Modelo de regressão não linear
##=============================================================================
## 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", "alr3",
"plyr", "reshape", "nlme", "segmented", "wzRfun")
sapply(pkg, require, character.only=TRUE)
## lattice latticeExtra gridExtra car alr3 plyr
## TRUE TRUE TRUE TRUE TRUE TRUE
## reshape nlme segmented wzRfun
## TRUE TRUE TRUE TRUE
trellis.device(color=FALSE)
##-----------------------------------------------------------------------------
## Dados de crescimento de goiaba.
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 ...
## Calcula média e desvio padrão em cada data.
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, nrow=1)
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)
## Na escala log para o peso.
aux <- ddply(goi, .(daa), summarise, m=mean(log(peso)), s=sd(log(peso)))
p1 <- xyplot(log(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, nrow=1)
![](data:image/png;base64,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##-----------------------------------------------------------------------------
## Ajustes.
## Modelo tradicional = suposição de variância constante.
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
logLik(n0)
## 'log Lik.' -804.5465 (df=5)
logLik(n1)
## 'log Lik.' -710.2036 (df=6)
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 a partir dos modelos.
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$upr,
code=3, length=0.05, angle=90))
![](data:image/png;base64,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)
Modelo segmentado para variável transformada
##-----------------------------------------------------------------------------
## Ajuste na escala log da resposta.
## log base 10 da resposta.
goi$lpeso <- log10(goi$peso)
## Semanas após antese.
goi$saa <- goi$daa/7
xyplot(log10(peso)~saa, data=goi, type=c("p","a"),
ylab="log 10 do peso do fruto (g)", xlab="Dias após antese")
![](data:image/png;base64,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)
##-----------------------------------------------------------------------------
## Ajustar modelo linear segmentado.
## Modelo linear simples.
m0 <- lm(lpeso~saa, data=goi)
## 1 ponto de quebra.
s1 <- segmented(m0, seg.Z=~saa,
psi=list(saa=c(17)),
control=seg.control(display=FALSE))
summary(s1)
##
## ***Regression Model with Segmented Relationship(s)***
##
## Call:
## segmented.lm(obj = m0, seg.Z = ~saa, psi = list(saa = c(17)),
## control = seg.control(display = FALSE))
##
## Estimated Break-Point(s):
## Est. St.Err
## 17.7200 0.6508
##
## t value for the gap-variable(s) V: 0
##
## Meaningful coefficients of the linear terms:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.693875 0.018733 37.040 <2e-16 ***
## saa 0.090500 0.001556 58.172 <2e-16 ***
## U1.saa -0.096918 0.042570 -2.277 NA
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.1009 on 170 degrees of freedom
## Multiple R-Squared: 0.9607, Adjusted R-squared: 0.96
##
## Convergence attained in 15 iterations with relative change 0.0008556697
confint(s1)
## $saa
## Est. CI(95%).l CI(95%).u
## 17.72 16.44 19.01
class(s1) <- c("segmented","lm")
plot(lpeso~saa, data=goi)
plot(s1, add=TRUE, col=2)
![](data:image/png;base64,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class(s1) <- c("lm","segmented")
par(mfrow=c(2,2)); plot(s1); layout(1)
![](data:image/png;base64,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pureErrorAnova(s1)
## Analysis of Variance Table
##
## Response: lpeso
## Df Sum Sq Mean Sq F value Pr(>F)
## saa 1 41.997 41.997 6004.8198 < 2.2e-16 ***
## U1.saa 1 0.319 0.319 45.6508 2.417e-10 ***
## psi1.saa 1 0.002 0.002 0.3227 0.5708
## Residuals 170 1.731 0.010
## Lack of fit 8 0.598 0.075 10.6813 5.276e-12 ***
## Pure Error 162 1.133 0.007
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 2 pontos de quebra.
s2 <- update(s1, psi=list(saa=c(10,17)))
summary(s2)
##
## ***Regression Model with Segmented Relationship(s)***
##
## Call:
## segmented.lm(obj = m0, seg.Z = ~saa, psi = list(saa = c(10, 17)),
## control = seg.control(display = FALSE))
##
## Estimated Break-Point(s):
## Est. St.Err
## psi1.saa 12.96 0.6145
## psi2.saa 16.78 0.2425
##
## t value for the gap-variable(s) V: 0 0
##
## Meaningful coefficients of the linear terms:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.790262 0.019286 40.976 <2e-16 ***
## saa 0.073870 0.002382 31.010 <2e-16 ***
## U1.saa 0.075574 0.015347 4.924 NA
## U2.saa -0.161626 0.022992 -7.030 NA
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.08304 on 168 degrees of freedom
## Multiple R-Squared: 0.9737, Adjusted R-squared: 0.9729
##
## Convergence attained in 2 iterations with relative change -1.915515e-16
slope(s2)
## $saa
## Est. St.Err. t value CI(95%).l CI(95%).u
## slope1 0.07387 0.002382 31.0100 0.06917 0.07857
## slope2 0.14940 0.015160 9.8570 0.11950 0.17940
## slope3 -0.01218 0.017290 -0.7048 -0.04631 0.02194
confint(s2)
## $saa
## Est. CI(95%).l CI(95%).u
## psi1.saa 12.96 11.75 14.18
## psi2.saa 16.78 16.30 17.26
## class(s1) <- c("segmented","lm")
plot(lpeso~saa, data=goi)
plot(s2, add=TRUE, col=2)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAYAAACxbcj6AAAACXBIWXMAAB7CAAAewgFu0HU+AAAgAElEQVR4nOzdd5xcdb3/8demEAiEGqmCIh0pUq4FRMCLDUEFVLCAFfBeRVGuIBZ+IBZULiLqBRELFhTEBiICNhBQqSK9CIRAgBAISQjp+/398TnHc2Z2dndmM2X35PV8PM5jZ2fOd/Yzs7Nh5s33+/mCJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJKmaxgNrZ18lSZIkSZKkttsPeG2LY1YHTgRuBZYBCegHbgE+CUxpY32SJEmSJElawSXgmRbOfxHwaDZusOMBYNv2lilJkiRJkqQVVSsB1gbArGzMfOCbwFuBvYEDgNOAp7PbHwTWbHOtkiRJkiRJPdfX6wJWQHkYtVoT5/4UOBiYDuwF3N/gnE2BK4GNga8Ax7alyt5Zq9cFSJIkSZLUBrN7XUCVGGB1X7MB1sbErKpxwMuBa4Y4d1/gEmAOMBVYutxVdl8f0ePrhb0uRJIkSZKkNrgN2IHIAbScxvW6AA3qEOL3cyVDh1cAvwUeBtYAdu1wXZ0yGcMrSZIkSVJ1bEd81lUbTOh1ARrUS7Ovv2ry/L8CbyH+QP7WkYq6ZzVilpokSZIkSWPNqrS2eZua4Ays0WuH7OtVTZ7/RPZ17Q7UIkmSJEmS1DMGWKNXHkTd2+T59jOTJEmSJEmV5BLC3lgFuBp4mmi8PpfYneBJYibVTGB14FlgXpP3uW72dVZbK5UkSZIkSeoxA6zeGAfs3sR5rYRR22df72m9HEmSJEmSpNHLAKv7NiZmYK0MTCF2DlwdmAo8J/u6HrA+zW+1uSGwBbAYuLHN9UqSJEmSJPWUAVb3PdyB+zyU6IF1ObCgA/cvSZIkSZLUMwZY1XAu0Tvrjl4XIkmSJEmSJFXVqsSSyZRdliRJkiRpLPLzbQeM63UBkiRJkiRJ0lBcQihJkiRJ0opnIrAfcCDwfGKzsXnALcD5wF97VpkkjWJOsZQkSZKk7ngNcBfFZ7BGx2XAlr0qcIzz820HOANr7NsO+B6wNnA8cEEXf/bmwE5tuq9JbbofSZIkSdLgPgmcTLQUmgn8CLiamH21PhFuvQV4NXAdcDARZknScvkpRbI7q4s/dxwwm6ET+5Eea3XxcUiSJEnSiuI9FJ+7zgKmDHLepsA12XnzgO27Ul11OAOrA5yBNfbNLV2e08Wf2w/8ENimTfe3EvCK7PLENt2nJEmSJCmsC3wtu3wKsYJnMA8ArwQuJz6nnQXs3tHqJFXec4h/TC4Adu5xLctjXYqEet0e1yJJkiRJw5kE7EE0QT+ICHpW7mlFQ/sC8Xnr70Bfk2M2IGZgJWCfDtVVRc7AkirMAEuSJEnSWLA+cCaxAqa+HcocYoLBhj2rbnB3EzUe2OK4MyiWHKo5BlhShRlgSZIkSRrtDqI2uHoEuDI7Hi5dP49ofj5arEZR22otjt0vG3d9u4uqMAMsqcIMsCRJkiSNZocSvYAT8DeiR9S40u19xDLCK7Jz+oH3drnGwWxG1DR3uBMb2DkbO72tFVWbAZZUYQZYkiRJkkarbYAFxOeV04HxQ5zbB3wpO3chsF3Hqxte/nlrCbWhWzP2zMbe3u6iKswAS6owAyxJkiRJo9XPic8qv6O5AKgP+E025tcdrKtZ4yiWPu7U4tiPZuMubndRFWaApUpaG9gW2AqYvBz38zTxxzFWGWBJkiRJGo2mAkuJJYFbtzBuM2BZdqzfgbpa9VPi89bXWxgzDrglG/eBThRVUQZYqoxxxB//bdTuWLEIuBR41Qju0wBLkiRJktrvEOJzyt9HMPbqbOyhba1oZPKlgIuBlzY55phszJPAmh2qq4oMsFQJE4HfMnC71frjl8BaLdyvAZYkSZIktd+xxOeU745g7FnZ2E+3taKRu5CoZybDh1hHEDPPEvDBDtdVNQZYqoQvUryQfwEcCOwAbJ9d/jHRWC8B9xBLC5thgCVJkiRJ7XcC8TnlzBGMPT0b+7m2VjRyqwP/pFgBdDq1nznHAXsQ/a7yz2ff63KNVWCApTFvCjCPeBGfOMR52wN3ZufNBnZv4r4NsCRJkiSp/Q4nPqdcUnf9ZGAv4DDgXcDeDOxr/CtG3wym1YGfUbsCaCbwL4rPq/lSw08TDenVGgMsjXmvIV7A0xh621WIf1Quzc5/hviHcSgGWJIkSZLUfi+k+Fy2GtGc/SfAswxsBbOAaJa+BRFm5Tv/vajrVQ9vH+Ai4nGVH8NjwDnEY9DIGGBpzPsw8QI+u8nzJxLLDBPxj+OrhzjXAEuSJEmSOuNW4rPKxURIlX92uYOYZfUr4PbS9QuJcCgBd/Wg3lasBGwK7AxsSCwj1PIxwNKY9ylaX/88gaLR3kLg9YOcZ4AlSZIkSZ1xELWzlC4Hdmpw3g4UK2ny4+Au1ajRwwCrA0xWu+uZ7Gsr248uJbZt/SUwKft6eJvrkiRJkiQN7l9Af3a5H/gjMftqI2J54E7Ac4nZVn8snZuyseqs8cDmwC7AdsA6vS1HGvv2If4B+8cIxk4kdijMU9xvAKuUbncGliRJkiR1xm+JzyrTKT63LKF2plX9dfm5l/eg3hXFRsRn45nU/h6WAn8mZs71ogm9M7A05k0CniJexC8f4X2cSPGHcD/wAWBLiuaAY5UBliRJkqTRaH1gWXa8leKz11DHXGLp4BJiNtZzu1519R0JzKd4zucTn5EfJZ7z/Po/Er/DbjLAUiWcRDELa9II7+NNwAwa/0M5VhlgSZIkSSuOrYG3AUcAhwGvYPid2nvlHcTnlNuARRTN208GvgT8APgh8BXi895t2TmLS5ff3e2iK+5kis+PVwGvIfpH554HnEAxgeQhokF9txhgqRImA3cSL+Rjl+N+pgCfAB7AAEuSJEnS2HAA8T/zG/3P+MeA46ltlTIafIJiU60EXACsPMT5k4Dz6sac0OEaVyRvImZY9QPHUCwRXJ/oR7YFxe/neRS7Q15L9/qAG2CpMl4AfJT2/fFsAbyK+I/BWGWAJUmSJFXXFOBnDL/0LgF3A9v2psyGPkNR23U0t5JmJeCvpXEnd6y6FctE4D7iOf0K0QPrDGAata+hhUTvsYOAzSh6Rr+9S3UaYEkVZoAlSZIkVdNKxDKv+qBqEdFPan6D254idpUbDT5EUddLWhi3c2ncRztQ14pof+L5nEHzPbD+QNHK55ou1WmAJVWYAZYkSZJUTacw+E595aO/7rZ/Mjr6Yn2Qor41Wxi3OtH4PQEf60BdK6IziefzSobvgfVZ4JnsnPsoGvGv3YU6DbCkCjPAkiRJkqpnI6KZeR4A5e/57wROB44DPkfsFLc0u21Z6bxDu1/yAMdQ1HNqC+PKwd3xHahrRfQ7al9LJ1D0wGpkG+Bf2bkLsq+7dLhGMMCSKs0AS5IkSaqeT1E7y2oG0YS7kW0ZuNTwli7UOJz/R1HPMgavv2w/ikAuAV/oWHUrlmspntOv1t22DtFveiNqm+xvSdEDKwF7d75MAyypygywJEmSpOq5jeJ9/oPAxsOcvxLw89KYfobe8a8bjsxquT/7uhT4ItGYvt5qxIyypXVjjupKpdWXB1jziOd6XeL5zhu758cC4JfE0kKobcS/TRfqNMCSKswAS5IkSaqevAdRP7Brk2NWAaZTfD7odTP3vBn7HOBbFHU9DfyQCEc+A/wAmF26/RyiGX2rzd81uL8Rz+e/gPdQvL7yYzaxA2H5uiuAg0vfr9eFOg2wpAozwJIkSZKqJ5+JdGuL4/JZTwnYq801taoPeIBiN8E3AnfTuBF9Au4BDqDYvfBhYFzXq66mvzCwn9pVxJLNyaXzdgROowi45pXOtweWpOVigCVJkiRVT96Q/aIWx21N8flgj3YXNQLvImqZD/wHEUjtAZwE/B+xO95ngVdkt+1EEZq8vwf1VtU11IaFX2DoJu5bA7PqxtgDS9JyMcCSJEmSqmcJxa6DrTiK4vPBf7S7qBEYR/RUSsBc4C1DnHsgRdPwi3H2VTvlv4P8uA3YfpBzJwEnUztbyx5YkpabAZYkSZJUPXlPqHIPrNWBdwCnA+cTfaU+Cjw/u30V4DGKzwebdq/cIa1G9FPK67oOOBrYNzs+QtGjKQF/JB6r2uf7xHO7GHiUoqn+z4F3A68C3gB8HphGbdCViEB1YhfqNMCSKswAS5IkSaqev1K8z38EOBt4ltoZMeUdB39DbUi0jN7vQlg2gVg2OJ/Be2A9S+yM142gZEXzI4rXyt7ABQycYVU+pgOHAJeWxq3ZhToNsDpgqLWiUjetCzyeXV4PmNnDWiRJkiS1xzHAqQ2uv5FoyP0YMIVorL03seyr7GpGRw+seusTzdz3BDYhPltPB/4M/JqYHaT2uxR4bXb5FmA3YDNi1tWLid/LfOA+4HLgEuBtwHdK97EzcHOH61yVaCAPMXNvfod/nqQucgaWJEmSVD0bAYsYODNmHvEBvx9YAMyh8UyaQ7tfskaxa4nXxVPZ178TS0/HA5sTQeh2wDrZdR+j6MP2ODZxl9QGBliSJElSNd3O4Eu8hjoWYw+pbliJ6DO2M7Aho7vpfN7E/YvADIoeWAuofe0so3aZ59eBJ7GJ+5g2ml+YkiRJkqSxbTtGFhgkoofUke0tRyX7ABcRs5nuJ5Z1PkIEQ+cAW/SutEHdlH3diuin1k/MtKrvkzYOmJxdvp9Yerg2MdPvvs6XKanKnIElSZIkVc/JFDNiRjIL66aBd6nltCqx+2MzM+A+0aMaB7MDA19PfwZ+SOz6eANwDRHM/YhiqWE+G+u8LtXpDCypwgywJEmSpOr5MyMLrso7E67W7aIrbBXgb7T2Ozi9J5UOrlz/McOc+zzgYYrX0vadLe3fDLA6YEKvC5AkSZIkVVb9MrQngCOAu4CdiB0IFwLTiNkyZwK7l87vIxrB393xSlu3GbW7ED4EXMnoXqJ2NvCS7HI/MUvpR8SuiSsRM5u2AI6m+D18BPgH8P1uFjqIicROg7m3Aj8HHmxw7njgoNL5fUSAdWsH65O0AnAGliRJklQ9cyje5z8KbDzM+SsBv6Z2BtBmnSxwBPYkdr8bbMbSdcAre1bd4PagdhfI44ilds9QW/9jRA+sr1DsDDkHWKP7JQ+wP1HPE9mRiAD0HOCNwK7E4/wfajcPyGdtXdOlOp2BJVWYAZYkSZJUPQsp3ufv2uSYVSh6FyWGD726pQ/4FEWosxD4DXBadlxMsRteP3BiNma0uIyitj9TG1otJfpElXfzWwz8ofT9UV2veKAziVpOI3ZOvIKhlz/OIjYCWI+YXbaMaObeaQZYUoUZYEmSJEnVkzfbXtDiuEtpPfjqtOMpavoWjT+3TKUIWRJwQteqG9o4IpBKwGxqQ6tGwc/c0uU81Lq561UP9DuilneUrtsDOBW4CriHqPNnwOHAWqXzpmVjd+lCnQZYUoUZYEmSJEnVU94t7s1NjtkIeLo0bu/OlNaS3SgeyweBzYkd+i4llqrdQYQrxxM9pI6kmO20Rw/qrbceA2dc5ZdnEo/jAqKHVznU6i9dntP1qge6hqjljSMYe1s2dq92FjQIAyypwgywJEmSpOopB1jzGD7MWQ+4idqw5VWdLLBJVxO1fBs4g2I2U6NjCfBNYpZW3n+p13ZhYJ33AvsRs7PKViaauM+rO39xt4odws+JWj7U4rhxFKHoVu0uqgEDLKnCDLAkSZKk6smXn+UzfhYBJwPr1J03iVgWNp2iv1T++WCbbhU7iE0pApwbKOq6DHgXsE92HAb8tnT7zcTjTcCWXa+61g7UhlF/p3Z5XSM7Ak9SG8z12ieIWn7T4rjds3FPAhPaXVQDBlhShRlgSZIkSdVzD8X7/PtKl5cBtxJNuP9G7bK16RRL1/qJGUG99G6ilryx/BNEYDWYvYHH68Yc0dkSh7UGxfP7LLFMcyJwAPBD4C9EOPcn4HTgZdm4/UrjFnW35Ia2Jl4Ty4DtWxh3EfEYvt+BmhoxwJIqzABLkiRJqp7PUzvz59fEzKRGS+9mEGFKOcy6q/slD/ApinqeBrbNrp9KBED/AxwLHAg8J7ttK2p3UvxsF+tt5DmlWp4A3gLcT+PfQ378BfhPijBxNARYAD8m6rkNWLOJ8z9IUf/mHayrzABLqjADLEmSJKl6NqK2YXgC7gR+Ssy+uhb4IxFsXc7AEOXdXa94oE9S1PMBYCcihCs3OC83Pf8HsXPi+xg9AdaWDKwzESHW54kgbh9iGeeZFLsQln93o6EHFsTnxQcpQqzBZmJNIpar5o/16G4UlzHAkirMAEuSJEmqplMZeqbPYMedwPge1FvvJIoeUCfQOLhqFGSdTNHs/ctdr7pWfYCVgL8y+AymHYiZWuXzF3a+zKa9EHiIImT7ORF2vgp4AxHKTaOo/Qtdrs8AS6owAyxJkiSpmlai8bLBfIfCfgaGQvPp3nKv4RxP7aylVo58zMldr7rW82lc32PA/1LMwHonsYxzQYNz53a76GGsD1zA0L+X6cBbe1CbAVYHdKP7viRJkiRpxbU6jXe8G5d97Wtw20rAxkTj916blH1tVOczRAgEsB4wpe72fEyvP3s/Wrq8hGjgDlHzx7KjkcXE7wJiB7/R5DEinNqemHX1YiLUmk+8bi4HLiHCOElqG2dgSZIkSdV0HvE+/16ih9QtNJgtsxfMPhUueg1c/nxIa0ToMhpmr3yUgfXeR+PeS9tSu/NifhzXlUqHVp5V9XMikBpuCee1pe9v6n7JY5YzsDqg1ymwJEmSJKm6tgMOIZZ5HUzMxppFLB/8d3+r1wK/hTX7YP9jirHr98PccdGL6anseLLB5SfrLj/VF7Nw2qXRff0VeA2xvHATYqbVQ8CNROizRd35vZ4FtBqwcun7A4D/A9YG9gTWIWZlLQQeAX4LbE08xtwkRq8JxHOez8D6F6NvxpikinAGliRJklQ9JxPv8S8kApNyb6hZwBNHwpzFkBKkuZAegUWLYGHKrhvhsTDBIwluTXBlgl8kOCfBlxMcm+D9CQ5IsGeC7RNsmGoDnrIzSnU/Q9G7a7jeV3NL33+7E09uCzajtu9Yqz288n5So81WRM+upxjYX+164P30ZiMAZ2B1gDOwJEmSJEmd8vLs63OBgyjChQnjYJ2vAh/OTvgR8D5YtDhm+jwEbLIKpAtgq/2iD9NadccGwIYNrn8OcR8bZkfTUnxZCMzOjhm/gF0fzr6ZCxNnwbjZpRNmE82Y+mvvqo/a4GSvVurogHID9qU0nwX0EUHjVEZfE/ePAadQ9PN6Fnic+DVuDOyaHUcCbyJmlmkMa9SETuqFdYl/bCAaCc7sYS2SJEmS2uNuYMvsciL7DDoJ7r4c0itimRpfhwc/AhunCH36iQbvedCydXY/TUuwCs0HXvmxLssxW2cZLOmHR2fBwptgi6egLw+45sKi/4UjqM29ZvfBjJH+vBb1EbOU1hzB2Pz38Cti6eFo8DngU9nli4EvAX8jwlGIpZHvAj6dXZ4OvJTuPd+rErP1IJZvtnNJ6wrLAEujhQGWJEmSVD13Ecu8cg9vC8fdDu8DXkmEI0f2wXeJBujfZOBspRcAD3Sh1vrgawNgw2Pg7NVhUjnpWg8WvQCeWgvGjYvPMiP9bF2e7dXMMQN4pA8WjeBn/Qp4Y3a52VlYC4jnBKIB/7dG8HPb7U3AL7LLHwG+PsS5zyN2InwhEXDtzoDJch1hgNUBLiGUJEmSJHXKstLl+86GtxwePYu2I5Z8va0PLspuvwPYB/g+8M7sukTsRtgVfRHYLCCCotuzq79IsRTxTKLn/KZEwAUwf23o2wAml5KvWdvDHU/CK7KpXQsPgd9TZGAbErOhVs7uJ7+vpqTmgq8ZxHM3G5g9GRaVOsnnWcCzwK1EwDKB+H2tBewYT8e/wyuy++m1icCpRG2fY+jwCmAasC+xg+JLgcOI15ckjZhN3CVJkqTquY/sff4pcEjWWD0leDzBiwcZswrwNEUT8ZW6VOtg/kLxWeVPRD1HANdQ2xS9n9iB8ANED67LSrddV3+nCVbJmse/MMHLE+yf4LAEH0lwYoKvJfhBgosT3JBgRlrO5vYLIM2AdDukW2D2Arjsabjwbrjgavj25XDSQ3DwufCuHeHxDSFNKB7Ddzr+TA9vf6KWRxi86X4j/5ON+1snimrAJu4d4BJCjRYuIZQkSZKq5wlg6p7AFTB/YnyYvwd4XR/cP8iYjYieV/kH/02BBztd6BC+BBxb+v5jRKh1GPBqiiWEM4HLgR8AL6F2dtA3gKPaUcwg/b2G6/c1laLZecsWAvNg6XPid9dwhleD4/G+2hl47XAmERB+lfg9NGs9iv5X6wJPtrmuei4h7ACXEEqSJEmSOmXVtwHfAybCqrPhtrVgr77BA4T1iKbc5Vkra9PbAOvZuu9PG+S8NYmG9R9qcNu8dhVTt8yxWZuvAvdmSdZTa8P4KbBGnnRtBGlt6F8Dxtd1tU/joW9lYOXID7Ztpda6pY7DBV758WjfvzeEHOAF2dcbW6mDmCwxneiJtSmdD7DUAQZYkiRJkqSOOB4mfJ6YnvQb4BDYcj4cTYRA5Z5KE4G3AqcAz81uWyu7rdcrh54Z5PpENJd/JPt+IyIcaVRv2wKsEVpQSr36iVBwHtEj6gXAZIodGGcRgc/WwPjJMGdNWGNtWHZrNNgfbjfHrM8946jt8dV0+JWyIIu6cOtrsM0DwIvhxW+HuaXbZvQN36MrnwW1WrN1SFIj9sCSJEmSKiLBuKyHU0qQzoeHJ8CFFO/5FxHL8C4ALiVmxOS33UXRsygRoVAvHZDVUe531eyRj3lr16uutS21dd1LMZtpJeI53pkIpsZl17+GyLzKj6UpCaYkeF6CnRK8KsHBCf47wacTnJbg3Ky31zUJ7kowM8HS5envlWBWgrsTfLhBSeMo+qpt1eD2drMHllRhBliSJElSBWTNyX+RIPVDOq4IP7YlwqCbaBz2zACOB1Ynei3l41pp1t0JU4AlRD2LaT68yscsJZYX9tJLKOpaCrywyXFHlsa1u5/VAAnWTLBZghcneG2Ctyc4KsH/S/C16+Gm30YT+tkJ7k3wZIMg6/wGd7179hhm0Z2VaAZYUoUZYEmSJEljXIKpCf6aBQmLT4efULzP/yewBfBlYgZQOex5imh+/mLgm6Xrr+r+oxhgAsVMpH6aD7DycxfR+50Un0ttXa9octxnSuMWdaa0lmxOBGnLgO0BJsNOm8HpL4Lrd4NpU+AWIsR6e9wMwEXEYzi7S3UaYEkVZoAlSZIkjWHZkrE7svBqToJ9iL5QCxm4pK4cXA01q+nQrj+QgfaicW2zgNuJJY93A3cQOxE2OvdV3S66zkRq65kJ7DnMmA9T+/sarBdYt/2AqOce4DKGDhEfBc6jCOC6tRzVAEuqMAMsSZIkaYxKsHOCGVl4NT1ls2MypzAwWPgH8FngCKLf1eUMDLJuoWgs3ksfYmD9jxMzfMrhxKrAwURoUn/+x7pYbyPrl2rJZ4YtI8KgDwCHEb+Lw4APAlcz8DHM7HrVja1LLDctzww7F3gXERS+gZg5dge19X+0izUaYBczP5UAACAASURBVHWAuxBKkiRJ0tgzGZgEzCECiZ5J8DqiGftqxGyk1/XBg6VT7qw9nQTsmB31llJ8Tp1GF/ouNWGj0uV+Yve+dYEfE32uHs9uW4+Y6QTxe5lC0RB9k86XOaTJpct9RH1rEDPcBpvltjg7d2Lp+9FgJYqaIELOfPfDBcAqxC6L9bsNuvugpLZwBpYkSZI0tBcB5xBL18ozS24AjqEHMz0SvD/Bkmzm1ZUpQoSyycAjFEu+mukdNYMIshLRfLvXzqGo7fNEEHIcA2f4JCKsO54Ir04sXf/jbhddZxUG799Vf/1g5/2t61U39jOinpuJHmv5a6XRcR/wdeIxLaE7OxCCM7CkSjPAkiRJkhpbGTiLgf2j6o9HgNd3q6gEJyboz8Krn6aYEVbvsKy2aTQfYM0Ffpdd/mnHH8jwLqCorT6g2wR4ObAH8Ly626ZQhEEXd7jGZvyDYulg+fl+FriRWDZ4JwMDobyH2Ve7X/IA21KEUVsCuwJ/ovHfxkwiaFyZeB0lYqlhNxhgSRVmgCVJkiQNtBrwd+J98hLgh8AriQ/FfcTytiOJZuJ5OPHfnSwowYQE38mCq5TgyylqaSQPf57Kvt4PnE7M5lmUXbeUWHJ4LnAlxWNNxFK3XvfBupjis8r+LYx7bWncFR2oq1UnUNTzDAMDn0bHotLll3e/5AE+TdTyK+BL1M4WuxP4PXANEYLm199F9CZLwGxqlx92igGWVGEGWJIkSdJA+XKpx4CXDHHeeOBUivBnr04Uk2Bygl9nwdWyBB8ZZshNFO/zHwWeYOjAZAlFGJeHExt24rG04CJql6St08SYtYidCfNxl3Wsuua9j6KeXwB/YfDlgouA7xOPNw9Ge93HC6LufDljHn7+H7BF3XmrAO+gmPU3JzsSsE0X6jTAkirMAEuSJEmqtQ9FmDBUeFX2/WzMLRQNxNsiwboJ/p6FVwsSHNTEsOkUYVQeltxO7Hi3DRH0bAIcQMyqaTRDaNt2Po4ROJ3aQO1mYOMhzt+I6EtWHnNWh2tsxmXU1pQHUzcDvwZ+CfyWgbso5rtDfqL7JQ9wDbV1vWGY89egmNWXL4Xcu5MFZgywpAozwJIkSZJqXUK8Pz4t+34CsXzwFOBCIpD4PvBBiv5La1I0eX91uwpJsGWCf2Xh1ezU/Ayvh6kNTU5l6CWBBzBweVszM5466ZBSLfnStHnAF4DtiF3xVgJeCHyudE55GdthXa+61gSK5YB5IJUHhd8F3gu8BTiKeN2VQ6789fSHrlc90BUUdR3T5JipxMYA+bidO1NaDQMsqcIMsCRJkqTCZIoZI1sQs7HuYvCld8uAbwNrE7uuJeAb7SgkwW4JZmXh1bQUQU2z8h0IU1ZXM/alNkCZ0lLB7TeVokn4IuCfDN876p8Uv79+YP2uV11ro1ItiWjYns8Sa3T0E7Oyppeuu7frVQ+UN/d/mgjlmnUsxeNaswN11TPAkirMAEuSJEkqbEu8N54JfJThdyDMj2nZ+Yk2NA5PsF+CZ7Lw6uYEG7R4F/nsnX4G7tI3lPIytq1a/JmdkPdeymdWnUr0J5tZun4WMTPuK0TAkl9/UQ/qrfd8inoeIZbW9QG7AycD5wOXAz8gZjZtmY17KcVr75GuVtzY5RQzx1ZrYdznKB5/N8JEAyypwgywJEmSpMLuxHvj+n5ENwAfBl4B7Er0ADqNWNJWv+TrxuUpIMEHEizNwqtLU2uBQW52qa6Laa4v1wepfcybjeDnttvWwAIG/i4+A7wnOz4DXFd3zkJimWGvrUxR0/Etjs0bpk9vd1Ej8AeKx/HVJsdsSW2g2Gw/ueVhgCVVmAGWJEmSVNiS2iBkKXA4MWumkecAf64b87uR/OAEfQlOyYKrlOBHKXo8jUQeHCzJvv6GmAGzBhHSvZlYHrkJ8TNOIB5r+XEM1TC9mw6lWIKXP55GR/m29/ak0oFWoqj94w1u2wB4AfE6qg8Z88bpoyHAuprapZAnADsAnyKWPP4d+CNwNvHaehHwL4pZWwnYswt1GmBJFWaAJUmSJBUmURuEvL2JMROBm0pjvtPqD00wMcG5pfDqxDR4aNaMfDbYNGA+RRjXaEnkotLla0uXW+m51Wlvp3Ym1nxgTnbML12/kAi8RotNKGp7gAhVdgPOo7bZfB5UnZaN2ZHid/Vw16se6GcUs/kGCxDLRx503UPx+9miC3UaYEkVZoAlSZIkFfooZiI91sK4l1G8r/5lKz8wweoJrsiCqyUJ3t/K+EHcXKqnHEoNdUyjdsnXaPt88HzgW0RoVV/7XKKZ/qa9Km4Qz6U20Ml3h8yPxcBT1DbPXww8Wfr+vq5XPVDe3+16amvLA9BnGLiLZf63kP8tNbOMdXkZYEkVZoAlSZIkFTaneH+8jFgOtTJwEBGe/IHot/Rr4NPEMqqJwO9L4+5p9ocl2CjBP7Pwan6CN7bpcZxDbZCwjGhqfiHwD2J51+1Ew/nzqO2ZlYAZLN8MsE6aBOwBHEj8Xl5B/I5GowkUM9z6S19/SCyzy5/jScArqe3llc84+0N3S25oEyJYy2u7G/gxEXqWXzcLib+FC6kN5c7oUp0GWFKFGWBJkiRJhbdSGzYsYWC4U79U6nFql+I93cwPSrB1ggey8Gpmam+T6/3q6lxC7Hq3Vt15E4F3MLBp/ZltrGVFdwUDl9YtI3qnfQ44jmiMfgeNX2Of7HrFjd1JMUNs+9L16xNh3BbUBonlx/2yLtVogCVVmAGWJEmSVDiMIvDJP7A3c/QDl2WX5w33QxLskeCpLLy6J7V/x7+pFEshZ5bqXETsbncJ0XS7vBzssdLlw9tcz4rssxTP63uAC6idnVQ+ngW+AHy3dN32A++y6zantn/ao0RI2sh6wI+ofVzf73yJgAGWVGkGWJIkSVLhpTQfWtUf+QysGUP9gAQHJ1iYhVfXp/jA327/Re2Mn6upDbLqQ5M/Ecu/8usu7kBNK6ofUzyvfyVmwW1IhFlfBM4CTgQOAFYjlqU+URrzvq5XPNBxFMsZb6So7WYioDsSOBr4CUUvrMXAl7LLTxLLKTvNAEuqMAMsSZIkqbAqtbNjFhFN1T9OLIl6gNjh71bge8AhRD+sciD0u8HuPMHHE/Rn4dVvUuc+ZOc1nUfjnQefpZihVT5+k31dQCwv1PLpI5q0J4qlqPcSs5fqe4xNAj5CzOBLwIPZ15Y2BeiQnxO1fIh4zZ5C7a6Q9cffiWWD4yg2BtiqC3UaYEkVZoAlSZIk1ZpL8R75nU2cPw64vzTm6PoTEoxL8LUsuEoJzkowvp1F17klq+V8Bg8ZGh3XE+FWIhp3a/lMJZ7LpcRSwPLrZBoRMH6LCBzLuyv+Dnh9dvm2rlc90DVELeVNBtYB3kb07/oJsXHAJ4CdqQ3nbsvG7tWFOg2wpAozwJIkSZIKE4j+V/l75LuIJtVDeRu1s7Z+UL4xwcoJLsyCq/4Uy7E67d5SPcuImT0fIHpfPZLV+xQxU+YkYkZQ3gMrX0q4TRfqrLrNiOdyTvb9GsTspXJYVT4eJGb8jQd2yq6b3tWKG/sdUcs7RjA236lwl7ZW1JgBllRhBliSJElS4YUMDBWeIEKFKXXnbk0sI6w///78hARrJvhjFl4tTvDujj+CcHWpnuObHLMrRR+vBKzemdJWKFMons/VStdPBPYkmuUfS2wesGPd2Hwnyes7X+aw/o+o5X9bHLceEaAuA9Zud1ENGGBJFWaAJUmSJBXeRrHk65/UBlP5zoQ3UrtjX378ntJsmwSbJLgtC6/mJNini48j72U1l9aaZ+czbZ7uRFErqHuI5/SAFsedkY37Vtsral0epj0CTG5hXN78/ZpOFNWAAZZUYQZYkiRJUuEwigBrVZrrITUHeAvwhez7uQlelGBGFl49nGJnuW66ovQ4NmtyzHjgboplhJ3s0bUi+TLxnF7dwpipFMsM9+1EUS2aCNxH1POVJse8gKKB+9s7VFc9AyypwgywJEmSpMKuFO+PN8qu+zDRh6jc5yoRy+3+AmyRnXcRkPaHWSlCrJTgzgSbdvMBZG4q1XkTzS0H/Bq1j2/DjlW3/FYnlntuR/SVGs3Wp9hZ8BNNnD+e6FWWiB5l9bsV9sqbiL+BfuCoYc7dBLideAzXEhsddIMBllRhBliSJElSYRVi1lICzmLgDKxl1DZ5T8Bs4D3AvLdDWgLLsvDqqtSdvj+N/Iuif1cCbgVeNMi5U4EfUzy+fObPtp0vsyUrA/9DLOEsh4n9REj3ceL3Nxq9h6LWLwKTBjlvXeDS7Nx5xM6Fo8nnKJ73i4DdqZ2ptwHwMWBWds5DdDcINcCSKswAS5IkSap1HUXYUP7a6FiWXz4RUn8EVynB+WnwkKIbrs3qOpqYPZbXegVwAnAEcAzwE4rAajFwJMVj6lX41shOwAPUPvfPZEf5umnELLrR6DMUr6XZwEyKHR+fJfpL5d/PA17bmzKH9THitZI/5/OJjQsepfZv5TqKWYzdYoAlVZgBliRJklTr5QwMqhYSQdAjRPAwnfjAnsZBOqMIrlKCb6Te94/6BlH3mcSsmO8ycOZY+bgaeBlFs+4Hul/yoHajCKqmEeHbeqXb1wXeRxFwzQf26HKNzegjZroNFYjmS1M/2KMam7Up8E3ib6E+0P0zcAjdWzZYZoAlVZgBliRJklRrf4YOGP59rALpl1lwtQzSsTGzppVd/zrlVRQzefKwZ0PgQ8C5wOXABcDJxOym3J+ycV/tWqVDW5csKCSW1k0Z4twpFLsvziR6T40W44ELKV47dxM7891CzF66kQgR890tlwEf6UmlrRkPbAPsDbwYWKe35RhgSVVmgCVJkqROej3wfaIn0yJiqdQdxOyNl/aurCFdyeCh1VLicfQ/B9LfsvBqAaQ3F+fs16O6y/qIgCQBlxG7yA3nGIoZTN1e+jWYrxM13UBz/a1WJhqf57PPRotTKGZXHT7EeZOAb1GEWKNhB8KxxABLqjADLEmSJHXCJgwdBOXH+YyuXeRWo9TXarBjc0j3ZeHV05D2rr39vN6UPsC2FP2tLmfwGUkrETOx8qVtR3SluuGtSgSeiVjW2ayXUCz7HGrGVrdsTbF88x1NjjknO/8+mgsfFQywpAozwJIkSVK7bUex7Gs+cBoRKqxLhCivBL5HsdvfbYye96LbURtGPU1tw+q0C6RHs/BqGqQdY7laua/Rfb0pvaF9gLkUywm/QcwQ2wXYC/gUxY6FCfhsT6psLF/KefcIxt6ajT2wrRWNTD6j6hctjFkVeDgbd3AniqooAyypwgywJEmS1E7rAg8R7y9vJGZiDWaX0rlXMTp6Rx1IbUPqRIRTDwFz94X0TBZe3QqLn1vMcFpaGjevN6UPajvgrww9q+wRRl9Q8lGith+OYOx3srHHtbWikcnD3L1bHHcSo2tG31hggCVVmAGWJEmS2ulM4r3lHcCaTZy/GTArG/NfHayrWQdTG+wsIptddQSkJVl4dRmkKcU5C+vGLO5N6UPqA15N9JT6CzFL7AbgJ8C7GJ0f9k8kns9vjmDsadnYL7azoBFYiyIEXanFsftkY//R7qIqzABLqjADLEmSJLXL2hTL7XYrXT8e2BH4T2LZ2rZEoJL7QDbmobrre+FQivfH+bLAxefC9Qn6E6QZcOn68TgOBW6mNrzKZ2Np+f0XrS+9y52fje31Tn6bZ3XMGcHYnbKxD7e1omozwJIqzABLkiRJ7fJOiqWDAM8BTgeeYGDI8yDwaeJD5soUfZp26WrFA32QUp0T4bFr4IaUzbw6EVJfcfsTxIyzszHA6oQXE8/nU7Q2e2kCxWtu9w7U1QpnYHWXAZZUYQZYkiRJapfPE+8rTwcOougPNdQxHXgZsUteImY19dJ7sjrSFEh/hgUJ0jJIR8X1jwH3E83py0sG55W+X9KTyqunjwg6EzFLr1nvo5i5NK79ZbVsBvbA6hYDLKnCDLAkSZLULmcR7yt/Re2ufHmfqIeIUGFJ3W2LgSuyy0d3vepa+wFpPUjXZbOunoV0AvwA2LB03ngieLuMgaHcom4XXWGHE8/p08TS0+FsRczYGi091aD4u3AXws4zwJIqzABLkiRJ7ZLPwMp370vA3UQj7S8RH+S/mV3+CjGbqTxraTTMwNpnK0j3Z+HVTEgvjbruBD4OvALYFXgj8G1gAQMDrAW9Kb2SJlDMznuCWFY3mL2Bx7Nz/8jo2NUSIlTLX9/vaHLMOdn59wETO1RXFRlgSRVmgCVJkqR2eQe1Qc71FLNIGh13EMFQ+bqe9sA6CT7+ZBZe3Qtp84GBXDPH7J4UX11rAX+leH6vAD4E7JsdH6J2Jtx1wNSeVDq4Uyhm5x0+xHmTgG9RvO727XxplWKAJVWYAZYkSZLaZWeK95ZPly5PI2YrfRo4AfgptT2j8llM/URD955I8OZlsChBugHS+iMLr/LHrvZaGfgqjWe8lZepfg1YpUc1DmU8cCFFrX8B3g5sQgR02xDLZx+geN31egfFscgAS6owAyxJkiS1y6epDRSeJfoQNVrKtQax5LA+IHpNVyqtk+C/EyxNkC6BtGpzQVV9n6/8mNmDh7Ci2IAIei4Fbidm8f0O+Ci1PcpGoz7gE9RuANDomA68vkc1tmIvYlnwTcC/iN/F5cROnmv1qCYDLKnCDLAkSZLULnmvovy4Fdh4iPNfRG0frAR8ucM11kgwLsHXUrZs8CH4+YThQ6v8GOycad18DBpTNgUuZvDXzmLib2C1XhXYhBcC1zD8LMTjiNCumwywpAozwJIkSVK7/IPiveX80tfTgJcQ7zfXB14JfA9Ymp0ztzTuvG4Vm2ClBD/Iw6sUH7h3o/aD+DKGDqsS0deo/P2d3XoMGlP2p1hauwz4M/A54nX3VWIGU/4augPYsidVDm0vYA5R4xzgdOANxMYGexD9yK6leBw/IZZPdosBllRhBliSJElql7wh+xJi57UrGX4Z3vnEjI7y9x2XYI0Ef8iCq8UJ3p3d9IJB6lxM9FjKw6xlRDjXKNz6fTceg8aUPSiCzquA7QY5b3/goey8Bxldn9E2B56keI0PVdt7iL+Xbs+qNMCSKswAS5IkSe1yM0WANS67bj/gAqIvVH922yPAd4CXZeesTfGe9OxOF5nguQluzcKruQleVbp5HMXMsJEel3b6MWhMWYXoa5XPSGrUE65sKnBXdv4FnS2tJb8haroWWKmJ899C/M0vA3bsYF1lBlhShRlgSZIkqV0uoXhv+d4Wxp1eGndSB+r6twQ7JHg4C68eS/AfdadsTONQ6lmiX9c84gP5k8DjOANLwzuaeF08AExucswORJDaT/SK67UXUSyX3byFcT+mCO66wQBLqjADLEmSJLXLGdQGPjs1MeYN1IZAR3aquAR7JngqC6/uStFQu95LqA2jFhOPZagZV7Pqvr+9U49BY9LfidfF4S2Oy8OfU9peUetOYmRLfHfMxs0FJrW7qAYMsKQKM8CSJElSu3yE2iBnHnAIjXcimwh8jIHL9V7dicISHJJgYRZe/SXFssVGXlpXTz8RzB0PXEHMoplF7LD4PeDD2eXymIc78Rg0Jq1MEdC2+nnrrdm4a9pd1Aj8iqjliBGMfSIbu21bK2rMAEuqMAMsSZIktUvejH0ZtYHOLcCngLcD7wS+QARBjZbpNbvEqmkJjkvQn4VXF6QIFQZTDrCupwgfpmd1v5HomfVu4EKKAG4G0d8rEcsLJYDnE6+JZ0Yw9j8omrn3Wr6z4BtHMPa2bOzeba2oMQMsqcIMsCRJktRO11GEOM02Pc/PPbedhSQYl+BrWXCVEnwjwfhhhv1nqa5PAgcB04ap/0JgI2AOxXIpCeJ1kYgd+RrNRBzKbtnYe9td1Aj8lqjlsBGMfTgb241eXgZYUoUZYEmSJKmdXk4xK+lqounzYMHPXIrAaw7RQL0tEqyS4OdZcLUsxfLGZuxfqm86sBYxY+sg4FvAH7Kafw18hmi2DfC+0rin2vU4NOZNoPgbeEGLY/PX1B/aXdQIfJWo5awWxz2fopfc6m2uqREDLKnCDLAkSZLUbh+jeI95KXBq9vV64G/ARcBXKJpbLyWCo7ZIMDXBtVl4tSjFssVmlWdgJeByhv8gvAcwvzRm5gjKVnX9jnhdfKrFcVdk4z7R9opa9yqKcHbNFsZ9Phv3x04U1YABllRhBliSJEnqhA9S9IRKwD+AXxIzl+4tXT8X2K9dPzTBJgluz8KrpxO8ssW72LJU22KKHl6N7mcK8GlieViieLzXj7R+VdIhxOtiNs3PMnwDxdLDTTpUVyvGA/8kajqnyTE7Er2/EvF4usEAS6owAyxJkiR1ynZEYNVoGeEzwHeB57brhyXYKcGMLLx6KMXPb9UkitlUS4BHSzU/AlwC/IzYGa78uO4rXT51eR+LKmUccANFGLrBMOfvRtFPbTS9lvagCHW/ytD95HYh/l4S8W9AtxhgSRVmgCVJkqROmwLsQ+zcdyjxQXhSO39AgtcmmJeFV/9IsOFy3N1PKd4jzwZ+xOBN6a+jaHCdH7stx89WNW0KPEERhB4KrFR3zprAiRQz+q6hzX8nbXAExS6jtxCzy8pB0YuAr1OEuzfTnd5XOQMsqcIMsCRJktQNU4gP8ZvQ5g+WCd6Z9bpKCf6cWuvR08guQD/F++R+4HzgGOID/JHAfxNN3O8rnZOAK5fzZ6u6tgbuoLbZ/6XABcBV1M7o+yXdDX5acSADA93ZFMFbfvyM+LvvJgMsqcIMsCRJktQpk4GjKZZP5cdSoqnzoQy9DGlYCU5M0J+FV+el9s1YOYNiGWE5zGp0PEuxLHKHRncmZVYGjqNYXld/3EzseDnarQ2cRPS2qw+yzqf13nPtYoAlVZgBliRJkjrhFcAMaj/czqN2t74E3A5s1eqdJ5iQ4JwsuEpZkNXXtuphAvCLUp2PEfWnuuvyx/Ms8MY2/nxVWx8Rdr4ZOJzYhXM0NGsfiUnA84CpvS4EAyxV2KrAvsCxwLeJ6ZtXATcCN2WXL81uOxZ4HfF/karEAEuSJEntti/Fcqi7iJlW65Rufy5wFEWD9KeA7Zu98wSTE/wqC66WJfhw2yqv1Ud8DqgPruqPG4jeP5J6ywBLlbM38BsGrtFt5lgIXEz8H6UqMMCSJElSO21GsYPaT4glU4OZCvwlO/d+muiXk2DdBH/PwqtnExzQhpqHsz7wSaJh+6NE4PYg0ePnQGKXOUm9Z4ClyliHCK7qQ6npwB+I3UW+QWxV+pXs8g+B3wMPNRh3EbBWVx9B+xlgSZIkqZ3OJ95bXgVMbOL8NYhZWonYgW1QCbZI8K8svHoiwUuXt1hJlWKApUpYG7iX4sX8J2Ib31bW6U7NxlxZup97GNshlgGWJEmS2mVDouH5UuCFLYzbn3g/+gSDNHVPsFuCWVl49WCCbZa7WklVY4ClSriQYn3969pwf/sDT1NsDzpWGWBJkiSpXd5PMfsqNxl4PXAKseLhXGL3sr2IRukQS/Aey8buXn+nCfZL8EwWXt2YYkmfJNUzwNKYtynxf4KWAbu28X53K93v89t4v91kgCVJkqR2OYV4X3kqEUodBcxm8P6y04hd2KBo9fHu8h0m+ECCpVl49dsEq3XhcUgamwywNOa9i6JnVbtdmt33oR24724wwJIkSVK7nEm8rzwZuITmN0o6Azgvu3w0caEvwSlZcJUSnJ2KGVuS1IgBVgf4D293bZB9vasD930X8Fpivb8kSZK0Ins8+3oYsEl2eRkRTl1CzLgaB2xJzLx6fXbOUcTGSgCPpWj+/m3if0RDLDk8qS8+lEqSVFmHE/+x+3EH7vuC7L7f14H77gZnYEmSJKld3sDAJYJDNVvfG5hbHvMa2DnBFdmsqyUJ3tvpoiVVhjOwNObtQryA59Leho8b/3/27jtOrrLe4/hnNwkkMXS4KL0rCFgQqQq5IiqIHRQLCgoW1Fy8StSrl3htEfVqVK7GgoJYQFERRaSISlXpoEjvhJLe2+7v/vGc8ZzZ7G5mN1PPfN6v17xmd+acmd/Oye6cfOd5fg+wJHvs59XxcZvJAEuSJEn1sgGpR2wAi6nt3HtP0qqFsQ2sCLglC68WBhzewFollY8Blkrhb6R/xDdQn+l+2wK3ZI95bR0er1UMsCRJklQvh5OfW84ln0Y4nBcCq54FcX/e7+qJgH0bWaikUjLAUik8m/QpUGUk1qdJc+9Hajfgs8Ci7LEWjPJx2oUBliRJkurlR6TzytXZ9UPAfsNs/xpgwYsg5mTh1ZwUXu3UhFollY8BVgP0tLqALrUfqWdV8ZOg+4GbgLuBWcB8YAXpH/x4YCNSE/jdSNMEdyzsex+p+eRNjS68gf6NvNnmlsCTLaxFkiRJne2vpJFTtwJjSB8iV1YDP5d07t0L7EFaxfvFxwDnQP846L0aOBZ+8jC8uRXFS+p4TyMNXAGYRGr5I3WsjYBPkIKaWpf1HXiZBUwlzfHvdI7AkiRJUr1UWmz8GdgQ+AFpFcJBz6s/ACv7oD8gfg9LJ6bbz2tJ5ZLKwBFYKqWxwMGkJXnPJ31KNAdYTv4Pfjkwm/RG/HPgNOAA0qdGZWGAJUmSpHq5lHReeW/2/RbA2aS2G/8Krnoh/g+WRt7z6v/G5IsjfbEVhUsqBQMsdZ0x2aUbGGBJkiSpXj5GOq/sA95Cas9ROddcANw/AR48H1YHRD/EqTAPeEdhu0NaUrmkMjDAkkrMAEuSJEn18nTyc8v+7Ho2sBSIjSD+kI26WglxQj7qqjLNcBnd80GypPozwJJKzABLkiRJ9XQda4ZYsS3E7Vl4NR/iJfk2xR5ZX29V0ZJKwQCrAcrUQ0mSJEmSKlYVvu4BeB6sugmWPxuYB4uPgOsuT8EV+H8jSWprPa0uQOtsT+D7wKakuf7NXC1lI2CXOj3WJqRmmwBbklZnlCRJkkZjZ+Ce4g2HAr8ENgYegKUvh9vvhB1JDd4HWgxsDqxoDVI5rwAAIABJREFUbJmSSupppL8jAJNI05SlrvdT8qGJs5v4vL3AE4Xnrudlyyb+HJIkSSqfkylMHzwOFq3Ipg3+CWKTwc9BZw34/iWtKV1SCTiFsAHGtroArbOFha8XNPF5+4GrgOfW6fF6gR2yr6NOjylJkqTu9LzKF+fAX94C+wFcBLNfB5usyBu0rwSuAM4mfTB8GTA5u29X4PLmlSxJUrltAXyLNHXw+S2uZV3YxF2SJEn1clMvxNehP7KRVwFfiNRCZSywDfAM1mypshP5Oen3