Métodos de seleção de variáveis
##=============================================================================
## 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", "doBy", "multcomp", "asbio", "wzRfun")
sapply(pkg, require, character.only=TRUE)
## lattice latticeExtra gridExtra car alr3 plyr
## TRUE TRUE TRUE TRUE TRUE TRUE
## reshape doBy multcomp asbio wzRfun
## TRUE TRUE TRUE TRUE TRUE
trellis.device(color=FALSE)
Stepwise
##-----------------------------------------------------------------------------
## Dados.
url <- "http://www.leg.ufpr.br/~walmes/data/areafoliarUva.txt"
uva <- read.table(url, header=TRUE, sep="\t", stringsAsFactors=FALSE)
uva$cult <- factor(uva$cult)
str(uva)
## 'data.frame': 300 obs. of 9 variables:
## $ id : chr "malbec_1.jpg" "malbec_10.jpg" "malbec_11.jpg" "malbec_12.jpg" ...
## $ cult: Factor w/ 3 levels "malbec","merlot",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ area: num 100.8 85.8 119.5 137 84.7 ...
## $ mc : num 12 11.5 12.5 15.5 10 12 15.5 17.5 13.5 13.3 ...
## $ nc : num 7.5 9 8.5 10 7 8.5 11 13 10 9.5 ...
## $ ml : num 12.8 10.5 13 14.4 11 12 14 14 12 15 ...
## $ nld : num 6.4 8.5 8.6 9 6.5 9 10 9.5 9 9.2 ...
## $ nle : num 7.5 7 9 10 7 8.2 11 11 8.5 8.3 ...
## $ cll : num 9.5 9.5 10.2 12 7.5 8.9 13.5 10.8 9.7 10.3 ...
##-----------------------------------------------------------------------------
## Comprimento da nervura lateral: média dos lados direito e esquerdo.
uva$nl <- with(uva, apply(cbind(nld, nle), 1, mean))
uva <- subset(uva, select=-c(nld, nle))
str(uva)
## 'data.frame': 300 obs. of 8 variables:
## $ id : chr "malbec_1.jpg" "malbec_10.jpg" "malbec_11.jpg" "malbec_12.jpg" ...
## $ cult: Factor w/ 3 levels "malbec","merlot",..: 1 1 1 1 1 1 1 1 1 1 ...
## $ area: num 100.8 85.8 119.5 137 84.7 ...
## $ mc : num 12 11.5 12.5 15.5 10 12 15.5 17.5 13.5 13.3 ...
## $ nc : num 7.5 9 8.5 10 7 8.5 11 13 10 9.5 ...
## $ ml : num 12.8 10.5 13 14.4 11 12 14 14 12 15 ...
## $ cll : num 9.5 9.5 10.2 12 7.5 8.9 13.5 10.8 9.7 10.3 ...
## $ nl : num 6.95 7.75 8.8 9.5 6.75 ...
##-----------------------------------------------------------------------------
## Ver.
## splom(uva[,3:8], groups=uva$cult)
Uva <- split(uva, f=uva$cult)
## str(Uva)
with(Uva[[1]], splom(cbind(area,mc,nc,ml,nl,cll)))
![](data:image/png;base64,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)
## with(Uva[[2]], splom(cbind(area,mc,nc,ml,nl,cll)))
## with(Uva[[3]], splom(cbind(area,mc,nc,ml,nl,cll)))
##-----------------------------------------------------------------------------
## Malbec.
mal <- subset(uva, cult=="malbec")
##-----------------------------------------------------------------------------
## Modelos.
## Apenas efeitos aditivos.
m0 <- lm(area~mc+ml+nc+nl+cll, data=mal)
## Diagnóstico.
par(mfrow=c(2,2)); plot(m0); layout(1)
![](data:image/png;base64,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)
## Transformação.
MASS::boxcox(m0); abline(v=0.5, col=2)
![](data:image/png;base64,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)
m1 <- update(m0, sqrt(area)~.)
par(mfrow=c(2,2)); plot(m1); layout(1)
![](data:image/png;base64,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)
## Inferência.
summary(m1)
##
## Call:
## lm(formula = sqrt(area) ~ mc + ml + nc + nl + cll, data = mal)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.84138 -0.23439 -0.02851 0.14774 1.87394
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.20824 0.16965 1.227 0.223
## mc 0.27039 0.04612 5.862 6.73e-08 ***
## ml 0.35067 0.03092 11.340 < 2e-16 ***
## nc 0.02091 0.04581 0.456 0.649
## nl 0.32234 0.07408 4.351 3.43e-05 ***
## cll -0.03684 0.03926 -0.938 0.350
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3698 on 94 degrees of freedom
## Multiple R-squared: 0.9784, Adjusted R-squared: 0.9773
## F-statistic: 853.3 on 5 and 94 DF, p-value: < 2.2e-16
vif(m1)
## mc ml nc nl cll
## 17.848533 5.518162 10.653027 15.858220 8.085096
##-----------------------------------------------------------------------------
## Não poderia tentar um modelo maior? Com interações e termos
## quadráticos, por exemplo?
## Modelo quadrático completo.
m2 <- update(m1, .~(mc+nc+ml+nl+cll)^2+
I(mc^2)+I(nc^2)+I(ml^2)+I(nl^2)+I(cll^2))
## Diagnóstico.
par(mfrow=c(2,2)); plot(m2); layout(1)
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
## Warning in sqrt(crit * p * (1 - hh)/hh): NaNs produced
![](data:image/png;base64,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)
## Altos leverages porque o modelo tem muitos termos. Simplificar o
## modelo.
summary(m2)
##
## Call:
## lm(formula = sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) +
## I(nc^2) + I(ml^2) + I(nl^2) + I(cll^2) + mc:nc + mc:ml +
## mc:nl + mc:cll + nc:ml + nc:nl + nc:cll + ml:nl + ml:cll +
## nl:cll, data = mal)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.54580 -0.17053 0.01312 0.13645 0.56176
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.455695 0.310257 1.469 0.14587
## mc 0.182184 0.264190 0.690 0.49247
## nc 0.226102 0.348965 0.648 0.51891
## ml 0.366351 0.148907 2.460 0.01607 *
## nl 1.226574 0.378141 3.244 0.00173 **
## cll -0.902841 0.201932 -4.471 2.57e-05 ***
## I(mc^2) 0.072435 0.039310 1.843 0.06913 .
## I(nc^2) 0.001509 0.023232 0.065 0.94838
## I(ml^2) 0.058711 0.018965 3.096 0.00272 **
## I(nl^2) -0.009540 0.080695 -0.118 0.90619
## I(cll^2) 0.032119 0.025333 1.268 0.20856
## mc:nc -0.041382 0.040880 -1.012 0.31450
## mc:ml -0.091415 0.037340 -2.448 0.01657 *
## mc:nl 0.003009 0.109233 0.028 0.97809
## mc:cll -0.030896 0.053601 -0.576 0.56598
## nc:ml 0.059610 0.048743 1.223 0.22499
## nc:nl -0.083565 0.119891 -0.697 0.48784
## nc:cll 0.018013 0.059472 0.303 0.76277
## ml:nl -0.068842 0.064273 -1.071 0.28739
## ml:cll -0.028612 0.028890 -0.990 0.32502
## nl:cll 0.094022 0.062817 1.497 0.13844
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2402 on 79 degrees of freedom
## Multiple R-squared: 0.9924, Adjusted R-squared: 0.9904
## F-statistic: 513.1 on 20 and 79 DF, p-value: < 2.2e-16
##-----------------------------------------------------------------------------
## Stepwise.
## Critério de AIC.
m3 <- step(m2, k=2)
## Start: AIC=-266.85
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2) + mc:nc + mc:ml + mc:nl + mc:cll + nc:ml +
## nc:nl + nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:nl 1 0.00004 4.5570 -268.85
## - I(nc^2) 1 0.00024 4.5572 -268.85
## - I(nl^2) 1 0.00081 4.5578 -268.83
## - nc:cll 1 0.00529 4.5623 -268.73
## - mc:cll 1 0.01917 4.5762 -268.43
## - nc:nl 1 0.02802 4.5850 -268.24
## - ml:cll 1 0.05658 4.6136 -267.62
## - mc:nc 1 0.05911 4.6161 -267.56
## - ml:nl 1 0.06618 4.6232 -267.41
## - nc:ml 1 0.08627 4.6433 -266.98
## <none> 4.5570 -266.85
## - I(cll^2) 1 0.09273 4.6497 -266.84
## - nl:cll 1 0.12923 4.6862 -266.05
## - I(mc^2) 1 0.19587 4.7529 -264.64
## - mc:ml 1 0.34573 4.9027 -261.54
## - I(ml^2) 1 0.55284 5.1098 -257.40
##
## Step: AIC=-268.85
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2) + mc:nc + mc:ml + mc:cll + nc:ml + nc:nl +
## nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(nc^2) 1 0.00022 4.5573 -270.85
## - I(nl^2) 1 0.00076 4.5578 -270.83
## - nc:cll 1 0.00528 4.5623 -270.73
## - mc:cll 1 0.01951 4.5766 -270.42
## - ml:cll 1 0.05870 4.6157 -269.57
## - nc:nl 1 0.06884 4.6259 -269.35
## - ml:nl 1 0.07461 4.6317 -269.23
## <none> 4.5570 -268.85
## - I(cll^2) 1 0.09269 4.6497 -268.84
## - nc:ml 1 0.09674 4.6538 -268.75
## - mc:nc 1 0.10526 4.6623 -268.57
## - nl:cll 1 0.12941 4.6865 -268.05
## - mc:ml 1 0.38703 4.9441 -262.70
## - I(ml^2) 1 0.58958 5.1466 -258.68
## - I(mc^2) 1 0.60915 5.1662 -258.30
##
## Step: AIC=-270.84
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(nl^2) +
## I(cll^2) + mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + nc:cll +
## ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(nl^2) 1 0.00087 4.5581 -272.82
## - nc:cll 1 0.00613 4.5634 -272.71
## - mc:cll 1 0.02110 4.5784 -272.38
## - ml:cll 1 0.05911 4.6164 -271.56
## - ml:nl 1 0.07439 4.6317 -271.23
## - nc:nl 1 0.07442 4.6317 -271.23
## <none> 4.5573 -270.85
## - I(cll^2) 1 0.09443 4.6517 -270.79
## - mc:nc 1 0.11328 4.6706 -270.39
## - nl:cll 1 0.12983 4.6871 -270.04
## - nc:ml 1 0.13125 4.6885 -270.00
## - mc:ml 1 0.51202 5.0693 -262.20
## - I(ml^2) 1 0.58939 5.1467 -260.68
## - I(mc^2) 1 0.86389 5.4212 -255.49
##
## Step: AIC=-272.83
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + nc:cll + ml:nl +
## ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - nc:cll 1 0.00738 4.5655 -274.66
## - mc:cll 1 0.02100 4.5791 -274.37
## - ml:cll 1 0.05974 4.6179 -273.52
## <none> 4.5581 -272.82
## - I(cll^2) 1 0.09907 4.6572 -272.68
## - mc:nc 1 0.12869 4.6868 -272.04
## - ml:nl 1 0.13044 4.6886 -272.00
## - nc:ml 1 0.13871 4.6969 -271.83
## - nc:nl 1 0.16108 4.7192 -271.35
## - nl:cll 1 0.17479 4.7329 -271.06
## - mc:ml 1 0.51177 5.0699 -264.19
## - I(ml^2) 1 0.61947 5.1776 -262.08
## - I(mc^2) 1 0.91497 5.4731 -256.53
##
## Step: AIC=-274.66
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + ml:nl + ml:cll +
## nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:cll 1 0.02169 4.5872 -276.19
## - ml:cll 1 0.07384 4.6394 -275.06
## <none> 4.5655 -274.66
## - I(cll^2) 1 0.09969 4.6652 -274.50
## - mc:nc 1 0.12428 4.6898 -273.98
## - ml:nl 1 0.13367 4.6992 -273.78
## - nc:nl 1 0.15570 4.7212 -273.31
## - nl:cll 1 0.16929 4.7348 -273.02
## - nc:ml 1 0.39676 4.9623 -268.33
## - I(ml^2) 1 0.65650 5.2220 -263.23
## - mc:ml 1 1.14985 5.7154 -254.20
## - I(mc^2) 1 1.49542 6.0610 -248.33
##
## Step: AIC=-276.19
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - ml:cll 1 0.07030 4.6575 -276.67
## - I(cll^2) 1 0.07811 4.6653 -276.50
## <none> 4.5872 -276.19
## - ml:nl 1 0.11425 4.7015 -275.73
## - mc:nc 1 0.14213 4.7294 -275.14
## - nl:cll 1 0.14783 4.7351 -275.02
## - nc:nl 1 0.14884 4.7361 -275.00
## - nc:ml 1 0.40464 4.9919 -269.74
## - I(ml^2) 1 0.64508 5.2323 -265.03
## - I(mc^2) 1 1.50089 6.0881 -249.88
## - mc:ml 1 1.51718 6.1044 -249.62
##
## Step: AIC=-276.67
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(cll^2) 1 0.03019 4.6877 -278.02
## <none> 4.6575 -276.67
## - ml:nl 1 0.09566 4.7532 -276.64
## - nl:cll 1 0.12936 4.7869 -275.93
## - nc:nl 1 0.13195 4.7895 -275.88
## - mc:nc 1 0.14474 4.8023 -275.61
## - nc:ml 1 0.34893 5.0065 -271.44
## - I(ml^2) 1 0.63604 5.2936 -265.87
## - I(mc^2) 1 1.54683 6.2044 -249.99
## - mc:ml 1 1.64835 6.3059 -248.37
##
## Step: AIC=-278.02
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:nc +
## mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## <none> 4.6877 -278.02
## - mc:nc 1 0.12074 4.8085 -277.48
## - ml:nl 1 0.16116 4.8489 -276.64
## - nc:nl 1 0.28518 4.9729 -274.12
## - nc:ml 1 0.50310 5.1908 -269.83
## - I(ml^2) 1 0.69800 5.3857 -266.14
## - I(mc^2) 1 1.52137 6.2091 -251.92
## - mc:ml 1 1.66571 6.3534 -249.62
## - nl:cll 1 1.71357 6.4013 -248.87
anova(m3)
## Analysis of Variance Table
##
## Response: sqrt(area)
## Df Sum Sq Mean Sq F value Pr(>F)
## mc 1 547.86 547.86 10050.9224 < 2.2e-16 ***
## nc 1 0.06 0.06 1.0534 0.307599
## ml 1 33.08 33.08 606.9500 < 2.2e-16 ***
## nl 1 2.48 2.48 45.4234 1.721e-09 ***
## cll 1 0.12 0.12 2.2097 0.140806
## I(mc^2) 1 0.40 0.40 7.2614 0.008472 **
## I(ml^2) 1 1.73 1.73 31.7438 2.181e-07 ***
## mc:nc 1 0.59 0.59 10.8010 0.001470 **
## mc:ml 1 2.91 2.91 53.3713 1.313e-10 ***
## nc:ml 1 0.82 0.82 14.9803 0.000211 ***
## nc:nl 1 0.01 0.01 0.1729 0.678578
## ml:nl 1 0.01 0.01 0.1131 0.737496
## nl:cll 1 1.71 1.71 31.4370 2.448e-07 ***
## Residuals 86 4.69 0.05
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## Critério de BIC.
m4 <- step(m2, k=log(nrow(mal)))
## Start: AIC=-212.14
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2) + mc:nc + mc:ml + mc:nl + mc:cll + nc:ml +
## nc:nl + nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:nl 1 0.00004 4.5570 -216.75
## - I(nc^2) 1 0.00024 4.5572 -216.74
## - I(nl^2) 1 0.00081 4.5578 -216.73
## - nc:cll 1 0.00529 4.5623 -216.63
## - mc:cll 1 0.01917 4.5762 -216.33
## - nc:nl 1 0.02802 4.5850 -216.13
## - ml:cll 1 0.05658 4.6136 -215.51
## - mc:nc 1 0.05911 4.6161 -215.46
## - ml:nl 1 0.06618 4.6232 -215.31
## - nc:ml 1 0.08627 4.6433 -214.87
## - I(cll^2) 1 0.09273 4.6497 -214.73
## - nl:cll 1 0.12923 4.6862 -213.95
## - I(mc^2) 1 0.19587 4.7529 -212.54
## <none> 4.5570 -212.14
## - mc:ml 1 0.34573 4.9027 -209.43
## - I(ml^2) 1 0.55284 5.1098 -205.30
##
## Step: AIC=-216.75
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2) + mc:nc + mc:ml + mc:cll + nc:ml + nc:nl +
## nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(nc^2) 1 0.00022 4.5573 -221.35
## - I(nl^2) 1 0.00076 4.5578 -221.34
## - nc:cll 1 0.00528 4.5623 -221.24
## - mc:cll 1 0.01951 4.5766 -220.92
## - ml:cll 1 0.05870 4.6157 -220.07
## - nc:nl 1 0.06884 4.6259 -219.85
## - ml:nl 1 0.07461 4.6317 -219.73
## - I(cll^2) 1 0.09269 4.6497 -219.34
## - nc:ml 1 0.09674 4.6538 -219.25
## - mc:nc 1 0.10526 4.6623 -219.07
## - nl:cll 1 0.12941 4.6865 -218.55
## <none> 4.5570 -216.75
## - mc:ml 1 0.38703 4.9441 -213.20
## - I(ml^2) 1 0.58958 5.1466 -209.19
## - I(mc^2) 1 0.60915 5.1662 -208.81
##
## Step: AIC=-221.35
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(nl^2) +
## I(cll^2) + mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + nc:cll +
## ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(nl^2) 1 0.00087 4.5581 -225.93
## - nc:cll 1 0.00613 4.5634 -225.82
## - mc:cll 1 0.02110 4.5784 -225.49
## - ml:cll 1 0.05911 4.6164 -224.66
## - ml:nl 1 0.07439 4.6317 -224.33
## - nc:nl 1 0.07442 4.6317 -224.33
## - I(cll^2) 1 0.09443 4.6517 -223.90
## - mc:nc 1 0.11328 4.6706 -223.50
## - nl:cll 1 0.12983 4.6871 -223.14
## - nc:ml 1 0.13125 4.6885 -223.11
## <none> 4.5573 -221.35
## - mc:ml 1 0.51202 5.0693 -215.30
## - I(ml^2) 1 0.58939 5.1467 -213.79
## - I(mc^2) 1 0.86389 5.4212 -208.59
##
## Step: AIC=-225.93
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + nc:cll + ml:nl +
## ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - nc:cll 1 0.00738 4.5655 -230.38
## - mc:cll 1 0.02100 4.5791 -230.08
## - ml:cll 1 0.05974 4.6179 -229.24
## - I(cll^2) 1 0.09907 4.6572 -228.39
## - mc:nc 1 0.12869 4.6868 -227.75
## - ml:nl 1 0.13044 4.6886 -227.72
## - nc:ml 1 0.13871 4.6969 -227.54
## - nc:nl 1 0.16108 4.7192 -227.06
## - nl:cll 1 0.17479 4.7329 -226.77
## <none> 4.5581 -225.93
## - mc:ml 1 0.51177 5.0699 -219.90
## - I(ml^2) 1 0.61947 5.1776 -217.79
## - I(mc^2) 1 0.91497 5.4731 -212.24
##
## Step: AIC=-230.38
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + ml:nl + ml:cll +
## nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:cll 1 0.02169 4.5872 -234.51
## - ml:cll 1 0.07384 4.6394 -233.38
## - I(cll^2) 1 0.09969 4.6652 -232.82
## - mc:nc 1 0.12428 4.6898 -232.29
## - ml:nl 1 0.13367 4.6992 -232.09
## - nc:nl 1 0.15570 4.7212 -231.63
## - nl:cll 1 0.16929 4.7348 -231.34
## <none> 4.5655 -230.38
## - nc:ml 1 0.39676 4.9623 -226.65
## - I(ml^2) 1 0.65650 5.2220 -221.55
## - mc:ml 1 1.14985 5.7154 -212.52
## - I(mc^2) 1 1.49542 6.0610 -206.65
##
## Step: AIC=-234.51
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - ml:cll 1 0.07030 4.6575 -237.59
## - I(cll^2) 1 0.07811 4.6653 -237.42
## - ml:nl 1 0.11425 4.7015 -236.65
## - mc:nc 1 0.14213 4.7294 -236.06
## - nl:cll 1 0.14783 4.7351 -235.94
## - nc:nl 1 0.14884 4.7361 -235.92
## <none> 4.5872 -234.51
## - nc:ml 1 0.40464 4.9919 -230.66
## - I(ml^2) 1 0.64508 5.2323 -225.95
## - I(mc^2) 1 1.50089 6.0881 -210.81
## - mc:ml 1 1.51718 6.1044 -210.54
##
## Step: AIC=-237.59
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(cll^2) 1 0.03019 4.6877 -241.55
## - ml:nl 1 0.09566 4.7532 -240.16
## - nl:cll 1 0.12936 4.7869 -239.46
## - nc:nl 1 0.13195 4.7895 -239.40
## - mc:nc 1 0.14474 4.8023 -239.14
## <none> 4.6575 -237.59
## - nc:ml 1 0.34893 5.0065 -234.97
## - I(ml^2) 1 0.63604 5.2936 -229.40
## - I(mc^2) 1 1.54683 6.2044 -213.52
## - mc:ml 1 1.64835 6.3059 -211.90
##
## Step: AIC=-241.55
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:nc +
## mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:nc 1 0.12074 4.8085 -243.61
## - ml:nl 1 0.16116 4.8489 -242.78
## <none> 4.6877 -241.55
## - nc:nl 1 0.28518 4.9729 -240.25
## - nc:ml 1 0.50310 5.1908 -235.96
## - I(ml^2) 1 0.69800 5.3857 -232.28
## - I(mc^2) 1 1.52137 6.2091 -218.05
## - mc:ml 1 1.66571 6.3534 -215.75
## - nl:cll 1 1.71357 6.4013 -215.00
##
## Step: AIC=-243.61
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:ml +
## nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - ml:nl 1 0.08114 4.8896 -246.54
## <none> 4.8085 -243.61
## - nc:ml 1 0.46374 5.2722 -239.01
## - I(ml^2) 1 0.63334 5.4418 -235.84
## - nc:nl 1 0.90355 5.7120 -231.00
## - nl:cll 1 1.88232 6.6908 -215.18
## - mc:ml 1 1.95782 6.7663 -214.06
## - I(mc^2) 1 2.32931 7.1378 -208.72
##
## Step: AIC=-246.54
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:ml +
## nc:ml + nc:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## <none> 4.8896 -246.54
## - nc:ml 1 0.6152 5.5048 -239.30
## - I(ml^2) 1 1.0318 5.9214 -232.00
## - nc:nl 1 1.5783 6.4679 -223.18
## - nl:cll 1 1.8375 6.7271 -219.25
## - mc:ml 1 3.8024 8.6920 -193.62
## - I(mc^2) 1 4.3803 9.2699 -187.18
m4 <- step(m2, k=12)
## Start: AIC=-56.85
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2) + mc:nc + mc:ml + mc:nl + mc:cll + nc:ml +
## nc:nl + nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:nl 1 0.00004 4.5570 -68.850
## - I(nc^2) 1 0.00024 4.5572 -68.845
## - I(nl^2) 1 0.00081 4.5578 -68.833
## - nc:cll 1 0.00529 4.5623 -68.734
## - mc:cll 1 0.01917 4.5762 -68.431
## - nc:nl 1 0.02802 4.5850 -68.237
## - ml:cll 1 0.05658 4.6136 -67.617
## - mc:nc 1 0.05911 4.6161 -67.562
## - ml:nl 1 0.06618 4.6232 -67.409
## - nc:ml 1 0.08627 4.6433 -66.975
## - I(cll^2) 1 0.09273 4.6497 -66.836
## - nl:cll 1 0.12923 4.6862 -66.054
## - I(mc^2) 1 0.19587 4.7529 -64.642
## - mc:ml 1 0.34573 4.9027 -61.538
## - I(ml^2) 1 0.55284 5.1098 -57.400
## <none> 4.5570 -56.850
##
## Step: AIC=-68.85
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2) + mc:nc + mc:ml + mc:cll + nc:ml + nc:nl +
## nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(nc^2) 1 0.00022 4.5573 -80.845
## - I(nl^2) 1 0.00076 4.5578 -80.833
## - nc:cll 1 0.00528 4.5623 -80.734
## - mc:cll 1 0.01951 4.5766 -80.422
## - ml:cll 1 0.05870 4.6157 -79.570
## - nc:nl 1 0.06884 4.6259 -79.350
## - ml:nl 1 0.07461 4.6317 -79.225
## - I(cll^2) 1 0.09269 4.6497 -78.836
## - nc:ml 1 0.09674 4.6538 -78.749
## - mc:nc 1 0.10526 4.6623 -78.566
## - nl:cll 1 0.12941 4.6865 -78.049
## - mc:ml 1 0.38703 4.9441 -72.698
## <none> 4.5570 -68.850
## - I(ml^2) 1 0.58958 5.1466 -68.683
## - I(mc^2) 1 0.60915 5.1662 -68.303
##
## Step: AIC=-80.84
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(nl^2) +
## I(cll^2) + mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + nc:cll +
## ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(nl^2) 1 0.00087 4.5581 -92.825
## - nc:cll 1 0.00613 4.5634 -92.710
## - mc:cll 1 0.02110 4.5784 -92.383
## - ml:cll 1 0.05911 4.6164 -91.556
## - ml:nl 1 0.07439 4.6317 -91.225
## - nc:nl 1 0.07442 4.6317 -91.225
## - I(cll^2) 1 0.09443 4.6517 -90.794
## - mc:nc 1 0.11328 4.6706 -90.389
## - nl:cll 1 0.12983 4.6871 -90.036
## - nc:ml 1 0.13125 4.6885 -90.005
## - mc:ml 1 0.51202 5.0693 -82.197
## <none> 4.5573 -80.845
## - I(ml^2) 1 0.58939 5.1467 -80.682
## - I(mc^2) 1 0.86389 5.4212 -75.486
##
## Step: AIC=-92.83
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + nc:cll + ml:nl +
## ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - nc:cll 1 0.00738 4.5655 -104.664
## - mc:cll 1 0.02100 4.5791 -104.366
## - ml:cll 1 0.05974 4.6179 -103.523
## - I(cll^2) 1 0.09907 4.6572 -102.675
## - mc:nc 1 0.12869 4.6868 -102.041
## - ml:nl 1 0.13044 4.6886 -102.004
## - nc:ml 1 0.13871 4.6969 -101.828
## - nc:nl 1 0.16108 4.7192 -101.352
## - nl:cll 1 0.17479 4.7329 -101.062
## - mc:ml 1 0.51177 5.0699 -94.185
## <none> 4.5581 -92.825
## - I(ml^2) 1 0.61947 5.1776 -92.083
## - I(mc^2) 1 0.91497 5.4731 -86.532
##
## Step: AIC=-104.66
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + ml:nl + ml:cll +
## nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:cll 1 0.02169 4.5872 -116.190
## - ml:cll 1 0.07384 4.6394 -115.059
## - I(cll^2) 1 0.09969 4.6652 -114.504
## - mc:nc 1 0.12428 4.6898 -113.978
## - ml:nl 1 0.13367 4.6992 -113.778
## - nc:nl 1 0.15570 4.7212 -113.310
## - nl:cll 1 0.16929 4.7348 -113.023
## - nc:ml 1 0.39676 4.9623 -108.330
## <none> 4.5655 -104.664
## - I(ml^2) 1 0.65650 5.2220 -103.228
## - mc:ml 1 1.14985 5.7154 -94.201
## - I(mc^2) 1 1.49542 6.0610 -88.330
##
## Step: AIC=-116.19
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - ml:cll 1 0.07030 4.6575 -126.669
## - I(cll^2) 1 0.07811 4.6653 -126.501
## - ml:nl 1 0.11425 4.7015 -125.729
## - mc:nc 1 0.14213 4.7294 -125.138
## - nl:cll 1 0.14783 4.7351 -125.018
## - nc:nl 1 0.14884 4.7361 -124.996
## - nc:ml 1 0.40464 4.9919 -119.736
## <none> 4.5872 -116.190
## - I(ml^2) 1 0.64508 5.2323 -115.032
## - I(mc^2) 1 1.50089 6.0881 -99.883
## - mc:ml 1 1.51718 6.1044 -99.616
##
## Step: AIC=-126.67
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(cll^2) 1 0.03019 4.6877 -138.02
## - ml:nl 1 0.09566 4.7532 -136.64
## - nl:cll 1 0.12936 4.7869 -135.93
## - nc:nl 1 0.13195 4.7895 -135.88
## - mc:nc 1 0.14474 4.8023 -135.61
## - nc:ml 1 0.34893 5.0065 -131.44
## <none> 4.6575 -126.67
## - I(ml^2) 1 0.63604 5.2936 -125.87
## - I(mc^2) 1 1.54683 6.2044 -109.99
## - mc:ml 1 1.64835 6.3059 -108.37
##
## Step: AIC=-138.02
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:nc +
## mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:nc 1 0.12074 4.8085 -147.48
## - ml:nl 1 0.16116 4.8489 -146.64
## - nc:nl 1 0.28518 4.9729 -144.12
## - nc:ml 1 0.50310 5.1908 -139.83
## <none> 4.6877 -138.02
## - I(ml^2) 1 0.69800 5.3857 -136.14
## - I(mc^2) 1 1.52137 6.2091 -121.92
## - mc:ml 1 1.66571 6.3534 -119.62
## - nl:cll 1 1.71357 6.4013 -118.87
##
## Step: AIC=-147.48
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:ml +
## nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - ml:nl 1 0.08114 4.8896 -157.81
## - nc:ml 1 0.46374 5.2722 -150.27
## <none> 4.8085 -147.48
## - I(ml^2) 1 0.63334 5.4418 -147.11
## - nc:nl 1 0.90355 5.7120 -142.26
## - nl:cll 1 1.88232 6.6908 -126.44
## - mc:ml 1 1.95782 6.7663 -125.32
## - I(mc^2) 1 2.32931 7.1378 -119.98
##
## Step: AIC=-157.81
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:ml +
## nc:ml + nc:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - nc:ml 1 0.6152 5.5048 -157.96
## <none> 4.8896 -157.81
## - I(ml^2) 1 1.0318 5.9214 -150.66
## - nc:nl 1 1.5783 6.4679 -141.83
## - nl:cll 1 1.8375 6.7271 -137.90
## - mc:ml 1 3.8024 8.6920 -112.28
## - I(mc^2) 1 4.3803 9.2699 -105.84
##
## Step: AIC=-157.95
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:ml +
## nc:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## <none> 5.5048 -157.96
## - nc:nl 1 1.0120 6.5168 -153.08
## - I(ml^2) 1 1.3041 6.8089 -148.69
## - nl:cll 1 1.7846 7.2894 -141.88
## - I(mc^2) 1 3.8417 9.3465 -117.02
## - mc:ml 1 4.2401 9.7449 -112.84
anova(m4)
## Analysis of Variance Table
##
## Response: sqrt(area)
## Df Sum Sq Mean Sq F value Pr(>F)
## mc 1 547.86 547.86 8857.5924 < 2.2e-16 ***
## nc 1 0.06 0.06 0.9283 0.33790
## ml 1 33.08 33.08 534.8878 < 2.2e-16 ***
## nl 1 2.48 2.48 40.0304 9.822e-09 ***
## cll 1 0.12 0.12 1.9473 0.16635
## I(mc^2) 1 0.40 0.40 6.3993 0.01318 *
## I(ml^2) 1 1.73 1.73 27.9749 8.717e-07 ***
## mc:ml 1 3.43 3.43 55.5113 5.737e-11 ***
## nc:nl 1 0.01 0.01 0.1368 0.71239
## nl:cll 1 1.78 1.78 28.8528 6.183e-07 ***
## Residuals 89 5.50 0.06
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary(m4)
##
## Call:
## lm(formula = sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) +
## I(ml^2) + mc:ml + nc:nl + nl:cll, data = mal)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.55490 -0.19004 0.04119 0.16520 0.61451
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.798594 0.285393 2.798 0.006298 **
## mc -0.109223 0.200735 -0.544 0.587723
## nc 0.961161 0.229840 4.182 6.76e-05 ***
## ml 0.642210 0.105488 6.088 2.84e-08 ***
## nl 0.308865 0.155011 1.993 0.049377 *
## cll -0.863242 0.165664 -5.211 1.21e-06 ***
## I(mc^2) 0.052710 0.006688 7.881 7.61e-12 ***
## I(ml^2) 0.036515 0.007952 4.592 1.44e-05 ***
## mc:ml -0.090003 0.010870 -8.280 1.16e-12 ***
## nc:nl -0.103543 0.025598 -4.045 0.000111 ***
## nl:cll 0.098658 0.018367 5.371 6.18e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2487 on 89 degrees of freedom
## Multiple R-squared: 0.9908, Adjusted R-squared: 0.9897
## F-statistic: 955.4 on 10 and 89 DF, p-value: < 2.2e-16
par(mfrow=c(2,2)); plot(m4); layout(1)
![](data:image/png;base64,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)
## k maior que log(nrow(mal)).
step(m2, k=6)
## Start: AIC=-182.85
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2) + mc:nc + mc:ml + mc:nl + mc:cll + nc:ml +
## nc:nl + nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:nl 1 0.00004 4.5570 -188.85
## - I(nc^2) 1 0.00024 4.5572 -188.84
## - I(nl^2) 1 0.00081 4.5578 -188.83
## - nc:cll 1 0.00529 4.5623 -188.73
## - mc:cll 1 0.01917 4.5762 -188.43
## - nc:nl 1 0.02802 4.5850 -188.24
## - ml:cll 1 0.05658 4.6136 -187.62
## - mc:nc 1 0.05911 4.6161 -187.56
## - ml:nl 1 0.06618 4.6232 -187.41
## - nc:ml 1 0.08627 4.6433 -186.97
## - I(cll^2) 1 0.09273 4.6497 -186.84
## - nl:cll 1 0.12923 4.6862 -186.05
## - I(mc^2) 1 0.19587 4.7529 -184.64
## <none> 4.5570 -182.85
## - mc:ml 1 0.34573 4.9027 -181.54
## - I(ml^2) 1 0.55284 5.1098 -177.40
##
## Step: AIC=-188.85
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2) + mc:nc + mc:ml + mc:cll + nc:ml + nc:nl +
## nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(nc^2) 1 0.00022 4.5573 -194.84
## - I(nl^2) 1 0.00076 4.5578 -194.83
## - nc:cll 1 0.00528 4.5623 -194.73
## - mc:cll 1 0.01951 4.5766 -194.42
## - ml:cll 1 0.05870 4.6157 -193.57
## - nc:nl 1 0.06884 4.6259 -193.35
## - ml:nl 1 0.07461 4.6317 -193.22
## - I(cll^2) 1 0.09269 4.6497 -192.84
## - nc:ml 1 0.09674 4.6538 -192.75
## - mc:nc 1 0.10526 4.6623 -192.57
## - nl:cll 1 0.12941 4.6865 -192.05
## <none> 4.5570 -188.85
## - mc:ml 1 0.38703 4.9441 -186.70
## - I(ml^2) 1 0.58958 5.1466 -182.68
## - I(mc^2) 1 0.60915 5.1662 -182.30
##
## Step: AIC=-194.84
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(nl^2) +
## I(cll^2) + mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + nc:cll +
## ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(nl^2) 1 0.00087 4.5581 -200.82
## - nc:cll 1 0.00613 4.5634 -200.71
## - mc:cll 1 0.02110 4.5784 -200.38
## - ml:cll 1 0.05911 4.6164 -199.56
## - ml:nl 1 0.07439 4.6317 -199.22
## - nc:nl 1 0.07442 4.6317 -199.22
## - I(cll^2) 1 0.09443 4.6517 -198.79
## - mc:nc 1 0.11328 4.6706 -198.39
## - nl:cll 1 0.12983 4.6871 -198.04
## - nc:ml 1 0.13125 4.6885 -198.00
## <none> 4.5573 -194.84
## - mc:ml 1 0.51202 5.0693 -190.20
## - I(ml^2) 1 0.58939 5.1467 -188.68
## - I(mc^2) 1 0.86389 5.4212 -183.49
##
## Step: AIC=-200.83
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + nc:cll + ml:nl +
## ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - nc:cll 1 0.00738 4.5655 -206.66
## - mc:cll 1 0.02100 4.5791 -206.37
## - ml:cll 1 0.05974 4.6179 -205.52
## - I(cll^2) 1 0.09907 4.6572 -204.68
## - mc:nc 1 0.12869 4.6868 -204.04
## - ml:nl 1 0.13044 4.6886 -204.00
## - nc:ml 1 0.13871 4.6969 -203.83
## - nc:nl 1 0.16108 4.7192 -203.35
## - nl:cll 1 0.17479 4.7329 -203.06
## <none> 4.5581 -200.82
## - mc:ml 1 0.51177 5.0699 -196.19
## - I(ml^2) 1 0.61947 5.1776 -194.08
## - I(mc^2) 1 0.91497 5.4731 -188.53
##
## Step: AIC=-206.66
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + ml:nl + ml:cll +
## nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:cll 1 0.02169 4.5872 -212.19
## - ml:cll 1 0.07384 4.6394 -211.06
## - I(cll^2) 1 0.09969 4.6652 -210.50
## - mc:nc 1 0.12428 4.6898 -209.98
## - ml:nl 1 0.13367 4.6992 -209.78
## - nc:nl 1 0.15570 4.7212 -209.31
## - nl:cll 1 0.16929 4.7348 -209.02
## <none> 4.5655 -206.66
## - nc:ml 1 0.39676 4.9623 -204.33
## - I(ml^2) 1 0.65650 5.2220 -199.23
## - mc:ml 1 1.14985 5.7154 -190.20
## - I(mc^2) 1 1.49542 6.0610 -184.33
##
## Step: AIC=-212.19
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - ml:cll 1 0.07030 4.6575 -216.67
## - I(cll^2) 1 0.07811 4.6653 -216.50
## - ml:nl 1 0.11425 4.7015 -215.73
## - mc:nc 1 0.14213 4.7294 -215.14
## - nl:cll 1 0.14783 4.7351 -215.02
## - nc:nl 1 0.14884 4.7361 -215.00
## <none> 4.5872 -212.19
## - nc:ml 1 0.40464 4.9919 -209.74
## - I(ml^2) 1 0.64508 5.2323 -205.03
## - I(mc^2) 1 1.50089 6.0881 -189.88
## - mc:ml 1 1.51718 6.1044 -189.62
##
## Step: AIC=-216.67
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(cll^2) 1 0.03019 4.6877 -222.02
## - ml:nl 1 0.09566 4.7532 -220.64
## - nl:cll 1 0.12936 4.7869 -219.93
## - nc:nl 1 0.13195 4.7895 -219.88
## - mc:nc 1 0.14474 4.8023 -219.61
## <none> 4.6575 -216.67
## - nc:ml 1 0.34893 5.0065 -215.44
## - I(ml^2) 1 0.63604 5.2936 -209.87
## - I(mc^2) 1 1.54683 6.2044 -193.99
## - mc:ml 1 1.64835 6.3059 -192.37
##
## Step: AIC=-222.02
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:nc +
## mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:nc 1 0.12074 4.8085 -225.48
## - ml:nl 1 0.16116 4.8489 -224.64
## - nc:nl 1 0.28518 4.9729 -222.12
## <none> 4.6877 -222.02
## - nc:ml 1 0.50310 5.1908 -217.83
## - I(ml^2) 1 0.69800 5.3857 -214.14
## - I(mc^2) 1 1.52137 6.2091 -199.92
## - mc:ml 1 1.66571 6.3534 -197.62
## - nl:cll 1 1.71357 6.4013 -196.87
##
## Step: AIC=-225.48
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:ml +
## nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - ml:nl 1 0.08114 4.8896 -229.81
## <none> 4.8085 -225.48
## - nc:ml 1 0.46374 5.2722 -222.27
## - I(ml^2) 1 0.63334 5.4418 -219.11
## - nc:nl 1 0.90355 5.7120 -214.26
## - nl:cll 1 1.88232 6.6908 -198.44
## - mc:ml 1 1.95782 6.7663 -197.32
## - I(mc^2) 1 2.32931 7.1378 -191.98
##
## Step: AIC=-229.81
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:ml +
## nc:ml + nc:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## <none> 4.8896 -229.81
## - nc:ml 1 0.6152 5.5048 -223.96
## - I(ml^2) 1 1.0318 5.9214 -216.66
## - nc:nl 1 1.5783 6.4679 -207.83
## - nl:cll 1 1.8375 6.7271 -203.90
## - mc:ml 1 3.8024 8.6920 -178.28
## - I(mc^2) 1 4.3803 9.2699 -171.84
##
## Call:
## lm(formula = sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) +
## I(ml^2) + mc:ml + nc:ml + nc:nl + nl:cll, data = mal)
##
## Coefficients:
## (Intercept) mc nc ml nl cll
## 0.69573 0.32544 0.23507 0.47770 0.72972 -0.86188
## I(mc^2) I(ml^2) mc:ml nc:ml nc:nl nl:cll
## 0.05808 0.03283 -0.12890 0.07700 -0.14639 0.10014
##-----------------------------------------------------------------------------
## Qual o melhor modelo partindo das interações duplas?
m5 <- update(m2, .~(mc+nc+ml+nl+cll)^2)
m5 <- step(m5, k=log(nrow(mal)))
## Start: AIC=-210.98
## sqrt(area) ~ mc + nc + ml + nl + cll + mc:nc + mc:ml + mc:nl +
## mc:cll + nc:ml + nc:nl + nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:cll 1 0.00040 5.8042 -215.58
## - nc:cll 1 0.00223 5.8061 -215.55
## - ml:nl 1 0.00504 5.8089 -215.50
## - nl:cll 1 0.02681 5.8306 -215.13
## <none> 5.8038 -210.98
## - ml:cll 1 0.28764 6.0915 -210.75
## - mc:nc 1 0.37047 6.1743 -209.40
## - nc:ml 1 0.56275 6.3666 -206.33
## - mc:nl 1 0.74116 6.5450 -203.57
## - nc:nl 1 0.96897 6.7728 -200.15
## - mc:ml 1 1.99222 7.7960 -186.08
##
## Step: AIC=-215.58
## sqrt(area) ~ mc + nc + ml + nl + cll + mc:nc + mc:ml + mc:nl +
## nc:ml + nc:nl + nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - nc:cll 1 0.0047 5.8089 -220.10
## - ml:nl 1 0.0082 5.8124 -220.04
## - nl:cll 1 0.0285 5.8328 -219.69
## <none> 5.8042 -215.58
## - ml:cll 1 0.3384 6.1426 -214.52
## - mc:nc 1 0.3859 6.1901 -213.75
## - nc:ml 1 0.7306 6.5348 -208.33
## - mc:nl 1 1.3568 7.1611 -199.18
## - nc:nl 1 1.9281 7.7324 -191.50
## - mc:ml 1 3.2034 9.0076 -176.24
##
## Step: AIC=-220.11
## sqrt(area) ~ mc + nc + ml + nl + cll + mc:nc + mc:ml + mc:nl +
## nc:ml + nc:nl + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - ml:nl 1 0.0046 5.8136 -224.63
## - nl:cll 1 0.0974 5.9063 -223.05
## <none> 5.8089 -220.10
## - ml:cll 1 0.3441 6.1531 -218.96
## - mc:nc 1 0.5055 6.3144 -216.37
## - nc:ml 1 0.8787 6.6876 -210.62
## - mc:nl 1 1.4031 7.2120 -203.07
## - nc:nl 1 1.9274 7.7364 -196.06
## - mc:ml 1 3.2269 9.0358 -180.53
##
## Step: AIC=-224.63
## sqrt(area) ~ mc + nc + ml + nl + cll + mc:nc + mc:ml + mc:nl +
## nc:ml + nc:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - nl:cll 1 0.0937 5.9073 -227.64
## <none> 5.8136 -224.63
## - ml:cll 1 0.4493 6.2628 -221.79
## - nc:ml 1 0.8893 6.7028 -215.00
## - mc:nc 1 0.8930 6.7066 -214.95
## - mc:nl 1 1.7463 7.5598 -202.97
## - nc:nl 1 1.9757 7.7892 -199.98
## - mc:ml 1 3.6427 9.4563 -180.59
##
## Step: AIC=-227.64
## sqrt(area) ~ mc + nc + ml + nl + cll + mc:nc + mc:ml + mc:nl +
## nc:ml + nc:nl + ml:cll
##
## Df Sum of Sq RSS AIC
## <none> 5.9073 -227.64
## - mc:nc 1 0.8025 6.7098 -219.50
## - nc:ml 1 0.8069 6.7142 -219.44
## - ml:cll 1 1.3442 7.2515 -211.74
## - mc:nl 1 1.8283 7.7355 -205.28
## - nc:nl 1 2.0702 7.9775 -202.20
## - mc:ml 1 3.8203 9.7276 -182.36
m6 <- update(m2, .~mc+nc+ml+nl+cll+
I(mc^2)+I(nc^2)+I(ml^2)+I(nl^2)+I(cll^2))
m6 <- step(m6, k=log(nrow(mal)))
## Start: AIC=-183.95
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2)
##
## Df Sum of Sq RSS AIC
## - mc 1 0.00060 9.5755 -188.54
## - I(mc^2) 1 0.13388 9.7088 -187.16
## - I(ml^2) 1 0.13549 9.7104 -187.15
## - nc 1 0.28772 9.8626 -185.59
## - I(nc^2) 1 0.34887 9.9238 -184.97
## - cll 1 0.36986 9.9448 -184.76
## - I(cll^2) 1 0.38788 9.9628 -184.58
## <none> 9.5749 -183.94
## - ml 1 0.79353 10.3685 -180.59
## - I(nl^2) 1 0.86751 10.4424 -179.88
## - nl 1 1.40576 10.9807 -174.85
##
## Step: AIC=-188.54
## sqrt(area) ~ nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2)
##
## Df Sum of Sq RSS AIC
## - I(ml^2) 1 0.1825 9.7580 -191.26
## - cll 1 0.3701 9.9456 -189.36
## - I(cll^2) 1 0.3885 9.9640 -189.17
## <none> 9.5755 -188.54
## - nc 1 0.5803 10.1559 -187.26
## - I(nc^2) 1 0.6956 10.2712 -186.14
## - I(nl^2) 1 0.8669 10.4425 -184.48
## - ml 1 1.1470 10.7225 -181.84
## - nl 1 1.4063 10.9818 -179.45
## - I(mc^2) 1 5.2718 14.8474 -149.29
##
## Step: AIC=-191.26
## sqrt(area) ~ nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(nl^2) +
## I(cll^2)
##
## Df Sum of Sq RSS AIC
## - I(cll^2) 1 0.4178 10.176 -191.67
## - cll 1 0.4248 10.183 -191.61
## <none> 9.758 -191.26
## - nc 1 0.6649 10.423 -189.28
## - I(nc^2) 1 0.7614 10.520 -188.35
## - I(nl^2) 1 2.7963 12.554 -170.67
## - nl 1 4.1070 13.865 -160.74
## - I(mc^2) 1 5.6184 15.376 -150.39
## - ml 1 9.2839 19.042 -129.01
##
## Step: AIC=-191.67
## sqrt(area) ~ nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(nl^2)
##
## Df Sum of Sq RSS AIC
## - cll 1 0.0075 10.183 -196.21
## <none> 10.176 -191.67
## - nc 1 1.4250 11.601 -183.17
## - I(nc^2) 1 1.5190 11.695 -182.37
## - I(nl^2) 1 2.4805 12.656 -174.47
## - nl 1 3.9786 14.155 -163.28
## - I(mc^2) 1 6.7216 16.898 -145.56
## - ml 1 10.5656 20.741 -125.07
##
## Step: AIC=-196.21
## sqrt(area) ~ nc + ml + nl + I(mc^2) + I(nc^2) + I(nl^2)
##
## Df Sum of Sq RSS AIC
## <none> 10.183 -196.21
## - nc 1 1.5769 11.760 -186.41
## - I(nc^2) 1 1.6390 11.822 -185.89
## - I(nl^2) 1 2.6823 12.866 -177.43
## - nl 1 4.1370 14.320 -166.72
## - I(mc^2) 1 6.7175 16.901 -150.15
## - ml 1 11.5384 21.722 -125.06
summary(m1)
##
## Call:
## lm(formula = sqrt(area) ~ mc + ml + nc + nl + cll, data = mal)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.84138 -0.23439 -0.02851 0.14774 1.87394
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.20824 0.16965 1.227 0.223
## mc 0.27039 0.04612 5.862 6.73e-08 ***
## ml 0.35067 0.03092 11.340 < 2e-16 ***
## nc 0.02091 0.04581 0.456 0.649
## nl 0.32234 0.07408 4.351 3.43e-05 ***
## cll -0.03684 0.03926 -0.938 0.350
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3698 on 94 degrees of freedom
## Multiple R-squared: 0.9784, Adjusted R-squared: 0.9773
## F-statistic: 853.3 on 5 and 94 DF, p-value: < 2.2e-16
m7 <- update(m1, .~mc+ml+nl)
## summary(m4)$adj.r.squared
## summary(m5)$adj.r.squared
## summary(m6)$adj.r.squared
## summary(m7)$adj.r.squared
coef(m4)
## (Intercept) mc nc ml nl cll I(mc^2)
## 0.79859412 -0.10922320 0.96116145 0.64221019 0.30886492 -0.86324198 0.05270993
## I(ml^2) mc:ml nc:nl nl:cll
## 0.03651507 -0.09000315 -0.10354332 0.09865800
coef(m7)
