opVElhR8SFtuwISw7eZMi+GsYYx8943rqFcBvLH8zOPEcx13/pCxQ6ZYubSgEkLDYhi1hcVzOqgUrTvkspSU6CetyLBoDprLl+AvMMolYoUcbCgMkLLZhTVj6o5OwVqEC90k9YfpzqXH/PIveerShMEDCYhsSllJ0EtYM9OX/zd7+XRa/WYN6erShMEDCYhsSllJ0EtZY1/k+m1FZjzYUBkhYbBPSwto+whsXpPcPBjoJay46C5vr4vOG99FSjzYUBkhYbBPSwtoEbyzVp30COgnrN8Tm7B9awYii937BdcFYPdpQGCBhsU1IC+vSADul0HSAk8bWaDP6oNewhppoFGbTdX2Daa8ubSgEkLDYJqSF5eBoeLLr0Ktv0CQYrZFGL2Gt5U3VaX129u5nI4A+ujShMEDCYhs2hPU8xrhm/0ZaEBrjBb2EtYIXVrPlfx3aMsQEdNelCYUBEhbbsCGsunBbn/4qYoLQGC/oJKy8ymgfY7slvNNk2KlHGwoDJCy2YUNYiXBbji8XpiA0xgs6CetnJPx7/Ll6cWEV+m/iumO0Hm0oDJCw2IYNYYXhqmv2ApKC0Bgv6CSs13CfM7MMzfVoQ2GAhMU2bAgrFQddsxtQPQiN8YJuA0cp4qgakLDYhg1htcds12xfLVZ5kItOwnrJdeXDVaivRxsKAyQstmFDWO+iuMtf2QaTex98cNFJWGtR2hlp60kM0KMNhQESFtuwIawbmcjcbc98Fo+uQWqPFDoJ62oi3renT8drsS7PfwMSFtuwISxuTzGY7nln6/59W2Y3BGpYgtmofOg1DmsKEn+3pi63Ql0dQ66yDQmLbRgRFre/oXMiYbdLQWySB3oJ63pTxL16mePyvqmO+N2+yxOSkLDYhhVhcblfPpAi2Cqjj479VwJ6CYvLbgtE31Y3DUjdpk8LCgMkLLZhRlgC2X8d0vXiSkQ3YXG33q4gKDvx8XM6NaAwQMJiG6aEFRLoJyyerHWf/0rrTwQCCYttSFhK0VVYRKCQsNiGhKUUEhbTkLDYJtSF9fmLWfy/Vz0IetMckLCYhoTFNiEurA1ApvC6Bzo0zgYJi2lIWGwT4sJaBaRzJCxCNUhYbBPiwsp7ue92fnPQgyA26la2GxNIWCxDwmKbfpjg/nvU9aF5KHa6ny6S/+quod5NIvyHhMU2DfP/Goue1rE1oSis8yn5v6K6hwlm2QHs0LsNhP/Uzf9rTDmvoxxCUVj5GeDZoUYQRLAIpchKcoX1+ueaNqNASFgEoSN99fvteyBTWKcQq207CmI6eloIZjkMnNa7DYT/9MQU/X77HsgSVu6Re/Ts9yZhMQ0Ji21CWlh9vF4WLtOnfQIkLKYhYbFNSAtrlhddpc/Xp3kiJCymIWGxTUgL69IfUuw5oU/jbPynhXVi+kN6NyFASFhsE9LCCkn+08LaDujdhAAhYbENCUsphVBYl5avlVmShKUb8k9SoYaEpZSQEdYwlMrxe+eTy6Y6M1OAD+Xt5l1YbgcMYUJJWG4ds9t9FLafJFa+aI0gYSklVIR1Kh74wO+9V6K4M/MwME7ebt6F5XbAEIZZYdlPEitftEawI6yTm9esdqDj/KFQEdbLMKOp33u7/dl/m1rhD3m7kbDUBPjCGXXAV2H7SWLli9YIVoT1QXW3/xzpOK4hRIR1sRxeNOAHf3f388+ehKUmwErlO7HyRWsEI8IaxUsqMqMIEkoLpODxYLbKnRAR1kcofqGF/00hYYUAJCzlsCGszcDQLI4bhuVidhfaBq1JHoSIsO7ACMtCRB7xc3cSVghAwlIOG8LqgSHCpimOitlsVApWizwJDWHtNOBXy7kkFPDE6MArXSommBMqPnBRyOW81To5PKX9wovWN1fab64bCgcDztp2urT03oyIxEqtJp+0WJYg036sY8BBYesU1k+D6hQJi8zo+j+LxAEl9rScntIw0RRT/v63LwX+6QOAKWG5ng37SXL7oi0eJzbfabcsvz8jomj9ycfth3Q7DRLn6eJ3U+6tXiTSXLztIovl3FsdKkTHlh+4Q7WPHDBsCKsU9gqbMrguZvMMRYLVIk9CQ1hPoDH/71BU8lpij0n4qw4Dqog5oQ/QyP+/0WHx3ZUwlhTpYnEV1t56tl+DMcuHsObxhUwG/p8nLJ4HlNhzVxm+bBTfgjR1vgB/YUlYbmfDKSyXL9rzxLqf9sMtbEdIXm49pPtpkDhPO50dxfcvzbClIpep/Mn9hw1hRRjEyM0ZuGnNh4UHqUEShISwLiTjLYvoj3XeivB/efP3XrTk/PEdnzmYiooLj1n+ml0U9cXnUW43Fg5h7c9A0sSfzpw/8MFoiw9h7Zi57Ywle3sfYKHF44Cee16sgQrLeFPsfWtyQB88YBgSlvvZcArL9ZbQ48S6nfajFRD/wm/nspbdDvP7wrv5ToO0sF7/4ciZk98PFP5r1Gnxb6cOf1gF0QdV/eABwIawzCZxUxXnxK0FEUFqkAQhIazFiDkjbOuim7ciLvd5FktrND8lJnbEYI6wlRZWK5Tb53y5QGHZ6Y/qFo8Deu75P0Ttl/PBNIchYbmfDWlheZxYt9PeGWm7xMTFhxC3x+JxGqSFZdt/OLDGmspKxrNKPpeWsCGsorgmbDpio5jdiYwgNUiCkBDWHegubmci8qiXIq5/ueuQaO+dH4NawkZSWGtg3OxyBFnC2m17x4ew3kA1OZ9Le0JLWI5xWBJzFvKdDUlheZ5Y19O+waEcy/kq6G/xOA0FCivLhJ9tbz6JBoo/nEawIazbsUfYTMWDYnY47glWizwJBWHtNuALMXEkDC97KeP6l9sdI+zJHTCetHgRVtf/t3cm8DGcbxz/7W7uSyKOEPdVd93ULShFVQ8UpVSKqlKKKIqi7ra0tNVWURRpS1UdLXrgTxWtWx1B64j7iLoiyfxndmfv2d2Zzc7OTPb5fj7svDPvzPtuZve788687/Oite0RRAkrIwwbMxwP6LznV4hK9/y+/IC6hGUhxnmrw9kQFJbzibU97d3RxJLzM4RfcjoNboWVUQnz+aVUxEp8a7KhDWENxDzu5XQwJt1nshYEYYUfK+WAGoT1JgrzP8ntUd1FHttPbgK+MS/eNGBbhgthFcX7tkcQJ6xE07E9COtCLNqc8vi+/IB2hOVwNgSF5XxibU97MZtfs3Q9vnc6De6F1RoT+aUdtu1MZdGGsA4v+Nv4Og6IKh8DJOX4r06OqEBYt0piAL+4EMaPqQA2n7xzQEJxMzrugysoLDbbJtsjuBfWkUntKyWWaDgwDsYHUB6ElfF1KKKH/y3xjcqAuoTl5h6W49kQEpbAibU/7T9a9y9v7AJjfxrcC6sLhvFLRwFXdx78jTaEZSZnYij3EPfF236pjTAqENZ6YAu/eCkCA4Uz2XzyDtgHbOVak0LCYrPttT2CW2GNCbEcT5SwMv5sDgR12ij1vfoazQjL8WwICUvgxNqfdpsOVPUxnHuxOw3uhfUCXuGX0oCTkt+dPGhLWAxz4/sFq9L9UBPXqEBYPVHCstwZhYSDzNh88tjFXQ5bhYTFvvxpm2cJHjEvOgnrLeCZ709cvXJkUYyAsAT2ZPmtKyu5JxW+ytKMsBzPhpCwBE6szWnfb6e8x/CGacHmNAicJ5v9e1mEddp6EpVGa8JSHuWFdSna/of1G8FcNp889vP2vcNWIWH9Y71wM7ISxc2LjsI6F4rR/KbiAsIS2NPIieGRKKbsrSzNCMvxbAgJS+DE2px29k//k3VDBeuoCMtpEDhPJCwpkLDEsBAItaLDc4K5bO++xllun5pZj3jnrPGYa5tnA8LMw2gchbUSkVf4Tbyw7A4osCfPwWLo5/ENyolmhOV4Nswnye4P7XxibU97EcyyrL9o4B8sG+FPg8B5ImFJQQszPysvrLaoZZPqj/ALQrlsP7mtUddh628Ic87aAe1s8xwD9vGLjsKah7LmXLyw7A4osKeZydY9FUE7wnI4G+aTZPeHdj6xtqe9K5pZ1i9AqO37Np0GgfNEwpICzfwsgtPBmGOT3AZ8JJTN9pO7AFhrv/UkcNAp6woY7B45JmIyv2T+OP8BGMfULkOM+c4ZLyy7AwrsaWaxwsEGtCMsh7NhPkl2f2jnE2t72n+EzvyQ41pl9LTNxp8G5/NEwpICzfwsgncRcd42XdXUPfB0n2f/sF1t+8m9WglF7e7gcn103nLKerMmSuyzyTMYBY6YlswfZ/Yn2bjmhA4f85l4YdkdUGBPM73NUQYUQr3CcjyBDmfDcj5t/9DOJ9ZuaE5bFDPJ7VZPRB6wzcafBufzRMKSAs38LIK66GaXngYd96HrC9S0XW33yd2eDxGvbz5z5cyWsfzgw+EIe//IpZPLHz9uk3VPHMIHbzp1+eSqnlyI8TPxKDrnwKVLp7bNMn9ii6Djae71eQS/uiM9I+PC74V4Ydke0HnPTe0+O3wz4+y6brB0n1YG9QrL8QQ6nA3LSbL7QzudWLvTfqoU8k3ad+XMinrQG8eoO54G5zNMwpICzfzsmf2OrYDTIcaf3KeBUrar7T65GTurmP94EaY4SRce5dOf2GbdXcmcbTqX3FbI+kc3fWLnADruTu6Fxty6EL2lH5bdAZ33fIN91QVx/w31+V9EEuoVluMJdDgblpNk/4d2PLH2p/1kY35jvGlaJKfT4HSGSVhSoJmfPTMaxRxC4D2N8uz/20rlX2S71v6Tm3FzYecy0UGxtV79lV9x8a0a0cGFn5h/1S7rjc87lQgPSWw9zXgdlXHurbrxhvACNbrM2MoX+kXdCGNwpJsL2hQJCYou1aTvnDNOB3Te89jExoWD9dHV+nkdhd5HqFdYjicww/5sWE+S/R/a4cQ6nPaMrzoVC81fd/xZU8r5NDieYRKWFKhbAyEzahIWIR0SllRIWJqGhKVtSFhSIWFpGhKWttGQsO5senf0m+/+dMdflXEBCUvTkLC0jWaEdbpfmOlZRljyKf9VSAASlqYhYWkbrQhrZTSgf6RR44oGIHqerIPaAAAgAElEQVSlH6vkBAlL05CwtI1GhLXGgMpLjFGw/ltWFYbv/VclJ6ah87+EZvkL+FvpOhDe01kTwrpRAL0fmBOZfVDopp8qJEBfl93vCYKQnSHKffedcCWsKWiQbU1lN8AMv1RHkL56pc8YQQQuQaOU++474UpYDfCdbfI7POaHyrhgGvooVziRWy4Bl5SuA+E9fTBN6SrY4Hpewqu2ySso4IfKuICEpWlIWNpGG8IKNU2kaua+sjM/k7A0DAlL22hDWMVxwjZ5HCX8UBkXkLA0DQlL22hDWM9hum1yOj8DtCKQsDQNCUvbaENYqxGbZk2disVav1RHEBKWpiFhaRttCItpjmK/mpe3FkeSf6ojCAlL05CwtI1GhHWpHND8g21H/94+N0mHckp+5EhYmoaEpW00IizmSidr17GOV/xYJSdIWJqGhKVttCIshtnZqxhnq8Se//NbdQQhYWkaEpa20Y6wWG6mnVRwECEPCUvTkLC0jaaEpQpIWJqGhKVtSFhSIWFpGhKWtiFhSYWEpWlIWGrnxkcd6zV4duFd4a1aEta9axfTzfipQgKQsDQNCUvlLCpg6gtQXLhzuFaElT6uYZxtVBw/VsoBEpb6eXg909UmEpa6GQVUnr5u7fiS0H8otF0jwlod6RDGy5+1soeEpXJuTeXmcq8y6YbgVhKWqvkS+ilZ3MK9ITBsFsigDWEdDUOhN384cPbSFTN+rZYdJCx1s7Ug/5sW94PQZhKWmvkvwRrmYBCqZTvn0IawBqCyor3bbSFhqZptoai+Mp25911N6NcJbCdhqZllKJdlXs6Iw1bnHNoQVnn7EMmKQsJSMzcKo5Mp2OODbsgv8CtHwlIzfTDGmuiFt4RyaEFYUVDNBRYJS9WMRo17/GJmfbzunIGEpWYexxJrYhpecs6hDWFFQOkJ6q2QsNRMaay2LP+IIs43QUhYaqY9vrAmJqG/cw5tCKs8lJ2e3hYSloq5AgN3gXU57VIOwzwMxxmnHCQsNfMaBloTHYVm89OGsJ7Et36thztIWCrmCOKZiyNLAig27DxTEn845SBhqZn1iLX0RjkZjEPOObQhrAV4xq/1cAcJS8WkI2hlNBAZFwlELInGSaccJCw1k/UonuUfE95rgicEcmhDWPcSdb8dWTx91BALfq2WHSQsFZOdAB0abclisn9rzl5m5XvglIOEpWr+CEdr4/QNRxsjPk0ggzaExXztOGG1P2tlDwlLzfQGXsm6/fumg/ezhwGdnTOQsNTN2mgEtx46pJEehXYKbdeIsLoAQVXb9ejT14w/a2UPCUvNJAPJXcLYX7TIZwcBzztnIGGpnKNtjFckuufPCm7WhrCWQzdcLT2xSFgqJqe48dNepExR42vBLKccJCzVc+yD0WM//tfFRm0Iq63t006FIWGpmEswGEVVvhD3EiLQG4aEpW20IaxC+Mu7A64JssaoOJ1cPLTYS2nikq4hYamYI9Chawnj1VXRHuwydWvIa2hDWEHI8Op4K0NhEdaOGLTol4TobWKSbiBhqZiLwCOhQIEiBYDgyqArrDyHNoQVinsutrjjan8UtQgrIyGEG7y/PrTAdc9Jd5CwVEyWnr22avcnu3TgKe7OrXOcXRKWttGGsPLjquRj3R8UE/b21xZhTcJo4+s403hw90l3kLBUzAXWUiNzTMtvs8vUcTSvoQ1hVcN+6QdrMfQcs9oirEr6C8bXy8GlPCfdQcJSMUdYSQ0wPRrMfoNdpntYeQ1tCOs5fH7PHpEHtAjrIqrzqxogzVPSLSQsFcPqyNzTvRm7RFdYWuS49rs1zHTs6C62p7tFWD9bOhEm4wdPSbeQsFRMOjA8CojgxhKGpwAnnHKQsFROnug4uivXwlqKQfyqFHzqKWlPRpodI0lY6oVtElY/9UoR9gNSODmtHjUJtYfN0JwdQtv7YKT999G7/gM+wpWHsk84IvKAFmHNxzh+1XS85ylpR7rjhD2oK/btEP7mMnt6uj/IOb/nXM6D7mybkOJhaYzd5sHP++ogXigIXl3Hb2OUgnOU+n7mZxthjedXzcC7npJ2XC0bZ0c4Gvu6loTPKA0Dqn9zxzgJhY4ijmqNnNroyA+nulsfTwnkaIxw++9jOekdCHyHfMLKRZPQAbqHpWbeRBnLNF8VKKa71tiEfJYxw8eC8bdzDm3cw/Iai7C2oDu/6mWs9ZR0CwlLzVyNQ+deodxEqhN6Iu6ycwYSlpoZjAHWRHvMdM6hDWHlWJYuDSxXuNGXog9oEVY6avCrGnIdF9wn3ULCUjUbudHPRT65RfMSapEOWGBNvG1rLzPaENaiRD4c/TnTwFaP3dHNWDuOVjRcNL5eDSnlOekOEpaauTnYYL4bSzM/a4/WWGpNTBf6pmlDWM9ikWmhI0rMTE2G/oDIA662GZpjmpVxgmkQjvukO0hYKmZlcaDlsEe5JuEk4VGhJCw109vy9Iulr3YnUi0DU8fXnxHNPajujsEiD2gV1q2E0PXsywZ+eLP7pDtIWKrlYAugNDcv4d00l/NYkrDUzGJUssRcvF0Qvzjn0IawIgym12dMjcEtqCnygFZhMTvzIal/EqK3ikm6gYSlUm4MCUL4287xGewhYamZWwUx3bw8CBUfOufQhrAMkcaXs0Ehxl5i1xAr8oA2wuJC9IUk9kkTl3QNCUuVZM2Og67nBY/5SFiqZhH0s42P2B6Ogv4ngQzaEFasKR7WaPQ0pQ0GP1VIABKWGtn6KFDPeSCOMyQsP3N6fM3EEo0/vC0y+0ig/nvr1o4vA52gmbQhrIb4nv3/Ugz+NCazEOK3KjlBwlIfl5P1iJmVKSYrCcuvZL/OP7WNFTt3+4f5TDsU/05wszaENRMVzjO3n0AbU/IkEvxWJSdIWGoj8/1Y6Hp5bg0aIWH5k5z21kF/0z1nN3JtXsd6DZ5d6OJmpDaEdbs0wqtFI+y4KfklmvutSk6QsFTGj5WA2v8Tm5uE5U9SuGurAXNnPxsC6Db74ojaEBZzsjr7zvObey4/KdrWMkDCUhUHk4ASqTmeM/KQsPzIeT0wZNXgrj1GrWsCFBB/llyjEWEx2du++M4S+eZ/b573S3UEIWGpiCv9ghA23mWnKwFIWH6kH9CprKlB2LQ88LMPDqkVYakHEpZqyFlaFHj8iKR9SFh+pCCC9Cj86tzZ3SIQCcFwMVIhYUmFhKUW/moMlFsjcScSlh8Jhg49BlaOL1xneFN20eM4XRGQsKRCwlIH1wYaEDnlvtTdSFh+xADU1JuahBGPwCfP9jUirPNfDu/9ZMc+I5YpGQ/VBAlLDTyYFgv9YC+CTZKw/EgQe1ll6PPD32mrkjhpBcoVVtaymtbeHHVWOIe99SskLBWwkf29brDHmz1JWH4kEojkOzPM1AGP+eCQGhDWvopGOzds3+4xYzSsKof8XS07SFiKk/6iDrFzBEbGioCE5UcSgar8aboaDrzkg0OqX1ipYdC1XM5/yC4sacI2h4U77fsJEpbCZL4bA31fb61DwvIjxdnri9pHuaUfuUj7z3vKLwLVC2trCCput12xuTTCdvqrQgKQsJQltSzQ+qjXu5Ow/EhR45So1V/sXsx4O6ejDw6pdmHdLYqGDgO9r9VACckPh3wHCUtJDrcESnyfiwOQsPxIacTozDefg3Xo5YNDql1YU5Fww3HdpfyY5ZfqCELCUo57b0cgaLDTB0IKJCw/0pRtBsaafPVIQ2CsDw6pdmGVxkLnbB+jvPx1cQUJSzG+Kw20OJi7Y5Cw/MhAk6yCjCFmDFjig0OqXFiHESEwUCwjTGiKRT9BwlKIv9sAxVfm9igkLD/yE9gWYdSLc2c/EcQaK/SaDw6pcmEtQ5JQvuZYLn9lXEDCUgRumHPMbFEx+h5smJwyaa2L25wkLD+SE4+Q4nyTUIeWvjikyoX1rjkosj098J78lXEBCUsBsmbnh76fqBgdOZ8nGL8hBeYJRjMhYfmRg3qg1szBXXukTGRPSuEHPjikyoU1XbizWR8FA2KRsPzPX02AaltEZc3sBiT0SnkxEXj6nsB2EpYfGY1mBdmLq04dCgM1ErDeB4dUubAWoZ1QvrYQP1u9ryFh+Zsr/Q3I/6HIju2vIOQ9ruH48MMwvCiwnYTlR9pgwYU+Ydz1bv6Jd1/CRB8cUuXC2omCWc7ZMvNjlz+qIwgJy788nBMHwwCxw5z/B715hvotQRAIykvC8iN1uIuqu78sXLqb/RaPFT39sTtULqzsAvjROdsaFPZFtFXvIGH5ldRyQNtjorN3wgDL8lA87pyBhOVHWtm2hAZggg8OqXJhMa/hUadLrPsVMMwv1RGEhJU7fn2lae2kN0UOYD/UEigloWP7g3BY+2mlITjDKQcJy4+8gR6W5ezSWO2DQ6pdWBcj0dfhaiqrC2Ku+KlCApCwcsPZx01PufXJ/3nOfGdsGIKHO0vHNWcQYZMqgMNOOUhYfmQngi0dJhcjn4hT7hG1C4tZADxj9wk71xY+6TLrLSSsXHAkAaH1mjVtWlOPGh5H2KSWkDzM+RjibFLFsNcpBwnLnzyJR/41Le2MxgxfHFH1wmLGAvlHnzanToyIASb7r0bOkLC8579yyG+aCTgsGu3d5z2UxLYGV0ksIEOHy5bErSABN5Gw/MmlUig49zp75ftWOFoKPD4TJH1KhSddblS/sJilkVz8vi5DJowf8hwXwS861d/VsoOE5T2TEAxDhynzZzXhhpatc5Pzck+92I7tdtTDB5blz1HVOQMJy6+crgwEFS/Cfm073xK1Q/bGZ4KByi63a0BYzNnXwq0hkiOHKjgnIQcJy2tyEtlfnn3Gxe+iAdc/ozkLCwNPn/aiiM9Q8By/eKEI5jhnIGH5l3vvV+YGPjd19+tk5cI7pdncjRe7mKee0YawGObGt4OaVkkoUrX5kO9u+rVCApCwvOYIUPgMv/xbMEJd9U3ZVR+oKNCdRQRZDVDlhHEprTIeFbhCI2H5nfN/HhA17Dl7PXdxFTfE+UmJDdoQlpogYXnNZmCRJTEIEO4Nmt5bj+iZ0luDJi6URWj/NZvWDgpHwkmB7SQslXJmPDdMuvGXQuOpbCBhSYWE5TXLobde6/8OCHVYuJ0SDsPgXAQiudyev3nQ6qzQZhKWGnnwdRs9UHCY24srIyQsqZCwvGYFdNctiS3AdaccOYuLSZ583ok/3mhUpuEQF3H/SVjq4/AbBQH94yvFRHMgYUmFhOU1v8AmykZnwOl+5LF2QJFFsg67ImGpjFufNmAvh4u9dVpcdhKWVEhYXnMKiDR35VyhQz6HzbdTQhAyUkrHdi8gYamJnF97RQAhz64T20eLhCUZEpb3VASiF3Mzd9+fFQR0t9uWsywRaH9c7iqQsNTDucll2Yurau9LGWhHwpIKCct75iIYKNV3ZLd4QIcdtpt21AKq/ix/FUhYKuHhdx0MQOwrf0jbjYQlFRKW9zyoi3yRpgDGYXaxZC/2ZFuIs72bfF4aJCxVcGJUEfY3q8VS1z1EXUDCkgoJKxecrwJUadWmRWm29WedJSJ7fgGgy79+qQEJS3nuL22hA4qMOuHFviQsqZCwckPGgCDjFVbUFOtt1q01/dMaNELCUpoTw9mfJ0OH77y7niZhSYWElTv++WRgl9e/svYMPfu8DnFz/NEaNELCyh17BlbMn1B/mrezbz/8tjV7cVVi0jnPWYUJIGH9/Ezh4AJtvjYnTycXDy32UpqLpGtIWL4kY3AIQlJyNfm8NEhYueFuD51pGEG8VzPanh1XFNC3+150JwZnAkdYYxGbPK5/EfQw9UvcEYMW/ZIQvY0RSrqBhOU7chazH+B24iO2+wASVi643wxBPdYeO/BJLegEImF4YOtzQUDhN0/nqgoBI6yNqH2RfbnTFF9wyYyEEC7gxfrQAtcFku4gYeWOK5+zTcJv7nCLh1sCxZf7dz4RElYuGIQ4U1+UnHEweP5tt+X+olrshVnzFbmdTDVghPUsTB0+DqA19zIJo43JcRgjkHQHCSs3ZLwWamxS5J+edWtYMMLfuuPnCpCwvOeQQffLd/XDoI/teqYfaknY8/TgGPacp3jzWNCBgBHWozrTfd1sQyXupZL+gjF5ObiUQNIdJKxcwHVraDFp2phqQOU46Hr6PxgjCct73kTbqnwoDH1/2/mJPPB7jxCgzCyPjRcxBIywWiDd+HoBbdn/L6I6v74B0pySbiFheU9mPRTfyi3kjNED1X9ToAokLO9piigg/tXP5rYLAhLwsaid7i+uC+geX5vtmzoEjLDewyjj69vgZgb+Gc/z65O5tEPSLSQs75mH+FPc65V+rK90W5WoAgnLeyqwl1YjjE/4LrJXyhgnYpezYwoBMa/97TmnSAJGWPcao9tRhvkqKJlLLcUgfn0KPnVKuoWE5T0Vjb/KDz9gW4M9ejgMfvYTJCzvKcf6il/MLGYbKsgFWT9yzwUrzvVlAI6AERaTOZJthDyuG2e8NJ1v+XmYjvecknZk1IuzIxwtZaxlnuY0wm4zzOaqQM1tzB/Ir0QdSFjeUwjhlke6e+Bp5vljo7hOVx1/8u1T4JYIt/8+1pM5HpFb5BTW2viaiweXRN3fucR8jOdXz8C7Tkk7/gmBAzVlrGWe5hdUYQ61Akqksh/i+zrnAH5+gITlPZEIv21e/g7o5ibr7S8as9+UwiNP+boONRy/jSH+GYMqjIzC2hzUKZNhsn8oE8JNxyKlSXg5zY6R6C1fLfM2W1BpcDDCxhunLH+gEwiRLD8kLO9hf7qf4ScHSUsAmrvMuL1PFGBot8rbmUTc0Bsj7b+Plz3vIx8yCqtqjGn42j+R5bO4r475BsrLWOuUdAvdw/Ka49ABrfiJBv50ijjqF0hY3hOOIDT6k13IWpQfoXhCONe/k7mb86XeFpwDJNcEyj2sY+jAL3XBAYZJRw0+2ZDrx+CQdAsJy1t2NwIKrmavra5zT5pew3NyFXTsq/nLXM2/QsLynmKoHgtUfrpdAeCxYP6xuz13l7bWA2FdfvRRLwYnAkVYuy0t7j7gHqdXNFw0pq6GGHuKOiTdQcLyjgu99eyvcuH9Y8oDurqzfwnGFnkK2lLHeG/j0Q2CW0lY3tMPhj3djeGBCswYCzhFXMjZlhzDntzG82UczB4owroeVJaPYFLFwIWQnoS3jKkJpjE5Dkl3kLC8ISOFbU8MPl8FenNXaXSRpaCcMToEN+7cJAQYJvQrT8LynutBKH3n2nefLvrl4e8G1HbY+s/Ecux5LTtBaPpa3xEowmJexCBu3GXmGPTkkrcSQtezLxv40c4OSXeQsLzgm9JA4z1crxHoGn648p1HWGPJE7JvMnSDuF+k60N1gj8+JKxcMINt06/LYZg7b+odns7992US+1OUr992uYeyB4ywMpqg9JBJr5dD41vG9M58SOqfhGi+u7VD0g0kLMn8XAMosYL9KB8LRUVTQKWQsiguOZ63CA4ZdJ/xi8t0ur3OGUhYueFV9tSFly7Guilkk83q316KBgxtvpLjjDoQMMJisha2ig/K32qhOXjY6eTiIYl9bAP42SZdQ8KSyPFOQORE42e5B9rmHJjarfWL8/69Xdqpx5sveMGm/3wynnHOQMLKFYtjTS36uv9YVv33MTciuuJUr4OISiJwhOUrSFiSuNiTbT2kmLqU3IuE9ZrnM9T1fWkPY/C7JXEA4c4/+SSs3LGxWhB0Uc9ZwmycGMoqLLLfDnf7+BISllRIWBK4Nz4K6GwOKboXRaybLsDg+0DuZxFqcxMlFs6DbklYueF2ff6ZiWEyl3yY2oibCXXxPf/VgIQlFRKWeH6oBFRZb0lutB3VlKPHRZ8XeNRugGIJ7HbKQcLKBXeKsFdTnd8e00APJDP3PykH6Nr+IFeXK0FIWFIhYYllTwug8Cc2l1G7UMKauApdbsPlOnMdOusAxbuhzl2FSFi5oTEw8MaWL77689+yQM9EIN9gvwbkZ0hY0iFhieN0dx0i37IbSn8rBMctiRWoIkOpVfC5ZfkrlHHOQMLynm1Ar+7GWACFJkSz/5ec5+8A1yQs6ZCwxJDeLxihKVcd1nbAC+bFzOqiAsBJZQZKmac8zCgvFACFhOU9SYiK5WbubpnfeB9rkl/bgjwkLKmQsDxz/132I93ukNP6XTrMNS1l9UfsNaftuedeBdQzPcG60RwlbztnIGF5TxwMeLRLxbhobniOAS8qUQcSllRIWJ7IXloKqC04UvBtoOcxhsn5X1Pov5el8CMFEDNqW9r/xhVC3H6B7SQs72Fbg8X4iVTDot2Fl5EREpZUSFge+LEmUGqp8BCNnMl6oGStQkDkNzIVf8r85L2m4P1gEpb3hLCXVQa2UVhhbEPuD/y4EnUgYUmFhOWW31hfFJnvuofVnvZh7Gc9tvc/LnPklpzUp0vEFX/yK+E7LCQs7wkHgoHC8zO5iVQhNI5AfkhYUiFhuWF/KyDfNPfPju7u23wky20OOSFheU8Ma6nQYaZbj4/B85zDckDCkgoJyyUXB4cg6GX/T44qBRKWt9wcwfoqH98v5UgQMECmgo5/MHrsx64itZOwpELCcsGN0ZFApyNKV8MDJCzvePhxQeOdwWLcWM2smdxzQneTUHjP0TbGcnTPC4dYJmFJhYQlyH9T44DmO5WuhkdIWF6RWh6oHo1CrEryVywfCgQFyXOFtTYawa2HDmmkRyHBAdUkLKmQsAS4Oy0/0PR/SldDBCQsLzjSDoif/aAydMOjTI9gK3YDZspQ0u5wtDbGeDramJ8l3AESllRIWE5kLSwFlHPxWE5lkLAkc2VgEELfuM6FM0Ph7Ss71W2cvHsaK611vi8qqwae4x/I3GuCdgI5SFhSIWE5kL2iIlDkIxnmoJMDEpYdVz/p1qrD4F/d5HgwKxbobLzq+RpBCB6wLe3kSq4fVowMQWU2INYygUVaMJzHSpCwJEPCsiPnu+pA/mn/KV0PsZCwbMiZE2Nq4TV1FXQhe34iu3WPKZFVEYl8r9zwaMtk6b7kNQy0JjpihnMOEpZUSFg25KRWYZsJs/0/aN9rSFhWsl+wTPgetU0wx7Y6QBnrGKrfw1C1Y9ng6DpPxqKuHAHcO2ChNTEJ/Z1zkLCkQsKy8msTINIpJoOqIWFZGQcrMQIh2S/00SNygu2v0UbrRKqy/BUfxxJrYhpecs5BwpIKCcvMr82BsCG+DxsqKyQsC/8YWFE1+e74vrH52AWnebgzZ8VA38vBY//w8bBm+D74Ikdvfn5QI71sE2ZIWFIhYZngdBX6iqsOyaqFhGVhABBkmqwrsy2gc5iu+adKQP0/nPf6b/MXX/0p1wPhpShnGYZ6Kw4Ck+6RsKRCwmK4e1c1gIiUy0rXQzokLAsx1p4JOeVge/eIYQ63BErKEwDIHf8lWH00CFUFvEjCkgoJi2F+acZeXQ3U3NUVBwnLgs5mEqNjQGvrlluDgxE23jePUq7M6VD3sS5LRTYhF0H/jrEj1r3XYdgkkIGEJRUS1qYmmtUVCcsG4HlrQo/SluXvSgEtBPpAecM8fubVsoIBHZ0ZBVSevm7t+JLQzxXaTsKSSqALa/1jQNgg4ZGpGoCEZcHuRrsepfilUx2A4qk+KmMgUOPd9d+PKY6gReL2WFTAZLjiawU3k7CkEtDCylpcBYgdr6mODPaQsCzoEGeJC7sJSDIu3J8UjuCRvuoH/CGC5hhvRD0YiJBd4va5Ma9jvQbPLnTRzYuEJZUAFlb2tzWBqBGa/sKTsCzEAHP4xetFYJofLTURaHfSVyVci8Un5uWeaOSLQ5KwpBKwwspcVAmIGX1F6XrkDhKWhX6AbpJxQOAB9szqM02tQV8+G/wINS3XcJciIDQpiAC3f/j8y99dBdkmYUklQIV154OSQPyE60rXI7eQsCzcCQYQkZhYqig3Fc4LTNb7UTAMuuF5R9E8Yzsa8Cm8K2afK6+Ec7ew8o3OENxMwpJKQArrwmC2/VBhsTzdm/0KCcvKcpuhOQmZf9UB6u31aQH1YXO5NgpDReyym22Tlm3Viv2/4nGh7SQsqQSgsC6MYnVV/rM8oCsSli0Pq1t8pVvQT4cCi4UnZ/OaxvjWmngDKZ73OBmPqlywm5w1JVBa6O4DCUsqASesI31DgRorlJvoxqeQsKyMQHgJ48SooWWgg66fz6fi7oU3rYmm+NTzHq3QgJ+u+3J5wS8aCUsqeVxY6ds3/Wkbi2/rk+xHuvkGH//0KgcJy8KJYKxiLi95Z84vZ9oDMb+J22vfzFffWCByTNYKFLF0l9+n13nua/w7ws6Yl3fpDAI7kLCkkqeFtbk294sbOYC/GM/+pgGgf/p3ZSvlU0hYFkahvWlhUX4YECTq8e+W2sYWZFDvC2JyPyiL3vxP3e2aYmbZGYme1kRzfOicg4QllTwsrMw+5lsa0dx9hDsflQdC+v6tdLV8CgnLQh2s4F7+fQKov68mvhaxy7t6xPVKGdnSgKJ/iinil2B0NA6K2F8LiSIc1wnzrYm3MMg5BwlLKnlYWM8CulYzPxpeBDDsSh8Tz7YThgvEddM0JCwLRbCPvQgaEoqo+TlMd7zveY+VOrxyk1vYVx2JogKhrQhH6BPDBtfXoZiYXlgt8ZU1MRMvOucgYUkl7wrrS6Dkgb/Xpm65Pk2PYD1QZfF9pevkc0hYFkpg9/WXuBlRdQ3WM50xz+MOtwtjFL+YUQUviypkXzPjJbu+tyi/9cBUa+JVS2k2kLCkkneFVRAFP6rCfbrCWlRg/2/8TR55MGgHCctCc6TEsLYqVYH9bepTGhs97jAfj1g6oO/UBYvsRHxo9ptvfSrqlhfDfIx6luXMEvjBOQcJSyp5Vlj7gAZASL2m8dyPrk2spDwFCcvCDO7H6dETDHNhBHudFel5UomnbOdOrYmVvq/SpSgsMy+/g0SBicRIWFLJs8IaDz3CZ+x+jf3VNXBPjZSujzyQsMxkTWBbah+YHuKt0KGD56jwy00AACAASURBVD2qY7M1kYwpMlRqGqJ++Hn8C70m75ivt7rLBhKWVPKssHoD4VMf1wFlZ1/rxf72Kl0feSBh8Ryqz11Iv2EMJLOrDFDKc1e7irDpq/UK3hZX0JXV7334k9jopdkdrKOFBghlCCxhHZrYsmT0L6bl08nFQ4u9lGbe5JB0TZ4V1qtAvOmTUn327aLQKV0feSBhGbmfEoRQNNOhQJ+UEU11KBUFgQknHGhtDRbD3QFbKKagk530xtuiw26Kq9g8vdlXwd8KbQ8kYZ3rpAttPXzmKWNiRwxa9EtCND+BpEPSDa6FtX9Krxcm/KHRPuEPv6vEf064yYArVaImYV7m9ypAv7L4bV014zkPGXClHRZ43Gs6GluW04JEdFxnmPUx0Dfo3LkCUMHV5NJ2bDSg82uVQ8NrDnsc4UJdvQJIWHsSoqZaQlZkJIRwM4asDy1wXSDpDlfC2tvU9IWv/auP6utP/urHh95+cls2c3V+aW58mdJ1kgcSFsM8GBuMAsuZQjjE5OyeOnDk4mvcsL9ZHvc7H44v+MXsNnhCREl/hKP5UW7hx9IoIyJObWZ5S0OQbRw2EcgROMK6kphwwJqahNHG13EYI5B0hwthfRuGIPZqVheMoPlC21XM5Y/YpgGKPMFaqlXO7cN7Tuf8HUrCyrv8WR3owv4RKuMn68pWWOx5z4kI/dzYgrjZFREHPefPro6n+I4QV8oK35OyZw2KWKIzn4+AwCVW4Airl852WsZKelPPkMvBpQSS7hAW1p4wY5AO49h3wemJ1MqF2Y1Yz4b33JS9xhg3jQvqFsv6CgWUrpk8BLywMicEo5Dx9tCLeN2y9kYYjnreN7sHUG926sqRBRG6SkRZa5Hf0mLZjmDPoxUHYpg10VnoOWTACOt8cCeb1EVU55caIM0p6RZhYT1mEwsNFVzFd1Ubt77sEMJqtuGH3Hd4DxBieQv5UEymMvePfqrVszP+kenoHgl0Ye3m7l6ZboBvRMQp8+ohqClm75yZUabPR6X/icnezzZmXz186XGHdrCZW2eyUGf6gBHWXKw88+XkqStM5+pny5RsyVx3WoekWwSFtdt4ZWX5z9MxVMG5j9tyV1LVp542pb819hc1DaSQ7QrrSldTESEjFAoHGNjCepAShMT15lRrVOd7oH+o0212tY896XO7NGg+4FtxP8nNYTNd2BDPt1uYtrYN0ylIds4RMMLqBtMDkSjj9IxLLQPBU7iwYg5JtwgKa6zx2MWe7FjGuNDbZ9WWi/2T6nDmKD/GOl/mfC5Kg0lYhiCZ7mGdKg1DrZatmlcCGvtqKilpBLSw9lZlL6+sQdsvlUKBSX9nZazrANtIe76jru1P92ibFqgr+mGkNdEdk5xzBIywHkXLJf88uLmmvNFI8zGOXz8d7zkl7ch8pZUd5dDR+ejcE8KKP3L3I7fV4tqEsr0NX3BrzSDuMaC+wdQjtqtTjapq/XHqqJLcpVY+GUq+VxWxpmZnvkh0laEAzwSwsLJmhiHOrll2rhZ/ByBokiy9cTriA2uiq+2MFC74BiUsw3EuR0NgJsOOKGf/fXxFyfsvMgqreKzp9WxUgQecocbz62dwc3k4JO04BkeqOB+9BFCZf2r7X0Mg1ufV9xWZW8c15Aboh3f4NN1h009cJyzzBxgoKEPps7gCaoyYOrAU1+z8WYYSPBK4wjreCHjCIVpQ1pKW7Kku8uoJeYp816Znws1YIf84cK8EhpuXn0d9AYtWcfo6Cs5V4SdkFFY+8xVDT/wqrUm4OdWOHujhfPT8gKVtdU6HMB9X3jdk7X6vvfGeaflX1wi0x74GEtMnVAtHfKc1P7BtZxlqwF7YJWzhFrI/DwOekaEEjwSqsLLGB6OA4AT01z2PevaWc2FYbl4ehCoiruK+0WG48Rrr1osI3SOQgf362X8fRd57kwcZhZWg44OlTMNnDLMF3fn1L2OtU9Itgvew4qCzdIu7G6RCYd3fNrmt8QZVvmc+OSWcZQ571cM3GG61YhuHvq8Ee7EaZ45fuk6PCN+X4JkAFdbR+sCz/n/joxFpmugrezJ06z1kNjJNhxKj5s8fXBDBS4W2B8w9rJrmz+k0bkBUOmrw6xty/Rgckm4RFFZRWJTHDAWic11dX3Ju9ZtNjd3EoltP2O66xT+WbQjqeh1kjbu8LMLkGJqzBTb3NHoBPp+lRQR5XFhHpr325rdOD2CzpoW5uLySmYftgU6r9+xZUBt4R9wua8qZWno1hCfFCBhhJWOdaWEAfmT/r2gwRUC8GmLsKeqQdIegsGpwjwaN437uvqGDbH2YJHNt46SORYznP7HrB3vdB+SbAd1QPRBfMhQo/rwcV1jLobtlSWwDRI6H9Sl5WlhrCpoe8r5s38r7h71gbqdMrOuHbwTxHfu+8JyZ32XD4PZPjvjNRfsxYIS1AaaOo/cLx3D3bybhLWNygmlMjkPSHYLC6sedk0JD5s9PKcYtiRlmJTOZB5e/+WRp42clvOGQpac977EEeHnPk1zXrBLjjkfLcQ/rK+huWxLbSVi+pq/lRnT8eZvVn8cgdqFSdWIOj6xfuFjLKSInBvNIwAgrpz64HljZQzCBS95KCOWa1Bv40c4OSXcICmu9fadLzwPfZSTzyLfvdKtmet4XVOPlT/8S+dx3J5t/NpPBjSW8XB+o4/uasU3CjyyJl9TWJNw5pFnt5sNFTQajTkawJ7DZ2j27RrDt/zhLNP5zTwBtzrra59+pbWs36rk62z819AEBIyzmdEk89sbQqnja9P3dmQ9J/ZMQzQ8wdEi6QVBY94tyetCFhRmtFSMy2rWPyTm/fdGoThX4a/C45kMW7BGIMeuSrMLsXh22ZjFXPyqCIEz0fQX/ZmtlvkW4To9w35fgGVfCutzJ9GfTdbshtFkDnNPB8Fvmn5u2p9+tDnMvt5zZEcjv8u5V9oRw/oaRZjwdOMJibo6pEhFVf4G5bXw6uXhIYh/bAH62SdcIjyVcYu0XonPqyiUzD//dvnTyy63Lh/IVyF+/15S1XgzWm4qYID4eViFE++oa3pZSQDFj76vsBSrr1nAm0XL+yjh2UHNF+kcvde4zRzXzoDUGvn4ljrvGb7opHnrjRdO/rYGWLj8KD58CGs/buGpoHCI8T0GhDgJIWD7CRXiZ161jCV/wTwy/h+d2rZmb0r1R8SDzVy2mxjOjvtguagZfIe7WRoEkLi5WlUbg+n74HlPH0eF8x9EtchThCWFhZVYEogav2/N9f1akdUQ1kO4NNv1AhAyTchkrI8FIzMf+WtUsx17lPwPjBH/L4xE2w/W7GYFIUzepqx2Qz0VnF7VBwpKKqwB+cyJN1giZIOcNgczz+39aNnts3/Y1EnSWa4LQckl931m+y2tTmTlfE6jY6+WO0dDJMcGA7dCc6Ah0kaUITwgL633Wo6bV/1aAmMhQzG1W6nXHz5/YkH1R4l6cM9z4hEZb2A/fvylB7GX+08yVzkCtQ653OBEMc4yYzEZiJpJXAyQsqbgMkXxubI1CBaqOOOnrAm+c2rv5648nD+3VvkH5WNsxCaElHntmyPvf7BI555sI7owy9tdClZ885/UK4+DnJOPg5yZqGvxcGAXM1rkQjbIijvM04jcxD69nMlsT0EoV96zZ8/ZMpmnxe/aiu+H3CQgal+lmh1Fob1k+oAvK9e+dXyBhSUXuSSjuXTy2e9PXC96bMLTvc63qlM2vgz266Bo9hkxetOGgHDeZmBtLJ6TM2Clfm1ad4WXSuQe7h16qmlj1lePMVMDzHC+rEbljBtf7rsrkvbEiAj35AbY5yDZOb6ZdeMh100Ex95dXLHWwwpqoia9lrp9Y7izv2bBx8ncuVEvCkooPhXX3+qmDOzd9vWjutFFD+3V/tlWj2mULhsCJ6BKPNn+2/5hZnc03q9qqow3iHWoM4LcBun/r8X/cZmnAfo+HSUKfkvwORfrJ0QVEOnrk/28mF0Mp7sWDX7MvwdM89Gcpgn3WRHe8L2/1xLI4gX/2ITxGjoQlFcnCunH9VNreHZtWLZ8/e9qolP79unRu3apOtTIF8zmryUhQfJlaLZ7qNWjM9PkrN/x+7LL5Y/c6FweUJSoUVW65LZFwjaCwlkMfxX7Da7Wqwf4msM3uXzwd5V4wQlH60/PMxUXVEazXiZhfQXaCgYJclG72ElavBxI9xkYogd3WRGfMk7NyohkFVJ6emjq+JPQfCm0nYUnFnbDSN/+QuuCjaeNS+vXu3LZF7Upl8sc5tujsiSlYplqdVu079x08etpHi7/dtOvoBVfNkVVcz1RDpeox3M1VgYARhCgEhfU719Qewj3t+68Pd1pOezrKKfZkPGnqtZ/ZA3qh2RL8jsO1ueDX3Y7msJkupQxU0bHhS+inGEeQ3RsCg1AgBhKWVNwJq6iwlvLFlXqkdrPWnXv2G5EyZdrH81ek/vjLnqOnJMX1yHkECJtwhWEefF2a/Xbt87wHIYSgsP5jfwvM96FmsxcoHscGnAKqmXszZNYH/vJhDb3F4cO3xuMOM1DL8rRgIyLlizIjnv8SrPNJJ6OawMMMEpZU3AnrldoNWnXq2m9wypR35y/7ZtO2PSfSrl73zSOknWxbcMPU+oXjKr76a0NYw5wR0hB+SmiAztyC2gCEeDzKPZ3NLZ9lgBqesNW2F5bnZ8fX4iwRFNJLIkXe2oljOcpabrbfiMN25xwkLKkoNFX9e0BfvqeX7rkwVFWiDnkBQWGxF0yIXML9smR+zA3CzHDez55rtj8Z74hoQ/qB8vbCEvFYY5lON8w4EGlbGVT0+J79QV/jRBV3zvzLXe71Mg37tYeEJRWFhNXNZg4uxMsScT0gEBTW18aR60V7p/QsZPz7Cvyy2/M3ELHnwcbJKZPW3j+aDyKC/8oP+/kwzKoINFh/hf0fS0TsMkuHyE7DB1YDSouaSF522mBJ9ooWBiC03c/sN+0l5xwkLKkoJKwO3BfpyU3Xrx8axQ0JkSOAcUDg4imhoZfl12CQzvNTwnTWcBGmC97waARBDV9348U34lbe/K4ht9hXzD7rTFNJhQxQQ5uWpT0+bMZd7XJjsl8cj/7OOUhYUlFIWM+zn8bPTYuHCpKwvEZQWEeB48tKGL+75VdtBzxG28guZJ4Rjft6IVqhXrB2sO601GgC8LionXJ2z0wZv1g1/fpeQyHEvn2K/Yy/EYbCQtPskLCkopCwXgfampfXA3FK1CEvIHzTPRxPMdnb5k6btyuHaSJm0qN+dveLnve8g+xcYesR93JTtjlVfOh5NtFC6Qp5A/vJLszPPbc90mZiFyskLKm4Flb2H6u//Z9cs6R1Y6+qdpgWMxqpLWq8hhAWVg/ozMMnv4GICT+5J4Pxh+dx4WWOJgJzfFpFb3g4jf1+B7GXJjnXue4Wr0ChaR9zyd86tOLHhT2sAoPAlS4JSyquhHV/unFMQfzY24Kbc8vjMPfDWlUZMs3LHAgIC+u/SBg+PLRs/ld/T9cjv7sRwzzcOXhiL7tw8AV2qaSvaymV/z1qvNJL4h/1LdIBs5StkXdMgw7PGqdXSGsBPQTmzSFhScWFsP6tBcQ2blIAqHBUjmJbGmMwGyqaerqrcCIxjeAigN8e6zPYcBEzc2bq8VQoUKR2MfZsdAGUHSp1YaAB+T/mZhMov/Iuwxzowb2N3Z73Ux9d0CsUkV1SUjqEIl8XDHPOQcKSirCwblRE4S8fMEzWtyWReF4gQ27pzXVrMI8ljEK8DEUEBC6ElfmsRVh9RPT0PQzcON6Vi8UT+vShezps8nk9xXNrbCT0yVeYMcbah8bFGF/jVBHyRipJWL6nvuk0tDk2C72cc5CwpCIsrP4oc3p18hNtXlxxvgaelqHY1UBXPf+VSgpHSxmKCAhcCOsVGJ5vWjimcFJnHd70fJSfoGP/v/37pp3czD9BCsaXeTCnIFB3J7t0ie9XbJoNZbZiNcoNz+FDJuev918bMu8oFxB1qHMOEpZUBIV1Lkj3cUXTx6XEJ8EiwpNI5l4YYjcksx/OkCe+bQ+P81MTLhAW1m/Qm2NDfQq954Gax22HvtwAPM9dIg9Z8xOBmvz13UKb55YNRdyHUyGTbGIKMtWFQr+SsKQiKKy5qBCEQq9/uSSlGHTV+EkOfcsUIPbLrDs3mL31gGr+CRufBxEWVju8alnubp3E2yUPDTY7jIPOc8Q/OcjZWBtI/NTyYHqSzjzXXO2LilQo1xw36HaYl9cgkp4S+gBBYb0KvXnm52Hcgw4Zyn3YiHsG2a4T93wqSsR9YUIQQWHdCcUJS2I38rmfIpujMYLNe1yIwKO+qp0UclbVBPJPtw2ysMkUhTBughoiL3hFbxTn/6574zFWIAMJSyqCwuoJa4iqYUCSHAVfb2m+3i+0U47jBwaCwjqMgtZETig8T911SIcCe01LbKNsh4fcMpC9shoQ86bjJIpHP502Z70a+t17yc1KiH33CsOcGxeOpkLvg4QlFUFhPY9Qy/CGu/nQVJaSs5bUMOrqTTXEt9QqgsLajRI2qVgxQwNHAbqnFm9a2lkPvOK76onk/uxSQMJsebr8KcrFxoChWFG2afuUYPwIEpZUBIX1HKKsXdwT0Fiuwv/ZsPovTT6vVg2CwjqHEOtdqKuiulXlDLfc4B7g7zPycFEFtjE48aafi/UP2Z9znWD1j30rvJmEJRVXTUJLSNpUmZqEhC8Qvule1jjvqImPUFPUkX6uYhotvd5XVRPJ7fdLAgWnqiJ+lTyk/7XfZfQIEpZUBIXVFwjmp0naEgXbZ7OEuhAW1iSUubGuV/Uyj/bdfClBRDh0E8e+mr/ssE9r55n00XFA4ixlJnVUASQsqQgKaxJKQ//s2gvpm3oGoThe83+1CHEIC+t2CUTxDbwoVFTvTes/OuiBut8H8F0BEpZUBIW1G5ED+H7o+n6F8IP/q0WIw0VP96900DUe/+47DXTQq2L6GCN/v9WqdpOXLeN+tj/FfsbqrwpgXZGwpCM8NKcJOh58tWSwITH5z16oLFeMGSLXuLzCMke/C0cllVxh3RvEz5zb7BSbyl7dENA98YvStVIYEpZUhIV1IAJPG78IN15AkFIDNQjPuLqHVSiMvTjWsVcwUXGi72HJy+0GQLvPfkrtH4H4P+/NrwCE9KTZ3UhYUnERXubbMMT0mjatX34Efe7vKhHiERZWOW5I+dY1JcuU5EYQx/UckDJ59mepG7btP+MxWrJsdEGBzQfmT/vgp7QGyFcIiE3x3J8170PCkoqrAH57m/LDuH71c4UIKbjohwUMz2E+hBD5ildt+MTz/VKmzF2yZtO2PYfSzl/3Zujgvatpf23ftGnTD6mpqcu3/OPxRtRvCP6olrEC+RuxF35l5uTBXqJeQMKSiusQyfvf6fXChD9oWLKqcdHTHS2583Z4z9ZNq8sCoyenDHjh6VZ1KyVGCTrMkbA4EwllypSpVLt27YatrDRm01VKxRkcdgmt/NQbH//oZrbTbmigR9jjLzc3hhaMvi/fn0RTkLCkotAkFIRvEBTWAWAbk73dNAnF98BZ66bs62l//fr9krlTUvo9/0Sj2pXLFIkLEyUxJ3RxxSvyMmtZyXyMok9OWCtsrYLs1gEXFtcEDMEIUcXMh2qAhCUVEpamERTWQeDvZSWNBqmw6n9AuoeD3Lt+/fqFNGcO79mzh2v2rU21soZNb92bdsm+q2fOua2Lxr1QN5S31lupRxyeLD/Qsb4aF89evXU8soe9znMxUiXgIGFJhYSlaQSFtQt4BMj3VL8OrBoqALJE5Rcic/dHfaqaWouhNXtOX7tp559pF67nZB1ZkWK9NItMmUoRG82QsKRCwtI0gsI6wWrB8A43P9Z/b3Ih8Pw7D/Lt395LfiyfQBsS5nh8VYENfq2SeiFhSYWEpWkEhfWQm4qIF5YeKOL/ajHM2R/fS65bJjEugjNURIMBJldVaFnbNJ+Pv4dYqxUSllRIWJpGuB9WcURamoThqOT/atly//r1LOYeZ6lOc4d1feX9YVyH96+VrZNqIGFJhYSlaQSFdTsYaFfKeCVTvhlsY5spB3thpTM9S9Rx11gKBDVVJSQsqZCwNI2LEMlsmzDpi4XTFn7WAPpg224NihEMtnEaXLNZY7Zq7BINyjFBwpIKCUvTuAqRvCQciORuIEWvFhUiWW6y2KuqoHjjFVY4d0P+C6UrpBICTFg3a1lGtp5OLh5a7KU0RjjpGhKWpnEVIvm/c0MTWS+UHHXpCnQqGAVzn61MXFIwJ6xq1dj/xildIZUQWMK638QSynhHDFr0S0L0NsGkG0hYmsZViOTFXGfOPefZ5Tmo4/daOXMP4O5gJdQtrwMMwFSlK6QSAktYL0SM5YWVkRCyjn1ZH1rgukDSHSQsTSMsrHdQyjwV0YXCmOfXGrlAZ9chi5qEPAElrLm6VWt5YU3CaOPrOIwRSLqDhKVphIV1pzzqmlb/Ww2PqmGa94espTrvGlSrTNXnUlewyyuVrpBKCCRh7Q9LYczCqqQ3DTm9HFxKIOkOEpamcREi+WhBxAxet+f7/hEofNLvlRIgk72qyr/QGCJ5aQN2ebXSFVIJASSsO5XqZJqFdRHV+bUNkOaUdAsJS9O4EBZzsjbf/mqrkjB5wfbjdGhojokAEtbg8GOMWVg/43l+bTI3Y4RD0i0kLE3jSlhMzrqe3DRfP4s/1Il3nm71wqy/fVQxx+oYoLMVlnpmxlCWwBHWPsMkxiKspRjEr07Bp05Jez5PsaMZuspYS0JmXApLKncGmqaI0PcRMU+0dO5y/bB4WXEXW6lyFKJBuqKZ/fdR0YDkMgorp2E5LmgjL6z5ln4t0/GeU9KOo06j6KvIV0tCbnwlrGs1gdbvz5/TTodKnsJneUUEEDm0XSwiag2rxH7ofpOjDA1S2enr6LdYQALIKKzFpraeRVjj+fUz8K5T0o7s6Y5XWM/IV0tCbnwkrJzWSPjFuLSjBBpm+eCIjiQgFnhsxvx5XYIQByg3GYa6eMbxCmuGktM0yieszNKNjK9eNAkdoHtYmsZHwvoGkQf5xZOxsnSSika+N6JNjc7nmoFCJPMEyj2sZfj0LMciTDp7lWG2oDu/4WUulqND0i0