mluypBJxBJZUYgZYkiSpDCaRenuqhSbCg7/Mg6u+gCkj2H016Zz04gaVJ6n8DLCkEjPAkiRJnWoyafrZIvLzmT7gj8C7gHEtq6wLBWx+AywPiKUQq+H1I9h9U1KrjAB+25gKJXUBAyypxAywJElSp9kM+BVrX6Dmn8C+LaqxqwTsEnB3QDwFcUB6/Y8fwUOcTn7cvt2QIiV1AwMsqcQMsCRJUifZGriPdO6yBPg68EJgPKlB+M7Ah4GHsm2WAa9sSaVdImCfgFkBMRsW7ZGfW84HngVMBI4EpgPnAGcBnwIOJfXFein59MEA3t70H0JSWRhgSSVmgCVJkjrFWOCvpPOWO0hh1VAmAOdm2y4Edmt4dV0o4IiARVnPqxvfCK+gehTcItKK3UONknsSWFH4vh/YqOk/iKSyMMBSKW0K7AE8k/Sp0GjNJ/1ydCoDLEmS1CneTTpnmQ3sUMP2Y0n9sII05VB1FHBiwKosvPpdpEb6PcCjrBlULQOuBL4PnA1cD6waZLs/NvvnkFQqBlgqjV7gPcDtVL9RrgB+Rxq+PFIGWJIkSc1xJ+mc5X0j2Gc3YGW233AjtjQCAdMC+rPw6ocB6xXufg3V59orWTOoKp6HF0df7d68n0JSCRlgqRTGARex9mafv2RkSzAbYEmSJDXeM8n7Xo30PyW/y/b9j3oX1W0CxgacmQVXkQVZPQM2ey9rnmM/DvyDNPWzcj13kO0ObcoPIqmsDLBUCp8n/4f8C+B1wN7AXtnXPyIfxnwX6SSpFgZYkiRJjXcU6XzlmlHs+8ls32/WtaIuE7BBwO+z4GpVwDsH2WwcMCttziWkUVVr+wB5FXBF9vWfG/6DSCozAyx1vA1IDSQDmDbMdnuRPg0KYB5wUA2PbYAlSZLUeG8nna9cNIp935/te25dK+oiAf8W8NcsvFoS8KohNn1J2pzHSD3IDgKuZvDgqg+4gLRS4ZaklQj7SStNStJoGGCp472M9A/4QdLyysPZkHyY+WLWPozZAEuSJKnxjiCdr9wwin0/k+37jbpW1CUCnhlwbxZePRHwwmE2/0TahTMH3L4TcAJwKvCfwNtIoVXRX7J931CfyiV1IQMsdbwPkv4Bf7vG7ceRphkGsBQ4fJhtDbAkSZIabzvS6JzVwOYj3Pda0rnOu+tdVNkFHBQwJwuv7ooURA3nDNY+62EoP8n2/eAo9pUkMMBqiN5WF9BlNsiun6xx+1XAMcD5wATg18CRDahLkiRJtXkIuJE0mv79I9hv/+zSB1zYgLpKK1LfsUuATUm9xw7ogfvWstvy7Hr9UTzl+Ox62Sj2lSSpFKYwumHjY8lHYq0EThxkG0dgSZIkNcdryEfI71fD9hsBf8/2mdnAukon4L0Bq7ORVxdG7SMZKufdvx7kvrHAbsAOrLlyIcDd2b7DzX6QpOE4Aksd7zDSP+CbR7HvONIKhZVfgm+QRmVVGGBJkiQ1z7mk85b5DD9Cfifgpmzb+xn5tMOuFNATMCMLriLgm7H2HrJFzyIPGbcknTefDcymuoF7P6nR+3TS7JT9s9uXUH2uLUkjYYCljrc+MJf0j/jgUT7GNPJfhPuA95A+QVqAAZYkSVKzTAT+QH7+cjHwJmAPYFfgpcC3SFPZAngU2LMllXaYgHEBZ2XBVX/A1FE+1JXp4bgCWMHgKxAWLwuAWxlZz1pJGowBlkrhU+SjsEYzJx/SsPXHGPyNt1MZYEmSpE4zDvgyqcXDcMHIJcA2LaqxowRsFHBZFl6tDDhuHR7uQFLPscpx6AN+QxpltUl2ORK4murjtRiPl6R1Y4ClUpgI3EH6h3zqOjzOBsBHSUPRDbAkSZJaZxfgNOBPwCPAE6Rpg2cAk1tYV0cJ2Cbg1iy8WhCp/ca62I80RbByjnkVcMCAbcYAR5D3vQrSaK1N1vG5JXU3AyyVxk7AKdRvFcjKMPXX1unxWsEAS5IkqUsF7B7wQBZePRKwVx0e9p700CwnrShYOdd8EPgj8GdS2Fi5fT75iK2L6/D8krqXAZZUYgZYkiRJXSjgxQFzs/DqjkirA66rPcjPLY8lPeZZpObsA6d4ziFNBd2UNGquMt1wbB3qkNSdDLCkEjPAkiRJ6jIBbwpYnoVXf476Td37Lnk/q6KJwKHAG0izFw4i9TKrmEA+7fCEOtUiqfsYYEklZoAlSZLURQJOzVYZjICfxugXOBrMNekpuGEU+z6JKxFKWjcGWA1Qrx5MkiRJkrRWAb0BM4AvAD3AF4Fje1Lz9HrZKLueP4p9l2TXW9SpFklSHTivW5IkSVJTRJqidw7wOtJUvQ/1pDCr3uZk16MJoTbMrh+tUy2SJKlEnEIoSZJUYgGbBVyTTRlcFvD6Bj7dl8lXIByJTcl7YL2m3kVJ6hpOIZRKzABLkiSppAK2C/h7Fl7Ni9RIvZGeTn5u+YkR7HdBtk89pzNK6j4GWFKJGWBJkiSVUMDzAh7LwqsHA57dpKf+S3p6VgHPIq1AeCQwnTSN8SzgU6QwbSzwKvLRV99rUo2SyskASyoxAyxJkqSSCXh5wKIsvLop4BlNfPrtSCOpKiHWfPLzzYGXp4C+7Ou5wHpNrFNS+RhgSSVmgCVJklQiAW8JWJGFVxcHTGpBGa8mH1UVwErgOtIIqx8At5IHV5Wga7cW1CmpXAywpBIzwJIkSSqJgGkB/Vl4dU60ZkTTGOBXqZyqEGttl/9pQa2SysUASyoxAyxJkqQOFzA24LtZcBVZkNXTonLem0piKXAwcBxwO2kUViXUWg5cC7wUeFt2Wz9wYAvqlVQeBlhSiRlgSZIkdbCAiQG/yoKrVQHvamE544BZqSxOBg4C/szgI7FWAb8Adge+md32p+aXLKlEDLCkEjPAkiRJ6lABWwRcl4VXSyL1nmqll6SymAX8N3lwtRq4AjiT1APrr4X7lgMfIPXE6ge2bnbRkkrDAEsqMQMsSZKkDhSwa8A9WXj1ZMB+ra4J+ATpvPJW8nPM7wJbDbLt7sBF5NMK78u+fkNTKpVURgZYUokZYEmSJHWYgH0CHs/Cq7sCdm51TZkzyM8t+4F3r2X7HuDL2faVVQk/2MgCJZWaAZZUYgZYkiSp021Jav59CLArrWte3hQBRwYszsKr6yP9/O2iEkYF8KUa9+kBflvY78TGlCapCxhgSSVmgCVJkjrReODDpNXtBjYHf5w0Eqh0vZQC3h2wOguvfhPt9x+0L5E3aN9wBPvtTn78XtuAuiR1BwMsqcQMsCRJUqd5DnA3+TnMUlKQdRMwu3D7EuDtLaqxrgJ6AqZnwVUEfCtgTKvrGsQXyZu2j2Rk2P7kx+11DahLUncwwJJKzABLkiR1kn1JwVQADwPvBCYV7u8F/h24kvwc58NNrrGuAsYFfD8LrvoDpra6pmF8lfx1P7vGfcYB1xb2e29jSpPUBQywpBIzwJIkSZ1iQ+AR0nnLn4FNgR2Bk4FPA9OBj5BG84wBTicfDfTiFtS7zgI2DLgkC69WBryj1TWtxdfIG7gHaVXC4XqSrQd8P9t2ZXZ9coNrlFReBlhSiRlgSZKkTvFp0jnLXcBLgctYs/9VFLY5Gjgr+/6vdFhz94AtA/6WhVcLIv3M7W4q6fW+gfxYXAYcMGC7McARwM3kIeO92devblaxkkrHAEsqMQMsSZLUCXqBWaRzlu+QAo8AlgG/J01d+yLwM2Ah+flN8fvnN73qUQp4ZsB9WXj1eMALWl1TjfYjvdZzSFMBl5EfiweBP5JGzz1RuH02qVdZP6n5+2bNLlpSaRhgSSVmgCVJkjrBPqTzlUXk5y4/YPBG4RNJfa+Wk/fKCuC/mlHougo4OGBOFl7dEWmaZKfoJY1+C2AasANpFFylb1nxMgf4Mmkq6HnZbRc2u2BJpWKAJZWYAZYkSeoEr6e6t9K0GvZ5EXmIFcB3G1VcvQQcE7A8C6+ujBTudJo3kk8LfGV220TgUOANwGuBg0jN2wFOKWz/3GYWKql0DLCkEjPAkiRJneBt5OcsF1N7P6tKOBLAuY0prT4CTg5YnYVX5was3+qa1sH3yEOp04GNB9lmG+Ac8uPzkaZVJ6msDLCkEjPAkiRJneCV5OcsI+llNY68B9YvGlDXOgvoDZiRBVcR8I1ITc472XrA/5EfsyWk1//LwFdIfctWkYdcU1tTpqSSMcCSSswAS5IkdYKjyM9Ztivc/jzgE8A3gJnA54BXkAKUijnZfhc0pdIRCBgf8LMsuOoLmNLqmursSOB2hl4t8o/Avq0qTlLpGGBJJWaAJUmSOsGx5OcsM0k9lP7C0MHIY8CJwOsKt7XVFMKAjQIuz8KrZZH6Q5XVPsB/Ap8HPgN8ENitpRVJKiMDLKnEDLAkSVInqDQGrzRy78u+XgqcD5wGfBz4NjCrsG2xiftZTa96CAHbBtyWhVfzAya3uiZJKgEDrAbobXUBkiRJUgd5KLteSWrg3gvcQFqd8CZgC2B7YDZwEnAm6T8w65N6LQE82MR6hxTwHOA6YE/gYeCgHriitVVJkiS1N0dgSZKkTrAesIihpwwOdekrfH1os4seKOCQgHnZyKubArZqdU2SVCKOwJJKzABLkiR1invJV7Trp7YA6ynyle42aH7JuYBjA1Zk4dUVARu3sh5JKiEDrAYY2+oCJEmSpA4yCdg6+3pidn0GaSrevwNPB8aRVhy8mjTNcDqwebbtGNIIrAubU261gGnAf2d1/Rg4vidNh5Qkqa3ZA0uSJEmq3b6kflZFzyaNrLoPeDK7PEwadfVMYPyA7V/U4BrXENAbMIPUZL4H+BTwVsMrSZKkkXEKoSRJ6gRvIT9nuZa0+mAtUwh/V/j6p80sOGBCwC+yKYN9AR9o5vNLUhdyCmEDOIVQkiSpvfUAewO7kXoVPQ7cTBrho+YbU/j6RmC/Eew3D9iEtFJhU0SaunghsD+wDHhzD/yqWc8vSZJUNo7AkiSp2gTgo8CjDD6i50bgdS2rrnudzJqrCn6FtIrfEaTRTR8C3gTsABwHLMy2q6xeeE0zCg3YPuAf2cirJyOFWJKkxnMEllRiBliSJOV2Av5O/t44hzQF7Tzgz8CKwn3nksIuNcdxVAeJ769hn+eRh1gBXNqw6jIBzw+YlYVXdwfs0ujnlCT9iwGWVGIGWJIkJVuTj7p6BHgraVW7oo2B/wGWZ9tdTPXUNjXO0VQHiwMbug/lN4X9zmlMaUnAKwIWZeHV9ZFWRpQkNY8BllRiBliSJKV+V1eT3g9vZu3Bw8HkI3s+1djSlDmE6hFY57L2EOs9QH9hnx83qriAEwNWZeHVbwMmNeq5JElDMsCSSswAS5IkOJb0XjgP2KbGfV6b7bN0BPto9A4jP2ep9MG6HphMCiCLdgJ+WNh+dXb9o0YUFjAtoD8Lr2aGCzZJUqsYYEklZoAlSRL8nvReeNoI97sy2+/Uulekgd5Cfs5yNzC38P39wK+B84EbyEdd9ZOPrKv7CKyAsQHfy4KryIKsgWGaJKl5DLCkEjPAkiR1u3HkPa12HeG+76VJzcH1rx5YK7PrC4CZwALWXClyFak/2edJIVYl0Pp+vYoJmBjw6yy4WhlwfL0eW5I0agZYDeCwYkmSpPawJamX0nLgnhHue1t2vV1dK9JgHsyuF5P+U/Iq0miro4HNgH1Ix/Fu4C+kVQo/mu1zG7AX8EA9Con0od9vgH2BRcAbeuCSejy2JEmSBucILElSt9uJ9D64cBT77pfte19dK9JgxgBPkV7vj1A9hXCoSz8wrbDt/utaRMBuAfdmI68ejxRiSZLagyOwGqDRI7AmAgcCe5M+keoBZpM+fbqa1GxUkiRJMIt0orsBsDnpnKlWO2bXj9a7KK2hD/gB8GHSdL2VNe5zILAJ6Tz4r+tSQKTH+jXp/PpO4BU9qf+WJEkaoR1IvQCWMfQnUcuA75CfcKm7OQJLkqQUbATwzhHu95Nsv8/VvSINZjPSSpGVc5c7SVMIXwS8lRRsvQw4hDTFrzgS6+Xr8sQBrwxYnI28uipg03V5PElSQzgCq0McQxr6Xlxe+J/AVaQVcu4gX0K4Mkz+mJZUqnZigCVJEnyI9F54L2kkey2eSzq36ieNelfjDQywbgQmA70DttsF+CHVAdYho33SgPcGrM7Cq/MCxo/2sSRJDWWA1QFeRR5O/Z30CdSkQbZ7GvBm0hDqyPY5qkk1qj0ZYEmSBBOAR0jvhz8i9Vsazuak0T8B/LSxpangi+RBY7EH1pOkD2z/QGrEXwyursu+vok1g65hBfQEzMiCqwg4I9b+b0OS1DoGWG1uY/KGlt8H1qthn3HAmdk+TwAbNaw6tTsDLEmSkkNIfZUC+C3wQuAEYDrwLVIz8NeQpqhVQpL7gS1aUGs3KjZxfzlp9chvklYlHNgyYzVwKfAC0lS/yiyFmpu4B4wLOCsLrvoCptTxZ5EkNYYBVpv7GOngXMvIPlXqzfaprOSi7mSAJUlS7lXAIta+ul2Q2jPs2poyu9ILSa/7U6Qw6wjSMRjq+MwDppIWT6r0KjutlicK2Cbgr1l4tSrgxDr/LJKkxjDAanOVEOrVo9j31dm+19S1InUSAyxJknKHAQuoLcC6Ddi2NWV2pTeQXvc/kYKo/uz7ucB3gQ8C7wW+QD69M4BLsu2DNANhSAF7Bnw7YGUWXq0IOLJBP48kqf4MsNrcbNLB2WwU+25O/kmWupMBliRJyb7AUtJ74pXAS4FTgK+SVnn+EvA24FjgMfJRWLZiaI63kl7zu8jPXb4CbDjItr3A28mnDlYCrR8P3DCgN+DIgEsD+gv9ruYFvKVBP4skqTEMsNrcctLBWX8U+66f7bu8rhWpkxhgSZKUVpW7j/R++EvW3lN0m8L2ZzW2NGVeQvUIuPfXsM/zqB5R96XKHQGbBkwLeKwQWq0MODtgnwbUL0lqPAOsNvcQ6eDsMop9d832fbCuFamTGGBJkpRGWgUplJpY4z7PB/qyy94Nqku5jUivdQC/GsF+byM/1zk2YI+AmQGLCsHV7CzMenoD6pYkNY8BVpv7GengnDqKfU/F5Z+7nQGWJEnwN9J74btGuN/52X6fq3tFGqgYYF0wgv3e2gNxFMRDcNuAaYK3BRwXo5vJIElqPwZYbe415Cut7DSC/XbM9gnglQ2oS53BAEuS1O0mkDcE33KE+1b6Ml1Z76K0hoFTCI9f2w77wnP/E5bemQdWkQVYFwYc3OiCJUlNZ4DVAa4gHaCHgUNq2P5F5FMPL29gXWp/BliSpG63E+l9cNEo9t2PfOqhGqsSFt6TXfeTelpVmrhPAjYBmAfbXwuXLCiMtloMcR7cGaNruyFJ6gwGWB3g34C7yQ/UFcAHSJ8sPQt4JnAQcDIpsKp8yng3hhbdzgBLktTttiW9Dy4bxb4Hk69yp8Z6A+m1/iPwRfLz2RXASiAOTCFVrCyMuJoFy74NF2+Ytj2zVcVLkprCAKtDbE5aNSdqvFyQ7aPuZoAlSep248gCEGCHEe57YrbfpXWuSWt6Iem1fgJ4BnALEOMgjoO4vnqaYFwK8TqYPwEOBM7O9j2tdeVLkprAAKvD7E9azvlh1gytHiG9gR/YsurUbgywJEmCS0jvhR8b4X6XM/rFdDQyY4CnSK/345tBfBpWzoWlldBqNfRdAvcdDr8jnfdWRtYtzr7ev2XVS5KawQCrg21E6uuwc/a1NJABliRJ8GbSe+FcYKsa93kVeUCybYPqUrUvPxvibIjl1asJPhUwLeDphW0nAOeSn+fcCfS2omhJUtMYYEklZoAlSVIKNm4kvR9ex9rbLOxDCrsCOL2xpSmgJ+Coe+DO/sI0wT64PeC4gPWH2HUK+XnONc2rWJLUIgZYUokZYEmSlOwMzCZf2fmtpP5YRZsA/0MadRXAVcB6TayxqwQ8LWBKwF2FaYLxM+g/OL3+dwCvY83j9HzgQvJznL7seudm1i9JajoDrDbXU+N2/wacQVp58HHSCdfbGlWUOoYBliRJud1JoUjlvXEOqZ/SecCVpBXvKvedD2zQmjLLLWC7gBkB8wujrZbMgNgFlgKHAY+RH4vZpOPzB+C+wu0rgf8gHcPIvpYklZcBVpt7O6lJ5UeG2WZr4EEGX43wM40uUG3NAEuSpGoTgI+SPvAb7NzpFtKoH9VZwEEBFwb0Ffpb3R8wZXd4I9VTATcEPktalXDgMVoG/BTYLdv2k9nt32zijyNJaj4DrDb3c9LBefsw21yQbfMg8GHgaOA75EOq92pwjWpfBliSJA1uDPBi0oj1k4BjgT1aWlEJBYzL+lhdXwitIuDSgKMib7x+XNqciwY8xBjS6oKvIZ3j/jsp3Cp6f7bvuY37SSRJbcAAq83dSzo4Q61+Mzm7fyGw/YD7fpTdN6Nh1andGWBJkqSmC9g8WzlwViG0WhYwM+B5g+zyirQbN4zi6T6T7fu1dalZktT2DLDa3BJg9TD3n8/QUwX/PbvvxgbUpc5ggCVJkpomYM+AswOWF4KrRwOmBmw5zK5bA/2k8961rRI50LXpqXnnKMuWJHUGA6w2txpYPMR92wCrSA1Hnz7I/ZuSDuy8xpSmDmCAJUmSGiqgJ5sOeNWAaYK3ZNMH16/xof6WHo5p2fdjgINIPa5+QJpd8EXSdMJJ2Tb7Z/usBp5Rlx9IktSuDLDa3DzSwRk/yH2fze47e5j9VzP8CC6VmwGWJElqiICnBUwJuLsQWq0OOC/g4FE85GvSw7IUOIXqFSMHXuYBpwH/yL6fue4/kSSpzRlgtbmrSQfnqAG3/xuwILtvsD4CkD61CtIILXUnAyxJklRXAdsHzAhYUAiu5gVMD9hpHR/+XKqDqrnAd4Gp2eULwJ0DtnmQkU87lCR1HgOsNvdh0sG5E9gqu20SaYWWAC4eZt+ds21mNbJAtTUDLEmSVBcBhwVcGNBXCK7+GXBSwAZ1epqPUh1OXQa8ibRC5K7AS0mjrVYVtrmK9MGtJKncDLDa3CTgPvLh1LeSVhwMYBnpjXwob8u2u6LBNap9GWBJkqRRCxiX9bG6YUB/q0uzvle9dXy6Z5NaXwRwObCSoacQBql5+6Ls6w/VsQ5JUnsywOoAOwO3UP2GPQc4Yi37/Trb9tSGVqd2ZoAlSZJGLGDzgGkBswqh1dKAmQHPbdDT/iw9NT/Ovt+F1OfqT8AjwBPATcAZwORsm+PIpxr6nxlJKjcDrA7RS2qGeTzwamobpn0g8DnyqYfqPgZYkiSpZgF7BZwdsLwQXD0SMDUaey4xiTS7IEjTBYsmArsDe7Nmr6te4N5sv1c3sD5JUusZYEklZoAlSZKGFTAm4OiAqwZME7wuu329JpQxOZXCXdn3Y4ATSbMQ+qieifAIcDqwSbbtjOz2LzahTklS6xhgSSVmgCVJkgYVMClgSsA9hdBqVcB5kUb+N9NbU0n8HtgeuIfh+18FsIS0UvcUqqceSpLKyQCrAcY2+PE3IDVv34T06dQlDX4+SZIklUTADsApwDuADbOb5wHfBr7dkxYQarbl2fXGwO2kKYWQphX+mtT7CuAZwDHZ9UTgAuDnAx5DkiS10Fjg3cCNrDmMejj1XBlGnccRWJIkCYCAwwIuDOgrjLi6I+CkqK2/aiO9MJVYdZ77bfKAragXOIF8lcL+7Pq0plQqSWoVR2B1gC1IywQXQ6vV5G/WQ/kRsBh4QaMLVNsywJIkqYsFjM8CqhsLoVV/FmQdFu3zYecYYCn5ectHa9jn+cCqwj77N6w6SVI7MMBqc73AVaQDtBD4JPCs7PYHGD7AOi27//TGlqg2ZoAlSVIXCtgiYFrA44XgamnAzIDntLq+IVRGVC0G1q9xn8vJz3X2aVBdkqT2YIDV5o4lHZyngGcOuO8Bhg+wDsruv7YhlakTGGBJktRFAvYOODtgeSG4ejhgarT3ucC+VM82OJe1h1jvIZ+REMD3G1mgJKnlDLDa3G9IB+fdg9z3AMMHWJtn98+pf1nqEAZYkiSVXMCYgKMDriqEVhFwbXb7eq2usQafJJ2vrMguAVwPTCY1dN8d2Jt0frsL8EPyc5yHs+tbml61JKmZDLDa3OMMHT48wPAB1vjs/lX1L0sdwgBLkqSSCtg4G1l1TyG0WpWNwOq06XTfIp91MJn0AWys5dIPfIy0CmEADza9aklSMxlgNcDYOj7WpqTVWJ4cxb6V1WQW168cSZIktVLADsApwPHk53tzge8AM3vg/haVti5mZ9fjSSOqHiOdBw9nIfAP4PDse895JUkaoXoGWAtIQ6U3BuaPcN/dsuvRhF+SJElqIwGHAVOAI8hXD7wD+Crw457ODnCuzK4nATcAG5JGYZ0O3E4Ks8aRgq6NgI+QphT+krR6IcCdTaxXkiQNcAlpeNwbB7nvAYafQvjF7P6z61+WOoRTCCVJWtM2wGdJ4c9S8tWe/wycDExoXWnVAiYEnBRwU2GaYH/AhQGHRR5kdbox5KsQBinE2mqY7ccBM6meUnj4MNtLkjqfUwjb3DtJB+efrHmAHmDoAGt3YEl2/+sbVZzangGWJEm5XuDj5OdIQ10eIo1yapmArQOmBzxeCK6WBMyIfJR92dxKfgwG+/B2oC3JQ6+VlCfMkyQNzgCrzY0FbiMdoMuo7gXwAIMHWIcBj2b33Yxv5t3MAEuSpGQMcD75++JgIVYf+YisPuCDzS4y4DlZE/YVheDqoYApkVpKlFUP+flrAKuEgcgaAAAgAElEQVSBdwDPAz4BfIM04upzwCtITeqfoPr47dXsoiVJTWWA1QF2JDWyDFIvgC+QPhWs3PZs4CXAVOA68gM6D9izBfWqfRhgSZKUnE6+cl1xFbv+QW4vBlovb3RhAWMCjg64qhBaRcDV2e3jGl1DG3gO6TVfTHrd17YCYfFyT3b90aZXLUlqJgOsDvEM4PfU/kZ+O/DcllSqdmKAJUlSaq2wmpGFIpXLXTQoQArYJGBqwL2F0GpVNgJrn0Y8Zxt7Len1vhL4LiM7PtOyr7/T7KIlSU1lgNUA9VyFsGIW8DLgUFJfrMOApw/YZi7wF+Ac4OekXgCSJEnd7kOkKYRFF5OauC8nTV9bCkwEXgXsUdhuV+A1wM/qVUzAs4BTgGOBDbKb5wJfB2b2pPO+blN5HTYHDs6+fhDYmjXPrYO0yvZGpONzzIDHkCRJbWYjYCdgF9KbvTSQI7AkSd2uh9RWofJ+uIy0ynNxxbviZTZwxYDbfr6uRQT0RFo18MKAvsKIq78HHBcwfl2fo8O9jOqpnHez9tFXT5COZ+X7rza9aklSMzkCSyoxAyxJUrfbjOqeV/ML398CnAFMB35AdRPxxwtfPzraJw+YEHBSwE2F0Ko/C7IOixSwKZ2nVMKrSiP9xcBnSY3cx5NG0e0IvBu4L9tmFflxemfTq5YkNZMBllRiBliSpG63O/l7YaUP1k3AgYNs20ta+W4OeRP3YBRtGQK2Dpge8EQhuFoSMCPStDdVm0R18/Y7gJ2H2X4C8NPC9gG8ucE1SpJaywCrA20AvBL4GPBl4CvAJ4Gjga1aWJfajwGWJKnb7UV1yHEpaz/p3ZV8tedK8FWTgP0CzgtYUQiuHgyYEqn9gwY3mZGHUVtRPYXw9IZVJ0lqBwZYHWR70qosKxi6F0A/qSnpYJ8qqvsYYEmSut2+5O+FT1F7iHRgYb++4TYMGBtwdMBVhdAqsu+PijUbyGtNb6H6nHYZ8D6Gfu0OJp9GWLlc0PgyJUktZIDVIV5JdQPSVcCtwOWkRqQ3kPoEFE+0prWiULUVAyxJUrd7Dvl74a0D7luPtCDO80mjeYr9qJ5G3l9p0AArYJOAqQH3FUKrlQFnB+xT7x+k5P6DfLTbr6ieSvhx0rnwy0j9ry4p3H8ncG/29V+bXrUkqZkMsDrAi8hHXd0FvI20zPNAY4BDgYvID+qHm1Oi2pQBliSp2z2d6pHqxwIvBS4EllA9gmcW8B3SCs9nFm5fUXzAgN0DZgYsLARXswOmBTyjST9X2XyE/LXuBd5PWhFyqFkHq4BvARsCN2a3Xd/0qiVJzWSA1ebWAx4gHaDfkxpc1uLj5MOvd2hEYeoIBliSpG63A9XBR9+A7xeTgqxlw2yzJKAnmw54aUBfIbi6LeC4gPWb/YOVzPHkr/eh2W0bA+8CfglcSwqofk/q/bpLts3TgEXZfn9oXrmSpBYwwGpz74J/Ld+8wQj3/U227+fqXZQ6hgGWJKnbbc/gI3hWD3F7VXg1AeL9MD/g5kJo1R9wYaQ+TKqPV5C/7n+j9kDwC4X9vt6Y0iRJbcIAq81dQDo4HxrFvi/P9r25rhWpkxhgSZK63foMHVYNedkGYjrEk9VN2RcHzIh89I/qZyvSFM/KMTiXtYdY7xmwzwmNLFCS1HIGWG3uIdLB2WMU+1bCi7l1raicxgCbUr5VggywJEnKeyQNHGk1F1hKCkEWAvP3hzgPYkUhuJqbRmBNidRvSY1zDXmvskpPq8lUN9eH1Hj/h1Qfz5XAFk2rVJLUCgZYbW456eDU2vuqaP1s3+V1rag9vZI04mwkNiSt1Hgb+XSBfuAWUg+xkU7ZbEcGWJIkwXUMM9pqLMRxENdXj7aKSyGOSvf/Vwtr7yavJG/kvpD8GN0P/Bo4n7TydiXg6geezL7+RgvqlSQ1lwFWm1tJOjijaQy6XbbvI3WtqD1VmrDW6rmklYaGmz5wP6Mb+dZODLAkSd2ul3SOUHk/vAeYB8SmEFMh7i+EVishfgYLX1C9QuHFLau++5xLes0XAL/Nrgeeo60C/gTcSX7OtlkripUkNZUBVgOMreNjLQPGARMZsIRzDQ7Irv9ax3rK4BnAZaQTnaXAD0gnQU+RVrt5EamHwg7ARaSwa34L6pQklc9WwOtJ7y0bkEZJP0AaWXJL68oqtS3IT3JXAjvvDQ9/Hp6YDLtMyNoHzIX+c+He/4Vb74HDSedey4HxwHNaUnl3Op50zCYDRwCXkKaArsru7yV9SHsM6QPex4CjgDlNr1SSJFW5h5QuPnsU+1YawL+prhW1p5GMwPpptv1DpB4Kg9mRvP/Y6etcXes4AkuS2sOmwBmk/4QPNfL3MmDvVhVYYrsD0QPxdfjcn2BZX2HE1d9h1QmweHz6IKvSuqFyPGZkXy9rXfldaRzwZfKZCENdLgG2aVGNkqTmcwRWm7uYdHDeQfoEsNbLi0l9Ae4i9c8aaruyqDXA2pa839VBa9n2iGy7+dR3VF0zGWBJUuvtDdxH/vf4GuA04CTgP4FfkAKSSlDyttaUWU77wnOnQNxZCK1WZ43aDx46GLmDdM7wUQywWmkX0u/Kn0gtMZ4AbiKFwZNbWJckqTUMsNrcpxn+k6d1vZRFrQHWR7Jt/1jj4z6cbb//6MpqOQMsSWqtrYFHSX+HbwX2HWK7rYCfZNv1AUc2pboSC9g2YEYfLKgEV8th5QyIXfL3xspKhE9Q3TS8cl5xGXk/JkmS1FoGWG3uxRhg1aLWAOv8bNv/qPFxz8u2f9co62o1AyxJaq3KdP5bSKvfDqcH+Ga2/ZOUYzXcpgs4IOC8gJWV4Op+iCkQG+bvicuBj7Hma7wt8GPyVe4ql9ua+CNIkqTBGWA1QD2nm10F7FrHx+t2ld4if65x+6ey600bUIskqdxeALyK1PfqjaQRPsMJYApwCKlv0weAzzWywLKIdO71ZuCDwD6Fuy4DvrYzfKY/PwdYTuotet8gD/Vw9ji/JH2IVXFh3YuWJElSV6p1BNacbNtaP9X+v2z7U0dZV6s5AkuSWud00t/fs0e431vIR21pGAGbBkwLeKwy2ipgWcDMgOcVNr2B/P2wH/gssN4QD7sl8HuqR2C9p3E/hSRJqpEjsBqgUxt+d7oJpBFr80m9KhYC80ih1VOk6RgbAkuBRTU+ZiX0mV3XSiVJ3eDA7Po3I9yvsv3epIVYal1lt2sE7EFqsH40+aI0T5E+ePpmT+ppVVQczd4DfJw00up60jlDkFa+2wg4jPS69wO92T7HAN+q+w8iSZKkrjOSvl+zRvC4d2b7HFzPYpvIEViS1Dr3MPqFQOZl++5W14o6WEBPwFEBlwb0F0Zc3RJwXMD6Q+y6Efl74aoB10NdVmbXi7LreY382SRJUk0cgdUA7TQC62TS6ke/anUhDbYtaQTWeNL0wI1Io602B7bIrrcEnk7tzeu3In1iu5I09UCSpJFYkV2PH3arNfUU9llev3I6U8BE4ETgfeSBXh/wC+BrPWn09XCeXfj6E8Dnyc/VgvR6DzSO9NqfAUzFk2RJkqSGqoQ1tU6XU7WppNevkxu3OgJLklrnIvLG7CPxLPKV8sbVu6hOEbBdwIyA+YXRVvMCpgfsPIKHOpD8vXAhw4+8KvbJCuAh8hFZkiSptRyBVUK9wPakUVcBXNvacjrW04ETGN3Uj3ZhgCVJrTOF9Pf3b+SjfNYDjgT+C5gOTAPeQfVqt5/N9ruoSXW2lYCDAi4MWF0Irv4ZcFLUvghLUXEK4WBB1QLSFMElw2w3d11/LkmStM4MsFroB4ysd9NoL8c26edR+zHAkqTW2ZJ8xM+JwCfJV8MdrOfSWcAh5H2XXtv8klsjYFzWx+r6QmgVWb+royJvpj5aS6l+vZcB/036sKpoT+Ac1jw+V6/j80uSpHVngNVCp9DY4OoR4KSm/TRqRwZYktRap5L+BveR/z2+h/Qh1nRSj6W/AKsHbHdZC2ptuoDNAqYFPFYIrZYGzAx4bh2f6iny138e1X2xBvMm8mmEQTpekiSptQywGqDWJu7fAy5twPP3A/OBxxrw2JIkqXbfJo28mpR9/1vgvcDDhW02AD4GfIR0DhHAl5pYY9NFCpCmAkeTN6x/FPg68P0eeLKOT7c+sFnh+zGkEVjDWTXg+/3qWI8kSZKkARyBJUmtdSbpb/Biqvsu3U76EOs6UphS7LUUwH2k4KU0Anqy6YBXDZgmeF3A0ZH6gzXCDqw5Sn0FcBqwyYBtdwTOp/pYBa4GKUlSO3AEljSIPUlNd+8Fjmnyc68P7FSny74YYElSqzyLNDWwHzgAOBS4nDS6Z2Cg8nfg3cCGwP3ZbSc3veIGCHhawJSAuwqh1aqA8wIObkIJ+5C/zp+jejpnP2m01wOkZu7FY7IQuIJ8aqckSWotAyxpED8l/8WY3cTn7QXuZM3/2NTjYoAlSc01jfT391cDbt+YFNy8ATgM2G7A/e/J9rumwfU1VMB2ATMC5heCq7kB0yN9yNIsk8nfC7cl9da6g6HfL/uBC0grQ/6gcJskSWotA6wGqLUHltrXwsLXC5r4vJXAbIs6PV4vaflwSVLzHZJd/2LA7fOBq4bZ75fAN0l9lyaw9n5NbSUbVTUVOIJ89cB/Al8BftKTVllspuJ7+jHAl4HdSUHW8dnXk0jTN68krUL4aLb9C7JrAyxJkiS1pS2AbwHnAc9vcS3rwh5YktQ6d5H+/h40in0r09l2rmtFDRIwLuC4gOsLo636Ay4MOCzyIKsVJpG/F86h9g92DhqwnyRJai1HYEklZoAlSa3zT9Lf3xeNYt9K0/cd61pRnQVsHjAtYFYhuFoaMDPgOa2ur6DSHD9IzfPXdtK7KzCrsM9vG1qdJEmqhQGWVGIGWJLUOpeQ/v6eNOD2HmAr0gjfnVhz9b3ts/1W0qYrEQbsGXB2wPJCcPVwwNRoz/ebr1Pd5+om4MBBtusF3kEacVXc/sVNqVKSJA3HAEsqMQMsSWqdqaS/v5dn3+8CfIfqkT0BLAEuBF6abXdqdvsfmlns2gT0BBwVcFUhtIqAawOOjjWDuHayKamX2MCG7bcAZwDTgbOAxwbZ5voW1CtJktZkgCWVmAGWJLXOjsAK0t/gMwtfB6mR+b3Ak1SHJb8Bnsq+PqH5Ja8p4GkBUwLuLoRWq7IRWPu0ur4ReCNrrjY42CqEfYWvF9MhfcgkSeoCBlhSiRlgSVJrfZHqcOS3pOloxabmuwH/S3XAdSswpqmVDhCwfcCMgAWF4GpOwPRo895cw/gA1QHVcJe5DD7NUJIktYYBllRiBliS1FrvJ/87vAI4BRg/YJse4EjgocK2lzSxxiqRVg28MKCvEFz9I+CkSCv6dboDSQHhUMFVP2kV4q1bVaAkSRqUAZZUYgZYktQ6G5FPB7yD/O/xAuDXwEzgx8CDhfseIzVvD2ByswoNGBdwXMANhdCqPwuyDovqEWNl0EN6fb9OOhaXAr8ATgN2b2FdkiRpaAZYUokZYElS65xI+vt7O6nB+QnA/Qw+6mch8AVgY+Cr2W0/b3SBAZsHTAuYVQiulmRTB3dr9PNLkiSNgAGWVGIGWJLUOr8k/f39yIDb9wKOI602eBJwKNUr+O1F3ui9IX2wAvbKmrAvLwRXDwVMDdiiEc8pSZK0jgywGmBsqwvoQlc1+PEPbvDjS5LKZ6fs+sYBt9+WXYZyO2ka4SRgS9K0wnUWKQx7HTAFOKhw17XAV4ALetLzSpIkqUsYYDXfC4D1W12EJEkFG2TXi0a4XwCLgU2BDVnHACvStMR3k6Y07pzdvBr4CTCjB25Yl8fvYJsCrwK2ByaQjtPNpH5YBnmSJKkrGGA13+HAr4BNSCsLfbO15UiSxBPAjsBWI9xvIun9DODx0T55wA6kVQ/fQQrCAOaSGpfP7IFZo33sDrcjMA04Fhg3yP1zSX3I/hdY0ryyJEmS1C32AuaTPrl+e4traRf2wJKk1vkG6e/vGYPcN4EUpGwyyH2vyva7ezRPmq0aeGFAX6G/1d+zVQbHj+YxS+QwYB7p9e0D/kI6PtOBHwCPkr9v3gxs25IqJUnSYOyBpVI5nDQtYgGwdYtraQcGWJLUOpPJpwNuBTwD+A5pZFZxBcIlwMXAC4Ee4Jrs9um1PlHA+ICTAm4shFb9WZB1WKTH7Xb7AktJr+2VwLMH2aYXOJo8yLoD2KhZBUqSpGEZYKl0/pf0D/rMVhfSBgywJKm1riQfTbWK6uBqsMsd5CsQbrm2Bw/YKmB6wOOF4GpJwIyAXRvyE3Wm9YH7SK/tr6le9XEw2wAPZtt/v7GlSZKkGhlgqXQmkXqG9JGmZ3QzAyxJaq1nAyuoDqkeIk1duya73Mma4dZ7hnvQgL0Dzg5YXgiuHgyYEo4YGszJpNf1EfJ+YGtzANBPGtn9rAbVJUmSameApVL6b9I/6o+2upAWM8CSpNZ6D2sfdTXY5aKBDxQwJuDogKsKoVVk3x8VMKY5P1JHupr0ur5vhPv9IttvWr0LkiRJI2aApVLajPTJabczwJI60xjSiI/JwH7A5q0tR6M0EVhG+hu8mtqCq77C1y8hfbFxwNSAewqh1cpsBNY+zf6hOtB48tf16SPc963Zfn+sc02SJGnkDLCkEjPAkjrLLsBZwByqQ41+4HrgJGBsy6rTSH2G6uN4