## (Intercept) mc ml nl
## 0.2024610 0.2725136 0.3434172 0.3077210
Forward e backward
##-----------------------------------------------------------------------------
## Forward e Backward.
m8 <- step(m7, direction="forward",
scope=list(lower=formula(m7), upper=formula(m2)))
## Start: AIC=-196.11
## sqrt(area) ~ mc + ml + nl
##
## Df Sum of Sq RSS AIC
## + I(mc^2) 1 0.33288 12.655 -196.71
## <none> 12.988 -196.11
## + I(nc^2) 1 0.16166 12.826 -195.37
## + mc:ml 1 0.15677 12.831 -195.33
## + ml:nl 1 0.10368 12.884 -194.91
## + cll 1 0.10219 12.886 -194.90
## + I(ml^2) 1 0.07337 12.915 -194.68
## + mc:nl 1 0.03604 12.952 -194.39
## + nc 1 0.01025 12.978 -194.19
## + I(cll^2) 1 0.00729 12.981 -194.17
## + I(nl^2) 1 0.00014 12.988 -194.11
##
## Step: AIC=-196.71
## sqrt(area) ~ mc + ml + nl + I(mc^2)
##
## Df Sum of Sq RSS AIC
## + mc:ml 1 4.1590 8.4963 -234.55
## + ml:nl 1 2.8171 9.8381 -219.89
## + mc:nl 1 2.0807 10.5746 -212.67
## + I(ml^2) 1 1.7636 10.8917 -209.72
## + I(nl^2) 1 1.4127 11.2425 -206.55
## <none> 12.6553 -196.71
## + cll 1 0.1569 12.4983 -195.96
## + I(cll^2) 1 0.1285 12.5267 -195.73
## + I(nc^2) 1 0.0537 12.6015 -195.13
## + nc 1 0.0114 12.6438 -194.80
##
## Step: AIC=-234.55
## sqrt(area) ~ mc + ml + nl + I(mc^2) + mc:ml
##
## Df Sum of Sq RSS AIC
## + I(ml^2) 1 1.12437 7.3719 -246.75
## + ml:nl 1 0.43171 8.0646 -237.77
## + I(nc^2) 1 0.21154 8.2847 -235.08
## + nc 1 0.18111 8.3152 -234.71
## + I(cll^2) 1 0.17472 8.3216 -234.63
## <none> 8.4963 -234.55
## + cll 1 0.06598 8.4303 -233.33
## + mc:nl 1 0.01145 8.4848 -232.69
## + I(nl^2) 1 0.00698 8.4893 -232.64
##
## Step: AIC=-246.75
## sqrt(area) ~ mc + ml + nl + I(mc^2) + I(ml^2) + mc:ml
##
## Df Sum of Sq RSS AIC
## <none> 7.3719 -246.75
## + I(cll^2) 1 0.138611 7.2333 -246.65
## + I(nc^2) 1 0.087238 7.2847 -245.94
## + nc 1 0.061903 7.3100 -245.59
## + cll 1 0.021427 7.3505 -245.04
## + I(nl^2) 1 0.002835 7.3691 -244.79
## + ml:nl 1 0.001160 7.3707 -244.76
## + mc:nl 1 0.000044 7.3719 -244.75
m9 <- step(m2, direction="backward",
scope=list(lower=formula(m7), upper=formula(m2)))
## Start: AIC=-266.85
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2) + mc:nc + mc:ml + mc:nl + mc:cll + nc:ml +
## nc:nl + nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:nl 1 0.00004 4.5570 -268.85
## - I(nc^2) 1 0.00024 4.5572 -268.85
## - I(nl^2) 1 0.00081 4.5578 -268.83
## - nc:cll 1 0.00529 4.5623 -268.73
## - mc:cll 1 0.01917 4.5762 -268.43
## - nc:nl 1 0.02802 4.5850 -268.24
## - ml:cll 1 0.05658 4.6136 -267.62
## - mc:nc 1 0.05911 4.6161 -267.56
## - ml:nl 1 0.06618 4.6232 -267.41
## - nc:ml 1 0.08627 4.6433 -266.98
## <none> 4.5570 -266.85
## - I(cll^2) 1 0.09273 4.6497 -266.84
## - nl:cll 1 0.12923 4.6862 -266.05
## - I(mc^2) 1 0.19587 4.7529 -264.64
## - mc:ml 1 0.34573 4.9027 -261.54
## - I(ml^2) 1 0.55284 5.1098 -257.40
##
## Step: AIC=-268.85
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(nc^2) + I(ml^2) +
## I(nl^2) + I(cll^2) + mc:nc + mc:ml + mc:cll + nc:ml + nc:nl +
## nc:cll + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(nc^2) 1 0.00022 4.5573 -270.85
## - I(nl^2) 1 0.00076 4.5578 -270.83
## - nc:cll 1 0.00528 4.5623 -270.73
## - mc:cll 1 0.01951 4.5766 -270.42
## - ml:cll 1 0.05870 4.6157 -269.57
## - nc:nl 1 0.06884 4.6259 -269.35
## - ml:nl 1 0.07461 4.6317 -269.23
## <none> 4.5570 -268.85
## - I(cll^2) 1 0.09269 4.6497 -268.84
## - nc:ml 1 0.09674 4.6538 -268.75
## - mc:nc 1 0.10526 4.6623 -268.57
## - nl:cll 1 0.12941 4.6865 -268.05
## - mc:ml 1 0.38703 4.9441 -262.70
## - I(ml^2) 1 0.58958 5.1466 -258.68
## - I(mc^2) 1 0.60915 5.1662 -258.30
##
## Step: AIC=-270.84
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(nl^2) +
## I(cll^2) + mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + nc:cll +
## ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(nl^2) 1 0.00087 4.5581 -272.82
## - nc:cll 1 0.00613 4.5634 -272.71
## - mc:cll 1 0.02110 4.5784 -272.38
## - ml:cll 1 0.05911 4.6164 -271.56
## - ml:nl 1 0.07439 4.6317 -271.23
## - nc:nl 1 0.07442 4.6317 -271.23
## <none> 4.5573 -270.85
## - I(cll^2) 1 0.09443 4.6517 -270.79
## - mc:nc 1 0.11328 4.6706 -270.39
## - nl:cll 1 0.12983 4.6871 -270.04
## - nc:ml 1 0.13125 4.6885 -270.00
## - mc:ml 1 0.51202 5.0693 -262.20
## - I(ml^2) 1 0.58939 5.1467 -260.68
## - I(mc^2) 1 0.86389 5.4212 -255.49
##
## Step: AIC=-272.83
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + nc:cll + ml:nl +
## ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - nc:cll 1 0.00738 4.5655 -274.66
## - mc:cll 1 0.02100 4.5791 -274.37
## - ml:cll 1 0.05974 4.6179 -273.52
## <none> 4.5581 -272.82
## - I(cll^2) 1 0.09907 4.6572 -272.68
## - mc:nc 1 0.12869 4.6868 -272.04
## - ml:nl 1 0.13044 4.6886 -272.00
## - nc:ml 1 0.13871 4.6969 -271.83
## - nc:nl 1 0.16108 4.7192 -271.35
## - nl:cll 1 0.17479 4.7329 -271.06
## - mc:ml 1 0.51177 5.0699 -264.19
## - I(ml^2) 1 0.61947 5.1776 -262.08
## - I(mc^2) 1 0.91497 5.4731 -256.53
##
## Step: AIC=-274.66
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + mc:cll + nc:ml + nc:nl + ml:nl + ml:cll +
## nl:cll
##
## Df Sum of Sq RSS AIC
## - mc:cll 1 0.02169 4.5872 -276.19
## - ml:cll 1 0.07384 4.6394 -275.06
## <none> 4.5655 -274.66
## - I(cll^2) 1 0.09969 4.6652 -274.50
## - mc:nc 1 0.12428 4.6898 -273.98
## - ml:nl 1 0.13367 4.6992 -273.78
## - nc:nl 1 0.15570 4.7212 -273.31
## - nl:cll 1 0.16929 4.7348 -273.02
## - nc:ml 1 0.39676 4.9623 -268.33
## - I(ml^2) 1 0.65650 5.2220 -263.23
## - mc:ml 1 1.14985 5.7154 -254.20
## - I(mc^2) 1 1.49542 6.0610 -248.33
##
## Step: AIC=-276.19
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + ml:cll + nl:cll
##
## Df Sum of Sq RSS AIC
## - ml:cll 1 0.07030 4.6575 -276.67
## - I(cll^2) 1 0.07811 4.6653 -276.50
## <none> 4.5872 -276.19
## - ml:nl 1 0.11425 4.7015 -275.73
## - mc:nc 1 0.14213 4.7294 -275.14
## - nl:cll 1 0.14783 4.7351 -275.02
## - nc:nl 1 0.14884 4.7361 -275.00
## - nc:ml 1 0.40464 4.9919 -269.74
## - I(ml^2) 1 0.64508 5.2323 -265.03
## - I(mc^2) 1 1.50089 6.0881 -249.88
## - mc:ml 1 1.51718 6.1044 -249.62
##
## Step: AIC=-276.67
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + I(cll^2) +
## mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## - I(cll^2) 1 0.03019 4.6877 -278.02
## <none> 4.6575 -276.67
## - ml:nl 1 0.09566 4.7532 -276.64
## - nl:cll 1 0.12936 4.7869 -275.93
## - nc:nl 1 0.13195 4.7895 -275.88
## - mc:nc 1 0.14474 4.8023 -275.61
## - nc:ml 1 0.34893 5.0065 -271.44
## - I(ml^2) 1 0.63604 5.2936 -265.87
## - I(mc^2) 1 1.54683 6.2044 -249.99
## - mc:ml 1 1.64835 6.3059 -248.37
##
## Step: AIC=-278.02
## sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:nc +
## mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
##
## Df Sum of Sq RSS AIC
## <none> 4.6877 -278.02
## - mc:nc 1 0.12074 4.8085 -277.48
## - ml:nl 1 0.16116 4.8489 -276.64
## - nc:nl 1 0.28518 4.9729 -274.12
## - nc:ml 1 0.50310 5.1908 -269.83
## - I(ml^2) 1 0.69800 5.3857 -266.14
## - I(mc^2) 1 1.52137 6.2091 -251.92
## - mc:ml 1 1.66571 6.3534 -249.62
## - nl:cll 1 1.71357 6.4013 -248.87
anova(m8, m9)
## Analysis of Variance Table
##
## Model 1: sqrt(area) ~ mc + ml + nl + I(mc^2) + I(ml^2) + mc:ml
## Model 2: sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) + I(ml^2) + mc:nc +
## mc:ml + nc:ml + nc:nl + ml:nl + nl:cll
## Res.Df RSS Df Sum of Sq F Pr(>F)
## 1 93 7.3719
## 2 86 4.6877 7 2.6842 7.0348 1.251e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary(m8)
##
## Call:
## lm(formula = sqrt(area) ~ mc + ml + nl + I(mc^2) + I(ml^2) +
## mc:ml, data = mal)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.84155 -0.16950 0.04039 0.16181 0.75831
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.379139 0.292470 1.296 0.19807
## mc -0.004508 0.123166 -0.037 0.97088
## ml 0.540192 0.112127 4.818 5.63e-06 ***
## nl 0.370740 0.054532 6.799 9.99e-10 ***
## I(mc^2) 0.042726 0.005229 8.170 1.49e-12 ***
## I(ml^2) 0.032688 0.008679 3.766 0.00029 ***
## mc:ml -0.073988 0.011103 -6.664 1.86e-09 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2815 on 93 degrees of freedom
## Multiple R-squared: 0.9876, Adjusted R-squared: 0.9868
## F-statistic: 1239 on 6 and 93 DF, p-value: < 2.2e-16
summary(m9)
##
## Call:
## lm(formula = sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) +
## I(ml^2) + mc:nc + mc:ml + nc:ml + nc:nl + ml:nl + nl:cll,
## data = mal)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.56377 -0.16721 -0.00008 0.15014 0.54414
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.54902 0.28324 1.938 0.055864 .
## mc 0.18649 0.24126 0.773 0.441641
## nc 0.26781 0.31486 0.851 0.397377
## ml 0.42136 0.13027 3.235 0.001730 **
## nl 1.07455 0.33956 3.165 0.002148 **
## cll -0.89663 0.16679 -5.376 6.45e-07 ***
## I(mc^2) 0.06696 0.01267 5.283 9.46e-07 ***
## I(ml^2) 0.04963 0.01387 3.578 0.000571 ***
## mc:nc -0.03509 0.02358 -1.488 0.140319
## mc:ml -0.10865 0.01965 -5.528 3.41e-07 ***
## nc:ml 0.07250 0.02386 3.038 0.003153 **
## nc:nl -0.09098 0.03977 -2.287 0.024632 *
## ml:nl -0.07131 0.04147 -1.719 0.089125 .
## nl:cll 0.10381 0.01851 5.607 2.45e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2335 on 86 degrees of freedom
## Multiple R-squared: 0.9921, Adjusted R-squared: 0.991
## F-statistic: 835.1 on 13 and 86 DF, p-value: < 2.2e-16
Comparando modelos
##-----------------------------------------------------------------------------
## Medidas de ajuste.
measures <- function(x){
L <- list(logLik=logLik(x),
AIC=AIC(x),
BIC=BIC(x),
PRESS=press(x),
RMSE=summary(x)$sigma,
R2=summary(x)$r.squared,
R2adj=summary(x)$adj.r.squared,
npar=length(coef(x)),
dfres=df.residual(x),
nobs=length(fitted(x)))
unlist(L)
}
modl <- list(m4=m4, m5=m5, m6=m6, m7=m7, m8=m8, m9=m9)
round(t(sapply(modl, measures)), 3)