kLE3jI2ElYYJl+T05usbf1wHVDyzs8/jzU//uBwO+8X0RmiRQhNXVptHbnmHSUYPf0JDrx+CQdAsJS9P4Rlj3gnHGkrhq0F11k9c7soJQGDFj/7yW9mk1BJXz+PA6UAgUYe1Za2IcBqz9g01XNFw0rr8aYuwp6pB0BwlL0/hGWKcQZZNKxJ+5P6Qj5bGwIf8Lm7A2QtFby2oiUIRlxjo05y3j6wTTmByHpDtIWJrGN8I6jQibVFE5olUNRZucFcanhNNuz0EF3xegTQJVWLcSQrko2Rv40c4OSXeQsDSNb4R1PwQnLImLev2N3B/SkVMh+IhfPByNz3xfgDYJVGExO/MhqX8SorcKJt1AwtI0Prrp3gYjLcuT0VDsbul7/xX9FH4adKO4yQxzvopDkhqCNquCgBUWF7EvJLGPbQA/26RrSFiaxkfC2ohQc0eDQ5Eiu6Fffr04gPiex8UVkTMciOs6sl9ZoDH1wjITaMLKPSQsTeOrnu7PI26VcWF9IXTIEbPHxvxAeFwUEPKxyDK+K2u85x418YG3tcx7kLCkoqCwMr8d0LxB13kXlSo/L+ArYd1uCtQZN23CY0A9UXewNgWh9vqHTM7vTwAfiCwk67epKW+vVEHAZvVAwpKKcsLaXtH0lDtqlqhfdEIInw1+zhwfYzwbkSPvicl+syB6ZN79Y9OOa8xEBB32SRUCERKWVBQT1tchKJySmjq7DtCTjOUtPhMWw9z6anDn174U+YBwIqoc7xXJhV5ot/cpCvjhNSQsqSglrAPh6HZx1fvTF56ZH0pTEniND4UliWoYzOqqcO2SgH4wIu4qUYe8AAlLKkoJ63G0SYkwTknQbjIiZYloEggoJKwHOujRYie7dKwbEI29CtQhT0DCkopCwjqNoEeAMi/0aaRH5COYpUQd8gIKCSud/aV5le+CNY9d/lGBOuQJSFhSUUhYnyMSxYyRJE48DgPaKlGHvIBCwroP1LF0Ge0DusLyFhKWVBQS1nig+HnTYjbbqKikRB3yAkrdwwrBEMvyGoC6pngJCUsqCgnrLZtmxO38KKlEHfICCgnrHvCIpftDR2C3AnXIE5CwpKKQsIYgzJpoiWJK1CEvoOA9rO58h/WJ0NE9LG8hYUlFuSusP8zLD4rSFZa3KCSsTB24nu6ZTM7vbbmnhH8pUIc8AQlLKsoJq6p5jMYIUHwkb1HqHlYtDLaMJRyB6PtK1CEvQMKSikLC+gihqHGAW7rRj21SJClRh7yAUsKaidL/jOMGMxd+NS0JLypRhTwBCUsqCgnrMEIKw9BqZErPWBgq4G0l6pAXUEpYd0sh6YYxHlbWAESe8bwDIQgJSypK9XSvj2e7mCYvrzIRISICdxFCKCUs5q8oFGlaNrFU/WrQfaVIDfIEJCypKCWsncEYcvKzN16d8fvaKIxSpAp5AcWExewM4eeUMCxSpgJ5AhKWVBSL1vC5HhWm/bZzcVsdWlPEXG9RTFi3Ii3zzOn3K1KDPAEJSyrKxcP6pqDp8x7yJvnKaxQTVmH20mrIX6cOTw1nzyCdQG8hYUlFwYijtz9uW6nsY2Pp/lUuUEpY04GYa8alBxWBlkpUIU9AwpIKxXTXNEoJKwy6KwdHJdVuOvC3THZZiSrkCUhYUiFhaRqlhAW06Ks3NenbTAM2KFGHvAAJSyokLE2jkLAOAY9A1+mLTctfCkcRoJcCdcgTkLCkQsLSNAoJay17ZVX0f8bFc7XZ5Q4K1CFPQMKSCglL0ygkrJtA2FF++VopYLQCdcgTkLCkQsLSNMrdw4qwLFemAH5eQ8KSCglL0ygkrByddfrU39km4TEF6pAnIGFJhYSlaRQS1hXu8eCbxsUvOMpqagAADTJJREFUuRGhWxSoQ56AhCUVEpamUUhYN8BpKrT5wPbcfNHh2KZAHfIEJCypkLA0jVL3sOLRyzKWMMmgO69EHfICJCypkLA0jVLC6o3u+8obdVXwh3dQV4kq5AlIWFIhYWkapYR1UK9fyVzZmLruDLM3EqlKVCFPQMKSCglL0ygWrWEUDBO5ib6yF0SjY44iVcgLkLCkQsLSNIoJK7s/UKB7St+SwOO3PWcnhCFhSYWEpWmUizjKLC9uvIcVO5OiYXkPCUsqJCxNo6CwmIeb30mZuOquUsXnCUhYUiFhaRolhUXkHhKWVEhYmoaEpW1IWFIhYWkaEpa2IWFJhYSlaUhY2oaEJRUSlqYhYWkbEpZUSFiahoSlbUhYUiFhaRoSlrYhYUmFhKVpSFjahoQlFRKWpiFhaRsSllRIWJqGhKVtSFhSIWFpGhKWtiFhSYWEpWlIWNqGhCUVEpamIWFpGxKWR/am2tGDphnXMiQsbdMLPey/j3uVrI0ahXVKDweqK10lwntIWNqmuuO3UX9awdqoUVh3urSyoxweTXXFvNkuN/mIT2fKXcLCd+QuYdnbK2UuYcX45a42fQ587mrb8vEr5KmPhZVvL5O5hNR3FspdwsxP5S5h9jyXmx5FOfvvY9c7CspBjcJyZIaj4gmC8B8zlDaADVoQ1uGmtV3CNhddb/QJIagocwnRKCNzCfEoJnMJRVDI5baCBV1uKoQictTGhmKIl7mEMoiWuYSKCJG5BLbZ53pj08NKG8AGLQjLHXqky1xCKeySuYRmss9B1ROzZC5hLAZ7s9tgjPV1TRyYhZ4yl5CKZjKXsAulZC4hHXqZS/AVJCxPkLDEQMKSERKWFRKWJ0hYYiBhyQgJywoJyxMkLDGQsGSEhGWFhOUJEpYYSFgyQsKyQsLyBAlLDCQsGSFhWSFheYKEJQYSloyQsKyQsDxBwhIDCUtGSFhWSFieIGGJgYQlIyQsKyQsT5CwxEDCkhESlhUSlidIWGIgYckICcsKCcsTJCwxkLBkhIRlhYTlCRKWGEhYMkLCskLC8gQJSwwkLBkhYVnRurDCdddlLuER7JO5hMfxvcwlJGOuzCVMxAhvdhuOSb6uiQMfIlnmEtbgcZlL2IdHZC7hmi5c5hJ8hdaF9f1SuUvYOi9H5hL2zXwgcwmnptyUuYTL75z3Zrfz71zxdU0cuDnllMwl3J+5X+YScuZtlbkEZqncv5m+QuvCIggigCBhEQShGUhYBEFoBhIWQRCagYRFEIRmIGERBKEZSFgEQWgGEhZBEJqBhEUQhGYgYREEoRlIWARBaAYSFkEQmoGERRCEZiBhEQShGbQtrNPJxUOLvZQmz8HXBH0oY0GHB5YKjnx0zDXZSshe9UxicHStsfKVwHOzFsx/KFnPB0FoXFg7YtCiXxKit8lx8JWhlu+h7wvKecsQnJTcuQhKnJWpBGY0ynbr93Q8EtPkKsHE/SYw/6FkPR8EwWhbWBkJIevYl/WhBXwfdfRqfxS1CMv3BT2o3+ci+3LvVTwjUwnMpV+NBb2MznKVYOKFiLH8H0rO80EQRrQsrEkYbXwdhzE+PvL9QTFhb39tEZYMBd0xvWQWDLkrUwk8D6LjGTlLmKtbtZb/Q8n3JgiCR8vCqqS/YHy9HOzzGP0thp5jVluEJWNBrXBK5hIKlmZkLGF/WApjFpaMb4IgTGhYWBdRnV9qADnu81qEJWdBjXBN3hK+wJuMfCXcqVQn0ywsuc8HQWhaWD/jeX4pGT/IcHyLsGQs6FJYbRlLuHR0XW/dS/dlLGFw+DHGLCy5zwdBaFpYSzGIX0rBpzIc3yIsGQvqa5rhS6YSagO68aYZeeQpYZ+Bm6WLF5bc54MgNC2s+RjHL03HezIc3yIs+Qqaw3/HZSrhl0/fqouqJ2UrIadhOe7yjReW3OeDIDQurPH80gy8K8PxbYQlU0EzdM9ly1sCw6SGFrsuVwmLTU0/i7BkKIIg7NCwsDTfJByBbpnylsAxxTi5shwlZJZuZHylJiHhNzQsrC3ozi+9jLUyHN8iLHkKynkJ/bMZOUswcRpNZCphGT49y7EIk85elf98EISmhZWOGvxSQ3m7NchT0BC8blmW863cQSWZSugKK+3lPx8EoWlhMRUNF42vV0Nk6aho7TgqR0HzkGyTkvGtHEczmUrYs9bEOAxY+4c8RRCEPVoW1iS8ZXydwA8J8TGrbYbm+Lyg9MhHM22SMr6VsZgscwnWoTmyng+C0LawbiWErmdfNsg02NYqLBkKGo+NtkkZSlhrHK6Y80VQ4RsylWApif9DyXw+CELbwmJ25kNS/yREb5Xl6FZhyVBQIwwZY+IjeUq4qo9o0rP/c8VRYi8jTwkWzMKS+XwQhMaFxQWMC0nsI9MdXhth+b6gCpbb1bXlKeFhavdykcEFk2ZnmNfI9sdaaxvAT77zQRBaFxZBEAEFCYsgCM1AwiIIQjOQsAiC0AwkLIIgNAMJiyAIzUDCIghCM5CwCILQDCQsgiA0AwmLIAjNQMIiCEIzkLAIgtAMJCyCIDQDCYsgCM1AwiIIQjOQsAiC0AwkLIIgNAMJiyAIzUDCIghCM5CwCILQDCQsgiA0AwmLIAjNQMIiCEIzkLAIgtAMJCyCIDQDCYsgCM1AwiIIQjOQsAiC0AwkLIIgNAMJiyAIzUDCIrzn1vsverVfxtbffZKHCDhIWIT3HIR3n5++GOKTPETAQcIi3JCzb9HMKfM333Cx2SKsnLW/ujyEwCYSFuElJCzCJTmflYERfdK3ghkswpoFfOfiIEKbSFiEl5CwCFdkdwcKdHptVHJtA0KuCOWwCKs3MNnFUYQ2kbAILyFhEa74ABj7wLh0YXyyYA6LsHYWrXDKxVGENpGwCC8hYRGuKIWXPeSgm+6EnyFhES74B9jjIQsJi/AzJCzCBX8Alz1kIWERfoaERbjgAHDQYdXhgXXig8NKdN/Gpy3COgHc416z/3jv+VoFwoMKNph0k7HfxPJwYbvEkLi6486aZeR4PKE8DJO1qE2hkIQOX2X7+h0S2oOERbjgXhhGOaxaAMCgY/8baUo7CesELBTaa7+J1VMVflNoCV5GjscTysOcqc51rGD/NfZ0wUfkfUhYhCteQtAS+zVHPzxwl3l4MBn4ypgWEtZnf16++9/JTxJR8IbdJuZYARR678TdaztGFwAvI8fjCeVJL4pHlt9gLn5cAI89lPX9EhqAhEW44mpZ4JnDQlv6o7rxVUhY/OXUP/EYa7cp+zFUvGTadquRw/0p8/GE8rRBi9vGhaNR+CT3b4rQNiQswiXpjQFdB4FBN6eBdO7VjbCYSahgt2kdDIfM+zveUDcfTyDPb4i7yq+ZiJq5fUeE1iFhEa7J/qwEgHpfO93uDsNW7sWdsPYDN2xXdcZTlt2dngDyxxPI0xMjzGuOQp+RyzdEaB0SFuGOhysassqqsdthdTGs417cCeu+HrttVxXGZ5bdnYTFH08gTxHTFo5sA/bm9v0QGoeERXhg71NAyBrT8j8znqpSrFST1/NjLZd0JywmHpttVl0HdlgOaRGW/fEE8twEipQ0ozMdkQhgSFiERzYnIPw0tzAxxNJrwbOwiuEHm1UngWOWA5qF5XA8gTxpsONHGd8loQVIWIRnDoZiAPsyGeiyOf3B/X9W5hMhrJKmPPwq1jxHLcfjheV4PIE87N6W2/AEQcIixNAHJdnmWSje5tMlJQvrFmDtz8439xyPJ5DnCqgZSNhAwiJE8CmCcpjvEXWfT0sXFttCfN9yOJOMnI/nnIfJj+kyvB9Cq5CwCBEsQXAOswDlzWkvhPUiGlgOZ5KR8/Gc8zBP2KwiCBIWIYKxKM0wq5Avi0/zgjkMmLpoiRDWLsASZ9kkI+fjOedhlgFb5HlPhBYhYREusBm4l1EMAxkmXYeF/ApeMOeBf4xpEcJiuiDmF36TSUbOx3POwzyogkTro0Mi0CFhES5YXHvZXdPS/nqI4MTUE8FD999m/XWwMC+YonjGGOxdjLBuVYOhzy/Xs++f/6WhuRe74/Gc8zB/xSJy5I6r96/unNTDD++aUDckLMIF7YCQRr2GjehdDYg0doDKaMb1hQrRW/phMfMB3VxGnLCYW52tHaqGCB/POQ/DHKhmXhFJEbECHhIW4YJ/hhfnRRHe64xpVfay9kVDgmLKNB8wnx+R/FWDyNWMSGExzK5BVWP1EQn1k7+86uJ4znnYXCu6l4sJiqs79A8Z3y2hDUhYhGv+XTV70tRPfv1P6XoQBA8JiyAIzUDCIghCM5CwCILQDCQsgiA0AwmLIAjNQMIiCEIzkLAIgtAMJCyCIDQDCYsgCM1AwiIIQjOQsAiC0AwkLIIgNAMJiyAIzUDCIghCM5CwCILQDCQsgiA0AwmLIAjNQMIiCEIzkLAIgtAMJCyCIDQDCYsgCM1AwiIIQjOQsAiC0AwkLIIgNAMJiyAIzUDCIghCM5CwCILQDCQsgiA0AwmLIAjNQMIiCEIzkLAIgtAMJCyCIDTD/wF3otBvQ/MXzAAAAABJRU5ErkJggg==)
##-----------------------------------------------------------------------------
## Regressão segmentada.
db <- droplevels(subset(da, esp=="F. citerosum"))
m0 <- lm(osm~sal, data=db)
## 1 ponto de quebra.
s1 <- segmented(m0, seg.Z=~sal,
psi=list(sal=c(5)),
control=seg.control(display=FALSE))
## 2 pontos de quebra.
s2 <- update(s1, psi=list(sal=c(10,30)))
summary(s2)
##
## ***Regression Model with Segmented Relationship(s)***
##
## Call:
## segmented.lm(obj = m0, seg.Z = ~sal, psi = list(sal = c(10, 30)),
## control = seg.control(display = FALSE))
##
## Estimated Break-Point(s):
## Est. St.Err
## psi1.sal 10.18 1.317
## psi2.sal 34.87 1.117
##
## t value for the gap-variable(s) V: 0 0
##
## Meaningful coefficients of the linear terms:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 523.492 31.409 16.667 < 2e-16 ***
## sal -19.493 4.890 -3.986 0.000187 ***
## U1.sal 41.143 5.784 7.113 NA
## U2.sal -48.197 10.262 -4.697 NA
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 94.54 on 59 degrees of freedom
## Multiple R-Squared: 0.7712, Adjusted R-squared: 0.7518
##
## Convergence attained in 2 iterations with relative change 0
slope(s2)
## $sal
## Est. St.Err. t value CI(95%).l CI(95%).u
## slope1 -19.49 4.890 -3.986 -29.28 -9.708
## slope2 21.65 3.089 7.009 15.47 27.830
## slope3 -26.55 9.786 -2.713 -46.13 -6.965
confint(s2)
## $sal
## Est. CI(95%).l CI(95%).u
## psi1.sal 10.18 7.549 12.82
## psi2.sal 34.87 32.630 37.10
plot(osm~sal, data=db)
abline(m0)
plot(s1, add=TRUE, col=2)
plot(s2, add=TRUE, col=4)
lines(s1)
lines(s2)
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)
##-----------------------------------------------------------------------------
## Regressão com polinômios locais.
l0 <- loess(osm~sal, data=db)
summary(l0)
## Call:
## loess(formula = osm ~ sal, data = db)
##
## Number of Observations: 65
## Equivalent Number of Parameters: 4.51
## Residual Standard Error: 101.2
## Trace of smoother matrix: 4.93
##
## Control settings:
## normalize: TRUE
## span : 0.75
## degree : 2
## family : gaussian
## surface : interpolate cell = 0.2
class(l0)
## [1] "loess"
methods(class="loess")
## [1] anova.loess* predict.loess* print.loess* summary.loess*
##
## Non-visible functions are asterisked
pred <- with(da, data.frame(sal=seq(min(sal), max(sal), l=100)))
aux <- predict(l0, newdata=pred, se=TRUE)
me <- outer(aux$se.fit, c(lwr=-1, fit=0, upr=1)*qnorm(0.975), "*")
aux <- sweep(me, MARGIN=1, STATS=aux$fit, FUN="+")
pred <- cbind(pred, aux)
plot(osm~sal, data=db)
matlines(x=pred$sal, y=pred[,c("fit","lwr","upr")],
lty=c(1,2,2), col=1)
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##-----------------------------------------------------------------------------
## Splines.
## p0 <- lm(osm~bs(sal, df=4), data=da)
p0 <- lm(osm~ns(sal, df=4), data=da)
summary(p0)
##
## Call:
## lm(formula = osm ~ ns(sal, df = 4), data = da)
##
## Residuals:
## Min 1Q Median 3Q Max
## -317.74 -83.72 -11.85 84.15 364.67
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 524.024 25.142 20.842 < 2e-16 ***
## ns(sal, df = 4)1 1.777 47.245 0.038 0.97
## ns(sal, df = 4)2 275.654 43.342 6.360 1.26e-09 ***
## ns(sal, df = 4)3 284.906 69.243 4.115 5.59e-05 ***
## ns(sal, df = 4)4 268.793 35.445 7.583 1.10e-12 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 150.3 on 208 degrees of freedom
## Multiple R-squared: 0.3763, Adjusted R-squared: 0.3643
## F-statistic: 31.37 on 4 and 208 DF, p-value: < 2.2e-16
pred <- with(da, data.frame(sal=seq(min(sal), max(sal), l=100)))
aux <- predict(p0, newdata=pred, interval="confidence")
pred <- cbind(pred, aux)
plot(osm~sal, data=db)
matlines(x=pred$sal, y=pred[,c("fit","lwr","upr")],
lty=c(1,2,2), col=1)
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##-----------------------------------------------------------------------------
## GAM.
rock$lperm <- log(rock$perm)
pairs(rock)
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)
g0 <- gam(log(perm)~s(peri)+s(shape), data=rock)
summary(g0)
##
## Family: gaussian
## Link function: identity
##
## Formula:
## log(perm) ~ s(peri) + s(shape)
##
## Parametric coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.1075 0.1446 35.32 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Approximate significance of smooth terms:
## edf Ref.df F p-value
## s(peri) 2.892 3.587 11.645 2.64e-06 ***
## s(shape) 1.940 2.421 3.842 0.0231 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## R-sq.(adj) = 0.628 Deviance explained = 66.7%
## GCV = 1.1426 Scale est. = 1.0038 n = 48
cloud(perm~peri+shape, data=rock)
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)
pred <- with(rock,
expand.grid(
peri=seq(min(peri), max(peri), l=20),
shape=seq(min(shape), max(shape), l=20))
)
pred$perm <- predict(g0, newdata=pred)
colr <- brewer.pal(11, "Spectral")
colr <- colorRampPalette(colr, space="rgb")
colr <- rgb(t(col2rgb(colr(101)))/255,
alpha=0.5)
wireframe(perm~peri+shape,
data=pred,
zlim=range(rock$lperm),
xlab=list("Perimetro", rot=22),
ylab=list("Forma", rot=-36),
zlab=list("Permeabilidade", rot=90),
scales=list(arrows=FALSE),
panel.3d.wireframe=panel.3d.contour,
nlevels=18,# col="gray30",
type=c("on", "bottom"),
col.regions=colr, drape=TRUE,
screen=list(x=-75, z=10, y=35),
## screen=list(x=-80, z=-5, y=-25),
panel=function(...){
L <- list(...)
## print(str(L))
L$x <- rock$peri
L$y <- rock$shape
L$z <- rep(L$zlim[1], nrow(rock))
L$type <- "p";
L$pch <- 4;
L$col <- 1;
L$scales.3d$x.scales$draw <- FALSE
L$scales.3d$y.scales$draw <- FALSE
L$scales.3d$z.scales$draw <- FALSE
L$xlab <- ""; L$ylab <- ""; L$zlab <- "";
L$par.box <- list(col=rep(NA, 9))
L$box.3d$lty <- 0
L$panel.3d.wireframe <- NULL
do.call(panel.cloud, L)
L$pch <- 1;
L$z <- rock$lperm
do.call(panel.cloud, L)
apply(rock[,c("peri","shape","lperm")], 1,
function(line){
L$x <- rep(line[1], 2)
L$y <- rep(line[2], 2)
L$z <- c(L$zlim[1], line[3])
L$type <- "l"
do.call(panel.cloud, L)
})
panel.abline(v=0.3)
panel.wireframe(...)
})
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)
Modelagem conjunta da variância
##-----------------------------------------------------------------------------
goi <- read.table("http://www.leg.ufpr.br/~walmes/data/goiaba.txt",
header=TRUE, sep="\t")
goi$daa2 <- goi$daa^2.5
str(goi)
## 'data.frame': 174 obs. of 8 variables:
## $ daa : int 13 13 13 13 13 13 13 13 13 13 ...
## $ coleta: int 1 1 1 1 1 1 1 1 1 1 ...
## $ rep : int 1 2 3 4 5 6 7 8 9 10 ...
## $ long : num 29.1 32.9 36.3 34.7 33.3 ...
## $ trans : num 20.5 22.8 22.9 22.7 21.4 ...
## $ peso : num 6.66 8.51 9.93 9.14 7.6 7.54 6.27 9.94 7.95 7.79 ...
## $ volume: int 6 9 11 10 7 8 6 9 8 8 ...
## $ daa2 : num 609 609 609 609 609 ...
aux <- ddply(goi, .(daa), summarise, m=mean(peso), s=sd(peso))
p1 <- xyplot(peso~daa, data=goi, type=c("p","a"),
ylab="Peso do fruto (g)", xlab="Dias após antese")
p2 <- xyplot(s~m, aux, type=c("p","r"),
xlab="Média de peso", ylab="Desvio-padrão de peso")
grid.arrange(p1, p2)
![](data:image/png;base64,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)
##-----------------------------------------------------------------------------
## Ajustes.
## Modelo tradicional.
n0 <- gnls(peso~A-(A-D)*exp(-exp(C*(daa-B))), data=goi,
start=c(A=200, C=0.09, B=105, D=7))
summary(n0)
## Generalized nonlinear least squares fit
## Model: peso ~ A - (A - D) * exp(-exp(C * (daa - B)))
## Data: goi
## AIC BIC logLik
## 1619.093 1634.888 -804.5465
##
## Coefficients:
## Value Std.Error t-value p-value
## A 205.76239 4.196193 49.03549 0
## C 0.09367 0.010148 9.22980 0
## B 107.35182 0.874391 122.77326 0
## D 18.70608 3.179082 5.88411 0
##
## Correlation:
## A C B
## C -0.357
## B 0.590 -0.131
## D -0.103 0.467 0.219
##
## Standardized residuals:
## Min Q1 Med Q3 Max
## -3.17237358 -0.42834311 -0.07757784 0.35077905 3.94396837
##
## Residual standard error: 24.94118
## Degrees of freedom: 174 total; 170 residual
## Modelo com função de variâcia: var(e)=sigma^2*exp(2*delta*daa).
n1 <- update(n0,
## weights=varExp(0.03, form=~daa)
weights=varPower(0.1, form=~log(daa))
)
summary(n1)
## Generalized nonlinear least squares fit
## Model: peso ~ A - (A - D) * exp(-exp(C * (daa - B)))
## Data: goi
## AIC BIC logLik
## 1432.407 1451.362 -710.2036
##
## Variance function:
## Structure: Power of variance covariate
## Formula: ~log(daa)
## Parameter estimates:
## power
## 5.764348
##
## Coefficients:
## Value Std.Error t-value p-value
## A 217.15613 8.784140 24.72139 0
## C 0.05520 0.003531 15.63409 0
## B 108.05936 1.880553 57.46148 0
## D 7.49496 0.426361 17.57893 0
##
## Correlation:
## A C B
## C -0.566
## B 0.879 -0.624
## D -0.390 0.837 -0.386
##
## Standardized residuals:
## Min Q1 Med Q3 Max
## -2.66220159 -0.53129856 0.09399151 0.63400182 2.80361091
##
## Residual standard error: 0.003829197
## Degrees of freedom: 174 total; 170 residual
anova(n1, n0)
## Model df AIC BIC logLik Test L.Ratio p-value
## n1 1 6 1432.407 1451.362 -710.2036
## n0 2 5 1619.093 1634.888 -804.5465 1 vs 2 188.6858 <.0001
##-----------------------------------------------------------------------------
## Diagnóstico.
da <- rbind(data.frame(model="trad",
r=residuals(n0, type="pearson"),
f=fitted(n0)),
data.frame(model="var",
r=residuals(n1, type="pearson"),
f=fitted(n1)))
p1 <- qqmath(~r|model, data=da,
xlab="Quantis teóricos",
ylab="Resíduos padronizados")
p2 <- xyplot(sqrt(abs(r))~f|model, data=da, type=c("p","smooth"),
xlab="Valor ajustado",
ylab=expression(sqrt("|Resíduos padronizados|")))
grid.arrange(p1, p2)
![](data:image/png;base64,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)
##-----------------------------------------------------------------------------
## Predição.
model <- deriv3(~ A-(A-D)*exp(-exp(C*(daa-B))),
c("A","C","B","D"),
function(daa, A, C, B, D){NULL})
l <- list(n0, n1)
names(l) <- levels(da$model)
L <- l
for(i in seq_along(L)){
m4 <- l[[i]]
U <- chol(vcov(m4))
pred <- data.frame(daa=seq(1,140,1))
m <- model(daa=pred$daa, A=coef(m4)["A"], C=coef(m4)["C"],
B=coef(m4)["B"], D=coef(m4)["D"])
F0 <- attr(m, "gradient")
pred$y <- c(m)
pred$se <- sqrt(apply(F0%*%t(U), 1, function(x) sum(x^2)))
z <- qnorm(0.975)
pred <- transform(pred, lwr=y-z*se, upr=y+z*se)
L[[i]] <- pred
}
str(L)
## List of 2
## $ trad:'data.frame': 140 obs. of 5 variables:
## ..$ daa: num [1:140] 1 2 3 4 5 6 7 8 9 10 ...
## ..$ y : num [1:140] 18.7 18.7 18.7 18.7 18.7 ...
## ..$ se : num [1:140] 3.17 3.17 3.17 3.17 3.17 ...
## ..$ lwr: num [1:140] 12.5 12.5 12.5 12.5 12.5 ...
## ..$ upr: num [1:140] 24.9 24.9 24.9 24.9 24.9 ...
## $ var :'data.frame': 140 obs. of 5 variables:
## ..$ daa: num [1:140] 1 2 3 4 5 6 7 8 9 10 ...
## ..$ y : num [1:140] 8.06 8.1 8.13 8.16 8.2 ...
## ..$ se : num [1:140] 0.278 0.273 0.267 0.262 0.256 ...
## ..$ lwr: num [1:140] 7.52 7.56 7.61 7.65 7.7 ...
## ..$ upr: num [1:140] 8.61 8.63 8.65 8.68 8.7 ...
L <- ldply(L)
names(L)[1] <- "model"
L$model <- factor(L$model, levels=levels(da$model))
str(L)
## 'data.frame': 280 obs. of 6 variables:
## $ model: Factor w/ 2 levels "trad","var": 1 1 1 1 1 1 1 1 1 1 ...
## $ daa : num 1 2 3 4 5 6 7 8 9 10 ...
## $ y : num 18.7 18.7 18.7 18.7 18.7 ...
## $ se : num 3.17 3.17 3.17 3.17 3.17 ...
## $ lwr : num 12.5 12.5 12.5 12.5 12.5 ...
## $ upr : num 24.9 24.9 24.9 24.9 24.9 ...
icm <- ddply(goi, .(daa), summarise,
m=mean(peso),
lwr=mean(peso)-qt(0.975, length(peso)-1)*sd(peso)*
sqrt(1/length(peso)),
upr=mean(peso)+qt(0.975, length(peso)-1)*sd(peso)*
sqrt(1/length(peso)))
#-----------------------------------------------------------------------------
# Gráfico com as bandas de confiança.
ylim <- range(goi$peso)
xyplot(y~daa|model, data=L, type="l", col=1,
ylab="Massa fresca dos frutos (g)",
xlab="Dias após a antese",
strip=strip.custom(bg="gray90"),
ly=L$lwr, uy=L$upr, cty="bands",
prepanel=prepanel.cbH, panel=panel.cbH)+
layer(panel.arrows(icm$daa, icm$lwr, icm$daa, icm$upr,
code=3, length=0.05, angle=90))
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAMAAACGszjIAAADAFBMVEUAAAABAQECAgIDAwMEBAQFBQUGBgYHBwcICAgJCQkKCgoLCwsMDAwNDQ0ODg4PDw8QEBARERESEhITExMUFBQVFRUWFhYXFxcYGBgZGRkaGhobGxscHBwdHR0eHh4fHx8gICAhISEiIiIjIyMkJCQlJSUmJiYnJycoKCgpKSkqKiorKyssLCwtLS0uLi4vLy8wMDAxMTEyMjIzMzM0NDQ1NTU2NjY3Nzc4ODg5OTk6Ojo7Ozs8PDw9PT0+Pj4/Pz9AQEBBQUFCQkJDQ0NERERFRUVGRkZHR0dISEhJSUlKSkpLS0tMTExNTU1OTk5PT09QUFBRUVFSUlJTU1NUVFRVVVVWVlZXV1dYWFhZWVlaWlpbW1tcXFxdXV1eXl5fX19gYGBhYWFiYmJjY2NkZGRlZWVmZmZnZ2doaGhpaWlqampra2tsbGxtbW1ubm5vb29wcHBxcXFycnJzc3N0dHR1dXV2dnZ3d3d4eHh5eXl6enp7e3t8fHx9fX1+fn5/f3+AgICBgYGCgoKDg4OEhISFhYWGhoaHh4eIiIiJiYmKioqLi4uMjIyNjY2Ojo6Pj4+QkJCRkZGSkpKTk5OUlJSVlZWWlpaXl5eYmJiZmZmampqbm5ucnJydnZ2enp6fn5+goKChoaGioqKjo6OkpKSlpaWmpqanp6eoqKipqamqqqqrq6usrKytra2urq6vr6+wsLCxsbGysrKzs7O0tLS1tbW2tra3t7e4uLi5ubm6urq7u7u8vLy9vb2+vr6/v7/AwMDBwcHCwsLDw8PExMTFxcXGxsbHx8fIyMjJycnKysrLy8vMzMzNzc3Ozs7Pz8/Q0NDR0dHS0tLT09PU1NTV1dXW1tbX19fY2NjZ2dna2trb29vc3Nzd3d3e3t7f39/g4ODh4eHi4uLj4+Pk5OTl5eXm5ubn5+fo6Ojp6enq6urr6+vs7Ozt7e3u7u7v7+/w8PDx8fHy8vLz8/P09PT19fX29vb39/f4+Pj5+fn6+vr7+/v8/Pz9/f3+/v7////isF19AAAACXBIWXMAAB7CAAAewgFu0HU+AAAgAElEQVR4nOydd4DURPvHn+vgcUfvvShgARELxQII8lMBCyCCKKIIUuyvIkVQEaUKFhRUFATfl6JUAaVKlyYdjnIc10axoICK0vaXSbJ9N7t7l80k2e/nj51MNrvz6DN8LpnNTMgBAAAWgUQHAAAA4QJhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAQAsA4QFALAMEBYAwDJAWAAAywBhAZOR1atqSpXHMkWH4YKRyhqlbo74Fia+59r2icgcAUYJCAuYi03p1LJ3K0pbLzoQJ0ep7RCZY3LVHPHNTiGXsHwiMkeA0QLCAqbidIXkJVKxNKXMSdGhqOykzzxqpojv1z5UySUsn4hMEWD0gLCAqRhBg+VyGA0RHImTtbTIo2aC+P4ZkF7ktbkuYflEZIIAowmEBUxF/Xgmlz8n1RAciZOvaKNHzQzxtXwuzzHfJSyfiMwQYBSBsICZ+IkaqFtNyCTDxh/QYXfFNPG5hOUTkWkCjBIQFjATq+lBdasXfS00EhdD6djfropp4nMJyyci0wQYJSAsYCZm0gB1ayB9JDQSFz2IqHLHeRflimnicwnLJyLTBBglICxgJqbQMHVrNL0tNBIXG2d+8FKbInRjNq+YJj6XsHwiMk2AUQLCAmZiCg1Xt8bQeJGB+PDbc1T7L4eJ4vMQ1nB1lxyRaQKMEhAWMBPmvaJ5jsY4TBQfLgkBEM8q6qZuPUGLhUbiyxFq4TBRfC5h+URkmgCjBIQFzMSPdK261cxkv8qfpyscJorPJSyfiEwTYJSAsICpqJfwk1z+mmyy+x6z6QZemCU+942jPhGZJcAoAWEBUzGCXpHLV9UZJqZhCj3PC7PEN99jao5XRGYJMEpAWMBUnKqQslQqlplm7u6GM3IxPy31OC/NEp9bWD4RmSXAKAFhAXOxuTi16tOK0taJDkThYrkizbo/2aUmlVqh7DBJfG5h+UZkkgCjBIQFTEZWr6rJlXuaZsB4Wa+r0hNLNX39Z+cOc8TnISzfiMwRYJSAsAAAlgHCAgBYBggLAGAZICwAgGWAsAAAlgHCAgBYBggLAGAZICwAgGWAsAAAlgHCAgBYBggLAGAZICwAgGWAsAAAlgHCAgBYBqsJa/fYf0SHEJg9Zg1s35izokOIlO8nXhQdQmC2TLggOoTAbH3bpIHpjtWE1ZYWig4hMHfRPNEhBKY9zRUdQqQ0pg2iQwjMjbRWdAiBaUqrRYdgEFYTVguaLTqEwNxO/xUdQmDuoBmiQ4iUq2mV6BAC05CWiw4hMNfRMtEhGASEpRMQln5AWJECYZkVCCtSICz9gLCEA2HpBISlHxBWpEBYZgXCihQISz8gLOFAWDoBYekHhBUpEJZZgbAiBcLSDwhLOBCWTkBY+gFhRQqEZVYgrEiBsPQDwhIOhKUTEJZ+QFiRAmGZFQgrUiAs/YCwhANh6QSEpR8QVqRAWGYFwooUCEs/ICzhQFg6AWHpB4QVKRCWUPbfWCsYRal80PeEUpTKiQ4hMGYNrHLRysHeSqaKRkYSPqYNLIUqiA4hMDfu19kNphTWGAIA2IGROrvBlMIaRS1mAZtTm9qJDgFEmxb0us5uMKmwuuQDm3Mt9RUdAog2XSAsYBMgrBgAwgJ2AcKKASCsGOTQvK9FhxANIKwYAMKKQbpSL9EhRAMIKwaAsGIQCAtYFQjL0hyaOrwAn4KwgFWBsCzNLCpbgE9BWMCqQFiWBsLyAMKKASAsSwNheQBhxQAQlqWBsDyAsGIACMvSQFgeQFgxAIRlaWY5p7DfwGs737y7dnpieu17c/Pz1/RoWDIxpfJ9890HZ09oVSGp+LXPbYewrMe3RHuc27lp9G1+gBR75t+uQFiWZhbFV5G5W6psSeDqSiS6QqqMlzYT4qSXfs5j19RV5ZZcGcKyHHml6VPn9goqk5fvn2Kv/NsVCMvSeF0SbiR6Z2tufs7mJVJl7RurMvOzV3UjmqS8u74UlXl1Y+b+RU+XIgjLetxLTzg3X6X7eOGbYq/82xUIy9L4CuuY3xHdqb5c5jamOruVXRk3QFjWY4KaSIlWNNHzHWeKA+bfbkBYlia0sL4n2snLGZSw2rkPY1gWZAfF7VC2MovSD57vOFMMYRUICMtAQgsrP4Xm8aIdtXXtgrCsSAN6S9mYTtd6v6OmGMIqEBCWgYQhrIo0gxdlaaxrF4RlRQZRS2XjIRrq/Y6aYgirQEBYBqIhrK1D29atWPWmJ0rQdKl2gGiR6y0Iy4psoqRDvMwrR5uVPd4phrAKBoRlIMGF9WKS6zEjvDdvIlrveg/CsiRXKb8GLqSGSt0nxRBWwYCwDCSosAYStZ+983jW1slpTmGtdR0IYVmSl6k1Lx5Vrwh9UwxhFQwIy0CCCSsjmf6jblaRe3MGkfuedwjLkmyLT9yfn59dJlH+TdAvxRBWwYCwDORLKuWueHTYaZSapW6qvbkiveo6EMKyJrfS6Pz8mdRGrvinGMIqEBCWgSylFHfFo8OOp5rOvWpv7kzXuQ6EsKzJJGrM73hXpuj4pxjCKhAQloHsIucvRvleHfYTSstRN9XevIToY+eBEJY1OZZOq/Yll82WK/4phrAKBIRlJJVooGvbo8PujKMJ6qbam/PbU9qX6i4Iy6L0oocH0dPKtn+KIawCAWEZydOUMmpr5q5PW+307rCdKPGJlYfz8w+tKqsKK6MeJXT58kBu1g9fXg9hWZNN8UXLJW5XK34phrAKBIRlJIeuVu/EmejdYQ815TuT4l036UjGaue6bQfCsihtie52bvulGMIqEBCWoRwZ2CAtsVybd477dNjc928vn5SYVr3pw6P3Ofct6VkvXfob3ajbO/sCfpfFiQFhfUn0lavim2IIq0BAWEAMMSAsAGEBuwBhxQAQFrALEFYMAGEBuwBhxQAQFrALEFYMAGEBuwBhxQAQFrALEFYMECPCep6KVQc2J4nSRYcAok0xelFnN5hSWA8QAMAO9NfZDaYU1lvF200ENueKkk1EhwCiTbuab+nsBlMKaxT1FB0CiDY30o2iQwDRpieN0vkbISwgBggrBoCwgF2AsGIACAvYBQgrBoCwgF2AsGIACAvYBQgrBoCwgF2AsGIACAvYBQgrBoCwgF2AsGIACAvYBQgrBoCwgF2AsGIACAvYBQgrBoCwgF2AsGIACAvYBQgrBoCwgF2AsGIACAvYBQgrBoCwgF2AsGIACAvYBQgrBoCwgF2AsGIACAvYBQgrBoCwgF2AsGIACAvYBQgrBoCwgF2AsGIACAuYmOztTla6tg4EOxjCsiaZAZJ8ONjBEBYwL0viAz3697UgR0NYlmRGwOc7TwpyNIQFzMu2qiVVLqNk52aZz4McDWFZkpUVnZktQinOzfKLghwNYQErMIG6hTwGwrI4Q+npkMdAWMAKQFgxAITlAsKyOBBWDABhuYCwLA6EFQNAWC4gLIsDYcUAEJYLCMviQFgxAITlAsKyOBBWDABhuYCwLA6EFQNAWC4gLIsDYcUAEJYLCMviQFgxgCysXx1M6xgIC1gBCCsGkIQ1u2EzBmFBWJYHwooBJGF1/SQPwnJAWGbiwpjeKk80vc+52X+b9ocgLGtxdoQzs4/f1Nm5+dQ+7Q8NpccZR+sYCAsYzMaAy4m00P4QhGUtFgZMcieNT/x9mj0LYTmBsMzDhbcHqnSm8s7Nl3GGZSvOjnJmth3VdG4O0jjD2nL5UAjLDYRlRpbRdeEeCmFZlRl0RxhHnSo1jkFYbiAsMwJhxQDhCUsWFYTlAsIyIxBWDBCWsBiE5Q2EZUYgrBggHGExCMsHCMuMQFgxQEhhraqcDWH5AmGZEQgrBgglrI2lpjMIyxcIy4xAWDFAKGFtWsYgLD8gLDMCYcUAIYTFPICwXEBYZgTCigEgrIIAYZkRCCsG0BLWOS9fQVhuICwhnN+zXWXLUufW9mOutyEsO/DPLmdmN33rSnKO620NYf1efwWEFRgISwhPBZoBG7fG+TaEZQe6Bkpy/B7n28GFdalNVwZhBQbCEsLkWk4uo7LOzSsznG9DWHbgLVeSU6iCc7NBvvPt4MI6NzgbwgoChCWYdjTVfyeEZS+a0EL/ncGFxXyBsFxAWIKBsGKAyITl5ysIyw2EJRgIKwaAsHQDwhIMhBUDRCKsyTkQlgYQlmAgrBggAmF9WD8bwtIAwhIMhBUDhC+sP0os9/cVhOUGwhIMhBUDhC+sS7sC+ArCcgNhCQbCigHCF1YgXUFYHkBYgoGwYoCwhRXYVxCWGwhLMBBWDABh6QaEJRgIKwYIU1iffwthhQLCEgyEFQOEJ6zDJTZBWKGAsAQDYcUA4Qmr29AgvoKw3EBYgoGwYoDwhHUgH8IKCYQlmJDCmtO2tco11W53bj59zvk2hGUBQgpr6h1SUm/hXFHtFidP5UNYfkBYggkprBsCLQNHB51vQ1gWIKSwagZe6w/C8gPCEkxIYe2b4qQcveTcnO96G8KyACGFtX3KlDEKRegldWvMF7gk9AfCEkwEY1h1aKP/TgjLAoQew7r4vnr9l04bMIalAYQlGAgrBggtrGlXhhLWthlDum3SaAPCAkYAYcUAIYV1qcp8piGsR6hWBT6q9YhGGxAWMAIIKwYIfYbleqyXn7ByZj5clcsq4fL2L2ZrtAFhASOAsGKA0MJiQYT13aOluazohi+PYAyLA2EJBsKKAUIKiwUUVu6UZpKtinebOQCD7k4gLMFAWDFAKGGxQMLK/+QKoqT7pmfjV0IPICzBRCis06fkzXOZmefljbyhirD+1moDwhJMCGEdCiSs/zWUTq6e2+n6lRDCkoGwBBOWsM688ujLsrCaUpLchYcWL/4WLzeWLEL38Y2mRzTagLAEoy2sby73F9bue4nSX8hQd0JYLiAswYQQ1p8/8wuG/QOGzWKsBi1ifrymCEuzL0NYgtEU1qWGk/yENbY4JTye4doJYbmAsASjKawTj5d8zt2XISyroimsC8M8V2ngwsq4m+g6z6fnQFguICzBaApr15ueD1GBsKyK9iWhVz4lYS2tSkmD8zx3QlguICzBaAjL100QllXRFJZ3PtNpeArVWOK9E8JyAWEJJoiwGr68389NEJZViUhYcXTPYZ8kQ1guICzBBBFW8gPHISzboCUs73RmJ1Hc834rj0JYLiAswQQRVnV/NUFYliW4sM40zvby1f8RDfNPMoTlAsISTEBhfUHXQFg2IriwXrvbM5lHmkoXhFgPSwsISzCBhMUgLHsRXFgtV3rkMvt2KpoKYWkCYQnGT1i/bWIQls0ILizPVOY/QKnzseKoNhCWYHyFxa5+AcKyG+EJ61FKnoslkkMAYQnGV1j3PpEPYdmNoMLyzOQIipuANd1DAWEJxu8MiwNh2YtwhPW/BBrEIKxQQFiC8REWg7BsSBBh3bDTncdNJehhBmGFBMISjLewGIRlR4IIK8U9AyejNjXLgbBCA2EJxlNYuc5bnCEsexFEWCXdaWxH5ZTTLQhLGwhLMB7C2p6+D8KyJUGEdaMri2MoaQGDsMIAwhKMW1h/15zo7KD+wso6+P3mKvT2NxJfzfakB93Mi3n/arQBYQkmiLBuc2Z3bVF6jUFY4QBhCcYtrH8/c3VQl7C2fPJKj5bXVCtOIXlIow0ISzAhhHXsCmrrTD2EpQ2EJRi3sDw6qCysnW/eVsLDSGnF46lCdT9KUiovakzSaAPCEkxAYb3nElZPKu8cDICwQgBhCSaYsKY3j5cslXJ9x2cn/G/ppv1HGcawrIu2sBbExc105RPC0gbCEoxLWJ4ddCalEMU1GrrMa+0RCMuqBBDWxvucwsqqQw+58wlhaQNhCUYV1k6PewjZ2suJSj673bfbQlhWJYCw2r3mFFY/quSxwqhdhbW/X42k1IZDfnPWs3pVTanyWGaQanAgLMEowjpd4UtX78wfJJ1eVTzq320hLKviL6w/Kx1VhbUsgWZ65NOewrr0SkJSq16dK1K1XGXHpnRq2bsVpa0PWNUAwhKMIqwR7VydM/s+outwH5atCHCGxZgirJwG1N4zn/YU1r839fxJKs72p/vl+ukKyUukYmlKmZMBqlpAWIJRhLXZdUV46BZKnogbR+2FhrBepRKej3KzqbAcfynFubLJf/NyBA2W68NoSICqFhCWYBRhubrmrqsofQ7udLcZ/sJiqrB2FqN3vPJpCWGd2fy/scNeGPj6e4v2X4zsO1vTMV7Uj1f+W35OqhGgqgWEJRhZWK6emdmQyq/C1By7EVxYD9BN3s/IMb2wLm14vmGCx+2BrSdkR/CdzYkPu/9EDdR6E8r0q2oCYQnGS1h5d1GZzQzCshu+wjp4SBXW13EJy73zaXJhnf2gtqyp+rff82Dnds1rJEmVuLvWhvuVJ4o05sVqelDd0Yu+9qtqAmEJRhLWBddjyXtR0W8YhGU7fIR18Yq5irDyGlB3n3yaWlh/vFGOqGa/r7Jce/794cN7ixE1mR/eVz5Oi3gxkwaoOwbSR35VTSAswUjCemq02i+nECnznyEse+EjrCV18xVhTaL03UGFtXzKmFxeftj54e5cWMeWrNNqwwBhfV2JErv7B/Hn9OuI/i83jG98RzXTFBqm7hlNb/tVvbj4amcvrlF/ZwSCaEdvF1c77d7S1I9BWDbER1hrZjFZWLdUo5d98+kSlqPjfc//w4/eMnFUP3ra4dh++eW/arRxP13j/U/71QjHw/3wEdbvjxB1DTLE9HU9Kv5JyC8cE9dJiWkKDXfuovF+VS8O+k3zvyrM8EFUaEcv9FH7ahtqlAth2REfYSmZe49qUeUsf2GNbHWd7+eHcmGF4Eq/f9kHCxm1j7CmUo01QY8990ZSiZ9CfN+L1PWcshXJJeEXo7y40zXeBYQgXRKqXXUSpaxjEJYdCSKsRJrgl890uvej33w/H46wHqQ7vf9pf1HYqH0vCcf9oXX0lkXa33bpMerjPOdbRd3UrSdosV9VE4xhCUa6JFR66q6SNNjZayEsexFEWFQv1y+fJeiQ/+fDEZa5bxx1OJ6hZ13bP9K16lYzfh+DT1UTCEswLmF1patdazNAWPbCW1hq5kaS6+RaZc52h8OuwppEvTxq9RKU68dfk2sEqGoBYQnGKay1CbTY1XMhLHvhKayLL6qnVa0o3eue0YP3VttrCWGdX+/Nhl2avU/mx9SG5zyqI+gVuXxVmZPjU9UCwhJMM1VYbcg9/1kW1s7p4zby7S3d+38k7/yoNC3k5bopHx3kZdbUKWtkYc2f8j8Iy9R4CmvJ5UqOf0ikBl5/er598bTDEsJa6b9Ad9WXftH+ruH0jWf1VIWUpVKxTJ3t7FPVAsISy5+JirC+pESPGwa5sMY3u3cbP+Ln0aPmyYc+VYxW8XJy69YreLmzdeshDscE6tax9f/9qdkIhCUYT2HdP1LJcS9yP4TC4xzZAsJ6mYoUd1GUipa/TFJW9SOa39Wcnhmi8IFc31ycWvVpRWnqXV0+VQ0gLLF8XlIR1g0eq07m5n5Bfr9sS9Shjf47J7h+YQkOhCUYT2F9p4xU/pDiLSzn2xYQVmua5a4cK1rhjOOnjyvRDZq3fV3hOhlrrOzI6lU1uXJPzwX8PKvBgbDEsvYGWVj/pZRtzq67ruaEZRCWrfAUFnOeYNX2ENZO19sWEFYNyvCo9aaJ0mtOSVqqc/OBgbDEwtrIwmpCvZ1990ip0ZcgLHvhLyzpBKu/W1gjLne9bQFhpdEpj9oyasGLNwwSCYQlFkVYiyllj+va4CfeCSAsO+EhLDXL/eg692O+plZ2S8oCwkokz6f2/kjlebGbGurcfGAgLLEowupAXb3GMiAse+EnrP2X0Sy3sH70mDhsAWGl0u8etb8piRf/UCmdmw8MhCUUJgtrc0L8egjLxriEtbepkuWXqAFzC8vzUAsIqzZt9agdozJymZKkc/OBgbBEsnSrLKze1ErpuYe3KPshLHvhEtaTA+Q8HytDH7qF5XWoBYTVg573qE2i2+QyPkXn5gMDYYnkisVcWBnFaI7cc/NbDVf2Q1j2wiWspsrNdm9RjVyXsLwPtYCwvqGUXa7Kyer0Fi9/o3I6Nx8YCEsgB8rncWG9RvWVORqTr1GnL0BY9sIlLOWUKqcajXQ+NeeTCd6HWkBYjlZUfrW6mXMjFZcXl9hETXRuPjAQlkBOzuVjWONr0TilI6/er74BYdkLH2F9TCWPqsLaUHKf96FWENaP1Ynu+GjrkZ1fPl6E4r6S942lvjo3HxgISySMC6s/FTvqM5gBYdkLp7DUQfYb6FmmCmvEaJ9DrSAsR35L143rxdXV3Pskz9W5+cBAWAJhsrBuoAd9B18hLHvhLayvlbvuZGH5HWoJYTkcX3cozp+Xc92rrtnK/5zTOFw/ICyBKMJKpgUQlr1RhHXpRyXP91EXZnVhORwXT2Tk/aNzi2EAYQlEERbVUX7q9vgLBWHZC0VY/1V+FdyRFLfKKSz/Qy0jLEFAWMI4+ZYqLGVl5Lunud+CsOyFIqwWygruz1IzpgorwKHmFdapJis0Dj4/+Bmdmw8MhCWMT9vwbtuM4nfxcm2p0+63ICx7oQiry2Ge6KzS9KkqrFJn/A81r7A+prh+vwc+0uHYdj0VD/XUHF2AsITR7U3ebWtRPbn7Th/n8RaEZS8UYSkjWO9QlRxVWKUDHGpeYTkWV6Ky4/4KdOThHvHUNkfn5gMDYQljjbzQ8WXOh5V7vgVh2QtPYV1LQ5kqrJsDHGpiYTl+7xlHpZ/Zfsl7799ftUugkqEfo6oPEJYw5F67nGiU01fsqpIqxSjBuVl2uOsDEJZVkYWlaGoyxaUriwtfRknOJJd7x3WomYXlcBzsmUxU4aFx3x48dcHhOHdix9whrVOIKo8LcHEbHSAsYcj99ylSH0Ih7TiQ4L+6P1En1wcgLKviIayWgXJMT7oONbewHI68/1RUY06KVzdu/NSYW7BkICxhyP23uiosec+PmU6+P+jadN/rAmFZFUlYfyuPaNuTTFM3K2RuOuRKsvtfvNmF5XBc2vD6nZXjFFel1Hv4w2ydm9UGwhKFekWYIAtryvkwPgFhWRVJWFNbyAkfQg2Z/5ilB+YXlsw/mbs2b92Xf0njkOgAYQlh74COrbpLXE1FqWn37vckP9a7d+/BAX+BcQNhWYvv+/VWKUdtKzXj+X6omHOi+9ggl1EWEZYwICwhdAs4kvGl9ocgLGtxR8Ak/0/21cKK/wb+EISlDYQlhAOjSj02ZMiQxynp8TYvDRny0MBREhNxhmUrdoxy8tQ9bypPEb2Smio3Yd0xPsiHICxtICxBTM2XfyO8W2s8wwcIy8IoQ+5Jceri/RuDzRuGsLSBsAQhd9v69D6EFRMomhpK12sPuUNYoYCwBMF77SZKPAhhxQRymvNrqTfdaSQcwtIGwhIE77ZvUNMIfAVhWZZzY+Q8z6M037Vl/YCwtIGwxCB32xbKtLKhP4b3GQjLqixqIOe7M3UL5SsIKwQQlhC+Xy5128PJtFYqDhb9NbwPQVhWpdurXFMHi9Bi2VfPTgh+KISlDYQlhM789sFPqYY8a79NmB+CsKzK1kye6NF0ueyrQ+kBnOQEwtIGwhLBpbL8gZrd6HHef384EuanICyrolwINqThcrmgh8ahEJY2EJYQxvPfjMqrdz2H+yEIy6rIaV5JyQdCDmFZQVjuCYQn+tUp3/xznZvVBsISAu+231Cx7Eh8BWFZFUVTfahdaF9ZQVjTKo9RNvKqyZONhujcriYQlhB4v32B7oroBAvCsipymrPL0HR7CKsjqc9L6UDVxs7pRfF7dG5YCwhLCLzfXk9jIaxYYOBunubpVC4njHxbQFi1SFm+fTWlHXfwifyhg9MPCEsEvN9mJNI2qfjys7A/BWFZkqx0+TfCu6mP7KvlQZZpULGAsC5LUMr7lYvBVdRI54a1gLAEsJvffjVVeYBqh/fD/hiEZUkmPsDzvC+JVvPySPpxzaMtIKyEVLnITUyW73j+jUro3LAWEJYAuo2Uem4Peox34NLHwv4YhGVJTmbwPI+ka+QTrLF3aB9tAWGVoLO8GEwPK/WEBJ0b1gLCEkD1FVLPrUmfyXdhhf8xCMuSKCPtN5F8tzv7Yrv20RYQVjNaJL2eSCel716gZJ0b1gLCEsCzuYx9T0mHIxpyh7AsiuypzXGJe8P6icUCwhpLV+Q7ztxJbZXqUaqgc8NaQFgC4B13HDWO7DdCCMuiyGl+iVqFcU+DwxLCOlOTil6TRkUOK9XPqYXODWsBYQlAHmyn5yP0FYRlSRRP1VGXarSDsBxHGxBRqSVqrT2N1rlhLSAsAUj9Nq8kzYOwYoBJsqiWUWpmeCfUVhCW4+L6TxecdlY2DsrXuWEtICwBSB33W0rl83J65kbwMQjLelyqJf9deoI6yb4a/HeoD1hCWAKBsAznJF+pYQi1ll73p56J4IMQlvXILJ8r5TmnDP2X++rbCiEfmAthaQNhGc5bfFGZ22iY9DqtVSQfhLAsyDEuqv9SuVz5ROvFkMdbRVh/rRg/eND45SGeTKc/EJbh3Pm+9Cc3lVZJHTgzzMWRFSAsCyJfCXahnvTlaDcAACAASURBVHK56mTI460hrKzeRZTHwhbpFf6Nz7oAYRnOsz8wtpjK5kc65g5hWRDZU8fS1LWRw/iAJYQ1O40ovm7zm+slEKXN1rlZbSAsw5EHX6l9xL6CsCyI7KnJVDO8exoc1hDWwgS6coY8+vrnF1dTwiKd29UEwjIc3nNb0kgIKxaQPfV/9EzYNwlbQFi/l6FHXUtOnOtJ5f7QuWEtICzDkXpudqoydT+yD0JYVuNIS57ljGR5wNI2wnqTmlx01y42oTE6N6wFhGU4Us9dQqXyGct6OLIPQlhW45VHuKcmUD3ZV3f8EsZHLCCsJrTAs7qAmurcsBYQltHslLruUHl15P9eF9knISyr0Ua+a/RWeokXC6tdDP0JKwirNHk9SPMXKqNzw1pAWAaz7nqp77amEdLrMwMj+yiEZTXkE6vdCXGbeDlgUDgfsYCwUugfz+o/lKJzw1pAWAYzSrpKyE2nlVIP3hbmE5+dQFhWQxbWSGool4e110ZWsYCwqpLXkzQPUzWdG9YCwjKYEZ/wB3yVzIt4yB3Csh6yqG6ioREsJGQBYXXyXp5hNHXRuWEtICyjkbrucLoj/B48tW1rlcvoBufm42edb0NY5kX21A/x8dtDCmvCHc7MJlIz5+ZTF5xvm0tY86lEprt2rAQt1rlhLSAsg5F/LlKeWR7eB5pQAOJcf4YhLNNyTvbUcGoa+q7ROoGSnPiz821zCcvRgqp859xeV5UimhBbWCAsg5F6bn5JWhq+sI7NcfL+cNfmGtfbEJZpaSnPx2ms3COsne0MV2YnvuHa3OR622TCOiH5tcW76w9mbHi/VRzVOaFzu5pAWAYjdd3VVCyXsZ0jdfk+CMus5KTylRq2xCXIz1FtvaUQX2UyYTl+udd9HtghnLvL9APCMhip746mm/lrR12+D8IyK9904aJ6hZrz4vsSZ0N/IihmE5bDsfmRKtxWlR8O8DtQVIGwDOVClSzGOsnLuXd+T5dvhLBMi3wl2Ije4sXU/oX5JvMJS+KPzKNGTiJUgbAMZVdlqfNWp/9Jr8t/1+UbISyzIvtqM4X5eC9NTCksMUBYhrLoPsZ2UsKhwvZgNxCWWZE9NVS+/C9stk0tLDYtrDtidQLCMhap735MVxa+C7uAsMwKC/s3wpCYS1jNO3lV76LpOjesBYRlLFLf7a2sl6vTF0JYJkW+C2t7XMIu2wmLqntV51MHnRvWAsIyFnkY9gMIy/Ys/j/lrlH5N8LswvxE6DC5sH7Eo+rti9R5M5NoG2M7pun0jRCWOekuT2a4Xrki7F/Ie+5MLay/KEnnhrWAsAxF6rxfUSXp9dVHdPpGCMuc3MeXlNkZL18R5pbbWbgvM7WwjlFxnRvWAsIykmFzGXuZOkh9+K6pOn0lhGVO1JVlbuLFvk6hj9fE1MKaRI11blgLCMtI6i9k7HZ6Q+rDcwp3F9a/s6aoPEA3Ojen/RbkaAjLeGRhNaPXCzHk/tdMZ2bvolbOzc9PBzlakLCOvVGE9JlkFh4QloGcTzrC8kvIM58L+U3TAs3up2B3U0NYxsM9tSch7odCCGtcwCQPD3K0EcIaX55D8eWdlOHPU230p84NawFhGckuxtZT0ezCCyv/oc4q7ard7tzs/H2QoyEsw5E9NYYaF+aehiMPOhN7Z7W2zs0H9gU52ghhzQsg0GpDgp3zRQUIy0ikzvu2sjySoc1CWEZzShbVbTRMh5uwwsQIYZ1e4cN32wxdW8YBYRmL1Hm70wAIy/Y0XiblOCOJ+E+FzJgFDTCXEOiO1Hvr06eM7ZtraLMQlsEcK84v+yfS1dxXs4z5nw9hAb2Reu+heNrD2NjC/s4dGRCWwazrxU11B73IiwdHGNImhAV0Zu9wxuZQVakPd5xoaMMQltFwUR1OpjW87HvMkCYhLKAzIx9lbCDdK/Xh6T8a2jCEZTRcVJOptnFD7kYK60dfLuncsBYQlnE8MJ6xNvKthAY3DGEZjCyqe5SfV+wnLL87G3bo3LAWEJZx7Mhg+aXoawjL9nBPZaXSkhgR1js6N6wFhGUcUufdRCk63DYaKRCWsciemk6V8o28gcU4Yf3uzXv0kM4NawFhGYfUe9+j6w2/CwvCMphV8oznLvQYL1YZtX6wsEH3LXS9zg1rAWEZh9R9e1If6WLhu9DH6gqEZSj9n+VLypSm2VKRUzrDoFaFCesnKqtzw1pAWMYh9d8GNJmxT1sY3DCEZShPrZKXPSuTIxWzrzSqVWHC+osu07lhLSAsw5icx44l0VbGnhxicMsQlqHIQ1iPUXdeLF5gVKsChZWoc8NaQFhGcTI5my2islIn/mCPwU1DWIbCRZVfgWYa+RuhQGEdwSWhLVnZgD+ToK2AMXcIy1h4ir+htOPGplqYsCZRE50b1gLCMopjM/i9hAMF+ArCMhT5xOpZeSHsWBBWdiWsOGpPGH9I/SwIy+aczOKiqkcfxoKwLh0eU5bKn9K5YS0gLMNgbC/FZ0BYNqcDN9UGSjnMnz7xg3HtGiesq5zUr85XSC5j5MwcCMswpP47k+pIr0sMbxrCMo4/L9sp5XgoteLnV/1eNK5hQVNzqvznV52b1QbCMgqp/75AnRlbVdPwpiEs48jtyE11PY3mRbVNxjVsnLDmOvly0dp8ndsMCYRlEEd2MdaaPwd4VBfD24awDER9XA4/z8off9G4drEeFtCTThMYK83n779v2K2ELiAsA9HhcTkFwjhhGWhhfyAsg6i5nH1PyQKWanBAWEYii+p2GmxjYXW9cpvOLUUAhGUQPbPZZGokxFcQloGoiyOvM/wGYeOEVZdydG4pAiAsg5D675PUE8KyOfKJ1UfGLo6sYJywipPAi0IIyyCk/nsTvQth2RtWgouqI/XjxfuG/rs2TlgJSTo3FAkQlkEwllOU1jO2U0DbEJZRTLlLElV2Oi2Sim3FzxnZtAXOsBYmvufcZM77uNYo9axeVVOqPJYZ+jsgrGgzc6BM//5dKalf/75JL0iVl781NAQIK9pMUZI88I47W93f/x66rF///v1vbW1oCMYJ6wrKLtD3zU4hl7COUtshMsoz0DalU8verShtfcgvgbCizG9xfmv2S1Q0NAYIK8ocCpRjutzQGIwTVieaftabcL7t1z5UyS2snfSZx3unKyTz+R9LU8qcDPU1EFa0eY//5e1WoX//Kyi+f//2TeS/xHMMDQHCijIXx6pnWP07U1r/NLpbOsHqP/BrQ2MwTliT/NQc+rv+GZBe5LW5bmGtpUUe746gwXI5jEKubQlhGcK4rozVp2QxY+4QlmGwZVR5FRU9JmDVM+OExRIiF5aj5XN5jvluYX1FGz3erB+v/N/6OalGqO+BsAxhzAfseCIVgbBsDhfWC3SX8Tc1GDo15/gRH8L8Qg9hfUCH3ft/ogbqVhMKNe4OYRkDY0uJiorxFYRlEGf3cmFdTe/YXFgFxUNYQ+nY3679q+lBdasXhbqOhrAMQeq/b0JYduetXpKwKlDiASndKw1cqEHGWsLqIV1IVu44T7k/YiYNUHcPpI9CfAeEZQjygzUlYRXs9+DCAmEZQ9PpkrBKUFN+ftVhksGNR19YC9/PK9wXeghr48wPXmpThG6U/0FMoWHq7tH0ts9nLrzU2Ytr6J7CBQHCQV40VxJWEwOXoHQDYRlD56OSsFJouHzzaK7Bjd9D13j/037pQiG/0VdYt9AGuUy5ooBf6CEsmd+eo9p/Obiwhqt7xtB4n88c9PtJ8qoCtg4igLEjCZKwslL+ENE6hGUMkqiWURxtksq82UY3fqXfv+yDhfxGX2GVor+U/dUL+IW+wnI4nqMxjhCXhHOneHG/a7wLRI+bN7H5VIGKbm4opHkIyxhkYVFdEUPuDseDdL/3P+0vC/uNvsJKUB+YqqOwjhB/Cvoq6qbWn6DFIb4DY1gGcDo5kw2nltIloZj2ISxjUIT1tBhhRX8MK5WUyZE6Cus88cvLH+latd4MtzWYgUPXMHYv9Yew7I38aHriq8qK+DU4+sKqR8rCfToKK5tukL854Se5+msybhw1BVIPrkGTICxbczRHSvNbFJ9nV2H1U4ePdBTWFHqeFyPoFbn6qjpFRwMIywgYOxAXt4qKCmoewjKCOsslUbWnVO6rQcY3H31hZSTRPSt/PnuWqp0twORnh6ewNpxRdqSlHuflqQopS6ViGSY/mwTG5lCNLRCWndlXRjq1yi9LpSVfrah0yfD2DbhxdGZywFUpwppLyHEJ62K5Is26P9mlJpVaoezYXJxa9WlFaetCfgeEZQSMDaZ7t1DSNDHNQ1gGsONlbiqiSlLxUn/j2zfiTvd9j1XSRViOZb2uSk8s1fT1n51vZfWqmly5JxbwMwdSF25Hw7ZQ/EIx7UNYRsAvBf9DVFkqlmcZ37xBU3P+8Jv5HP7kZz2AsKLP3BGMVaWvtlAcBt1tDBdWA0VYIpq3wFxCPYCwos+jr7H9FH8EY1i2hvtqR1w8hBVdIKzoc+M89l+qw7bQZaICgLCiD5NvargKwoouEFb0ycpjA6kjhGVnLmVwYbWkx7mwhEQAYQGdkHrynfQahGVnNtZXnvj8sSSsOUtFRABhAZ2QunJlWgBh2ZmBvaQsT6UayyRhtf5YRAQQFtAJxvZQwhH2BYRlX0bzGYSdqZ8krONFfxIRAYQFdIKxGXzNkb4Qln3hI1g5JWi+JKz8NUIigLCALvw7iLEX6QHGWkNY9oULax6VyuWXhGIigLCALnxfm7G29AZjcyEs+8KF1Vf6swRhRRkIK9p8eC9jFWgRY1kQln3hwqpFH3NhCYoAwgK6kLWO7aTETAjLxvy2R/LVeko5EhPCcq9EcaJfnfLNP9e5WW0grKjDx9zrMQjLxjw5VMrvUGrJl0hOvSgmBuOENa3yGGUjr5q8VsMQndvVBMKKOoy9QF0gLBtzqeI3Un5voje5sBIFBWGcsDqSukxSB6o2dk4vit+jc8NaQFjRRurKbWgkyxsMYdmVc/fmMbYvIe4HLqw0QUEYJ6xalCOXqymNrxfajZ7WuWEtIKxoIwmrHH3N1laCsGwLH3J/j66Un5pTRVAMxgnrsgSlvF+5GFxFjXRuWAsIK8rM38V2UlIWm3g/hGVbuLDuphdkYVUTFINxwkpIlYvcxOQfefkbldC5YS0grChz5WI2jf/t3bwLwrIr3FdZqfRtjAirBMlPnRhMDyv1hASdG9YCwoouZ5Iy2fPUla+RBGHZFS6sGVQxP0aE1YwWSa8n0ukHuXqBknVuWAsIK7qcfYPPyXkLwrIxh7ipHqEe3FvbYkBYY+mKfMeZO6mtUj1KFXRuWAsIK8pInbgsfxiwA8KyKeeK72IsvzzNlFL9xVsxIKwzNanoNWlU5LBS/Zxa6NywFhBWlGH5ayhp98GDJ0/uoqInVX43NgYIK5qsqMtY7hxKlZJ88NaBVMWZ5FPGhmHg1JyjDYio1BK11p5G69ywFhBWlMmsGOhBbjcbGgOEFU2Wj2J7SwVK8r2GhmHkXMKL6z9dcNpZ2TgoX+eGtYCwogvLqh6oL7cxNAgIK6owdqBcoCR3NTQKTH4Ghef3DYy1olEsI+WswCggrGjCx9q/p4T9TNDjclQgLFB4Rj/KWGlaxg6PFBkFhBVNuKhGUmMWW8L6a8X4wYPGL/9L5zZDAmFFlfvGse2UnC20J0NY0YWL6hYaKthXxgorq3cR5bK3SK9jOrcaAggrqry2mX1GVwvuyhBWFLlwRMpuRhKtjyVhzU4jiq/b/OZ6CURps3VuVhsIK6pInfgZ6g5h2Zc5t0vZnUy1pdf8ducEBmKgsBYm0JUzzvCtP7+4mhIW6dyuJhBWVJG6cQsaI9hXEFYUeeh1Kcf3Uz/pdXEtkYEYJ6zfy9Cj/zor53pSuT90blgLCCuqSN24JH3LMnKFRgFhRY8XtzKWU5wWSJl+2ch1ofwwTlhvUhOPVVUvNqExOjesBYQVVRjbQinZ7IX/CI0CwooefOhqLpXOlYp9Rp5p+GGcsJrQAs/qAmqqc8NaQFjRROrFH9G1jLU2dqF+XyCs6MGF1VteAlvwdb9xwipNv3pWf6EyOjesBYQVRY6XZ2wAn8XfG5eEdoWbqjpNjSVhpdA/ntV/KEXnhrWAsKLI7Nv4HTrjRXdlCCt6cFGtoaKZsSSsqnTEs3rY0AUqIKwoMv1Vll+cVoruyhBW1MjJkJ/v1Uq8rwwUVifv5RlGUxedG9YCwoomjG2iIjnC+zKEFS3afiyZqjGN5fdivSs2FOOENZ9KZLprx0rQYp0b1gLCiib8lsLG4v/4QlhR4sxlBxjbGR+/W8rxzTPExmLgjaMtqMp3zu11VamVzu1qAmFFEakb96OejB0SHAeEFSV+elZK8Vj5b1Je6m9iYzFQWCfqELV4d/3BjA3vt4qjOid0blcTCCuKSP24OU1gW4TeAe2AsKIHH7tqTYN48YvgUIycS/jLve5VvzoY+x8OYUUR6e9uGq1mH94hOA4IK1pIojqcTN+ZYMzd4OVlNj9Shduq8sMbdW40FBBW9Lh1HdtAl+WyUW8KDgTCihJcVFOpluilsGQMX8Dvj8yjAm7th7CixpmUo+xDut4EfRnCihJcVA/Qk2bwFVYcBYUkoyGftNHLBJ0ZwooO30u5zSlJ8yEs44CwoofUjW+i90zQlyGsqJBRRsrwPCqVy1he039CHx9dICxQSBjLTaV1EJZdGd1Jvm+Fv355pehgoi+s758JhpE3dEBY0YPPMkvLg7Dsyox5kqpqyBOfBw4WHUz0hbU20KPMZGbq3LAWEFbUkPrxRGrGWKtdoiOBsKICH7parUx8zr4gOpjoC+vU406q0c2Pu2lGfXRuWAsIK2pI/bgn9WU5RX8SHQmEFRW4sAZSG1MMuRs5hpWdXPaMR3UlNde5YS0grGjxwQd8Wuxktr266EggrOjATXUtXz0oxoQ1mIZ4VnOoks4NawFhRYvWH7PsFNrEmMhnPitAWFFBEtWOuIQ9MSesxrTVs3qWUnVuWAsIK1pU2MZWUMl8M3RmCCsKnNgiieotutEkvjJQWCXod8/qRUrQuWEtIKxosYuxcXSrKXozhBUF+g+Sn+H2Cl+vYbzoYBxGCiuJvC4afqOSOjesBYQVLaSO/DA9BWHZlEuVVjF2KIlf87PrvxQdjcNIYVX0XiJ5NV2tc8NaQFjRQurIDegTM/gKwooCF3vKT3y+gs/OKfWn6GgcRgrr/2iCZ/VRekrnhrWAsKIFY8eTaBub9b7oQCCsqMDHrjpSf7MMYRkorE+onMeafasTvMfgowyEFSWkfryUyjD26EjRkUBYUYHfLppOS2NQWOfqU/19zspX6dRZ53Y1gbCiw+7XGBvNn6Zy01LRoUBY0YCL6r9UKd8svjJy8vP+MpRwz8ebDh1cP6EJ0TWndW5XEwgrOgx/grGu9Bxjq8+JDgXCigZcWI/wBftjUFiOQ03cEwkfOKVzs9pAWNGh3STG6tHn5ujNEJbuLM9jLK8szYlNYTkuft2pPLdVlR5Gjl9xIKzosPcoOxxPe83RmyEsvfmtyFHGFlOJHMYyq10SHY2M4ethnTyaaezJlQyEFR2kP7xfUWWT/PmFsPTm81tdS2F9fIvoYBSwgB8oBFJPfoXaQVg2ZdUseSmsT6TXpwU/8dkJhAUKgdSTO9BQlv2S6EA4EJbuML46o7wUlin+JDkgLFAopI5cleayb2qIDoQDYekNF9Vg0yyFJQNhgQLz92uM7aH4Q2xcJ9GhcCAsveGmamSapbBkICxQYJY3ZGwGXc7YJuHLI3MgLL2RRLU1LnE/hGU4EFY0ePVxxl6gzmbpzhCWvuR/K2X2dWouveaKX8xdBcICBWb7BsZup5EQlj15ka8a1JTekF77TxQdjBMICxQcqSuXpq9N4isIS2dqLWZsT0LcD4zlV/hBdDBOICxQYCRfbaGkLAjLngzL46vJNpSyvLuJOW5zd0BYIGKWFg/wkMkS34gOC8LSk/+mBkhy2c2iw4KwQMR8HPCxuFNFhwVh6clbgXIct0B0WEYLi61bstjFrzo3rAWEpSN5mQrvPkTdG9HQzWsTd2fmiQ7KAWHpSnbmZonXqfrd1H+zmvAfRQflMFZYX1zt5espOjesBYSlP/nFnqS+Rek7dvxV0aEoQFi6wuR5V/260FCTjFHKGCislyRJFalSiopX55SnATo3rAWEpT+zb+lLXSgtzyxj7hCWrszNZSyrGC2WhHVIdCweGCesdUR9sxyOp2iOXN1NbXRuWAsIS392zupLLehms9yFBWHpyo+pWYx9SlXyu1Df2qKD8cA4YXWlPry4mbLl6km6QueGtYCwogDrS1ea5JGEMhCWjky5U35czhOsC93WW3QwHhgnrGp0gBc16F+5eimulM4NawFhRQFJWKXpUwjLlmxdJT8uZ74krKYmuJvBhXHCSomT5yNVofNKPSlZ54a1gLD0h0nCiqOdLOu46EhUICwd4UPuX1D5PElYo0XH4olxwkpMkIsr6Re5PE0pOjesBYSlP1xYVImxUY+KjkQFwtIRLqxu9AiLXWGVpn94cTetkau7qIrODWsBYenO1jwurLulHj0h9MGGAGHpiPxsepodw8K6nvbz4k3qIlefpnt0blgLCEtvzqXu58IaytgL+0IfbQgQlo5IwppLpXJiWFj9aBIvspJoxD+OC1MTaZbODWsBYenNpjryJeFX5hlzh7D0Y89CKa+Py0ud3Rurwto/NUMuhxEVuzydqJWRE8AhLL3ZOYo/Ejj+qHl8BWHpR8e3GMuvRNMkYZWNVWE5ufR6ChHF9zijc7uaQFi6I/XlO6m0iU6wICzd+KvYTsYWUfFsxrYkx7qwHI7fF02dZ/A8SghLdyRVXUf1ISw7cn66lNc+1FF6Xd4IwhIAhKU3/GfvStSSMfNMNIOwdIPJV4T8pmD2aKwK6/QvXtW9E7G8jJXhP3snUVd2pLhpFqOEsHRDyu4SSsvi588xK6zR8cO8G35H54a1gLB05nAuYyuI+rF5DUSH4gLC0gt+ZtWP7mExLaw7aJFndSm117lhLSAsnamykbFRXFifPCs6FBcQll7wK8Jq9FFsC6su/eRZ/ZGq6tywFhCWvmQWz+O3FErCMs+YO4SlE38PkUT1LV2WydjxPbErrBLOWc8KZzGX0MLseVrq07UhLFsy7zopuU9TO+l1ZLfYFVYK/e1ZPUGX6dywFhCWzkideX8cF5boQDyAsPThkaFSduvQ+9LrjXNjV1hVlfWwnKynmjo3rAWEpTNSZ55JJSAsO7LjMP9BpcgRKcfP/Rm7wrqf3vKsPqtOgjYGCEtf+HDsC1QXwrIjTL4ivJspNwXHrLBmU6lcd+1QEZqtc8NaQFj6wjtzC7qF+nVfIToUNxCWPvDkVqfJsS6sSzdQne3OyrZq1OCizg1rAWHpyh9SX85Lp87Ur9JO0bG4gbD0wfUboXz6HLPCcmRXofg7P9yYcWjzJx0SqEyGzu1qAmHpSu31jH1HqX2oT/FzomNxA2HpAj+zGiD/RhjjwnLktXE/RfUGY6egQVh6cozfhfU2NetL/c6KjsUDCEsPRq1jLF+5IpzDZ13FsLAcjjXdKnNblbl3YQTXgwsT33NtZ/WqmlLlscwg1eBAWHqy7SGpNz9M/SRhiQ7FEwhLB06l7mLsG/mKcEca/3MU08KS+CPzyG8Rfd/sFHIJa1M6tezditLWB6xqAGHpCr9cqEvTICz7Ma+ZlNv+1EF6HdaN74h1YUXIr32okktYpyskL5GKpSllTgaoagFh6YrUmw/Exe2DsOzHn3ul5NaQrwi/2MN3QFgR8M+A9CKvzXUJawQNlsthNCRAVQsIS0/4CdYMqsX60kuiQ/EEwtIDJl8RHnWtzBizwnIvm3SiX53yzT8P68taPpfnmO8SVv145X/iz0k1AlS1gLD0hAvrGeoiCes20aF4AmHpAJPXGr2fQVjTKo9RNvKqyb8ThjwrcuIS1k/kXHupCWX6VTWBsHTkHO/NzWmcJKybRMfiCYSlA/wOu4o0HcJydKRpykYHqjZ2Ti+K3xPmF7qEtZoeVHf1oq/9qppAWDpy+Q+MZV9G30nC6iA6Fk8grMLDRTWfSmS71+qPWWHVohy5XE1px6WiGz0d5he6hDWTBqi7BtJHflVNICz9OFQ2n7FlVCJfEtbzooPxBMIqNHNfk0zVkx7kN2EdUXbFrLAuS1DK+5WLwVXUKMwvdAlrCjkXWR5Nb/tVvTj3TGsv6hj6nGl7s7yr1J1HUGuGQXfb0XQyYzml6X/8tpWVyi6TCasD1fH+p/3M+dAf0iSYsBJS5SI3MVl+xNdvVCLML/QQ1nB11xga71f14hD5clWYrYGQ8MuGDvQyhGU7/kg/Kp1aUZkcxr4rp4rAZMK6yu9f9uFCfmPwFUflaRyD6WGlnpAQ5hcW6JJw6RQv7qeHwmwNhIQLqwJ9CWHZj2NSah+iHtLrriXqLpMJ6yG63/uf9tLCfmMwYTWTH0JxIp1+kKsXKDnML3QJaxV1U3c9QYv9qppgDEs/uK+2UdIxCMt+SKnNLkVz3L8Rmk5Yxo1hjaUr8h1n7qS2SvUoVQjzC13C+pGuVXc14/cx+FQ1gbD0g/fmD+laxnKug7DsBU/tNKqY5/k875gV1pmaVPSaNCqiXnJ+Ti3C/EL3jaP1EpQH7/yaXCNAVQsISz94r+5FjzH2bXEIy17w1N5DTzIIi3O0ARGVcl4atw/7/8N8j6k5r8jlq8qcHJ+qFhCWXpyvdVzqzg35ZLMx9SAseyFl9nBR+gbCUri4/tMFp52VjYPyw/xCt7BOVUjhQ2zL1NnOPlUtICy92FxD6s0ZCbSbsY2PQlh2YkcLKbXvUm3pdc1nrr0xLKwC4haWY3NxatWnFaWtC1jVAMLSi096Sv35v1ST/xX+D4RlJ/o8J+W0Fb0gvXZ73bUXwooUD2HxFfuSK/fMDFINDoSlPzW43gAAIABJREFUG8rMZ34vtAPCshW3rmVsdyJtYiyvpHtB4NgW1ukdK7/Vub2wgLB0gwurCU2AsGwHz+xIasCL79x7Y1hY5yc3iidyvm/kQ3MgLN3g3Tkrmf8ZhrBsBk/tTTTUa8g9loX1cxPJVglx6vvdUrfp3LAWEJZe8O68kMrzJz+fgrBshZTTrXHx2yEshYvNKe31gxerq++/Si/q3LAWEJZe8O48mNpLr5X3QFh2gmf2JbrZx1exK6z/Ko8idAprAzXRuWEtICx9yL+G9+fW9AZjO1PPQ1g24hTPbB2aCGGp3E2TeeEU1i9USueGtYCw9OGTO5RnPq9gLOMjjGHZiKzSjK9yxhdz3/uY5xsxK6zydIIXTmGdpUSdG9YCwtKHp0ZK3XoVpSuzzSAs+/AqX+XsCbpXeh3e2fONmBVWkrKcjFNYP4e9HpYeQFj68G+e/NN3KwZh2YwXlzGWU4ZmSIlt9qXnGzErrDL0Oy/cY1hX6NywFhCWPjBleuxLEJbd4Bn9gsrlSMXPXm/ErLDa0CxeOIX1H+dCfoYAYekD79b5ZWmeMjALYdkHntmO1Mt3yD2GhfUJ1f3T4RLWgcvoyyAHRgMISx+Y/JjN5LfGjBk8ZsqUO6itc93HmWdFhwZhFQopsZnF6GunsE5Pc2a2mXuJz1mFXT5dB4wT1vmr6fbfnMJaUYkaGnmrO4SlD7w/t/VbVZszRnRoEFZh4ImdRNVdJ1j/CZjkTwVH6TD0TvdjFanUS0sq0r6Vo24iKrFX53Y1gbD0YMVjvEPfSnXbt2+fenvnzm2q3tFZpUu4T5mMIhBWgdmSLyX2FnrRJawNzsR2blntTudm16OCw3QYO5eQ3eHxEJudOjerDYSlB734YHt+aVogFQP+ER2NHxBWQclNPcbY9vj4rYxlN/pbdDSaGLtaw5ruFbitSt35xb86txoCCEsPruNrUa6motl+I7OmAMIqKG92kjI6iJpJr5+Z/P+h4eth/ZF55BedWwwDCEsPspQFSPymm5kECKugfLFaOnOuJa8Z9MSHooPRxsDJzzq3ExEQlh7Id2G19xjpMBcQVkHhCf2aUo+YNLGeGCesrlcauZ6MDxCWHjBlCGu+Sfs1hFVQeEIfpY4mzasXxgmrLuXo3FIEQFh6wDv0GnkIK+eE6FgCAGEVFCY/P/ULCMuT4iTwohDC0gHmHsKaYOQ0hXCBsAoIz+unVD7XAr4yUFgJSTo3FAkQVuEZ/Anv2B3kp6o88LboaAIAYRWMt/mPKbfTs9LrYdGxhARnWCA8LlX8xj2RsKeht/2GCYRVIPaWPM7YzoS476Xs1swQHU0ojBPWFZStc0sRAGEVmrzyfGmZlZSWY9YrBwirQDz/hJTQIdREep1TV3QwITFOWJ1o+llvdG5YCwir8Mh3YQ2n2007NAthFYgf9rluwppo8puwHEYKa5LfVEqdG9YCwio88pj77TQcwrIXPJ+LqNhR0+bVC+OExRIgLCsj+yo7lVaatmNDWAWC57MbdTFtWr0xcGrO8SM+6NywFhBWoZGFtZBK83n9AkcjNYCwCgJPa2Y6fQlhmQkIq9DIwvoPdeAPV7lFdDABgbAKAk/rBKqRbw1fQVggLM5dx5doYE1ojPQ6tJfocAICYUXOv/fzH32vkx9Q/91foqMJg+gLa+H7eTq3UAAgrEKy6nLuq6NJtFkq+s0SHU5AIKzImXGjfK9K0m7G8qptFR1NGERfWLfQBrlMMfIpOb5AWIXkrX7KY1WqMfOOdUBYkXPPe3xJGbqL34R1+SXR0YRB9IVVipQzTaquc0ORAGEVknP8yoH1pa7m9RWEVQAO5DN2vCTNlLK6YL7oYMIh+sJKUJ/wDGFZGfnEijWk9yEsW8HTOZmq5Jk4rd5EX1ipdE7ZX13nhiIBwioksq/2xcftNnHPhrAih6fzNnk+u1mz6kP0hVWPlIX7ICwrIwtrEjUw8RAWhBU5PJtbE+K/N3FWfYi+sPrRg8r+6jo3FAkQVuFQrgg701PS6+5rRUcTBAgrUk7zrD5Ft1nHVwYIKyOJ7ln589mzVO0sJj9blBnyNUN+OfqKD3m0Fh1OECCsCNl2pZTO46XoM6mYni86mvAw4MbRmckBnyKLuYTW4Y4PmLK0DL979PkRosMJAoQVIQ/x50x+SBVyGMsufVB0NOFhxJ3u+x6rBGFZmioHuLCG0h3yBOgLosMJAoQVIR13SulsRs9Lrx/dLDqYMDFoas4ffjOfMfnZQihDWDfTm6Ye7ICwIoRn8ztK2CEVm/aJDiZMMJcQhEb21ZEk2gRh2QmezT7UxtRJ9QXCAqGRhTWDapj5pgYIK1J4MrNK0nRTJ9UXCAuERLkifJx6QFh2grmG3E2cVF8gLBASRVh1aKr0mtlCdDRBgbAiIX8hT2pjetlSvoKwQCj+qXOM9+lNlHRIKuY2Eh1PUCCsSOjJfxz8hpL38uUajoqOJmwgLBCC+dfKJ1iv0q28GPKc6HiCAmFFwIliP0jZ7Er3Sa8bi58RHU7YQFggBG+MVG9qeJ0XR/8WHU9QIKwI+H2ylMwDRWgR/yNkzhVkAwJhgVDIvjqsLDZq5uEOCCsSeC6HK7PZjxo5S66QQFggBMqQ+ydU2+S+grAigecyrwaNM3lO/YCwQAgUYXWlPhCWjeC5nE3pR0yeUz8gLBAC2VP55WkOhGUf5Fy2oV4mT6k/EBbQ5G/58V7sW0rnG4e7i45HAwgrbJ5ZLyVzXVzCVmbWp+IGw1hhsXVLFrv4VeeGtYCwCsqjb8vCepHa8WJaM9HxaABhhcvuUkelZPakO/mIe/nTosOJBCOF9cXVXqvLTNG5YS0grALyZ7EdsrCup/G8eHqw6IA0gLDCZcjTUi4zUuXn04/6P9HRRISBwnpJklSRKqWoeHVOeRqgc8NaQFgF5GAH2Vc74+P42klsr5n/GkNY4fJvnnwnMF9wlD35rehoIsI4Ya0j6pvlcDxFc+Tqbmqjc8NaQFgFRfmN8E1qZPYhdwgrfHgqc6vS26ZPqT/GCasr9eHFzaQM8p0kI58EDWEVFEVYtylzZM3duyGscOGpnEElMk2fUn+ME1Y1OsCLGvSvXL0UV0rnhrWAsAqI4quMJPoOwrINcipvpb7mT6k/xgkrJU5eC7wKnVfqSck6N6wFhFVAFGF9oN7mbu7eDWGFxSX5ZtHllPSD6TMaAOOElZggF1fSL3J5mlJ0blgLCKtAnNuieKoD9ZOH3oeKDkgTCCssprXmuexEHfnknDmio4kU44RVmv7hxd20Rq7uoio6N6wFhFUgJnSRfZWVKk/qZ292Fh2QJhBWOFysN1NK5Y6kuFVSMaWJ6HAixThhXU/7efEmdZGrT9M9OjesBYRVIK6aIQtrJpXnv4OzeyaLDkgTCCsc/uqdL6VyAN3MM3rD56LDiRTjhNWPJvEiK4lG/OO4MDWRZuncsBYQVkG4eJ8yL+dh6i6X68y7FhYHwgoLnskjxYmfZ7F3/xUdTaQYJ6z9UzPkchhRscvTiVpd0rlhLSCsAqGMYOVXUJ6sYvYBWggrHORMvkG18yyQ0QAYP/n50uspRBTfw9BVWSGsAqEIazEVy4Kw7AJPZHYVGmuFjAZAxGoNvy+aOu9HnVsNAYRVEBRfsSeokwVuaoCwwkJO5ASqlG2BhAYCy8uAoCiayrPIFSGEFQYv7OIZrUNDLZHRAEBYIAhnVyrCWkTpx3n5zReiIwoBhBWSDeX5xf10SudPbJth9oQGwjhhucfYT/SrU765sb+nQliRM+V25xVhR7nsqndP0RsIKyTdXpNvZlBm5dSfKzqcAmCcsKZVHqNs5FWTl8MaonO7mkBYkXPTZOWKsCJNkzeq7hIdUQggrJAc5L8Nfk1J26RiWe0LosMpAMYJqyNNUzY6ULWxc3pR/B6dG9YCwoqcN7K9rgjZGtEBhQLCComcyLuUU+bsk6KjKQjGCasW5cjlako7LhXd6GmdG9YCwooc5n1FaP4RWggrFHIeV8UlbLJEPgNinLAuUyY/O+5XLgZXUSOdG9YCwooc9a7RKjQVwrIJch7vpQ7WyGdAjBNWQqpc5CYmy/dg/UYldG5YCwgrYpjzrtG0Yxbp3xCWNj8f4HnckCBPe7ZCQgNhnLBKkPxA7MH0sFJPSNC5YS0grIhRhdWDulrkBAvCCkEbeUnkbnQHLw6JjqaAGCesZrRIej2RTj/I1QuEBfxMzE+vKJrKLkFz5Y03j4oOKSQQliYbyvNT5a1JtEQqjpT6WXQ8BcM4YY2lK/IdZ+6ktkr1KFXQuWEtIKwIGdZDEdZ0qijPks0pkSk6pJBAWJp89zlP5GPUnBfDO4gOp4AYJ6wzNanoNWlU5LBS/Zxa6NywFhCWJke2O1myVSnLfbBaWQJLXfl72eWiYwwNhKXJum8kZibRmG8+/+abRz6X03xAdFARY+DUnKMNiKjUErXWnkbr3LAWEJYWcykQz0qeOlyUVsjCOrxddJChgbC0+DBgkieKDitSjJxLeHH9pwtcD+LcOChf54a1gLC02FWvlkppKqZsVK9e/WPJU+9SPWaVMXcIS5N5NaWcVo6jCtWLU3p1Nd91VooOK1Iw+Rl4ME79DVe1FGuhPo/QCr6CsDSR0/gIXxn5KeotOpiCA2EBD3yEtSspbhOEZQemy7/6bkniTxOBsLzAag0WxkdYQ+lG61wRQljBOVV2ifIT4U2MC8vI57/oDFZrAB4owvr8WXVaTk2aKG/sGSg6sHCAsIKyuDNP4/YUmiUL63bR8RQcrNYAPJCFdbHObEVYCyntqLwxsqPowMIBwgqOnMYHlWd7PWjougM6g9UagAeysDIb5yvC6uqcltP2M9GBhQOEFRQ5i+sS4uQLwyfpOdHxFBys1gA8UC4J1XGrI6m0UNn67h/RgYUDhBUMJYv3URu5HARheYLVGiyMLCznPQ3vUB0LDblDWMGRk7gyPn4VhOUPVmuwMF7CakaDICwbsF1+yDP7P7pLSSaE5QVWa7AwnsLaFB+/HcKyPhcayD/1LqDEtbw8BGF5g9UaLIwkrN1ZqqX6UStL+QrCCsz/ruHT2POvpUd5Lr+5HMLyBqs1WJhx1LXMWsVSmek0Q9nqb5E5/RBWQE7t5UmcQsX28LLFeAjLG6zWYGHG0U23qadVE6iavMAMO1D0V9FhhQeEFRA5idk16QVe5nf9E8LyBqs1WJhx1GqVKqxGNFjZ+KiN6KjCBMIKhJLEcVQqw3l5D2F5gcnPFmYcdVJ99Q0l71Nvx7LKYroQViCU6/sK9JprOBLC8gLCsjBuYXWje6015A5hBWLvTjmHz1HdHAgrMBCWhXEJ63Ax9eETEJaV+asGn+3MthWh6e5cQlheaAmLrVuy2IWRQ7kQVni4hPUmXZ4PYVmeEbfLKexMt8oj7o/KQ8gQlhfBhfXF1V7LSU/RuWEtIKywWNdSFVZuNRpnNV9BWP4s2sFTuCw+fqV8a0Pd83wnhOVFUGG9JEmqSJVSVLw6pzwN0LlhLSCscLh03b2qsD6lsscVX418T3RUYQNh+SGnML8ZdZQ3Gs+Xd0JYXgQT1jqivlkOx1M0R67upgL8Ws6cZ2drlHpWr6opVR4L44l5EFY47K0xVBVWE3Ku4VftO9FRhQ2E5YuSww+pqDLHSh2EgbC8CCasrtSHFzdTtlw9SVdE/t1Hqe0QmWNydVM6tezditLWh/wghBUWWcMUYS2lJOXXJba19kXRQYUNhOWLnMJDZZ131Kl7ISwvggmrGskzPGrQv3L1UlypyL97J33mUTtdIZnfN780pczJUB+EsMKBMVVYHdVrCEsNYUFYPhxUMvgU1cr2SiWE5UUwYaXEXeBFFTqv1JMKsFrDWnnFBycjaLBcDgu9PjyEFQ5OYe1KpsUQltXZVEL21MYk+oxBWMEJJqxEZf2rK+kXuTxNKZF/91e00aNWP17Jwc9JNUJ9EMIKA+YUVl9qbEFfQVheXLjmbTmD/0fN5XLueec7EJYXwYRVmuR1du9WB8x3UZXIv/sDOuyu/EQN1K0mFGrcHcIKyflVTmHtLUozISyrc36cfCPddEqUZ4d+V9w1bgJheRFMWNfTfl68SV3k6tMFeTjaUDr2t6uymh5Ut3rR1yE+CGGF5KPmTmE9Tw1UXeX+JTqqSICwPFEyeKQSDZA32gx3vQNheRFMWP1oEi+ykmjEP44LUxNpVuTf3YOIKnecp/xwNdN1J9dA+ijEByGsUJyt8pUqrMMl6CNVWANfFh1WJEBYnigZHEDVMuWN+e6/PRCWF8GEtX9qhlwOIyp2eTpRq0tBDtRg48wPXmpThG6U74yYQsPU3aPpbZ8Dz/Vt7UUd6hB5azHFuXeYKqxXqK6yEBbLLr9bdFiRAGF5oGRwrd+Iu8PiwupAdbz/afc9H/pDmoSa/Hzp9RTpPCm+x5mCNvDbc1Sb/7mYQsPVPWNovM8xh8iXqwraXKzAVGFllVMf98zYzodEBxUREJaLX35Rbvu9lVr6j0VaWlhX+f3LPhz6Q5qEXq3h90VT5/1YmCaeI/7Ue81LwpVzvHiIrPVvz3iYU1hvU6VsKw65Q1huLjYfI+dvAhXdZDNhSf+Svf9pryzsNxqwvMwReT34VdRNrT9Bi0N8AmNYIWBOYd1fjV63pq8gLBfvNpJXv/ohTV2275DXu5YWliXXwzovT+v5ka5V681wW0MhOeUS1rVUzaInWBCWiznKedVd1FgejVxV3mu8GMLywgBhZdMNvKiX8JNc/TUZN44Wjtk3u4RVxLWuDIRlWZT0TaUkZYH+JmO93oWwvAgtrIu/5+zfsnL+5wVuYgo9z4sR9IpcfVWdoqMBhKXFHxXnuIRFtXPV7TW5ouOKEAhLRcnfkcr0pPJjb/9zXm9DWF4EEtbFE3tW/G/S688+cvfN11RNj1OH9yP+6g3KL4vz01KP8/JUhZSlUrEMk58LyZGXnedUA4nec25fvVB0XBECYSmo+etBNY4GPFOGsLzw99C1FRL8foskSol4tYaL5Yo06/5kl5pUaoWyY3NxatWnFaWtC/lRCEuLRekB8pNU5oLouCIEwuL8sUax1ExKWOzpqyWpAZJ82TyxwUaOEcLi/2cSKzS4/cEnB775wRcLVn6/N+vEmYIss7Ss11XpiaWavu567lRWr6rJlXtiAb9CMj0uQF+mx0WHFSkQFueBh2RLZVSgvl7nV9MC5ZgmC421ABghrPfLEt2zS+dmIgPC0oCxQwcVOtG1B52EvMw2HRCWxIIah2RNPep3QfjHSSfZrq3fRYZaIAwZwzo1LI3i2m/WuaFIgLCCcv6S61fBVQlxS6z6E6EDwpL5WVkNeXZc/Dx5443+oiPSF4N+Jfx1cHGiFkt0bip8IKxgXGr9ictRN9M9DMKyNkry9ldQfyHcXHy/6Ij0xbDbGv4YKV0YXj3tX51bCxMIKxif1nfdJzqbkjZZ2FcQlsPpq/xWdK3ypOeZH4iOSGcMvA/r73drEFV6S8jYCIQVjLHLnYrKrku9ndtH7hIdVwGAsJx3NIymImst+3dHG0NvHL0w5yai1KeO6dxiGEBYwXBfAw6i8oed24M7iY6rAMS8sI6oT8fZXIyGWvdEWRuj73TfcF88JXQM/VwunYGwguD21Zai9L6rUu970YEVgFgX1tlGylTn7EZ0fZ5NfSVgas6x50sQNSz0ohCRAWEFxu0rdpf6sAKZs6IDKwixLqxZ98uruLMnqOQOxVyiI4oCIuYS/t6aaKDOrYYAwgrE+Z/dippDiSvdNdGRFYhYF5aau2lxpPzwu7u89e6lC4nxwvrljUpEyaEWYdeZWBPW2RG9VR6/qZNz86m9Pkf1cA2ys2O16XGL+yrmhHX6FWdme974YO/e3WWeWFKOHlSyeOfToiOMAkYLK6N3UaKKI07o3GgoYk1YiwLOw+jofdAnNTJciupN1Y9CWNbis4BJrkCXK5nM7WOpZx6FibHCWts+jqjRjHMah0SHWBPW2VEDVdpTDefmIJ8zrHlrXYZaEB83x1VZVODl9sUSa8I6PcKZ2dZU/6n+Co0pfZOl/+yEwEBhXZx7A1HcXat0bi8sYk1YbmZSm2Bvuc+osmpTV1dlf4mjRgaoH7EmLDfvUI1eSvKmxsV9ZmdfGSesc5/WJUp5/IDOrYUJhOWP21fseSp3wFXp38PI+HQkloWVplzdby9FPWztK6OEdfbdakQlBhXqWTmFAcLyw8NXixPpY3ftc6v29VgWVhvlTLkhXXtc3tpn/LCLMRgirH8nVSKqMPq0zi1FAITlw4wv3YY6UNH5u5K1/zTHsrDkWev5d1GF3XIOD9X4TnRMUcIIYc2uRVT5nb91biciICxvvi253m2ou6i25X8h5MSusEYowhpCyeoiox0fER1StDBqxdGmDwx4ffKsZZsP5p8SsfIuhOVNh1luQ02ixMV2OMGKXWExRVhzEtXHEDI206I/9IbGCGEl+dwpUqRM9frX3dzmHp0b1gLC8sZDUJvS6UV37VCAg61CbArr307rFGFtLEEdLf9HJyRGCOvSL3tXzhw/qHfHFtdULuYhLp0b1gLC8sLDV4drU4s893BW+TzjQ9SLmBTWpa63Z8vC2luNmmdDWJETwkMXTmbtWvf1rI/ffv1FnRvWAsLyxMNX7B6quNdd6/KEgBD1IiaF9Ueno4wLK+c2qrzb/r6y5pOfIwfCcnHic09fjaNEj98L2XPWeyqBm5gUlpw2SViPUqo6eX2KgPXmjAPCsjm+wjpx9dMegpqbRIM9/SUoSH2IRWExVVhXUsJ0ZXtGmeOig4omEJbN8RXWwL75bj+tTqPutvFVLAqLOYVF9La6XWW56KCiCoRlc3yF5eknz3Fa6/sq9oS14h01cY+R+pAcZtG1F8MHwrI5PsLy9FVWc6q8y13NteicZxexJqzlJdX755YXoUrOX3pFBxVtICyb4yUsT12xvHZUdIVH/TEjf7aNBrEmrCdmK4n7riRRhxjxFYRld9zCuvRyfy9hdaOUuR7VOZV+ERpo4Yk1YamJ21mNKqtPwLXybb9hAmHZHLewujbc5emrFyh+kmf9f5uExqkDMSYsNW9761LtlxVhzS0tYtqbsUBYNsctrM+OefppINEbXidcQqPUhdgSlpq2/fWp2g5lLuH3ZRaIDir6QFg2