K3A88BXgCtIxvQo4B3gn8NPi9nvDXQEzAxYWgqvZAdMiNYRXbXYgb6Y/Uvtn+95Tz4IkSdKoGGBJJWaAJXWOD1DdK+kJ4N7sUrz9RmDbFtWokbmT/Ljdwtp7L/UA3zwM4kKIvuppgrcHHBepGblGZjvSMVg6in0Pyva9q64VSZKk0TDAkkrMAEvqDJW+fQH8ljQFuqdw/ybAB4Gnsm0exRCrEywlnz44bBPwgAkBJ/XDzZXQqh9iPvwh4OCmVFte6wErScdihxHue2K236V1rkmSJI2cAZZUYgZYUvs7kjRFsB/4z7Vsuy1pGloAf8Om3e2u0nfpmsJtPcBLgdOB7+wJ37sCLuqHJyvB1SpYPgNi17TvK1pQdxldTno9p45wv8twURhJktqFAZZUYgZYUnsbC/yT9Dv6+Rr32Rp4MtvnxAbVpfqoBFg/IYWN04AlQOwHcR7EisI0wcdh6ZPwsXfDruR/u/dtVfElczzp9XwK2KLGfQ7P9lkB7NSguiRJUu0MsKQSM8CS2tvLSb+fj5NWrIMUdEwmjfiYDnyK1Ly92LR7SrbfDU2rVKOxinScbgMeGAtxNMRV1b2t4lKIoyB607bLga+S/+3evXXll8oYUv+4yoi4Tday/XOA2dn2X2psaZIkqUYGWFKJGWBJ7e1rpN/PrwO9pJXoHqZ65brKpQ84D9gZ2IwUjvQDWza9atVqDhCbQEyFuLc6uFoZcHbAPqRw8izyEVvFy3Ytq758diYPpe4iTd/tGbDNeOAUYFG23VWkHlqSJKn1DLCkEjPAktrbb0i/n+8jNW+v/L7OAX5M6pP0NdKIkf7svkXAMcDd2fcHNL1q1eQFcM1MiIWF4KofZl8JP9kzjer5FmmU3QnAVmmXf43aiuzrca2qv6T2BO4nf40fJP2uzQR+DSwo3Pc71r5ypCRJah4DLKnEDLCk9vZH0u/nP7LrBaTpgoON+Hgm6T/YldFY92Vfv7QZhao2AT0BRwVc2g/9leDqVogTYc76+cqEAy/95P3QKpf7W/RjlN3GwBeoDqsGvu7vxEUSJElqNwZYUokZYEnt7afkv6PzSKNDhtNDGrVTCTyihn3UBAETAk4KuLkSWvVB/3kQB68ZkMwH/gz8Evg9Q08bXdiKn6WLjAMOJYXGpwLHAXu3siBJkjQsAyypxAywpPb2CfLf0WNq3Gcc+Uid5TjFrKUCtg6YHvBEob/VooAZz4S5DB5MjeQyqek/VHfYBvgscAf5qLiFpGDxZGBC60qTJElDMMCSSswAS2pvp5L/jj5/BPtdne2zmDWbUKsJAvYPOC9gRSG4uj9gSuR9k5az7gGWPc7qqxf4OLCE4V/3h4BXtKhGSZI0OAMsqcQMsKT2dhb57+gdwKY17HMS1f/R3rVh1alKwNiA4wKuL4RWEXBp1veqd8AulYbslemexX5X9wI3AH8HVgy4v9jI3R5n9TMGOJ/8tb0MeDNppcdNgN2B/yCtUBikXnMfbEmlkiRpMAZYUokZYEnt7TLS7+cT2fU/gecAzwXeDUwl/Yf6aGBz4DTyMOTx7Hpy06vuMgGbBEwNuK8QWi0LmBnwvGF2LY7AWkY6npdTHVBVLn8H/ot8dcnKZctG/Vxd6HTSa7oEeN0w240pbNsHvLzxpUmSpBoYYEklZoAltbdLSL+fHyGtfDbclKbiKJ4vkq9ceEjTq+4SAbtnIdWiQnD1ZMC0qC1YWkh+zE7KbusBDge+DJwDnAG8i7zn0u7A6sJ+E+v3E3W1yuvaD7y+xn0qCybchb3mJElqBwZYUokZYEnt7UzS7+cXgF9QW0+kRcCryBtP79T0qkssoCebDnhpQF8huLolmz64/ggebgH5cXsTcALwAEMf1y8AO5JG/ThFtL6+Q3o9fz6CfZ4GPJrtd3QjipIkSSNigCWVmAGW1N7eCv9qxh6kUOp/SFPNfgX8BbgC+DbwIeBP2XaVETr3Nb/kcgqYGKkB+z8LodXqSI3aDx7lwy5i8BF0g/XEqny9esB9O6/LzyUgjXqrTLkd6YjFT2f7nVPvoiRJ0ogZYEklZoAltbeNyFdDWw7sv5btxwLnkv9ef76h1XWBgG0CpmdTAyvB1bzstnUNj4oB1mAjru4FnhxmmyCNyNK62Yy8n9VIpwIenu17Y72LkiRJI2aA1QBjW12AJKlj9GTXvcCktWw7Fnsi1UXAAcApwKuB9bKbHwC+CpzZkwKmdbVymNvvAB4DNgSeTwozB7PeELerdptl1wtJDfRHYk52vXn9ypEkSZI0kCOwpPb2NtLvZ6VX0krSFMINB9n2YOD6wnZOIRyhgLFZH6vrC6OtIut3dVSkELGebiX/G9zH2hv1z80uxdsG+7egkXEEliRJ5eAILKnEDLCk9vZ90u/npwtfV3ph/Y7UePqHwD8L9z0FvIR86qFN3NciYNNIKwc+WgitlkZaYfC5DXzq66g+pi8AngV8A/grKdC6FfgZ8DJgC+CWwj7LG1hbN7EHliRJ5WCAJZWYAZbU3i4h/X6+Ofv+dcDtDD46Zympmfszsm3/zuj+Q941AvbIQqpFheDqkYCp0Zy/iQ9QfQyXk0bYbTJgu3Gkhv4Ps2ZT9/FNqLMbfBtXIZQkqdMZYEklZoAltbfLSL+fxw64fRfgLcCHgfeRpjEN7H1VCbomN7jGjhLQk00HvDSgrxBcXRdwdDS3p1Sxifu8wtcrSQ3c7wDuHLDdwCmEuzSx3jLbjfS697Pm79tQziQdgzuwv6kkSe3AAEsqMQMsqb2dRfr9nDbC/dYHFmf77lrnmjpSwMSAKQF3FkKrVQHnReof1grLqe5xNhdYzdA9sGaT92qq3HZA06sur0+RXtMVwDuH2W48+YitVTjKUZKkdmGAJZWYAZbU3o4n/X7eSr4aYS1em+338Aj3K52AbQNmBMwvBFdzA6ZH6/uDLUsl8gPyMKsSiswBngCeLGxXmT74v4Xvn9PsokuslzSFsPLa/pk0fXc70rTOPUgrUz5AHiS+vxWFSpKkQRlgSSVmgCW1t02BhQw+jXAo6wE3Z/tMb1BdbS/gwGx01cpCcHVHwEkBG7S6vsxDpONUabi/iuFXIazcXwy0XIWwvnqBj5Mfk6EuDwGvaFGNkiRpcAZYUokZYEnt76Ok39GFwP5r2XYsaVXCII3c2bixpbWXgLEBxwVcXwit+gMuDDgsUjjRTs6muu9V5esVpGmFC4H5pAb9lfuK4dUTzS+5a2xDmrp7HWlqZz/wGHAR8B5gQssqkyRJQzHAkkrMAEtqf2NI/2kOUpBxCoM3Gt8TuII8DOma5u0BmwVMC3isEFwtjbTCYDtPsTuW6lE9Kxl65M8q8l5ZlculzS9ZkiSpbRlgSSVmgCV1hqcBvyT/fZ0D/Bg4HfgacC1phEhlpNaRrSmzuQL2CDg7YFkhuHo4YGp0xt+0/2LwsOoxUgP/6cAZ5FNCB17+0vySJUmS2pYBllRiBlhS5+glrYz2MIOHGX3Az4CdW1VgMwT0BBwVcGk2PbASXF0bcHQMPjqtXV1NbQHWLUNs10daEU+SJEkGWFKpGWBJnedFpN5Jd5NGYs0i9en5EKnpeyn9P3t3Hi9HWed7/HOyESAhQIjsq2zDJhC5iEZHncDVgXjdUMcZozAjOCPXOI6KKxd1dPAqKiijqOMogmJwRjG4Ri4jRhnZMexbWBJCVrLv5zz3j6faqj7pc06fk+6q6urP+/WqV/epruXXXV2pc755nqcC7BJgVoCHM6HV1qQF1tSi6xuhpdSHUYMNGl6b+vr9fGjuVUuSJJWTAZZUYQZYUuc4CPgFg4cbK4ELiiqwHQIcFOCyAKsywdWKAJeEzg9vsgOyvwH4OYMf34eA1xFbaNXmHZN71ZIkSeVkgCVVmAGW1BlOAp6luRY6Afgm5bvj3rAEeEmIdw/clgmu7g9wXoAJRdfXIrU7Dz6cmXcK8ElgDnAbcaD2K4AZwNhkmQ+THuuj8ypWkiSp5AywpAozwJLKb19iN8Fmw6va9Mkiit0RAcYGmBng9kxo1ZcEWdNDh4dyDdQCrEeGud7HSI/zsa0uSpIkqUMZYEkVZoAlld9stg+nlhLHv1oHrAKWAOv7LdMLvKCAeoctwOQAFwd4JhNcrU+6Dh5VdH1tVOtC2AdMa3KdSdQHmgZYkiRJkQGWVGEGWFK5HUn9oN1b2D7Myk7b+v380/xLbl6AY0MchH1TJrh6KsCFAaYUXV8OlpEeq2eIx3swuwC/ov4Yd/o4YJIkSa1igCVVmAGWVG6fYfu7zy0FPgG8DDgcOA54K3HMpMmZ/QYAACAASURBVP6B1lZgfO5VDyJAT4AZAeZlQqsQ4PcBzg4wrugac/R76o/XCuAdNO4q+WLgLuq/C72U7PhKkiQVyABLqjADLKnc7qU+4JhD7EI2kBnA6n7rnNjmGpsSYNcAswI8nAmttiYtsKYWXV9BPkJ6nDZlni8DrgeuBL5HHOS90XK/zb9kSZKk0jLAkirMAEsqt7Wk5+hNwJgm1jmd2DKntt75bauuCQEOSsayWpUJrlYkY17tV2RtJXAosJn0WK0mtrBr1D10PbCI+hZY5+ZfsiRJUmkZYEkVZoAllVst3OhleGMdfZX03P50G+oaUoh3DZwToDcTXN0X4LwAE4qoqaQ+T9rds3bMFgJ/AG4hdjN8mHR8s9o4aHcBowuoV5IkqawMsKQKM8CSyq0Waqwa5nqnkZ7bn2h1UQMJMDbAzAC3Z0KrviTImh6gJ69aOshOwK3EY7WZ7e8mmR3PbBVpS60q351RkiRpJAywpAozwJLKrTbe0TZgt2GsdzHpuf3e1pdVL8BeSZfAxZngan3SdXCoO+sJ9gLmUt9d8AFiK6v5wPLMa08CpxRTpiRJUqkZYEkVZoAlldsK0nP0a02u83xgQ2a9t7SnNAhwXDII+6ZMcPVkMlj7YIPNa3ujiWNaLaBxC6w1wGeB3YsqUJIkqeQMsKQKM8CSyu0P1IcY/wycRRzQfQWxhdY64AngCuBlwOP91nlhKwsKMDrA2QHmZUKrkPw8IzguUyscD8wEPgicB7wcGFdkQZIkSR3AAEuqMAMsqdw+S+PWOM1Ow+16OKAAuyYtqx7JhFZbkhZYU1uxD0mSJGkHGGBJFWaAJZXbSxg8oNpEene6RtP/29ECAhycjGW1OhNcLU/GvNp3R7cvSZIktYgBllRhBlhSufUQB/IeaQusV490xyHeNXBOgN5McHVviHcZ3GlH3pQkSZLUBgZYUoUZYEnl9zTDC636Ms/PHM6OAowPcF6AOzKhVV8SZE1r2TuSJEmSWs8AS6owAyyp3F5J44CqUbfBLZnnvcnjY83sJMBeSZfAxZngal3SdfCIVr8pSZIkqQ0MsKQKM8CSym0O9a2qNjJ066st/X6eMNDGAxyfDMK+KRNcPZkM1j6pje9LkiRJajUDLKnCDLCkcnuK9By9A1jB4AFWAOZRH2K9LrvBAKMDnB1gXia0CgHmBpgRYFRO702SJElqJQOsNhhTdAGSpI6we/LYB7wAGA08CtwP7Ja8vhFYS7xQv4J458IVwORk3SOJL+4OnA+8E3h+8tpW4Frgsp4YkEmSJEmSVDq2wJLKbR31XQgfpn6Q9v7TEvq10noFXJSMZbU609pqWTLm1T75vyVJkiSpLWyBJVWYAZZUbs+RnqPrk8dtwI+Ac4EzgNcAnyQO2F5bdut0CHMg9MW7CNaCq/kBZgbYqYg3I0mSJLWRAZZUYQZYUrktpr6F1R0MfFfAMXvC+8+H3jszY1v1QW+A2QGm5VW0JEmSVAADLKnCDLCkcnuU9BzdyAB3FAywX4BLAjxbC67WQbgMwrkwM8+CJUmSpIIYYEkVZoAlldsC6ltg3UjmRiABTghwVYBNteDqSeibBWG3dJ1XFFK5JEmSlC8DLKnCDLCkcltE/SDuYTSs+hRcsxFuzYxtFf4AK2ZA36h+ywNnFle+JEmSlBsDLKnCDLCkcnua5BzdExZeCOGxTGi1EcKVEE6ub6W1Htic+fmNhVUvSZIk5ccAS6owAyyp3BYcBeHr0LcmE1wthXAxhL3rg6t1wA3AcurnzyiqeEmSJClHBlhtMGboRSRJ3SzA9Jth4jRgFPQA/BG4Apb/AL64Gp4B9iQO7r4VeBnw13FxlgFTkk0ty714SZIkSZJayBZYGq4JwMHAIcDEYkupngA7BzgvwF211lbbIMyGMB2eIE5hkKkXmEs6BlYfntuSJEnqDrbAkirMAEvNGA2cA/yWGJDUvjN9wC3A+cDYwqqrgAD7B7gkwJLMwOzP3QE/eH79oOy3AO8HfkHsMlgLrR4HvgR8itgiq3aMbi3g7UiSJElFMMCSKswAS0M5GribwVv9BOAB4MSCauxYAU4NMDvA5kxwtSDArBBbuI0B7ouL/imY2gz8O/A64OXAK4H3AfNJj0dtEPe/yfs9SZIkSQUxwJIqzABLgzkFWMvQ4VVt2gi8opBKO0iAMQHODjAvE1qFAHMDzAhxDKusvwC2xVV5jMGPwWpgafL8v0jGzpIkSZK6gAGWVGEGWBrIZGAJzYdXtWkVsH8B9ZZegD0CXBjgsUxotSHAlQFOGmL1WaTdCOcT7zZ4JzHQegCYB/yMtFvho3hOS5IkqbsYYEkVZoClgXyZ+mBqK/At4DhgHHHMq2OSeVv6LXtNAfWWVoCjk5BqTSa4WpiEWXsPY1N/QxpQBWADsABYTBpuBeAm0jsQSpIkSd3CAEuqMAMsNTKeGFjVvhvLgAMGWX4vYGFm+V5g9zbXWGoBepLugHMD9GaCq7sDzAwxBByJfYmDtS+gPjTcDPwaeBN2G5QkSVJ3MsCSKswAS42cRX0wMgV4ATE4uZ8YaC0HHgS+QhwrayKwPrPeO/IuugwC7BzgvCSoqoVW20IcqH1ai3e3N3Hg/COJoaMkSZLUzQywpAozwFIj/0b6vfgA8G1iq6qBxr3qA2YDf5uZd0PeRRcpwAEBLgmwJBNcrUzmHVZ0fZIkSVIXMMCSKswAS408RBpMPZg83wZcC7wWOBo4CjgTuIp0DKwnSIOuZ/IuuggBXpS0rtqcCa4eSFphTSy6PkmSJKmLGGBJFWaApUYWkQZYtTvaHTfI8kcA9/Zb57k211iYAGOScaxuz4RWfQHmBJgeYFTRNUqSJEldyABLqjADLDXyOPUDuB/cxDp7Uz+Q+9K2VVeQAHsmdw58PBNcbUjuMPiCouuTJEmSupwBllRhBlhq5Oek34trhrHeZZn1bm1DXYUI8GdJSLU2E1w9nYRZnjeSJElSORhgSRVmgKVGPk76vdgInNDEOocDazPrfb1t1eUgQE+AGQHmBujNBFe3BDg7wLiia5QkSZJUxwBLqjADLDXyLurvMrgKeNUgy7+M2GUwu87H2lxjWwTYJcCsAA9mQqutAa4KMLXo+iRJkiQNyACrDcYUXYAkDWKvfj9PInYrvJHYpbB2Z8IjgLcAf9lgG7u3s8BWC3AAcAFwLjAlmb0S+AZwZQ8sKKq2BqYBbwVOJX7Om4kD718PfI9YtyRJkiRJlWELLDXyD8TvxCbqW1U1M21JHj+Se9UjEOC0ALMDbM60uLo/wHkBJhRdXz+HAL9k8M9/FTGI6ymmREmSJKkwtsCSKswAS41MJ34nFgPP0Xx4tQ54NHn+htyrblKAMQFmBrg9E1r1BZgTYHqAUUXX2MBLiOFUs8diNrb2lSRJUncxwJIqzABLjYwjDa7eCtzM0IHJbcBrSQd+n5h71UMIsGeAiwMsygRX6wNcFuCoousbxCHAatLPegXwCeLYY4cDxxGP0w3UH5PLC6hVkiRJKooBllRhBlgayMXE78UC4nfjFOA6YqusDcSQaglx3KVpxHGy7k/W+WL+5Q4swDEBrgywNhNcPR3gwpCOd1Vmc0nP058SP+uBzADWZ5Z34HlJkiR1CwMsqcIMsDSQXUkHa/8jsRXQQPYF/pAs+wSwR5trG1KAngAzAswN0JsJrn4f4OwQW5l1gmNJz9E/0Fy3wNOBvmSdm9pXmiRJklQqBlhShRlgaTDHAEtJx7f6LHACMfwZm7z+SdLubauAFxZSaSLALgFmBXgoE1ptDXBV6MzWSFcQP9te4NBk3mTgb4GvE8e6+i5wCXAa6eDt30/W2wbsnGO9kiRJUlEMsKQKM8DSUA6iuTGwbgWOKKhGAhyYjGW1KhNcrUjGvNqvqLpa4D7i53sHsAvwaeq7CDYai2wa8VjU5p2We9WSJElS/gywpAozwFIz3gIsYuDQZAlwLmnrn9wEeHGA2QG2ZIKr+wKcF2BC3vW0wTLiZ/w94C7Sz/we4J+BdwHvBa4G1pC2uvogsCX5+R9yr1qSJEnKnwGWVGEGWBrMaOBrDN36qjZdA+zU7qICjAkwM8DtmdCqL8CcANNDAUFaGy0nfrYrk8cngekDLLsHcBnp8diaPP7v9pcpSZIkFc4AS6owAywN5gvUB1SbgZ8l8y8l3oFwY79l/r1dxQSYnHQJfCYTXK1Pug4e2a79FuxR0s/2aZrrDvkR6o/JQIGXJEmSVCUGWFKFGWBpINNJvxt9wBeBKQ2W2wP4DOld7wLwhlYWEuDYZBD2jZng6qlksPZJrdxXCf2I9HOd0eQ6PcSWWrX1dmtPaZIkSVKpGGBJFWaApYHUBg8PxDveAYwCjgNeAbySeEfCUclrZ2eWf2pHdx6gJ8CMAHOT7oG14Op3Ac4O8S6I3eCLpJ/rD5pc51jS7oPbiF1BJUmSpKozwJIqzABLjRxG+r34LrEFz3eAdZn5tWkDMVjZE/hyZv6JI9lxgF2TllUPZ0KrLUkLrKk7+L460feo/7yvAMYMsvyJxEH1s+sc0+YaJUmSpDIwwJIqzABLjbyXtOvgO4BNDD2A+xbgfGKLn0DsVti0AAclY1mtygRXy5Mxr/ZtzdvqSDeRtqSqfdb3AX8NTMwsdwJxAPctmeVW4RhYkiRJ6h4GWFKFGWCpkWtJA5Da2FZ9wI3A64GjgaOAs4AbgF7S79Gy5PFXzewowEtCvHvgtkxwdW+Idxkc3+L31Yl+Tvw8LyftFpidVtE4YLyVdAD4ablXLUmSJOXPAEuqMAMsNTKH+jBkLXDyIMsfBazot868gRYOMDYJqG7PhFZ9SZBl2FLva8TP81Lgz4GFDN4Srg/4FrA3aWusA3KvWpIkScqfAZZUYQZYauQ7pN+LzcAhTayzN3E8rNp6N/RfIMDkpEvgM5ngal3SdfCI1pVfKa8jfp5PAzsBOwPvIbaGq41J1gssAL4OnJKsd37y2r051ytJkiQVxQBLqjADLDUyi/R7cdkw1vtwZr3P1WYGOC4ZhH1TJrh6MsTB2ie1tPLq2Zl4V8cAfKzB67sB4/rN24u0pdZ72lqdJEmSVB4GWFKFGWCpkU+Tfi9uAnqaXO9HtfVGwbcCzAgwLxNahQBzk/mj2lR7Fb2ZtKXVuUMsuxdwC2nrq/7hliRJklRVBlhShRlgqZEfUD+u0mUMHjj1AJ8Cwq4QZkF4GtZnQqstSQusqe0vvbIuJT0eVxMH0s8aD8wkba21HDg8zwIlSZKkghlgSRVmgKVGfkU6IHjt+3Ej8MIGyx4P3HAwhMsgrKpvbbUsGfNqn/xKr6we4CLq7/j4EPG4/A5Y02/+UcWUKUmSJBXGAEuqMAMsNfJd4ndiNdvf5e5B4MfE7oL3TocwB0JvJriaD+Gf4O4QBx1Xa50E/ATYyPbH5nHgQ8RxsyRJkqRuY4AlVZgBlhp5O2kLrP8NbCUTlIyFMBPC7ZnQahuEu+CeaWkLoQ8VVn132AU4DXg98CrsLihJkiQZYEkVZoClRsYA24jfi+8Tuwn+dC/YdjGExZngah2Eq+Gp98Yg5SukwdeEooqXJEmS1JUMsKQKM8DSQK4lCaPOhfcFuKoPNteCq1Wwcg586zx4frL86aRjZv2iqKIlSZIkdS0DLKnCDLDU0FSY9BbYMK9+UPYQYG6AGSG9K+Eo4L2kXQc3AHsVVbckSZKkrmWA1QZjii5AkhoJ8R/6vwMuIBkMfBNwFfBNWHMbLAIOBM4DpgKvJQ2stgDTgeU5ly1JkiRJkirMFlgCIMDBAS4LsDrT2mrZYrh0f3iM7e941396EgcSlyRJklQcW2C1QU/RBQiIX+g/B44DjgAOSObtSjxG64D1wELgEWA+8BtiF6mqeB6wJHm+N7C0wFpUgBBbTM0C/pK0W+B84PPAD3pgczLv74CPAgdllusDngE+B1yeV82SJEmS1MCuxL/jId5Uan2BtUgt8QrgBmLPqKFalfSfNgFzgJflXnV72AKrCwUYH+C8AHdkWlttCzA7wLR+i08AvglsZeDzohe4Btgjv3chSZIkSXVsgdUGtsAqxmTgO8CZ/eYvBB4GFgOrSIOtnYFJwL7AkcRxf7LmAG8HnmtfyW1nC6wuEuJYVRcA7yIeb4jf+SuBb/TEroJZU4C5wAuIra1+nEyPxs1xKHAW8GZgNPAQsUXXwra+EUmSJEnani2wVAl7ErsB1tLYm4B3MLy7pe2VrPObzHYeprNbndgCqwsEOD7AVQE2ZVpcLQgwK8BuA6w2lvS7vgg4bZBdnAg8nix7B8ng75IkSZKUI1tgqRJ+SPwSrwRe3YLtzSC2XAnAdS3YXlEMsCoqwOgAZweYlwmtQoC5AWaEdByrgfx93AyrgKOa2OVBxBZ8Abhwx6qXJEmSpGEzwFLHO5TY/akXeGELt/vizHYPaeF282SAVTEBdg9wYYBHM6HVhgBXBjipyc30AE/FzfH3w9j9W5N1VhBbcEmSJElSXgyw1PHeTvwC/6QN2/55su23tWHbeTDAqogAhwS4LMDqTHC1MAmz9h56C3X+B2mLxWwQdShwDnAx8AninQmPyLzeAzydrHv6CN+KJEmSJI2EAZY63oeIX+D/24Ztf5HO7jJlgNXhAkwPMCdAbya4uifAzADjRrjZd8ZNc33y8zTg9wx8F8I7iIO3Q7xRQgA+MMJ9S5IkSdJIGGC1wZiiC+gyK5LH/duw7do2l7dh21JDAcYDM4l3E6x1C+wljsd2eQ/M28Fd1MLMZ4EPAv9CHDNrC3Aj8GAsg8OBM4CTgV8Bn0nWgeG3+pIkSZIkqatNJf6xvQbYp4XbPZB4W85A82MLlY0tsDpIgP0CXBLg2Uxrq5XJvMNauKt3x93xR9Lvx78B+wEnEG9i8Bri9/55wFeI48HVWmMF4KMtrEeSJEmShmILLFXCbaR/XO/Xgu0dCNyTbPOWFmyvKAZYHSDACQGuCrApE1w9EOC8ABPbsMvTqe8i+DHgy8CyfvNr42R9Hfgn0hArAG9sQ12SJEmSNBADLFXCscA60pZYnwKOHMF2jgQ+DaxNtrV6hNspCwOskgowOsDZAeZlQqu+AHMDzAixS1+77ARsi2VwJ7CK9HuyGPgN8F+kA7YH4vn138nzPmBSG+uTJEmSpP4MsNqgp+gCutSpwGzgoMy8BcBdwCPEP8xXAZuJX/jxxD/C9yWGVCcR78JW8zixlcld7S68jZ4HLEme7w0sLbAWAQF2B84HziPtFrgR+C7w1R64O4cyDgSe6jfvduAjxDGw+pJ5PcQB3j+TPGYdB9zXxholSZIkKWtX4n+sA0wgDvkjdaxJxO5QSxn4jmpDTYuJdx1sR9etvJWhBVYPcBbwC+KYSw8AtwKfK7Cm3AU4KsCVAdZkWlwtDHBhyP9z+Gvqv/NLgQMGWX4v6ltjBeI4WpIkSZKUF1tgqZLGEFuMfAL4D2JwsgLYRPqF30S8u+A9wA+B/wOcRnu7buWt6ADrfOq7p/Wf+oh3t9u9gNpyEWB6gDkBejPB1S1J98FxBZX1QdJjsCV5XA58iNg6q2Zf4B+Jdx4MwNbMev+SY72SJEmSZIClrjM6mbpBkQHW96gPq54lDoh/M3AvaXASiGOOnZhzfW0TYOdkAPa7MqHV1mSg9qlF1wd8nPSzfzWx22L2WG0jHSOrNj0AnAH0Jj9fnnvVkiRJkrqZAZZUYUUFWJdl9ruY2H3wucy8PuLYYvNIA5H1wJQca2y5APsHuCTAkkxwtTKZd+jQW8jNF0kHZh9N7Ha7noFbym0kjoM1jtiSMQBX5V61JEmSpG5mgCVVWBEB1vHEgCoAKxk4FKlNqzPL35ZTjS0V4NQAswNszgRX9yetsCYUXV8DF5EGiTeRHos7gYuBC4hjXH2c2Gqu9votpC2zvpJ30ZIkSZK6mgGWVGFFBFh3JvurtazaTOxudkJmmQnAXwHzSYOUWp0vyKnOHRJgTDKO1bxMaNWXjHc1PZR7LLUPUx8irgVmEceB+x3wMPHOnbcAnyKGWc/1W+ezuVctSZIkqZsZYEkNHEdsDfQY8KaCa9kReQdYY0iDqwAsAk4eYvnLqQ9Gvt/mGndIgD1CvHPgY5ngan2AywIcVXR9TXoH9Z/53dSPSdZ/2grc0W/erLyLliRJktTVDLCkBq4lPTGW57jfHmILmKG63Y1kyiPAOj2zv7XEILAZ/55Z74m2VLaDAhwd4MoAazLB1dNJmNVpY3cdSePvyM3AOcS7cb4I+Bvgl9S3kKtNp+ZetSRJkqRuZoDVBmOKLkA7bE3m+eoc99sD7NWmbW9s03az/izz/IvEuw02433ELoU70b73P2whHo+zgPcAryTtFngL8f1d3xNbLnWacQPMP434nh8lXhQOy8zrb2x7SpMkSZIkSc2aAnwNmM3gXeDaYSdgjxZN+5NvQj0rs7+DhrnufaR3vCtUgJ2TAdjvzrS22hrgqgBTi66vBc6lvjXV/wF+Rn33z9rUB9wIfJD6llj/mHvVkiRJkrqZLbDawBZYnW8Z8K6C9r05mVoh79ZByzLPexu8PhbYmfoWbjU7DbJeLgIcQLwD3zmkXS5XAl8Gvt4DzxRVW4vt2+/njxJDrAuAlxID3B5i99mbgRnAv1DfEuuA9pcpSZIkSZK6Qd4J9Ssz+/tWMu+FwJXA46QtfNYB/4/YNW9nYDywLXkt95AowIsCzA6wOdPi6r6kFdaEvOvJwaWkd4i8mvSYLQa+Qgyy3g18CXg68/p/Eo9dAK7KvWpJkiRJ3cwWWFKF5X2CH5/Z31biYPiNBgDPTk8RW/nUfv5ZDnUSYEyAmQFuz4RWfQHmBJge0vGuqujLpAPtQxys/SkGPkaLgXcSW2AtowPuFilJkiSpcgyw2sAuhOpWjwAbgF2I58Gbm1jnwGSq+e821PUnAfYkhjHnA4cmszcA3wSu6IGH27n/kliZPE4g3m3wauA64l0kz6C+C+GNwC+IY5MdSzrI/nM51itJkiRJkiqsiIR6Ntu34FlFHEPpNcSA5BxiF8JGrX2Oa0dRAf4swJUB1mZaXD0VYFaASe3YZ4ldQPp530I6/thgRgNzM+t9rG3VSZIkSdL2bIElVVgRJ/j5NA6meoGlwCLScZT6T89RP1D4DgnQE2BGgLkBejPB1e8CnB3ioPLd6FXEz7s27th/ElvNDWQcccyr7DrNtK6TJEmSpFYxwJIqrIgTPDue1VbgMQYeB2stcXD37LyX7mgBAXZJWlY9mAmttgS4KsDUHd1+BYwnfva1gdwD8ADwpuS1mnHA/wLuoT682gLsnmO9kiRJkmSAJVVY3if4RNI7DS7O7Hs124dYG0nDk7WZ178+0p0HODDAJQGWZoKr5QEuDrDvDryvKqrdifAJYAnpcVkD/JEYWq3KzF9BHOMsEMcLkyRJkqQ8GWBJFZb3Cf7CzP5mEFtfDXRnu9q0Dfg4MD/5+f7h7jTAaQFmB9icCa7uDfEug+OH3kJXmkzszhmAW4mB1qNsf3yeBC4jbVm3HNi/gHolSZIkdTcDrDbwLoT5m9fm7U9r8/ar4oTksRf4V+AA4h3vbiEOlH4QcaylZ4nByPOAU4BPAncm6z6vmR2FeJ69FXgPabfAANxADFxu7Ik/q7EVwGuBXxOPwWHA54GbiGOD9RC7Cr4YuBDYm9hq7mxi8CVJkiRJkoZpE0O39NmRqVPlnVC/M9lXrTvgvcCfA5cAdxC7p20Dngb+A3gb8D7qP+sVg+0gwJ5Jl8BFmdZW6wJcFuCINr2vKjsauJv6Y7COdIys2vQAcGJBNUqSJEmSLbDawBZY+TsD+DGwB3H8nq8WW07Xeih57CGGVb8H5rL93f4OSKbXAw8C3wf+KnltVaMNBzgGmEVsdTUhmf0U8AXg2z1xnC0N34PEFmxvI362LyO9GGwFfgdcC3wr+VmSJEmSJO2A40kHnX57wbWURd4J9ZTM/rIDgN9A7K52WDKdAHwUWEo6oHtt2ZtrGwvQE2BGgLkB+jItruYl80fl8J66ySTiXQf/CXg/MWDcs9CKJEmSJCmyBZYq5QxiF7XVONA0FBtgBWA98JpBlp8E/KTfOnMC7BJgVoCHMqHVlgBXhXS8K7XOocA1NO6KuwW4DjiqsOokSZIkyQBLFfQF4hf6W0UXUgJ5n+CnUB9+bGDwAGs3MgHWgRCugScCrMoEV8uSMa/2aXv13Wkm8TjVjtmDxO64PyK9M2QANgPvLqhGSZIkSTLAUuVMIN7lrpfYsqSb5X2Cv5LtW/AE4KfAXwPHAYcTx1m6mKQL4YshzIawJQ2tQoD5AWYG2CmHurtVbdD9QAytTmqwzLHEMcpqy30gt+okSZIkKWWApUq6iPil/lDRhRQs7xP8hZn9PUv9HQnrprEQZkK4PRNabYMwB9YEmJZDrd3uWGKrqgB8qonl358suw04tY11SZIkSVIjBliqpMnAaUUXUQJFBlivAe6lX3A1GcLFEJ7JBFdbYPO/wfLD4zL35VCnYourAFxPvGtkM65O1rmpXUVJkiRJ0gAMsKQKy/sE/4vM/u4gttb5U3h1LoRVmeBqMYSLIOwHD5G21Lozhzq73RTisekDjhjGevuRttrq9u65kiRJkvJlgCVVWN4n+ImZ/dWmPuLdCMOPk+Dqjth9sG+nxne9uz6HOrvdm4if9a0jWPdXybrvbGlFkiRJkjQ4A6w2GFN0AVJBHgO2AOMy83qAXYC158MDX4ZRN8JE4CgaD9B+f/vL7HoHJo8PjGDdB4DTgYNaV44kSZIkqQijii5AKshaYGWD+WuAx5bE8Gp0stwjxOS8v5vbWJ+iscnjthGsW1tn7KBLSZIkSZJKzxZY6lY9xAH0a1YCk4DdiN0LG1merFMbSPwVwM/bVaAAeCZ5PHwE69bGzFrUolokSZIkSVKXK8MYWAFYBvyR2P3sEWB+8ry3wbIP5lBntzuU+FlvBfYexnq7kYxnxsCBS42FOwAAFgRJREFUpCRJkiS1g2NgtYEtsNStpjaYF4A/AEuTn0eTBleTgH0zy/UQ73Sn9loA3AKcBnwcuKDJ9S4kjmd2P3B3e0qTJEmSJEndJu+E+uPUt6b6I41bZGWn1cDCzM+bc6hT8DLiHSL7gHOaWP4NxPGvAnBmG+uSJEmSpEZsgSVVWN4n+KzM/u4jDTyGmh7MPN+UQ52KPkH8zPuAzxNbxPW3K/BJ0mP5pdyqkyRJkqSUAVYb9Ay9iJSLXYF1yfMJxPGL2uksYE7yvNYlEOJYS78G7iB2H9yL2IrnkAbb2ID/GOWlB/gM8KHk5zXADaSB4hHADGCP5PUriCFlb75lSpIkSVLuf99KylHeCfVfsn3rqquBAxosO4rYLW15v+WX5FCn6p1JHNdqoBZyjwJvLKw6SZIkSbIFVls4iLu6Vf/xq54F3glsbLBsH/AfxOT825n5jZZVe/0U+BlwEvBy4GBi66yFwG+A24jHS5IkSZIkqeXyTqhfxPatd54AXtpg2d2I4y719Vv+sRzqlCRJkiR1FltgtYEtsNStGo3/djBwM7E11u3EMa4OBqbS+FyZ0LbqJEmSJEnSnxhgqVsd1mBeH3G8q32Ig7z31wuMJh30fae2VSdJkiRJkv5kVNEFSAWZlHm+jhhOjQK2ACuJra82E+92tzpZbjSwlLT1lmMtSZIkSZKUAwMsdauFmecTgCeBe4BxwJ7ALsQWVrsRw66NwK+BKZn1HMRdkiRJkqQc2IVQ3equzPNVxC6FK4AvAOuB/Ykh1mLgOWAacEay/CZgPPBwXsVKkiRJkiSpeEXcpWFJsr8VxECrtv8twP3AnZllavP/M/PzOTnVKUmSJEnqHN6FUKqwIk7wD2f2+VvgPcS7D/Zl5gfimFhXAX8PbEvmrQEm5lSnJEmSJKlzGGBJFVbECT6eOPZVbb+PAK8BngecCrwCOJrYnfBy6oOtv8upRkmSJElSZzHAkiqsqBP8WOJdCLMtrhYDNwA/BG4hbXVVm76dY32SJEmSpM5igCVVWJEn+InEuxKGJqbLgNE51ydJkiRJ6hwGWFKFFX2CTwK+xPatsQKx6+AfgVcWUJckSZIkqbMU/fetpDYq+gR/N/FuhIO1vvolcFgBtUmSJEmSOkfRf99KaqOiTvDRwPcy+74XeB/wUuAU4LXAvwGbktdXJK9JkiRJktSIAZZUYUWd4Jcm+9wKvBcYNcByhwG3J8sux5ZYkiRJkqTGDLCkCiviBD8Z6CWOcfXWJpbflTTE+nEb65IkSZIkdS4DLKnCijjBr0v2951hrHMksCVZ77h2FCVJkiRJ6mgGWFKF5X2C70x6x8Hjh7luLfi6qNVFSZIkSZI6ngFWGww03o9UdYcT/yFZCszv99pkYuuqqcDziQO9Z92YPJ7YzgIlSZIkSVJkgKVuNSV5XJI89gBnA78hDbVuBx4FFgGXA/slyz6bPO6dS6WSJEmSJEkqhbybWE5N9vUksA9wU2b/fcBiYAGwPjN/HfB3wNuTn3+aQ52SJEmSpM5iF0KpwvI+wfcEthHvQvhMst+1wCeAgzLLjQVeBczL1Hdr8vilHOqUJEmSJHUWAyypwoo4wW/O7PM+4nhXA+kBPphZPgDT212gJEmSJKnjGGBJFVbECf5l0i6D/7PJde5L1tkEjGtTXZIkSZKkzmWAJVVYESf4f2f2uQg4eZBlRxMHcs+2wHp1uwuUJEmSJHUcAyypwvI+wacQx7/aRrzTYAA2E0OqEzLLTQDeSrwrYa211m+S51/JoU5JkiRJUmcxwJIqLO8T/JRkXwuAPYAfUd+6ahOwqt+85cAbgZnJzz/PoU5JkiRJUmcxwGqDUUUXIBVkYvK4DngOeB1wOnA9MbzaCZiULPMo8EngCOCHwJp+25AkSZIkSW00pugCpIIsSR73Jd5hMAC/TqbxwGRiiLUaWNFv3f2Tx2fbX6YkSZIkSZLKIu8mluOI4VQApg5z3euT9T7c6qIkSZIkSR3PLoRShRVxgn832d91w1jnBOLA773AUe0oSpIkSZLU0QywpAor4gQ/CtiS7PNdTSy/B3B/svxVbaxLkiRJktS5DLCkCivqBL8w2Wcf8AniuFcAvwS2ZpY7gTS8egqYkmONGthSYldQFW8rcGPRRagtDiK2Or286ELE54jH4qCiC9Gg7gc2F12EhrQOWFR0ETvoR8SeAZ1sEvHfta8VXcgOWk68g3knq8o1Zhnwf4suAgMsqdKKOsF7gCsy+34C+FTm523EXw56k58XASfnWJ8GNon0OL2/4Fq63SbSY6Hq6cPjWxa149BXdCEaVO04PVZ0IRrQ1VTj37Xs76udqgrXmONJ38ObC65lR1ThGrOY8nyfDLCkCiv6BH8rsDBTQ/+pD7gW2KeA2tTYQaTH54aCa+l2VfjlUwPz+JZHFf646Aa147S+6EI0oIeoxr9rVfg3oQrXmDeTvodObklWhe/TesrzfSr679tKGlV0AVJJfA84EngT8I3M/AB8lNiF8C3As/mXJkmSJElSdzPAklIbiHckPK/f/M8A9+ZfjiRJkiRJAgMsSZIkSZIklZwBliRJkiRJkkrNAEuSJEmSJEmlZoAlSZIkSZKkUjPAkiRJkiRJUqkZYEmSJEmSJKnUDLAkSZIkSZJUagZYkiRJkiRJKrUxRRcgNbA7MK7oIjL2KLoANZQ9LmPp7OO0M7BT0UW0yKFFF6C28viWh8ei/HrwOJVV9m+gqhyjKryPTn0PUzLPJ9G57yOrU99DtoHOcN9DL7C2hbXs0sJtKdFTdAFSYldgXdFFSJIkSZLUQhOA9UUXUQV2IVRZbADuK7oISZIkSZJa5D7i37qSJHW8q4EA/GPRhUhqqfnEc/uVRRciqWVGE8/rAEwuuBZJrTOVeF4/VXQhGpwtsCRJkiRJklRqBliSJEmSJEkqNQMsSZIkSZIklZoBliRJkiRJkkrNAEuSJEmSJEmlZoAlSZIkSZKkUjPAkiRJkiRJUqkZYEmSJEmSJKnUDLAkSZIkSZJUagZYkiRJkiRJKjUDLEmSJEmSJJWaAZYkSZIkSZJKzQBLkiRJkiRJpWaAJUmSJEmSpFIzwJIkSZIkSVKpGWBJkiRJkiSp1AywJEmSJEmSVGoGWJIkSZIkSSo1AyxJKtbtwFbgrqILkdRStwOrgYeLLkRSy/QCdxLP61UF1yKpdZ4AlgO3FVyHJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJHWhnqILkCRJ6kInAycBewHPAL8FniiyIEmSKmIsMA04HpgIrAYeBn4PrBvhNr1uS5K6zgFAaHI6q6AaJQ3upcAmYN4I1v0z4Fa2P997geuAPVpUo6ThG+m57bVdKoedgYuA5TQ+/9YA/wyMGcY2vW5LkrrWEaQXvXVDTK8qqEZJAzseWEk8j4f7R+4pwNpk3bXA94DPAXOI/yYE4v8Q+8uwlL8dObe9tkvFOwS4jzRgmg/8K/Bp4JvA05nX5gCjmtim121JUlc7npH9ciypeGcAq0h/AR7OebwbsCBZ7y5g/36vnwo8l7z+kx2uVNJw7Mi5DV7bpTJ4H2lw9fIGr48hhlm18/z8IbbndVuS1PVeTLzQ3VB0IZKaNgG4FNhGPH/vYfh/rH6U9H9w+/8SXHMm6S/Wfz7SYiU1rRXnNnhtl8pgFPAhYPwQy/2YeL7eO8RyXrclSV3v1cSL3DVFFyJpSJOBjwPPko6d8Q7gXQzvj9zRwJJknU8PsexvSLs3SGqPVp3bNV7bpc7xetLQaaCuf163JUkC3ky8yH216EIkDanWqqIX+C5wYDJ/uH/kvoT0l+Ujh1j2Hclym4BdhleupCa16tyu8doudY4TSK/JxwywjNftkmpm4DJJUuvslTyuKrQKSc34PfAR4i+vbyMOADsSpyePC4iDvQ7mp8njTtgdQWqXVp3bNV7bpc4RMs97B1jG63ZJGWBJUr6mJI/LC61CUrP+BXhsB7dxfPJ4VxPLLgMW9ltPUuu14tyu8doudY4jksctDBxee90uKQMsScpX7X9plxVahaQ81X5ZfqTJ5Wv/23vEoEtJKguv7VLneEPyeBOwYYBlvG6XlAGWJOVr7+RxaaFVSMpT7e5Fi5tcvrbcAW2oRVLreW2XOsOxwJuS55cOspzX7ZIaU3QBktRl9kke5wCrgRXE23bfAvwAeKaguiS1z67JY7Pj49SW23XQpSSVhdd2qfwmArOJGciPgbmDLOt1u6RsgSVJ+VsCbCXexvtI4GzgC8BTwPeBfYsrTVKLjSYO7Aqwucl1NiWP/iIsdQ6v7VJ5jSWeh8cAjwJ/O8iyXrdLzABLkvL1UuL/1O4C7AGcCnwAuJl4wXwLMB94QVEFSmqbMPQidcv1tKsQSS3ltV0qrzHAtcCZwBrgNcDKJtf1ul0yBliSVJxVwK3A54m33X0p8S4mk4GfE5s6S+psvaT/gzu+yXV2Th7Xtb4cSW3mtV0qjzHEllevB9YDZwEPDLGO1+0SM8CSpPKYR/xldwOxq8E/FluOpBap/UI7qcnla8utb0MtkvLltV0qRi28eiOwEZgB/LbJdb1ul5QBliSVy+PAt5PnbyywDkmtsyh5bHYMnNpyC9tQi6T8eW2X8vct4vm2GXgdcNMw1vW6XVIGWJJUPr9JHo8ljp0hqbM9kjwe0eTyteUeGXQpSZ3Ea7uUn4uAtwHbgDcBvxzm+l63S8oAS5LKZ1nyOIrmmy5LKq/5yeNJTSw7GTio33qSOp/XdikfrwUuTp6/B/jJCLbhdbukDLAkqXxqv9gGYHWRhUhqiV8lj4cx9P/mnpU8biZtsSGp83ltl9pvIvCvxLsBfg346gi343W7pAywJKl8piWP84l3QpHU2W4Fnk2ezxxi2XOSx7nEQZ8lVYPXdqn93k0cj+oJ4H07sB2v25IkNeFg4i24A/CRgmuR1Ni7iOfovGGsc2GyzlrggAGWOStZJhDvWiYpXyM5t5vhtV3Kx+PE8+wfWrAtr9uSpK61D/B+YO9BljmD+D9GAVhAbAYtqXxG8kfuROCxZL27gP37vX4q8Fzy+kjG65C044Z7bnttl8rjcNIw6cgWbM/rdgmNKboASeoSfwl8Dvgs8ABwL7A8eW0K8D+AQ5KfnwTOJP6Pj6RqWAucDfwXcCLwEPBT4q26jwb+J3Foh0eAdxRSoaTh8toulcehmee3EYOlZuw+wHyv25KkrvUiYA5xgMcwwLQGuBTYo6AaJTVnR7oZHQX8N9uf/73AdXj+S0Ua7rnttV0qj9cx8Hk42DQUr9sl0lN0AZLUZXYGphIvhpOJ/w6vBO4n/m/RluJKk5Sjk4n/FkwGFgM3E7sXSeo8Xtul6vO6LUmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSpB2zK/BPwDxgJbANWAs8DFwLvA3oabDeMcAVwG3AcmALsBF4ErgGmNbEvluxDUmSJEmSJFXY84HHgJCZ1gO9mZ8XDrDuuf3W2wb09Zv32SH234ptSJIkSZIkqaJGAXcTQ6KHgNcSW2PVHAi8HfjAAOsfDVwAHA/snMwbAxwHfIM0gPqrQWpoxTYkSZIkSZJUUdOI4dAGYL82bP9ryfbvKXgbkiRJkiRJ6lDnEMOhP7Zp+4eQtqDap8BtSJIkDWlU0QVIkiSpoeeSx0OACW3Y/hPApuT5EQVuQ5IkaUgGWJIkSeV0IzHEmki82+CUNuxjefI4seBtSJIkDWpM0QVIkiSpobXA24D/AM4EHgW+AvwrsKjJbRwEvBl4CXA4MIl4J8GngTuAXZLlBvtPzVZsQ5IkSZIkSRV2JPBr0rGmtgLXAS8dYr2PA5sz6w02ndXGbUiSJEmSJKlLvBD4LvWB0n8C+zdY9qOZZX4A/AVxkPVxwE7EVlVvAlYxcPjUim1IkiRJkiSpC+0DfJrYxTAAT1I/PtYk4sDqAbhoiG09QePwqRXbkCRJkiRJUpc7FHiKGB59JTN/RjJvLbGl1GCeoHH41IptSJIktYyDbUqSJHWmBcDlyfMzMvNrrbEWE7sbjkQrtiFJktQyBliSJEmd68nkcbfMvOeSx+cBo0e43VZsQ5IkqWUMsCRJkjrX6cnjo5l5txC79E0C3jbC7bZiG5IkSZIkSaq4FwPXA38DHEz6H4+7Ay8HvkN6l8CZ/da9Kpm/BfgCcAIwIfP6ROA44FkGHr+qFduQJEmSJElShX2GNKAKQB+wtcG8SxqsOxH4r37LBuJ4Vr0N5jcKn1qxDUmSpJZwTANJkqRyegBYCowDxifTaOKdAR8EfgicD1zTYN0txBZUDyfrTSDeTXAUsB5YBNwD/AL4BvArYGMbtiFJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkiRJkqT/3x4cEAAAAAAI+f+6IQEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAABGAk9v4Cu7EAU+AAAAAElFTkSuQmCC)
class(s2) <- c("lm","segmented")
par(mfrow=c(2,2)); plot(s2); layout(1)
![](data:image/png;base64,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pureErrorAnova(s2)
## Analysis of Variance Table
##
## Response: lpeso
## Df Sum Sq Mean Sq F value Pr(>F)
## saa 1 41.997 41.997 6004.8198 < 2e-16 ***
## U1.saa 1 0.021 0.021 2.9787 0.08627 .
## U2.saa 1 0.871 0.871 124.4906 < 2e-16 ***
## psi1.saa 1 0.000 0.000 0.0289 0.86519
## psi2.saa 1 0.000 0.000 0.0023 0.96175
## Residuals 168 1.158 0.007
## Lack of fit 6 0.025 0.004 0.6053 0.72580
## Pure Error 162 1.133 0.007
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Requer um ponto de quebra a mais?
anova(s1, s2)
## Analysis of Variance Table
##
## Model 1: lpeso ~ saa + U1.saa + psi1.saa
## Model 2: lpeso ~ saa + U1.saa + U2.saa + psi1.saa + psi2.saa
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 170 1.7306
## 2 168 1.1584 2 0.57223 41.494 2.265e-15 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##-----------------------------------------------------------------------------
## Predição.
## er <- extendrange(goi$saa, f=0.1)
## pred <- data.frame(saa=seq(er[1], er[2], l=50))
## pred <- cbind(pred, predict(s2, newdata=pred, interval="confidence"))
## Declarar o modelo com a nls para fazer bandas de predição.
slope(s2)
## $saa
## Est. St.Err. t value CI(95%).l CI(95%).u
## slope1 0.07387 0.002382 31.0100 0.06917 0.07857
## slope2 0.14940 0.015160 9.8570 0.11950 0.17940
## slope3 -0.01218 0.017290 -0.7048 -0.04631 0.02194
str(goi)
## 'data.frame': 174 obs. of 10 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 ...
## $ lpeso : num 0.823 0.93 0.997 0.961 0.881 ...
## $ saa : num 1.86 1.86 1.86 1.86 1.86 ...
model <- lpeso~b0+b1*saa+b2*(saa-xb1)*(saa>xb1)+b3*(saa-xb2)*(saa>xb2)
start <- list(b0=c(0.9, 0.5, 1.2), b1=c(0.07, 0.05, 0.2),
b2=c(0.1, -0.2, 0.2), b3=c(0.1, -0.2, 0.2),
xb1=c(10, 5, 15), xb2=c(17, 15, 20))
## rp.nls(model=model, start=start, data=goi)
## summary(rp.fit)
## dput(as.list(round(coef(rp.fit),3)))
start <- list(b0 = 0.793, b1 = 0.073, b2 = 0.067, xb1 = 12.496,
b3 = -0.154, xb2 = 16.856)
n0 <- nls(model, data=goi, start=start)
##-----------------------------------------------------------------------------
## Predição.
f <- function(th, saa){
y <- th["b0"]+th["b1"]*saa+
th["b2"]*(saa-th["xb1"])*(saa>th["xb1"])+
th["b3"]*(saa-th["xb2"])*(saa>th["xb2"])
return(y)
}
er <- extendrange(goi$saa, f=0.1)
pred <- data.frame(saa=seq(er[1], er[2], l=100))
pred$y <- f(coef(n0), saa=pred$saa)
F <- rootSolve::gradient(f=f, x=coef(n0),
saa=pred$saa)
U <- chol(vcov(n0))
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 6 variables:
## $ saa: num 0.0714 0.2879 0.5043 0.7208 0.9372 ...
## $ y : num 0.799 0.814 0.83 0.846 0.862 ...
## $ se : num 0.0214 0.0208 0.0202 0.0196 0.019 ...
## $ lwr: num 0.757 0.774 0.791 0.808 0.825 ...
## $ fit: num 0.799 0.814 0.83 0.846 0.862 ...
## $ upr: num 0.84 0.855 0.87 0.884 0.899 ...
p1 <- xyplot(log10(peso)~saa, data=goi,
ylab="log 10 do peso do fruto (g)",
xlab="Dias após antese")
p2 <- xyplot(fit~saa, data=pred, type="l",
ly=pred$lwr, uy=pred$upr, cty="bands",
prepanel=prepanel.cbH, panel=panel.cbH)
p1+as.layer(p2, under=TRUE)+
layer(panel.abline(v=coef(n0)[c("xb1","xb2")], lty=2))
![](data:image/png;base64,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)
##-----------------------------------------------------------------------------
## Informações da sessão.
Sys.time()
## [1] "2014-12-11 21:06:13 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] grid stats graphics grDevices utils datasets base
##
## other attached packages:
## [1] wzRfun_0.4 segmented_0.5-0.0 nlme_3.1-118 reshape_0.8.5
## [5] plyr_1.8.1 alr3_2.0.5 car_2.0-22 gridExtra_0.9.1
## [9] latticeExtra_0.6-26 RColorBrewer_1.0-5 lattice_0.20-29 rmarkdown_0.3.3
## [13] knitr_1.8
##
## loaded via a namespace (and not attached):
## [1] digest_0.6.4 doBy_4.5-12 evaluate_0.5.5 formatR_1.0
## [5] htmltools_0.2.6 MASS_7.3-35 Matrix_1.1-4 methods_3.1.2
## [9] multcomp_1.3-7 mvtnorm_1.0-1 nnet_7.3-8 Rcpp_0.11.3
## [13] rootSolve_1.6.5.1 sandwich_2.3-2 splines_3.1.2 stringr_0.6.2
## [17] survival_2.37-7 TH.data_1.0-5 tools_3.1.2 yaml_2.1.13
## [21] zoo_1.7-11