## logLik AIC BIC PRESS RMSE R2 R2adj npar dfres nobs
## m4 3.084 17.833 49.095 8.131 0.249 0.991 0.990 11 89 100
## m5 -0.444 26.889 60.756 9.425 0.259 0.990 0.989 12 88 100
## m6 -27.673 71.346 92.187 19.104 0.331 0.983 0.982 7 93 100
## m7 -39.837 89.674 102.700 16.323 0.368 0.978 0.978 4 96 100
## m8 -11.519 39.038 59.880 9.003 0.282 0.988 0.987 7 93 100
## m9 11.117 7.765 46.843 6.379 0.233 0.992 0.991 14 86 100
## Eis a diferença entre significância estatística e significância
## prática.
##-----------------------------------------------------------------------------
## Modelo final.
anova(m4)
## Analysis of Variance Table
##
## Response: sqrt(area)
## Df Sum Sq Mean Sq F value Pr(>F)
## mc 1 547.86 547.86 8857.5924 < 2.2e-16 ***
## nc 1 0.06 0.06 0.9283 0.33790
## ml 1 33.08 33.08 534.8878 < 2.2e-16 ***
## nl 1 2.48 2.48 40.0304 9.822e-09 ***
## cll 1 0.12 0.12 1.9473 0.16635
## I(mc^2) 1 0.40 0.40 6.3993 0.01318 *
## I(ml^2) 1 1.73 1.73 27.9749 8.717e-07 ***
## mc:ml 1 3.43 3.43 55.5113 5.737e-11 ***
## nc:nl 1 0.01 0.01 0.1368 0.71239
## nl:cll 1 1.78 1.78 28.8528 6.183e-07 ***
## Residuals 89 5.50 0.06
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
summary(m4)
##
## Call:
## lm(formula = sqrt(area) ~ mc + nc + ml + nl + cll + I(mc^2) +
## I(ml^2) + mc:ml + nc:nl + nl:cll, data = mal)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.55490 -0.19004 0.04119 0.16520 0.61451
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 0.798594 0.285393 2.798 0.006298 **
## mc -0.109223 0.200735 -0.544 0.587723
## nc 0.961161 0.229840 4.182 6.76e-05 ***
## ml 0.642210 0.105488 6.088 2.84e-08 ***
## nl 0.308865 0.155011 1.993 0.049377 *
## cll -0.863242 0.165664 -5.211 1.21e-06 ***
## I(mc^2) 0.052710 0.006688 7.881 7.61e-12 ***
## I(ml^2) 0.036515 0.007952 4.592 1.44e-05 ***
## mc:ml -0.090003 0.010870 -8.280 1.16e-12 ***
## nc:nl -0.103543 0.025598 -4.045 0.000111 ***
## nl:cll 0.098658 0.018367 5.371 6.18e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.2487 on 89 degrees of freedom
## Multiple R-squared: 0.9908, Adjusted R-squared: 0.9897
## F-statistic: 955.4 on 10 and 89 DF, p-value: < 2.2e-16
plot(sqrt(mal$area)~fitted(m4), asp=1)
points(sqrt(mal$area)~fitted(m7), pch=3)
abline(a=0, b=1)
grid()
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAYAAACxbcj6AAAACXBIWXMAAB7CAAAewgFu0HU+AAAgAElEQVR4nOzde5zcVX34/9eZ3WVJJOWSgFwEua9J2KxCkIL3gqUKiuLXCyJaKBZKqVT9KvrTiq2lxWqVarG/1iuoUKMCYtWq4HoDFVZw5jMbiaBQQCmSkAQIScjOnO8f5zPsZNkku8nufHZnXs/HYx6fmc/1PeHs8vm8933OAUmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSJEmSZqJQdADSGLsXHYAkSZIkSVNgddEBtBMTWJopApABi4sORJIkSZKkKVAFlgCx6EDagQkszRRPAR4tOghJkiRJkqbQLsC6ooOQNHWeQspKx/y9JEmSpOKcADxGuj+/HphbbDjSrOLzrdTG/AGXJEmSZgaTV9KO8flWamP+gGuHDQ4Odt90001zio5DaqXBwcHuoaEhHyzUUZYtW9ZVLpe9X1BHiTGWWtTuTV5pxogxlqrV6i5Fx7EdfL6dBqWiA5CkqTJ//vxvz5s374FyubxX0bFIrbJgwYJrent7H8yybP+iY5FaZeHChVeWSqWVy5cvP6zoWKRWGR4e/nSpVHqoUqn0T+NlTgCuA+YANwAvJyWzpEJkWfbxGOPqarV6dNGxqHgmsCS1jRBCHzCvu7t7v6JjkVqoD5gbQjig6ECkFuoDdq7VagcWHYjUKjHGPmAn4OBpuoTJK804pVKpD+gGDi06FhXPBJYkSZIkdTaTV5JmPBNYktrJLcCDtVrt7qIDkVolhHALsDrGeGfRsUgtNAQ8HEJYUXQgUgsNAeu6u7uXT/F5TV5pJhsC1tfr9WrRgUhSg4PcSZIkqdM9G7gLOL1F13PAdml6+HwrtTF/wCVJktTp3ka6H76iBdcyeSVNH59vp4FdCCVJkiRpZghN73cGnjpN17HboKRZp7voACRJkiRJT/JV4I+BI4Cx470FUhLq1aRZOZ8CrMv3W0ZKSsUtnNfklSRJO8ASS+2wSqVyYaVSufKuu+7auehYpFbJsuyCLMuWlctlf3eqY2RZdm6WZV8dGhratehYpCn2dka7EGb5+z8CqFQqZ1ar1Wtf8IIXvBi4mdF75/FePwOOHuf8dhvUrFKtVk/Lsuy65cuX71N0LJPk8+00sAuhpLYRQjg/hHDaunXr+oqORWqVEMJ5wKtDCEuKjkVqoXOAU3t6epYWHYjUKiGEs2OMp5RKpW+QklOPAP8OnAWcCLw2//wIaTD4HwFvbDqFlVeadWKMZwEvq9Vqzy86FhXPLoSS2kkACCGYnFfHiDEGgFKpZLtXJ7Hdq+OsXbt2t1133RWgB7gd2AD8KSmhuwm4A/gWqWLrb0gJqk8Dv8tPYfJKs04IIcQYvb8XYAWWpDYSY1wDxJGRkTVFxyK1UKO9ry40Cqm1bPfqNL0rVqw4COCRRx4ZAZ4BPBPozbf3AItIXRB/DNwKXEUqWPgCJq80S+X39+Dve0kziH2EtcPK5XJflmUvLDoOqZWq1eqhlUrlhKLjkFqpXC4fVK1WTyw6DmkabGkMrD/fe++94/Oe97wYQojAEHAmcDiwOzAfeBnwbUbvqa8Eft/02TGvNOvcfvvt+2ZZdnKMcbYV3/h8K7Uxf8AlSZLU6baUwPpF/r5O6h4YtnKON5G6F0ZgJF+uxOSV1Eo+304Dx8CSJEmSpOm1GHjOBPb7w3x5GLBH/v4VQGOijh8BDwBvzj/fDvxwzDkuB/qAdwNdTevtNihJ0hQwQy1JkqR21A2sY/Red6pfC8dc7wRSsqp5nzppnCxJreHz7TSwAktS26hUKkeFEA7o7++/puhYpFapVqsD9Xr98CVLlny56FikVhkeHl4cY+xfvHjxl/LxgKSZbAT4GLB0Avs+nVR9dT8wD9gFWAvseuCBB3LssceuWLZs2X21Wq3R7n8H3N10/AmMDtheBgby9etJMxVKs0qWZYcAx61cufKqF73oRSNFx6NimcCS1DZCCFcBh5XL5WcMDAysKDoeqRVijJeHEAaGh4ePXLx48W1FxyO1Qr1e/yRw7PDw8L3AjUXHI03Au/PlfOBCYNct7LcLKYH1KJvPMMh73/tejjnmmL7169f/+tprr72v6ZhLgRpwL2l8rMZsg2eQElwAv5mi7yG12qXAyfPnz38Y+FrRwahYJrAktZO5AN3d3Q5Sqk4yFyDGaLtXJ7Hda7Z6OfCOCex3WNP7uQA777wzAGvXrn3pFo6pAyVS8urlpKqrSBrw/QfbF65UrBDCnBgjpVLJ3/cygSWprdQA6vV6rehApBaqAdRqNdu9OkaMsR5CIIRgu9ds8xVgd7Y8HtXzgJOAW4H9gKcCDwN/UK/XAViwYMEg8O2mYw4lzTzYw2jy6jHgTEZnK/z4VH4JqVVijPV86e97mcCS1D5ijBcDA6tWrVpedCxSq4QQLgGO6+rqurXoWKRWKZVKH4oxHr9hw4afFh2LNEmPAB/ZyvYRUgJrGNiJlMCqAM+95pprbr/nnnue8a1vfesPgY8CXyeNeXURT05evQz4t/ycqwCHVtBs9THg/hDC9UUHIkkNztIgSZKkTvd20v3wFUCWv78kX94NXJ+/rwHfBTbkn68ndTU8Kj+2xui99T+28gtIAny+nRZWYEmSJEnSzDUIvBY4kDTD4O3AeaTqK0hVWwcDvwV2y9c1ZilcB/xLqwKVpOlUKjoASZIkSdIWbQL+kjRI+18BewOP59tGSEUJB5GSV2uA2/J9Ad4D/G8rg5Wk6WICS1LbGBwc7L7pppvmFB2H1EqDg4PdQ0NDzsyjjrJs2bKucrlslwx1km/29PS8dc6cORF4FdAL3AGcCDwXOB14d77uWUAXaeB2q680q8UYS9VqdZei49DMYAJLUtuYP3/+t+fNm/dAuVzeq+hYpFZZsGDBNb29vQ9mWbZ/0bFIrbJw4cIrS6XSyuXLlx9WdCxSq3zta1876cYbbwyHHfZEsz+MNHD7j4Evksa6OppUhXU+8JYi4pSmUpZlH48xrq5Wq0cXHYuKZwJLUtsIIfQB87q7u/crOhaphfqAuSGEA4oORGqhPmDnWq12YNGBSFPsoTHLhhNWr159Qk9PD4sWLcqAc4FvMdo9cBXwI+CvSd0JL2tFsNJ0K5VKfaRusocWHYuKZwJLkiRJkmaGzwOvAN7XtO5I4LoYYwngbW97298D/w68FNgHCMAC4PmkLoNrWhmwJLWKCSxJ7eQW4MFarXZ30YFIrRJCuAVYHWO8s+hYpBYaAh4OIawoOhBpio0AXwMeblr398Cc3/72t/cC6/bcc8/bColMKsYQsL5er1eLDkSSGp5Cmu435u8lSZKkTvZDRu+PrwecsEOaPXy+ldqYP+CSJElScgLwGCavpNnK51upjfkDLkmSJJm8ktqBz7dSG/MHXJIkSZ3O5JXUHny+nQbdRQcgSVOlUqlcCAzMmzfvrIMOOmhD0fFIrZBl2QXAc+r1+pkDAwPrio5HaoUsy84FXrxx48azli5durboeKRJWAAcBvxknG0nANcBc4AbgJeTklkAVCqVM0ul0ik9PT1n9/X1rWxFsFLRqtXqaTHG07q6us5ZtGjR/UXHo2I5C6GkthFCOD+EcNq6dev6io5FapUQwnnAq0MIS4qORWqhc4BTe3p6lhYdiDRJnwVuAp43Zv1Wk1cAIYSzY4ynbNq06dhWBCrNBDHGs4CX1Wq15xcdi4pnAktSOwkAIQR/t6ljxBgDQKlUst2rk9juNVvtkS/nN63bZvIqFwDq9brtXh0jhOD9vZ5gI5DUNmKMa4A4MjKypuhYpBZqtPfVhUYhtZbtvjgBuAh4Y9GBzBBzgUXAEjZPSk3URJNXhBBs9+o4+f092O4lzSAOcqcdVi6X+7Ise2HRcUitVK1WD61UKicUHYfUSuVy+aBqtXpi0XF0qENI92u/LzqQAnUDbwZ+DIwweg8bgV8CfwfstoVjb8z3ewWTHLA9y7L9K5XKSxuVt1InuP322/fNsuzkGONsK77x+VZqY/6AS5IkzXx9pPu1h4oOpCAHAb9g86TVY8DDY9atBP5knOMbCayLcLZBqZ35fCu1MX/AJUmSZr5OTmAdBjxA+v4PAm8Hnk7qVvlM4G3A1U37bAJePeYcjQTWRkxeSe3M51upjfkDLkmSNPN1agJrZ2A56bvfAuyTr38dcCebV181v0ZI3QUbqk3bTF5J7cvnW6mN+QOuHVapVI7KsuyVRcchtVK1Wh2oVCpj/8IvtbXh4eHF1Wr1dY4FVIhOTWC9g/S97wIWAL3A5xi9f30U+G/gU8AVwBBQz7fVgNeTxryq5evKTDJ5VS6X+yqVyumzcCwgabtlWXZIlmVnDA4OdhcdyyT5fDsN/OUnqW2EEK4Cri6Xy31FxyK1Sozx8hDCsuHh4WcVHYvUKvV6/ZMxxquGh4ePKzoWdYQA/FX+/j3AKuAzwJtI3QTfB+xFGvPqbNIMjUuBF5GSWCXgC8A3GH3++ge2MNvglnR1dV0WQvhCtVo9fke+jDTLXApcMX/+/JOKDkTFM4ElqZ3MBeju7rYcX51kLkCM0XavTmK7VystAfYH1gJfAc4iVVRtBE4CPsD4yagfkKqyICXBdiIN9k5+7KQ02rvtXp0khDAHoFQq2e7FbCvDk6StqQHU6/Va0YFILVQDqNVqtnt1jBhjPYRACMF2r1Y4NF+WSYmov80/vwP4Lqn66mPA/HGOXTzm88758v3AX27junXgOuCyps+2e3WUGGM9X9ruZQJLUvuIMV4MDKxatWp50bFIrRJCuAQ4rqur69aiY5FapVQqfSjGePyGDRt+WnQs6gi75suHgT8C9gPuA/7/fP1xwGsneK6d8uXABPc/iNEE1kdCCHf09vb+cILHSu3gY8D9IYTriw5ExXPgS80UTyENfgmwC7CuwFgkSZI60S5Azzb2ORS4GVgDHDyBc64HNuxgXEU7Cfgv4OfAIPB/SUml8/PtXcBLGa2uAugHLmQ0YfUt4Fhgt/zzh0izGW7LMGn2Q0mzi8+3EnAgo9P2thNnaZAkSSrOPzN6LzaVrxow22dK3Zf0PUaAq0nf6y1b2f8E0phYEXgkX55GGhOr8e/yimmMV1LxfL6dBg7iPvvcBXy96CAkSZLUVrqm8dyzfdiS3wE3kf6NGjMdxy3sewJp3Ko5wG2kyovHgG9u5RhJktpSBIaKDmIamKHWDhscHOy+6aab5hQdh9RKg4OD3UNDQ87Mo46ybNmyrnK57P1CMfpI92sPFR1Ii51I+t4j+fLj4+zTXHn1Q+B/8vf/SBq65X52oAIrxliy3avTxBhL1Wp1l6Lj2A4+304Dx8BqvRN28PjvAr9iy7OWzNbB7ewjrB1WqVRuCCEcXa/XDx0YGPh90fFIrZBl2ddJgwo/o7+//96i45FaIcuyLwEv7+rqWrJo0aI7io6nw/QBtwOrgT0KjqXVPge8KX+/ijSsx6b8c3Pl1c3AAtIYYcOksa+eSUpqjZAq0l4JXDuZi1er1c/GGF8fY1y6ZMmSbIe+iTRLVCqVy0IIfx5COO6II46YyLhxM4XPt9NgtpfzzkbfnYJzHL6V85iUVMcKIfQB87q7u/cDTGCpU/QBc0MIBwAmsNQp+oCda7XagYAJLLXKOcCepAHb55P+qHwZafD2vyEN2P57YClpqJY7gZeRHlw/kJ9jJbD39lw8xtiXX+NgwASWOkKpVOqLMXaTJpCYTQksTQMTWMVZR/of2GQ9HXicVIIsSZIkqTU2Ai8HvkyqoDqQNJtgs71IA75/HvhrUqXapcALSNUY97GdCSxJ6nQmsFrvraRZXrpIU+t+aZLHR9JfXJZOcVxSO7gF2KlWq91ddCBSq4QQbokxLogx3ll0LFILDQEHhRBWFB2IOk4NeBWwDPg/TesfI92HfBf4T+DXpIqRy4GTSffwbwLevgPXHgKWdHd3L9+Bc0izzRBwXL1erxYdiNSpTiVVYNWBDzK5RKKDuEuSJKkonTqI+1gvYXRA90iqrvpv4FPAFaT79Vq+bT3w+vy4G9nOQdwlzSo+36qt9JPGbIik/5EdNsHjTGBJkiSpKCawNp9tMCNVW8VxXnXgG8DipmNNYEmdwedbtZ1dgS+QGvVjpJLi0jaOMYElSZKkonR6Aqs5eXU9MJc0idIzgb8gDdb+PuB0xh/r6h9IE24c0opgJRXG51u1rVNJM5ZE4KfAs7ayrwksSZIkFaVdE1ivBjaRxqnakvGSV5I0Hp9v1db2Aq4mNfAa8Flg33H2M4ElbUGlUrmwUqlcedddd+1cdCxSq2RZdkGWZcvK5bK/O9Uxsiw7N8uyrw4NDe1adCwd6BDS/drviw5kiv096XtduoXthSevKpXKmdVq9doVK1YsaPW1paJUq9XTsiy7bvny5fsUHcsk+Xw7DbbVXU2t83tSJdZrgd8Cf0oaI+vvgN2LC0uaPUII54cQTlu3bl1f0bFIrRJCOA94dQhhSdGxSC10DnBqT0+PszK33l3A3wLvLDqQFjoBuA6YA9wAvJyUzGqpEMLZMcZTNm3adGyrry0VJcZ4FvCyWq32/KJjUfFMYM08y4BnkBJXEfgb4G7gn4ADC4tKmh0CQAjB323qGDHGAFAqlWz36iS2++LUgfcDnys2jCk1Dzgqf/8mUvfI5aT78g8yA5JXuQBQr9dt9+oYIQTv7/UEG8HM9BhwEXAo8AmgF3gHaYYTSVsQY1wDxJGRkTVFxyK1UKO9ry40Cqm1bPeaKq8H7gT+JP+8G6n3w0LSuFjvJCWvbqPY5BUhBNu9Ok5+fw+2e2nW2JdUgbUKx8CStqhcLvdlWfbCouOQWqlarR5aqVROKDoOqZXK5fJB1Wr1xKLjUKH+lJRg2hEXMXr/uTJffhE4GDgfeLxp+ybgzB283g7Jsmz/SqXy0kblrdQJbr/99n2zLDs5xjjbim98vp0G/vKbXXqB44ENwPcKjgXgZOC5U3SuHuBtb33rWzn99NM/0tvbe3N/f/+XmneoVquHAm8Edooxrq3X6x8bGBhY17R9pxjjX4UQ9owxjgDL+vv7K83nyLLs5BDCcwFijLd5Da/hNbyG1/AaXsNreI3ZdY0HHnhgxfHHH/9pUoJpDhAne433vOc9G6677roPkB4u/x7ofsELXvDuU045ZeiAAw749Wc+85lXfvOb39wJ+D5wD/DGAw44oPbhD3/4ykWLFv1utvxbeQ2v4TWKucbGjRtf9MUvfvFtt956Kz/4wQ92AdahHdZddACalI3AN4sOIlcCvgrsNJUnPeusswDeRroR+e4RRxzxxBTNMcYPAK9rfA4hrAL+o2n7ScCHY4yNVccAL27aXqpWq1+NMTZi9hpew2t4Da/hNbyG1/Aas+wae+21V9x1113D2rVre7f3GqeccsrIddddB/Ae4B+7u7sv/uhHP0o+McDSSy65hJtvvvmHK1euPInUbXDj+eef/+aFCxee0TjHbPi38hpew2sUc43e3t6dzjrrLM444wyOPPJINDVMYGl71YG/BI6eovPtDLzxK1/5Ci95yUs+v8suu9za/IsEIMb44RDCmhBCqV6vrxsZGblmsxPsvPMN69ev/6dSqbRbTK5s3h5CqFer1eaYf+k1vIbX8Bpew2t4Da/hNWbXNR588MF7165d+4F884nA3u973/t+c/rpp39nn332eXDevHm/39o1fvaznx31iU984ijSsByXAIyMjMSLL76Y/v7+eoyx9NBDD/1q5cqVL2F0zKsLvvCFL5zyyCOP7HXEEUf8YOHChbfOhn8rr+E1vEYx13j88ceP/drXvnZWtVpFUvvZC57oI7xXwbFolqpUKkdlWfbKouOQWqlarQ5UKpUdHQdGmlWGh4cXV6vV10XHAupUfYzeN4591UizBf7hVo6/Ld/3DU3rvth0juuBueMc9958+3U7Fv72KZfLfZVK5fQ4+8YCkrZblmWHZFl2xuDg4GwrvnEMrGkw2xqBJG1RCOEq4LByufyMgYGBFUXHI7VCjPHyEMLA8PDwkYsXL76t6HikVqjX658Ejh0eHr4XuLHoeDTtBkizAb6XNMD6sqZtdwHDpPGwDgCOBP4IuAn4EKl9LGzavwQsyd8/A7iQNPN3o8vQGtK4V381Thz75MvnAK8Erhlnn2nT1dV1WYzx+Gq1+nvgu628tlSgS4GT58+f/zDwtaKDUbFMYElqJ3MBuru7x/urqdSu5gLEGG336iS2+85yNvB60kRGb2TzZ5hDSBUODfsDbycloN65jfO+Z5x1uwEfGGd9sz2Aq0kJs3u3se+UabR32706SQhhToyRUqlku5cJLEltpQZQr9drRQcitVANoFar2e7VMWKM9RACIQTbfWfoypevIz2/XA2cuoV97wX+mlRF9ZX82EHgjnx7Cfgz0mzs3yFVa3UDjwDzgCqpems8C/LrPgr8E3Dfdn6f7VUHbPfqKDHGer603csElqT2EWO8GBhYtWrV8qJjkVolhHAJcFxXV9etRccitUqpVPpQjPH4DRs2/LToWNRSc4EKcAFPTmDtDpxM6mI4h5SQ+hKpcutg4E9I3QwBXkjqNvhC0vPQDcDPSRVbN5ASYOM5P7/uT9l2ldZ0+EgI4Y7e3t4fFnBtqSgfA+4PIVxfdCCS1OAg7pIkSRrPvzF6n/hSYE82v2/8Llsf1D0CL2s631d48oDtf59/vnQLMXSRkmeR8cfHkqRmDuI+DazAar0fT/P5nzvN55ckSZJaaY98uZ7U7W/3pm2/YHRw9QdJyamHgacCJwBPy7d9CjiGVHl1UtPxnwcem0AM7wT6gZXAFZP+BpIkzUIb2PJfiKbiNVtZgSVJktTZzgM2Mn33yb8lJcEiafbCCKwDXsHWK7D+AhjJt589pd9YUruyAmsaWIHVen8MXEv6y1GFVBItaQoMDg529/b29hx33HHri45FapXBwcHuefPm7bR06dKJVBBIbWHZsmVdfX19Ow8MDKwrOhZNqQOAnabp3CPAvvn7G4BXApfny6uB2/NtvflyAfAcUnfB4/N1/0Kq5CpEjLFUqVTm2O7VSWKMpeHh4blHHHHEo0XHInWqfmANKRv7poJjmSmswNIOq1QqN2RZ9nC5XLYNqWNkWfb1LMvWZVm2f9GxSK2SZdmXsixbv3z58sOKjkVTKpD+yDv2dR3pHvFRUnfCdzN633gwKREVSbP0TaQS65j8el3Ah4FN29j/MeDt0/WlJ6parX42y7KNlUqlv+hYpFapVCqXZVm2qVqtHl10LJNkBdY0KBUdQIfKgNeQBpX8GLBfseFI7SGE0AfM6+7u9mdKnaQPmBtCOKDoQKQW6gN2rtVqBxYdiKZUBFaP87o/3/4U4BmkgdwbNpJmH2z4EvAG4DjS2LAPjXOdN+TLGvB/gYXAzePsdwdwMXAI8M+T/jZTLMbYR6pQO7joWKRWKZVKfaSeY4cWHYuKZxfC4nyHlLx6K2ka3rOKDUeSJElqqTmMDsC+Nc3VC//EaAUVwH8xOsj7l4D3APeSqqo+2LTtVuDA/POfkiqqHs+33X9NG5YAACAASURBVEmayfDZwL8C7yNVe22axHeRJE0zK7CK9T7gAVI3woMKjkVqB7cAD9ZqtbuLDkRqlRDCLcDqGOOdRccitdAQ8HAIYUXRgWi7LQDuAX49gdfpTcc9h83/CP/Mpvevy/f/FfDXpJkDIVVSPY/RoTt2Ac7dQlw1UtXXTExeDQHruru7lxcdiNRCQ8D6er1eLToQSSmJFYF3FR1IwRwDS5IkqXPsDtzN9Mw2uHLM+3n5NY9sWv870hhYDefl69+JJO04x8BSW5oPHFt0EDOACSxJkiSN5xOke8SLgHPYPFm1gTR+VSRVajQnrx5k8/vK1+XrH8+Xz23aVgIG2DypJUnbywTWNHAMrOKtAn5SdBCSJEnSDHMKadD2Z+WfnwtcD9wHPC1f1ws0Zic7qunYB0njWZ3ZtO6MfHk/cACp++GP83V1oDyFsUuSpDZlBZYkSZIans70dC+MpGRVJE2kJEnTwQqsaWAFlqS2UalULgQG5s2bd9ZBBx20oeh4pFbIsuwC4Dn1ev3MgYGBdUXHI7VClmXnAi/euHHjWUuXLl1bdDyaFvcBFwN7kiqvFgE/z1/HkLr7QepC+CCwf/75t8C3gZGmc+0OnEya9XAF8Bipqmv1tH6DKVapVM4slUqn9PT0nN3X17ey6HikVqhWq6fFGE/r6uo6Z9GiRfcXHY+K5SyEktpGCOH8EMJp69at6ys6FqlVQgjnAa8OISwpOhaphc4BTu3p6VladCCaNjXgvaT/1j/I1309/7xL0347M5q8ugs4HPizfL+3ABlwIil5VSV1N/yDfP9ZNYtlCOHsGOMpmzZtcvxcdYwY41nAy2q12vOLjkXFswJLUjsJACEEk/PqGDHGAFAqlWz36iS2+85Wb1o2t4EFwKeBh4GnAi8Eds23/RB4DfBs4BBgPTDYglinUgCo1+u2e3WMEEKIMXp/L8AElqQ2EmNcE0LYd2RkZE3RsUgt1Gjvs6orjLSDbPedaTfgfFJyCvKEDqOJrHmkmQab3UvqivhpUhXWv+Tr/53UlXDWCCGsiTGC7V4dJMbo73s9wQSWpLYRY3xVCGGfgYGBu4qORWqVEMLr6/X6gf39/cuLjkVqlXq9fmZXV9fhRxxxxFDRsWha7Qm8Gdgj//wWNq+4aiSwGusGgavy/e8ndR/8BWkQ5QXANcBi4B5m4QDuMcZzYoz9/f39Pyo6FqlVenp63rJp06bPLV68+DtFxyJJDc5CKEmSpGYXke4NNzA6e+CtjM4ieBdwNZvPMHgtsG/TOfYD3kEa6D0CDwHPbE34kjqYsxBKbcwEliRJkpp9hM2TU18ndftrfD4+32/ZmP0i8Gj+al6XAU70IqkVTGBNA7sQSpIkSZoqAVhCmg1wN+B/gduA+7bjXC/Olw8D3wf+mDTr4GPAXFJlFsDGfPm/wN75+8YD4+PAj0hdCy8HRrYjDkmSpCdYgaUdVqlUjsqy7JVFxyG1UrVaHahUKq8uOg6plYaHhxdXq9XXNWbh1IwwB3g38DueXA0VgZ8Dk/l/9CJGuwpez2jl1fXAHfn75+T7fi///EvSbIMR+Ayp+2DbzFxWLpf7KpXK6THGtvlO0rZkWXZIlmVnDA4OzrbiGyuwpoG//CS1jRDCVcDV5XLZ7gHqGDHGy0MIy4aHh59VdCxSq9Tr9U/GGK8aHh4+ruhYBMDBpATVPwD7kMaZ+m/gy8CPSVVQR5LGq/pPUrJrW17B6CDtL8iPuQF4OemBcDwhjwHgT0gDudcn91Vmrq6urstCCF+oVqvHb3tvqW1cClwxf/78k4oORMWbbVlMSdqauQDd3d1ziw5EaqG5ADFG2706ie1+5ngaKUm1D6mb4LtIY1Jtatpnd+BtwDuB1wK7AicDtaZ9AnA08AfA04Fzm7Z1kyq7rgaOI//vDywlJbZ68889+XJjHs9p+XG3AWt26FvOAI32brtXJwkhzIkxUiqVbPcygSWprdQA6vV6bVs7Sm2kBlCr1Wz36hgxxnoIgRCC7b5YJVKV1T7AL0hVTw+Ms99q4G+A7wDfyPd7L/C3Tfu8AbhiK9faF7hszLpLx3w+GPhW0+cv5MvvMTrg+2xWB2z36igxxnq+tN3LBJak9hFjvBgYWLVq1fKiY5FaJYRwCXBcV1fXrUXHIrVKqVT6UIzx+A0bNvy06Fg63GnAH5K6DJ7M+MmrZj8CzgS+AlwIfAr4bb5td1KCpkTqItg8vtmjpGT9H+TrG9tX5NsWkKq21gC/Jg0i3wMsB9aTkmbt4CMhhDt6e3t/WHQgUgt9DLg/hHB90YFIUoODuEuSJM0uN5Du3d41yeNuzI/7v/nn55K6/UXgJ6SkU/MA8B/N93sG8LOm9a/N1785/3wtaRbCGmm2wV0n+4UkaYo4iPs0cBB3SZIkSZPVCzw/f79sksdemS9fnJ/n88BOpITYALAzUG3av/HMcjtpQPf1+ef/b5xzn5Hv/xNg7STjkiRJ2iYrsCRJkmaPp5Pu2x6b5HE7AZX82BFgXf6+nr8iaQD4NWM+P9T0qjF63/hI0znW5K9IGlNLkopiBZbUxkxgaYcNDg5233TTTROZmltqG4ODg91DQ0POzKOOsmzZsq5yuewDQbEOZTRpNFH7AbuRKqPiNLwaCa+bacOeJjHGku1enSbGWKpWq7sUHcd2MIE1DdruF7ukzjV//vxvz5s374FyuWwSVB1jwYIF1/T29j6YZdn+RccitcrChQuvLJVKK5cvX35Y0bHMcH2k7npHTsO57yc9mO0K7DGB/V8E3Au8G3hHvu5mUhVWw03AEcAh+etzTdsi8EPS4O/Ng8XfD/w4fx9IFVqXAn8EnLCF1+IJxDvjDA8Pf7pUKj1UqVT6i45FapUsyz4eY1xdrVaPLjoWFc9ZCCW1jRBCHzCvu7t7P+D3RccjtUgfMDeEcADp4VDqBH3AzrVa7UDgjoJjmcleQ5op8EFgqmcqXZef8yjgFOCz29j/MFKC6XDgwHzdPcCz8/ffA17G5l0SX9X0PpDG3Ho+m9snfzXsAXxxAvE/C/jFBPabMWKMfaQumAcDWcHhSC1RKpX6YozdpKrPW4qOR8UygSVJkiS1p64xy6n2n6QE1nvy9+u3vjuQuhA+j1RR9bKm9a/jyeNp/Rp4JumPUqtIMwzuypN7kTxOSuysBe6cQAyPkiq3JEmziAksSe3kFmCnWq12d9GBSK0SQrglxrggxjiRhzapXQwBB4UQVhQdyCz0FOClwDPy9+uAXwHfICV2JuMTwFtJ3f0+CZxHmgXwtaTE0zxgA3A38Jv8mKWkhFqNNANhI/l0OKlSrNk38/NcmV+nEf8vgUa36Z8D/w78B/B94BWT/A6zyRCwpLu7e3nRgUgtNAQcV6/Xq9vcU5JaxEHcJUmSptb7SfdW/wosAD7C6Ix9Y1/rSGNHTfY+7EWkJFQENm7h3FsabP164PP5+38b59wX59s+Omb9r5rO9V7gzfn7aycZuyRNFwdxnwYO4i5JkiS1t/mkKoa3AnOBKqli6oOkyqUKMAe4gFTR9MxJnHuQ0cHWdyI9rP2KVBX1t8BneHJ3vUAa8+rlpCougLOAgQles/EMsxG4fBKxSpIk7TArsCRJkqbW+xmtroqkrnfP28K+x5ESW5HUle+gCV7jj0kzCTZXVo332jTm86VN5/hSvu4eYFHT+vEqsJ4HPJKv/4d8nRVYkmYaK7CkNmYCS5IkaWq9n9H7q1tIA6hvzR8AN+X7/3gC5+9htDtfOV8+Tqr0+hdSFdaHgX9ktJvhWlKiawRYmJ9nHqkKrLH9ncCebJ7A2p9UMdbopvgdRsfzNYElaaYxgSW1MRNY2mGVSuXCSqVy5V133bVz0bFIrZJl2QVZli0rl8veHKljZFl2bpZlXx0aGtq16FhmuCsYTSrtN8Fj9iYlkSJw0jb2fXW+3++Ay5qu1ewE0uyCjfu864Av5+8/2bTfHsANTfvVgIfy9w83rY/AF4Hm/9d3RAKrUqmcWa1Wr12xYsWComORWqVarZ6WZdl1y5cv36foWCbJBNY0cAwsSW0jhHB+COG0devW9RUdi9QqIYTzgFeHEJYUHYvUQucAp/b09CwtOpAZrvF7YTnw2wnsvyfwl6QufQCnN23bjTS74FuBC4E/B96Yb/ssqaIK0vhW/wGsIFVLfZc0vtaafHsN+Fj+/uX5/pCSVS/Oz/kL0nPK7vm2eflxN5KSaqeTZjfsKCGEs2OMp2zatOnYomORWiXGeBbwslqt9vyiY1Hxure9iyTNGgEghGByXh0jxhgASqWS7V6dpFPa/YuAPyN1qftd0/o5wESqERrjWD0AHDyB/f8PaVa/6/LPLwQOBd4HvAbo3cJxL23a1k2qiBqr0X3xREbH5NqLNAD82GTUzaTE1x3AeaRZFL8GrJzAd2hnAaBer7d7u5eeEEIIMUbv7wWYwJLURmKMa0II+46MjKzZ9t5S22i099WFRiG1Vqe0+3NJiaMfMNrdbg4psTPRLoGQBlr/9QT2eyxfrs+Xe5OqoRpdYX5BGuh9Q379E0mVUpOZtXAOm1d2vXFLO5IGbH/WJM7d1kIIa2KM0P7tXnpCjLFTft9rAkxgSWobMcZXhRD2GRgYuKvoWKRWCSG8vl6vH9jf37+86FikVqnX62d2dXUdfsQRRwwVHcs068qXzffsdVIl0twJHL8bqWrncVLV07aM5OdtdOsLpOTVr4CrSZVRP2K0EmoIOIqU3GocE/Pz9AB3ApeTZiB8NnAqqVthb9MxH9hCbI8CP51AzDCaeHtsq3vNcjHGc2KM/f39/T8qOhapVXp6et6yadOmzy1evPg7RcciSQ0O4i5JkrS5r5Dujf5iO49flR//tTHrS8DzSd0FLwP+Ob/GJfn+N7P5oOnNrxHgW6Sqq881ra+P2e96Nk+y/Xm+/pvA/+bvH2E08bUjeoE3AQdMwbkkaSo4iPs0sAJLkiRJak+/Ic3ud1j+uZuUSHoXsP9Wjju66X2WnwfSOFr9wJ+QZhe8omm//wEOzN9/nzRA+3gVURuBu4GnkhJPvez4gOwbSZVekiRJ084KLEmSpM3taAXWp/Pja8AxpMqpxv3W70iJqUjqFvi9fL/mKqoPjXPOg4FlPLkyq7kC6w3jHNeowLol37ex/0nb+d0kaSazAmsaWIElqW1UKpWjQggH9Pf3X1N0LFKrVKvVgXq9fviSJUu+XHQsUqsMDw8vjjH2L168+EshhFh0PDPYvfmyBAySBlB/FHgb8Jn8dRCpi+H3gZ+NOX4IWAKcQRrTquF3wE+AY5vWNXcFfCewdMy5+vPlUfm+/0saJH4R8I1JfasOVS6X+0IIS/v7+68KIdSLjkdqhSzLDgGOW7ly5VUvetGLRoqOR8UygSWpbYQQrgIOK5fLzxgYGFhRdDxSK8QYLw8hDAwPDx+5ePHi24qOR2qFer3+SeDY4eHhe4Ebi45nhloEvCB/H0nJK0j/XjeQqq0aSqTxrMZOU/8pRgdyn4x+RhNWYzUSXXvny/mTPHfH6urquizGeHy1Wv098N2i45Fa5FLg5Pnz5z/Mk8fzU4cxgSWpncwF6O7unsjMTFK7mAsQY7Tdq5PY7rdsN+AjpEHNGwmp5uqoE0mzA/6qafv7eHKS6lFgFyY2e+H2GCE9i6yapvO3nUZ7t92rk4QQ5sQYKZVKtns96a8skjSb1QDq9XptWztKbaQGUKvVbPfqGDHGOkAIwXa/uYNIMwieSUpaNVcj3w18GdiUb+tjdHD3RvLqoab9G0mvdaREUwB2ArqAFwPrx1y7eYr7e4D7SZVfq0ldE/8r33Ztfq578s/LJ/71Op7tXh2n8fs+xmi7lxVYktpHjPFiYGDVqlXeDKtjhBAuAY7r6uq6tehYpFYplUofijEev2HDhp8WHct22pWJdZ1rJJYWkAZP35q5wH+SklL3Aa8mzRZ4Ub79QEZnCdySPca59l6kaqnxbCD9QXwn4OlN6y/MY2n258DJ+fuTSN/nEVJ3Rk3MR0IId/T29v6w6ECkFvoYcH8I4fqiA5GkBmchlCRJneBQUlXT2Fn8pur1O0aTSe+fxuvE/HuU8/ebmtbvOs73bsxC+A3gf/L3/zDJfztJmi2chXAa2IVQkiRJap1NwEpS17ptvR7Pj3lsG/utIT0kAfwFKUEEm1dO/Wu+rJIqrfYAfpGvezRf3pEvr8nP2fAa4M1Nn38JPA3Yk9Fuh42eHXVg7Tjf+w5Sl+djgAOAh4EPjrOfJEnSjGYFliRJ0ua+Qro3+ott7PeKfL+xM/DuC9ySb/tyviw3bf8Cm1dUNaqoLid182us/w2pu2AkJagiaUythxi/MuvfgOcBT81fzyUl0DY27fPzif0TSNKsZAWW1MZMYGmHDQ4Odt90001ztr2n1D4GBwe7h4aGnJlHHWXZsmVd5XK5Ex4IJprAuojRxNHBwOeAW0lVT79htLtfo4vhhfnr54zef61i8+TSFYyfnNrR12358kfb9S/SwWKMpQ5p99ITYoylarW6S9FxbAcTWNPALoTF2wNYRJoJZkceQJpLx6WONH/+/G/PmzfvgXK5bBJUHWPBggXX9Pb2Pphl2f5FxyK1ysKFC68slUorly9ffti29+4Ijf/vvQC4E3gT8CzSeFsH5dsa95n7AJfkryObztE8gPuRwBmTuH6NVF3VsI7UTbJGqth6ALiSNHvhByZxXjUZHh7+dKlUeqhSqfQXHYvUKlmWfTzGuLparR5ddCwqngmsYpSAc0ljEKwChoHbSWMYfIv0P3dJkxRC6APmdXd371d0LFIL9QFzQwgHFB2I1EJ9wM61Wu3AogOZIRqDpi8kdQP8HyAjVVJlbD6eFaTE0qZ82bCJ0TG3JqsL6G36/BRS98L5+ba9gdMBZxHbATHGPtKMj9uakVJqG6VSqY80xt6hRcei4pnAar0e4L9IJd6Lx2zbiTTd8XdIg2fu3trQJEmSNMssBk7N3z+cfz4QWAIszZfnkRJUDV2ke9KupnU9QNjKdcar9F8LLCDNevjtMdsOB941kS8gSdJEmMBqvb8DXpK/vwZ4FTBAurl4Fam8eoQ0GOfPSH9hlDQxtwAP1mq1u4sORGqVEMItwOoY451FxyK10BDwcAhh7KDlnSaQBlyfQ0ow7QLsPGafdwNfJCWoxqrny0Zyarx9mq811jzSDIn3ADfn6x5mdPbDt7NjQ2Roc0PAuu7u7uVFByK10BCwvl6vV4sOROo084BHSDcJ79/Kfv2k6YkjqVvhcyZw7tk+BpaDuEuSJG1uW4O4N2YffAj4av6+ClxAGqT9CkZnDWwM4t74vK1Xrel9fQvvI/AfeSwHAp8Cng28oWn7eWNiPhUHcZfU/hzEfRp0Fx1AhzmO9Jexe9j6AJYZcAzwJVKXwm8DJwPfn+b4JEmSNHu8Jl9+itHE0mLg0nH2bVRCjVdJFcdZ39xTIwCPku5jxzqb1BXxQdLA7Y3ujKtJw2H8KfCJrXwHSZI0A72Fzf9StS09wNX5MY8Bf7yVfa3AkiRJai/bqsC6K99+HxOrqppMBdZUvR4dE7MVWJI6gRVY08AKrNaaly9/P8H9N5H+svafpPGxrsuX35j60CRJkjTDNMaS2rSF7fvmy8nMvru1gdq3plGl1VytVSNVX60FbiR1I2xseyqwB+nB7XPAxnz9QfnyUODfJ3Dd+4APA+u3M25JkrQdLiD9T/9fJ3lcN6OVWI8Dbx5nHyuw1PEqlcqFlUrlyrvuumvsALZS28qy7IIsy5aVy2X/uqeOkWXZuVmWfXVoaGjXomPZAf8B/BrYcyv7DJAmANptC9s3ke6dNgC/IHXha2V1VXM1V20ar/OKrfwbdYxKpXJmtVq9dsWKFQuKjkVqlWq1elqWZdctX758n6JjmSQrsKaBFVitNZwvnzvJ40aA15L+evV60g3PAPAO/GuU9IQQwvnA09atW/dBoFx0PFIrhBDOizEeHkL4KPCTouORWuQc4Jk9PT2fAG4oOpjt9ELgYOBw0vhR4ynz5P+fdZEGSn8lo/fy/wq8E/gxcOxUB7oVzdVcW5vd/F9ISTZI3/eVpMqqL07gGmtI48F2vBDC2THG4zZt2vRp4OtFxyO1QozxLOCEWq32RdIY0epgJrBa60ekAS0HSEmsH0/i2E3A6cAdwEXAXwIvBf4J+B7bXw4utZMAEELY2k201FZijAGgVCrZ7tVJOrHdzwHemr/GVuC8nXSfOF6l1udJFUzzxtk2Vp00o+F4FT6bSOOzNhshPU9sJA15sYJ0f/sZUhdBgAeAv2465lRSAutu4F0TiEmjAkC9Xu+kdq8OF0IIMUbv7wWYwGq1jcDHgfeR/lJ2DKPjAUzU+0kl4p8gjSHwb1MYnzSrxRjXhBD2HRkZWVN0LFILNdr76kKjkFqrHdt9N/By0h8oF5OGVHgQWA7cDJwH9Of7PkBKSM1ldEyqvZvOtRHozd+fMYkYSqQk1njGJq+a3U7qGVAiDXtxaFMM10zi+tqKEMKaGCO0V7uXtirG2I6/76VZYy7wS9LNxjt34DzzSH+1asw+03jNVo6BpR1WLpf7six7YdFxSK1UrVYPrVQqJxQdh9RK5XL5oGq1emLRceygX5Hue54DPJ+UqNrWWFCrSMNJ9JDGRW3Mbt3Kca+29FrTFNMIo2NkfYs0DEZj8HZnIdxOWZbtX6lUXtqovJU6we23375vlmUnxxhnWwWWY2CpbRxMKv+eqh/Cw4AXk8qxZysTWJIkqZM0Elh/R6pWiqSKqw+S7uuOAk4gdbVr3CNtAs4m3UM2BnB/GlBl6hNSU/26KP/eJrAkdQITWNPALoTF+H/s3XmcHFW5//HP6enJJCFhMZElbGEdgUxGdgiLyKIgm7IKXBRyRZCLKHqvywUVd8CrIv4QxMsVZDVEWRVRYFgDSAC7qycQFhM2w5JACAlZJt3n98dTRdd0evburpnu7/v1qldV1/r0pJgpnjrnOf8Efl7B8z0XTrV2EHBAhc41FuCcc87hmGOOOW/8+PH3Tp069Zb4Dk899dTkdDp9inNutPf+zUKhcHl7e/uyaHsulxvlvT/dObdxoVDoAq6bOnXqM/FzBEFwkHPuAIBCofCorqFr6Bq6hq6ha+gaukZS19hzzz3Zc889z/XepxYsWHD/jTfeeASwJNr+sY997LNbb7315mPGjFntnJtz6aWXTl2+fPnlwMvAa83NzZtcccUV/7lo0aJV8+fP509/+hPz5s2j9Bp77LEHAJlMhnvvvbfb9kmTJvHJT36SlpYW3nrrLWbMmMHy5cUxgpqbmzn22GPZYIMN6Orq6ukafp999nnPe5964oknxoTXCIAbgMLOO+887pJLLhm7zjrrXPDggw9u+JWvfKXbNYbLv4euoWvoGrpGpa6xcuXKg6+77joeffRRHnlEY+xUihJYMlgp4A5gVCVPOn36dIAvAmflcrmJU6ZMeSvalk6nfwx8Ouz7j3PuXazZPADe+0OBS8IifwB7YEm2aHsql8vd4b0fFR7vdQ1dQ9fQNXQNXUPX0DWSuEYqlXKXXnopzc3NUYv8fc8777z0lClTol04/vjjv7vbbruBPbNPXb169X0XX3zxfsCVwEP77rvv8bvsssuXov3b29s57bTTiF2D8BpRTOyzzz6888477+/z5S9/mUMOOeT9z8uWLWPmzJnvf95333355je/+f7nHq7hmpub1wI4+eSTOeyww7730ksvnY+1POCqq666IfpZ7b333hx66KHdrjEc/j10DV1D19A1KnmNlpaWUdOnT+fkk09mp512QipDCSwZrALWDbK9QucbDXxm5syZHHLIIdeMGzcuF/9FAlAoFH7R1NS0JFzu8t53y5aPHj36nuXLl1+cSqXGhvvcFN/unCvkcrl4zC/oGvV1De/9P4Ig+FRbW9vNI/l76Bq6xgCvMSGfz48DRvr30DV0jYFc4yJgT+CFkfo9CoXC2hdddBFTpkxZfthhh12fTqefLb3GpZdeOu6ll15izz33vHXSpEmvTJs27ccXX3zx/cBWwLqPPfYY11xzDWPGjAHgrrvuouQaXHTRRbS2tgLw8ssvd0teAVx77bUsW2aNC7q6utZoodXHNXyhUOBnP/vZ8vb29qUTJ058edNNN73rpZde+k58p/jP6umnn9703nvvPSS+fTj8e4yEa2QymVbn3ATv/S+cc2NG6vfQNXSNgVwjCIKtgGkLFy68YSR9j1WrVu186623Tp87dy4iUn9UA0uGLAiCZ4Mg8JlMpjXpWERqJQiCfwRB4Ds7O3dMOhaRWgmCYFYQBD6Xy+2VdCxDsBR77vlVD9ubgXy4zzySr2EVTYXY8ruD+N6qgTVIuVzu7iAIfBAEB/W9t0h9CILg9iAIfDabPTLpWAZINbCqQC2wRKSejAVIp9Njkw5EpIaiFoi676WRDNf7vgUbVGftfuw7JpyPBT5fZnsaiEabG04v97qocAkJ6Z/ofh+G971I1TjnxnjviVo8SWNTAktE6kkeoFAo5JMORKSG8gD5fF73vTQM733BOYdzbrjd958hViulnz4bTr0ZCzwN/DewGxAVpToZuApoGuA1e5Pv4XweS6j9E/jQEM7/T2A1NgqjDEwBGI73vUjVeO8L4Vz3vSiBJSL1w3v/Q6B90aJFc5KORaRWnHMXANOampqeTDoWkVpJpVI/8d4fsGLFikeTjqXEX4Drse5/fTkGSwg9io0qWMoB+wMfCD9vB9wc2+