xyks5s1QomE281UsCWuJ82a6jGuowmZ18vOOJaLDMgAIy+aowvLx1StEg+zmqxgS1uwS81VfNaIy65gqLNFRGQKEZXMkYV36+EYfXz1N9IJnfcd80WHqQewI6/WvlbwdaEBlVjFVWKKDMgYIy5acGdBZ5SYqXyv15vac+xYp3TzvUYob6umrjLoTRQesBzEjLOfwVed0Sr6NZ/ZqqtRezXf3XaKjiy4Qli1ZHPCRde3kfn6sA8WP8Trh6t5LdLy6ECvCcqbt9YBJ7iM6vOgCYdmSc59PUfngwYFjnGzm3XzXdZT0ofcV4kl7/BoeE8I696cza99Xp/TnlcSOrFP9HWfC80VHGF0gLBtzce5Q5suqKlRynvcu0WHqRSwI6+StzsHH7ypQtc3OFA618rJAEQFh2ZdLjepO9/XV1HSqtdGevooJYV3/WK6StcUl6YqdtkthaCAs+8LW5nmriWX3iaNbD3jt2ik6Sv2IBWE5z6mmFaXG+2PQVxCWPdlzzvfOK862GyjumVyvXdNL2Odiwv7CcqVtbAK1yoxFX0FYdmR+41IbAvjqvXRKn+a9a0XpdaKD1Q/bC8uZtbx+RPerC5nl3DdMdFiGAmHZD/bFlOP+ujrQgeimbT47T9tpfr+9hfVzpy1q0jLvorhnnevG3n/bKdGRGQqEZSf2TTwc4MxK5pNylPifXJ+douPVF1sL62iNR3KUpO1oSMn/396dwEdN530c/7X04OhBy1kolMsCIociCkgVQQ7lEuERxQoPLIcP6mtXlGU5BORYpKwsnktd5BA8ilDQqoAccllQqlyFgrRAEQZEBK3cWPJMMklmJk3naDNJ/pPv+/XSpJNM8mdSPnTSmcwb8iFcbegnqusPwQoik2oNyFbP1Z4+RM2/VN5q9Hg1FtTB2rFIPGhralD1NcF6CL1DsNhx9eFGooaV46TZ22Zw3LXtaafVTrJLCl+OpvAXC91vPPV6cLxc1CkognWxs3RkG1SqJs0mO3+iSgun27+zbq8QLIacrKD2Vox2HDeyyaA9ttIta0J031bFjUd63HPD6D+QxoIiWPtC1A5yF/GoHR9M1POo+MXa74werAEQLIYU5IiWU01+0r95fOa6QzbPvriPqOZbJW6e/5eg+3iVoAgWd0Q6yG9RsjDd/Y/p6444Dtru1hQ6Tnpx3fy4XUaP1QAIFkuu3+T/f+bx2ymR/5b9KCvPS61sazoRVR6rcire6D9KAARHsGTrqQ0/udm7ySbxmC2Op6ofSAcwt2mO0SM0AoJlXpcuXBamm+fPOs9PF0WHT+W/VY+9m0YJ3kolWJVCFD50b8kFhv65AiU4g3VjtvgK0WNDidrsCu5D6B2CxftdTMPVC47XfRdfuHDTbcEN5YJLigWctOBMwQVhWlRwzHGPggLHmnk5js/9O7Zho3Dy6NyKFUeFLSxLXyksWD5+tPBO+/UPPbRAWKEitRC+NSenDsvlp4WHpW/W9b4E66f0O+25GqJ86ZXNti9In0oEZbDko7apGYWMcv7ixOjRGQXBsvulWmwb4bugZ2zsZn46PzZ2PD/NlRb0ci6YKCyoKS+I+5qfvikuOBCvWPB2UpLwY1Fu46T7hQVPtWojvAx9aUqKcGbp8JDUF4QFCyZNFYq0NyPjgJcW+RCs/RMSiaJGl8yVLb3mMt0ed10FY7Ckg3ZqcgTFy29l32PZXiFYAm9/+83GW7AK//tgOFHdiYdVluXeFUTvxnETdMGq9rh00L7tQNRVemp/fNgdRo/NOAgWT8OW6MJjsE5l/qUGUWjnJcrXtTvo9ZByInStAAAYYElEQVTrL+iCFZPrOGSn50ZR5VelN+PYBnf/2eixGQfB4mlaEx2UHqyfVg6rSUS1/m+z+nK9HnAjBFmwPhJPYdq2diJqv9N5DK8WGz00AyFYPE1rEjDHeyaJEqiCNNvQ5aKih999srq9VjFPfKz6w1XB2Df0erwNERTButhdfHV7Uk2K4A9w/dgQCuntvLKZ0QM0GILFC3hrNJGj+kp3xzl+W+Gqse3C7F/GDlqqcqkG3p7Erj/q9XgbIiiC5fmV7utPGj0+oyFYPF16U37bMiTzFsqzB+0/WX04tkNF/vu66TMZhaXe+/pOvR5tgwRFsLj9G764J34Cf2TnLs5Ivz+Eosd8vMLxSveDg+qcNXp4RkOweHoVR3tHP535+G3CP8oJ//P69x5W1OuRNlBwBIvjTszJdxyzwldiKPRp53uv0ob+avTYDIdg8QIblcA4+fWCv/ZIElpVoflTr3/rYdWvBx7W64E2UpAESz5sSxoRtfrceRiNHpgpIFi8wGWlVOukz5FLf3muNLdQ5U00JRXu+PDVMT0bhzvObtTsMeGTUq/a5/BK/DRLXOXNfMHKXiGZvUiay/TwU9KNhc43h355H1Gtf7t8jIh+wzYzBItXpuSUy85Q1UvFeLjHyT1fLJox5rF760j3rHLn4Fcy9nnfFVd0Sa+H2VimC9Zu1Y9m7lfq+jnJbaVr8X/VO4SqjM2XjuFHnc7rOG4zQ7B45YtPWRT0TRG1oYrSbMo0xVpHczZlLk4bN7xvh+R453d8lebdR8z6+LvTqht2k5dtpX+XTRes848+JGpDMdLsQ++Vun72cvGYbu8bQmFDnD9vj038WMdhmxqCxdMuRP7LoiR+cirvh+x1azLS30ib/NKzQwb16Xxno2phbv8yh9dt13fktAWf7/d1y3lPxszQ6wE2A9MFyynLh6HJx23LwDAK7bfdeSA5m0V+RvYBgsUrb3RO5Dnl7pSsX8f7RHjxwSLhJNX8tLTpkya9+CxvZGq/HikpHVo1obCkxNhw1WcPVKlW03Y9h46dlZ659aD3YSj8+uYZvR5fU2A3WFfe/h/5qH31SCiFdNvochz1GiQTECy7JTVifaN64kk7MTWT7mib8siTz4yfkvb2sqxte0t5CahXxzdZ8buc3WC16LzaceBOr+kaQtRtrXwgpw3Sa4iMQLDsntc4PCFy4eoJb5+5vRWvfUpK9z68gampw5999oVJk6ampc1Ln0YJ69bv3OP12qG++2lQzGN6PbBmwmywbMcdB67wjeZEob2cn250OrHrbt3GyAYEy+7mTn/tz1M6Wko9vBLPYWmIW5av2wNrJgwG68ZnZ+XDdmBSHaJKQ7Ndj+QfOo/T/BAsnsbF8IuGwdo5baAVnwpK2AvWhzXu/EY8dp8NiCCqM1l+WfueE1Y+lKVDsHhaFaMsNAxWu8GZej2gZsRcsGxbv3IcuNxpyUR077snpSO5qWdstu6DZAKCxdOqGL7La6By7qvCsLJtLH/ZTPxzbMJg/ZSocpDDpvCLduXK33SFi3qGE1V5cp3LEf0s7YLRgzcpBItXzvqUwQ+V1c7Wdy3Ttgqrt56m1wNpZqYLVm6E2kEewnHf317jXcexO7Uytar9trZzpbdXnS7E6xg8QbB42kTILwXy6fofDsizJ73fz8Wp5ePG45vbyXTB4i5dkJw6L88Wc7Z9GY4jve6ZBHutEv8qvSHHVjCjyTijB21uCBZP2xYFXqHwJrNTD7+4Xq8HkAXmC1YJhf9aIB3DkytH8acFoh5f6fIG54Mj1v9p9BjNDcHi6Z+c8ljVOHyyXg8cS8wfrL1R/T4VDuGP6QPj7LWKGbDomHhQj3yDp4K+QLB4xsXHH4seu1v4RMGib4r0edQYY+ZgXTnr/C7bNvtB/uRW3BPL5MvDHnq48hijh8gGBIunVVJ2yBe5mjFLnt3p/X6e/WNAp0P8v76b39lwVafHi0k6BeuAfJGr1/4jza30fK31E10qD3ccy0P/HcyftqKGz2S6fFAId/l9/HjlGwSLV96kiAqj1H4rFO/DdWBcndyWKVzlKqdtQkdhdEsXb7uly6PEOH2C9Wuk2kFuWtrqN+z/2X5cyr91PW/pmFb8u1HD7p0sXYrh1MLUoTqMOYggWDyNgmUbKl3YqiNRJ2l+lJc7ZWVkCdNJfR7gP1ieW9joruX8oP7cvPeiPo9OkNAnWDeHSBe26khh8kWupqquezK1jvjSuj0LhjXnYxXaYvT7ru/i6j37gA5jDiIIFk+rYNnl5xXY/3+YaNsu4SerIxkZOfy0cNak+WKXHuG7ZHsnNnYC/zzg57vbDhEGkZW++roej0XQ0vsc1lGKKXXZtcv2/9lyXt1y2nYkc1pf4RWkoc2HpR9wfJcULhz1DzwJLAsEy+5Cj5RU4fvobyn3Z/PTjJSUf/PTvB4pg4QFI1q1Fn6KX9qq1Wx+mts8KUVY8Ghs9U389C2icfz0QAS1tG/xIlHDJsK/nWvES0z+9syofwo7W5f+vnA5tssFBeiTpswTrI1tKk7lvxsOr5jcr5FwTaLwu8csdbkgR16vqT/oOtaggWDZ3chcsVGY+XbFSuG09tkNG4SzqH9u2pAjLDiwYRN/MoK7mJPzCz+9tTfnmLDgXMFx4fzSzQsXbrps0R4s1Ehvxgfr5oGlx/if1/dn/Zj93rjeSY7zW/UfnZ4lXtls2xNN8cLQckGwAgLBMoDxwXq5Qe9NhTuWTH6ijfjOq7o9XlrK/wblZPbi7/nXWR16feNlXccYdBAsDd3qESeqSiTNxpX+KSmgKX2CdfU+6cDGUog4Vyks8jubbe+a18b0kD5+LaLFgEkf5dpsjg++ebF+9106jM0CECwN3ayj9hvvhnhNgj70CdbvVdUOcrVuTSuKs5Va9B2bvtXxZsEn4yM9v0IL/IRgaeligWTPPnn2dz32DLo9Jfy14PtpI2cWHMlaPqNjh07t68mfH1Kh3gPDZ2XsPm2z/fhQw5bCukeP3fSyNfAPggXBIuDB2vjXQWsObV0wa0jT5ORazg8kCUu4u2fq7I+zC22rmld7kV+xePP3+ODTwECwIFhoHaxbWzN3cdwfJ/d3Toia8Pygbu0Soyu4PAsMr3X7nR26z1u1+5RtaHj9bfw9inLy8RNVYCFYnj3fuJEotoo016g/LgFiRmUN1qn+ScJhTahePSoqqV7duPDw6Piqyaldo6OqVlN+YGS15A59H2uQ0HXDfnvRBgx4CYHSF4LlWWO1M6yV8WEmZuQ5WBenjH9HmJncu+eR0wUFBycnVB+5Ynn6y6NU3xzoVLFWXNX4fsPHvrJsaMNWa/ktFK3YjJepGwTB8uznHEkEfS7NFmo7ONCG52AtrJtQv3FSUo3YKmEe+1SlVnzlyo3u7/70jEm1Gg46dOYax61asha/6TUJBMuzJ0NUvqc73tB2dKAJz8F61P0YxtSsFRXd8L4ufQb1r6z6gd49dRs3+AHB8qy12vdyjUvajg404TlYOeHULDsn51BB33t6HLliv2HXq/OOCkvOq324DSUV6zJo8A+C5dlV+eVUh/bLs7jgpyl5Oel+4UJp75a6LB/Z3Fx5Fm+hMSUEC4KFmS+RDBpBsCBYIFgWgGBBsECwLADBgmCBYFkAggXBAsGyAAQLggWCZQEIFgQLBMsC2A7W8RH1IhOHF3hfEcGyAATLApgOVnYMPTiqC0Vv97omgmUBCJYFsBysotoRX9gnX0ZWv+BtVQTLAhAsC2A5WDNoojCdQpO8rYpgWQCCZQEsB6t5qOOqROfCG3hbFcGyAATLAhgO1llqJc61J2/n3REsC0CwLIDhYG2mJ8S5EfS5l3URLAtAsCyA4WAtp+fEufH0rpd1ESwLQLAsgOFgpdMUcW4OzVMsuzbiITdNqJdewwKjIFgW0IuauP/VHnmtnFvUMVhTxbk0ek2xLL/ElY1b6jUsMAqCZQEtlX+xQ/LLuUVzPCXcssLNU5Sq17DAKAiWBaTSU+5/tbeUd4u6BWsTDRbnRlKWl3VxDssCECwLYPgc1hlqI851xMsaAMGyBIaDxTWrcFaYno/AC0cBwbIEloM1g14WptPEt+h4gGBZAIJlASwH6/fakV/aJ2vx5mfgIVgWwHKwuJ2x1GV0F4re5nVNBMsCECwLYDpY/AX8IuoOwwX8gIdgWQDbwfIZgmUBCJYFIFgQLBAsC0CwIFggWBaAYEGwQLAsAMGCYIFgWQCCBcECwbIABAuCBYJlAQgWBAsEywIQLAgWCJYFWCZYnVeUYvGs0pYYbIlZB7Z0ptEjUNeEmpS2aOEcPQfih/deNXoEpXhvttEjUNfZGsFKU15YFQCYlKZxG0wZrIP3ty1NNDUqdZmhoqmh0UNQF2PSgTWLblbaokqUrOdIfFeJbjN6COoqm3Vg9x/UuA2mDJYHnSnD6CGo60ofGj0Edd1pmdFD8NcdtMnoIahrTV8ZPQR1d9Fao4egEwRLIwiWdhAsfyFYZoVg+QvB0g6CZTgESyMIlnYQLH8hWGaFYPkLwdIOgmU4BEsjCJZ2ECx/IVhmhWD5C8HSDoJlOARLIwiWdhAsfyFYZoVg+QvB0g6CZTgESyMIlnYQLH8hWGaFYPkLwdIOgmU4BEsjCJZ2ECx/IVhmhWD5C8HSDoJlOARLIwiWdhAsfyFYZtWDPjV6COoeoUyjh6CuD31i9BD81ZZ2GD0EdffQVqOHoK4DbTZ6CDphLVj75l4zegjq9pt1YLlpV40egr92zS82egjqvv33n0YPQd1380w6MM2xFiwAsDAECwCYgWABADMQLABgBoIFAMxAsACAGQgWADADwQIAZiBYAMAMBAsAmIFgAQAzECwAYAaCBQDMQLAAgBlsBev4iHqRicMLjB6GzEairx1fm2N8n4a9Kc8rRmSOAQKUFVPByo6hB0d1oejtRg9Ekk89JgmOCV+aY3wZkSQHSzEicwwQoMxYClZR7Ygv7JMvI6tfMHoooj202OUrU4zv/GiqIwdLMSJTDBCgHFgK1gyaKEyn0CSDRyLZSp+5fGWC8V17LqbiK5/IwVKMyAQDBCgXloLVPNQmTM+FNzB4JJJV9I3LV2YY34MvnOJWy8FSjMgMAwQoD4aCdZZaiXPtySSnjd+hH51fmGZ8crAUIzLNAAHKiqFgbaYnxLkR9LmhI5FNpmNX5C9MMz45WIoRmWaAAGXFULCW03Pi3Hh619CRyIYSUd0BmY7PeDHN+ORgKUZkmgEClBVDwUqnKeLcHJpn6Ehk3yx/5+/dKtI9hfwXphmfHCzFiEwzQICyYipYU8W5NHrNyIEo/PoCNb7MmWh8LsGaKt4kjMg0AwQoK4aCZd5nNC9QGmei8eEpIQQthoK1iQaLcyMpy9CRKB2lzpyJxicHSzEi0wwQoKwYCtYZaiPOdTTZb+VvUjJnovHJwVKMyDQDBCgrhoLFNatwVpiejzDZ6x4LqR0/Mcv4nC8cVYzILAMEKCuWgjWDXham08R3mJhGOo3lJ2YZ32qXt+a4jcgsAwQoK5aC9XvtyC/tk7Wmee/ujj+EyeroKif4qVnG5wyWYkRmGSBAWbEULG5nLHUZ3YWitxk9EIfimhU7pj4zqCHFb3DcYJLxOYOlHJFJBghQVkwFi7/+XETdYaY5Ybx2RIuYsPgO089JN5hjfC7BUo7IHAMEKCu2ggUAloZgAQAzECwAYAaCBQDMQLAAgBkIFgAwA8ECAGYgWADADAQLAJiBYAEAMxAsAGAGggUAzECwAIAZCBYAMAPBAgBmIFgAwAwECwCYgWABADMQLABgBoIFAMxAsACAGQgWADADwQIAZiBYAMAMBAsAmIFgAQAzECwAYAaCBQDMQLAAgBkIFgAwA8ECfZw1egAQDBAs0MWh2jONHgIEAQQLZLeytgRq07k1Ke5coDYO1oFgWdKcgW3qxYbFNkwZ9+l1563/IloTmP3tq0HJRwKzaV7R6tcCt3EwEwTLksip1rQ/pFv/lygwz9t+qEbdLgZkyw4bqFYAtw4mgmBZEtHbP126fjF/w4RmRE12ibfurJN8LBB72xtHz/8ZiA1LECzLQLAsiWiDOHfrk7oUEbBTVw4/37YgsDtAsCwDwbIkZ7A47kw7qno4sLu77n2VckGwLAPBsiTXYHFnEqincUPRAoJlGQiWJbkFi1tBJDwpPEp0Vbjh4Ji7q4VXrD94u7TGpX/dF1ch6rZB799y3YpyteJtU3slx0ZUrN9/8Q2X1bIG1Y+s3iHtN/82Vvpevpv3xF3VK4XVaD9D2uQG6TcI9zm+/nNJj5oRtXt/WFzKHpXLgRkIliW5B6u4CY3gp3Kw3rP/3a8QYv/f3x0r5Deyz1cOJarrthXlakedv3tsuE1a6VwX8aaaWX5tzJe91PzecdMGCk0SDBS+PNHKvsy+A+p0TnWPyuXADgTLktyDxb3k+KssByvvzf1XuJsHRhB9yH9Z3JqSV1/iuJNL0ty2oliNv/+iveevFuXOTaCIzx3r/JpMsa/+eO2X1fdS2Ep/NuZpL//94dyVS/kL6lINx4sl3J8SnqlDTT+6yJ39T3XqcFNlj8rlwBAEy5IUwcoiOsm5BEsymlrxk+1U6bSnrYmrudz/t65U9YQw9xjVzRdmiodSzAk/NubDXgqr0WRhxj1YPehBx0vL8qJogcoelcuBIQiWJSmCdYAoh1MJ1nGiM/bJImrpcWviaq73L2pMf+Gnu4i+Fm+6fjuN9mNjvuxlBiULU7dgbaW48+LsdLqz5B5LLAeGIFiWpAiWjehLTiVYXEXiz0Wtpug/OE8cq7nd/32KKLJPhlJnea1lVOmK7xvzZS/7iITnhG7BeprGSbN5FFpUYo8llgNDECxLUgTrNNFaTi1YifSF/f9FcdTL4+lpx2pu978cRvxJ9nr0hrzWH6G00feN+bKXa6G0m5+6BSvBef/iCvR9iT2WWA4MQbAsydtTwsK0fi0SG6T8LV6oDvd5JMVMPFVyM4rV3ILXkv7Jcb8RubxMoSm95vvGfNpLNT6B7sGy7zIhSRIiLHfbo8pyYAeCZUmKYH2mOOk+PUJ+5YAjHke6EoUNVD5VU67mFqwuNJbjCojynOt3pIm+b8ynvSSS8MtI12AVkJv1yj2qLQdmIFiW5PllDTOJHt945vq1woxYOR67U+3d6O/2g1GJ1dyC1Y3+xnH5RC7v+ulEE3zfmE97SXLc5Bos++Lckn9g5x7VlwMjECxLKvHCUeFXemIKfoukV8QlSS7xODMxiuq7nAsquZpbsO6i6Rx3kWiH8x7NSL5slfeN+bQXlWD9QupP86Q9lrYcmIBgWZJ7sD4h2sxPxRR8RlHXxCXu8ThWj551flVyNdeU/FmFVtgndegt+Q6XKrg+AfO2MZ/2It60hao77xFPc9T/0OIeS10ODECwLMktWD/Xoe7CjJiC9+g2aZF7PLi5ziVqq7mm5GsK4Z+ApVIX+Q4fUOQl3zfm017Em3ZTRec9Hqb2yj+u2x5LXw7mh2BZkmuwfm5PMYeEOTEFmRQrXW5PEawVri8fKLmaa0oecURwO4VIZ9dv3EHD/diYT3sRbzpL5Lzy4AdEm9T/1I49lr4czA/BsiSXC/hl1qMI8S+wmIIzIbRYXKoI1kjpcgic6mpHnS9imE2hjpNXvameoyW3hlNUgR8b87QXZbC4ei7Xdr7eguqqXz/escfSl4P5IViWRJT+y41blwq3TGlB1Ogb8VYpBU9T+Av7/uC4ogO1hCB803fZiWLu4tdDiJa6bES5Gn//0P4rT984t7YX0VTHSucaUdW0o9fOf9qBQoU3L/u6MU97KRGsiVTxP4VXzq55xGb/Yk9VqvL37PPXzu+c8ZTaHpXLgSEIliW5fgjFVPndKVIKih7gF0SESi99mmCfhoTx/xvvuhHlavz9m4hbjZQvxXD2AfGm6o5P5PF1Y572UiJYRXeKO1nCf7W/pfSHq1KstkfFcmAIgmVJ0/q3ToypENOg00uuH/Mlp6D4g151IsJiGnV+Jp1/n/DpOQ/UDg+Naf3cXvetKFbj71+0vG+diNiW4/JdVls9sF5ktfb/FD82x9eNedpLiWBxl2a2jQmv3Wep409T/PHgJjFhce1e+E59j+7LgSEIFmim5HsRAbSFYIFmECwINAQLNINgQaAhWKAZBAsCDcECzSBYEGgIFmgGwYJAQ7AAgBkIFgAwA8ECAGYgWADADAQLAJiBYAEAMxAsAGAGggUAzECwAIAZCBYAMAPBAgBmIFgAwAwECwCYgWABADMQLABgBoIFAMxAsACAGQgWADADwQIAZiBYAMAMBAsAmIFgAQAzECwAYAaCBQDMQLAAgBkIFgAwA8ECAGb8P0qz7gjkRHogAAAAAElFTkSuQmCC)
Modelo de efeito aleatório
##-----------------------------------------------------------------------------
## Modelos.
str(BodyWeight)
## Classes 'nfnGroupedData', 'nfGroupedData', 'groupedData' and 'data.frame': 176 obs. of 4 variables:
## $ weight: num 240 250 255 260 262 258 266 266 265 272 ...
## $ Time : num 1 8 15 22 29 36 43 44 50 57 ...
## $ Rat : Ord.factor w/ 16 levels "2"<"3"<"4"<"1"<..: 4 4 4 4 4 4 4 4 4 4 ...
## $ Diet : Factor w/ 3 levels "1","2","3": 1 1 1 1 1 1 1 1 1 1 ...
## - attr(*, "outer")=Class 'formula' length 2 ~Diet
## .. ..- attr(*, ".Environment")=<environment: R_GlobalEnv>
## - attr(*, "formula")=Class 'formula' length 3 weight ~ Time | Rat
## .. ..- attr(*, ".Environment")=<environment: R_GlobalEnv>
## - attr(*, "labels")=List of 2
## ..$ x: chr "Time"
## ..$ y: chr "Body weight"
## - attr(*, "units")=List of 2
## ..$ x: chr "(days)"
## ..$ y: chr "(g)"
## - attr(*, "FUN")=function (x)
## ..- attr(*, "source")= chr "function(x) max(x, na.rm = TRUE)"
## - attr(*, "order.groups")= logi TRUE
plot(BodyWeight)
![](data:image/png;base64,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)
mm0 <- lme(weight~Diet*Time, random=~1+Time, data=BodyWeight,
correlation=corCAR1())
summary(mm0)
## Linear mixed-effects model fit by REML
## Data: BodyWeight
## AIC BIC logLik
## 1154.544 1189.038 -566.2721
##
## Random effects:
## Formula: ~1 + Time | Rat
## Structure: General positive-definite, Log-Cholesky parametrization
## StdDev Corr
## (Intercept) 36.9056825 (Intr)
## Time 0.2333653 -0.152
## Residual 5.4600807
##
## Correlation Structure: Continuous AR(1)
## Formula: ~1 | Rat
## Parameter estimate(s):
## Phi
## 0.5316409
## Fixed effects: weight ~ Diet * Time
## Value Std.Error DF t-value p-value
## (Intercept) 251.30348 13.152622 157 19.106721 0.0000
## Diet2 200.68117 22.781009 13 8.809143 0.0000
## Diet3 253.67433 22.781009 13 11.135342 0.0000
## Time 0.36417 0.091878 157 3.963552 0.0001
## Diet2:Time 0.62374 0.159138 157 3.919461 0.0001
## Diet3:Time 0.27874 0.159138 157 1.751532 0.0818
## Correlation:
## (Intr) Diet2 Diet3 Time Dt2:Tm
## Diet2 -0.577
## Diet3 -0.577 0.333
## Time -0.181 0.104 0.104
## Diet2:Time 0.104 -0.181 -0.060 -0.577
## Diet3:Time 0.104 -0.060 -0.181 -0.577 0.333
##
## Standardized Within-Group Residuals:
## Min Q1 Med Q3 Max
## -3.07548837 -0.43553702 0.06177724 0.45498272 1.75954253
##
## Number of Observations: 176
## Number of Groups: 16
plot(augPred(mm0))
![](data:image/png;base64,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)
anova(mm0)
## numDF denDF F-value p-value
## (Intercept) 1 157 1727.0904 <.0001
## Diet 2 13 86.6759 <.0001
## Time 1 157 82.4113 <.0001
## Diet:Time 2 157 7.7925 6e-04
##-----------------------------------------------------------------------------
## Predição dos efeitos fixos e aleatório.
pred0 <- with(BodyWeight,
expand.grid(Diet=levels(Diet),
Time=seq(min(Time), max(Time), l=20)))
aux <- unique(BodyWeight[,c("Diet","Rat")])
pred1 <- merge(pred0, aux, all=TRUE)
pred0$y <- predict(mm0, newdata=pred0, level=0)
pred1$y <- predict(mm0, newdata=pred1, level=1)
U <- chol(vcov(mm0))
F <- model.matrix(formula(mm0)[-2], data=pred0)
pred0$se <- sqrt(apply(F%*%t(U), 1, function(x) sum(x^2)))
z <- qnorm(0.975)
aux <- outer(pred0$se, z*c(lwr=-1, fit=0, upr=1), FUN="*")
pred0 <- cbind(pred0, sweep(aux, 1, STATS=pred0$y, FUN="+"))
p0 <-
xyplot(weight~Time|Diet, BodyWeight, groups=Rat,
layout=c(3,1), xlab="Tempo", ylab="Peso (g)")
p1 <-
xyplot(y~Time|Diet, pred0, type="l", lwd=2, layout=c(3,1),
ly=pred0$lwr, uy=pred0$upr, cty="bands",
panel=panel.cbH)
p2 <-
xyplot(y~Time|Diet, groups=Rat, data=pred1,
type="l", col="blue", lty=2)
p0+as.layer(p1)+as.layer(p2)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAAB7CAAAewgFu0HU+AAAgAElEQVR4nOzdd3xO9/vH8eu+s2sTEltsSVBCqZ0QmxixqRoxo0bVXq1RNapKQqnShhqhIWaMRO0WUWITEg0ZIiJSsu/fH7dvmh+hJJGT5Lyejz6+j+Rzrvuc63y+1eTtnPM5Gp1OJwAAAAAA9dEq3QAAAAAAQBkEQgAAAABQKQIhAAAAAKgUgRAAAAAAVIpACAAAAAAqRSAEAAAAAJUiEAIAAACAShEIAQAAAEClCIQAAAAAoFIEQgAAAABQKQIhAAAAAKgUgRAAAAAAVIpACAAAAAAqRSAEAAAAAJUiEAIAAACAShEIAQAAAEClCIQAAAAAoFIEQgAAAABQKQIhAAAAAKgUgRAAAAAAVIpACAAAAAAqRSAEAAAAAJUiEAIAAACAShEIAQAAAEClCIQAAAAAoFIEQgAAAABQKQIhAAAAAKgUgRAAAAAAVIpACAAAAAAqRSAEAAAAAJUiEAIAAACAShEIAQAAAEClCIQAAAAAoFIEQgAAAABQKQIhAAAAAKgUgRAAAAAAVIpACAAAAAAqRSAEAAAAAJUiEAIAAACAShEIAQAAAEClCIQAAAAAoFIEQgAAAABQKQIhAAAAAKgUgRAAAAAAVIpACAAAAAAqRSAEAAAAAJUiEAIAAACAShEIAQAAAEClCIQAAAAAoFIEQgAAAABQKQIhAAAAAKgUgRAAAAAAVIpACAAAAAAqRSAEAAAAAJUiEAIAAACAShEIAQAAAEClCIQAAAAAoFIEQgAAAABQKQIhAAAAAKgUgRAAAAAAVIpACAAAAAAqRSAEAAAAAJUiEAIAAACAShEIAQAAAEClCIQAAAAAoFIEQgDIHYKCglxcXMqVK2dqalq2bNkhQ4bcuXNH6aber6tXr44ePdrKysrY2Dh//vwffvjhjBkzoqKiXlevqil68uSJnZ2dRqNZuXJlugXqmY0rV67MnTu3VatWFSpUKFiw4NGjR1+tUc9sAMC70uh0OqV7AAD8h9OnT7dt2zYmJsbe3r5KlSq3b9/29fUtUKDAvn37mjRponR3WU+n082ePXvBggVarbZp06YVK1Z88uTJiRMnQkNDy5Urd/LkyTJlyrz0EVVNUXx8vKOj4/Hjx0VkxYoVrq6uLxWoZDbu37/v6uq6a9cuY2PjZs2a1a5d28LConv37lZWVmnLVDIbAJBBOgBAzhYTE2NpaWlsbLx3797UwX379pmYmJibm0dFRSnY23sSHx/foEGDQYMGhYWFpQ4+f/589OjRItKtW7eX6tU2Rf379//ggw9mzJghIitWrHhpq0pm49y5c5aWlvnz5//6669jYmJeV6aS2QCADOOWUQDI6ZYvXx4WFjZx4sT27dunDrZr127y5MmRkZFLly5VsLf3xNjY2NfX96effrKwsEgdNDU1XbZsWfHixffs2fP8+fO09aqaIjc3t02bNm3cuLFBgwbpFqhhNiIjI52cnETk1KlTU6ZMKVCgwOsq1TAbAJAZ3DIKADmdtbX1jRs3QkJCSpYsmXb84cOHpUuXLl269N27d5XqLfs5OjoePnz4zp07aW8LVM8UXbp0qUGDBmPHjl24cOGePXs6der06i2japiNgQMHenh4/P77702bNn1zpRpmAwAygyuEAJCjhYeHX7t2zdbW9qVfZ0WkePHidnZ2QUFBqloeQ39tsFChQqkj6pmiZ8+e9e7d29bWdu7cua+rUcNsPHjwYPPmzU5OTv+ZBtUwGwCQSQRCAMjRrl69KiLW1tbpbrW1tRWRa9euZWtPyomIiDh//rydnV3RokVTB9UzRVOnTg0KCtq0aZORkdHratQwG15eXomJiX369AkODvbw8Jg/f/7ChQu3bt365MmTlyrVMBsAkEmGSjcAAHiTBw8eiIi5uXm6W4sVK5ZaowbTpk2Li4ubPXt22kGVTNHFixfd3NzmzJlTtWrVN5SpYTZOnjwpIvPmzQsICEg7nj9//oULF+pXHtJTw2wAQCZxhRAAcrR//vlHRNJeEEtLPx4bG5utPSnk+++/X7dunaura6dOndKOq2GKdDrdqFGjrKysvvjiizdXqmE29Nf9SpQo4eHhERwcHB8fHx0dvWvXrpIlS7q6uq5duza1Ug2zAQCZxBVCAMgFNBrNG8bVsDzY4sWLJ0+e7OzsvHz58nQL8vYUeXh4nDp1as+ePSYmJm9Tn7dnIyoqqnDhwocPH04dMTY27ty5c926dWvUqDFt2rSBAwcaGxunbs3bswEAmcQVQgDI0fLlyycijx49SnerfvwNa+7nDZMmTZo0aVLv3r1//fVXrfbln1x5fooSExPnzJnTuHHjDh06/Gdxnp8NEdG/dfDV8TJlynTt2jUyMvL06dP6ETXMBgBkElcIASBH06+OGBUVle5W/firKyjmGTqdbujQoT/99NPw4cPd3d1fTYOiginy9PS8e/fu1KlTQ0JC0o7r80x0dHRISIiZmZn+ibg8PxsiYmZmFh4enpycbGBg8NImGxsbEbl161bz5s1FHbMBAJlEIASAHE2/QKL+oalXXblyRV6/iGIeMH78+J9++mncuHHLli17XU2enyJvb28RGTZsWLpbZ86cOXPmzA4dOuzZs0dUMBsiUrJkybCwsEePHpUoUSLdguTkZP0XapgNAMgkAiEA5GiWlpbVq1cPCAgIDw+3sLBIu+nRo0fnzp2rUKFCxYoVlWrvvXJ3d1++fPnQoUPfkAZFBVP0xRdf9O/f/9Xxs2fPfvXVVyNGjOjQoUPqief52RAROzu7CxcunDt3rn379i9tCgoKEhErKyv9t2qYDQDIJJ4hBICcrl+/fsnJyW5ubi+Nr1y5MiEhoW/fvop09b6FhYVNmjSpdu3a7u7u/1mct6fIzs6uY3rq168vIjY2Nqlf6+Xt2RCR7t27i0ja1UT14uPjvby8ChYs2Lhx49TBPD8bAJBZOgBAzvbkyRNLS0sTE5N9+/alDu7fv9/ExMTc3DwqKkrB3t4f/csGDxw48DbF6pyi3bt3i8iKFSteGs/zs5GSktKgQQMRWblyZepgcnLy2LFjRWTOnDlpi/P8bABAJml0rLYMADnemTNn2rZt++TJEwcHhypVqty6dcvX17dAgQJ79+5t2rSp0t29F02aNDl58uTYsWPz58//6tbSpUuPHDky7YgKp2jPnj2dOnVasWKFq6vrS5vy/GwEBQW1aNEiODj4448/btSoUUpKyqFDhy5fvty1a9dt27YZGv6/J2Ly/GwAQGYQCAEgdwgKCpo/f76Pj094eHjx4sVbt249Y8aMPPz4U7Vq1W7evPm6rXZ2dufOnXtpUG1T9IZAKCqYjSdPnixevHjnzp13797VarU2NjbDhg0bNGhQum8dzPOzAQAZRiAEAAAAAJViURkAAAAAUCkCIQAAAACoFIEQAAAAAFSKQAgAAAAAKkUgBAAAAACVIhACAAAAgEoRCAEAAABApQiEAAAAAKBSBEIAAAAAUCkCIQAAAACoFIEQAAAAAFSKQAgAAAAAKkUgBAAAAACVIhCqyC+//LJv3z6lu8gpNm3a5O3trXQXOcWWLVu8vLyU7iKn2L59u6enp9JdvNaZM2e+//77lJQUpRvJEc6ePfvdd98lJycr3UiO4O/v/+233yYlJSndSI5w8eLFpUuXJiQkKN1I+sLCwhYsWBAREaF0IzlCRETEggULQkNDlW4kR3j06NGCBQvu37+vdCM5wuPHj7/++ut79+4p3Uhep4M6hIWFiUihQoWUbiRHiIqK0mg0pqamSjeSI8TGxmo0GiMjo6SkJKV7UV58fLyBgYGBgUFcXJzSvaSvTp06InLq1CmlG8kRGjZsKCJ+fn5KN5IjNGvWTER8fHyUbiRHcHR0FBFvb2+lG0nflClTRGT27NlKN5IjzJ49W0SmTJmidCM5woIFC0Rk/PjxSjeSIyxZskRERo8erXQjeRxXCNUiPj4+9X+RkJCg0+mYDT39bCQmJnLRSUSSkpKSk5OTk5MTExOV7iV9/FlOi9lIi9lIK4fPhv7SZY5tL5sxG2nl8H91sxmzkT0IhAAAAACgUgRCAAAAAFApAiEAAAAAqBSBEAAAAABUikAIAAAAACpFIAQAAAAAlSIQAgAAAIBKEQgBAAAAQKUIhAAAAACgUgRCAAAAAFApAiEAAAAAqBSBEAAAAABUikAIAAAAACql0el0SveADLp69eqgQYMiIyPfpjgpKenevXsajcbKyup9N5bzJScnBwcHi0jFihWV7kV5KSkpQUFBImJlZaXRaJRuR2E6ne7u3bsiUqFCBa02O/7KTKfTRUREmJiYFC5c+G3qQ0JCEhISSpYsaWZm9r57y/nu378fHx/PbOjpZ8PS0vKDDz5QuhflPXjwIC4uzsLCIl++fNlzxOjo6ISEhOLFi7/Nf0gfPXr05MmTwoULFy1aNBt6y+GioqKio6MLFSpUrFgxpXtR3uPHjx8/flywYEFzc3Ole1FedHR0VFRUgQIFihcvnm0HNTc3X79+vbW1dbYdUXk65FqLFi1S+l8fAAAAIE9ZuHCh0r/mZytDpSccGZeSkiIiLVu2/Oyzz5TuBUAGnTx5ctGiRUWKFNmwYYPSvQDIuK5du6akpCxfvrxChQpK9wIgg77//vsjR44kJycr3Ui2IhDmeiVLlrS3t1e6CwAZFB0dLSImJib8QQbygHr16tWsWVPpLgBkkKenp9ItKIBFZQAAAABApQiEAAAAAKBSBEIAAAAAUCkCIQAAAACoFIvKAADwXiQmJp4+ffrq1atPnz4tVKhQ5cqVGzRokG2vxQOQJWJiYk6ePPn333/HxMQUKlTIxsamXr16xsbGSvcFZBkCIZDTnTp1ysnJqU6dOgcPHlS6FwBv5fnz58uXL1+9enVUVFTa8fz5848cOXLq1KmGhvz8BXK6K1eufPPNN3v37k1MTEw7Xrx48cmTJw8bNkypxoCsxQ8kIEe7cuVK79694+PjlW4EwNu6d++es7Pz9evXRcTa2rpRo0aFCxeOiIg4cuTI/fv3Fy9eHBAQsGXLFq2WpzaAnCs2NrZVq1b//POPqampvb19uXLltFrtnTt3Tp8+/fDhw4kTJ968eXPJkiVKtwlkAQIhkHP5+vp+8sknMTExSjcC4B14e3tfv37d2tp68eLFTZs2TR1PSkpasGDBkiVLDhw4sGHDhsGDByvYJIA3y58//4gRI5KSkiZOnFioUKHU8ZiYmDFjxnh5ea1Zs6Zjx44tWrRQrkcga/DXk0BO9M8//0ybNq179+4xMTG2trZKtwPgHYwaNWrOnDlHjx5NmwZFxNDQcNasWR06dBCRH374QaHuALyt2bNnz507N20aFJGCBQuuW7euSpUqIrJhwwZlOgOyFIEQyFmioqK++eab2rVrr1y50szMbNWqVUOGDFG6KQDvQKvVTpgwwdTUNN2tffr0EZFr165FR0dnb18AsoahoWHv3r1F5OzZs0r3AmQBAiGQs9y6dWv+/PmRkZG9evX6888/+/Xrp3RHALJSxYoV9V+EhYUp2wmADKtQoYKIPH78WOlGgCzAM4RAztKgQYPZs2d369bNyspK6V4AZD2NRqP/wsDAQNlOAGSYPgoWLlxY6UaALEAgBHKczz//XOkWALwvgYGBImJsbFymTBmlewGQQYcOHRKRjz/+WOlGgCzALaMAAGSfXbt2iUjTpk3NzMyU7gVARmzfvt3Hx8fQ0HDs2LFK9wJkAa4QAgCQTa5du+bl5SUin332mdK9AHhngYGBP/7446pVq0xNTTds2FCrVi2lOwKyAIEQAIDsEBsbO3DgwKSkpI4dO9rb2yvdDoC3tWbNmhUrVoSHh8fFxYlI+/btv/rqq6pVqyrdF5A1uGUUAID3LjExcdCgQdevX69YsaKbm5vS7QB4B48ePQoODtanQRHx9fVdsWJFZGSksl0BWYVACADA+5WUlDRo0CAfH58CBQps3bq1SJEiSncE4B1MnTo1PDz86tWrO3bsGDZsmEaj+fnnnxs2bBgQEKB0a0AWIBACAPAeJSUlDR482Nvb+4MPPvD09KxWrZrSHQF4Z2ZmZmXKlHF0dFyyZIm/v3/t2rUjIiJ69eoVExOjdGtAZhEIAQB4X/RpcOfOnWZmZtu2bWvUqJHSHQHIrNKlS3t6ehYpUiQkJGT16tVKtwNkFoEQAID3ZdSoUTt37jQxMfn111+bNWumdDsAsoalpWWfPn1EZOfOnUr3AmQWgRAAgPdi4cKFW7ZsMTQ0/Pnnn1u2bKl0OwCyUr169UTk2rVrOp1O6V6ATCEQAgCQ9fbs2fP111+LyKJFi9q3b690OwCyWMGCBUUkOTk5dfVRIJciEAIAkMViY2MnTJig0+mGDBkydOhQpdsBkPXCw8NFxMzMzMzMTOlegEwhEAIAkMXWrFkTFhZWrly5BQsWKN0LgPfC19dXROzs7JRuBMgsAiEAAFls/fr1IjJ27FguHQB50vnz5/XLyfTu3VvpXoDMIhACAJCV7ty5ExwcLCL29vZK9wIgg86cObNq1arHjx+/NJ6SkuLt7e3s7JycnFy3bt1+/fop0h6QhQyVbgAAgDxFnwZFpHnz5hqN5g2VISEh2dIRgHfm5eW1atWqadOm2draVqlSpVixYikpKWFhYefOnQsNDRWR2rVrb9261cDAQOlOgcwiEAIAkJViY2P1Xzx9+lTZTgBkWJMmTfz9/f/888+LFy9evHgx7aZSpUoNHz581KhRJiYmSrUHZCECIZDTDRkyZMiQIUp3AeBtderUKSYmRukuAGRKp06dOnXq9Pjx4/Pnz9+7d+/x48fGxsbFihWrVauWjY3Nmy/+A7kLgRAAAABIR5EiRVq1aqV0F8D7xaIyAAAAAKBSBEIAAAAAUCkCIQAAAACoFIEQAAAAAFSKQAgAAAAAKsUqo7lYRESEiOzcufPEiRNK9wIgg/755x8RefjwYa1atZTuBUDGpaSkiEjPnj2NjIyU7gVABkVGRor63iJLIMzFQkJCRCQ2Njb1JcgAciONRpOcnBwUFKR0IwAy6/79+0q3ACCznj17pnQL2YpAmIvVqVPn4MGDTZs25Q05QO515cqVDRs2lC9f3tXVVeleAGTc559/Xrp06c6dO1euXFnpXgBk0OHDh69evVqyZEmlG8lWBMJcTKPRREdHm5ubf/bZZ0r3AiCDPD0916xZExgYyB9kIFcbP358cHBw06ZNe/TooXQvADLor7/+CgwM1Gg0SjeSrVhUBgAAAABUikAIAAAAACpFIAQAAAAAlSIQAgAAAIBKEQgBAAAAQKUIhAAAAACgUgRCAAAAAFApAiEAAAAAqBSBEAAAAABUikAIAAAAACpFIAQAAAAAlSIQAgAAAIBKEQgBAAAAQKUIhAAAAACgUgRCAAAAAFApAiEAAAAAqBSBEAAAAABUikAIAAAAACpFIAQAAAAAlSIQAgAAAIBKEQgBAAAAQKUIhAAAAACgUgRCAAAAAFApAiEAAAAAqBSBEAAAAABUikAIAAAgIvL11183aNAgICBA6UYAIPsQCAEAAGTmzJnTpk37888/W7ZsefnyZaXbAYBsQiAEAABqN3PmzHnz5mk0mgoVKjx8+JBMCEA9CIQAAEDVJkyYMG/ePK1Wu3bt2suXL7do0SIiIqJp06bnzp1TujUAeO8IhAAAQL0+//zzZcuWabXaNWvWDBkyJF++fHv27GnevHl0dLSjoyOZEECeRyAEAAAq9fnnn3/77bepaVA/mC9fvr1795IJAagEgRAAAKhRahr84YcfUtOgHpkQgHoQCAEAgOqkTYNDhw59tUCfCZs1a0YmBJC3EQgBAIC6zJs379tvvxWRpUuXppsG9fLly7dz5047O7vo6OiOHTvevHkzG3sEgGxCIAQAAOqyePFiEWnWrNnYsWPfXFmkSJG1a9dqNJrw8PCff/45W7oDgGxFIAQAAOry/fffa7XaY8eOjRs3TqfTvaEyODi4W7duOp2uevXqY8aMybYOASDbEAgBAIC6DBw4cMuWLYaGht9//72Li0tKSkq6Zbdv327SpElQUFDNmjWPHTtmaWmZzX0CQDYgEAIAANXp0aPHpk2bDA0N161bN2zYMH0m1OkkNvZFwe3bt+3t7UNCQmrWrHnkyJHixYsr2S4AvDcEQgAAkDvExMSMGDFi06ZNWbK3nj17/i8T/uTktGjcOF2FClK0qPj7kwYBqIih0g0AAAD8t6dPn7Zr1+7UqVNr166Ni4t76c2BGWNl1bNNmw/37jXbs6esfsTSUmJigp2cSIMA1IJACAAAcrrUNGhsbJyQkDBs2DARyWQmDA6WBg1Ep6sqIiIPRbzatfvn2287OTrah4SE2NrakgYBqAG3jAIAgBwtKiqqefPmJ0+etLS0vHjx4owZM1JSUlxcXFauXPn2O0lMlAMHZORIcXd/MVKypPTvLyNGyOHDsmbNbq125P79Ez76qG5ISEjVqlV9fHxIgwDUgCuEAAAg54qKinJ0dLxw4YKlpaWfn1/16tXnzp0rIvPmzfvss89ExNXV9Q0ff/5cDh0SLy/ZtUsePxYRKV9eRo0SETE2ll9+eVHWsuVgrVY3bNiwp0+fVqlSxc/Pr1SpUu/3xAAgZyAQAgCAHEqfBv39/VPToH587ty5Op1u/vz5r8uEcXFy4IBs2ya7d/+7cKi5uXTp8iINvmrIkCEffPCBj4/P/PnzSYMA1INACAAAcqLXpUG9efPmichLmTA+Xnx8xNNTvL0lJuZFpYWFdO0qzs7SooUYGLzpiH369OnTp8/7ORsAyKEIhAAAIMd5cxrUS5sJNRrN6NGj69WTy5dfbC1VSrp1E2dnadLkP3IgAKgZi8oAAIAs4+bm1qVLl7t372ZmJ7GxsV26dPH39y9SpMiePXvSTYMiEhMj1tZzO3f+QafTffbZZxs2bChWTMqVk9Gj5fff5e+/ZcUKad6cNAgAb8IVQgAAkDW++eabKVOmiMhff/3l5+dnZWWVsf2sWbPm+PHjIrJt2zY7O7uXtkZHi7e37NghBw9KXJxGoxnWuvWRgwe3DRs27OnTPiYmJpk8CwBQFa4QAgCALLBo0SJ9GixYsGBwcLC9vX2GrxN27tzZwsJCRCZPnhwVFaUfjIqS9eulQwexsJCBA8XbW+LipFIl6dv3kq/vbyLyySefkAYB4F0RCAEAQGZ9+eWXkydPFpGFCxfeuHHD2to6ODi4UaNG165dy8DeKleufPz48TJlyvj7+zdu3Dg0NHTaNLG0lMGDZd8+SUiQqlVlyhTx95eZM3/evLlOUlKSq6vr2rVrs/q0ACDvIxACAIBM+fLLL+fMmSMiCxcunDx5sqWlpa+vr7W1dVhYmIODQ8YyYZUqVY4fP16hQoXr16/b29v7+iYkJoq1tcyaJZcuyY0b8vXXcvHihsGDB6ekpIwZM+b777/XaDRZfGIAoAIEQgAAkHFfffWVPg1+8803+ouEImJhYeHr62tjYxMWFta6devbt2+/5d6ePJEbN158XaFChaNHj1pZWd24cSMqqsmpUxFXrsiXX0rNmiIiq1ev1qfBzz77bPny5aRBAMgYAiEAAMigr776avbs2SKyaNGiSZMmpd1kYWFx5MgRGxubkJAQe3v7N2fChw9lzRpp105KlJDq1eXixRfj5cuX1y9Oc+vW2UGDmj148EA/vmrVqlGjRukXF/3uu+9IgwCQYQRCAACQEWnT4BdffPFqgf46oa2t7esyYWSkrFkjrVpJyZIyfLgcOCAJCdKwoZQu/W9Naia8ceOGvb39gwcP3N3dR48erdPpxo4dSxoEgEzitRMAAOCdLVu2TJ8GZ8+enW4a1CtRosSBAwfs7e1v3brVunXr33//vWzZsiJy7pxMmyZ+fpKU9KKydm3p2VN69ZJKlV7eSfny5X18fOzt7W/evNmoUaOQkBCdTjdixIhly5aRBgEgk7hCCAAA3o1Op5s+fbqI2Nvb6x8gfIPSpUv/+uuvGo3m7t27qQuBfvutHDokSUlSq5bMnSs3bshff8m0aemkQb0qVaocPXq0TJkywcHBycnJI0eOdHd3Jw0CQOYRCAEAwLvRaDTz588XET8/v7lz5765ODQ0tH///jqdzsrKysXFRT+4YIGsXSvXr8vFizJjhlSt+t8HrVy5sp+fX7169T7//HM3NzfSIABkCW4ZBQAA72z8+PH58+cfPnz4rFmzYmJiFi9e/FJBcLD89pts2hTv719MpytVo4bW19fX0tJSv7VCBRk69J0PWrly5bNnz2a+eQBAKgIhAADICBcXF/2zfEuWLNFoNIsWLRKRwEDZsUO2b5dz50SnExETkeSyZSv7+v6amgYBADkHgRAAAGTQsGHDRGTEiBGLF7v/8UeL2Nj2/v4vNmm1Ymx8Pj5+U4UK548f30QaBICciUAIAAAy7n+ZMOjYsfYiotVK48bi4BC1bl37kJA/9A/+lSlTRuk2AQDpY1EZAADwbgIC5MsvpUsXuXlTRGTYsGFffVVb5GeR0SNGzP3ll6ANG+qSBgEgV1BdILxy5crcuXNbtWpVoUKFggULHj169NWaoKAgFxeXcuXKmZqali1bdsiQIXfu3HndDt+pGACA3OviRZk5U2rUkFq1ZM4c2bVLfH1fbJoxo9c334SLuLu7z2rQoEFwcHD58uUPHjxIGgSAHE5Ft4zev3/f1dV1165dxsbGzZo169Gjh4WFRfny5V8qO336dNu2bWNiYuzt7du1a3f79u2ffvrJ09Nz3759TZo0yUwxAAC50YUL4ukp27fLrVsvRoyMpGVL6dlTBgz4t2zSpEk6nW7KlCkRERHly5f38/OzsrJSpGEAwNtTSyA8f/58x44dY2NjFyxYMHr06AIFCqRb9vTp027dusXFxe3du7d9+/b6wf3793ft2rVr1643b94sUqRIxooBAMhdbt2SrVtl2zYJCHgxYmQk9vbSp484OUm6PwRGPMQAACAASURBVOImT56cP3/+PXv2uLu7kwYBIFdQxS2jkZGRTk5OInLq1KkpU6a8Lg2KyPLly8PCwiZOnJga8ESkXbt2kydPjoyMXLp0aYaLAQDIRX7/XapVk5kzJSBATE3FyUl+/lnCw8XHRz79NP00qDd69Oj9+/eTBgEgt1BFIPz8888fPHiwbdu2mjVrvrny119/1Wq1rq6uL427uroaGRlt2rQpw8UAALyNpKSkTz75xMLC4vjx49l53AsXZM4cSX29fLlyYmMjzs6yZYs8fCg7d8onn7wpBwIAcqm8f8vogwcPNm/e7OTk1LRp0zdXhoeHX7t2rVatWiVLlnxpU/Hixe3s7M6cOXPnzp2KFSu+azEAAG8jKSmpb9++np6eItK+ffv9+/e/7yfSz56V7dtlxw4JDBQRMTKSsWPF2FisrP69UxQAkIfl/UDo5eWVmJjYp0+f4ODgY8eO3bt3z8DAwMrKqm3btoUKFUpbefXqVRGxtrZOdz+2trZnzpy5du2aPuO9UzEAAP8pNQ2amJh8+OGHf/zxR/v27bN8lTKdTnfggM/z57VPnCj5228SHPxivGBB6dhRXFzE2DgLjwYAyOnyfiA8efKkiMybNy/g//9VZ/78+RcuXDh69OjUkQcPHoiIubl5uvspVqxYas27FgMA8Gbx8fFdu3bdv39//vz59+7d27Bhw549e+7atatNmzbe3t4tW7bM/CF0Ojl9Wjd69NG//rIReXF7i0bzVKfzbtPmiZfXSDMzTeaPAgDIXfJ+INRfyitRooSHh0ezZs0sLS2fP3/++++/T5w40dXV1djY2MXFRV/5zz//iEjRokXT3Y9+PDY2NgPFbyk+Pt7V1TUoKOgt6/WVERER73QUAEBOEx8f361bt/379+fLl2/v3r3NmjUTkW3btukzYefOnTOfCZ8+lQYN5No1jYi9iIjEGhsfNDHZ+fSpp0icj49MmBDg7u6u0ZAJAaiX/vfqH3/88fDhw2/5ESsrqxUrVpiYmLzPvt6vvB8Io6KiChcunPb/VGNj486dO9etW7dGjRrTpk0bOHCgcZr7Y173s1A/rtPpXh18y+L/FBISsm7dunf91L17996pHgCQo+jT4L59+/Lly7dv3z59GhQRY2PjtJlw9+7dDg4Ob7/bpCTx85Pt20VE3Nzk2TNdYGCCSJLI7r59jc6e/erWrUsJCVKpUqWhQ4dOmzZt9erVIkImBKBm+t+rb9++ffv27bf8iEajmTx5cqVKld5nX+9X3g+EMTEx6Y6XKVOma9euHh4ep0+fbt68uYjky5dPRB49epRuvX489ZUV71T8lipVquTn5/f2V/x27dq1adOm2rVrv9NRAAA5R2oaNDMz27lzZ2oa1NNnwh49enh7e3fq1OltMmFCghw5Itu3y65dov8ZpdXKzJkpc+YMS0j4VavVrV3rVq9ePQeH+/r6yMjIli1b/vrrrwMGDFi9enVcXNy6deu0WlUsQg4AL6ldu3ZAQEC/fv30r6x7GyVKlMjVaVDUEAjNzMzCw8OTk5MNDAxe2mRjYyMit27d0gdC/XqhUVFR6e5HP566pug7Fb89fSdv6c6dOyJiZGT0rkcBAOQEadPgrl27WrVq9WqNsbGxp6fnf2bC+Hg5eFC2b5fdu+Xx4xeDhQpJx44ydGjKnDnD9DFv7dq19erVa9Wq1aNHj+rWravVas+dO9e6deuDBw96eHgMGDBgw4YNIkImBKBO+t+ra9as2aNHD6V7yT55/z/3JUuW1Ol0r7uUJyLJycn6L/RLhuqfOXzVlStXJM2you9UDADAq1xcXPbt22diYuLp6eno6Pi6MmNj4y1btjg6Oj579qxr164XLlxI3ZSQILt3yyefiIWFdO4sv/wijx9LkSIycKDs3i3h4fLLLymbNg3XB7wff/yxfv36rVq1evjwYf369Y8cOXL48OEGDRpER0e3bt26cuXKGzduNDQ03LBhw9ChQ1NSUrJlDgAACsv7gdDOzk5Ezp079+om/aIsVlZW+m8tLS2rV68eEBAQHh7+UuWjR4/OnTtXoUKF1NdIvFMxACAvCQ4O7tq16/LlyzOzk5SUFC8vLxH5+OOP27Rp8+ZiMzOzSZMmiUhMTMzBgwf1g9Onv8iBHh7y5IkUKyZDhsi+fRIWJhs2SMeOYmSUMnz48B9//FGr1a5bt65evXotW7Z8+PDhRx99dPDgwcKFCxcqVMjHx6dhw4bR0dGOjo6VKlXatGmToaHh+vXryYQAoBJ5PxB2795dRNauXfvSeHx8vJeXV8GCBRs3bpw62K9fv+TkZDc3t5eKV65cmZCQ0Ldv37SD71QMAMgbgoOD7e3td+7cOW7cuPnz52d4P1qtdsuWLSYmJkePHu3bt29SUtIbik+ePNmtWzcRs1q1Zl+/PrF0aZk3T9zdJTpaSpSQ4cPl4EEJC5Mff5R27f59keDEiRN//PFHjUbj7u7esGHDNm3aPHz4sFatWnv37i1cuLC+plChQnv37q1bt250dHSHDh1sbGzWrFmj1WrXr18/ZsyYd13nDACQ++jyupSUlAYNGojIypUrUweTk5PHjh0rInPmzElb/OTJE0tLSxMTk3379qUO7t+/38TExNzcPCoqKsPF78PChQtFZNCgQe/7QADen23btomIVqtVuhG8laCgIP19JSVKlND/GJ0/f35mdnjw4EEzMzMRadeu3fPnz9Ot2b3b18RkgMhWQ8PnIjr9P6NG6a5d0/3+uy4pKf09r1u3Tt/hDz/8kJKSUr58eRGpWbPmw4cPXy2OioqqU6eOiJQuXTopKWn9+vX6tUbd3d0zc3aqon/qctu2bUo3AiDjBg0aJCILFy5UupFslfcXldFoNFu2bGnRooWrq+umTZsaNWqUkpJy6NChy5cvd+3adfr06WmLCxYs6OXl1bZt2/bt2zs4OFSpUuXWrVu+vr4FChT47bffihQpkuFiAEBuFxgY2KJFi5CQEFtbW19f399++23kyJHTp09/8uTJN998k7F9Ojo67tq1y8nJaf/+/V27dvXy8jI1NdVvevpU9u4Vd/eI48cb6F8emJQkpUtLjx7Sp4/Ury8ajVSv/to9ly5d2sDAIDk5+dKlSyJSpkyZ4ODg8PDw8PBwc3Pzl4rDw8PDwsJEpFSpUlqtNiAgQKfTabXa0qVLZ+y8AAC5htKJNJtER0dPnz7dxsbmgw8+yJ8/f4MGDdatW5eSkpJu8d27d4cOHVq2bFljY+PSpUsPGjQoMDDwdXt+p+KsxRVCIA/gCmFucfv27bJly4qIra1teHi4fvC7777TX0mbNGlSZnaeep2wbdu2UVHPt23TOTnpTE11qdcDTU0fjhmTdPKkLjn5HXbr6elpaGgoIoMHD46JidEvZF24cOGzZ8+mLbt06VLx4sVFpEGDBo8fP3ZxcRERQ0PDLVu2ZOak1IYrhEAeoM4rhGoJhHkSgRDIAwiEuUK6aVAvqzKhj4+PiUkzkU2Ghs9Sc6BGc1fku0aNJj1/Hp+x3f5nJiQNZhUCIZAHqDMQ5v1bRgEAyIzAwEB7e/u///7b1tb2yJEjqU8P6o0dO1an002YMGHRokUajUb/V3VvLyZGdu8Wb2/56KPW5crVv3WrSFKS5M//oEOHOG/vgc+fn7C3t9+zZ4+pqfF/7ys9zs7OOp2ub9++P/30k4js3r27Y8eOx44d07970MTERL/uaIMGDQ4cODBp0qS1a9caGhpu3LixV69eGTsiACB3IRACAPBab06DeuPGjROR8ePHf/PNN6ampnPmzPnP3UZFyc6d4ukpfn4SHy8icvmyrFlTZN26a1u3DoiNPb91q4iIPg1+8MEHmTkF/euV9ZlQo9Hs2bNHnwlbtmxpYGDw+PHjl9Kgh4cHaRAA1INACABA+u7fv9+mTZu///67SpUqBw4cSDcN6o0bN+758+fTpk378ssv8+fPP3HixHTL9Dlw+3Y5fFgSE18MVqwoPXvK0KFSqZK0aFGjR49ZPXr0SEhIaNGiRebToF5qJtQvPbpr167mzZvrF5uxsbE5cODA5MmT165da2Bg4OHh0bt378wfEQCQWxAIAQBI37p16wIDAzUajYeHx3+utzl16tSjR48ePHhw+vTpEyZM0D9RpqfPgdu2ia/vvzmwcmVxdhZnZ7Gz+3/76dy58/79+0+dOjV+/PgsSYN6PXr0iI2NHTp06Lp165KTkyMiIvTjEREREydOXLdunUajcXNzIw0CgNoQCAEASN+QIUN++eWXwMDAAQMG+Pn5vTkTfv311wcPHhSR+fPn69NgXJz8+qt4esqRI//mwOrVpXt3cXaWDz987a4cHBwcHByy8ET09IuQubi4bNiwQURsbW21Wu2lS5f0aXDVqlXDhw/P8oMCAHI4AiEAAOkrXbr0yZMnHRwcrl692qhRo6NHj+rfSv+qyZMn6xeVWbZsWc+eY93cxNxcTpyQlStfFNjYvLgeaGubff2/avDgwSIybNgwW1vbw4cPa7Xa1q1bX7hwwc3NjTQIAOpEIAQA4LUsLCx8fX31mbBFixbpZsIpU6YsWrRIoynXpcsv27c3nzBBUlJEo5HNm+XmTWnUSHr0EGtrRdpPx+DBg1u1amVhYWFiYiIip06dCg0NLV++vNJ9AQCUQSAEAORBhw8fPnbs2JQpUzL/GN6bM+G4cd8tX54kclqkoZfXi8GPPpIRI6RXL8mZq3WWK1cu9WtjY2PSIACoGYEQAJDX/Pbbb717905MTDx16tTu3bvNzMwyucNXM6GIlaenLF9+/8GDcfoanU7q1HlxX2jVqpk9BQAAsgeBEACQp3h5eenToFarPXLkSOfOnb29vbMqEzZt+smtW7WrV49JSNAPlxaRcuXCR4+26N5dKlXKbPMAAGQz7X+XAACQS2zcuLFHjx6JiYmjRo06e/Zs0aJFDx8+7Ojo+PTp08zsNiREzp+X06ctAgN9RBYlJNQW0YmcEZk4caJbcLDFpEmkQQBArkQgBADkERs3bvz000+Tk5NHjRq1cuXKunXrHj58uGjRoidPnmzXrl0GMuGNG7JggXz0kZQrJ/XrS2CgGBrKRx/FFyv2lUg5kY/nzSuyePHo93EuAABkDwIhACAv2LRpkz4Njhw5cuXKlRqNRkTq1KmTmgnbt28fGxv7Nru6elW+/FJsbaV6dZk+Xc6eFUND6dBBXFwkPl7++MPk/PmB7drV/O6776ZPn/6eTwsA8N8ePHiwZ8+e3bt3678NDQ1Vtp/chWcIAQC53qZNmwYOHKhPg25ubvo0qKfPhK1atTpx4kS7du3279+fP3/+dHdy6ZJs3y47dsjVqy9GDAykRQtxdpYePaRYsX8ry5cvv2/fvvd4PgCAt3b79u1GjRpVrVq1ffv29erVU7qd3IdACADI3d6QBvXq1Klz6NAhR0fHdDPh7duybZv88ovcuPFiRJ8De/aUbt3E3DzbzgMA8Cbh4eEbNmzw9/dv2LBh7969U8fz5ct38eJFBRvL7QiEAIBczNvbe/DgwcnJyf369VuxYsWraVCvbt263t7e7dq1O3HihLOz886dO3U606go6dpVzp59UWNsLI6O0rWrdOokJUpk3ykAAF717NkzQ0NDY2Nj/behoaEXLly4cOGCnZ1d8+bNle0tjyEQAgByq6SkpD59+iQkJLRs2fLnn382MDB4Q3Hjxo09PT3btp3q49O0fPnnjx+bzpkjZ8+Kqam0aSPOztKpkxQqlG29AwDSt2PHjtmzZ1+/fn3p0qU9e/ZMHa9Tp06dOnUUbCyvIhACAHIrQ0NDJyenzZs3nzhx4sCBAx06dHhd5blzsnlz4qpVNUX8RSQiQszMpHlzuXZNSpeWAgWysWkAgIiI6HS6GzdunDt3rm3btubm5vK/xWBKliw5Y8YMW1vbYmmf3sZ7QyAEAORiHh4ehoaGHh4eTk5OHh4effr0Sd2k08nZs7Jtm+zYIUFBImIkUkokoVmzuMGDCzo5SeHCirUNABg6dKi3t3fNmjUrVqyYmJiYOm5lZWVlZaVgY2pDIAQA5GIGBgbr168XEQ8PjwEDBuh0uj59+p49K56esn27PgeKiGi1CSkpPvnzH9i3b0TTpjUVbBgA1ObYsWMHDhwICAjYsGFDQkJC6vi8efPmzZunYGPQIxACAHK3tJnwk08+8fCoe+BAdf0mMzNxcEi4cuXLoKCVxYoZHT58+MMPSYMA8B49e/bsgw8+SP02NDR08+bNGo2mY8eOz58/f/PD3lAEgRAAkIslJ8vx4+LpaXDx4s8ODh/6+n7u4+NZoMCkNm1MevSQjz9+3KVLq6Ag/2LFih0+fPjDDz9Uul8AyJuSkpK6d+9+4sQJExOT8+fPp900a9asbG7m6dOnJUuWzOaD5l5apRsAAOCdJSfLkSMycqSULi329uLuLpcuaZo3H9e/f3+dbtazZ/mcnDa2bPnIyamlvz9pEACyUmho6N69e729vVO/DQ0NffjwYffu3T09Pf/44w9l2/Px8alevfq3336rbBu5CFcIAQC5RmKi+PrKjh3i5SWRkS8G8+eXLl2kd29p106bnPzTs2fPfvvtt8GDB1etWvXKlSsFCxbcvXs3aRAAssSdO3dsbW2tra27dOlSv379tJscHR2V6iqtmzdv6nS6q1evKt1IrkEgBADkAkePyi+/yK5dEhX1YqRgQenUSZydpU0bMTN7MajVGm3ZsqV3796//fabPg0eOHDg448/VqptAMilIiIiNmzY4O/vX79+/b59+6aOm5mZBQYGKtgYshyBEACQ0/39t7RsKSkpIiJFirzIga1bi4lJOsVGRkZbtmz59NNPT5w4sXnzZtIgAPyniIiIQoUKmfzvv6qhoaEBAQG3bt1q2LBhs2bNlO0N7xuBEACQs8THy/Hjsm+fdOwoDg4iIpaW0r+/mJmJk5O0bCnGxv+xByMjo02bNmVDqwCQ23l4eEyZMiUiIuLbb791dnZOHa9Zs2bNmizLrAoEQgCAAu7cuTN06NDOnTuPGzdOP/L8ufj4yPbtsnu3xMSIiFy9+iIQGhnJzz8r1ysA5H5Pnz79888//f39+/XrV6pUqdDQUP24tbX1jz/+WKNGDZN0b7qAChAIAQDZLTAw0MHB4d69e35+fk+fJteo8fn27bJ3r8TGvigoVUp69ZKRIxXtEgDykHHjxl28eLFWrVoREREajSZ1vFSpUqVKlVKwMSiOQAgAyFaBgYH29vZ///13sWL2jx6NnjWrXeqmUqWke3dxdpYmTUTLe5EA4N2tWLHi0KFD165d2717d6FChVLH582bp2BXyMkIhACA7HP58uWWLVtGRETUq1fP0tJnzx4jEREJq1v3zrJljciBAPD27ty58/jxYzs7O/23+rtAnz596uDgMGXKlLRpME/aunWrm5tbYmLiS+NPnjwRkW3btvn5+b20ycDAoH///rNmzcqmFnMJAiEA4L2LjRUfH9Fobo8c2TIiIqJ+/foHDx68e9eobl2JjfVetqybv3/ynj1fNGu2SOlOASAXiIuLs7KyevLkSePGjX/55Ze0mwYNGqRUV9ns/Pnzt2/fft3Wp0+fPn369NXx33///X02lSsRCAEA70tMjOzeLTt2yIED8vy5aLVmKSkv0mDhwoXr1JE6dUSkc9WqbiNHjly8eLFOp1u8eLHSXQNATpGUlLR///7z588XLFhwwoQJqSvBiMi+ffuKFy9uYGCgYHvKmjt3bv/+/V8d37p16/r1652cnGbOnPnq1sqVK7//1nIZAiEAIH1PnjyJiIioUqXKu34wOlq8vWX7djl4UOLjXwwaGPydnPz1Rx995OPjU7hw4bT1w4cP12g0I0aMWLJkiU6nW7JkSZb0DwC5TlJSkqHhv7+f//HHH99991316tVr1aqVNg2KiKWlZbZ3l7OYmJjUqlXr1XH9NUBzc/PUm2nxZgRCAEA67t2716JFi6CgoO+//97V1fXtPzh0qHh4SELCi28rVZLmzR96efV7/PhQumlQb9iwYfpMuHTpUhEhEwJQldOnT8+cOdPf33/IkCETJkxIHa9YseLGjRsVbAxqQCAEALzs3r179vb2d+/eFZHPPvtMo9GMHj36bT6YnCzbt0tCglSrJs7O4uws+fLdat68+ePHoR9++OHevXvTTYN6Li4usbGxEyZMWLp0aYECBWbPnp1l5wMAOUNSUtKVK1f++uuvJk2aVKpUSf63Eoypqemnn366ePFirvsh+7GaGwDg/9GnwTt37pQrV27gwIE6nW7MmDFubm4vlYWHS2Tky581MJBz5+TyZbl+XebNkw8/FA8Pj9DQUI1Gs3btWnNz8zcfevz48S1atBARniQEkCctWLCgS5cuO3bsCAoKCg0NTb0L1NLSsmXLlqRBKIJACAD4V2BgYJMmTe7cuVO5cuUTJ05s2LBh+vTpOp3O1dX166+/FpGHD2X1anFwkNKlxcpKYmJe3kPlymJj8++3rq6uNWrU0Ol0zs7O+kuObzBhwoSjR49qtdoVK1Zk8YkBQDbauHGjs7OztbX18ePHQ9NwcXE5derUDz/8YG1trXSPeVNgYOBff/0lIteuXfP391e6ndyBQAgAeCH1lfGVK1f28/MrW7asiMybN2/69OkixaZNu1ulSlDJkjJypPj5SXKyNGggZmb/sc8SJUocO3asVq1awcHBH3/88bVr19ItS0lJcXFxWbZsmaGh4ebNm9WzbDqA3C4kJCTt++70wS8yMrJOnToLFy7U3xeKbHDp0iUnJ6emTZvu379fRE6dOmVnZ1ezZs1Dhw4p3VpOxzOEAACRNGmwRo0avr6+qXcu+fjIuXPztNqvUlK0t2+LRiMffSTdu4uzs1Ss+FZ7Njc3P3z4cKtWrS5duuTg4ODr61ujRo20BSkpKSNGjPjxxx8NDQ03btzYs2fPLD87AHgfrK2tQ0ND7ezsKlWqZGRklDreq1cvBbtSoSNHjri4uMTFxRkZGZUpU+bu3btVqlQJCwu7fPlyu3btVq1a5eLionSPORdXCAEgt4qMjBw/fvy+ffsyv6vUNGhtbe3r62tkZLlzpzx5IiIyebL4+IhOpy1T5m+Rz3W6Cl27Lpw06W3ToF7x4sUPHz5cs2bNsLAwBweHtNcJdTrdiBEj1q5dq0+D/BYFIKdJTk7eunXrxIkTx48fL/+7Bqjn7e199epVDw+PtGkQ2SwoKGjEiBFxcXFt2rT5888/Dx48uHDhwuPHj9+7d2/48OHJycmjRo06fvy40m3mXARCAMiVIiMjW7Vq9d133zk5OW3fvj0zu7pz544+DVat2uTTT08PGGBpaSldu8rXX4uIrFwpq1bJvXvy999lZ83KLxI8derUhQsXvutRihcvfuTIkZcyoU6nGz58OGkQQM4RExPz8OHDtCM3btzYunWrVqtt0aLFSy8DzJcvX/Z2l3eUKlUqq3a1aNGif/75p1GjRmvXrrWwsMiXL98nn3xiYWFRuHDh1atXf/LJJ0lJSV988UVWHS7v4ZZRAMh99Gnw4sWLxsbGCQkJffv2FRFnZ+cM7Co5Obl168F//93V1LR/YGD9SZNERLRaadpU+vYVEWnSRJo0eVH85ZdfPnv2bMmSJdOmTbO1te3YseM7HUufCVu2bBkQENC6desjR44sWbKENAgghzh79my/fv3u3Lnj4uIya9as1PEiRYq8utIyMiNL0mBioubCBaPffxdv71EidefObWxomE60Wbp06bZt2/74448bN25Uq1Yt88fNewiEAJDLhIaG2tvb37hxw8rKytfXd8mSJW5ubr17916/fv2AAQPefj/BwfLbb+LpqQ0M9BPRxMWJgYHY24uzs3TtKiVLpv+pYsWKiYhOp3v+/HkGmi9evLiPj4+Dg8P169fr1av39OlTjUbj7u5OGgSQbSIjI319fa9everg4NCsWbPUi37FihVbvXq1lZWVqampsh3mBKVKlXrw4MF72nOGDxEfr7lwwejUKeMzZ0zOnzd6/lwjIiKOhoaVatRIf5Uzc3Pzxo0bHzly5Ny5cwTCdBEIASA3SZsG/fz8ypcvr39Dg5ubm35lzv/MhNHRsnatbN8uZ8+KTiciGgMDMTQ8ER+/sVq1G1u3bitevPjrPvvNN99MnTpVRBYsWNCjR4+MnULJkiV9fX31Z6HRaFavXs2z/gDen6SkpJcuHG3cuHHHjh02NjY6nS7tLaBmZmYvLXmFnCAxUS5dMv7rL6Njx0yOHTOOj9ekbipePKVSpb/PnFlQpcpNkV9ft4eiRYuKSHR0dHa0mwsRCAEg10hNgxUqVNCnQRHRaDQrVqzQ6XTu7u6DBg3SaDT9+/d/9bNhYVK0qBgby4QJsn69iIiBgTRrJj16SPfuEhdXrkWLg1ev3m3atKmvr2+6N/N8+eWXc+bMEZFly5aNGzcuMyeiz4Rjxozp1KnTp59+mpldAcDruLu7r1+//vLly9u3b69bt27qeK9evbgr4c30PwXex0XCl36+vO4QCQmas2eNzpwx/uMPk3PnjOLi/g2BhQunfPxxQuPGCY0bx1etmnTlys3WrdeEhxdNSUnRatNfHiUwMFBEUlfPxksIhACQO4SGhjo4OOjT4NGjR/VpUE+j0axcuVJE3N3d9fkqNRPeuiXbt8v27eLvL59+KuvXS69e8uyZNG0q3btLmh+O5Y4ePdqiRYsbN27o3wzx0s/sLEyDeqVKldqxY0fm9wMAERERf/7557Vr18aMGWNqapp60a9ixYrTpk2zsbEpUKCAsh3ibSQlSUCA0ZkzxmfPGl+7ZhQcbJC6qVixlEaNEjp3fm5llVy9emLa3Fe9evWiRYtGRUUdOXLE0dHx1d0GBARcuHDBwMCgWbNm2XAWuRGBEAByAX0avH79+qtpUO+lTBgSUjgurqOXl1y69KJAq5XKlUVE2rSRNm3SOUS5cv8vE/r5+ZX833OEWZ4GIT1oKwAAIABJREFUASAL9ejRIyUl5cMPPwwNDU37+F/t2rUV7Cr3SvsXgll7kTC9209MS5XqN36898mTxlevGsXGvrgS+MEHOguLFDu7hEaNEho1iq9WLUmjeeWjIiJiaGg4YMCA5cuXT5s2rVatWhYWFmm3/vPPP4MGDdLpdD179nzDAxEqRyAEgJwuKiqqQ4cO169fL1my5P79+19Ng3oajWbIkBXHj7cJCKg2deqL5+YNDKR58xfrxPznzTJpM6G9vb0+E5IGAeQEcXFxEyZM+PPPP5OTk196/+qWLVuU6irveTWzZVUmTLNnI5GPRBxE7EU+FjFdtuzFBnPzlIYNEz7+OMHJ6XnRoilvuedRo0bt3bv39u3bbdu2nTFjRocOHUxNTRMTEw8dOjR16tRLly6VKFEiA29LUg8CIQDkdN9+++2FCxc0Gs3u3burV6/+aoG/v2zbJjt2yO3bWpHOIiKSZGh4zN3doUsXeae/Ei1Xrtz+/fv196a2a9fOycnpq6++EpG5c+eSBgFkj5CQEH9/f1NT09atW4uI/hbQpKSkqlWrtmnTxsbGRukG8c4SEzUiTUSaizQXaSSS9v2NESLH5s1r3bhxfLVqSRnYeYECBTZt2vTpp59eu3ZzzJjvxo8/VLBgjefPNz5/fl9EypUrt3PnznLlymXRqeRBBEIAyOl69Ojh5uYWHR09ceLEPXv2vPQe5A0bZNCgF1+bmEj16vcuXfpKp9s5fvxgFxeHDByuWrVqvr6+Dg4OFy9evHjxoojMnTt3xowZmT4PAPhv/v7+7dq1q1atWrdu3WrWrJk6bmhoyEow79vrXg+YsYuECQkaf3+jU6eML1wwPnIkUeR4mo0RIr+L/C5yVOSqiG7GDMnMdciyZct6e++vX79AdHTRpCSJihIR8+LFFw0cOHD69OmFCxfO8J7VgEAIADld7dq1jx492qpVq6NHjzo6Oh44cKBgwYKpW0uVkhIlpHFj6d79/9i777Corq1/4GvamaGKVCkiRXqVOiBFmqKJGmNNoomaornR3Nw3iUlMtRt/tsQYE40mlphEE02MikoTkKqIShWQDgMqSIc5035/HB3HoQ5tKOvzvM/zcs/sObMHMc6XvfdawOMdXLdutUQi+fTTTzdv3tznV6QyYVBQEI/H27hxI6ZBhNCAS05O3rt3b25u7htvvCHbxsbQ0PDWrVtKnBjqj/Z2Wno6KyWFnZxMpKezZFpEsAFqng2B8sLDwwFAT09v7969VM9bqZoaenExs7iYWVTEKC5mVlUxlixpffXVVtkxbDahq6vZ1iYxNW0rKDgPcILH4zEYDEA9wUCIEEIjgIuLS1RUVGhoaHJycnh4uGwmnD4damoAAPbv379u3dr+p0GKjY3NzZs3CwsL/fz8+nkrhNBYJhAI8vPzMzIyQkNDqbr/1BbQtrY2V1fXpUuXOjs7K3uOg2XwersPhq6WB6WPdvVe2ttpN26wUlLYiYlERgaLJGXLvzwCSACIBbgIkN/9BO48LoOmc/Ysb9w4k+JiZlERs7iYUVzMlBabkbKyIuQCIZMJ8fEPZN8IpsFewkCIEEIjA5UJQ0JCOmZCANi/f//atQOWBikTJkzArk1oLLhx48axY8cuX778999/Y1/yAbdu3bqzZ89aWVkZGxtLJBLpdTs7O/xuj1zSlcDERCI9nSUQPA1s48eLvb1JX1/Sx4cUCm82NrYvXry3i9voAUwCsAKwBLAFsAKwAhj/xRfy4xgMMDERmZsLzc2FFhYiCwshl0t2ekfZWEuj0WR/5FBXMBAihNCIIbtOOHPmzEuXLlHNtQYjDSI0dnz33XcaGhr79+/Hg0b9ceDAgcuXL2dnZ585c0ZXV1d6fd26devWrVPixJRl8Hq7D4bulwefjLH488+K5GQiKYmdnv7MSqC29uPqoD4+5LN9Ap0AoKqqqrWVlpvLlC76nTuXK5FMBtDs5GUADAzEFhZCMzOhpaVw8mSRhYVw0iQRi4XRbrBgIEQIoZHE1dWVyoRJSUnUOuGxY8eoNLh+/XpMgwh1r7i4ODo6eunSpbLty7dt26bcWY0sjx49unnzZl1dnfTgH/WdJEkyPDz8o48+kk2DaMj0LXmePn3622+/vXfvXtdDCAAvgGkAAQABCxawpQ9oa4upBOjjw7e1fdonsLmZVlLy+LBfaSmjrIxZXMzg8eR2b7pR/09fX2xhITQ1fbr6Z2YmVFdXIPuJxfDgAYPBkOjqijvGWlwk7A0MhAghNMK4urpeuHBhxowZSUlJvr6+OTk5Eolk7dq1mAYR6t6iRYsuX74cFBQUEBBAra4jRbW3tzs4OOjq6np4eMgdMF60aJGyZjUMDV5v94EVFxfXWRpkPwmB0wB8ATgyD9UCxJmbl/z00zJbW2F7O624mHnvHjMqikMlwOJi5oMH9A43BADQ1BRbWYksLITm5sJdu1aLRHkJCUcsLfV7M0+xGJqa6PX1tLw8VmUlo6qKwePRqS9qahgCAbBYcO3a/T58BxBgIEQIoZHI29v78uXLM2bMyMrKAoA1a9Z88803NJr8mXuEEIVawvrss8927tzJYrGUPZ0RoLKy8tNPP83JyXFycpL7ZVN6erqyZjXgqNg2bNNa7/V5e+qOHTuWLFkikUgEAkZBgU5Ojl52tl5hoQ5JPl3QU1Mj7e0f2Nk9mDChGUBSXW0hEAR/9ZVKYSGzw7rfY6qqEmq5j1r3s7QUmZsLdXTEAJCYmBgRESEW/wYg2bNn49y5c0NDQ6X/ftXV0SsqGNXVjIoKRlUVncdjyKY+Gg06Xe1jscDWVuDtbdXpZHCRsEcYCBFCaETy9va+dOnSm2++OXPmzK+//hrTIEJSkZGRR44ciY6OjoiIkF2o0dPTU+KshieBQJCZmZmXl2djY+Pu7g5PwnNDQ4OFhcWsWbNcXV2VPceRp+PGxSFbJFTohQQCyMnRysgIT0wk0tKI9van/44wmW1C4W0dHeGUKfYCgVpJyYSbN41Fok5uwuE8zX6WltR5P6G+vrjjyIcPH65duzYuLg6AADADsD9zRu/MmVJt7Zvm5v6PHqlVVTFk5yCHxQJHRwGDITE0FBsaioyNRYaGIkNDkYmJWE9PRKeDkVFjV8/FTNg9DIQIITRScbnczMxMZc8CoWEnOTnZzs7u3Xff7U2djDHu2LFjX375pYODw8qVK2W/XePHj3/zzTeVOLEhIH2/A5vWBra3e39esVMCAdy+TaSkEElJRFoa0dr6NICx2RJVVWFLSytJqguFKgDc2lqIinr6XBYLJk58XORTWu3TyEjU6S8khUKoraU/2d7JKCwk//qrrLV1B41mKpEYADx9Tl0d1UceAIBGAz09sZGRyMSECnvyqW9AvglIDgZChBBCCI1UmZmZly9fXrlyJZ/Pl14c9UmmD44ePXr48OGcnJwDBw7Inv2bNWvWrFmzlDixHg3nA3jDQW9WI0mSdvMmKzGRiI9n37kj2yz+mU2YfD6Nz2cBjAMAABFAKUGUCgTZEkk+QZRt2LD0lVemMp+NDhIJ3L9Pr6hgVFYy7t9nVFQweDwGj0evqGA8eMDosKL4HPUU6tUAKjw9JxgY8G/cOF1dnWZiIj5xYouZGZ0geruUV19fn5WVlZ2dvWHDhh4H4yJhNzAQIoQQQmhEWrZs2eXLl0NDQ59//vlx48YpezrDQllZ2fXr1wsLC9euXauqqgpPtoBqaWktX77cycnJxMRE2XMcFuRy1EDFzj73dh9wVVWMy5c5CQlEZiarurpjNntMIgEaDQwNRcbGrXfu/MXnZ1lZwZdfvnTz5p+7d29fvHjZ2rVr16//Jyrq1ldf8Wg0W7F4YnU1o6qKUVnJqKxk8Hh02Q6EchgM0NMTmZiICKI6KekPgqjZsmWVk9N4Q0PR9evnGxoaXnrpJQCorw8ICvqyoqLm5k1na+slXd1NIpGUlZVly6isrOz39wkBYCBECCGE0IhQX18v7RNIhZyNGzdu376d3s02stFOKBQyn12yoRZLnZ2deTweFQgpXl5eQz67ATBIrfw6jW0jcSnyyRsZBzAZwArAFsAHwN7ISK+rD/k6OmIrq6cNHqizfxyO5L333rt+/byj46yPPtpfU8NOSQkGsI6K8kxMtOXxrgDQ+Hz4+OPOp6GlJTY0FE2cKJo4UWRsLDIyenzGT19fRP14fvzx50lJx15+efkrr6gDCABAdl1aS0vr9ddf37p168WLF5cseRoIBQJBXl6eNP7l5OQ0NnZ5SrA3cJGwKxgIEUIIITSsnTp1at++fTdu3Lh06ZK1tbX0OofD6eZZo1hbW9uCBQvu3LnDZrMTEhJkHzp+/LiyZoV619u9X7GzqYlGtXagejwAXAOwAui8cwONBlpaYjMzobu7wMuLtLAQTZokVFGRVFUxysoYVVWMe/eY166xq6oY5eW0u3cPAPyRlQXLllHPDgOAJ606Ka0AJT4+xmZmLCMjkYmJ+MnpPpGKSg8pq7CwEAB8fHy6GkA9dPfu3WvXruXk5GRnZ2dlZRUWFgoEAkW+PcBkMidPnuzg4GBvb79kyRJ7e3uFnj5mYSBECCGE0PDF4/Ha29tfe+21I0eOqKurK3s6Q4okyStXruTm5urp6S1fvhyeLI2KxeLFixd/8MEHVlad19kfHQaplV83sW1YLRKSJK2khEFlv4ICKgR2bPE3tcPz2gFyAeIAEs6ePVhdzaiqoldVMc6eVeHxGDwe4/59eheLZNoAwGZLTExE+vri5uaczMyLvr6mq1bNMjYWGxqKXn31ufT09OXLf5w9e7ai74U64stms+Wul5aWUkt/ycnJAFBeXq5oN0t1dXV7e3sHBwcHBwdHR0cbGxvpqxgaGio6zzELAyFCCCGEhoX29vaYmJiLFy/+3//9n4qKivR6WFiYEmc1ZGpra1VVVWXf+LVr1/bs2WNubm5iYsKTWayh0+lj5HsygvS+ymWnRV9KS6mu7oySkserf1VVDHEnvRuATpdIJCCRyJ7cawUoBngA0A6gCWAC8A7Aey+80PkE6HTqaJ94wgSRqanI2Fj08OGNvXv/z8lJ5/LlE9SY+nr277/z58yxMzJ6XK5JX18fABoaGnr5NmWZmJikp6dnZGRoaWndeaK4uFjRBUA6nT558mRnZ2dnZ2cbGxtra2sDA4M+zAfJwUCIEEIIoWHhww8/jI+PDwsLEwqFyp7LkPrzzz/ff/99Ho/31VdfrVixQnrdzs7uxIkTSpyYEg1SK78eY1ufX6WqquqNN964ePFiQEDA8ePHWSzWzp07d+/evWLFii1btojF4jfffDMiIsLPL2DnztMxMcyioqc7PysrOy/6wuFIDAxELBY0N9MePmRQfy3EYioKigEkAFRfeFUAh84m9RCgDKDMyEiwcuUMQ0OxsbHIyEhE3VNWenrr3r237983kEgkVFdbLS2t1atXy71BANDV1e3996ShoYGqAko999tvv/3mm296/3QAYDAYlpaW1AKgk5OTg4ODtra2QndAvYGBECGEEEJKkJmZaWVlxeFwpGtf69evX79+vXJnpRTBwcHHjx83MzNjyX1OH6uGvpVf/zU2NkZGRgLAxo0bn/w50gBMeTz748dVi4uZra0nAaquXbPkcuV3TgIAQUiMjMR6eiJ1dXFrK722lv7wIb2hgV5a2tVndene0QaAMgAelf0AygDKASoAygHaAMDZ2XnevHmrVvl1cR8AACcnJw0NjZqamuTkZF9f344D8vPzMzMzGQyGp6dnVzcRCAS5ubl3796lFgDv3r0rVwOmNwVddHR03NzcnJ2dra2tra2tLS0t5comocGA32KEEEIIDalDhw5t3ryZz+f/+uuvWPUBALS1tUf3acBhope7OvsQO8ViiIkpEgim6epyT570KCpiFhUxysq2A+y8dAkuXZIO1AIAOl2soyPR0pKw2RIaDZqbaY2N9NpaekkJo6SE0en9GQyJvr7E1FRIlfH85psPAUoBygAqAHrYw3lJ5uW7QhDEokWLDh8+/PHHH58/f15TU1P2UZIk33//fbFY/Pzzz+vo6Eivt7S0ZGdn92cLKI1G43A4bW1tNBrt7bfffvPNN3ELqFJgIEQIIYTQ0OHxeBYWFj/88IOLiwu1OW3Mam9vP3LkyLlz50pKSoRCoampaXh4+OLFiwmCUPbUlGmQWvn1/oxfj69SXc2gtnpSp/6KipjFxQySnAkw8+FDOHhQdqyYIPjjxxMANJKE+nqJRMIQi+kPHsCDB12+OoslMTYWOzgIvL1JT0/SyEikp/f0NGE3b+S1117btm1b79+mrPfeey8iIqKwsHDu3Lk7d+50d3enrufm5q5bty49PZ1qZRkZGSlNgDU1NYq+ilzjB4lE0tbWpqamtn379vnz5/dt5qj/MBAihBBCaFCUlpaePHny/Pnzn3zyifTzJQDgqiAApKenL1y4sLi4WHrl3r17sbGxBw4cOHDggIuLixLnNipJA15ubu4bb7wh+52nTJw48fvvv5f9QQWA+np6cfHj7Jef//jIX2trV7/IaKfRJAyGiswZWDpJqsjlJjZbyGIx2tposucGVVUlXC7p40NOncp3chIwOl8pHEQ6OjonTpx45ZVX7t69O3v2bFNTUy0trfr6+rKyMgBgsVgEQSxYsEDR27JYLFtbW6oEqIODg6mp6V9//fXXX38VFRVJJBITE5MXXnhh5cqVCh1NRAMOAyFCCCGEBsWxY8dycnJef/11jDdybt68GRgY2NLSMnHixHfffdfV1bW2tjYzM/Pw4cMlJSXz5s37559/nJyclD1NJRjsVn55eXnz5s1rbGw0MDB44403nJycaDRaVlbWkSNHyssfvvjiV++//6NYbE31eCgqYjx6RO/0PnQ6dFYClCORwJM02PrkRF8FgAhAC8AMwAFAlc9n8vkAABoaEi6X9Pbm+/qSvQyBCq1zKsrMzGzbtm0HDhy4efNmWVkZFQUpAoHg/v37vbmJgYGBs4yOW0DXrFmzZs2agZw36jcMhAghhBDqr4cPH0ZERAQHBxsbG0uLxLzxxhvKndXwxOfzFy5c2NLSMn369D///FNDQwMAeDxeQEDAsmXLXn/99cTExP/85z8xMTFjrcZMfzo39IZAIFi1alVjY6O397TPPz/y4IFWdjajpIRZXPyCQPAFAEMgoG3f3qtbUWmQxZJMmCAmyaKamjSA8icFXagSL2YA0wCCABYByPbPbAKIA4gLCmIcO/bfgV0JPHr0qEJbRqkyMFlZWVlZWZmZmbm5ua2trYq+qJGRkbQEKLUGqOgdkNJhIEQIIYRQv2zbtm3Tpk3e3t5mZmZ0eucrKkjq6NGjRUVF5ubmZ86cUVNTk31IU1PzyJEjgYGB9+7d+/vvvxcuXKisSY4aIhGUl1Opj/H337yCgl/p9MlpaeOff763d2CxYMIEkaGhyNhYZG4u0tISGxmJDA1FRkYifX0xjQZisWpTk7tI5JGcLPjgg38bGt6m0wPF4qd/smpqfICElpbz48blnj37maHhZIDJ6urqiqbB/i8PNjY2Zj+RmZlZUFCgaBkYJpMp1wdi/Pjx/ZwVUjoMhAghhBBSgFAoZDAYVD0YajFw/vz5CxculMs2qCvnz58HgDVr1nT6HdPQ0Fi+fPn27dujoqJGRCCkUsqAdIOoqqqqq6sLDw+vqKiwsLD49NNPQ0JCCIIQCAQxMTFbtmwpLCw0NDS8dOmSnp5ex6eLxVBZycjNZd2+zbx7l1VczKyupjc00GX2do4D6HSrJ9BooKsrJgheZWWqqSltxYqQCRPEhoaiiRNF+vqirpKbQAC3bhGJiURSkm5GBtHSQgNwfPISj+j0RLE4ms1Oamm5ASA2MDA4cuSIre1kRb8tIpGoubnZzs6uN4ONjIxyc3NVVVWp5eWKiors7OysrKycnJzs7GzZXaC9pKamZmtrS50AdHR0tLW15XA4it4EDXMYCBFCCCHUKykpKfv3779w4cJ3330XFBQkvU5tekS9VFhYCAAeHh5dDXB1dQWAe/fuDd2c+qqyspL6oqKiwsTEpP833L17N5UG//33X+nSE4vFmjFjho+Pz5w5c/Lz83fu3Ll9+9d5ecybN4ncXFZhIaOyklFbS29ooPei0V2rgYHYxoZlbi4yMBDs2LEWoDwy8pC1tTqLJUlLu/HCC/OZTItVq6519XwqBKakEMnJRFoaIVtgRl1dwuWSbm4N+fk/RkfvampqAAA+H1RVVRcsWPDhhx/K9mzoJR6PFxQUJNfQr3t2dnZMJtPR0bG4uLihoYemFB0ZGBg4POHo6IjL/mMBBkKEEEII9cq9e/cmT5584cIFMzMzZc9lxOuxSfcw78kRFRW1Y8eOrKws6n96eXk5OjquW7cuNDS0z/dsb2///fffAeD//b//13EjYkmJjobGNQA4flzz+PFOertL0emgri7W1RWbmIgsLIRWVkITE9HEiaJ3352blZW8a9eJ4OBgABAKhTt2HAcAY2MBi/X0j6Pjd14ohDt3WElJ7ORkIjW1kxDo68v38iKdnQVPmqi/IRC8tn79+l9//XXOnDnffPMNm93dhLt9L30JY0Kh8NatW70ZyeFwnJycnJ2dbWxsrK2t7e3t1dXVe34aGl0wECKEEELoGUKhMD4+/sKFCy+99JKxsbH0enBwMPVJGvWHpaVlbm5uampqYGBgpwPS09MBwMLCYmjn1VsSieSzzz77+eef5a5nZWW9+uqrK1as2LRpk0IxpqGBXlXFqKigJybeb23dzuE479zpM2tW++uvt8gOW7NGq7DwmQ+uDAaoqYl1dCRGRiIbG8GUKQJLSyF1tK/TF7Kw0MvKgoyMjK5+jGW/8yLR4xCYkkKkphLNzc+EQC8v0teX9PHhOzlJQ+AzWCwWVWBTR0enz2kQAAwMDPLy8qT/k9oCSomIiOjDDVVVVe3s7KR9IGxtbVVUVPo8PTQ6YCBECCGE0DN27tz5yy+/hIaGMjv9qIv6Z/bs2efPn//2229Xr16tqakp92hTU9OxY8cAoD9LbYNq3759P//8M51OF3c4jcdgMH7++Wc9Pb333nuvx/vcucP6z3+0KisZfL40a2kDuLS3Q3IyNDXR5ALhunVNly5xkpISqqtj1671eu89HxWVnneIygoLCzt37twvv/yycuXKjiuQra2tR44cA/BhMj9btkw7LY1oanomBHp6klOndhcCB1xra2tWVpa0EXxxcbGiNWDodPrkyZOlC4Cd9oFACP9DjxBCCI1phYWF+vr6VDKhisS89tprr732mrLnNWq99tprX3/9dVFR0YIFC/766y/ZE5iNjY1vvPFGTU2NpaXlCy+8oMRJdqW0tHT37t0A8M0336xdu1bu0T17vnv33e27d6epqjYLhQaVlYyKCkZFBaOtjbZjR4OfHykdmZ5OzJunLRR23BYrYTAaQkI427bJn5p7/vn2559vnzHjg+rqTA+Po4qmQQCYM2fOt99+W1BQ8Prrr//yyy+qqqoAAEDcvKmSnk4cPVpZV5cNoCZdeFNTk3h5PW0WPwQhsKam5o6MGrmW9r3A4XAcHBzKy8vv378fEBBw6NAhPOKLeoSBECGEEBqjzp49+8knn1RXVx88eNDf31/Z0xkr2Gz26dOnAwMDIyMjHRwcZBvT//TTTzU1NRoaGgcPHhzAJoT96eQu57fffiNJMiBgwdq1PwPMAZgEYAJgTH3x7rumAKuFQvjqK/kn3rhByAZCgpAwmaCiIp40SWRnJ7CyEllYCHV0HixY4CqR8DduTDI07KSdXVVVVU5ODo1Gc3Jy6sPkWSzWwYMH586dm5Jyw9f3fReXtQCRAL5Ll1LJUAcAVFWFvr4iLpfkcvkyZwL7Yty4cQDQTVcGkUhUWFgojX/5+fl9qAGjra3t7u7u7OxsbW1tbW1taWnJZDLv3r0bHByclJSk6IoiGpswECKEEEJjEY/H09PT2759u7u7O24NHWJubm5Xr15dvHjxvXv3PvzwQ9mHLCwsDh061MseA4OqsZFWXc2oqmLweAzqjB+Px7h+/X8Am+PjFVt0UlGRLFzYJnvFyUlQVFTdYaBGUNDUqKiozz//nNqVKvuYRCL5/PPPRSLRtGnTJkyY0PtXl0gkZ86c4fHu83iGxcWTNTWTm5rM6upUY2OlQ+oB4lRUUsPCVBwdBTSaWCKBggJdF5cFAH3vHL98+XIrKysfHx/pFYFAUFhYmJWVlZ2dnZOTk5mZ2bcqoCYmJtRxRwCIjo7uuAvUxsbGzs4uJyfnxo0b06dP7/NbQGME/gOAEEIIjXLV1dW//vrrhQsXli9fHhYWJr1uaWlpaWmpxImNZe7u7rm5uadPnz537lx2drZIJLKxsQkPD581a9ZA5fPGxsaIiIj//e9/AGBkZLRnz56ZM2fKnVpsb6fdv0/n8RjV1Qxqh2dlJaO8nFFRwZAtoyLD7MkXYgAaQKdj2giiNDTUzNxcaGEhsrQU2tgIx43rvNCLnE8++SQhISEyMnLNmjWbNm2S9mmoq6vbsGFDREQEh8P54osvevcNAKEQMjNZZ848PHzYDGAZ1YfwiUcA8QCxAIkAGQCitjY4dw7OnXs6wtjY2M/Pr5ev1RGLxbKzs4uPj5cuAFZUVIhEIoVuIlcF1M7OTkND49ChQ9JAuG/fvnnz5rm7u8s9ceLEiTk5OQ8fPuzz/NHYgYEQIYQQGuVOnTqVkpKyePFi3Bc6rLBYrJdffvnll1+GJ6c3B9Dp06c3bNhQV1f35ILx//539vPP84OClunouFRW0isrGdXVjLq67sqBslgSNhskEmhvp3UIMtQTmwEKAAoACgGKAIoBCgAqHBxcf/rpQh+mbWdn9913361Zs+bvv/+OiIjw9vaeOHFiRUVFampqe3s7QRB79+61tbXt5g4iEWRmspKSiKQkdloaVR1UF8AWAAiiRU+vwMAgz8AgR1u7VCIxOuBuAAAgAElEQVQRnjx5EgAWLVpEEITcfdTV1bvpFdmVysrKbBmlpaWK3kFaBZRiZ2cnWwW0rq7urbfeOn/+vPTKkSNHjhw5EhQUtGvXLtmFUyoKUttWxxojIyPqix6buyAKBkKEEEJo9KipqYmOjp4yZYqdnZ00YyxcuHDhwoXKnRgaAs3NNB6PUVLCOHo0JiamGWAvgCmAMcBEADYANDfDv//KP4sgJOrqEg5HQqMBn0+rr6dJa70IBDTpGTQmE0xMhEJhXkVFJMBtgBKAAoDOjyZOmTKlz+/iueeemzRp0ieffJKenh4fHy97z23btjk7O3d8ilgMeXmspCQiLo7dsUWEtzfp68v38yMdHAR0ugGAAUAgAAiFjwPhV199paWl1YepCoXCgoICafzLysqqr69X9Cb6+vrSLvAODg5mZmYMRuf7VGtqaubMmVNeXs5isUQikVgsZrFYM2fOvHLlSmxs7IwZM/755x+qR2hlZeXt27dpNJqbm1sf3tfIJY2CFKqlJMbCHmEgRAghhEaJffv2ffTRR15eXh9//HHfPuCi4a+hgc7j0aurGffv0ysqGDweg8djVFYyqqoYMm0SFnR4ngigFuA+QAuAyNzclkYbV1NDa2mhkyStru6ZnZ8slsTUVGRkJLKwEJmbCy0shBYWookThSwWGBn1qprLkSNHNm/e3Of36Ojo+O+//+bl5V2/fr2xsVFDQ8PT07PjucrmZtoff6heu0akphL19U+XOtXUJN7epI8PyeWSLi7kAJ6QbW5uzs3NpQ4BZmVl5eXlkSTZ89Nk0Ol0CwsLafyzt7fX19fv5XPfeeed8vJyS0vL48eP79y588yZM3Z2dvv27Xv48OGKFSvu3Lnz+uuvX7lyhU6nr1+/XigUBgQEGBoaKv4uRyq5NChFo9EwE3YPAyFCCCE0IrW2trJYLKoWJbUYOHfu3Llz5w5gdUqkLAIBraqKzuMxysoY5eWylV0Yra2dHtt7bPx4cXt7VltbuaWlwb17+QAEwDgAfQBTAH2Ax9mjuPjxeBoNTE1FkycLTU2FlpYic3OhubnQxETU/xDV/9Kmtra2crtDJRLIz2cmJRElJcz332/68Uf1PXvUqYfGjRNzuaS3N+nhIXB1HbAQWFNTI139y8rKKi0t7dh9sXssFsvW1tbR0dHR0dHJycne3v5JuwvFJCQkJCUlqaqqnjhxYtKkSevWrYuKirpz586yZcv27Nlz7NixoKCg3Nzc3377LS4uLjIyks1mf/755314oRGqqzRIwUzYPQyECCGE0AiTlJS0ZcuWuLi4Xbt2zZkzR3odo+AIlZoKV66oVVQwqqoYVVWMykrG/fv0bj6+6uqK9fRERkbiCRNEBgZiDkciEkFzM62pid7eXn/qlD6A8717ANDxCNwDgAI6vVAsvrt582ve3trm5kJVVQU+KFdVVZEkuXz58qtXrwLApEmTysrKqC9KSkoAYNq0aT///DObzVbsW9A1sRju3mUlJRHJyURqKlFb+3gl0N2dnDu3rbKSYW8vmDqVtLMT0Ls7DtkrfD7/9u3bVAGYu3fv5uXlNTU1KXoTPT09V1dX5ycGqhH8P//8AwBLliyZNGkSAJiamv70008rV66Mj4/38fHx8vLS19d/9OjRJ598IhKJ2Gz2999/7+DgMCAvjUY9DIQIIYTQSMLj8err68PCwrZv366rq6vs6aD+EomAy+UDaMpd53AkEyeKqK2bhoYiY2ORrq5YJKI1NdEqKxklJYyqKsa1a+yKCoZsuRc6XeVJ5U/ek3Iv1P8VAxQD1AOAi8uUjIwMExNrB4e+NCQgCOLYsWMHDhz44YcfpEVTSkpKxo8fv3r16rfffnugqqRev058/72a3HZQDQ2JtzcZEMAPD+cThGTvXoXP7HV0+vTp4uLirKys3NzclpYWRZ+uq6tLbQF1cnJydHQ0MzOj9z+bdlBQUAAAvr6+0it+fn7//vvvpk2bYmNjr127Rl0UiUQ+Pj5ffPGFi4vLgM8BjVYYCBFCCKFhqrGx8ezZsxEREa+++qpslY4pU6b0p2gHGlaYTBrAZwB2AJWbN68yMREZGYkmTBC1t9MaG+mVlYyYGHZSElFczKyqYnS6bKimJqEaPJibC9XULm/d+j5AHUCXS1sZGRkA0N7e3o85M9euXbt69epr16698sorAHDs2LHAwMCBXaPeu1c9NpYNAOPGib28SF9f0seHdHAQdFFypVdKS0vz8/OpPhC3b9+mLn755Ze9vwObzZY2gXB2dra1tZXr5DFI+Hw+AHA4HNmLNjY2J06cqKmpSUtLy87O/vbbbw0MDP76668hmA8aTTAQIoQQQsPUkSNHzp8/HxISQm0SQ6PX9wBuAJaVlYyEBKK4mFlSwiDJTs4KammJqeA3YYLI3PxxxRcDg6en2q5fZwH0qtWBiYlJPyfNYrGkXde5XG4f0qBIBNnZrMREQiCgvfNOs1zS27ixMSGB8PQU9Hk7qEgkKiwsvPPE3bt3GxsbFb2Jjo6Om5ubtbU1lQAtLS0HaglUIUZGRtRbCA4OlnvIwMBg9uzZbW1tAEBVGUVIIRgIEUIIIeUjSTIuLs7KysrMzEzaLmLx4sWLFy9W7sTQoKLRaAAMgDwAPQA4cODpQyyWxNpaOGdOe3s7zdRUOHmyyNxcqK3dQ0WT3i8dK2tLoUQCeXnMxER2YiKRnEw0Nj6OejNmtNvYCGVHWloKLS2Fnd2jS62trVlZWdIEWFxcLJD2zegdGo1mZWUluwY4UIcA+yk4OPjSpUsnTpx44403OmZvsVj8888/A0BQUJAyZodGNgyECCGEkJKdPHny7bffNjY23rRp0wBW40AjhAggEcAGoAigYOvWFebmIjMzoYmJqA97I01NTXs5cuLEif2sAqqoq1fZv/2mmpT0tDAMAKiqStzdyVmz5NNgLz148ODWrVtU/MvPz6+oqBDJHqnsBWVtAVXU/Pnzd+3aVVxcvG7dup07d8r2KpRIJJs3b759+7aGhsbSpUuVOEklqqqq6qbQKJYY7R4GQoQQQmhIiUQiGo1GlZ2gFgNdXV1jYmK6L5uORh+qazYAAMyTXly//n9DnNMGCdUsPi2NNXUqaWUlBIAPPhhXVcUAADU1iacn6eND+viQLi5kN1tNExIS3n///a1bt4aGhlJXqqurqTaAVCuI0tJSRT/rczgcqg8E1Q7ezs5OTU2t7+9zqKioqOzevfvVV1/9448/CgsL33nnHS6XS6PR0tPTf/jhh2vXrtFotK+//lpbW1vZM+1Bx//QDdQPfFeZENNgjzAQIoQQQkPkzp07O3fujIiI+OyzzxYtWiS9Pn78+PHjxytxYmjoyaTBgUR9tq6vr3/zzTcTExM7DvDz8zt06NC4ceMUvXNmZibVWEKWdENmREQEh8MRi2nl5boFBRPy840KCye0tLABwM+Pf+pUHQDs3t2Qn890cyOdnQW9PIUXFxdXUVFx4MCBc+fO5efnFxUVNTc3KzRtaguodAFw+GwB7YOgoKBDhw6tWbMmPT195cqVsg8RBPH111+/8MILyppbL3Ua2PrfslKqYybENNgbGAgRQgihocDj8YqKiiwsLM6ePWtpaans6aDhq/+fj7W0tP74448LFy788ccfN27caGxs1NTU9PT0XLx48XPPPdeHLJqdnT1jxowuHmQAuP73v2UA0wD8AWSjZoO3N////u/x5saAAH5AAL/7F2pubs7Nzc3KysrJyaF6wQNAcnJy76dKp9MnTZokXQB0dHQcuQmwo/Dw8MTExMOHD0dERJSVlUkkEhMTk7CwsDfffLP/VYIGWzebIAY2E1JfGBoaDsgNxwIMhAghhNAA4/P5V65cOX/+/AsvvODq6iq97u3t7e3trcSJoWGix0jW/8/HdDp99uzZs2fP7s9NpExMTEJCQh48eCC9fXu7WXMzt6mJ29TkKhsC6fR2VdVbGhopamppJib39+//tpvVb7FYXFBQID0BmJ+fX1NTo+jctLW13d3dpVVALSwsBrb7xXBjYGCwfv369evXK3siA6yfP/NFRcy0NKKujr5qlXy5WtQjDIQIIYTQADtx4sSBAwdCQkLwV9RodBg3btzRo8dzcljJyURSEiHXLB6gxc+P5usrmjqVdHUVsFiTACYBdFIgVygU3rt3Lzs7OycnJzMzMycnp7a2VtHJ6OjoUEt/Dg4O9vb2yuoDgRQy4GekRSLIzWWlphKpqURaGnH//uMfSB8f/pQpipWWRfj3ByGEEOo7kiTj4+MtLS3Nzc2l7SJmzZo1a9Ys5U4MDVu93LE5gJvo+kwsftwnMDmZSE192iICADQ1xf7+pK1t265dswHSjhzJVldX73gHaRXQ/Pz8u3fvFhUVCYUKVxM1MDAICwsb5lVA0ZC5dIlz4oTq9etEU9PTv0oqKhJ3d0FwcLuzM6ZBhWEgRAghhPro999/X7VqlbGx8caNGzkcjrKng1AnBAJBYmLi1KlTe7mRUiyGrlYC1dQkXl7k1Kn8qVNJR0cBgwHt7e27dj1Tuqa6ujr7CaoKqFjcQ+9EOWw2287OjjoBmJGRcfr06Tlz5mzYsEGhm6BRg8+n3brFSkoiMjNZy5e3BgTwN27UKClhAoCqqsTD43G52ilTBCwW1o/pIwyECCGEUK90bBfh4uKC7SJGAZIkU1NTY2JiYmJiKioq3nrrrT179gxSFVDoUPaQJMnx48fT6fTc3FzGIBx++uGHH7Zt27Z+/fo1a9Z0M6yggBkdze64EqiuLnF1JadOJadOJV1dSbm9mW1tbdQX69atKyoqGvAqoNXV1QrdDQ1b3fcJhGebT7S00G7cIFJTieRk4tYtFp//+C/j+PHigAD+3r0Nd+6wpkwRuLjI/0CivsHvIkIIIdQDabuITz/9dPHipyejtLS0tLS0lDgx1B/l5eVUCExMTGxtbZVe/+abb+bNmxcYGDg00+Dz+dSrCwSCwQiEDQ0NAFBfXy93ndoOev06kZZGpKQ8PYIFT1cCSR8fvpPTMy0i5LaA3rt3j7r+999/93I+LBbLzs5OGv+oLaCRkZFHjx5NS0uTG1xaWgoAFy9ezMvLk3uIyWS+/PLLzz33XC9fFw1z9fX0tDSCOhN45w5LdmexiYmIyyU9PMg5c9oBwMuL9PIilTbR0QgDIUIIIdQdbBcxmsguBhYUFHQ1rKmpaShnNWSoEJicTKSkEMnJREPD0xCooSHx9ibd3B6vBFLbSwekCqiqqqqDg4PzE51WAT1+/HhMTExXd6isrKysrOx4nSRJDIQjSGeLhIYA/gABtrarHByYsmvnpqYiLpecOpXv60saG4uGdqZjDgZChBBC6DFsFzFalZeXx8bGxsTEXLt2TXYxsFOzZs2aPn360ExsSNAAHO/cmbZy5Xi5EMjhSDw9ycBAksvlU83i29vb79y5c/To4wTYhy2gAKCvr+/i4kLFP2traxMTkx5XPrdv3x4bG9uxh/ilS5diYmL8/PzmzJkj/65otICAAEXnhpSrqqrKyMgPIAAgEMAf4PGv2KgFYDMzIZdL+vqSPj4YAocUBkKEEELosWPHjv3444/YLmJ0EAgE1GJgdHR0N4uBFAaD4erqGhwcvGTJEjc3t6GZ4aCqqGBcucJJTiZiYrYDqF+79vg6hyPx8BD4+vJ9fckpUwQk2Zybm5uZmf3779lZWVl5eXnt7e2KvhaTyQwICHB8YtKkSYqewDQyMnrllVc6excVMTExdnZ2S5cuVXRWaPgoLmampRHXrhGJiQTAPel1Gg2srYW+vqSnJ8nlkhMmYAhUDgyECCGExqKWlpaEhARbW1szMzNpu4jnn3/++eefV+7EUD8VFBRcuXIlPj4+LS2Nz+d3P9jExGTGjBnTp0/38PBQUVEBgNHxuwCBAIKD9ZqbpamsZeLE8pdfNvb2btfQyM3JuXXnzp1du/q4BZTD4Tg5OTk7O1OVYOzt7TttOIHGMrEY8vJYyclEWhqRlsaqqXm6RMxggJ2dgMsluVzS25vU0VGsCC0aDBgIEUIIjTlHjhx55513bG1tP//8czabrezpoP4SiUQZGRnR0dHR0dHZ2dkddx7Kki4GBgcHOzk5UWVjRyiqN3d+PnPGjHY1tafvmsWCmTPb6+vp7u7t6el7IiO36uo6pqRoHj6c/fDhQ0VfhcPhUH0gqF7wdnZ2qqqqA/o+0GggFEJmJistjUhKItLSntmcTBCSKVME1PFULy9SUxP7QwwvGAgRQgiNcq2trUwmkyAIeNIuIjAw8NatW9jeeqSrqqq6ePFiZGTkjRs3pP0PumJsbBweHi67GDj06uvr6+rq5C62tLRQX5SVlXX89cT48ePlflDFYsjNZSUnE4mJRErK44/d69Y1rV3bUF1d3dzcfO/evYKCAoHgblVVQULCPWoLaEZGRu/nOX78eEdHRycnJ6oZoKWl5WCUP0XDllzpF9mGEHKoJoGpqURSEpGeTrS0PN0qzOFI3NwEXC7p68t3dxew2RgChy8MhAghhEatpKSkrVu3Xr16ddeuXbJFKXB9Y+SSSCRZWVkxMTFRUVG3bt0Sibo7dESn06WLgc7OzspdDMzPz3d1de0muE6bNq3jRRUVlejoaDMzs/JyRkQEJzFRfu2Fw5HY21c3NZ3y999bUlLSh4nRaDRTU1NHR0d7e3tqDRBba45lHf/0jYyM5JoEpqcTaWlEYiKRkcEiyachUF1d4uVF+viQHh7klCkCgsAQODJgIEQIITQ68Xi8+vr60NDQbdu26erqKns6qF9qamoiIyMTEhISEhI6ttSTM2HChNDQ0LCwsKlTpw6f8M9isXR1dTsW7ZRIJNQ70tTU7FiLRV1dncVilZYyAgL0BYLHF9lsoaHhPSYzsb7+3MOHETdvkjdvKjYZxhPh4eHbt2/X0NDo25tCo0xXvwswMrI/evRecjI7JYXIynqmSeD48WIvL5IqDOPoKMBO8SMR/qEhhBAa8Wpqas6cORMVFbVy5UrZEpFTpkyZMmWKEieG+qmgoCAqKio2NjY1NVUgzUNdsLe3Dw4ODg0NdXd3H4ZbHM3NzcvKyjpeb2pqojaF3rp1i83m5Oczy8sZISF8Khu2tbVlZmampcWMHx/e0tLY3h4tEkXx+aklJT18N+SYmZnNnz+fagVhYGAwEG9oKFB/jsPwT3NU6pAG9QGoFhFBAI6vvfZ0XVpHR8zlkj4+pI8PaWMjGA7ncCMjI69fv15WVrZjxw4bGxtlT2eEwUCIEEJoxDt9+nRUVJSvr+/kyZOVPRfUX42NjZcvX46KikpKSqqtre1+sJaWFrUY6OfnN378+KGZ4SAwBZj7n//oX7+uUltLB4ClS0+LxX9TfSBIkgQAgI96eS9qCyh1/M/R0TE6OvrYsWOzZs16//33B23+g2XhwoWPHj166aWXlD2RYa33R/56YSJAAIA/QCCA7bMPlS5cqO/tTXK5pIWFsPNnDz6BQFBcXNzU1OTu7i69aGhoWFBQoKurGxQUZGVlpay5jVwYCBFCCI0k5eXl58+f9/f3d3R0lLaLmD9//vz585U7MdRPZWVlVJnQpKSkHlvhWVhYhISEhISEcLlcqlzQyCUUSgDuAIy7dIm60AwQe+LEfwF4vbwDi8WytbWl4p+9vb29vb1sHZrU1NSBn/RQMTMz27p1q7JnMaz1eOSvR1STwJQUAqAYwOzZB/MA4gHiAa4BlH7zTX+i5gBoaGjw9PQ0MDAIDg6WaxG0adMmZc1qFBgTgZDH43W1JTo2NrbjGe6SkpItW7Zcvnz5/v37enp606dP//TTTy0sLDq9g0KDEUII9cfevXs///zzwMBAW1tbaRpEI5dCvePZbLaPjw+VA83MzIZkgkNh9eo3AcIB9J588k4H6GH5RUtLi6r+QpWBmTx5MovFGprZomGl6yN/3WVCsRjy85kpKURKCjslhbh/X7rj0wxAApAHEA0QB3ANoHrgJ90LJSUlu3btKigo8Pb2PnjwoPS6oaFhU1OTUqY0uo2JQNja2goAM2bM8PDwkHto0qRJcleSk5PDw8MbGxuDgoJmzpxZWFh45MiR06dPX7x40c/Prz+DEUIIKaS6ulpDQ0NNTQ2etIt48cUXX3zxRfzsO9Ip1Dve2dnZ398/LCzMzc2NOeoKVjQ1NZ06dQrgVPfDJk2aJI1/Dg4OxsbGQzM9NJx1XwxWLhOKRJCTw0pNJZKTieRkor7+6bE/JhNsbQU+PuShQ0sBEgEeDOKkn9Xc3Hzz5s38/HwvLy9nZ2cAMDQ0BACJRPL8889bW1tTF9FgG23/Ye0U9buEJUuWLF++vMeRL774Ynt7+4ULF2bNmkVdjIiImDdv3rx58/Lz82XPJyg0GCGEUO+dPXv2yy+/vHfv3oEDB8LCwqTXMQqOXAr1jmcymZ6eniEhIcHBwba2tt2MHOnU1NSMjY0rKytlL0q3gFLktoAi1EsCAe32bVZqKpGaSqSkEM3NT2vYEoTE1VXg40N6e5OenqSamgQADh36e1Dn09DQMG7cONkrsbGxJ0+etLW1NTAwoKIgxcjIqMcP7WgAjYlA2NjYCAA6Ojo9jvzmm2+qq6vXr18vDXgAMHPmzI8++mjjxo27du3avHlz3wYjhBDqJR6Pp6en99VXX7m7u4/042FIod7xJiYmM2bMmD59uqenJ4fDGZoZKhedTv/999/9/f0BYOXKlS4uLrgFFPWPKoA3VRjGxsagvf1pCFRVlXh4kFwuyeWSrq4CDkf+lzJVVVXdrDr2p1bNpk2b/vzzz9bW1uTkZCcnJ+n1t95666233urzbdFAGROB8OHDh9C7QHjy5Ek6nb5mzRq562vWrNm2bduvv/4qm/EUGowQQqijrKysw4cPR0VFffjhh7IrgZaWlpaWlkqcGOoPqnc8tRjYm97xLi4u1MlAJycn5faOVwoulzt+/HgajbZx48bBePtUk4kR1GoCKU4TwBfAD2AagBfA498mtLeDmprEw4P09ye9vfnOzoIef8/QVSbsZRq8evVqSkpKSUnJvn37TE1NpdfXrl27Zs0aGxsb7CAyPI2JQFhTUwMAenp6PQ7Lzc11dnaWXbOm6Onpubu7p6SkFBUVUQVjFBqMEEKoU2lpaTQabcOGDV5eXsqeC+qvUdA7XimYTGZWVtb9+/cHKQy//vrrvr6+dnZ2g3FzpCx1dXSAuU9aRLgByAathwBJAFcjItY7OCjcKZ7KftJY2FUU5PF4ra2tsr+5MzQ0jIqKGjdu3KJFi2TTIADgj98wNyYCIfWjzGQy29raVFRUuhqWk5MDAPb29p0+6ujomJKSkpubS2U8hQYjhNAY19raSq0XLVu2TPbXzzNnzpw5c6YSJ4b6Ly8vLyYmJiYmJi0tTSjsoTwm1Ts+JCTEw8MD1wqkjIyMaDRaz+P6hE6nOzg4DNLN0VCqqWGkphKpqayUFHZeHhNA9shfJUDck9KgOdQlF5cP+/xa3SwJ8ni8oKAggiBeeOGFQ4cOyT50+PDhPr8iUqIxEQjLy8sBgMpmxsbGXC73lVdemTt3rtyv4qgffV1d3U5vQu04lf71UGgwQgiNcfv27fvzzz/9/f1HX5XIsamhoeHKlStRUVGJiYl1dXXdDx62vePr6uqOHz/e3Nwse1FdXV1umJub26JFi4ZwXgg9VV7OoErCJCcTxcXP/PfTzExUUnL0SQgsknti/z+FVlZWHj16NDMz09vb++uvv5ZeNzQ0rKio0NDQ6Of90fAxJv5hfuutt8LCwhobG0tKSjIyMi5cuPDXX395eXmdPn1adkW7paUFALS1tTu9CXVd+s+GQoN7qb6+Pjg4uKSkpJfjqb69xcXFCr0KQggNqsbGxri4OC8vLwMDA2mrwFdfffXVV19V7sRQ/xUXF1MrvcnJySRJdj/YwsIiNDQ0ODh42PaO/+6773744YfejPT09DQ3Nx/s+SBEKSxkSvtD8HjPLKSbmwt9fEg/P5LLJSdMEAHMNDJ6veMdFEqDIpGorKwsPz/fyclJuoPD0NDw4cOH2traq1atCggIkHvKKE6D1OfqDRs2yGbg7pmbm0dHR2tpaQ3mvAbXmAiEvr6+vr6+0v9ZV1e3efPmPXv2BAcH37lzR+7oQld7NqjrcmWyFRrco5aWluzs7B7/iZVD1VBFCKHhYPv27Rs2bHByctq2bZtYLFb2dNAAoBJ+ZGTk1atXqSJt3dDU1AwMDAwNDQ0KCupqE83wQf1e1dnZWbbXmdyngmPHjrW3t1MNjREaJGIx5OWxUlKItDTi2U7xQKeDjY2Qy+V7e5Pe3qSBgfx/V3t55K8bO3fuPHbsmJub26ZNm2RLYzg5OclWBB0jGhoaAKCtra3HqshSLS0tLS0tGAhHGG1t7d27dwPAnj179u/f/+GHjzdYU72Pa2trO30WdV36GxGFBveSsbFxRUUF1TWxN3788ccdO3Zgy06EkLI0NjaqqalRJ8GkjePnz5/fcdMdGnHu3LmTkJBw5cqVjIyMHk8GSnvHu7u7j7iTgWFhYe+//770f8rVijt79iyVGxEaWCIRZGWxkpKI1FQiLU2+U7yLC8nlUk0CBePG9fzLtd7kwJ9//jkqKqqoqCgqKmry5MnS63v37t27d2/f3sXo4+LikpGRsW7dulWrVvXyKRoaGj2WrhzmxmIgpPznP//Zs2fPxYsXpYGQ+jegq7MQ1HXpvxMKDe49PT293v9IURtTB+8YOkIIdeXPP//cvXv3zZs3f/31V9ktGKN4H9FY0NzcHBsbm5CQEB8fX1ZW1v1gdXX1oKAgf3//wMDAiRMnDs0MERrRRCK4fZuVmMhOSyOuXycaG59+hGOzJe7uAh8fksvlT5kiUFVVbJeZLKoSfnV19ZIlS6gr1CdSV1dXOzs7qtFlP9/IKEZ9rtbW1h5ThSHHbiA0MzODZ3+hQpUMpcqHdpSdnQ0yZUUVGowQQqMJjwkEdsQAACAASURBVMfjcDirV6/29fWltkugEa2goODKlSvx8fFpaWl8Pr/7wVZWVtOnTw8ICPDy8mKz2UMzQ4RGrrY2Wno6kZxMJCURGRksknymU7ybG0mdCXRxERBE30OglEQiWb58uba29pQpUwwMDGQLKM6aNav/90ej0tgNhFQUHDdunPTKhAkTbG1tMzMza2pq5Pq31tbW3rhxw8zMTPrbAoUGI4TQCJWdnf3LL79cuHBhx44d7u7u0uuyX6ORiCRJ6mRgQkJCaWlp94MJgggMDAwLC/P39580adLQzBChkcvIyBZgKoA/QIBsp3gA0NISe3oKvL172ym+i/vL946XrVtx69atPs0ajV1jNxBeunQJAPz9/WUvvvLKK59//vn+/fs3btwoe/27774jSfLll1/u82CEEBqJzp8/39raunXrVjc3N2XPBQ2AysrKiIiIyMjIGzdu9FgywdjYODw8fPr06R4eHt108UUIAUB9PT0piUhOJg4fzgeoe7ZTfA1AHEB8dPSXNjbCZ7ue9YAkyevXrxcWFpqbm1PVPjumQQCg0WiK1jJESGr0B8LExEQXFxe5Cgd///33Bx98oKam9u6778pef/fdd/fv379jxw4fHx9pr+RLly5t27ZNV1f3gw8+6PNghBAazhoaGqKiomJjY9977z3ZXaDYK2IUEAgEKSkpVNvAHhcDWSwWl8sNCwsLCwvDxUCEuldbS6f6QyQlse/eZT6prDwFAADKAOIArgLEAxRSD4SE7O+++otIJKLT6bLlIbKzs/fs2WNra+vp6WloaNhN5QjMhKjPRnkgFIvFL774YmNjo5ubm4WFhbq6+qNHj9LS0oqLi7W1tf/44w+5f+00NTXPnj0bHh4+a9as4OBgKyurgoKCmJgYDQ2NM2fOyLXTVWgwQggNZ1999VVaWpqfn59IJFL2XNDAqK6ujoqKioyMTExM7LFrwoQJE6je8VOnTpXru4AQksXjMVJTCSoH5uc/80F60iRRaekJgFiAWIAeyjLJ+f3333/66afCwsJTp07NnTtXet3Q0LD3Z/8wE6K+GeWBkE6nHz169K+//kpOTj537lxra6umpqaNjc2KFStWr17daT1PLpd769atLVu2XL58+dq1a3p6eitWrPjss886PRCo0GCEEBoOamtr4+PjQ0JCNDU1pY3j161bp9xZoQEhFAqTk5Pj4+MjIyPz8/O7H8xkMn18fAICAkJDQ21sbIZmhgiNRCUlzNRUVkoKOzmZKCt7uhdU2iTQw0Pg7U0aGYmMjJZ3f6vKysrExMSCgoLVq1fr6OhIK9KHh4c7Ozu7ubl1s6KAheXRIBnlgRAAwsPDw8PDFXqKmZnZoUOHBmMwQggp1//+978ffvjB3d3d2NgYWwWMGvfv379y5UpCQsK1a9cePXrU/WB9ff3p06f7+/v7+fnhZhZZ168Tv/2mUl0Nv/8Oz1aLQ2OORAJ5eczkZDbVJLCm5pkmgU5OAqpJoJcXqaXVc5NAWT/++GNlZSWXy500aZJsnx47Ozs7O7sBewMIKWL0B0KEEBqzSktLTU1NqV8qU4uBb7311tq1a7FAyCggkUiuX79OlQnNzs7ufq8vjUbz8PCgcqCjoyNdoaIWo93BgxcOH9ZvaVkoEDxeq3FzW8zh3KC+7qrhMBp9xGLIzWVR/SFSU4lHj57+NSEIiaurwMeH9PEhPTzI/jQJxFUENAxhIEQIoVFo165d+/fvr6+v//fff2U3sWtpaSlxVqj/GhsbL1++HBUVlZSUVFtb2/1gTU3N6dOnh4WF+fr66ujoDM0MRwqRCB4+DAFY3NQU9qQgZDPAWYAfq6oSZUeyWCz87o1WRkZmAO5ffHEpOZlISyMaGp6GQA5HMmWKgMslfX35Hh4CNruTECiRSNLT02/dusVgMFasWDHYs5VIJN3vGsUDhKhvMBAihNBow+PxbG1tv//+eycnJ1wLGh1KS0tjYmKio6OTkpLa29u7H2xmZhYcHBwSEuLj48PhcIZmhiNIfj4zNpadm8s6f34pdcXKqjY4uNjHp0xFha2t/ZXceFNT0wkTJgz1LNGgaWujZWSwFizYBxAA8AhAVdo+TE1N4uFBenmRXC45ZYqAw5HPV0KhkMl8+uGZJMmtW7daWlrOmTOHOg3YfWbDwIaGJwyECCE0gkVFRf38889xcXGnT582MzOTXse2gaNAc3NzbGxsQkJCXFxceXl594M1NDSmTZsWGho6bdq0TkumoYYG+tmznFOnVG/dYgHA5MlCa2vhtGn8l15qtbERAhgDGAOAtMgHGk2ammg3bxJJSURSEnHnDksgoAF89eTBBwCJAPEACbm555idfTS+efPmF198UVBQsHbt2i1btsg+lJycPNiTl9VN4MS0ifoMAyFCCI1g2dnZNjY2a9askU2DaESrqamJjo6OiYmJj49vbm7ufrCRkRG1GOjv7z8q20Xs27cvKyur+zEEQaxcuXLKlCmdPioSwdWr7FOnVC9fZpMkDQBYLMn06fyPP26ytBQO/IzRwJHrwN59B7+OGhroaWkE1Sw+O5v17DHbKoAYqlk8wNN6vKamRidPnrx7925gYKCtrS08+QWBm5vbpk2bnJ2dTUxMenxdKpjJxbYBTGudZkJMg6g/MBAihNAI9t///lfaOgKNXCRJxsXFURVieuwdz2azAwICwsLC/P39R3fv+Nra2m3btvVmpFgs3r9/v9zF0lLGb7+p/vGHSk3N4z4BNjbCJUtaFyxo09FRrDIkGnpyaZC60mMmrKlhpKYSN26wkpOJ3FyWWObP2dBQ5ONDnjnzfwAJADkAnSeol19++c033zQwMJBdKzY0NFR06XhQExrGPzSwMBAihBBCylFXV3f16tWoqKi4uLge20Xo6ekFBwcHBwcHBgZqamoOzQyViyqdSqPRvv76667GJCYm/vPPP7JFVltaaOfPc/74QzU1laA+NmtoSObMaVuypNXdXTD4s0YDoGMalF7vmAmlTQJTU1klJc98srWwEFIHAr28SDMzEQCcOfNDj69+8ODBvk4coREJAyFCCCE0dAQCQUpKypUrV6KionpcDGSxWFwuNywsLCwsbHQvBnaDRqMtXbq0q0dJkvznn3+or2/eZB0/rnb+PKelhQYAdDoEBPBfeqltxoz2TktEouGpqzQofbSqqqq0lDFhgvj6dda772pVVz/tFM9kgq2twNv7cZNAiYSXkZHB4/EmTVoOQMMDogh1CgMhQgghNOgePXoUFxcXHR199erVHttFaGlpBQYGhoSEBAUFYcODXtAvKnp+9271PXs0qJXCiRNFixa1Ll7cZmLSXXtGNKLQABwAAgECXVwMHjygT5/e7uYmqK5m0Ong7Czw9eX7+pJeXqS6+tPwHxr6ipqaGpfLNTAwYDAY3dwdobEMAyFCCCE0KBRaDGQymT4+PgEBAaGhoTY2NkMzwxFNKITYWPbJkwsA1mVlsfLyIDS0XUVF8tJLbVOn8rHfymhhBxAGEAgQAKBLXXrwAJhM8PAQvP12c1AQX1v70e7dX169ejsnR/+VV2Jln5ydnS13O2zlh1BHGAgRQgihgUQtBsbExFy9evXhw4fdD1ZTU/P39w8JCQkODsb9bL1UUMA8dUrlzz9Va2roANoAoK2du3PnhPDwHjo0opFmGkAMgDS/tQCkAiRs2zZr4cKJqqoSQ0NDExNobuZ4eXktW7bM09NTiXNFaOTCQIgQQgj1l0QiyczMpHrH37p1SyTqYaeitbU1VSHG29ubxWINzSRHOrlGggBgYCC2tk5NSFjp52cdHt5zsRA0PLW00PLzmY6Ogg5/FcoA0gGqABIArgGkAwgAwMDA1NLyafZTV1d/7733ev9y2MoPITkYCBFCCKE+qqmpoXpFJCQk1NfXdz9YS0srNDQ0LCzM19cXTwYqghET87iRIJ9PAwCCkMyYwV+woC0oqP3YsZiEhDwAa2VPEimmuZmWmkqkpBApKezbt1lCIbz7bvPHHzc9O6oIoJNFvxUrVvTz1bGVH0KyMBAihBBCisnPz6d6x6elpQkEPXQyoBYDg4KCvL29CYIYmhmODg8fsgC2i8XLli7Vpq64uAgWLWqbN69NS6tfjQQfPnz4999/8/n8jg9paGh0+pTJkyfPnz+/Py+KRCK4epWdmMhOSSEyM5/pFK+vL/b0JAHA0NAwOjo6JCSkq5sMVGzD+IeQFAZChBBCqGeNjY2XL1+OiopKSkrqsUzouHHjqF4RuBjYHxs2mAB8BAB6euIXX2xbvLjV1lY4IHfev3//jz/+qOizioqKzM3NB2QCY0dDA53FkqiqSgDghx/Ut2x5mrc1NB40N0cYGOQfPPjq7NnW1HFQAAgODu5qVyemOIQGAwZChBBCqEulpaXUycCkpKT29h5qllhaWoaEhISEhOBi4ICYPftRQsJZGu1MevoPzAH9wBIeHn7w4EGJROLn52dmZib7kKqqqtzgf/75p6amxs3Nbcy2glRUcTEzPZ114waRmkrk5zNtbGqfe25bQUHByy9/FxCg4eQEfn4QEAAcDoPFmtfVkiyV/aSxEKMgQoMHAyFCCCH0jObm5tjY2ISEhKtXr1ZUVHQ/WFNTMzAwMDQ0NCgoSFdXd2hmOHwkJiZ+8f/Zu++oqo4tDsC/W7h0EEWqdBAVe0WlNwtgi4LYn2JPbLFERY2JSqJGIWpi7JqooLFRLDQpotjFhggC0kEUpF3gtvfHRSSAFL32/a2sLJgzZ84c3lu5bGZm79Wry8vLG+/WrVu37du3s98Q1eXnM2/e5NjaVsrI/OeXfienoqVLp4hE0NUNkNiMAQD9+vUbOXLkyZMnuVzur7/+Wnsxqk6u12vXru3Zs4fBYOzYsYNJtSzeQCRCUhL7yhXOlSucy5elCgpe/w/NYoHFSmQymRMnThw1StvdvfZ9rZsxMsWBhLx3FBASQgghAJCUlBQSEhIdHX3t2rUGT5fV1rVrV0tLS0dHx549e74pzvkanDlzJiEhocluT58+/eGHH+qsxfF4jNBQaX9/2YsXZfh8/Phj8YwZZbU7qKioaGtrZ2VlNTm+mZlZCycOLy+v8+fP37x5MyAgYPjw4eLG8vLyhISEjh07ir8ViUQLFiwQCoUTJkwwNzdv6SO+bCIRHj1i29v/DFgBVkDbmktsNnr2hL09LCxgYQElpQHAgI84VUJI477ezzBCCCGkqqoqKipKnCm0ydrx8vLydnZ2lpaWVlZWurq6H2aGnzjxAo67u/uoUaPe1Gfq1KllZWVC4es0MPfvS/n7y546JfviBRMAgwFz8yonp7o7cqWkpC5dutTkTl0AysrKLZ25hobG3LlzN23a9NNPPzk6OsrJyZWWls6bN+/8+fPR0dGWlpYA/P39r1y5oqCg8Msvv7R0/C+SQICHD6UCAgovXWLExysAbYHfX13kAteA6AsXVvXvjzfsAyWEfIooICSEEPLVefHiRWRkZFhYWFRUVGFhYeOd27ZtK64ZaG1traSk9GFm+HnR19cXR1ANYrFY4i8EAhw6JHf4sNzDh9X15rS1BWPGcN3cuPr6DWeLkZaWlpaWlviExebMmePn55eRkfHzzz8/fPgwPj5eW1sbQG5uLoCysrIlS5YAWLZsmbj961Rezrh1S+rmTc61a5zr1zmlpQygZmt0ERD7qkjgdaAKwKBBq2mfJyGfFwoICSGEfBV4PF5cXFx0dHRoaOjjx48b7ywlJWVubi7OFEqpRCTl4kXplSuVAcjIiIYOrXB35w4cWPkRz+VJS0t7eXnNnDnT399/8+bNY8eO/eabb1JTU8VXN2/enJmZaWBgsHjx4o82xY+krIxx4kTegQMpaWl6VVXdhEJWzaXWrWFtjVOnFgExwE2AYj9CPnsUEBJCCPmSlZSUREdHi8sG5ufnN965VatW1tbW9vb2tra2VC7i3ZWWMhQUXgcMffrwPD3L2rfnDxvGVVL6CIFEenr6X3/9FR0dPWXKFC8vLwAzZsw4evRoZGTk5cuX586dW9Pz6dOnv/76K4CNGzfKyMh8+Kl+SKWlpffv39fR6ZiQoBYXJ33zpvzNm+DzNYBu4g5t28LGBra2sLSEmRmYzAYKQtTGYDBokZCQzwgFhIQQQr40QqHwxo0b4pOB9+/fr316rT42m92/f38rKysHBwdTU9MPNskvWHk5IyhI5uhRuWvXOMuWldS0KysLf/qp+CNOTFpa2tjY2NPTs2/fvjWNPj4+vXr1Onr06OzZs2saV6xYweVybWxsRo8e/TFm+oEUFjJXrDgbHFwiLW1fUWEqELyO9PT0YGlZ/U+HDmioKCAh5AtBASEhhJAvBJfLjY2NFZcNzMjIaLyzvLy8paWluGyghobGh5nhF+/6dY6/v2xgoGxJCQMAmw119cai8fekuLg4KCgoOjra3t5+3rx5Ne2amprdu3ev07lbt27Tpk3btWvX/PnzxTXxHj16dPToURaL5ePj80Hn/T7dvn07Jibm4cOHnp4bXrwwi4tDTAwePoRI9D8AfD6YTJiZwdKyukigjs7HnjEh5EOhgJAQQsjnLS0t7eLFi2FhYVeuXGkyI6WhoaGDg4O9vb25ubmUlNSHmeEXr6REeds2BX9/2ZSU6t8rDA35Hh7cMWPK1dSEa9Z86PkkJydfvXp10KBBzVzfW7du3bFjx27dumVq2hnQ3L9/v0gk8vT07Nat2/ueKqPe0lt2dva7D1tcXFw7AVJJiebOnTeSkr7Jz18VECBX6+no1Ak2NrCygrU16A8jhHydKCAkhBDy+SkpKYmMjAwNDY2Kinr27Fnjnb/y2vHvVV5eR+D8n386ikRMAIqKIldXrpsbt2/fqvf0xEuXLhkYGIjTfgqFwtu3b4eHhw8cOLB27Ofs7Ozs7Nz4OEVFRTXn3EpKpBwdDxw/zk1MdAXkUlP7Kiu/+P7772tnoJWRkZGVlZXsu9SPBgFoaWm9S0w4Y8aMuLg4aWnpixefhoezoqIQFYWcHACurx6Kzp1hYwNra1haQk2txY8QiUQNzrx2h7eaOyHk46CAkBBCyGcjKysrIiIiIiIiJiamvLy88c7t2rWzs7Ozt7e3sLCQ+K/yX7nbt6WOH5e7f58dH78QkANEFhaV7u7coUMrZGUlEwykpaXdu3evTmNGRsa6devat2///fffA7h06VJoaKiZmZmOjk5QUJCDg0MzE8DY2NhERUUBnQAXwAUYAAx/dTEJePby5cv27dvXvoXD4Rw4cMDDw+PdX02skZiqOTFhampqfHy8QCD45ptvAGhqaorbV6xYoampyeXqd+wIgaC6s7Q0evWCuTlsbGBhARUVybwCIeTLQAEhIYSQT1pZWZk4AqTa8R9dfj7zxAnZY8fkEhOrf38wMYlOSgodN4797beuABpM4/oW60UlJSW2traVlZUNXn38+PHMmTNrvs3NzQ0PDwcwd+7c7du3Nz5yRQXCw/H4sTuwHBj0qlkIJAFPgDRgOVBU/0Yej9fk3yA+mPz8/FGjRpmamjo5DUtK0oyLg709evUCgP79+wMoKED37mjbtvpAYJ8+kGyq1EYWCWl5kJDPDgWEhBBCPkV5eXkXL16MiIiIjo4uLm4iNaWampqtra29vb2VlRXVjpc4Ho9x4YL08eNyFy9K8/kAICMjcnGp8PAoP3nyQFLS4cOHcfjwBgk+UU5OTkdHJzk5WU5OztjY+MWLF9nZ2fLy8ioqKunp6bKysp06darpXFpampiYCMDMzOxNAz57huBgnD6NkBBwuQBms9kQCsHhiCorGSIREzABTAAAUfPnq6+pd/CRzWaLU85IRONbLvFqkfDZs2f79u27d+9ex44da2JdLheJiZqzZuVGRWHdOoiPzZqb48qV17erquLGDUlNtmHiwK/2i1AoSMhnigJCQgghn4qqqqqoqChxuYgmFwM5HI61tbWjo6OlpSXVjn9PEhLYfn5yJ07IvnhRXT++e3fe2LHlI0ZUFxJ89swyODi4yUigXbt24lN/zZGenq6qqrphwwY3N7fKysp//vnH0NCQz+crKyuHh4c7ODgYGxvfqBXuzJo1KzExsVevXrWXDQUCZGQgJQVbt+LmTeTmos4cxZFtRQUDQKtWMDGBiQkuX/4rLe3UwIF/q3wCuyo1NTXLyspatWo1Z84cS0uriAhERiIyEteuofbSaevWGDgQtXKpflAUBBLyBaCAkBBCyEeWnZ199uzZ0NDQGzducLncxjtraWkNGTLEycmpd+/edDKwpcQhd5O5WLW0Ot6719XPT+7u3epErCoqwlGjuOPGlXfsyK/dc9iwYcOGDav/FA6H8xbTO3v2rLe3d25urp+f35gxY0aMGHH69OkFCxaId4Q26ObNm7t372Ew9CZOPLBrFzMpCQkJiI9Hbi4aLD8pIwNT0+rwz8Sk+uu2bauv2tgcTUtreJ/qR2FsbPzjjz8COHQIkye/bm/XDlZWsLCorhTfZJFAqhRPCGmEJAPC0tLS+/fvp6WlZWZmlpSUlJWVsdls8QYPPT09IyOjDh06MJlMCT6REELIZ4rH48XFxYWEhISFhTW5GCglJWVubu7o6Ojo6EiLge9iy5Ytv//++5uvMwBLYBrQC5ADwGLB1rbS3b3c0bGSw2lWROHl5eXn53fu3DkTE5MWzU1TU9PCwmLfvn3m5ubiePK33347f/58RETEmTNnhg+vSfoiW1FheuwYEhPx6BECAhSEwpeA/IIFDYwpJQV9fZiawsEBXbvCxATt2rVoUh9eO8Aa6J6UtLh2a69eGDgQnTpVB4EGBs0aq/Z+zpqvKTIkhNTxrgGhSCS6fPnyyZMnw8PD79+/L6hJaNUQRUXFfv36OTs7jxo1is76E0LIVyg3NzcsLCw0NDQ2NrbJFB0aGhoODg6Ojo4DBgyQl5f/MDP8solLdOjr6+v8t+54RYVGfv7gvLzBFRVa4hYDA667O9/dnauu3tgne3337t0rLy9PTk5uJCC8efPmoUOHoqOjd+/e7erqWtNuampqampa862hoeH8+fN//fXXRYsWDR48WFpaeudOE6A0KYnp7v76JgAMBths8HjVTdraGDIEHh6wsgL7k9wLVS8pixMwFrAGDMXfb9mCP/54fdnMDJcutewRbzqmSKuFhJA63v4/kxUVFfv37//tt9+ePHlS06ioqNiuXTstLS0FBQVZWVmBQMDlcgsLC7OysrKyskpKSsLCwsLCwhYtWjRkyJBly5ZZWVlJ4i0IIYR8uvh8/pUrV6Kjo0NDQx8/ftx4Zzab3b9/fysrKwcHh9qxAZEgDw+P7777DkB5OSM4WObYMbmbNzniDZZKSkIudx+Pt+fw4a36+vrv4+mamposFmvAgAGrV6+uSQMjFCIjA48fIykJiYl48gQaGuUrVuSOHz9+//79KSkpq1evnjlz5rNnIoDJYr3U1ZUTCEQZGTyRSB6ASARj4yoNDfaQIcxhw/BZ/B+nVkzIAoIA8e5cEfBw7lyz779/p8EbT1pDMSEhpLa3CQhfvny5ffv233//PT8/H4CBgcGQIUPs7e179uzZyIdHVVXVgwcPrl69euHChbCwsLNnz549e9bc3HzZsmUjRox46xcghBDyacrPzw8JCYmJibl06VLtAt8NUlNTc3JysrS0tLCw+BTyeXzpGNeucfz8ZIOCZEtLGQCYTNjYVLq7cwcPrujadRGPVyKRx2RlZQUHB1+6dGn+/PkuLi417UOGDBkyZAifj59+wq1bSE7GkyeoV2Oiau9eE6D6IODGjRs3bvQDhgHDBYKOqanKAAAOUAyEAsEJCUdKStqGhKSyP801wYa8igkFwCLAAIgFYkSihmp3EELIe9Pi/2gGBwfPmDEjOzubzWZPmDBhxowZlpaWzbmRw+H06NGjR48es2bNKisrO3HihK+vb1xc3MiRIwcPHrx79+52n/y+fkIIIY0TiUTXr18Xpwm9f/++sMG0Hq8wGIzevXuL40AzMzMWi/XB5vmp4XK5VVVVjfdRVFR893P4XG4r4IedOxd5e7cRt+jqCtzcyt3dudraLdsa2hyXL19OSHhmbr64pMS2oqJuKby4OPz44+tvORwYGqJ9e7Rvj8rKe//8Mx1QBph8fveyMjuhcCjQ/VVfHot1TSCIBs7Ky9/mcMSrYXKamppNlnNoXOvWrQG0adPmXQZpkf+u1C36YM8lhJAaLQgIi4qK5s+ff+jQIQAeHh7r1q0zNDR8u6fKy8tPmjRp0qRJwcHBixcvPn/+fOfOnX/77bdp06a93YCEEEI+ouLiYvHuj8uXLz9//rzxzkpKSk5OTuKTgR/yN+9P1uHDh5csWdJkN11d3cjISJm3qi/O4yE8XObIEbnw8G0Aq7AQ0tKiQYMqx48vHziw8t3TvVVVVd24cSMy8lr//uNKShwAu8OH7ffs0UxMnPfiRXWfDRuwfPl/7jI3x44dAGBsDGNj6Omh1t8EukybFrdtG4KDUWt1WWBklPfkia+p6f0+fVr/888/FhYW0dEv3jEIrG337t2LFy8eMGCApAYkhJBPXwsCwpMnTx46dEhfX3///v02NjYSebyzs7OTk9PGjRvXrl27ePFiFxcXdXV1iYxMCCHkfXv69GlERERYWNiVK1earGSgr69vZ2dnb2/fv3//t4tqvlQ3mldBPD09PS8vr6VJVhMSpPz9ZU+elC0oqAn7rjs55fj69lNWbmz9tnEVFYzUVHZqKis1lZ2SwoqMzHr2zJrP/2b7dgDdAEREVPdkMKCriw4dMGRI3UHYbMyZ88ZHzJyJq1cBQEkJgwcjM3Pn5cte0tLqwEMez/Dw4VQmk+nr6yvBaBBAmzZtKBokhHxtWhAQTp06tbCw0NPTU1lZWYIzkJKSWrlypaOjY15eHkWDhBDyiSstLb148WJMTExkZGRmZmbjnRUVFW1sbBwcHGxsbNrW1HojDVm5cuXcuXPfdNXEQaXrQQAAIABJREFUxKSsrKz5oxUXM8+cEWeLqS4kqKBQ1rNnwosXm+/f92cyBwcGJtbuz+FwnJycWrVqVX8ogQDZ2ay0NHZKCistjf34MR48ED17pvDfpCTVCUWVlCAUJpaW3h47ttvIkR3bt4epKRqvFikSgcuFnFzd9p9/RkwMrKxgZQUOB1lZrqamix8+fAggJydHJBJNnjy5Z8+ezf+ZEEIIaVDLzhB+/45Jr96sb9++72lkQggh7y43NzciIiI8PDwmJqa0tLTxztra2uLFQAsLC7n6v+mT90YgwMWL0v7+ciEh0jweA4CUlIjPPyMS7S8tPRcdXV2W4fz58+fPn69z7+TJkzds8M7JYQkE1oDW9u16z5+rpKSw09JY4qHqkJYuB5LY7GwpqbRX/6SyWM+zs7OBiosX1a9dq1spRFZWdufOnRYWFgCKixEairNncfYsSktx/z7qrH06OsLR8fW32traixYt+vnnnwFwuVx5eXnx16RB9cpa1L36ISdDCPnEfTaZuAghhHxgVVVVUVFR4gwxTdaOl5eXt7Ozs7S0tLKy+uIrzT579mzWrFlDhgzx9PR8H+Pv3r37/PnzO3fubP6yakoK299f9vhx2dzc6nN4HTvyPDy4/funOjqOZDKZzs7OAOLj49PT0zt27GhsbMzjyZWVtSst1c7MlH72rFVAQN9jxzS4XAYQCODIkdeDS0nB0BAmJtDULDExYfboIW9mJuraVa+goKBeatBqeXl5DbafOpVw9arF2bOIiXldNlBdHVJSTb/jsmXLdu7cKS6luGzZMspF17g3xYQUDRJC6pBMQMjn8+Pi4prfn8FgKCgoqKmpaWpqSmQChBBCJOX58+eRkZHh4eGRkZFFRUWNd1ZTU7O1tbW3t7eyslJSUvowM/zo4uPjr1y5UllZ+Z4CwtOnT9++fTs+Pt7BwaHxnuJCgv/8I3f9OkfcoqwsHD68YswYbq9eVQCys/kA2GyFhQv3ZmSwMjPPp6eXlpU5XL2qn5//n2QyNblbGIwskehxq1bPyspub9s2y8FBT0+vpry74qvujLt372ZnZ9ef0rRp0+Lj4zdt2mRra1u7/dy51jt3am3ZIl3T0r49XFwwdCgsLcHhNP1jkZeXnz59+oYNGzgczuLFi5u+4atXPyakaJAQUp9kAsKoqKgmP7QapKOj4+HhsWTJElVVVYnMhBBCyFuoqqq6evVqSEhIWFhYk4uBUlJS5ubmjo6Ojo6OLc1x8mUQ/1b9vn+3bmR8kQhxcRx/f7mzZ2VqFxJ0c+M6OFTk5zPT0th79sgnJ7MTEhSAzKoqTTs7cfg3DkB6evU4UlJl8vI5ItGDly+vtmnzonNnaXn57NDQMzweb+vW/W5uqxrZ8ctgMGJiYirrLRGK/4hw9+5dgeA/dSwOHXLPypKWloa1NZyd4ewMI6MW/0zs7Ow2bNigr68v2/jBRPIKRYCEkCZJJiAMCwsDICMjIy0t3Ui3qqoqLpcrKyurpKRUUlJSXl6ekZGxceNGf3//sLAwY2NjiUyGEEJIM4kXAyMiIqKiol7U1Ad4g1atWllbW4szxFC5iI8lN5d17Jisn59sWlr1J7i6urBbtyo1NWFeHnPTJoXvvlOud+RPEYCcnEhfn19eHp+WFgIkA4+Bxzzes5o14OfPERVV/TWDwXBycmr8/Ke3t/fvv//e0JVOgMXff/9dr3070CU+fpep6dtv9dTW1maxWCYmJm89AiGEkDokExCKU2YfOHDA3d29kW6pqalmZmbKyspJSUkKCgp5eXmBgYFr1qx5+vTpuHHj4uLi3r3kLiGEkMbxeLy4uLhmLgay2ez+/ftbWVk5ODiYmpp+mBlKxPbt24OCgg4fPvylxK4c4JuZM83u31cUCgGAwQCTCYEAeXnMkJD/lPGQkoKeHt/YmG9oKFBRKVi/foqUVFpy8mUAz55xQkI4IlFHoCOAuLi4srIyLpcbHR3dr1+/qVOnikfQ0tLS0tJqfEIjRowQB4QODg76+iY5OSZPn3ZNT+9aXNwWQL9+87p1e714eOrUqWfPMvv00TQxaWLYxnXo0OHRo0eUk5wQQiRIMgFhcnIygO7duzfezcDAYOLEibt27dq7d+/8+fPV1dU9PT0HDRrUrVu369evX7hwYUj9KkWEEEIkoUWLgQoKCpaWluJMoRoaGh9mhpIVGBh47969e/fuSapw7ockFMoA3a9e1b93TyE+nhMfL1VW9hxg3L37uo9IBIEATCa0tQWGhnxDQ76xsUBXl29kJGjXjv/qyB+yswvWr49kMDgXLlyIiopasGDBvHnzNm3aNHDgwJqfzJYtW6Kjo01MTGbMmNH8Sdra2o4Y4Xn6dMWdO/+7ft3u5cvqdgaDLxIFfved4/jxruKWS5cu7d69m8lk7ty5893/8kv7iQghRLIkExA+f/4cQHMyxIwcOXLXrl2nT5+eP3++uEVHR+f777/38vI6fvw4BYSEECJBLVoMZDKZvXr1cnJysrS07Ny58wfYspGcnKypqSkvX7c4gQR9+geoeDyUlGgCrlevDsjMVE5JYaWmsjMzYwHGH3/U7SwjI2zfXtCpE8/QUKCryzc2Fhga8mVkmn5HPp+/e/duV1fX9u3bx8TEeHl59evXT5wNrqSkJD8/v6XTfvQI06fjypXdAAoKAKBNGwwZAldXbN3qEhd3QU7upLinSCRavHgxlQ0khJBPlmQCQi6XC0BGRqbJnuJVxISEhNqNrq6uXl5et27dkshkCCHkK1dcXBwdHR0eHn7x4sUmf9evWQy0tbVtcpegBN24cWPYsGFDhw7ds2fPB3voxyUSITub9eQJOz2dlZLCfvKEnZzMysxk83hbAYSFNXwXkynS0srLzd3M5++7ePFsk1l8Xr58GRsb6+DgwOFwNDU1+Xw+ACkpqdjYWHEHHo9X828AkyZNOn36dJOT5/ORkIDOnSFOWhkRgUuXAEBVtaCgYL+m5o2kpIPy8jIAfv/9P2UqDx8+fPXqVSUlpV9++aXJpxBCCPnwJBMQSktL8/n88vJyTlN5o5WVlQHU2a0kPpeSkZEhkckQQshXSCgU3rhxQ1wz8P79+0LxObM3+PCLgfWJq8mJ//3JyszM9PHxKSkpqdMuLrKXmpo6c+bM+nfZ2Nh4eHjk5TFTUtipqeyUFFZaGjslhZ2SwqqqaqAuHINRJRI9BvIAJaA9oPzqSjywTyg8kplZIP5+1apVampqCxcu1NbWbnDCP/zww/Hjxy0sLIYNG9bMGoZvKhgolp+PkBAEB+P8eRQVYds2fPstAHh6QlsbZmbQ1pbv2HHH06dPfX27rVixAoA4FY3432VlZT/88AOA5cuX08E/Qgj5NEkmINTQ0Hjy5ElSUlKfPn0a75mbm4tXYWENaWlpaWnp+p+4hBBCGldeXh4aGhoREREeHp6Zmdl4Z/FioK2trZ2d3YdcDPx8HT9+/EjtAu3/VVRUFBgYCABQAkwAE8AUaB8U1H71ao2ysgZiPxYLGhoCIyO+kRHfyIj3448efH6WSNQf+B9g/6rXC+AocAC4Ued2cU7vdu3aLViwAEBxcXFN7UfxqY0ff/xx27Zt714Q8s4dBAcjIAA3bqDmbwvq6ujSpfprDgfDh4u/lPX29h43bpy3t/eUKVO0tLS2bt0aHR0tLkb166+/ZmVlmZiYLFq06B2nRAgh5D2RTEBoYWHx5MkTPz+/JgPCc+fOATAzM6vTzuPxpKSkJDIZQgj5GohEotWrV2/ZsqW8vLzxnkZGRg4ODvb29v369aP/0rbI1KlTFRQUqqqqaloEAlZhYev79/mxsQVycj3atOn34kWbsjKF2neJRCgrAwB1dYGxscDIiG9gwDcy4uvpCfT1BVJSIgBCIS5fljY333ntmmZVFQcAgyHS10/p1u1mhw4PDx3anZ2d7ebmVr++AofDcXNzO3TokJ+f35MnTx4/flw764+BgUGDL8Lj8RwdHcVfi4/9JyUliVsePnz46tWkzp9HYCCCgl4XKgTQpQtcXDBsGPr2RYNryR4eHjt37oyOjl6+fPnBgwfNzMzEn/JpaWmbNm0CsHHjxiY3EBFCCPlYJBMQenh4HDx4cMeOHZMmTerWrdubuhUWFm7cuBHA4MGDa7e/ePFCKBTWWTYkhBDSiKioqHXr1r3pqrS09IABAxwcHOzs7L7O2vHvTiBAUVFrY+NvnzxhP3xY9egRPydHoaBAXiCoXvorL0dNMC4vz9PULO/cWcrERGBkJM72yVdUbCDdS1YWy99f1t9fLiODBbQGoK/Pd3Pjjh7NbddODrAELC9cCMjOznZ2dq6J4mrT1NS8e/fuunXr7OzsmqzPrqioKCUlxePxwv57SLGkpORVS1ugHzD73389jh6tviouH+/qChcX6Os3/bPy8fHp3bv333//PXfu3L59+4obly1bVlFRMWjQoBEjRjQ9BCGEkI9EMgHhoEGD7OzsIiIiBg0adPToUVtb2/p9MjIyRo8e/fTpU2Vl5TqJrRMTEwEYGhpKZDKEEPI1aHCbvY6OjrhWxMCBA5sMFb4MO3fuvH37dv329PR0AL///rufn1+dS3JycvPnz9f/b6CTk8NKS2M9ecLOymIlJ7OTk9mpqQ0f+QMqgKRX/zwGEoGEsrIXyckYNmzRwoWLG5xnRQXjwgUZf3/Z6Ghp8SZMOTmRs3PF2LHl5uZVjAafAzx48ODMmTOxsbEXLlyofSbQzc3tDT+Pulq1anXp0qXaOWbv3LmzYcMGbW0na+vNN29qJSa2AlgAeDyoq2PwYLi6wskJiorNfAIA9OjRY8qUKfv27Zs/f/7ly5cZDEZ0dPSxY8fYbPaWLVtaMBAhhJAPTjIBIYDDhw+bm5s/ffrUzs7Oyclp9OjR3bt3V1FRKS0tffLkyblz5w4fPlxRUcFgMPbt29e6deva94pTn/Xo0UNSkyGEkC/eoEGDBg4cGBsby2KxzM3NbW1t7e3tJVs7/sKFC5cuXfLy8pKWlpbgsBLE5/N/+eWX2ls667h69WpDzW1lZe27deuYmlqd9CU1lV1e3vCRPx0dvo5OSUzMAQYjWU2tiM1OZbNzuNzy/Px8cRpPAIDiy5fCoqKirKys+oPcvi3l7y93+rRscXH1I/r0qRo7luvqylVQaKJixJkzZzgcztatW5uZIaa2qqqqsLCwMvHuVQBAZSX77l31kBADYEZWlt6r05Ei4OqwYUkDBmgYGBR17dq5Q4cOLX0WAG9v7xMnTsTFxR09enTs2LHiU44zZ87s1KnTW4xGCCHkg5FYQKihoXH58uUJEyZcvHgxJCQkJCSkfh9lZeUDBw7U3zqSnJzM4XDs7OwkNRlCCPnicTichQsXxsbG9u3b9/jx4+/jEZs3b37w4MHQoUP79+//LuNUVFRUVlbWaRQHKgKB4GVNRfNamnmIgM1mHz169MmTJ/Uv+fr6ZmVlTZ48u3XrfgUFKgUFKvn5KgUFrQsKVMrKZA8caGA0TU2BgYHA0JBvYMA3NBQYGvL19AQcjig9Pd3cfJGsrNzt28ninqGhoZMnTzYzMwsODha3/PHHH3V28ObnM0+ckD12TC4xsfqjVl1d6O5e7ubGNTTk13m0uGJkbGzsvHnzjIyMxEc9W7duvW3btub8HBq0ffv277//HgCgAzgDroAdUFMgqgKIAAKBICAzIAABAQAgKyv79OlTNpsNQEZGpvnrzGpqaitWrFi2bNnSpUufP39++/btNm3a/Pzzz289f0IIIR+GxAJCAFpaWhEREcHBwbt27YqKiqr5jGcwGD169Bg2bNi8efNUVFTq37hz505fX9+PkvecEEI+X43XlpDU+AKB4F0GOXPmzJw5c95UIP7WrVsdO3as396jR4+aWKtx/fv3F8erfD4yM1niRb9Hj9hFRdaA1sGD7Rq8S0VFaGzMNzLiGxsLxBlfdHUFzanw3iSBABcvSh85IhcWJsPnA4CUlMjJqdLNrdzWtpL9hk9dNze3ioqKYcOGtWvX8ITfgo6Oq5GRRn5+35IS41rNuUAwEAiEAg2kI+JyuWpqauKvmUymn5/fmDFjmvnEefPm7dy5MzU1deHChQBWrlzZ4Ic+IYSQT4okA0IxZ2dnZ2dnoVBYUFBQWFiooKCgqqra5HajT3Y/EiGEkHdRUVHxPu56/pz55El17Ccu8ZeezuLxam/7rE5toqQkMjB4vehnYMDX1xeoqLyPWNrszp2JvXur5+VV/32zUyeehwd31Chu7cdxudwHDx707NmTyWS+2nGKuLg4icygogIRETh9GufOITNTXAkDDAZ69MCjR5vKy48Bt4DmvrtQKMzPz2/+02VkZDZt2jR69GiBQGBqavqtuGQhIYSQT5vkA0IxJpOppqZW81dGQgghXyd3d3cXFxc+v+4mydDQ0Hnz5vXs2fPw4cP171JQeF3I4dmz6tgvJYWVk8MSf/HyZQObSqSkRHp6AkNDvqGhIDBwS1bWxe3bvxs1ylyybwSAxWIBEG9sKS5mnjols2/fTODnxEQAaNVK6ObGHTOGa2bGq3Pj0qVLT5482a1bt3PnzjWyLVY8svgpzZGVhaAgnD2L8HDUnBmUlYWdXXWmUG1tHDjQ9n//uwFAU1MzJydHVlZWfOI0KSmprKzMwMCg9nySk5NLS0t1dXWnT5/ezDmIffPNN05OTqGhob6+vlTjhBBCPgstCAiLi4sHDRr0888/i6vNShCfz1+zZk1ZWZmPj49kRyaEEPLRycvLv6mRxWLVjkNKSxm1E708ecJOSmKXlDSQ7kVKSqSpKTQ05Bsb8w0M+AYGAgMDfrt2gpoYKjb2eFbWPRUVz/fxRr1793ZzG6utPf6771oFB8tUVDAAZUCgoXF/zRq9IUMqOJy6u0/Fi4ELFy787bffmvxr6cKFC8+fPz9w4MBG+giFuHYNgYE4dw537qBmT66ODlxc4OoKGxvUPgA4efLkvXv3Xrp0qWPHjjk5OR07drx58yaAAQMGXLlyZevWrcNfVZp//Phxly5dAPz+++9vUT/w5MmTmZmZks1vRAgh5P1pQUB47NixuLg4Jyen2bNnr1+/vlWrVhKZwY0bN2bPnn3jxg1lZeXly5erq6tLZFhCCCGfMj6fBZgVFlr/8Ye8OPZLSWHn5zew7sdkQltboKsr0NMTn/rjGxsLdHT4bzqP975lZrL8/bWuXPknI6M6+tTX5+vrR0VGTrG2Hjh8+FYAx44dCwwMjI+PT0lJUaxVwKFnz561hyotLY2IiKifcYfBYAwZMuTChQv1n96unWlubtegIAQHIy+vpj9698awYXBxwZsydjMYDF9f3z59+ly8eLHxF1y6dGlVVdWgQYNqQsQWkZeXp2iQEEI+Iy34OPX09NTQ0Jg5c+Yff/xx/PjxZcuWzZ49W05O7q2fnZSUtH79+r///lsoFA4aNGj37t0UDRJCyJdHKER2Nqtm3S8lhZ2czHr6dBIwOTkZ/83NCUVFkaEh38iIb2LCF2/+NDbmS0tLIN3LO5P791/ZY8fkLl/miLP5yMqKhg3jjh3L7du36s8/IyMjM8X9NDU1RSLRpEmTHBwcFBst5+fl5eXr69u8p+sBLoAL0L6mSV4eDg5wdoarKzQ0GrhHKBTWTuJqYGAwduzYI0eOABAIBIWFhQDEu3lLS0sLCws5HM6lS5fOnDkjJSW1devW5k2MEELI561lf191cXF58ODBokWLDhw4sHjxYm9v7wkTJkycOLFnz56MN1XVrYfL5Z47d27//v3nzp0TCAQqKiqbNm2aNm1ayydPCCFfhaKiokOHDnG53Drt9+7dA5Cdnb1jx446lxgMRt++fXv37t2c8WNjY+/cuVO//fnz5wBOnz4dHx9f55KcnNzYsWMbr0lw7Rrnr7/kU1PZqamsysoGPyNeysvnODjo1aR7MTQUtGolmXQv4gN4bEksIz54oADs4HInzpunCIDBQN++Ve7uXBcXbllZzoULFw4ciBPX7pOVlRVvDRVX4WuSubm5OCDs0aNHmzZt6lwViRjFxR0LCswLCvqVlBjWtOvpVW8KtbaGjAzehMvl9ujRI1F8rrGe+Pj42jWBJ0yYAIDFYokLHs6cObPB7K+EEEK+PC3+pGzVqtW+ffuWLl26cePGw4cP+/r6+vr6amho2Nvb9+jRo0uXLrq6ulpaWvLy8uIPYx6PV1hYmJmZmZKScufOnatXr8bExIi3x2hray9cuHDmzJm1kwcQQgipY/PmzevXr3/T1adPnzZ4VUlJ6dGjR00OXlVVNW7cOB6vbvqTGkde1S+vg8fjjR07KzmZlZLC1tAQWljU3ff411/y585VxytSUiJd3ep0LwYGfENDflbWhYULx3fq1OfPP880Ockm3b17d8uWLbVj5srKSg0NjW3btm3fvr2msU+fPt9//30z/4KZl8f89185Pz/ZJ080ATORCOrqAjc37tixXAOD6hw5CxaslJeXHz16dIMl6Zs0duzYv/76KzIysn379n5+fuLG4mKcP4/gYJw7h2fPqnsymRCJrolEAXv2DJ82rU9zBhcIBDk5OS2aj0AgyM3NVVVV/emnn1p0IyGEkM/XW/7ptEOHDvv27fv55599fHwOHz6ck5Nz+PDhOpnipKSkBAJBg2Wy+vbtO2vWrAkTJlAKMkIIaZKHh0dBQUH9Un4pKSlhYWHq6uqOjo7172rmCg+Hw1m2bFlaWlr9S0FBQUVFRQ4ODhoaGgDKy1UKC/WKi7VevtQoKdH09TX68cfq/4az2UhIyJWX/88MV60qtrOr1NYW6OvzdXQEdVJmnjv3NuUo3mTfvn0hISH123Nzc2t/GxMTM3HixMaPJ/B4CA+XOXpU9uLF14UEebxjLNbB9u25L15o//kno+a4hI6OjnjY+ouozeTj49OrVy9/f/8RI77Pze0THIzoaFRVVV9VVsbgwXB2xq5doy9dOjFq1Khp09Y1Ot5rCgoKXl5eS5cubd269a1bt5SUlMTtqampffv2FQgECxcuXLVq1aBBg65fv+7h4XH06FEGgyESidasWUP1Awkh5OvxTntptLW1N23atHHjxsuXL0dERFy5cuXu3bvZ2dni31pq/71ZWlrawMCgT58+AwYMGDp0qK6u7rtOnBBCvhpmZmY7d+6s3378+PGwsDBDQ8ONGze+y/hz5syp05KXx8rPZ964caeoqGjGjBkWFhYZGSwLC7X664gaGgJjY0H//pV1okEA+voCff0GSp+LiTOTSSo/mUAgAODq6mppafmmPitWrODz+eKeDUpMZB87Jvfvv7LPnlXntuncmefuzrW0TLexGSsQICamiWm0tKauQIDi4m6dOwfHx+t6eLwO4PX0qstF2NlBSgoBAQGXLp2QkZHZvHlzi8ZfuHDhwYMHHzx44Ovru2XLFnGjiorK8ePHR40atWPHjtmzZ4tTnp45cwaASCTq0qXL7NmzW/QUQgghnzUJHK5gMBgDBw6syY5dWVmZlZVVUlLC5XJZLJacnJyKioqmpmbzDxkSQgj5YHJzWeJcL+KkLykp7IwMFpfLAKCqOguori3eqpWwa1celwsjI0FNxhcjI76Cwlume+nfv39gYKCBgYHE3gTo2bOn+Cxcg7y8vBpsLy5mnDkj6+8vd+tW9YJnmzaCUaMqxo7lduzI09TUBDpv3bo1OztbXB7wTdhsdjOr9hUWIiQEQUE4dw7PnwMYBAAQGho+nz69rbMzunR53bmysnLRokUAFi5c2NIfF5vN9vHxcXR03LZt27Rp08zMzMTtI0eOdHJyCgkJWbZs2f79+6dNmxYYGCheHvTx8Wl+/UNCCCFfAMkn7ZaWljY0NGy6HyGEkI8nJERm0yaF1FR2eXkDf61TUBAZGfGLiq4XFFS3KCqKAgML6vd8F7169ZLsgC0iFOLSJWl/f9lz58SFBMFmw9Awkcv9o7TUz8cnVU5OVSAQzJo168aNG80c8/z583JycuvXr29woTI5GWfPIjAQUVGoWWtVVMSgQWCzz/v5TS4txezZj+sUrN+2bduTJ0+0tLRWrFjxFq/p4ODg7OwcHBy8YMGC0NDQmvatW7d269bt1KlTdnZ2wcHBAEQi0YgRI+zs7N7iKYQQQj5fH6mKEyGEkPeprIyRklJd4CEzk52SwmrbVrhrV2HNEldQkMyDB1J4VeXPyIhvZMQ3NOQbGAgMDfm6ugIA9vbXPuIrvD9paazjx+WOHZPNyqpeCjMy4o8dy507V/HcuVhdXVcrq03iguzPnz/ftWtX/dObjTt+/HhNQMjn49IlBAUhMBCPH7/uY2qKoUMxZAisrcHhgMezv31bJTEx0dvb+5dffqnplpubK87vsmHDhrdOwObj4xMWFhYWFhYcHOzs7Cxu7NSp08yZM3fs2LF06VLxaX8ZGZnffvvt7R5BCCHk80UBISGEfAlu3ZKKj+ckJrKTktgpKay8vLq7/mRlRRUVDDm56thm3bpiNzeulpZAR4f/1aT3UgSGTZ9ueueOgjjEY7Eqxo2TmjGDZWHBBhQBTJ06tfYNampqkyZNOnjwoKqq6o4dOxo/+xAWFrZr1y4OhzNv3rzCQly4gIAAnD+PwsLqDiwWzM3h4oJhw9Cp03/ulZKS2rJli7Oz89atW6dNm2ZiYiJuX716dUlJSb9+/SZNmvTWr21sbPztt9/+9ttvCxYscHBwqDnouHr16v3795eXV5/znDNnDm3wIYSQrxAFhIQQ8tlLT2e5uqrWWcdq3VpoYMA3MhIYGPANDPjdu/NqokEASkoNFIr4Ut28KeXnJ1dVlQoo3r4NJhOqqve6dr353Xfaw4c3kKC1to0bN54+fbqgoKC4uNjT0/NN3SoqKpYtWwaYWlltnTHDOCYG/OrKFFBQwODBcHHB0KFo2/aNDxo6dOjQoUPPnj27bNmykydPArh58+bevXsZDIaPj887nsNfs2bN4cOHk5OTd+zYIT6XrSQrAAAgAElEQVSRCEBeXr4m17eamtrq1avf5RGEEEI+UxQQEkLI56omSNDUFI4axS0rYxgZ8Y2MBMbGfCMjvoqKZCq8f77y85knT8r+/Tc7NVXuVVvGd98pf/edkolJF6BLYze/oqam5uXltWTJkpUrV44ZM6bOAT8AVVW4fBmrV99JTb0AmISFVbebmMDZGUOHVm8KbQ5fX9/w8PBTp06FhoY6ODjMnz9fKBROnDjR3Ny8Wfe/maKi4k8//TRjxoy1a9eOGzdOXEdk06ZNL1++lJKS4vF469evr/9qhBBCvgYUEBJCyOeqT58+nTt3dnJykpISbdtWJPHxBw8ezGKxOtXZ3fjJ4/MRESFz9KhseHh1IUEWq2rMGPaJE6483vklS9J0dJRaNOC8efP27NmTmJi4fv36mgofBQU4dw6BgbhwAcXFAMwBMJkiCwuGeFOoqWmLZ25sbDxnzpytW7cuXLjQy8srNjZWQUHB29u7xQM1ZNq0abt27bpx48aaNWv++uuvtLQ08bv4+PhoaWkNHz5cIk8hhBDy2aGAkBBCPld6enr37t3Lycl5T+MvWbJkyZIl72nw9yEjo9XatUonT74uJNizJ2/qVNb48ZxWrSAjEw68zaoph8PZvHmzq6urr6+vtfXcBw/0AgNx5QpqKhpyOOVVVQHt2ydevry6TZt3egUvL69Dhw49ePBg2rRpAL7//nttbe13GvEVJpPp4+NjaWm5Z8+e6dOnb968mcvlWltb169CSQgh5KtCASEhhJDPW1ER88qVXsDyffuq61i0bSscO7Zq3LgqU1MBAJHodWaXt1BVBWlpFz29M0+fdnFx0atpNzbGsGEwMkr49ttuTKbgyJFrbdq8a8Xd1q1br1279ttvvy0vL9fR0Vm6dOk7DljbwIEDR4wYcerUqcmTJyckJDCZzE2bNklwfEIIIZ8jCggJIYR8lvh8REZKHzsmFxoqU1m5HADAA4KBvc+eXdi2jbdt2zuNn5eH8+cRFISQEPGm0GHiR3TvXjxxYpuhQ9GhA4RCYd++E0Ui3sSJkyRVVnHmzJm7du26e/fu5s2b5eTkmr6hJXx9fS9cuPDw4UMAnp6effr0kez4hBBCPjsUEBJCCPkQTp06JY5DGiEjIzNx4kQ1NbU3dUhKSgoODo6OTnd0/PvgQXZ6enW7uvrzvLxfgL+BvEbG19bWVlVVbXwOd+8iKAgBAbh+HcJXO0xbt8aQIXjx4tC5cwsrK9W/+y5enJ/zn3/+uXnzppKSUs3ZwnfHZrPPnj374MEDJycnSY1ZQ0dHZ968eb/88ouiouLatWslPj4hhJDPDgWEhBBC3rucnJy5c+c2p+fLly/FpdjrKy1lLFx4PytrRl6eUVwcACgqwt0dU6eif/82hYUrgBWNDy4rKysjI1O/vbISkZEIDERQEJ4+fd3eoQNcXeHigoEDwWKhsNC1ffvvExIS/vjjj/nz5xcXF4u3dC5btkxdXb05b9dM2trakjo6WN+qVaueP38+ePBgTU3N9/QIQgghn5H3EhCWl5dfvnz57t27z58/F4lEqqqqXbp0GThwoMS3vhBCCPkscLlcABwOZ/r06W/qc/Pmzbi4OHFPAE+ePLl27ZqbmxuLxUpJ0dy3D8eOobR0DgAGA46OmDoVw4ejJr5TUVFp6azy86s3hZ47h9LS6kZpadjYwMkJrq54VR/+9SN++umnOXPmrF27dvz48Vu3bs3LyzMxMVm8eHFLH/0RycnJ7dq162PPghBCyKdCwgFhWlqat7f3oUOHKioq6lySkZGZMGHCihUrDAwMJPtQQgghnwUZGZmVK1e+6aqvr2+ceOEPGD16dGJiooPDxMpKzUOHWI8eVffR18fkyZg8Ge/ySXLnDoKDERSEa9debwpVU4OzM1xc4OQEBYU33jt9+vTt27c/fPhw7ty5QUFBAH7++WdOM+sMEkIIIZ8eSQaEx44d8/T0LCkpAcBkMk1MTFRVVRkMRkFBQVJSUkVFxZ49e/z9/ffs2ePm5ibB5xJCCPms8Xg88ZE8AHJycq1ba06devbkSaV//2X4+wOAvDy++QZTpsDGBoz/JvJMTEzcvn17VVVV448QCNg5Oe2fPu2ant61pOR1aQgzM7i6Ytgw9OsHJrPpqbLZ7O3bt9vZ2R07dgyAo6Oju7t7i16WEEII+aRILCAMCAgYN26cQCDo1KnT8uXLR4wYoVDrT6xlZWVnzpzx9va+f//+uHHjZGVlXV1dJfVoQgghn6ldu3YFBgYmJSXl5OQoKioCvS5f9tDSwosXyuIOAwbgf/+DuzsUFRseYdOmTXv37n3zE9oCQ4HhgBMg/6qxysoK33zDcXGBoWGL52xra+vq6hoYGMhkMn/55ZcW308IIYR8SiQTEBYVFU2bNk0gEEyZMuWvv/6qv3lGXl5+3LhxY8aMmTlz5v79+z09PR8/fqysrCyRpxNCCPkcaWpqtmvX7scff+zc2Xb3brkdOzyBlQ8eAICGBiZOxNSp6NChiUHGjx8vDggnT57csWNHcWNOjlpCgtGjR8aZmZpCYfWSooJCGZ8fXFHxr50dLzz81LvM3MfH5969e2PHju3Zs+e7jEMIIYR8dJIJCP/888+CggJzc/O9e/cy37znRkpKas+ePQkJCXFxcbt27VqyZIlEnk4IIeQTl5+fD4DL5XK5XMNXq3J8Ptq2nbZvH4KDUVUFQB3g6+k98PXtNnQoXu0hbYKtra27u7u/v39i4tNRo/YHBzOCg5GV9bpD165wdsaoUcjNjXR1dZeWlv7rr/vv+DqGhoapqanvOAghhBDyKZBMQBgQEADghx9+aCQaFGMymT/88MOIESNOnTpFASEhhHzxRCLR9u3bd+/eDUAoFP7www8ASkvV09Js09Ksudzq43zKyhlyckdycjaxWMqnT1uZmi7r0OTiIAAgJwe9e//577/j4uLshw+vXgyUlYWtLVxd4ewMHR0AqKys9PBYAODbb781NjZ+Dy9KCCGEfJYkExAmJSUBsLCwaE7ngQMH1txCCCHkC1NQUHDnzh07Ozsmk6mpqZmenu7t7S2+JBAIjh9/AmwGbABx8FYE+AEHXr68+vIlAKSkPE9JSVFSUvL19W3kKbdv4+RJnD2L27chEqkAwwCwWM/Gj1cZOZLt5IQ6dY62b9+enJysoaGxZs2a9/DShBBCyOdKMgFhaWkpAIVGEnXXoqioCECcjJQQQsiXZMaMGREREba2tqNGjZKXlwegq6vr5OQUEvIIyJCVlenZc1dsbC8mU2RsnNKr130zsyQ2mw+MBEZGRESEhIQAYLFYU6dOrT94eTnCwxEYiHPnkJn5ur1HDwwezD9w4JucnEBDwzUjRtQN+XJzc9euXQvgp59+UnxTdhpCCCHkqySZgFBNTS0jIyMjI6M5+3DS09MBqKurS+TRhBBCPgWampoAtmzZoqWlJQ4FAWRl4dAhJCUFAhxgKZP5x+nTvQID4eTE0NY2BP6T4rOyslIcEM6ePbtbt2417fn5OH4cQUGIjERNjVtZWdjYwNUVLi7iTaHsLl3GjhsX8Ouvv06ZMkVPT6/2yKtXry4pKendu/e0adPe44+AEEII+QxJJiDs169fRkbGyZMnly5d2mTnU6dOAejfv79EHk0IIeTDO3/+/IkTJ65du5acnKykpFTTbmJiAqCiAqdP4+BBhIZCIADAkZKq4PESysrK+vY1ZDAY69Y1MGZubi4AGRmZn376SSjE1asICMCFC4iPf10+XlcXLi5wdoatLWRl/3O7h4fHzp07o6Ojly9ffuTIkZr2Gzdu7N27l8Fg+Pr6NnnQnRBCCPnaSCYgHD9+/L///uvt7T169GjDRos6paamig+TTJgwQSKPJoQQIhFlZWWxsbGVlZWNd2vfvr2NjU1WVpazs/Off/5ZOxoEcOsW9uyBnx8KCwGAwYClJaZORZ8+uV26BItEaCo5p2KHDksXLVIJDsazZ9VNDAZ6964uH9+9e2M3+/j49O7d++jRo7NmzbKysgIgEokWLFggFArd3NwGDBjQxI+AEEII+fpIJiAcMWKEjY1NZGSktbX1P//8Y21t3WC3mJiY8ePHFxUV2dnZubi4SOTRhBBCJGLdunUHDx5sspu0tPSzZ8+8vLzqX7p7F336VK/maWpi8mT8739o3158UX/Dhg3Lly+Xk5M7depUmzZtat+Yk8NZs+b6rVvtGAybO3c4d+4AgJwc7O3xzTdwcIC2drNeoUePHv/73//27t27YMGCGzduMJnM48ePx8bGysnJbd68uVlDEEIIIV8ZyQSEAPz9/QcOHJicnGxjY2NjYzNq1KgePXqoqqoyGAxxxrmTJ09evHhRJBIZGxsfPXpUUs8lhBAiEUVFRQCMjIy0tLRqGu/evSsUClVVVQ0MDJhMZnh4eGVlZWlpaYOpWdTV0bcvNDQwdSqGDAH7v58wS5cuPXHixI0bN06cOPHXX38Jhbh+HQEBCA5GfDyALgBEIhgaYuhQODvDxgYyMi1+iw0bNvz777+3b9/ev3+/h4fH4sWLASxevFhHXH2CEEIIIf8lsYBQTU3typUr06dPP336dGRkZGRkZIPdhg0btnfvXlVVVUk9lxBCiARNnjzZ09NTnCGmPjabLRAIAKSng8OBhsZ/rqqr48qVN47MZDJ9fX0tLCz27AnPzS24elU1L6/6EoMhFIkumZmlHj8+uWPHd5q/mpra0qVLV65cuXr16tTU1IyMDE1NTSp7SwghhLyJJI/Xq6qqnjp16sqVK5MmTWrXrl3tS9ra2hMnToyNjT1z5gxFg4QQ8qn59ddfL1y4AIDNZr8pGgQAKAD/GzWqjb4+evRowfgpKfj9d2zZMmDgQG+hcGFAgGpeHpSV4e6OhQtvikRq0tJOAQGW7xgNii1evLh9+/bZ2dnr168HsHnz5mZWRSKEEEK+QhJbIaxhbm5ubm4O4OXLl8+fPxeJRKqqqsrKyhJ/ECGEEInQ1NQcPnx4YmLi+fPnaypG1CYSISoKBw5AIMgC5OPiwGZj1KgmhhUIEBeHoCAEBuLBg+rG4cO/k5XtzeXmr1plt2qVtVBY2amTG/B8wYJljeckaz4Oh+Pt7f3NN98A6Nu3r4eHh0SGJYQQQr5I7zEBt7KysqGhoZGREUWDhBDyiXj48OGGDRucnZ2ZTKbmKwBsbW1btWpVv39eHtauhZERbG1x8CAAeeDBqlXFGRnYsaPhR4hECAjAlCnQ0ICFBX75BQ8egM2GrS1++w379sktWTIG+OnAgYk8XrmPj09KSoqmpubKlSsl+JqjRo0aOnSotLT0tm3bGAyGBEcmhBBCvjCSXyEkhBDyyQoMDGSz2Zs3b1ZTU2ukW0UF4uIwYABGjqw+FqiiAg8P7NxpLhRenT07W0ND6U33RkRg+PDqr1VUMGQIXF0xeDBq4s0lS5bs3r07IyNj1apV+/btA/Djjz82mKXmXQQEBLx8+bJ169aSHZYQQgj5wkgmIBSJRI38CTY/P3/t2rUhISElJSXGxsYzZ86cOHGiRJ5LCCHkTTIzM2NiYkaOHCkjI1NzLNDHx6d+z5ycHD8/v4SEBAAnTqT5+d2+c6cTlyvt4BDbunVl587tunZN6NQpmc3mA9cB7Nixw8rKysnJqcHnduuGESNgZAQXF1hY1M01CkBBQWHz5s3jx4/fsmULgL59+3p6ekruvauxWCyKBgkhhJAmSSYgPHTo0MqVK+fPn18/k1tWVtaAAQPS09PF3+bl5cXGxiYmJq5bt04ijyaEEFLf3Llzw8PDBw8ePHXq1Ab3gtbm5eW1b99pYAJwMDq626vm5LAwLyASwP37/+m/fr2vt/fjsWNtoqM5s2ahzmZPVVWcOtXE9Dw8PHx9fa9duwZg06ZNTOZ7PL9ACCGEkEZIJiAMDAzMyspqcAPSnDlz0tPTdXV1v/vuOz09vZCQkD179nh7e7u7u3fp0kUiTyeEEFJDvBj4559/qqiocDicxjsLBLhwAQ8frgH+AKQBMJkVRkZ3TE1jtbSSgPZA+5rOpaVtjh4tEYlcABuhUPrIEQB4+vRtJslgMLZv325lZeXu7m5lZfU2QxBCCCFEEiQTEN6+fRuAnZ1dnfaLFy8GBAQoKipGR0fr6ekBGDNmTHl5+ZEjR/bs2ePr6yuRpxNCyFfr1KlT27Ztu379+r179/T19Wva1dXVG78xIQEHD+Lvv5GdDUAXAHAd2LthQ/dly2YB5jU9eTx4e+PECdy9+/p2Xd3K0aOlXVxgbf2WM+/Tp09BQYGsrOxb3k8IIYQQSZBMQJibm8tisXR0dOq0b9++HcC8efPE0aDYtGnTjhw5EhMTI5FHE0LI16ygoGDy5Mn+/v5t27ZtTn+BAPv2Yd8+xMVVt2hoYOxYDByY6ObWTyQS7dljfPNmRGWlUmGhYdu2D1msqvx8s6ioNXhVPh4IcnERBQZuevfJN1jighBCCCEfkmQCwsrKShkZmTqNmZmZAQEBHA7n22+/rd3evXt3AKmpqRJ5NCGEfM2mT5/enG4iES5dgpIS4uMxYwYAcDhwccGUKRgyRJz3xdTU1PTRI1ZysmtysivQD2ABG4CVwGmgACgUic4BLwBs3Zr0Pt+JEEIIIR+OZAJCRUXFoqKiioqK2mHhn3/+yefzJ06cqKGhUbtz69atWSxWSUmJRB5NCCGkERkZOHAABw4gJQXKyrh1C+PGoV8/jBsHVVUAqKpCWBgCA1FSEg9UnzlkMKCjUzBuXCcDg7/ELVwud9WqgJISeHp6Ghsbf6zXIYQQQohkSSYg7NSp0+XLl0NDQ11dXcUt+fn54v2iCxcurNNZIBAIBIImUx0QQggRq6ioGD16tLgsRDNJSyuNHn3o+vUuISEQCgFARQX/Z+++w6OoFjaAvzOzm96zKZsOoYYmooIIiF5QpMiNoiLgpQpcQFABQaUoyqcgIlIsVwUVUAEFRUBAQUXARgwEQ4AAqZvee7K7M98fkyxLSEIIoci+vycPd3PmzJmzIddnX06bPh0tW2LjRgDIycGGDdi5E999h8JC9SY7jcZkMu11cfnx99/nR0TogH9bGpw9e3ZxcXHbtm3X1HcgPREREf0DNU8gjIyMPHz48KxZs7p16xYQEFBSUjJmzJiioqL777+/a9eutSonJiYC4PFQRESNlJubu3v3brPZ3LjqtwKjgZGvvOINQBTRvz/GjcO//w11Dkd+Ph5+GAcOwNKevz8GD8bgwbjnHvTs+VxsbOyHH5rVQwJVp06dWrlyJYBly5bxn/OIiIhuJs0TCCdPnvzOO++cPn26VatWrVq1SkxMLC4udnBwWLVq1cWVDx8+DKBdu3bN8mgiopteYGDgxIkT33333dDQ0C1bttR5al9enmb3bq9vv9XFx1fv2xkUJI8fL44di4AAHDiApUvxn/8gLAzJyfjxRwgCunWrzoG33oqaJjUrVqzo37//qlWrxo8f36FDB7V01qxZVVVVDzzwwODBg6/NWyYiIqJro3kCoYuLy/fff//QQw/FxMQcP34cgJeX1/r161u3bn1x5S1btgB44IEHmuXRRES2YPHixVu2bElKSjp27NiECROsLx04gOXLsWsXjEYAEIQKRdn61FOu8+YN2bMHzz2HPXuqJ4VmZ2PVKnTpgj//hF6PwMA6HtSvX79Bgwbt3Lnzueee27lzJ4Ddu3fv2LFDq9VajxkSERHRzaF5AiGA8PDw6Ojow4cPx8fHe3l53Xvvva6urnXWnDt3bseOHUeNGtVcjyYiuul5enq+9NJL06ZNe/HFFx955BF3d3e1XFEwaBBKSgCgZ084O2/5/vs3/f0fj4p6PCDg/KRQPz8MGoSZM6u/ve22hp61YsWKH374YdeuXbt27erfv/+zzz4LYMqUKZzZQUREdPNptkAIQBTFXr169erVq+FqPXv27NmzZzM+l4jIFkyePPm1114zGAx9+vTp0eP8wfGdO99bXu7q7p5tMPgePtwN+C0jAxkZANClCwYPxpAhuP121DXPtG6tWrWaOnXq8uXLZ8yYMXHixLi4OJ1Ot3DhwqvwnoiIiOg6a85ASEREV09CQoLBYAAQExMTExNjdWU7EA1YDvipCA1NnD273eDBCA1t4rNefPHFTz755MyZM88//zyABQsWeHp6XknniYiI6MZ0VQJhcXFxfHx8fn6+2Wy+7777rsYjiIhsTWVlJQBJksxmc3h4+LBhw9Ty4mL3jz5yF4SCioqvBGGnouwdNGj01KlXdDiEl5fXokWLpk6dajabIyIi/vvf/zbDGyAiIqIbT3MGQpPJ9NFHH73//vvHjh2T1XOvAEVRLq4py3Kdu+QREVHD3N3dS0tLz549e/fdd1t251qyxHj77bedPHmiZ8+7Dh0qbZYHTZw48X//+19MTMzKlSs1Gk4nISIiujk1WyrLzs7u3bv35MmTo6OjZVmWJEkQhDprjhw50s3N7ciRI831aCIi2yFJ0lNPPQXg2WefNar7igIffLD65MkTer2+T58+zfUgjUbz888/x8TE/Otf/2quNomIiOhG0zyBUJblyMjI3377zdXVddGiRXFxcVVVVSEhIXVWbtOmTWlp6ebNm5vl0U1QWFjYrVs3QRBWr15dZ4XExMQnn3wyJCTEwcEhODh4/Pjx586dq6+1y6pMRHTlFixY4O/vf/LkyXfeeQdAdnb2okWLALzyyivNe2q8u7t7x44dm7FBIiIiutE0TyDctGnToUOHdDrdn3/+OX/+/Hbt2jUwI7Rfv34Afvnll2Z59OWqrKwcMmTIX3/9VV+FX3/9tUuXLh9++GGrVq1Gjx7dpk2btWvX3nLLLQcPHrzCykREzUL9pzcAL7/8ck5OzoIFCwoKCm677baxY8de764RERHRP0zzBMKNGzcCePXVV9u2bXvJymqd06dPN8ujL9eECROioqLmzZtX59Xi4uKHHnqooqJi586d+/fvf//99/ft27dr166qqqrIyMj8/PwmVyYiakZjx47t2LFjfn7+2LFjP/zwQwBLlizh2mwiIiK6XM3z6UFdEBgZGdmYyi4uLgCKioqa5dGXZc2aNRs3btywYUP37t3rrPD2229nZGTMmjVr4MCBlsIHHnhgzpw5OTk5b775ZpMrExE1I41G89577wmCsGPHDpPJ9Mgjj9x7773Xu1NERET0z9M8gTAvL0+SJF9f38ZULi4uRk0svJZiYmJmzZr13HPPNRBcP/vsM1EUp02bVqt82rRpWq1WHQhtWmUiouZ11113PfjggwDs7e1fe+21690dIiIi+kdqnkDo7u5uNpsLCgoaU1mdLNrI9NhcysrKhg8f3rFjx1deeaW+OpmZmXFxcR07dtTr9bUu+fj4dOvWLTEx0bJhzGVVJiK6GlasWNG7d+9ly5aFh4df774QERHRP1LzBMKuXbsC2LNnT2Mqf/311wDqm7R5lTz//POJiYkbN27UarX11Tlx4gSAiIiIOq+qW+3FxcU1oTIR0dUQFhZ24MCBi+cpEBERETVS85w1/Nhjj33//fcLFy4cPHiws7NzAzXj4uLUfdKHDh3aLI9ujGPHjq1Zs+all15q06ZNA9XS0tIA6HS6Oq96e3tb6lxu5cYrLi7Ozs5uZOW8vLzLbZ+I/ulycnK8vLzqu1peXn4tO0NERHTzycvLa/xEPx8fH1dX16van6uteQLh6NGjV6xY8ffffw8dOnTz5s31fVj54YcfRo8eXVZW1qVLl0buQHPlFEWZMmVKixYtZs+e3XDN0tJSAPV1Xi0vKSlpQuVGMhgMbdu2VVtuvOPHj19WfSL6h/Lx8XF0dCwvL7/kJsb1HQNLREREDVA/Vy9dunTp0qWNvMXZ2fn06dMBAQFXs19XV/MEQo1Gs3379rvuumvfvn2tW7eeMGHC3XffXVVVBSA2NjYjI+PIkSPbtm37/fffAXh4eGzYsOGabY++fv36w4cP79ixw97evjH1BUFooFxRlCZXviRnZ+fg4ODMzMxG1q+oqCgvL294SJaIbhq+vr5nz5695NQDrVbbqVOna9MlIiKim4n6udrR0dHBwaGRt/j5+Tk5OV3NTl11zRMIAbRo0SIqKmrMmDF79+61TtXqajqLDh06bNiwoVbh1WM0Gl966aW77rpr0KBBl6ys/gbk5ubWeVUtt4wIX1blRvLw8LisZYdLliyZO3duy5YtL+spRPTPpdfrL97IioiIiJpFy5Ytf/7554ULF86ZM+d69+XaabZACECv1+/Zs+enn3766KOPfvjhh4yMDMslLy+v7t27jxo1atiwYXZ2ds340IZt2bIlISHh+eefT01NtS5XA1tBQUFqaqqjo6O65E/9mFXfwjy13PJR7LIqExERERER3YCaMxCq+vbt27dvXwCFhYW5ubmyLHt4eNS3+crVtn37dgATJ06s8+r8+fPnz58/aNCgHTt2oGbLUHX70IvFxsbCalvRy6pMRERERER0A2r+QGjh7u7u7u5+9dpvjNmzZ48aNeri8j///HPRokWTJ08eNGiQn5+fWujv79+uXbvjx49nZmZaClW5ublHjhwJCwuzzM+8rMpEREREREQ3oCsNhBUVFT/++OOpU6fy8/O9vLzCw8P79evX+FWYV1u3bt0auNqhQ4fBgwdbl4wcOXL+/Plr1qxZtGiRdfnq1aurqqpGjBjR5MpEREREREQ3mqYHQrPZvHz58ldffbWoqMi63MXFZe7cuXPmzNForuLw41Uyffr0NWvWLF269M4773zggQfUwt27d7/22ms6nW7WrFlNrkxERERERHSjaWJmM5vNI0aM2Lx5s/qtp6enTqfLzc3Ny8srKSmZN2/eH3/8sXXrVkmSmq+r14Kbm9u2bdsGDBgwcODAe++9t3Xr1vHx8fv373d1dd26daunp2eTKxMREREREd1omngY4PLly9U0+PDDD//99995eXmnT5/Ozc2Ni4sbNzl9DjIAACAASURBVG4cgO3bty9ZsqQ5e3qt9OjR4+jRoxMmTIiPj1+3bt2pU6fGjh179OjR3r17X2FlIiIiIiKiG0pTRghLSkrUVXNTpkxZs2aN9aV27dp99NFHYWFhCxYsWLp06bRp09zc3Jqnp81q8ODBDZwaHxYW9sEHHzSyqcuqTEREREREdONoygjhV199VVJSEhQU9NZbb9VZ4cUXX2zdunVhYeHu3buvrHtERERERER0tTQlEP74448Axo8fX98R86IoPvHEEwB++OGHK+kcERERERERXT1NCYTHjh0DcPfddzdQ56677kL957YTERERERHRddeUQGgwGAAEBAQ0UKdFixYAEhISmtYtIiIiIiIiutqaEgiLi4sB+Pn5NVDHx8cHQK0jComIiIiIiOjG0ZRAaDKZADg7OzdQx9HREUBZWVnTukVERERERERXW1MCoYuLCy4V9tQj6WVZblq3iIiIiIiI6GprSiBUjxbMyclp7s4QERERERHRtdOUg+l9fHySk5N37twZERFxycoNnDzRr1+/JjydiIiIiIiImkVTAmF4eHhUVNSMGTMaU7l///71XVIUpQlPJyIiIiIiombRlCmjt912W7P3g4iIiIiIiK6xpgTC2bNnK82h2d8MERERERERNV5TAiERERERERHdBBgIiYiIiIiIbBQDIRERERERkY1iICQiIiIiIrJRDIREREREREQ2ioGQiIiIiIjIRjEQEhERERER2SgGQiIiIiIiIhvFQEhERERERGSjGAiJiIiIiIhsFAMhERERERGRjWIgJCIiIiIislEMhERERERERDaKgZCIiIiIiMhGMRASERERERHZKAZCIiIiIiIiG8VASEREREREZKMYCImIiIiIiGwUAyEREREREZGNYiAkIiIiIiKyUQyERERERERENoqBkIiIiIiIyEYxEBIREREREdkoBkIiIiIiIiIbxUBIRERERERkoxgIiYiIiIiIbBQDIRERERERkY1iICQiIiIiIrJRDIREREREREQ2ioGQiIiIiIjIRjEQEhERERER2SgGQiIiIiIiIhvFQEhERERERGSjGAiJiIiIiIhsFAMhERERERGRjWIgJCIiIiIislEMhERERERERDaKgZCIiIiIiMhGMRASERERERHZKAZCIiIiIiIiG8VASEREREREZKMYCImIiIiIiGwUAyEREREREZGNYiAkIiIiIiKyUQyERERERERENoqBkIiIiIiIyEYxEBIREREREdkoBkIiIiIiIiIbxUBIRERERERkoxgIiYiIiIiIbBQDIRERERERkY1iICQiIiIiIrJRDIREREREREQ2ioGQiIiIiIjIRjEQEhERERER2SgGQiIiIiIiIhvFQEhERERERGSjGAiJiIiIiIhsFAMhERERERGRjWIgJCIiIiIislEMhERERERERDaKgZCIiIiIiMhGMRASERERERHZKAZCIiIiIiIiG8VASEREREREZKMYCImIiIiIiGwUAyEREREREZGNYiAkIiIiIiKyUQyERERERERENoqBkIiIiIiIyEYxEBIREREREdkoBkIiIiIiIiIbxUBIRERERERkoxgIiYiIiIiIbBQDIRERERERkY1iICQiIiIiIrJRDIREREREREQ2ioGQiIiIiIjIRjEQEhERERER2SgGQiIiIiIiIhvFQEhERERERGSjGAiJiIiIiIhsFAMhERERERGRjWIgJCIiIiIislEMhERERERERDaKgZCIiIiIiMhGMRASERERERHZKAZCIiIiIiIiG8VASEREREREZKMYCImIiIiIiGwUAyEREREREZGNYiAkIiIiIiKyUQyERERERERENoqBkIiIiIiIyEYxEBIREREREdkoBkIiIiIiIiIbxUBIRERERERkoxgIiYiIiIiIbBQDIRERERERkY1iICQiIiIiIrJRDIREREREREQ26uYPhLIsb9u27eGHHw4KCrKzs3Nzc+vWrdv8+fPz8vLquyUxMfHJJ58MCQlxcHAIDg4eP378uXPnmqUyERERERHRjePmD4Tz589/6KGHjh071qdPn7Fjx/br1y8pKenVV1/t3Llzncnt119/7dKly4cfftiqVavRo0e3adNm7dq1t9xyy8GDB6+wMhERERER0Q1Fc707cNXNmDHjvvvuu/vuuy0lVVVV06ZN++CDD+bOnbt582brysXFxQ899FBFRcXOnTsHDhyoFn733XeRkZGRkZGnT5/29PRsWmUiIiIiIqIbzc0/Qujr62udBgHY2dmtXr3a1dV1//79tSq//fbbGRkZs2bNsgQ8AA888MCcOXNycnLefPPNJlcmIiIiIiK60dz8gbBOdnZ2Dg4Obm5utco/++wzURSnTZtWq3zatGlarXbjxo1NrkxERERERHSjsdFAuG7duuzs7OHDh1sXZmZmxsXFdezYUa/X16rv4+PTrVu3xMREy7LDy6pMRERERER0A7KhQJiVlXXy5Mldu3aNHTt2/Pjx48aNW7hwoXWFEydOAIiIiKjz9o4dOwKIi4trQmUiIiIiIqIb0M2/qYzFwIEDo6KiAAiCsGDBghdeeMHOzs66QlpaGgCdTlfn7d7e3pY6l1u58f7888/ExMRGVj5+/DgAk8l0uU8homZ0+PDhOXPmnD179qWXXpo4ceL17g4RERE1kfq5+vjx41u2bGnkLWFhYbfffvvV7NRVZ0OBcNmyZfHx8SkpKbt373755Ze/+uqrr7/+Ojw83FKhtLQUgJeXV523q+UlJSVNqNxIZ8+e7d69u6Iol3XX0aNHL6s+ETXN6tWrP/nkk4SEhNWrV1tvVeXh4fH000/7+Pj07NnzOnaPiIiIrpD6uXrjxo2N3w1EEIT4+HjrTPGPY0OBsG/fvn379gWwaNGiLVu2PPHEE3379o2Jial1OIQgCHXerpbXSmuXVfmSgoKCRowYkZmZ2cj6iYmJZ86cCQ4OvqynEFHDhg0bFh0dXVJScvDgQRcXF0v5rbfeGhYWFhIS4uPjY13f09NTjYIajQ39F5WIiOjmExwcfPz48VatWoWFhTXyFj8/v6CgoKvZqavORj++PPLII2fOnHnhhRfWrFkzb948tdDZ2RlAbm5unbeo5a6urk2o3Ej29vYbNmxofP0lS5bMnTvXz8/vsp5CZJtMJpN1YEtMTHzssccMBkO7du3Wr19vXXPMmDH//e9/g4ODrdMggBYtWrRo0eIadZeIiIiuOfVz9YQJE+bMmXO9+3Lt2NCmMrU8/vjjAPbu3WspUfcLzcvLq7O+Wm7ZU/SyKhPRtXHxktovv/wyIiLC0dFx0aJF6VYkSZozZ86mTZs++uijWrd069YtIiLicv9Bh4iIiOifyEZHCAH4+voCyMnJsZSoW4aq24deLDY2Flbbil5WZSJqRoqilJWVqaP0FlOnTv3qq69yc3P37NnTvn17S3mHDh1WrVql0+lqbQGl0WjuvPPOa9RjIiIiohuV7QZCg8GAmlio8vf3b9eu3fHjxzMzM2vNw8zNzT1y5EhYWFjLli2bUJmImqCiosJkMlnP2zQajbfddtupU6c8PDz++usv60W8o0ePHjVqVGBgoFartW7Ew8PDw8Pj2nWaiIiI6B/FdqeMfvrppwD69+9vXThy5Eiz2bxmzZpalVevXl1VVTVixIgmVyaiOsmynJycXFZWZl148OBBLy8vFxeX6dOnW8/zzMnJWbt2bXR0dHR0dK0tnYKDg8PCwmqlQSIiIiJq2M0fCHfs2FHrs6aiKOvWrXv99df9/PymTp1qfWn69On+/v5Lly797rvvLIW7d+9+7bXXdDrdrFmzmlyZyMbl5ubGxcXVKly8eLGjo2NERMSmTZusg1+LFi327Nlz7ty5xYsX17olICCAI35EREREzeUmnzKam5s7dOhQBweHbt26hYWFOTk55ebm/v777ykpKSEhIdu2bav1ydLNzW3btm0DBgwYOHDgvffe27p16/j4+P3797u6um7durXWARWXVZnIFhQXFxsMBkVRrFfxAejRo0dcXFxgYOAXX3xhfWbDE088MXz4cCcnp1rtiKL4T9/BmYiIiOgf4SYPhO7u7l988cXXX3/9xx9//PXXX1VVVR4eHp06dZo5c+a4cePq3EWwR48eR48eXbx48Z49ew4ePOjj4zN27Nh58+bVuSDwsioT3RzMZnN8fHxWVlZAQECrVq0s5erInpeXV69evd5++23rW7Zt21ZnU1qtlpM8iYiIiK6jmzwQajSaRx555JFHHrmsu8LCwj744IOrUZnoHyQ7O/vkyZNpaWn9+/f38vKylL///vsvv/xyUFDQf/7zn0cffdT6loSEhGveTSIiIiJqups8EBLRJR05cuTs2bPFxcXjx4+33qllzpw5f/zxR0hISGBgYHh4uKU8MjIyMjLyevSUiIiIiJoZAyGRTSgrK9u+fXtCQkJYWNjjjz9uKU9LS3v66acdHBxat249YMAASZIsly7e0IWIiIiIbjIMhEQ3lbi4uF27diUlJQ0bNqxPnz5qYXp6enx8/AcffODv76/T6dLT0y31BUHYsmXLdeosEREREV1nDIRE/0iffvrp77//npGRsXr1ar1eD0CNeb/99ltsbKxOp5MkyTr4tW7desOGDdetu40TEBAAIC0t7Xp3hIiIiMhWMBAS3biKi4vnzZuXlJTk4uKyYcMG64CXmprq5OTUu3dvo9FoXT5gwIABAwZcj85eKTUNqi/+QZkwPT39ww8/3LNnT0pKCoCwsLChQ4fOmDGDx2YQERHRPwIDIdH1d/jw4fnz5+fk5ERGRk6aNMlSXllZ6eXl1bp164iICOvUB2Ds2LHXvJtU2zfffPPMM89UVFRYSuLj45ctW7ZmzZq1a9cOHz78OvaNiIiIqDEYCImuCrPZXFRU5OnpaV348ssvb9q0KS0t7eOPP+7evbul3NHRcdSoUXq9vnXr1tb17e3tJ06ceI16fF1Zhgct3974g4S7d++eOnWqLMu9evWaPn16p06dfH19o6OjX3vttX379o0cOdLe3p7bsRIREdENjoGQqOny8/PT09NdXV2Dg4MthYqitG/fPj4+3t3d/ejRo9YHrw8ZMuTuu+/29fWtFRT9/f3/ofM8r5zZbF67du3F5evWrRszZoz1MRhX/qCSkhIXFxfrnVSbrLCwcObMmbIsjxkz5tVXXxVFUc20iqLcc889Tz/99KpVqyZMmHD33XdbH+FIREREdKMRr3cHiG50lZWVMTEx27dvrzVm9ddff+l0ur59+86fPz/dSkZGxhdffBETExMbG2udBgHo9fq2bdvWSoO2rKKi4j//+c/ChQsvvvTiiy+OGTOmqqrqCh9hNBrXr18/ZMiQ0NDQ9u3bh4aGDhkyZOPGjUaj8Uqa/fzzz/Pz8yMiIqzTIABBEERRXLFixS233JKXl/fRRx9dYf+JiIiIriqOEBJVO3HixNGjRzMyMiZNmuTs7GwpX7Jkyfr163U63fTp0/v27Wsp1+v1qampdTbl5+d3tXt7c5gzZ86PP/5Y39Xvv/9+/vz5S5YsaXL7mZmZo0ePjomJsZTIshwVFRUVFfXZZ5+tW7fO19e3aS3/8ssvAIYPH5OWpnVzk2tdFUVx0qRJ//3vf7///vvZs2c3uf9EREREVxsDIdkWo9G4YcOGM2fOODo6zps3Ty1U92tZsmRJZmZmQEBAcnKyh4eH5ZYnn3zyySefvD7dvfFYr+67wpV+x44d+/LLLxuus3HjxjFjxrRv374J7ZeWlo4YMSIuLs7b2/upp5566aWX1PKFCxeuWrUqOjp65MiR33zzjZOTU8PtpKdL6emiwSAZDFJGhpSTI2ZkSEeOfAB4L1jgsWABgCRAABS1viAIiqJ07NgRQHJychN6TkRERHTNMBDSzenEiRP/+9//EhIShgwZMmHCBNSkvqKiop9++snd3T0oKKjWvp2vv/769enrP4c6MbK5MuGmTZsURWm4jizLmzdvrnNO6SWtXr06Li7Oz8/vm2++CQkJsQTCSZMmDRgwYOjQobGxse+8887kybPVmJeXJ2ZkSEYjHn+8zM2tumPvvuv8yitudTUfXvOiHPjbkgZVgiCsXr0agL29fRN6TkRERHTNMBDSP4nJZNJoLvilXb58+VdffZWVlfXxxx+3bNnSUp6VleXm5tavX7+OHTtaBz83N7ebO/hds7Pdr/zYwOjo6MZU++uvv5rQuNFoXLduHYClS5d6e4cGBPQF+gAlwC0BAV8OHvyku3tMVlbxW28FLl/uWOteV1dlxIgy9XVAgOzhIbu6Kn5+Zi8v2cdHcXc329vjgw/WlJQUAJWAPeAJ/A/wBP4A3lBvnDZtGoCsrKwmdJ6IiIjommEgpBuL2WzOysqSJMl6cZcsy927d09KSjKZTDExMda7REZEROh0Oh8fn7CwMOt22rZt27Zt22vWbVtgfTJErVMimubYsWONqfbnn382XKGyUsjOFtVRvvR0MSdHysgQz54tLCraLUmBkycHl5cLwEnrW3bsAOAA+KkjlA4OipeX7OKiuLgoTk5KUpL00ktuZWVCYaFYUCCEhpoLC4WzZzXR0aLZbGljTl19GQwsB85XMplMjXmPRERERNcLAyFdB8XFxTExMVlZWXfeeae/v7+l/I8//ujZs6eXl9eDDz74yiuvWN+ybNkyFxcXPz+/WmcGdOnSpdm7d7UPwbt67V/5qF2Tn3tVH1dWJmRmSllZYkGBmJYm5uZKGRlicbHo4iLv2uVQWFjnbslOgN5sRnm5+m0lUAYUAWWAC6Dx8PArKjLJsh2AigohLe3879XBg3YNdEarVSQJlZUmRdEA6qkYCvA+kAgcsE6DABwdaw8/EhEREd1QGAhtVHZ2dnFxsZeXl/XuKc2loqIiKytLFMVz587Fx8dnZWU99dRTLi4ulgpLly794osvdDrds88+26tXL0t5cHBwSkpKnW22adOm2fvZgKud2a5G+1fvbPfDhw8PGzasWZqyNmXKlHfeeWfAgAGWcwiPH9empkqpqVJKipSVJR44cKagwEGjCWvVSltnC6IIWa5+AVS/rod9zdzOagUFAOwAODpWublp3NxkR0dFo1G0WrRqZdLpZBcXxdVV3r/ffu9eB+uGjEbBaASgdqkKSAFigJlA2cVPLSgoaORPg4iIiOi6YCC0LQUFBStWrFi/fv25c+fUks6dO48fP37SpElN3v2itLT0jTfeSEpK8vX1HThw4BtvvLFv376KigoAWq3W19e3b9++GRkZ1gc5TJkyZcqUKVf+dq6G6zXIdsP66quvnnnmmUtWu+SPq7RUSErSGAxiSoomKUlKT5cMhv8TRd89ewzTpiVv3bof6AwMuvCmTgAamHRpSYC1oqCTk+LsbMzOPg0UAAVAfs2f+YACaAB7wA1wB3Rt2w7IypLOndNYpoO2a2eaM6dYfX3mjAaAr6+s15t9fOTAQHNQkPm33zbv27cOSAFSgYZiaHFx8bPPPrt8+fIG6hARERFdRwyENiQ2NnbQoEFJSUkAHB0dHRwcysrKYmJiZsyYsX79+m+//dZ69ubF27f8/PPPb731VlZW1mOPPTZjxgzLTi2FhYW5ubkhISFHjx5dunQpAEEQ3N3dFUUpKioyGAybNm3q2LHj6NGjr+F7vUHVWobXjIGzzkV9V/6Io0ePPvvss5daCOcAuAPuAQFDN23aXVAguLsrffpUqte++spx+XKXzEyprEyo68aFALZuBdC9gQdotYq7u+LqKru7Kzqd7OIiu7gonp6yu7vi5ia7u8seHoqbm+zqWv2tySSkpkoTJrwbH18GBAOhQHsgFAgBav/Dx9Gj1S/s7ZWgIHNgoHnw4HLL1UWLihYtKrKuP2TIkKioKKu3EAKEAkFAErD/4s6/9dZbhw4d+v333xt4g0RERETXCwOhrUhPT7///vsNBkObNm2WL19+//33V1ZWnjt3bvv27StXrjxy5MjgwYN/+eUXR0fHKVOmbN26NTc3d9euXepZaionJ6cHH3xQp9O1b9/eet9Od3f3F1544e23396+fbsgCOPGjZs6daqaLc+ePfvGG29s3779hRde8PDwGDp06HV455fj6s26RF37i8iyLIp1rn+7PEctmeYif//9t/VfYmOUlgpFRWJBgVBUJL744s9G4yBgr9V8yI5AONACmAboAQfg/Ft47LHqF/v3Z7drZwLw11/ahITa/50RBEUUjVptpaNjXn7+KaAQKK4ZxyuwelHw8MP3arWl9vbme++9t3///taNKAqyssTUVE16unj8uDY5WUpPl1JTpbQ0sWZV4Zq63p8CpAHJQAaQOm5cv+7d/QMCzEFBso+Pub6/DaNRSEsTU1OlAwfSo6KGA8/VxEu9Va1KwKnOAcM//vjjt99+69GjR92tExEREV0/DIS2YubMmQaDoWvXrvv27fP09KysrFTDT9u2bbdv3z506NCoqKgFCxY8++yz06ZNmzhxok6nq7V9S1BQUFBQUJ2NnzlzZvny5YIgLFu27PHHH7eUh4eHv/feey1atHj77beff/75u++++2osWfxHOHDgwPDhw2sVBgUFffvtt926dbuSlo8ePTpw4MD6rt5333179uwPCIgoLBQLC4WSErGiQigsPB/5CguFwkKxqEhMTxcLC8XCQuuNNAG8XvPn8wCATkBM/X0xAsd79eoYGmoKD69uZeHC4sceK/fwkH195ZwcUZLg7i73798zISHBbEZFxSXe3VdfxQI+QMAPP9hlZg7NzBQNBik1VVKPia+qunjUsZpWazYaTwFpQBKQBCQCiUASYLDe92XtWtx//yY7Ow8/v+rpqWlpUnKyVFQktmtnWrnSJSFBXdAo1cxK9QZqBewMIAFIAPbVN300NDS0ffv2l3irRERERNcDA6FNyM7O3rx5syAIn3zyiaenJwB7e/uTJ89vxL9o0aJJkyZ98sknTz/9tFrhsqxfv95oNA4YMMA6DVrMnj177969cXFx27ZtGzt27JW8EYtrsClLMz7oo48+mj9/fp2XHnroobfeeuuhhx66rAaLitQsJ+blGR977F3gP4AH4Al4AM6AJ+APeKiF99/vfOkW6+LoaCwvPwPkAN/UlKUBPwFaIB0oBoqBs0AKcBbIArIB8+bNF/y47OyUzp2N6uugoOokNnLkyFdffVUURfmCxX8S0AcIsZqEGQyEAU4ADAY891ztHmo08PKSAwPNgYFmf39zcLA5KMicmnp44cLxRmNmg29OAPRAC6DFY4/9DYS1b9+5tNQnLU2yjON6ecl5eedHDN3d5ZAQc0iI2de3/IsvXisvPwM4PfTQ1K1bjwOtgM5Af2Ay0F09pH7z5s2PPvooAE9Pz+joaHd390b+2ImIiIiuJQZCm3DgwAGz2dytW7dOnTrVWeGBBx5wc3PLzs6Oj49vwvF9hw8fBvCYZb7ghURRfPTRR19++eVDhw41VyBsdg0crHeFmfDQoUMLFy6s76rRaHzmmWeCgyMCAzuog3jq2F1lpaB+W1Ym5ucLOTmimgDVAT319Lwa2xvTDUEAgAtvrIOrq+zrK/v5mYOC5HbtNi1aVOvvKxe4p+EWAgICJEkaMWLEkiVLLr6alSWmpkrh4dN9fITsbDsgDvis5uIy4Ok62xTFiogIyddXDggwq9u6BAdXh8ALh7EB4OxZ91dfzTMaLQWeNQmzDdASCANaAGHABXuHxsVVv7C3V0JCzGFh5mnTSmJjNfn5oiCgoEBMS5MyM8WyMiE62tnJ6aXyckdA2LoVwJ0X/nwERZHj4uK6d69eFXngwIEm/CMLERER0bXBQGgT1CV/4eHh9VXQaDTBwcGxsbEZGRlNCIRZWVkAQkND66vQsmVLAJmZDQ/aNNbVO7mhuRiNgmVC5pw5P8ryo4AH4A54AHY1w3fqgJ6P0eg5dOhFsaYRHByUiorCmgmQEmAHONacjFebJQp6esq+vrKPj1mnk3185IAAs5+frNeb/fzM/v6yg8P5yBgQ0MT0bjabT58+nZgo/fmnnXqMhGWeZ2WlpXuLAACFVoHwDyAKKAZSgGTAUPMi9d13XxsyZEjDDy0vF5KTpeRkKTExwsFhtdGoA1pIUiuz2bWeO0xabb7RmAYUOTgoPXrcrihiebmQmysVFQk+PhXr1lX+/LNTfn6dBwlaDio0ASVAPnAceA446+3t+ffff/fr16+4uBiAq6vr5a7hJCIiIrqWGAhtgqurK4D8/PwG6qgHpqk1L5ezs3N2dnYDR66pj7Y+ivCG0sDwoKVCXFxGQUH1crtaq+/Ky6G+yM2tLiwvt05ldW5tUgcHB8XdXXZ1VRwcFDs7RaOBIECWYTQKpaVCWZlQXCwUFZ2fxFhRIQB1rsnMBTKAdCAdyADSgKxvv13p72/28ZHt7C41SgjIsnzw4MGVK1fOnDnTaDXWdhEvIBQIA6KAZAAvvvji4sWLBUGYM2dOZKQuM7OOTVo8PWVf34qUlENlZXHAd1ZXPgc+r/MxS5YsueOOO/z8/ACYTMjJkRISpIQEjZoAU1I0yclSdrb1syaq/1OzHrIcKAEyAGfACXAGXAGN0egD+ACoqMBPP13wxM8+cwesJ3kagXwgDdgInASygHQgC6is1dW8vLwePXqUlpaq33KmKBEREd3gGAhtwq233grg0KFDBQUFdW7rcuLECYPBYG9v34ThQQCdO3dOTEz84Ycf6ttH8fvvv1erNaHxWprr5AZ1L83CQiE/XwT+bVlxZ/XC2arEswl7gkgSHBwqSksNVofgFQB5gBEwA1pAAzio7bdte1dlpVtWlpSZWe9GKSqtFt7eZr1ejo7eBuQDGTXxLwtIrTOlABgy5LPG/6x27NgxefLkC8ucgYeBFkBwzVeouroPAPCTOpV08eLFACIjI3v06DFqVFl0tNbf3xwYWL26z89P9vMzm0yFQ4YMKSuL9/Pzy8vLqz9v9Tbg7QAAIABJREFUCoBeq23j6Nj+3Dnve+45165d27Q0O+tlfrWIIgQBF26Ko3IEHAXBS1GsR2IVwAjEAJmAzurciyogCYgFzgBngNPACaCxg9uKoljSIAA7O7sGKhMRERFddwyENqFTp06dO3eOiYl54YUX3nnnnVpXzWbzyy+/DOD++++3Pj6+8SIjI7dv3/7pp58+/vjjF09M/fXXX7/77jtRFP/97383rf8WFw/lWTKh0YiiIjE///zAnfWLoiKxpOT8sF5hoXDhBpXbGtkBN7fqk+4sJ+CpLzw9q4/CUw/HKykRy8pQUiLs2BG1ZctBIBDQA2FAAOALaC9u+dSp86/VyBcQUD2TU6eTAwLMPj6yOsSn01k2Yuk9cuTIH3/88ZLdjoyMXLOmoYFKoxFZWVJysmQwSOXlQqdOXbVardFoDAkJSU5OBgA8BbxW160ZQDyw1vK9nZ3dvHnzAMycWVzns6Ki4uPj4wGMGjWqpKTk/fffBwSgK9ASaAm0A1oBoYAe0BqNUBNjQQF+++2CdiSpdva78Hj6SqAUMAES4Ag4XZgGAQjAOaA7IAMOwEAgHzgDpKq7wjTMzs7O2dm5rKyssrJSkiSzVVfs7e0rKyuDgoJGjhzZu3fvSzZFREREdB0xENqKFStW9OvX79133xUEYenSpZbgl5ubO3PmzF9++cXZ2Xnu3LlNa/z+++/v3bv3L7/8MmzYsPfff/+OO+6wXNq5c+ezzz4ry/LIkSMvd+f9khIhN/f8ZipFRSLwHOABuNV8eQAet9/uW1AglpZeYmCtTm5uclFRMlBqdfZdEZBbM6aXa30yXlpadWirqBCyssTMTCk7W8zMlLKyxL//1ubkSGlpYlaWVFAgGI2WzvQH+tf15FLAAGQCaZYhvo0bl+v1Zp3OOvLVa9OmTV9//bXBYGjM24yLixsxYsTw4cP79v13WpqYnS0VFgonTmgTEqTkZI1aYp2mnn46YvLkyatWrbK3txzjvg24BSisWdeXDKQCKRePRoaFhamnUF4sO1uKjdXExfXp0OFgbGzZm28GOTuHCMIbilIEBDbmjahE0ezklOPp+WNeXmhlZaHJVAVoADvAUz2jAtAA9hedQZ8DxAMngRNALHAKSKo5KKIC2Hrxg3Q6na+vb2BgoL+/v5+fX2BgoJ+fn16v1+v1VVUeGRnSb7+lvvTSe4pyICioODU1FUBISEhqaqooit988406Mk9ERER0I2MgtBX33HPP0qVLZ8+e/c4772zZsqV///6iKObl5R04cKCkpMTOzm7lypVhYWFNbn/NmjWRkZFnz56NjIzs1q1bu3btZFmOjo6Oi4sD0L1791deeaWs7IIxuqIiMSdHLCk5P46Xny+qy+RKSoTiYlGuIxbVsXGldSZycFCcnBTLwJ06aqd+6+4ue3hYShR3d9nNTZYkTJo0/dtvv72oVWcgEPADAoFbAX14+N0PP+ydkyNmZkpFRZcOnx4esiBk5ufHASk1qS9FPQy9vlmdR4/63nPPM5dsWbVixYqkpKR6LjoDoUAwEAiEAMEnTwadPBl04EALWa5zixQAsLNT9HpZneH56KNlPj7TN2/eHB8f/+CDD27fvh04BdQ+R7Gu51YKgqAosCztS06W/vzTLjpaW1kpWO1xepf6PzWTK3MFIVdRvNVvRFFWlDxFyXBwyK6oSAYyRTFTljOBcsAL0MmyvqSkdUnJbUBYPf8ROwNkAwlAPHAGiAdOA3WvofXw8GjVqpW/v7+/v39AQICfn19AQIC/v79er1cnfB46ZHf2rCY9XTp8WEpLk9LSxLQ0y+44OuA94ICn5zQ1EPr4+CQnJ48ZM4ZpkIiIiP4RGAhtyMyZM9u1azd9+vRz58599plla0d07tx5yZIlXbp0aUKb6jxMQYBer3vxxZ/efXdfVNTZI0fcjhxRl96NEwQvN7eQpCSPjh3FsrLLHsQTRaj5TaeTo6J2AkagCCi0GtDLBwp+/HGbh4fi4SHb2196sp+qoEA8c0aTmSn99FMIMBvwA/wAfU2Oqj119uxZnD17/ltBgDqUp47pqVt06vXnJ3Z+8MFqdUFd165do6OjG+5Mt27doqKi3njjDV9f35EjRzam/+PGjVu4cLUghNx779h9+84AbYEgIAQIArzqvEUN2Gqfb7nFqNEogYHmoCA5MNAUFGT29ZWFC/5+nAcOHLhu3brt2y8+1uJfQATgBXgB3kAQ4AcEA85ASkpK1yVLXFeurHcDIVFU7O3N9vYVRmNGaelJ4EutdovRWCYIHRXFBGTKcj7gDHSsqGgLtAG8Zbkn0AGo8/CGypqVfmesvlJqTfv08PBwdg40GAy33nqrk5PTwYMHAeh0upycnOeff7V790fT06X0dMlgENPTMXRoiVizQ82BA/bDh9fx8xQEqMdgeHuXHz783vHjx9XyqKgoNze3119/vb63T0RERHRDYSC0LYMGDbrvvvt+/vnn33//PT093dPTs3v37l27dhVrPv9WVAiVlYKrqyxabdl46pTm00+d1a011fmQloPRLSunnn66ZMUKF2B0rScqCgoLUVh4vkQdr9PpZA8P2dlZ0WoVy3id9QtPT9nNTXZzq/5Y3/BGoPfc41trxxSzGTk5Yna2lJEhZmVJGRlibq6Ulibm5IgZGVJWlmg1q3N1Pa1W1EzpTAWyBSFrxIh77ruvs4+P2d9f9vY2a+tYCXjezz//DMDLy2vZsmX/+te/GqoKLF26dMiQIWVlZQcOHKgVCIuKhORkjZpVMjPVESopOVnKypoPLFAU7NtXZ5PlQBKQNGhQ54SEX06c2N2unf2HH74cGFh3Zq6qEtQfS3a2mJsr5uRI2dlifPxUYC9g8PPzKymxKy31BVoAPYEGhjFLANnVNd/Fxd7dvczVNcfePh1IKSqqqKg4WVT0U2lpjCxXlJejvNxyi6PR2AporSitgVZAa6ANoK+rcRlIBk4Bp4CTwGkgAUhSD97w9vauGdzr4+/vbzAYPv/88+7du+fn558+fbqwsKJDh6EGQ1JV1cDo6HTgYReXrhUVoYDHnDm1t1nq2bPylluq97pp3drUv3+lKCqBgWa9Xvb3N505s99kSnR1LZKk6t9+kyndepPSHj16fPzxx9YN+vv7P/HEE6JYx56rRERERNcXA6HN0Wq1/fr1Cw7ut2BB+enTwv791bM0i4qEkhJR3cDjkUfK3377/BkSa9a4fPllvVMNHR0VX1/5X/+qTEqS8vJEd3d5+/ZPLftqvvfe62q6s0zXbEKf60mD9oAnEAQEAgFvvumakSFmZkrp6WJOjpSTI9a12+QFNJoKkykJyKpZzpde85UGpAN51pUVBZ9//oqj47hFixY1ps8zZsz4888/8/LyBg8efMnKAwdGVlb6Ozi0ioj4v1WrXCxn96WlSSUl9Q6rCoKiKOmCkBoerjlz5kcgDUgCkgH1TUEUxfDwabt2rRJF1zlzvi0pEQ8e1OTkVOe93FyxsFDMzBSTkiTr0yysdANGAB9lZv4O1HfIZB4wE0gRhGxFyQKyy8rMixeHACgpqa/jEcADQGtATYDB9ZydmF6T+uKA40CuRnPWx8dVXdHn7++v1/f0939IneSp1+vt7e0VBVlZosEgREVlZmWdAe44fbqzTtdVECoVxf/QIQD4++/q1q275+RkCglRgoLkgABzq1amzp3P73yq15s/+eT8b8KRI0eeempYfW9MtXfv3r1799YqbNGiRZ8+fRq+kYiIiOjaYyC0Ue+/j82b6854koTg4Auy1IwZJW3bmhwcFHt7xdX1gt01PTwUrbZ6xKlbtypcFN4mT/7flZwMkZEh5eSIwHDAD/AHAgA9EAhUnyBn8eabtW9XZ3V6esr+/mY/P9nHR/1T3bpTzs4+NnRondu91EuW5bVr1z755JPBwcGXrJyenl5ZWQmg3GosDNABoTUL/IKBICAICK2sDAJQUYEldayRhKur4utrDgys/goONgcGmgMCzIGB5kmTxu/evfvMGT3g89BDU++4Y+bcuW8Cjzz88JTffz+Xmlq5cqUv8LqiOI5txCHzglB9fn1EhOn22yuSk3/78cf/SZKT2aweppcOJFz4lQikACZYHXxvJQBoB7QB2gF64FVAnVe5Ewi7sGYREF/zdVp90alTYNu2bb/88ksfH59PPvlEr9f7+Piog2xZWWLNDE8pNlbMzJRSU6X0dCk93TLw6wt0ApCfD6vTN0uBJCAFyKsJz4lqfi4rK+jYcdjKlSsv+SPq0qXLlClTioqKapUnJiaq01Dvueee1q1b17rq7u7evXt3EBEREd14GAht1Jw5cHMrkiRY7bxSPV3TxaX2R/vwcNPUqfUO91yJoiJB3aszI0PKzhbT06WcHNFgkNQ9PK3WHNZ9XjkAIBPIqtm1JXXx4qf0erOvrzkwUPb2Nmvq/wUXBBf1eABBEDQaTYPHr8PJyamsrAyAi4vLJU/mqKgQUlMld/dHvLwMeXnOkhRoNofWLPCrd6AVMGm1Obfc4hUQYA4NPR//fH3l0lIhM1PMy5Py84WcHCkmRnvggH1RkWAwSImJmwEnQAKwdSu2bgXwJoCvvoKaiCw0GsXBARqNIoqorBTKyoSLI5xaotHkJSaOj4v7RlEUAGZzIRAIyEBFw28caAUMB9oBbYG2gOuFV+NrAuEqO7s73dxyCwuPGI0nhw3r0rNn+P79+3fs2GGpOn369P/+94V9+05++WW52dz5++97GwxScrKUkSGlpYkXHhlSm5NTSWXlWSDVbD4HpAJxQHJNDqyzvpOdnUeLFi0u9e4AQKvVqodq1FJRUdGyZUsA33zzjaur68UViIiIiG5MDIQ2ys8PkyaVXrreZbpobqcA+AUE3P/55z+pozqZmWJRUfVRDamp0iW3mdFqFaNRPeEgDUgDMoFMINvqEPYLgtzYseMa2dXQ0NDt27cPGjTIZDI5Ojo2EAgtS7/s7e2/++47Ly8vAGYzsrKktDTJYJAMBtFgkFJSpNRUKSNDys+3TL98Xa15oUwgFUitObkhHygDygVBO27cPGdnl+xs8dQpzeHDduoayEsdp1G9kFEQKn18JGdnc0LCSQBt20aUlSE1tVRR3NUJmSaTUFKCCydnVgDngMQLB/1OmUxlF538Xmb12gEIB4qAlIs6swwYavWtyd4+3cMj088vPzS0vG9fv5Ytt1mmdwK47bZFaWlpEybM69y58/Dhw+fMmbd+fQTQydOz04cf+q9cKQB+wN15eXjrrQseI0nw8TEHBZkDAmR/f7O3t6zXmwMCqk9utLdXAN+KCrcNG/6qrNQCnYHOBoPBsq5v7Nixll9Ue3v7UaNGOTg4NPhDJiIiIrppMRDaLsuR7ldC3bsFEEpLhV69ngUW1BzC7m99CPvjj9fbgpOTYjl1XaeTfX1lddcWPz+zl5fs4yMDdjVHlgPAli1bnnnmGVmW7e3t1637pG/fvk3ufKdOnd54441nnnmmqKjI398/KytLvuikC63W08WlQ36+myCE9uv31NKlYeq2LpmZ0kWp6TwHB0Wd0nn06P7i4mSgHDABstVZeUFAN8AXsFNvURS8/369Dbq7yz4+sre3HBhodnRUABw//vfx4ycVxc3bu11+vrMs+2dlaQAN0AXnj7lXt0spqUl954AE4DSQBmQB6Zf6CdkBLYA2Nev91C91yV8Z4GMdFN3d3Tt0+PXw4XQgCTg9atRtixeP1Wo1QKDRGJiRUT3DMypKjc3q1j6HgRmWFiIjF65fHwKcn+Tp5GQqKzvl6JgTGXm7Xm8OCjKHhJhDQ82+vg2N/db8FThMmDDBuuTXX389depUu3bt1N1fiYiIiAgMhDZLEAQ0OhOaTDh5UpuWJqWmStnZYlqalJcnZmRU700iyxAE2NkpwPp6GsgFMnr3bqUu4VODn3pag7+/+eIZqg3YsmWLesy9q6trcXHxmDFjPv744yvJhI899tiGDRuioo5nZDh6eQ12cmqfmWlnNOqBEFFsCYQajU5qPlEU7Nx5wb2iCG9v2dtbdnWVHR0VjQaCAJMJ5eVCYaGYmysmJGgU5YFG9MIMZPv7S23auKmpz9dX1unM9vaKySSUlQkFBWJampSaioQEHD1qV1mp/t/2DuAOALm5lnZMQGrNQN9Z4GzN6+zG/TCCgXCgJRAArAVMwN+1FmrWKAB+HDfu8bVrP1K/d3R0LCwsTEraABgALFu2bMSIEX/+qX35ZTeDofqXpC6hQLjlmw4dKoHhgNPHH/9faKgUEGA+ffrIkCFDfH1Dly37tXFvoSG9e/c+depUr169rrwpIiIiopsGA+HNLzs7u7i4uL6rSUlJhYWa3Fxtbq5dTo42L09bWekaGSlbtt0H8NJLbmvX1rtwTqtFYKApMfF9IBzIrDl+3bJ1R5q69uyXX3CFA5JLlix5++231dfqO6qqqho1atTSpUtHjBjRmBYKCsT0dEndwzM5WUpJkdLTpZiYXYAPIOTlIc9qlZlVhqkACuztq0JDA2QZZjMqKoSCArG8XMjOFrOzL3mWQDmQ7eRU2LVrUHT03rKys0AWkB0QICxfPnf27DEpKSeAsGHD3tTre549azpxQtmzR8rMdKqosK+nQRlIqwl7SUBSzevq/V0awdVqxK+NJHVVlJay7GS53LZtl1OnZgAaoMTNLbNv38CwMOPq1U/L8kmgCHDs0OE+vf7/LIcflpfnA48YDAYAOp1O/ev4/nv7v/6qntFqb68EBpr9/GR/f7OHR/HevR/l5x+rqDgpyzGPPPKBOilXURSgCMD06V+p/2BhNpsBpKSktG/fvkWLFuvXr/f29m7cG6yDesq8+icRERERqRgIb3Jbt24dNmyYUscWkHcCS4HQO+/0BWoHj2PHcr7++vy3nTsbQ0PNHh6yr6/Zz08OCTH7+p6f5KnTyYKAgIBpV/WNzJw58/PPPwcgCMKtt96q1+sTEhJiY2NlWZ41a1ZOTs706dPVmuXlQkqKlJUlGQxSamr10r70dDE9XaqoqHM9ni8AQAFKgSpBEDQaR5NJqyhSTQUHwL+yEqdP13Gzun+pujGPn5/s5aWeUy+rg4fff//pyy/P0mq1ZWXGyMi3n3mmzxNPfF5e7mtv31WvHzR5slxQ8K165t7quk9DLKhJeuqI3zngLJAEVDb6J+cGtALaimI7d/eOgtCmvDy4vNzduoa6ylGSEBBgDgsztWljmjatz7p1w1au9AIQGNj+vff2VVYK7747WZa7qHNcY2MRGwtgtqUNQCcIBkVRXFyqj6R/5pmSPn2qPDxkvd7s7X0+XsfGxn7yyTzL7NyL/7Wi1h6esiwXFhYeP348JyfnSgIhEREREV2MgfAm5+rqqqZBJycndSeP/OoVWkOB83PnBKFMEFKBdFlOFsWMqVPvt54r+Oij5Y8+Wo76NXxqvHW1pg0S/t///Z+aBsPCwrZu3erv728yITtbOnQoZe7cd8vKPF9/3f/bb8sEIUSdztpAU5IEQYDZfPExCQLgAkBRYLW/TAWQY2eXX1WV4u5eNXJkP19f2dtb1ulkX1+zl5fi5SVbTt2wkGUkJxv/+CNz/XrDkSMewFpFaQ0Ez5oVBEjA1wAqKxEVZX1Tac3+LskX7vKSj0YTBHtFaQG0BsKBtpIUAbQ1m/0svbI6gAHe3nKLFiYfH9nZWbG3VyQJJSVCerqUkqI5dsyuSxfj3LlzY2Nj9+3bFxcX9/HHHw8ePM5k6gTYASYgA0hu0UKbkHAQSAaSgb8FwTBlypQ1a9ZYHuHoqPTqVUdw7dChw6+//pqfn//EE09kZ2evWrVKPaehvLw8MjISwPbt29VxvLi4uGeeecbf3//jjz/28vIKCgpq/E/jGlOHNK1fEBEREf0jMBDe5Pr37z9kyJBvv/32zjvv/OGHH3D+A+si4DegBEgDUg2Gk1VV9n37jklMTJw4cXL//nWuHLsOiouFd97ZuXr1WWCch0fn2257cupUTUKClJUlyTIAX+BDtWZsbKMatN7z09lZ8fExp6b+ZTIl3XFH4B9/7LSzyxPF3IqKdCDb4//Zu+/4pqr/f+Dve5Ome6dN0nTTUlrKViuyl4wiZYuyBPplyFYBQZaAiqLwExD4yLYIsvdUNiJIkVXKqtDSmTRt6V5J7u+PCyF0UUab2vt6Pnhge++5575zbHN5595z3g75ubnJxcXF06fP+fLLL+XygJkzTxp39ejRoytX0q5dy4mJ0cXGMsnJFhkZ9tnZ0qIiBZGEyJPoTb6l0fIz/DQ/4wl+fDU/dSUHxMHBQS6Xu7kpbW3rSSQN9u2LLiz0IAogqsdxPsa/0UavNMfMTN2okYelpZ5lqbj4cc2JK1ckpVZAfSwxUUREXbp0OX78OBHNmDFj3bp1ZmZ5RUUMUYpYzGi12gcPnjnE29vnT770eyV4eHh4eHiYmZkRkb+/f8OGDYko50mp+ODgYH7ZT37pV3Nzc75BTWZubt6rVy+JRGK4QQoAAADwn4CEsPZbsmTJsWPHjh8/vn///h49ejzZnMffquK5ubnNnj07NjbW1dX1k08+edFTJCUlPfcmYQX3BouKGP6RzoQE0cOH4ocPRXFxoqQkkUbD5uczRCOIRhDRo0e0Y0dlQzI35xwd9S4uekdHvVT6+LYev2SLk5NOJtNLpXoLC46IgoO7pqenf/vtyWnT/vj77787dux4/PifDMMEBb19/vzDdu3amZmZEVmkpkr/7/92JyZaqFSWWVnO+flyvd6LKLCc8+uJEoniSxV1eP40P5FIJJVKlUqlq6urm5ubQqGwtvbV6erk5SkzMqTx8Rb374vOnxeX+fgrw+g4LpUo18bGsqCgUKu1JnImsikutomMfKalmRmn05G5OSeX6/kFPJ9UbtB5e+v8/bVEZFxPLyYmxvB1mcurPniSIL5oFb7Dhw9fv36diAoLH99O3LJlC58rPnz48IW6qphSqTT8XRV++uknhUJRRZ0DAAAAVBEkhLVfnTp1JkyYwNdXqKDZ4sWLiWjKlClVdIvDzc3t5s2UuDjx7dvi2FjRw4eihARxSgqbns4+txphaWZm3JNHN/VSqf7gwfW5uf8SpUokj775ZkJoaLCdXWUXL+Ufqb106VKrVq0uXYo6fvwhx3XiOJ/z532IJp486XPypA/RF+npJVcZfeIR0b0nN/oeGK31UtE0P4ZhOI5zcXFp1arVxYsXExMTR40a1b17d0dHj+xs2cOH5jEx4pgY8ZUr4u3bxdnZZeZ+ZGnJ5edncZyIYaw5jiEijhMRyYnoyc02nlYsTnnjDVc+61ModEqlvmHDYisrva1tRaPUrVu3VatWZWVlHTly5MSJEwzDuLq6qlQqmUymUqkMzZo2bdq/f39DtcYWLVpU0Kcx/hDDQkEGX3zxRYmxqmSHFRs2bFinTp1q8nOnAAAAANUPCaEgzJo1a9OmTf/++28FbXJycho1avRBBRUDn48hciHyIKpPFEDkReRFJCeyI7Ilsqhfv7L/spdIOAcHLjv7Xn7+vxJJfFHRQ4kkzcGhmGXTWDZLJEpl2Wwiys6m7Gz6918qLk4mKjI3Ny8sLDx+XPfBB2uMeysuLlapVMnJySkpKfwXycmauDh9crJFWpptcfGnRD5Tp/oQ+RB9X35QOU/q+MU9+7RnVnkH2NvbW1hYqFQqDw+P/v37i0SixYsXa7VaIuI4ztraYfXqU9nZ8itXNhFZnzzZdc8emUolKrMrkYj0+mfmPXIc5eUxRPb81yIRx3EqvT7WUPXewSHn22/Hi8VJI0aEenp67dp1rpKDbyAWi/lbygMHDvziiy82bNig0WgaN2587do1IhozZgzHcWKxeMaMGS/aM2/8+PHnzj2NSqvVHj58mIi6desmEj0dh1cpK1ICskEAAACAEpAQCoKtre38+fNL1Okubf78+Yb7PKUVF1Namigtjc3IYFJTRXFxoocPRTduZCUm6jiOiG4T1SV6fsrHMGRuzllbcw4OeicnvUKh8/TU+frqnJz4Enw6qVTP114/fvzS8OHDi4qKiaioiNTPm2dXWFhobm4eGBi4ePFilUqVkpKSlJSUksKkpVkTeRP5EHkThTzJVC3K6aaI6OGzz3nGEt0vs5ofy7IuLjI3NzeZTObm5iaXy+VyOf+FQqGwtLTcsGHDjBkzGjVq3L//1Pv3xc2bv3H2bBK/7Gd+vm/PnvxoTyAqewlTA8NkP1dXvVyu8/TU8c95Ll78SWZm9Nat373zTp27d2/169cvPT2diORy+c6dO318pH//fZ+onJmClcYwDF/MfcOGDVevXiWiMWPGzJo16xW7HTx48ODBgw3f5uTk8Anh8uXL+TmEAAAAAFDVkBAKxXOzQSJJjx4fHzlyJTOTrV+/2MnpaZ2A9eutvv7aLje3zGTPqqyNHFEhUTZR1pPKhLeJ7hJFE8U2bVpn//79lYk5OTm52GjFz+dxJPIpLPT54QeGyIeoI5EPkWf5iZ/+yRw//o6f4e5fAtEzZdTNzMyKi4stLS27du3Kp3wKhUIulyuVSqlUKhaX/CVSq9kHD8QXLojv3RMfPz6A6P2DBz0OHOAr8vV7evqya7UTEbm66mUynVyuUyr1crnOzU0nl+vc3fVubjqJ5JmHPFesOJCZqXJ2LhSJKDAwcMuWLV27dmVZdseOHT4+PpUeuufjc0KGYdavX//xxx/PnDnzNXYOAAAAAKaChFAQypqFFUA0jkhOJCNyIVLwDx926UJEFBJStHt3mqHpxo3WpbNBhiErK45hMnJy/iW6zTDnOY4hukMUVeaamXxaRUS9e/euINSioqLk5GSVSpWUlJSSkmI4yogdkQeRD5EvkS+RB5GCKJDIofxeNc/e8TNM8ysytLC1tXVzc3Nzq2Nr23jfvn1EtHHjRnd3d5lMduvWrX79+nl6ei4vVSuwoICJjhb/849ZVJTZvXvihASRRsMWFxuPlQ9R6RIXvPzqZPfQAAAgAElEQVQn+WcC0cMhQ9p37hzk66tVKPQlsr7Ka9CgwdWrV8VisYNDBaPxkvic8NNPP3VycnrtnRORRCIRi8UMwxg/LwoAAAAAVQoJoWBNJxpa3r4Sq7zMnp21bp21i4vO21unVOrc3HQKhd7DQysWU05OzptvdsrMzOQ46tev3/btJ8rssGXLlvxsMR8fnyFDhmRlZSUnJ/OJX2JiouHxTpVKpdFonhxkQeRN1NHoaU9+ml8Fpcmzn035Yp488JlPjx/vdHFzc3N1dVUqW8nl/fh7feHh4ZmZmfv3769bty4Rpaam7tu3j2GYTp06GfXMFhcr9+yxjIoS37snjo8Xp6ayWVnMs7lfGViWMzPLtrBItbZOsrRMtbTUqNWRavU/deqYBQU9re1hZWU1Y8b7dnaVLzdfLqlU+uqdVKCKskEikkgkmzdvZhiGX2IUAAAAAKoBEkJB4BfSfPY+YYncQ0uU/NZbMqVSp1Do3n//mTL07dsXtm9fdq5y6dKlvLw8IhKLxdOmTfvxxx9L15/46quv+IlnRBQXF+fv719QUGC0X0zkRuRF1JSIr6vOJ36K8mck5hHFPzvHL5boAZHG0tKST/kUCoVM5qVQvK1QKGQymVKpdHFxKfF4Z3FxcV5eHj9tMjw83NzcQquVFhS4EPXluIb16t0oLnYrLnbV6boTae/fZz7+uJxwiKysOCcnvZubzttbGxio5dfzVCr1Li46liUiKyI/Ij8i+uKLC+vXXw4L++Szzz4rtzuhatmypalDAAAAABAWJISCNZsokiidKIEoniiFSL9nT7mlAssUFRU1bNgwfn5dfn5+z5493d3d69atm5qampGRYWhmVEVAodf7FBT4EHk8+eNN5EdkWc4ZConiiB4SxRHFEP375NuUMltPmzZt4sSJzw07PZ1NThZFRqrmz9+Yl+dItIbILybGjciR6OnDilllrB7KMUyhVCpycyMvL52/f3FwsLZevWI3N72ZWWUf8qxfvz7DMIGB5RUwBAAAAACoPkgIBUtFtLoy7bKyslJSUviaDYmJiWq1Ojk5OSkpSa1Wp6Y+XngzPz+fiBISEhISEoiIyIGo8ZNpfj5Gf8pb34UjSnyymOcDojvW1hqZLM/DQyyXy9Vq9cmTJysTqp+fn+HrwkImKUn08KEoOVmUmMgmJfFfiBISRPn5/I1HKdF35XfGPVkR5wHRHaJrROeJ7tra2hw5cvJV6o9/+OGH77333otWb69YUlKStbV1mbtSUspOngEAAAAACAkhGDt27Bg/o894gh//RGg5LJ5keg5EdZ98HUzkWP4hyYYC7nZ2Wc7OWUplka+vyM3NWaFQKBQKmaydUjnIyurp4qVr164tPyG0IPIkUhJ5EHlu2fLOtm2Oycmi5GRRWlq59TNKs7HRu7kVe3sXBQQUeniop07txTCx0dHXiOhJjYp3+ZaWlpYSiaTyPZfp9WaDRDRkyJDX2yEAAAAACAQSQnjqo48+KmcPQ+RL5F1qfZcKbpTlEj1g2Tgzs9jCwpsME89x91k27vPPJ4aEhLi51XV1bVnJtUP0epbP94jciZREMqJAIncidyIX45Ynyl7R5hlWVpyvr9bPT+vrq6tbV+vjo/Xx0drYPH3gMzVVO3XqXSLG3t6+MuGZVrt27fjafRVr3759NQQDAAAAAP85SAgFhOO4supPlKAgUhDd4lfmfGIu0exy2meybBzHRXNcOl/Wz9pa/emnvefNG2dmZnb+/PnWrfsR5fN1F7y9fceNG1feiVNT2fh4EX9/LyFBlJIiSkpiExJEavV0ohkVvCwiKnP5GQsLzsdH6+urM/pb6+JSfvm//6DFixcvXrzY1FH8BxQVFd26dSsrK8vOzi4wMPDVb/MCAAAA1A5ICIXFKCdknkzz8ylrmt86ohGGoxgmi+iRuXm6jY1GKs1RKAq8vSkgQFK/vlW9eq7W1i716o3Kysriawbm5lJSki9/4FdffcVPL7S2ts7NzbWwsMjNZRISRPyfxERRWhqbmPh4pl9hYUXJKssWikRUXCwq9UPLH6UnigsONmve3LFOHa23t65OHa2bm+75+S/Udunp6d9///2OHTtycnL4LTY2Nv369ZsyZUpVVGsEAAAA+G9BQig4er2eZVmiGUQLSu9lGJ2lZdobb0g6dPhSJpMpFAq+ioOZWT6RJZGHcWOdTrdjxw6NRlNUVEREnTp1OnLkiF6vX7t2E5GvTue5Z4890SyW9bS0bJiba3Xrloe/f0XPYVpbc1ZWejMz0mqZnBzGuByiXm+uf3pvL4HoDtFdottPig0+ICoICOjj5hbcoUN3pVL5qsMEtcL169c/+ugjfmUdJycnd3f3+Pj4jIyM9evXHz16dP369Q0aNDB1jAAAAACmhIRQWDiOmzRpEhExTAzH/UukJopt1swpNDQoONjaw0Pr5qYzMyOiDkQdKu6qqIjZuTPy0093E3kRvU/U4NChOkRfErlznJyIDPmbXk98tXnu8Uy9fKWSHB3FEglxHBUUUEYGm5oq0ukoN5fJzRU9ex4N0T2iu0T/EsUQ3SW6Q5RTZkg7d+7cuXPn5cuXf/7555ceIqg1kpOTBw0apNFoGjRo8OWXX4aEhDAMo9fr//zzz5kzZ967d2/w4MFHjx6VyWSveKL79+8fO3YsPj7eysrK29u7R48edevWfS0vAQAAAKCqISEUEL1eP3LkyLVr14rF4tatU0+c8Gvfvv2JEycuX6ZOnT5v2XJCeQfm5jInT5rzNRsSEx9P81OrWaKeRD3LOSiP6CGRytGx2NpaVFBQpNHkisUOVla++fmKxETzxMSSB5ibc4aZfvwX9+8fOXVq67Ot3CIjk5KTHyeEvr6+9evXN97NMMygQYNecGDghXEcFx0dHR8fzzCMh4dHUFCQqSMqw3fffafRaIKDg3fv3m1Yt5Zl2VatWh06dCgsLCw6Ovq777774YcfXvoU6enp06ZNO3ToEMc9XZdo6tSpvXv3XrVqlVQqfdXXAAAAAFDFkBAKhXE2uHnz5qNHjxJRSEjIO++8s2DB1wsX/pKY6Nmq1QA+03vvvYKGDYsNx86bZxcRYVW6T0tLTqnUKRS6ixd/KSq6PWHCOGdn56IiZs2aPSqVhChALH4rI8PSUKNeq31c7V0kIk9PbUCA1tdX5+Wl9fbWeXtrlUod+2ypiJCQ9h98UHJ5zNjY2FatWul0OgsLiwMHDrz2aWBWVlYSiaS8sn5ARFu3bv3+++8TjXJ6Ly+vzz//PCwszIRRlZCdnb17924i+uGHH4yrmPCsra0XLVoUGhq6a9euefPmvdz/7tTU1LCwsNjYWDMzM3d3dwsLizfffLOgoGD37t07d+68du3a2bNn5XL5a3gxAAAAAFUGCaEgGGeDv/76a79+/bZtu0YUERHRiuPcWXauXi+KiKCIiMft794Vb9yYYTi8bdvC2FiRVKpXKHRubnqlUufioiNiVCr2/n1xTIxIr69L1GXpUsMMw8H8f7RaIiKFQufklHbz5h6ZLGvhwhG+vlovL51E8vSOygvx9vauX7/+9evX27RpUxWLglhbWx87dgyrUJZw8ODBzZs3X758OYvP6YnMzc0DAgI4jrt3715cXNyYMWMuXrz41VdfVWIl2+pw5cqVoqIiX1/f8mYJNmnSxNvbOzY29sqVKy1btiyxNycnJzU11dvb2/ByiouZDRsOrVt3ND3drFOnIcHBndasiUxK+tHc3LNVK7dOnTYqFPJOnTrJ5fLo6OiwsLCYmJgBAwacPHmyhgwIAAAAQJmQENZ+er1+1KhRhmywf//+RHT7dhuiTgkJhlYcUQpRXGCgVbt2dfr0Ma45QR06FFpacg8eiO/fF504YX7/vighQcwne0+04f/j7Kz389M6O+ccOvSjSBRz5MiPvr5aS0vuzJkzAwaMcnYO6tx54Ku/okaNGl2/fr1hw4av3lWZMAHMWEZGxvjx40+UKvJYWFjo7u6+ZMkSsVi8cuXKJUuWbNiwQSqVfvLJJyaJs4S0tDQiqnh5ITs7OyI6e/YsnxDm5jL8ardz5vS8du2qu7v7sWPHrl3z/OorSkwktZqKioYTDSeiXbto1y4ieo+ICgvp/Hnau3eK4TZkUFDQ4cOHGzdufPr06f379/fo0aNqXyoAAADAK0BCWMvx2eCaNWuMs0EiatjwcFTUkW7d3vnoo3ZKpU6p1K1Zs2LBggW3brm8/fZsH5++xp3Mm2e7bl3JZ+osLTl/f22dOlo/P+3y5ZPz82926eIrlbJElJeXR7SL49iNGx8/A8ov8wj/OcXFxUOGDLl8+bKlpWXv3r23bNlCRDNnztRoNGvWrDl06FBWVtaWLVs++eQTHx+fsWPH/vjjj7179/b29jZ14I+TvbS0tISEhB07dqSmprZu3bpz587JyaK4OFFhofONG7nR0aOIXLZsaXD4sCIpifLyHh+7evW58PDHXy9aRBcvPv6aYUgmI1dXUirp7t1z//57plMnvwkT+gcHU4mHUv38/EaPHv3DDz/s2LEDCSEAAADUZEgIa7lOnTrx93YcHBw+++yzzz77jN+enp5OJDl9+spff53San20Wl+tti/DfMZx9uvX07lzp0+ffnqXrEmT4kaNihUKnbu7rk4dbZ062jp1dAqFztDgl18O5Oerjhy5YHxqvV6/adMm4y2WlpZV+FL/I7RabW5uro2NjUgken7rF5ebm8swTOlZcy9nxYoVly9fdnZ23rFjx5YtW/R6/XvvvTd69GgiCgsL69ev37lz59avXx8eHt6rV68dO3acPHly+/btU6ZMeS1nfyHr1q07dep0Sop+7Nh5Njb1NJowlv0yOtpl/Hh5XNyo/HznTZvsXF2ZlBTSPf7JtSb6mIg0mser4BKRrS15eZHxQkULF1JYGDk6kkJBrq4kfvKW+eabk4kiJ0062K1b2fF06tTphx9+iIqKqqLXCwAAAPBaICGs5SIjI/kvNIZ/8z42gmh1bi6Tm1viCD1R/KNH+4k+NWzq0ye/xEOkJaxYseKff/4xfJudnb106VKRSPT5558bN2vTps3LvIZaQa/X79mzJyIi4u+//+Y4TiQStWjR4qOPPurcufNrmWOWkJCwatWqvXv38o9KymSy3r17jxw58lVqKhQXF69cuZKIvvvuu4CAgEuXLhGRYeWYBg0aLFiwYMKECcuXLx8+fDjLsj179jx58uTff//96i+HiDIzM1UqlZ2dnfG6LMXF2s6dByckFDGMx7p1v1lYMHv3UkoKJSdTbOxnjx7N0OmYMWMMzWcTPb2/x2vYkAoKyNWVu337tEp1vX59x2nTBiuVJJeTuzvZ2ZUMw9qaOnYsI7y8vDwiqmA1Gn5XbqlfMAAAAIAaBQlhLXfy5MmuXbuq1epSeyyIiCiJ6N6zf2Lq1FFu3779hc7SvHnz5s2bG75NSUlZunQpy7Jjx459tfAr8h9aq0Oj0QwfPtyQnBORTqc7c+bMmTNn2rdvv3LlSltb21fpf9u2bVOnTi0qKjJsUalUK1eu3Lhx49KlS7uVdw/reSIjI7OysuRyeZcuXejJrDyFQmFo0LNnz1mzZqnV6qioqIYNG7q5uVEZHz1URKPRXLlyRaPRtGnThj88K4tVqdiTJ6Pnzl1ta1snIKB9vXpN1GrSaCg5mVJTSas9xR/br1+Jzsz5/zg4kEJBMhnZ2GQePRpRXHz3zTdlM2eOeOMNuUxGIhHFxsaOGzdOpTpoY2OzY8elevVeZnA8PDyio6Ojo6PL+5gjOjqaiLy8vF6mdwAAAIDqgoSwlmvatOmlS5eaNm2alpZmY2Nz48YNfn5XeHj42rXs9OnTx48fT1T32rVr7723WKvV+vr6Hjx40K70jZIXIZVKW7Ro4eLi8npeQymtW7f+888/jVPQmiwvL+/DDz+Mioqyt7efPHlyaGiojY1NRkbG3r17ly1bduLEieHDh2/evNnMzOzl+t+3b9/kyZM5jmvbtu348eODgoI4jrt27dqPP/544cKFUaNG/fLLL+3atXuJnpOSkogoICCAz73t7e2JyPjDBbFYHBAQ8PfffyckJDRs2JDf5ejoWLqr33///datW+np6VOmTMnLs83IYNVqlsj5ypV9p0//4urqGhISsndv4iefNMzP59d3bUPUJjubIiPJKI8mIhKJyNX18Q29vn0pOfnxvD4+D1QoyMLC0Nb+4EGf/v2nXbqU17v3nLZt2zo5OaWlpZ0+fVqn01lbW2/fvr3ey6WDRJ06dTp69OjatWtHjRrFlqiXQqTX61evXs03e7n+AQAAAKoHEsLaz9PTc8yYMQsWLMjJyWnbtu2pU6dKrPlx9erVAQMGaLVaIpoyZcorZoNEJBaLX/Qe4wsJDQ0NDQ2tuv5fr8WLF0dFRclksl27dvn4+PAb7e3tJ06c2KFDh379+v35559r167lJ+a9KI1GM2XKFI7jRo8ePWvWLMNd0zZt2rRs2fLzzz//9ddfJ0+efO7cORsbmxftnK+9UVhYyH/7xhtv3Lhx48CBA507dza04feam5sT0c6dO4lIpVJ9/vnnCxcuJCKFQnH7Ni1fTn/88WZWVuuCAqdffrErKHh6inffHXXmTPiyZct69OiRnv420X4iIkoTiTK9vCybNFG4uT1exIX/m8/9Kj/7MjQ09Ny5c1OmTDl+/Pjx48f5jQzDdOrUadGiRY0aNXrRMTEYPnz4N998c/ny5QkTJvD3ww279Hr9pEmTIiMjnZycRowY8dKnAAAAAKgGSAgFga/XZ2NjExcX17Zt25MnTxp28dlgVlaWtbV1bm4u1n15vQoKCtavX09ES5YsMWSDBsHBwfPnz58wYcKqVatGjhxZ+kbTc23atCk7O7tp06bG2SBPJBItXLjw4sWLMTEx27dvHzZs2It27u/vT0TXrl3Lzc21trbu37//hg0b9u7d6+4ecODAFY1G3KbNwKioTkQDd+/u+f/+X97lywNZ9uzw4cO7detmeLJ02TJasYKIAo175tdoUShoxIii7t3Djhw5QkSurpFNmw5gmOJLl85pNJr796l+/fcWLdrOZ5svrUmTJn/88cfDhw//+uuvzMxMBweH5s2be3h4PP/ICjk6Oq5atap///4//fTTrVu3ZsyY8c477xDR+fPnv/766xMnTjAMs3LlSicnp1c8EQAAAECVQkIoIO++++7Vq1fv37/frl27kJAQIkpOTuazwSZNmnAcd/XqVVPHWNtcunQpPz/fy8urbdu2ZTYICwubOXOmWq2+c+dOYGBgmW0qcPbsWSIaPHhwmTMqRSLRwIEDv/zyyzNnzlSQEObk5MTHxxcVFRnumKWlsbm5zNKlSxmGyc/P//bbb1evXq1QKD76aPL69WN//NGXb7ZvHxG9T8QX5bMhGjp6dPzMmTONO//sM/L0JHt74u/1ubqSm9vTpzqHDv2/I0eO2NnZrVix4oMPPuBTYp1Ot2nTpnHjxu3fv3/ixImrVq160WEpzdPT09PT89X7Mda3b9+1a9d+/PHHJ06cKFGn0cLCYsWKFYYqLwAAAAA1FhJCAbG2tj5y5Ei7du3i4uIePXpERNu2bcvLywsKCoqIiBg6dKipA6yF+Gl4FVS6NzMz8/Pz++effxISEl4iIeT752/llYmfI5eYmJifn3/x4sXU1FR3d/fmzZtrNGx6OqtWi+7c0X333T6GUVhZ+Xl5KZ5UYCciWrTo1z59dg0ePHjt2rUNGzYcN27crFkLf/lFp9MRURbLJuv1iUSJ5uZZhYUPiNRdungsXTqvRAA+PjRtWtmxRUZGRkREiESi/fv3t27d2rBdJBINHTpUqVR27tx59erVY8eObdCgwYuOTPUYNmxY27Ztv/766z179vCr6Uil0p49e86YMaP0DWEAAACAGggJobD4+/ufPHmyXbt2iYmJRMRng9u2bcODbVWEf9wxP7+ioh38XgujtVAqj5/mZ9z/jRs3Ll68mJysadv2fSurgHPnXIkmPHrUbNIki7Nn3Ymasax7To6V0YqkxJcYycqilJTH3zMMyeVUr55V9+6Dbty48d13302YMOHnn38eNGjQkiXSI0eOHDu2h590SkSFheTj4zN9+vTw8PAXWvp1/fr1HMcNHjzYOBs06NixY//+/X/77bcNGzb88MMPLzYu1cjHx2f16tWrV6/OyckhopeYqwkAAABgQkgIBYfPCZs0aZKbmyuTyZANVqmAgAAi+ueff3JycspMFVQq1d27dxmG4VtW3k8//XLz5qOMjAZEbyxbJvrnH0VyMqnVdOOGuUYTUlBgt3Iln5u1J2qfkEAJCUTkZjicZcnZmVxdH8/lk8sfP9Lp7k5KJXl5Pa3A/u233yqVylmzZkVFRRkXlrS3t+/bt2+7du2Cg4NfbnUWvmKhobBhab179/7tt98ulqgkWFMhFQQAAID/IiSEQuTv73/06NEvv/xy3rx5yAarVGBgoJ+fX0xMzLJly6ZPn166wcKFC3U6XUhIiKurq/F2nY4ePWJv3UpbvHhLYqLe3j747bd75ORYJyRQUhKlpFBe3tMHMc+coTNnDN89/h/KsuTsrEtLu6rXx/bo8dYbb3i4uZFM9jgDdHV9mvI914QJEwYPHrx7927DuiwtW7YMCwvjC1G8tIyMDCIyrjtfgkwmI6L09PRXOQsAAAAAVAAJoUC1aNFi48aNpo6ixsnKyjpz5kxCQgLLsl5eXq1bt371ZVdnzZr10UcfLV++3Nraety4cSzLpqenOzk55eRo583739at8Szbz9r6w+DgPdnZdnXrthSLvVQqUqtJryciGdF8IoqPp6iokj07OJCzM6nVUdnZMY6OeYMHd27QwFkuf5zyqVTXe/cOS02Nfffdd/fu7fOKr8LR0XH48OHDhw9/xX6MSaXSf//9Nz4+/u233y6zwcOHD4moRKoMAAAAAK8REkIBiYqK+vbbbw3fZmdnG+9NMUwgE6Tc3NyFCxdGREQUGc2us7a2Hjly5KRJk160anxeXl5ycnJWlt7OLtDWNjQ0dNOBA38vXGj//fendTopw3iamdkXFloRLSAivZ4MS1TevPlMP3yxdZmM3N2fFuLjb/S5uxNfMDIx0bFly8mxsbH/+5957969GzVqFBXFRUZG7t27V6vV+vj4/PLLL680NFWmdevWFy9e3Lx5c79+/cps8Ouvv/LNqjcuAAAAAAFBQigIYrGYiK5cuXLlypWKW4oqX/O7FsnMzOzXr19UVBQRNWvWLDAwkC/CcfPmzSVLlly6dCkiIqJ0Nbzi4uKzZ+/GxuYxjLu1tW9Kiig1lVWrRUlJ3JUr+Rz3BscZ1on5kOhDIuLXYeE4elLsXevoWOzlZcnf1vPwIBeXx1kff5evMgvNKJXKv/76a9iwYUeOHNmyZcuWLVsMu/r06bNq1SqpVPqqA1Q1RowYsWTJkr17927btq10hYaIiIgjR45IJJKXqKAIAAAAAJWEhFAQ+vbte+nSpaJnV5YsKCgo0czW1rZ58+avcqK8vLzNmzf//vvviYmJLMt6e3uHhob27t37Re+wleeff/7ZunUrv0aLg4NDSEjIhx9+WEFRh0oaO3ZsVFSUq6vrypUrjUfg0KFjkycvOHcuNzR0pa9vS7m8qU7nmJDApqaKUlJYjYbVassrbfe4Up9E8vTOnqtroUYTlZ5+Xa9Pkcu1bdoEDh7c2d7e9hWDJyK5XH748OG//vpr3759Dx8+ZBjGx8enV69eTZs2ffXOq05AQMCnn3767bffDhw48M6dO2PHjuVntGo0mqVLl3799ddENH36dNRvAAAAAKg6SAgFQalUbtq0qcTG5OTk13uWP//8c/z48caPnsbExPzxxx+rVq1auXIlXxDvpRUUFHzxxRe//fYbx3H8lri4uGvXrq1bt+7jjz+eMmXKy93bzM9ndu26cOJEkZnZB2+8MWTxYou0tDiZrJFKZZaezmo0Q/X6oUQUHU3R0WX34OxMUinJZOThwWd9TxftlMnIxcW4rTlRM6JmLxFnZTRv3vwV8/nq9/XXX2dmZq5atWr27Nnz5s2rW7cux3F3797lax1OnDhxzpw5po4RAAAAoDZDQgivx6lTp4YMGaLVar28vEaMGNGoUSOtVnvx4sV169bduXMnLCzs4MGDfn5+L9d5cXHxkCFDzp07x7Jsnz59QkND5XJ5XFzcrl27jh07tnTp0tTU1PJK1aWlsfyTnGo1m5rKJidrz5x5kJFhpdM5FxW55OQwRD2JehYX06FDjw+5ffuZHiSS3KKiOE9PSevWfnI5ubuTXE5KJXl6kkxGpZ4khRfAsuzKlSu7du06e/bsa9euRT9Ju5s2bbpgwYKuXbuaNjwAAACAWg8JIbwG2dnZ48aN02q1YWFhS5YsMdRYb968+UcffRQeHn7+/PmxY8cePnyYZdmX6P/nn38+d+6cjY3Nxo0bDTfBGjVq1KNHj/37D4wbN2/LlhgXl5seHm+mpLAajSg5mX3wIC8xkQoK7PT60j/kJSpt6IjU/v62devayGSkVD59yJP/e9euvQMHDvTzax8Rcfwlgofn6tGjR48ePWJjY+Pi4ojIx8fH07O8Z3EBAAAA4HVCQgivwaZNm9LT0wMCApYuXVpiuqCDg8Pq1atbtWp148aNo0ePvsQ9n+Li4p9+2k4UPHjwgrt3254/L1KrWZWKVatFyclsauoIvf7/iGjp0hLHPV2PxdKSFApyc3v6JKehCLtCQY0beyYlJW3bdqVx48ZlBsBPbMvMzHzRyOGFeHt7e3t7mzoKAAAAAGFBQgivwbFjx4goPDy8zMVjHB0dP/jgg59++unYsWNlJoS5uUxyskitZlNSRBoNm5IiUqsZtVqsVrNqNfvoEUt0h4hWrqwghEyipLff9vbzs+Sf5zQu0sCXZyiPQqFISkr6999/y0sIY2JiiMjNza2iXgAAAAAA/oOQEApRXoVKTqUAAB4fSURBVF7ejRs34uLiHBwc6tWr9+pLgPJP+jVq1Ki8Bn5+bxOdvnpVvnWrZVYWq1KJ1Go2Lo5LTZWoVKL8fOZ5Z+DMzDJ8fKy8vcVubmIvr8drt7i6kpcXOTtT8+Ztrl27Nm/esU6dOr1o8O3atbt8+fKvv/7ap08Z1ds5juPX42nXrt2L9gwAAAAAUMMhIRSWpKSkmTNnbt26NS8vj99ib28/cODASZMm2djYvHS3DMMQWUdH2yckWCQns2lpopQUNjVVpFKxKSlMRoaouHgQ0aA7d2jy5LJ7sLEhpZKkUp2lZbaHh5mnp6W7O8tX5ztzZusnnwx6993OBw4cKC8AfunRl5ugOHLkyKVLl+7evfvnn38eOXJkib3z5s27ePGivb39oEGDXqJzAAAAAICaDAmhgJw+fbpv374ajYaI5HK5VCqNj4/PzMxcsWLF4cOHN27cWMEqoHo9qdWihARRaiqblCRKT2f55VtSUli1ms3IuE6UN2lSxQuB5NnZ5T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##-----------------------------------------------------------------------------
## Informações da sessão.
Sys.time()
## [1] "2014-12-11 20:51:21 BRST"
sessionInfo()
## R version 3.1.2 (2014-10-31)
## Platform: i686-pc-linux-gnu (32-bit)
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C LC_TIME=pt_BR.UTF-8
## [4] LC_COLLATE=en_US.UTF-8 LC_MONETARY=pt_BR.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=pt_BR.UTF-8 LC_NAME=C LC_ADDRESS=C
## [10] LC_TELEPHONE=C LC_MEASUREMENT=pt_BR.UTF-8 LC_IDENTIFICATION=C
##
## attached base packages:
## [1] methods splines grid stats graphics grDevices utils datasets
## [9] base
##
## other attached packages:
## [1] wzRfun_0.4 rootSolve_1.6.5.1 mgcv_1.8-3 segmented_0.5-0.0
## [5] rsm_2.07 nlme_3.1-118 aod_1.3 multcomp_1.3-7
## [9] TH.data_1.0-5 mvtnorm_1.0-1 doBy_4.5-12 survival_2.37-7
## [13] plyr_1.8.1 alr3_2.0.5 ellipse_0.3-8 car_2.0-22
## [17] gridExtra_0.9.1 latticeExtra_0.6-26 RColorBrewer_1.0-5 lattice_0.20-29
## [21] rmarkdown_0.3.3 knitr_1.8
##
## loaded via a namespace (and not attached):
## [1] digest_0.6.4 evaluate_0.5.5 formatR_1.0 htmltools_0.2.6 MASS_7.3-35
## [6] Matrix_1.1-4 nnet_7.3-8 Rcpp_0.11.3 sandwich_2.3-2 stringr_0.6.2
## [11] tools_3.1.2 yaml_2.1.13 zoo_1.7-11