6BS7Bk0+1YEeHRg4q6u3LJq6eB+cAhWN2xFcCHB3n+fwCbAm/1taOs4WfOuedaWloeSDoQkRq6BFjgnLs76UBERCKqgSUiIiKNZDn23HN+mW2bAE/SvfbU88BsrO5UrWpceWBheN1XYp+DcDkfbvs78O0h/0REROqHamCJ1DElsERERKSRLMSee0pbT24EvBRue51iAfdHsNpaUfIoPq1gzcRTNOV7cnLfyQAAIABJREFUWF/pSa2fRUSKlMCqAnUhrL2Hqnz+vat8fhEREREZuiXABGBHrAbW1Vi3wd9jXezmAAdjBdMfA/bAuu9NLDlPASseHy2nSranKNaviiu3rtz2uVgibYswrpvD6XdYK7Ijwv2f6eVcIiIiMgKtoLpvv0YqtcCSIevo6EjPmjVrTN97itSPjo6O9OzZszUyjzSUGTNmNGUymZH+RvtZis8+7wGfBI4OP78LbB3bdzeq33Wwv9NJWGuCV4D7K/jzkD5471N1cN+LDIj3PpXL5cYlHccgqAVWFfT21kWqY1/gFmA9IAtcVuHzX17h89XK+tjbPYANgDcSjEVGqGw2e49zbtdCobB1e3u77iFpCEEQ3I4Vev5QW1tbuULQInUnCILfA0c0NTVN3X777Z9LOp5BehbYBugAPoq1nnod60L4faymVBNwOPC/WGutgeqrlVVcF1Z8PjomGo3wT+HyEcAq4HhgKdaTI4+10HppELHJAOVyud9670/03u8yderUIOl4RGohm81e6pz7vHNu2pQpUx5POp4BWAv7XQkwDliWYCx1Q10Ia+8B4CPAg8BUrOn11YlGJFInnHOtwPh0Or0xSoJK42gFxjrnNqP8SGYi9agVGJ3P5ycDIzWBFfkO8BTwZSx5BXAucBZW86p0VMAbgU/HPr+MJZEOLHPu54HxwIb9iCMaOTFKeEXXPTS2zyi6j4QI9j9l62OtyKSKvPet2L/BllgtNJG6l0qlWr33aaxV6khKYEkVKIGVjAA4DvgzNizo3cCriUYkIiIiIkkoAF8F7gonsLpV68X2WUaxC8ohJcePB6aEy6UtriazZmKpt1ZZHmuJNQpYjf2/QjR/D0uUFUqOeRFY2cP5REREKqa0yKPUzl+x5NXaWDNxERm6x4E38/n8/KQDEakV59zjwNve++eTjkWkhmYDS5xzc5MOpIL2jy2/h7WeirwbW16n5Lh1KbawKk1MNZfZv7cuhfdjCSso1lZNA/8APgTsBOxSMh2NdSWU6psNLEun0xrxURrJbGB5oVDIJR2ISKMbB7yG/dHfIuFYkqYi7iIiItIIUlgZiVew556TsSTR21S3+PrS2PKvgZ3pXki+p+kWQAOkiIgMjIq4S136NnZTfyPpQBKmBJaIiIjUsw2A/wEWsGaSKFpXCOf/CieP1bh6PbbvG7Hl7wKLY5//Ccwvc/74NB84Bbgee4nqsS6KtwBvxfZbFM6PqfhPQkSk/imBVQXVGIVwHNYPfzKwCdYvfy2sOfIy7O3Si8ALwDOs2Y++0UwAtgUeSTqQhGkUQhEREalXnwJ+hz0nA7yDJa3S2HPP+HB9VJ9qIKMHVkIXVn/rMKyeVQv2vL45cCwws4axiIjUA41CWAWVKOLugGnAUcABWPKqdLSUnrwLPIYNz/tHGnMI3kUoeSUiIiJSr47HWjulsBd0y4EfYC97PwgsBCZhraKipJXDXvKmsORSM5b0Kq1nVSkpLHnVhdVpPTy2zZc9QkREZAQZDXwBKzBZ2jR5CTAHG13vFuAGYAZwO/AQMA9YVXJMAUtk7VvLLyHDhroQypBls9mvZ7PZ6+fNmzc66VhEaiUIgi8FQTAjk8moebo0jCAIzgiC4A+zZ8+uVkKnUlqxt+4e+C2WvBpM/aq7sQLqq/uxb6HMcvy4ZUAGGxW7K7Z+EVZI/lfh5z9jxds3rvhPRQYlm82emsvlbpk7d+7EpGMRqZVcLndCEAS3zZkzZ6OkYxkgdSGsgsGMQrgOcC7WrPhXwFZYQupX2CgkW2Aj620PHAh8EjgBOA57m7N3uM847A/xF7Ak1zLgE9joJ4+Ex4mI9Jtz7izn3AnLli1rTToWkVpxzp0JHOucm5p0LCI1dDpwVHNz8y5JB9KHHwFjgUeBg7AXwABzgSuAC4HfYHWuehLVwToQWFFm+3KsRAfAfXTveuiwrorTsOd1wnimYr0mot4Y92LJtntjxz4GfBh4tZfYpIacc5/z3h/Z1dW1Z9KxiNSK9346cHg+n1dDFxlwF8JDsT+2k7A3OdeGnx8cxLVXAU+F0+VYVvJo4EvAHsDNwF+A07BRWkRE+uIAnHODSc6LjEjeeweQSqV030sjGQ73/c7Y6HwP9bD9AKz2FcCuWImNqLbVScATsX3vBDaNbY9zWPfCnozGnsvBEl2l5zgSeBx4AHuJ/D3gSax11kFYMvDbWFdGGd4cQKFQ0O97aRjOOee91/O9AP1vgbUucDVwB5a8ugF7S3Myg0telbMMK265M9YH/xngYCAH/HuFriEidcx7vxjwq1evXpx0LCI1FN3vb/e6l0h9GQ73/b1AB8UC7JGtsO53d1NMJEX1YaPPd1J8vh1NsYTGqpJz3RXOu8L5ctasnepiMZzMmgmw7cL5ucAZwI+BW7HSHmdjBdsfLv1yMvw454bDfS9SU+HzPei+lwGYjr3NmQfsV6NrNmN/aFdhN+sGNbquJEM1sGTIMplMaxAE+yUdh0gt5XK5rbPZ7IFJxyFSS5lMZotcLvfxhMOI6kvFn1F3B94M18frS60CXqN7fSqPFWZ/uWRdfHqP7nVj3wuPGUj9rH9RHP2wP34aHvefAzhGaiAIgk2z2ewnopa3Io3gmWeemRQEwWHe+5HWAks1sBL2Vao38klvdqP7SChSn5TAEhERkVqbhtVgHYzSBNYWWDc8j/Ug+C3FZ5vXGVjSqdLTjAF8rw9iL69LW5aJiEj/KYElUseUwBIREZFaexNLRA2mpX+UwPowNpjRCnpOIJ0KHIF1ffTAF4FfsOaogdGUj82XhMsrY+t7ml4G3qB76y8frvt6OH0V2HoQ31dERPpPCSyROqYEloiIiNTaMuzZY/Igjo0ST+/RPVk0B2uB1VtCK+npr4P4viIi0n9KYFXBQEchHIiNsLc74+l/sfhHgEVVi0hE6lo2m93ZObdZW1vbzUnHIlIruVyuvVAobDt16tSbko5FpFY6Ozt38N637bDDDr93zvkhnCqqJfQJ4GlgLlYzaiDGYK2jWrBn2Wnh+gl0H9kvinOg9YvyWBH4AvZM7WPnWB5efwVWDP4P2LP0VGxU77h/YoXlAW4bYAwyDGQymVbn3C5tbW03OOcKSccjUgtBEGwFTFu4cOENH/3oR1f3eYDIAJ0IBAzubdDnE4hXhge1wJIhC4Lg2SAIfCaTaU06FpFaCYLgH0EQ+M7Ozh2TjkWkVoIgmBUEgc/lcnsN8hSHYiPvlT6LFoCnsNH8ensB+5HYMb8ClobL92HPs9EUtfAq7Sa4BFhN9+6C5abngM+Ey2+F82+U7DMHeJVid0aAL5U515I+vpMMc7lc7u4gCHwQBAclHYtIrQRBcHsQBD6bzR6ZdCwDpBZYVVDpFlgXAl+LfV6BvXkaC3wAGzWl3PD2o7HaA20VjkdEGstYgHQ6PTbpQERqaCyA9173vTSSwd73o4H/A04oWR9gLZm2xJJAv8PqVh2DJY5SwEeBTwGbA/vGjl1F8X9OPhJOpUpbXcULpPeWVBoH/AVLgK0XrvtsyT7NWOF1gOuxLo0tse2rsRZc47HkXFeZ66zAnuFn9RKLJCy63/X7XhqJc26M955UKqX7XiqawNqHYvLqMuAiYH74+RKsWOVpQLkuDlOBDKBWEyIyFHmAQqGQTzoQkRrKA+Tzed330jC89wXnHM65gdz3aeB24ECsy9/FwNlY4uoI7Lk1GoHvXCxhdT/wn8CPgZ5aOX6RYve+lcDfsK59hOfbr4fjlmBdFnek52fyMdgL4BuAk8J1HyrZJ16Qfbsy54ife2oP1wE4DCWwhrsCMND7XmRE894Xwrnue6loAusL4fzXwJkl26I/+I/1cOzL4XzzCsYjIg3Ge/9DoH3RokVzko5FpFaccxcA05qamp5MOhaRWkmlUj/x3h+wYsWKRwdw2Pex5NU7wOHAg1jyKe5NrEfB7VjLpynAnVgLqiXA2liLq1GlIYXzFuCK8PjIHCyxFNWyiqwN7NpHzOsArwPv9rD9CCxZdiNWc+uM8Pv9EGtNBnA88PuS/Ut5rH6XDG8/c84919LS8kDSgYjU0CXAAufc3X3uKTIAL2J//Mq9+ZkXbiv9Yx9x2BsFFXBvXKqBJSIiItWyOcVRAQ+NrS8dhfCjwEPAbOAVis8mS7FEVLl6Vs+WrHsxPD6alrFmPapHgTuwFlgeeL5k+0qsRVhf9WOjuKMaWJcCb5fsc1w4zw38xyYiIoOkGljD3Arsj3dTmW0vY/9wvbX4WoX9sZbGpASWiIiIVMu3sWeMv5asL01gfY/BDUQ00KkLS3TlY5/j21/GWh14rPXVJcB1lE+glZueii0/Hs6/M5gfnIiIDIoSWMNcF1YkspxO7B9uYg/bx4fbV1QhLhkZlMASERGRapmFPWOcXLK+NIHVAhyAFUP3WHe7/iSkVpd8jmpt/bSfxw8lERb//DBWK2vDkvVvUSwCLyIi1acE1jC3EPvHaSmz7Y5w2349HNtO8W2TNCYlsGTIOjo60rNmzRqTdBwitdTR0ZGePXu2RuaRhjJjxoymTCbT0/8Q7I91l3shNkUJppdL1ketmV7sYf/+TC/3sD6D9S6IPt8aW47Ovxzrsvi32Lal4boZsX1+HU43UOwKWcBKd2wCvBau+3D4M9gydr4C1o1QRjjvfaqX+16kLnnvU7lcblzScQyCEljDXNQ8efsy274Zbruxh2N/EW6/pTqhyQigBJYMWTabvScIgiWZTEb3kDSMIAhuD4JgWRAEmyYdi0itBEHw+yAIls+ZM2ebMpu/RnVbPZVOBdasO1Wum19pa6m7gA+EMW8XW/+9cN1p4efSgt17AYvDbSuxAu3R5/Ox0cDfjJ3v7F5/mDJi5HK53wZBsDKbzbYlHYtIrWSz2UuDIOjK5XJ9DXox3CiBVQWpvnfpt7+H8/3KbLsB+6N9PHAexVZaTdhQxWfG9hMRGRTnXCswPp1Ob5x0LCI11AqMdc5tlnQgIjXUCozO5/OTy2z7KbAzsEtsmhduO7NkfVS+4ojw8+lY8mkgHLBumXWl4rVgFwAfx7r2gT0nlx5/Wrh8W8m2h8NY/4oNkHQcNlohWJ2rM+hetuOS3sOXkcJ734r9m2/Z174i9SKVSrVivz+3TjoWSV5vRdUH6lLgCeyPaqn5wI+xAprfB76O/eHeABtCGOBerKm0iIiIiMhg5YEnS9Z1AFsA22AtlCJRsirAuvVdTPkXvJ7ySanevIt1R9wY+GDJeW4v2fcF4EFgn/DzF4BdsZZV/1fm3M9jCbDdgMPD+UbA69ioiI8A1wwwXhERkWGtkgmsOeHUk/OxB4NzgXHYAwTYg8M1wFnYH3URkcF6HBiVz+fnJx2ISK045x733k/03j+fdCwiNTQb2MI5N7ef+/8ea/X/OeAC4I2S7V8Nt5fWUYwSTqso9iBYAYzuxzVnAgdRTF5BMQlW2qrKA//AElg7AgeH68+j2EqrnL9T7AURp6709Wk2MDWdTvf2/1wi9WY2MK1QKOSSDkQa07rYm6LpwKewUVJEVANLREREqukh7DmjA0tARYmp/tS5ihdjLz0m38ex5epheeBV4JQwjglYq6z49nhLsYGKP1eJiEjtqQaWSB1TAktERESqaVusNZPHutjdRt9JpiSmLuAbDLzLYlwTNrLhTUM4h4iIDJ4SWCJ1TAksERERqba96D5CXy2SUU9iyaRoegh4CVhesm80kuDPq/btRUSkVpTAGoHGAzsBBwAfSzgWGd6UwBIREZFa2J/atrh6D/h8D7EcEm73WBF3D3yvgt9VRESSoQTWCJHGhiB+kjVrAvSm3Igv0jiUwJIhy2azX89ms9fPmzevP8V1RepCEARfCoJgRiaT0cORNIwgCM4IguAPs2fPXmcAh30ZeI01a03VYipgBeTL+Uy4T1RnSwksKSubzZ6ay+VumTt37sSkYxGplVwud0IQBLfNmTNno6RjGSAlsKqg0kmjD2Jvjy7HRlBJUUxi9eY6YAmwS4XjEZEG4pw7yzl3wrJly1qTjkWkVpxzZwLHOuemJh2LSA2dDhzV3Nzc32fH8VgrqA2Aw/p5jO9huT86sRj/A3gYq2f1K2CPMvteA+SAUeHn1wd4LWkQzrnPee+P7Orq2jPpWERqxXs/HTg8n8/vm3QskrxKJrBSwM3YH+Z3gW8D22F/jF/q49hnsazkcRWMR0QajwNwzqlFpzQM770DSKVSuu+lkQzkvv8I8Bz2XBrXVWbfVaXX6MO7Paw/H7gCS1rtA/wBaAZ+VmZfT7HY+p0MbfRBqW8OoFAo6Pe9NAznnJ7v5X2VvAmOxwpjLgR2Bb4PPIM1me7L3eF8nwrGIyINxnu/GPCrV69enHQsIjUU3e9vJxqFSG31974/FPgr1vIqX7Ktucz+o8qsg56TWeN7WH9ubNljLbHeBfYEdiuzf2c4H0f/np2lATnn9PteGk74fA+674XKJrBOCufnAXMHeGy0/7aVC0dEGo33/mhg//b29nlJxyJSK865E733B02ZMmVO0rGI1EqhUDjVOXdwW1vb7F522wq4HktKLQeaahIcLAW+UbLudeDWcLlcF8YoadWfVl/SoLz3p3vvD21ra3sw6VhEaqW5ufls4PAddtjhr0nHIvXlNXouwD2f3msHjKY41LA0JhVxFxERkUr6K90LqS+lWFDdA48CV8e2d1G++Hp/C7WvjB1zD/C3kumZcPv9ZWL9r3DbjRX79iIikiQVcR/mVgGre9g2n94TWB8Mt6tZYONSAktEREQqZWO6J6G+j9VqjSecbsBaZcXXlY6gXY3pzTLxPhJuO6NSPwAREUmUEljD3JvYP866ZbbNp/cE1l7h9oF2PZT6oQSWiIiIVMp/UnyumBGu+0NsXQFLVh0aW3cvA09i3QG8Ey6/Elv/KnAmNvJhNEXXn1kS66fC9cvQM5CISL1QAmuYi5ppH19m23x6T2D9JNz+u8qHJSOEElgyZNlsducgCD6VdBwitZTL5dqz2eyxScchUkudnZ075HK5T0ejcMasjSWlotIWHhvt+m9YHapo3SrWTEaV60LY21QA3qKY8IqOfzecX0n3erN3heu/HFv3IWBRuP5Hg/+JSCPIZDKt2Wz2JO+9RmOThhEEwVZBEJzc0dGRTjqWAVICqwoq+cvv9+H8uwzsH2g77A0VFItbiogMmHPuBuCPmUymNelYRGrFe3+1c25GZ2fnjknHIlIBWwLr9LVToVD4jff+hs7Ozmnhqq2xZ9GFWKuoDWK7bwMcSPcXZOVGIBzo/xw5YD2Kz9NprJzGV7Gk1nTgNmALYMcwhgJwS3jMycAs4ANYF8LvDvD60mCampoudc5dm8vlDkg6FpEauhj43YQJEw5NOhBJXiUTWFcDOaAVS0R9oB/HHAjcDYwFMlhtAhGRwRoLkE6nxyYdiEgNjQXw3uu+l5FuS6ycxB/6sW/8vv8R0AkchyWmXinZt1wvgE4s4fVMP2MrxJZ/E1s+HXgjXD4M2AS4AjgBG/nwUKwF2EPYc/fTwA+AF7GeB+sBDwCHY0XgRXoU/Z7X73tpJM65MQCpVEr3vVQ0gbUaOAJYABwAPAdcCHwCG74YYIdw29exkV/+BkwCFgP/RveHAxGRgcoDFAqFfNKBiNRQHiCfz+u+l5FuI6wV02a97JMCdvPeFwAuvPDCo4FvUnzWBEsixZV2MwR7Jj0e68LXE08xmbYyNj8Pq1cF8EugJVx+BeumCHATsCv2rJsmTLiF1z0pjPE14BzgIKwboUhfCgDOOf2+l4YR/b733uu+lwE3le7LPGBn4CrgY8DXwimSK3NMJ5a8KrdNRKTfvPc/BNoXLVo0J+lYRGrFOXcBMK2pqenJpGMRqaJ1sWTtacBPr7rqquuPOeaYZ2bOnHlSuP0F4Cks6TQGaw1FbNuTWMv/9WLrn8RewO7WwzUXYgmooyl2OZyFtbj6AJakOoJi8uxEYDxWX2tT4JPAfuG2JVh3wnexxNXDwH3hdxLpr585555raWl5IOlARGroEmCBc+7upAOR+rYfcA3WIqu06OUi4M/YH/pRPRwvjUVF3EVERBpbNCr1s0ATcAo2MuBq1iy+PgP4dbjcEe4faaI4MqAH3sYSSvFRCKMi7L0VaV8O/LBk3Smx6zhstMO+znMrsPGQfjIiIjLSqIj7CLYOVtdga2BiwrHI8KQEloiISGOLElgvYi3z+xoFMBr1bxrFbnyRG0v2fRFLdJWOQBhPPuVZ8xr5kuVyg4REIx7eg9V0nYu1rrqAnlt3iYhIfVMCa5jTcK4yFEpgiYiINLYogRUllV4FvoG9AE0Do7FBg+LJq9VYYuotrK5qCmvh/yh9J8CW97B+NZbwirf8mk/3kQ3j/hXu0z70H4GIiNQJJbCGueuxela7JB2IjEhKYMmQdXR0pGfNmjUm6ThEaqmjoyM9e/Zsjcwj9eAYis8CN1P+gf9ywKdSKT9mzJi+ElSVmJaF83fo3k0xTgksqQnvfSqTyeh/hKWheO9TuVxuXNJxDIISWFVQyVZTOwHbUxx9RfpvLWy0xq9hQzPfiQ2p/ARWYPSBcN1vwn0OoTiajYiEJkyYcNf48eNfz2QySoJKw5g4ceLNLS0tbwZBsGnSsYgM0RnhfAU2QuCyMvs0AVx00UU8+OCDbL755tWIYwFWbH0ZcH64bm2sYHs5s7DWYvOrEYxIpLOz88pUKvVWNpttSzoWkVoJguCX3vu3c7ncrknHIsmr5CiEG4bzVyt4znr3UeCr2Kg4pbUb+rISGxnnJ1iCS6ThOedagfHpdHpjbJQokUbQCox1zm0GvJx0MCKDtAmwf7j8OlanKm5d4FTgYIDJkyfT0tLCpEmTePHFF0vPVcBqYB2PJbyeBrbrRwx/Aw7CehQcGK7zse1HYS3DSh3Tj3OLDJn3vhUbAGtLIEg4HJGaSKVSrd77NNad/PGk45FkVTKBNQ6rR1Co4Dnr1QSshsOhJetfwUbeWQAsxt5ARsNBrwNsBGyLjaTTgg0RfRhwO/BZbJQdERERkZHmMGxUP1gzeTUduJC+BwJagdW+2hergxX5G9aS/StljvGx6x4UzveMbY8XYd8f+Hzs8xvAbejZV0REpCYqmcBaiiVZUugPeW8+gD1cbR1+vg9LZt0BLOznOSZiD3qnYg9phwOPAbujJJY0tseBUfl8fn7SgYjUinPuce/9RO/980nHItKDQ4GT6P25M14/aiNgRri8I8VnpuXYSz2eeeaZrk022SQ9f/58FzuuBfg9cBZwTXgs2PPS+B6u68qsi9cqOTa2PAn4dcm+H8MSZCK1MBuYmk6n5yQdiEgNzQamFQqFXNKBSH2Zi73F2izpQIa5mdjP6S2sltVQHY611vLATRU4X1JUxF1ERKQ+PUL1i61HUx74ONYzIBrNcBHdRxQcyLQceDhcfhdLrEXT/2Evb0VEREqpiHsVlHvrNFg3YTUAPkvxrdlgrKhMOMPSFsAL2E28O5ZNroRpwEPhebdiZBYRXZ/iAAAboPpFIiIi9aING6ymJw44EyuRAFaS4lVg83DbQqz11rpYIiqNPS+OLjlP1B1wBZZ02p+en3Wfx2oIfQq4COui+A3gv8rs+wpWo+vPrFn+QUREpJy1sF5qYC9Vyg1MIgk6k8q8Oatnn8W+421VOPed4blPrsK5a0EtsERERBrTBhRbS9ViWhBe97zwc9Qt8MTwcy6273ux5S9U/quLiEidUgusKkhV8Fw3Y822pWcbhfNnqnDu6JyTqnBuERERkWrYBvg51rKqnCeB74TLq4G7w+VydUP7W4N1A+B7wN7h5wnAERRHhF4Q23dU7NrX9fP8IiIiUgWVLOK+AOu+1lzBc9abReF84yqcOzpnfwvBi9SdbDb7daB9/Pjx07fYYot67o4s8r4gCL4E7FUoFE5tb29X83QZSb4I/A/FJNEyim+so65/OwHbh8vvRcvHHXfcxD333JNvfetbLF0a9dDo94tZB3wr9vnocHqozL5NsflawJJ+XkOk4rLZ7KmpVOrI5ubmz7W2tuqZXxpCLpc7wXt/QlNT0+nbb7/9gr6PkHpWyRZYAC9iNQWGMtWzJ8P54cCGFTzvphRrMjzZ244i9cw5d5Zz7oRly5a1Jh2LSK04584EjnXOTU06FpEB+DZwCZa8uhPYBUsiwZp1q6JaV2sTtjQ/9thjOfDAA9lhhx0Gc+14jwEPPIuNYpsJ132wzP4O2HIwFxOpFOfc57z3R3Z1de2ZdCwiteK9nw4cns/n9006FkleJVtgSd+ewAq37wL8CUtk/WuI59wUuAMYCzwKPDXE84mMZA7AOVfp5LzIsOW9dwCpVEr3vYwUBwLnh8tfwboQAuwVzgv08ZLVOctxDeK2fw8r3r4z9hzsgG2xRNaO4T7tJcdEF/kx8FqZc64CLqZyg/OI9MQBFAoF/b6XhuGcc957Pd8LoARWEk4BHsOaxD8D/AK4Bnv7NxDbYkXhz8ZGNVgSfhZpWN77xc65SatXr16cdCwiNRTd728nGoVI/zhs1D8HXE4xeRX3MtbSqseyFO+++y4AS5YMuEffWGwk6HJx9fRcHLUI26eX8+bRc5hUmXNusfce9PteGoj3Xs858r6ehhaW6todmAFsFls3D2s99RxWT2wxsBJ7IzgaWAcrAr8t9oZwi9ix/wSOYWS3vlofeD1c3gB4I8FYZITKZDKtqVRqo7a2tvuSjkWkVnK53NaFQmHy1KlT7+57b5HE7Yy1VHoXmAy8Fa53WIH2/bFnob9hI1y/gD0DTYyfZNNNN317s802W+/hhx/u6TqLgXXD5XItut7AujC+idW3Goe1kD8Oe8H4oZL9VwJfBbp6uN5fgJd6CkakEoIg2NR739bW1nanc67eR28XAeCZZ56Z1NXVtdOUKVP+7Jzr72Adw8FaQFSkcRxW51GGsY2wN1WfAA7r5zQhkUiTsQ42fPMbDG0Y6K9kOzKbAAAgAElEQVQD42scezWsT/F7rZ9wLCIiIlId/439rb+xZP0Eis8Bz2IJpK7w83vhfFVsn4Ws+Vy0OpwXymyLT7dTTG7FnRhu/1uZY34/xO8tIiKNJRqUxIfLMkydiNUWGExC5vMJxJu0NDaM83eBPwBZbLTCFRR/LiuwB7UMMBMbTnpPKl+EP0lKYImIiNS/y7G/9eeVrJ9I8Tkgj7XMWh5bV6CY0Oprypd8jhJa0bNVJ1YQvtQB4fZryxyvQRJERGQglMCqgkrXwLoQ+Frsc5R4GQt8AHiHYq2OuNFYt7G2CsczEqzGhm3ubejmfJltw8H+wK4VOtc4gOnTp3PyySd/ceLEiY+1tbXdEd/hqaeemtzU1PQpYJRzbkmhUPhdfMj4XC43CvhMoVCY4Jxb7b3/09SpU5+JnyOXy+1fKBR2BXDOdeoauoauoWvoGrqGrlHTa4yeNGkS//Ef/7HbwQcf/N+PP/74ht/4xjfyixcv3ibaobm5OXXEEUest84665DP53nggQeYN29etxpVu++++/sjEL7wwgvcf//98RBSkyZN4oADDqC5uZlly5a52267jeXLl7dg/yOxfXNz86Izzjjj0dNOO+2O2Pe4B5iGdVs8KbrG5ptv/uBRRx21WVtbW7YO/z10DV1D19A1dI0qXGPp0qV7XXHFFXR2dvLYY48hlVHJBNY+FJNXl2EFOueHny8BvgicBtxU5tipWOui1grGUw+Ga+IKrPXXndjw1xVzzjnngL2V9blcbuKUKVOi2hik0+kfA5+OPjvn8sAV0Wfv/aHAb6KRiZxzBwMHxbancrncnc65KGZdo/6ucVwQBBe0tbXdPMK/h66ha+gauka9XmPBl7/8ZQ455JDDgcP32msvDjzwQGbOnBmdgn333Zfzzz///c977703p5122vufU6kUl19+Oel0Orom++yzD++88877+4TXeP9zPp+PruHCa6Q///nP7421guett946CRsZcXfgrFQqxWWXXUZzczPAvsA+dfrvoWuMoGtkMpnWQqFwhnPuyyP5e+gausZAruG9Xw+YtnDhwhtG0vdYa621Rp1zzjl0dXWx0047IZVRyQTWF8L5r7Gim3HRsMQ9pR5fDuebVzAeqa4CcA5rDjU9WKOBz8ycOZNDDjnkmnHjxuXiv0gACoXCL5qampaEy13e+1u6nWD06HuWL19+cSqVGhvu0y1Z6pwr5HK5eMwv6Bp1d41DnXN/zGQyH2pvb587gr+HrqFrDOQaR3vvJ3jvXxjh30PXqP9rtAFzr732WpYts5fZ3vvlf//7368DngZ+CvDEE088fM011+w1ZswYRo0atfT2228fhw30skF4TV5//XU23nhj7rvvPp566qkoebUIq6X19rXXXrtedI311ltvblNT08nA4cC5QOqxxx5bfs0114wZM2YMAHfdddeOwK2xnwMXXXQR55xzzu/WWmutFXX676FrjLBrNDU1Xeq9PwD4o3Nu4Uj9HrqGrjGQawRBcDVw2IQJE5aMpO+xatWqnW+99dbpc+fORYanF7Fm2duV2TYv3NZTax2HJUQWVSc0GQFUA0uGLAiCV4Ig8J2dnTv2vbdIfQiC4NkgCHwul9sr6VhEejEJq2H1KsW/93cRlhCgew2sFPBR7AVn2aLsM2fO9EEQ+D333DO+/u1wfiTWDTBaf0osjiNi5+1pWhRb/mBFfwoiQxAEwawgCHw2mz0y6VhEaiWXy90dPueckHQsA6QaWFVQySLgG8D7I8eUilp69TTsZTRyzLgetouI9EceoFAoDOfutyKVlgfI5/O672U4m4A9D24UWzcNG22wnA5gD+Alwm5/cYVCods8FI0suJzuoxzG367fhpWsOA24GZiLJb7mhp9PAzbr++uIJKIA73dpEmkI3vtCONd9LxXtQtiE/VItd2MtCefrYkXdS40HmoGVFYxHRBqM9/6HQPuiRYvmJB2LSK045y4ApjU1NT2ZdCwi/eCw5FQzVn+qA/gScEeZfZcAb9I9obQYWPeqq65i9913J5PJROujTFYKuBTYOHbMgVjiKvIe8L/h1FOMIsPRz5xzz7W0tDyQdCAiNXQJsMA5d3fSgUh9WYi1pGops+2OcNt+PRzbHm5/uYftUv/UhVBERKT+OOBo4GHW7Kq3NLb8z9jyN4HfUewSGJ9KuxO+AjwK7BQux7c9Gc67jR7Yz5jVhVBERIZCXQiHucexf5zty2z7ZrjtxjLbAH4Rbr+lh+1S/5TAEhERqS+bArNZMwm1jN6TUpWe3h5E7E9idbSaB3GsiIiIEljD3KXYP07pCIQAk4FV4fbzKLbSagKmY0U9PXB81aOU4UoJLBERkfqxOd0Ltic5aZAgERGpNSWwqqCSffy3x4ptPowVwiz1XeDb4fJSYAFW+H3tcN29WI0CX8GYhqOHqnz+vat8/mpZHxsiG+y+eCPBWGSE6ujoSLe0tDRPmzZtedKxiNRKR0dHevz48aN22WWX95KORSTUDPwd+DA2SvUSrN7pZIpd+yIOa6nVn656y4F3gA1TqRQtLS0sX768E2vltQg4CXuG+BX2QvUpYEcgAKYO+VuJJMx7n8pms2Pa29uXJR2LSK1471OdnZ1jp0yZsjTpWAZoLSzvATZYnf67HWEc8C1gBd3fiuWBq2icEQhLv3+lp5FKLbBkyLLZ7D1BECzJZDK6h6RhBEFwexAEy4Ig2DTpWERC/4H9PX8d2CRcdxDF7oJrx/Z1wH8xwG6E//M//+Nnz57tN9988/4e87UqfVeRmsnlcr8NgmBlNpttSzoWkVrJZrOXBkHQlcvldk06lgFSC6wqqOQohH3xwPeBXwL7YG/a3gYeAV6rYRxJ+xhW62s9rKjoZcmGI1I/nHOtwPh0Or0xasUnjaMVGOuc2wwNhiLDw9nh/NtYYXUoPus54NPAFeHnbwA/GugFJk+eTEtLC5MmTeLFF1/szyGjB3oNkeHGe98KjAK2xFoWitS9VCrV6r1PA1tjdbelgdUygRVZDNyewHWHiweAjwAPYs3ZlwNXJxqRiIiISGVsA2yLPd9c28M+38Ve5m0J/CBcdyXw7+HyC9jLzlcplrtYhf2Pezdf+cpXjjv22GNvCj+eDeyFlbL4VrjuRuCEQX4XERERGUaSSGCJvTE5DvgzcAlwN/aQJiJD8zgwKp/Pz086EJFacc497r2f6L1/PulYpCEdAXyB4jPlhHDeRffRpaNSER7YEHg2XE4BbwGnxvZdC6tjtQCYFK67HEtEfRCgs7OTjTfemKeffjp+318GrMRa+wO8SfnBhURGqtnA1HQ6PSfpQERqaDYwrVAo5JIORKTR/Qx7ePu/pAMZBlQDS0REZOT5M7UZSfAIbMCgRSXrbwF+DfwRS4RF6wvAblX83iIiIr1RDaw60Ax8CNgV2DjhWIaDcVhNiDywRcKxJE0JLBERkZFnM+As7O/3e8D54fIrwLGx6avh+sXApdjIhPFE1ErWTFrlgdXh8uNYy62fltmv9Bgf7iciIpIUJbCGEYcVIe+v0ViBzvibMQ9kgI9XPLqR5dvYz+IbSQeSMCWwRERERqatsL/fS7AuhKuxFlDxkTHbwn0WUmwhVa3WWg8DLVX6riIiIv2hBNYwsg9W2+A3/dh3FHAvvb8pO7E6YY4IE4A9kw5iGFACS0REZPjaDjgPuAqYgZU/+CqwOd0TWGAD1njg57HjowRW6cvMSk9vMLCXrCIiItWgBNYwchH2D/Gdfux7IcV/uJuAj2KjzuwL3BGuXwpsUJVIZaRQAkuGLJvNfj2bzV4/b948DZcuDSMIgi8FQTAjk8no4UiqYRvgVnp/EfkHigmsj1DsxtdFsaV9lMBaVnL8w1gCbF5s3QQsCbUekA3XnQbcEJ37uOOO8z//+c/9uHHj4omrr1NmpEKRepHNZk/N5XK3zJ07d2LSsYjUSi6XOyEIgtvmzJmzUdKxDJASWFWQGuRxu4Tze/vYbxPgy+HyhVgNhA7gn9jbuSPC+VoUh04WERkU59xZzrkTli1b1pp0LCK14pw7EzjWOTc16Vik7hyBjf50BJaM+jOWJDodOBe4L9zvqHDehCW8UsB8bGTCW4CZwG3hPmNLrrEHcBcwOfy8Amul9XY45cP1L2KjEO4L+GOPPZYDDzyQww8//LdYz4CNsGfNVUP6xiLDmHPuc977I7u6utR7QxqG9346cHg+n9836VgkeYNNYEU1DZ7uY78vYG/COrFm56UKwE/C5f0HGYuISMQBOOcG+7tNZMTx3juAVCql+14G4wfAOWXWT8O6Cq4N/AnYFjgUa4V/BVbb9KNAO/CP8JgxFFvU54D7sTqoR1NMUJVKYS2wXsNeZn4ce1vdk5MA55wD4KijjroTeIhiokuknjmAQqGg3/fSMKJf+Hq+F7A3Y/2xdzhFoi5eS8rsGxkFfC5cvggr6FnOA+G8nTULmT8UTiIiffLeL3bOTVq9evXipGMRqaHofn870ShkJFofa0m1ku71qkYB12KF0GdgtUp7ShDNw1pmfRj7n+sfhOs/QrG1lQ+39WYi1srqgV72OR17OVp49913UwBdXV2L+jivSN1wzi323oN+30sD8d7rOUcG7HzK1z3orc7ACeE+i7C3b715r4fznz+EmGVkUQ0sGbJMJtMaBMF+ScchUku5XG7rbDZ7YNJxyIi0EfZ3t/Ql4+nh+pfpvW7H4cCr9F5UfTXW/TD+OaqF9UPg8ti2FUBpV9inwm13xPb71u677/6tU0455cqBfmGRkSwIgk2z2ewnopa3Io3gmWeemRQEwWHe+5HWAks1sKqgv7/89gunyGnAJGzkmZd6OOZerGn5LyjWwerJUuwt3fdK1t9Hsb6C1Lf1gdfD5Q2wYqwiIiJSPRsB/8JaV8Vb5d+DlXa4CXgGe2G5GHgUeDDc/wvA/8O6AL4EbIYlqppj53mPYius17G/729jxdmfBrbHnkW/TfGlZR74C/Bs+PnfsW6MUHy5+X1672YoIiKStLWwPAfAOOzFjSTkWuzB4eQetu9CMdv4oT7OlcZqYb1TsehkJFILLBERkdoq1wJrG4qtpMpNb2CJrWikwXuAUym2oIrvuyqcF2Lr3g3nc0pi+UIv1/TAXLq/TBURERnO1AJrGIm6Bz4NjC/ZthbwZLj9r/0417bhvvMqGaCMOEpgiYiI1FZpAuvT2BvieLKqt6TSUKbXysTTGW77JfDdcHopXPexSn1pERGRGlACaxhpwYZHjt6gnQEcgnUtDML1K7Gm4X05Mdz/lmoEKiOGElgyZNlsducgCD6VdBwitZTL5dqz2eyxScchI1I8gXUkxVZV0XQ28BzwQjj9ExvAp7SV1UuUT1LlsVZZK2LnjuYrgdkl00KKtbeiddH1uiWwOjs7d8jlcp9WLSBpJJlMpjWbzZ40AmsBiQxaEARbBUFwckdHR38HoBsulMAaZqZRbAZebvpiP8/zx3D/ckM4S+NQAkuGLAiCZ4Mg8JlMpjXpWERqJQiCfwRB4Ds7O3dMOhYZceIJrHfC5UuxelUe2KfMMTfR/XnvTeCT9Pw8WKlp/3gQQRDMCoLA53K5vYb8UxAZIXK53N1BEPggCA5KOhaRWgmC4PYgCHw2mz0y6VgGSAmsKhhKFnMWsBPwTeDj2EPQKuDvwI+wApx92QQbwaYLuHEIsYiIQFgsOJ1Oj+1rR5E6MhbAe6/7XgYrhRVKfwL4ElYe4mTg37Ci7QCHAntjA/TETQRuLnPO1Vjr+nz4uRk4KrZ9CXAn8BZwa7jf94E9gIuBP4X77YY9Yz5Scn7d99Jwovtd9700EufcGO89qVRK970MKYEF1qx8ericwop0DsQrWA2sKcCCIcYiIpIHKBQK+b52FKkjeYB8Pq/7XgYr6ob3LSzx9BssgXUqcBnwD+A6YJ0BnDMNHNPL9rWB48PlG4HHgR3Cz1eH1wS4u9zB3vuCcw7nnO57aSQFQPe9NBTvfSGc676XISew4gaavIrMQwXcRaQCvPc/BNoXLVpUOrqVSN1yzl0ATGtqanoy6VhkWJkEjO5jn3iX/aXA88CWwKtYC6hDsVZSpwDnAq1YvdPezrsQa5UVNwt4jO7lIhYB/4t1XZxFseXXPCDTR9ykUqmfeO8PWLFixaN97StSR37mnHuupaXlgaQDEamhS4AFzrmyLzRERJKgGlgiIiKV8V2qU4eq0Mf21cDpPez/o3C+gOIgQJHdKI5+eHJFfxIiIiLJUA2sKtAIFiIiIiL1ZSmDbxnfm75G/FtOsebV6+H+Pvz8X+H8oZJjjse6CY7FBva5duhhioiIiFTXf2Cj2EhjUgssERGRypkE/ADYqpd9olEIPdYCakyZfVJYMfcX6Lnl1cPhfAnwuXD5T0BHyX554IJw+TWs7lW07S5g3CC/q4iIyHCjFlh1bEPsH/bdpAORxCiBJUPW0dGRnjVrVrn/AROpWx0dHenZs2drZB4pdR72N/XnvewTT2B54Nhe9v1/sf1KuxKew5oJrFuxkQf/RM+JL4+1FjufAdZlnTFjRlMmk9H/EEhD8d6ndN9Lo/Hep3K53Eh8waEEVhUk3YUwBWwOXB5+ziUYi4iMcBMmTLhr/Pjxr2cyGSVBpWFMnDjx5paWljeDINg06VhkWIkSQs392Dfq5vdDrBvf68CbJdNpsf1LuxL+JJyPo5gw+wSWnPpEbL8CxWe9JcAZWAux87H6Wf223XbbXZ9KpRbOmTNnm4EcJzKSdXZ2XplKpd7KZrNtScciUitBEPzSe/92LpfbNelYJHn9fdt1FfDZKsYRuaQG1xCROuWcawXGp9PpjYE3ko5HpEZagbHOuc2Al5MORoa9DwD7AJOBdcN1Bex35jbhNFBN4dxR7AZY7hkzBXwLuBkb6fDXg7hWpBUYnc/nJwPPDeE8IiOG974VGIWNFhokHI5ITaRSqVbvfRrYGut6Lg2svwmsPoczHqJXge8BN1T5OiIiIiKNaAfgIuBg1myB34TVpNog3LYMeBFrQQWwNpYwilpe+djyCiz5tT72P9bRuQvYiINvAlMoPnO+V6kvJCIiIo2lvwmsK4G/VeH6BWAx8K8qnFtEGs/jwKh8Pj8/6UBEasU597j3fqL3/vmkY5Fh61SsXMOo8PMS4L7w88Hhuh2xxNRyrFbH9sDT2DPaTnTvNhhfnhfuGzkb+AVwB3AksBfFkQdfBZ4EOoHbh/idZgNbOOfmDvE8IiPJbGBqOp2ek3QgIjU0G5hWKBRUbkhEhg0VcRcREamc87G/qXdT/Pv6VDi/I9wnKuK+Grg6tt/jWCKrp8Lrb8SWS/9HOl7EHboXcb+iot9QRERk+FIR9ypIuoi7iIiIiFTPR8P5dViSqiefBb4ULu8EfAdYGX5+DpiOFXgH+GAv55kXm/8XxSLuBeCyfkctIiIiIjJMqQWWiIjI0DngGKy7XmnLqUI4nx3uF2+BFflVuC5PsQXX2HDb2tgIhfFzluvKtC3WjTC+35UV+n4iIiIjgVpgidQxJbBERESGZjxWW6o0cTULeIJiUsqH+02mWPcqcnTJcWPpbgusEHu0z2psFOlPY624/h/wVsn1HwXGVPB7ioiIDHdKYFWB63uXQdsIG+pyPP3vqvgIsKhqEclwtj72VhdsFKQ3EoxFRqhsNvt1oH38+PHTt9hiixVJxyNSC0EQfAnYq1AonNre3r4s6XgkMaOxwuy7YwmmedjIgwspdvn7IpZsymMjDz4KzMD+5l4HHAjcRjHZdA5wcZlrfRa4qp9xXQ2cSYVHHwyC4AzgoJUrV07fZZdd3qnkuUWGq2w2e2oqlTqyubn5c62trQuTjkekFnK53Ane+xOamppO33777RckHc8ArEVxNN9x2Ai/MkT9HYVwIE4EvokNmTxQp6MCnyIySM65s4BNli1bdiGQSToekVpwzp3pvd/WOfdz7EWQ1K9mrMB6ex/7jcWSVwATsbe/cU3hfI9wArgIWA9LXr0EbAZs2MP5l8aWl2PPk82xdV3AX4ELKI5AWGmnAx9ubm7+FXBPla4hMqw45z7nvZ/W1dV1JUMfyVNkRPDeTwcOzOfz1wG/TzoeSValE1gXAl+LfV6BvfkbC3wAeAdYXOa40Virm7YKxyMijcUBOOc0QIU0DO+9A0ilUrrv618zMKlK547Oew/2AuArdE9K9WQ+VvR9c+wN83vAK8C7lQ+xG9330ogcQKFQ0H0vDcM557z3er4XoLKjEO5DMXl1GVYjYQywKdYsHeA0rN5C6fSxcHtrBeMRkQbjvV8M+NWrV5dLlIvUq+h+fzvRKKQW3sNaRn2gZPrfcPuM2LrbwnVvxNZ9MVz31/DzLeHnqIj7PcAR2LMZwMv9iMljLyznYnW2nqb6ySvQfS8NyDmn+14aTvh8D7rvhcq2wPpCOP81Vusgbsdw/lgPx0YPSJtXMB4RaTDe+6Odcxu1t7fP63tvkfrgnDuxUChMbmtrKzcanNSfFeEU95FwfjXFB/znwvkHsZbwr1Ksv9EV7vcE8EnseTBKXqWAg8L97ushhrfC+ZsUX1LWVKFQOLWpqWnbKVOmzE7i+iJJ8N6f7r1va2trezDpWERqpbm5+eyurq6rdthhh78mHYvUlxext3Dbldk2L9w2qodjHTa0swq4Ny6NQigiIjJwDmtB5bFnsRfCKT4S4DvhujfCz8uAf2HPXtE+/yw5biU2CmFPXRYPpucaWSIiIo1OoxAOcyuwB6GmMttexv7hemvxtQp7WJLGpASWiIjIwKUp/v2s9FQAdq7dVxEREakbSmBVQSVrYDVhDzr5MtuWhPN1ezh2PFYotHSUHBERERHp2WqsZRXAvwG7hFM0qnMunHvg0XC5EM47w/lb4f7R+pvCc2yHdTMUERERSVwlE1jvYEmsljLbono0U3o4dstw/mYF4xGRBpPNZncOguBTScchUku5XK49m80em3QckqiHw/lWWMLpCWBBuO5+4Afh8h7hPIW1jl8afh4PfD5c/2vgxPAcc6sa9RB0dnbukMvlPh2NwinSCDKZTGs2mz3Je6/R2KRhBEGwVRAEJ3d0dFSyfreMUJX85RclqbYqsy16sDqjh2Onh3O95RORQXPO3QD8MZPJaERTaRje+6udczM6Ozt37HtvqVO/D+dnY6MLlvoWcC7dW7pvCuweLjdjz3Gfxp7VVjPMFQqF33jvb+js7JyWdCwitdLU1HSpc+7aXC53QNKxiNTQxcDvJkyYcGjSgUjyKpnA+ns436/MthuwEW+OB86j2EqrCUtenRnbT0RksMYCpNPpsUkHIlJDYwG897rvG88srHD7n7CughOAa7GEVNyBWBIraq00NzwOrKXWXsA2FBNhI4Hue2k40f2u+14aiXNuDEAqldJ9LxVNYF0K/Ds2DHOp+cCPw+XvAwuBZ7GaC1diBUjvBWZUMB4RaTx5gEKhUK4Wn0i9ygPk83nd941nJ2AzYD3gZGx0wUOAv1BsibUpcBswBpgTrpsIbB7u/wksETai7h/vfQHAOTei4hYZIt330nCi3/fee9330uuogAM1h+KDUTnnY03SzwXGYW/6wH4RXwOchYq4i8gQeO9/CLQvWrSot99FInXFOXcBMK2pqenJpGORRP0D+CTWimp/ii3iD8NeWL5A8cXlBGAR1mXwHzWNskJSqdRPvPcHrFix4tG+9xapGz9zzj3X0tLyQNKBiNTQJcAC59zdSQcijWld4HCs6+CngA2TDUeGifUpDjO6fsKxiIiIJC0FfAQY1cs+K7C/m/tiLwofwLoERut7ml7FWm6JiIhIdaxF8e/uWgnHIiIVpgSWiIhI0eexv4nf7WWfKFHVRe8Jq9exllkzw893VC1qERERASWwqkJDsIqIiIgMPxuUzEutRbFYexqre/VpbGCcleH6V8Pl9YG9GaHdBUVERERACSwRqSMdHR3pWbNmjUk6DpFa6ujoSM+ePVsj89S3icCWwMYUR3L+LcXnuFOw4u2LgJ+G+9wDbAvsAGSAScDZ4f4jvubojBkzmjKZjN5oS0Px3qd030uj8d6ncrncuKTjkOGhFgms0dhIOBtg9a76mkREBmXChAl3jR8//vVMJqNuqNIwJk6ceHNLS8ubQRBsmnQsUlFRUvJE4E2sCPsr2AjOjwDHxva9FziQ4miD9wBHAO+Fx+0HPA18EHgNuLbq0VfZdtttd30qlVo4Z86cbfreW6Q+dHZ2XplKpd7KZrNtScciUitBEPzSe/92LpfbNelYJHnVSGBtiNVreBh7yFqOvRF8DSss2tckIjIozrlWYHw6nd446VhEaqgVGOucU1Hu+vFvwJfD5fHhfDGwCkts7RGui1pS7U355BWxYz8XLk8E7q9K1LXVCozO5/OTkw5EpFa8963YwA5bJh2LSK2kUqlWrKv81knHIsmrdALrk8DzwLeBacB6FT6/iIiISD07F7gGa8EO8Des3tV6WNfAT8T2deH8t/ScvIrMAv6O/U/A4RWPWkRERKTK0hU814eAG7AHrjeAK7FWWC8Bb2NvDQsVvJ6ISKnHgVH5fH5+0oGI1Ipz7nHv/UTv/fNJxyJDdjjw/XD5OWAbYG3gi7F9PhTOX6dY4L0Fe4F4X8m+cV3AE8BuQD10P5oNbOGcm5t0ICI1NBuYmk6n5yQdiEgNzQamFQqFXNKBSH25DGvK3ok1TxcZiPUpDjOq+kUiItJomrEklK/i9GQ4v6FG30lERKRRrUXx768GX6iQSrbAOiCc/zewsILnFREREal3hwJbYa3YbwfagV2w4usPxvabDHwMeyB2sfUvw/9n787D5Kjq/Y+/T01PZhISQBJ2CGGdhMxkwASFsAgSQZRFNiV4oxdE8Sqo+XmVq16Xq/JclKsiiAjIRWWTUZDFq4LAKEJEMwJdVTMmbEFACGQlMCTDTPf5/XGq6Z5h9umu6uXzep5+arrrdJ1vZSrdNd869T38doQ+6oADcZcZeG4AACAASURBVDVKRURERGrWK7iTKY2+kvHQCCwREallP8Z9B347ev7l6PmPBrQ7m/z3Zabg5y3kZy4cyl1R208VJ2QREREZgkZglUAxR2DlCsIPVjhUREREROCbwNsHvNZKfuKbY3GjpPaMnh+PK+QOsB1wQMH7ciOw+nB1sPbElXIYTBPwTtyJ9J3jjF1ERESkKjyGOynac6SGIoPQCCyZMN/3L/B9/8ZVq1Y1jtxapDoEQfDpIAja0um0ru6Vv61wxdRLVePqtCH6rQf+GLW5tfi7Fb8gCD4eBMEtHR0d2yQdi0hcfN8/KwzD21auXKk7XqRmhGG4OAiCO7q6unZOOpYx0gisEvBGbjJqK6LlgUXcpojIqBljzjPGLO7u7m5KOhaRuBhjPgGcboyZl3QsMqJu3Ciocwse/zagzU+i1++Int8PXIJLfIE73/oM8I+C9/RFy78N0udk4AbgCGATcMFEdqCMnAucUl9fvyDpQETiYow5x1p7Um9v7yFJxyISF2vt2cAJmUzmiKRjkeQV8xbC23DTP3+QKrm6F6PJQA+QHaHdHrgir3sBr+MKu/4GWFfS6EQqhwEwxhQzOS9S1qy1BsDzPB335akBeA+u8Pp+wDRgNW5a8DuAEDeTc84k4CpgR+BEXNLpXNwoqnuj114DbgGewX3upYDNwHTgBVxCa3fc7YgX4Aq/9wCLgcdLtJ9x03EvtcgAZLNZHfdSM4wxxlqr83sBipvAuhH4OnAy7irfGuAgYCdcXYfJo9zOZ4oYUzk7HLev7wS2xRVi7QAuBX5O/2TW1sBluORg3YDtbAYuxv3bZ0obskh5s9ZuNMbs0tfXtzHpWERilDveNyQahQzmJNzoqVmDrDsB+C/yI61yTgW+VPD83bjztcLkFcBzuFFZk6Lnk4HlQ8TxDHAm8OCYoi9vOu6l5hhjNlprQce91BBrrT7vpWROY+L1G2rB13AJqqH+Df6KS/yBu3L7UMG654E/APcBawte/wX9p9OuNKqBJROWTqebgiA4Muk4ROIUhuE+vu8vSjoOeZMvkf+u/ydwES6h9S7gQ8DNvLke1r3R8gHguoLX72HwGQZz7+8F/g94teA9Gdz5wkfJJ7mqRjqd3jMMw2OTjkMkTkEQ7O77/ntyI29FasGKFSt2CYLgeGttpY3AUg2sCnAz+V9SLxDgTqiuB/4XN0X0SI9qdyb9T0j/BViIO6n9AvB0tO4pXCLnwuj5OtxV2cL/uHXAWbiaGhY4L44dKBElsEREpFqcQ/477WIGTz4BzAYeLWh7LG4EuyWf/HpukPengP8oeN83C9bthLt9sL4I+yEiIiLjowRWmTuD/AnXxYBmx3gzD1d01QJfGaJNCncboQWW4W4V6AUOHma7J5MfnVXM20LjpASWiIhUg93IX1gaTcH0bcl///0G+DT9R2mvwN06uABXouGC6LXCkVu7F3UPREREZKKUwCpzv8X9ci5POpAydgju3yhg5Nv9LiN/wP9gFNv+a9R24UQCTJASWCIiUkkWA78DBk7rfTnuu+zuUW4nRf9k1JZo+dqA1wc+XsKN1uoGpk5gP0RERKT4lMAqgWKO1nlrtLy6iNusNgdEyzsYud7Xv+NOjqfjklkjuRtXNL8VN3IrDkfgknLFMBXg7LPPZsmSJedvv/32DzQ3N99V2CCdTu9mjDkdmGSMebmxsfHafffdtye3vq2trW7OnDkfttZub4zpM8bc3tzc/EThNnzffyNmz/MeVR/V1Ye19kljjGlpaflVJe+H+lAfY+nDGLOHtXbK5MmTz6/k/ajAPs4GFuG+C29Op9O7WWvff8UVVyzZsGED7e3t31uzZg1j6WP+/Pm0trY2bLvttk+8+OKLf73hhhvOBHzcTIQ77bbbbls+8IEP9M2cOfPJ+fPnP7B06dJbli9fbnC1r8r536rofaTT6Q8bY44FfM/zHqnU/VAf6mMsfaTT6SZr7dvq6uomWWtnVOp+qA/1MZY+giDYG1i4du3am7bbbrudKmU/XnvttXdcddVVPProozz88MNIcRQzgbVdtHyyiNusNm+JlqtH0XYnXPLKB1aOov2LA/ooNQ+4C2gs5kaXLl0K8J/W2qzv+zPmzZv3xmwTnuddhJuJEYCenp4+CuqmzZ49+3jgGmPc4DZr7TG4eiK5514Yhm/ErD6qrw/ciIUp6XR6dmtr68pK3Q/1oT7G2ocxhp6entUU3J5eiftRSX1Mnz79T+vWrYOoNmWuj/POc+UozzvvvH2OOOKIE3Lvefjhhw+aM2fO53J9rF69egmuzmVd9H6uvPJKGhoaAPax1u595513smnTpheJLg5eccUV58+aNetw3AWxU6+99tpXm5uby/7fqkR9/G/0b7+4wvdDfaiPUfdRV1d3ubX2aHCf+5W6H+pDfYylD9xsvsdPnz59U5RYqoj92GqrrRqXLl1KT08PCxYsQIqjmAmsTLS93iJus9q8Ei1Hk2RaEi1vHeW2txnQR6llgS/iCtAWQyPwoV/+8pccd9xx102dOvWx5ubmjYUNrLVXeZ7XDZDNZvuy2ezvCtfX19c/0NfXd6kxpjFqc3vhemNM1vf9L3qel4v5WfVRXX3gJjqYkkqlplTyfqgP9TGWPqy1HwC2sdY+Usn7UUl9ZLPZ59avX398tPpjwIlf+MIX6k477bTlq1atOsjzvFdvvPHG/XE1LQH40Y9+BJBLUHHfffe1Am259dlslu9///vstddeAKxevdq88sor4GYtfBfA1772NY4//nh22mmnvx966KHtlfBvVcI+VhtjdgF+Y4z5cwXvh/pQH6Puw1qbm9Dh18aY5yt1P9SH+hhLH52dnZOttXieNyWbzVbMfvT19TXffvvtZz/11FNI8RRzCtZ1uFFYM6Kf5c3egZvS+gHg8GHabQU8jqurcRfw7lFs+7dRu/dEP1eaHciPItsRV9tDZEyCIPgHMBNobWlp8ZOORyQOQRD8HZidzWYPaW1tfSjpeGrAIbirwW8bps0WXOH1z4+wre1wo6kKZxh+GViOG4XdghuF/cKA913M6GtsVSXf9x82xhxojDm6ubn5vqTjEYlDEAQPAIcCJ7S0tPw66XhE4hAEwd24CzkfaGlpaRupfRnZiugWf1y5nO4EY6kaxRyB9U/cidiuKIE1lGW4k9DDcPWtbhqi3XdwyavXccMRPw18f5jtHgAcg7t96k/FClak0lhrLwRa161b15V0LCJxMcZcBCysq6tTgYXS+yiuSHs9buR5HXAd8CDu/OckYB5uVPF3cd/hzw+xrUXAnfRPXhG9tuTNzaWQ53kXW2uP3rJli5K2Uku+a4x5vKGh4f6kAxGJ0aXAC8aYe5IORKrLLwALfAR34jbeR7X7GO7fqQ/4H2A/3Ei4rXFF2H8erX8dl+h6Nnr+bdxU2wPNA1ZFbb5X4thLSbMQiohIOTsdd/u8Ba4H7o9+Xjyg3d/If589wuAzDy1i6FkGzyhB7CIiIhIvzUJY5v6dwU/ExvqoBT+k/z5nePO/w7lR24W42wksrr7VbbhE1bdxtw/k3ttFZU+jrQSWiIiUq51wMwHmLigB3MPgCawTo9dzya6BI6gLk1dP0f+7/3lgcvHDFxERkZgpgVXm3oYSWGOxGOjkzfv/V+CEAW0PGKJt7nEfsH0sUZeOElgiIlKuLsN9P91P/pa/oRJYhessbnKbvXG1L6+Jnltcbaur6P99fu4g2xIREZHKowRWmfOAfYrwqDV7AEcCRwC7DdPOw92+cD2uzlU7cCUFU3ZWOCWwZMLa29tTy5Yt0+gFqSnt7e2pjo6OKSO3lHHygNW476dFBa8Pl8CagZuMJfe9toWhL0IVPrYryR5Uoba2trp0Oq0/CKSmWGs9HfdSa6y1XhiGlXinkRJYJVDMWQhFJkKzEMqE+b5/rzHmoGw2u09ra6uOIakJQRDcCbwTmN3S0vJs0vFUgT1wCaic3YFfAZuBo3A1LMGVA3gb8CXcjMEDbQ/8kjeftObeP9hEOtOB9eOKusYEQXAzcGJdXd28/fff//Gk4xGJQxiG11prz7TWLpg3b16QdDwicfB9/3JjzMeMMQubm5uXJx3PGGgWwhIo5iyEIiKJMsY0AdNSqdSuKAkqtaMJmGKMmYmb+EPGbyHwAINf4JsMDDbj3YXRY7Ry517rgOeA1oJ1HwEuHsO2alkT0JjJZGbhRruJVD1rbRMwCdgLUAJLaoLneU3W2hTubq1KSmBJCQycunkoWwN/pv/Q+TikcCeFl8Tcr4iIiNSe53B/FD5V8PhntK5vwOubo9dfGvD6U8CaaF1hbc8XgAXRYz9gZ9zELIUuBGYXbW9EREREqshoE1jvBw7GzXp3ObBtySLKW4BLmn0R+FfcbWUiIsNZDqzJZDJPJx2ISFyMMcuBDdbaJ5KOpQo8gxsRtXfBY360zkY/515fFr3+mQHtm3A1r8DNRAguebUP8Lfo8TiumPtA9cB/FW1vqlsHsMkYszLpQERi1AF0p1KprqQDEYlRB7A5m82GSQcileV43FVIi7va+FmgFEVj9wV+AmSivn6Hqz8h1U1F3EVEpFw9gvt++ljBa0MVcX9n9HqW/Pfah4bY7tei9T24EV02Wk4rUtwiIiKSDBVxLwPbAv9L/qRsLe72vvlMrCD8ZOAU4E7cEH2LK2L6kYkEKxVFCSwRESlX5+G+n54nX+B9qATWdfSfWXAN0IyrWTPw8f2oza+BE4EnySe8BmtfibMwiYiI1CIlsMrIbFwiq4f8L+UF4HrcyKxjojZbA3UF76vHJSfeCpwGfBP4Pf2nl34u2oZO0mqLElgiIlKuJgErcd9RfwS2YfAE1iLyF+JK8XiZ/jMkioiISHlSAqsM7YqbLed5hj/hep38LYFDPf4CnIVLckntUQJLRETK2f7ARtz31GNAmv4JrEXkbwPMPXpwI8qHeuTab4mevx49f3WI9iuJpw6piIiITIwSWGXMAIcCXwZ+gxtFVVj7YeBjC/B34GfAx4GZ8YcsZUYJLJkw3/cv8H3/xlWrVjUmHYtIXIIg+HQQBG3pdFonR6U3l/xIrNxjJfAwbz7v6aT/KPTBfC1qe3n0/Ono+TuKG3b1CYLg40EQ3NLR0bFN0rGIxMX3/bPCMLxt5cqVGokpNSMMw8VBENzR1dW1c9KxjJESWCWQKtJ2LPBg9MhpwI3QmoarcZUBXgM24G43tIiIFJEx5jxgt+7u7m/hRkeIVD1jzCestfsZY76Hm71XSqcTN0vhp3CzBTYC+xWsz40oPxjYGXf+8+oot30wsAfwCvBQkeKtZucCB9TX1/8QuDfpYETiYIw5x1q7sLe39xpc7WCRqmetPRtYlMlkbgBuTjoeSZZXwm33AE/h/oh8CDe9fSf52w1FRIrNABhjSvnZJlJWrLUGwPM8HffjNx/4JKO7sLcF+Db5i3Z90fIRXAJqIe585y3Af4yyfwP8d/TzTbhzKBmejnupRQYgm83quJeaYYzR+b28QQeBiFQNa+1GwPb19W1MOhaRGOWO9w2JRlHZLgF+ABw5hvdsFy1TuBFAhwHP4i7S5RJXX8DNKDiSw6O+XwW+PoYYapmOe6k5xhgd91JzovN70HEvZWRn4MO4WX6kNqkGlkxYOp1uCoLgyKTjEIlTGIb7+L6/KOk4Ktxfcd8/7x1l+8LZBtPAlEHaXBytzwI/BHYcpM0V5L/7MsD7xhR1DUun03uGYXhs0nGIxCkIgt19339PbuStSC1YsWLFLkEQHG+trbTBN6qBVeYeAH4xzvf+H+4XO5qrlFKdlMASEZGk5BJYJwNH4M5H/hU4Gpg6oO0iXE1PC6wAth5imwa4kPx3Wx/QAdwK3IGbyTC3rhc4rVg7IyIiIolTAqvMWdzsOePxvuj9txctGqk0SmCJiMhYtALduJFOE/Uo+VmSB5s5+VZgDv2TV/cw+MirgY4Elg2y3dyoKwtcX4R9EBERkfKhBFYJFGsWwonKzbbztkSjEBERkUoxB5dAeusEt3My0BL93IAbGfVM9HzHaN3JwAm4k9B6XM2rE3HJrJH8AVfYfTfgUNwMzX24iW4OxdXLenmC+yAiIiIiYzCREVhTove/XrRopNJoBJZMmO/784MgODnpOETiFIZhq+/7pycdRwLOwH1n3DuBbZxCfhSUBZYO0mZ/+o+gWsHoRl6NxteibV5epO3VjM7OzrlhGJ6hWkBSS9LpdJPv+x+swFpAIuMWBMHeQRAsaW9vL5fBN6OlEVglUC4ffrnCpqO5kikiMihjzE3Arel0uinpWETiYq39qTGmrbOz88CkY6kws4Cf4s6FtkSv/RfwBPAb4HzgLcAuwAEF79sbmFukGHoHLGWUstns1dbamzo7OxcmHYtIXOrq6i43xlwfhuHRScciEqNLgJ9Nnz59tBOtSBUrlyzmcdHyiUSjEJFKNwUglUoVa3SESCWYAmCt1XE/Nj8iX6C9MVpOix57485NLsTdVjgJN9LrReBM4LvA4UWI4VpgcrSUsdFxLzUnd7zruJdaYoyZbK3F8zwd95L4CKw9gS8B34me35pgLCJS+TIA2Ww2k3QgIjHKAGQyGR33o/dh4Njo5/XA89HP5+BGW50PrMIlsybhamKdCHwOV+7gMGC/IsTxPPCfwJNF2FZNsdZmAYwxOu6llui4l5qT+7y31uq4l3GNwPp/wOeHWLc7sHoU26jDXfVsLHjtEeD744hHRAQAa+2FQOu6deu6ko5FJC7GmIuAhXV1dQ8nHUuFeDtwdfTzy7hbCe/F3Sq4GkgD2wM7RW0sMBP4CHAZrij7McC7cAXfJQGe511srT16y5YtD43cWqRqfNcY83hDQ8P9SQciEqNLgReMMfckHYhUppMZfCro8T7+AXwTd5VTapeKuIuIyFiMVMS9BVeaYP2ARx/575teYHO0tMAr0SNbsL47+jkLbMTV67TAt0qwTyIiIlIdVMS9BMYzAuse3FXHicidED4DvDTBbYmIiIgMtAeultVwUvQ/F5o6zHoDbFOwrn5C0YmIiIiISEXSCCwRERmLkUZg7RetfxnYK3rcEr32+2i5JVo+Hi17ouWDuJkGc+/7aPT6c8Cvo58/W4J9EhERkeqgEVglUMxZCD2iwoIiIklob29PNTQ01C9cuHBz0rGIxKW9vT01bdq0SQsWLHgt6ViK5BBckfSRJpppjZZ7ABcMsn5GtKwHTgfWkB+R9VPgaFyBdgYs78UVbC/893wVuBLYtWC7m6Nt9wJfxNXS+jg6F4pFW1tbXVNTU2Nra2t30rGIxMVa6/m+P1nHvdQSa63X2dk5pbm5+dWkY5HqciPQCSxIOhCpSBqBJRPm+/69QRBsSqfTOoakZgRBcGcQBN1BEOyedCxF8k+KW2uz8LE2Wh4DPDXI+tW4Iu85M4AfkB+pNfCxAZe8ejl6PquY/xAytCAIbg6CYHNXV9e+ScciEpcwDK8NgqDH9/2WpGMRiYvv+5cHQdAbhuFBSccyRhqBVQLFHIH1VqAJeLGI2xQRGTVjTBMwLZVK7Yrq60ntaAKmGGNmAs8mHUwR/AduBNZI9saNonoed1vfQMfiRmdlgGtwo6iOA6YDdwANg7xnR+DPwC9wI65+gptheaA/4m4t3B24MOoD3CzLEo8moDGTyczC3QIqUvWstU24kaJ7AUHC4YjEwvO8JmttCtgHWJ50PJKsYiawctNN/7OI2xQREZHacl30GMkZuATWCuDcQdbfgUtgvR6t3wpYEq1rwCU9Bo7eeQL3h+H7gdNwtzH+HegCTo3a3AD8C66o+weAS3CJL3hzEXgRERERKZKR6kuMxVRcHQjVfhCRpCwH1mQymaeTDkQkLsaY5cAGa+0TSccSg+nAYuAbwDnRazsC243ivT8Bto9+fp03J6/AXd0Fdy7j4UZWvYV88mpVQb8W+DnulsPcuc9/jSIOKY4OYJMxZmXSgYjEqAPoTqVSXUkHIhKjDmBzNpsNkw5EqstG3MlcMZNiUjtUA0tERIayA/Aj3IWywWpR9QJX0P/7445o3WvASdHPr+OSTbn3ZaLlxiG2awe0nTdEfK9GbbLAgRPfXREREalwqoFV5lbifjkzkw5EKpISWCIiMphW4Bny3xHLgW/hJo+xwKaCdc+QTzIVJrD+Qj7RVZiUWh8tu6LlZxm6iPylw8RYGMP/THiPRUREpNIpgVXmfoH75XwIaJzAQ2qTElgiIjLQHrgJGSxupuNDC9adEb1+L67oey4J9SLu9sDfRs+34EZGFY68+gf9k1O5pNUZ5GccLByV9XeGv02xMIHVMaE9FhERkWqgBFaZ+wTFmeJaapMSWCIiUsgAD+C+Fx4Cto5e3xVYSn4E1hPABcBXyY/UKkxWFfPxkyFiLUxgrZ7wnouIiEilUwKrzO0M9KEEloyPElgyYb7vX+D7/o2rVq3SaE6pGUEQfDoIgrZ0Ol1tJ0fvw30nvIw7x8j5FaVJTo3mccUQsRYmsJ6f4H7LKARB8PEgCG7p6OjYJulYROLi+/5ZYRjetnLlyhlJxyISlzAMFwdBcEdXV9fOI7cuK0pglUCqiNt6AdgbqC/iNkVERs0Ycx6wW3d397eAdNLxiMTBGPMJa+1+xpjvAX9OOp4iWhwtL8edY+RcjatltTtwMO4Wwz8WrJ8HNAGbgckDtnkPsKHg+XtwJ5X3AWuB7wDtwBRgDnAhcArwCnBU9J75g8RaV/DzhiHa5PTgbnfUrM0Tcy5wQH19/Q9xt5GKVD1jzDnW2oW9vb3XAHcmHY9IHKy1ZwOLMpnMDcDNSccjySpmAgtcTQkRkaQYAGOMZkOVmmGtNQCe51XbcX9YtBz4R9oDwArgeFwC60ngPwrWvxVXl3Owc5zP4UZL5RyMS2D9EPg1LrnUDrwXVyj+xKjdNEZf22r/UbT9IfDJUW5PBletx73IcAxANpvVcS81wxhjrLU6vxeg+AksEZHEWGs3GmN26evr25h0LCIxyh3vG4ZtVVnqgB2jn58seH1vIKT/pC+HDGiTM9iI8EeG6O+XuItwewE/wyWwFhWszxV1H8q2RH9Y4hJkmWHaZoeIV8amGo97kWEZYzZaa0HHvdQQa60+7+UNSmCJSNWw1p5qjNm5tbV1VdKxiMTFGHNmNpud1dLS0pV0LEWUxSWB6uh/rvIKbsbA3IyAdeQLtudMon+tidw6E/28ifzte9sAXrTdp6LXfwn8jf63AQZA6xCx7gHkPnN+hbvlUEosm82eVVdXt19zc7NmfZSaYa0911rb0tLS8qekYxGJS319/ad6e3t/Mnfu3LuTjkVEJEdF3EVEpNCTuO+Ed47hPYuALdH7chPLvAbcRP475mFc0qmwj4MLtjEZuIX+xdsHq7lhcHW6Vhe0GyrJJSIiIrVFRdxLoJgjsKYDXy7i9gb6TAm3LSIiIuXl97hC3WfgiqyPZBFwB9AQPf8nMDP6+epoOxY4EHcb4iX0v81wO+A04AvALNxorFy9jfcDC4DluFkRdwAWkr/gkhst9urod09EREREkrKE0k5dLdVNI7BERKTQIbjvhF5GHtm0CDfSypK/pfBP5EdgAdwePd/Mm88xugc8X42rtWFxBdlfHuQ9Fpck+zfcbYkWV6NLRERERCOwSqCYI7COiJZ/xk0PPVqzgUOBZ3BXW0VExsX3/fnGmJktLS2/SjoWkbiEYdiazWb3mzdv3i+SjqXI/oyrKXUycCtwFO5cYaDcyKvJuORU7hbASQPafQSXjNoDV/PqOdw5iAGmRG1CXDH3dwBTAR93fpOJ+tk72v6rUds/4RJm35rgvsoYdXZ2zrXWtsydO/dmY4wudEpNSKfTTcaYBS0tLTcZY7Ijv0Ok8gVBsDewcO3atTcdddRRfUnHI9XjIVx2cdFIDQfYGliDq1mxW7GDkoqhEVgyYUEQPBYEgU2n001JxyISlyAIHg2CwHZ2dh6YdCwlsB3wOPlRUUvof/GtcORVT7R8PHrfHfQfgQXulsLl5L9vMtHyQeD+gm1Z4B5gxijj1AismAVBsCwIAhuG4aFJxyISlzAM7wmCwAZB8K6kYxGJSxAEdwZBYH3fPynpWMZII7BKwBu5yajlCqI+Nsb3bQKuwtWs+GgR4xGR2jMFIJVKTRmpoUgVmQJgra3G4349bgTUg8COwM+Atbjk0gPAXbgRUeBGXD0QtV8/xPaewdWuOh94mvx50ELg8GhbK4APA8dEfUl5qubjXmRQueNdx73UEmPMZADP83TcS1ETWFtHy3XjeO+vo+VxRYpFRGpTBiCbzWaSDkQkRhmATCZTrcf9C7hb+j4GrAK2AY7GlR/Incc8jbsIdmTUHuD1aPnKgO31Aj8A9sQlsn4BfBx4H7APMAeXKNPtOWXMWpsFMMZU63EvMhgd91Jzcp/31lod91LUGliN0bJ3HO9dGS33KVIsIlKDrLUXAq3r1q0bSx0+kYpmjLkIWFhXV/dw0rEM4kdAMy7h1DOB7WRwMwleDXwS+C75GlenA78c5D25/q4YZrs/iB5SYTzPu9hae/SWLVseSjoWkRh91xjzeENDw/1JByISo0uBF4wx9yQdiFSX3Gw9o60XUaiRfP0KqU2qgSUiUn3W4D7XZxdpe4U1r3L1q4aqeXdDtP4zRep7OLn9VC1PERERAdXAKoli3kL4XLQcaarrwewaLdcUKRYRERFJnhmwnIjC2QZfLNjmClz5gluBD5A/t8ldFNtShL5HsgQ4m/y5kIiIiIiUsctw2cWfjOO950fv/b9iBiQVRSOwRESqz1rc5/rPcfUuf4+73e8CXA2q0VoEbCb/PTHcowM3G+C+wNfJ1+gUERERiYtGYJW5g3C/nD7gqDG8bzqu4KoF/rX4YUmFUAJLJqy9vT21bNmyySO3FKke7e3tqY6OjnKcmecU3DnBUImmDHA9sMsI2xmYvOoGvo0bWWWBFlzh9a8BG6PX1jC+EeFSIdra2urS+ftxkgAAIABJREFU6bT+IJCaYq31dNxLrbHWemEYTk06jnFQAqsC3IT7Bb2MO3EdyWzAj94TUtyi8lJZlMCSCfN9/94gCDal02kdQ1IzgiC4MwiC7iAIdk86lgJfx82Wlftc/xnuItX7cTWpbiOf3HoWl4QaTGHNKwt0kR+5lUtqzSxovzPw5+j1p4HtirM7Um6CILg5CILNXV1d+yYdi0hcwjC8NgiCHt/3h/rMFKk6vu9fHgRBbxiGByUdyxgpgVUCxayBBW6K6zRuuP4tuJPIzwCH45JV+wGHAB+J1ge4k9Z1uLoVfUWOR0RqiDGmCZiWSqV2HbGxSPVoAqYYY2aO2DIenwS+HP28OVr+N67EQBtwCfA+3AipEFf4/P+AnQZsp7DmFcAzuBHeq4bp+wXgWFyiaw/cqCypTk1AYyaTmZV0ICJxsdY24WZg3SvpWETi4nleE26gyz5JxyLJK3YC6xVcsuqm6PnBwPeA+4G/AyuBZcCPcSO0UsBy4DCgs8ixiIiISLxmAv8T/fx53OipoXQCh+JGYu8OfKdgXWHy6vXotX/HFW8fySZcEg3chbVpowlcRERERMpbsRNY4JJYZ+JqYv0Ed2vAQC/hZgs6EZfkWlGCOESk9iwH1mQymaeTDkQkLsaY5cAGa+0TSccCfAFoBO4hn8gaziZgMa4e1hm4UTWFyau/4UYb5M4bRusPuAtnDcC7xvA+qRwdwCZjzMqkAxGJUQfQnUqlupIORCRGHcDmbDYbJh2IJK8Y01qPxtbAjKi/DcD6mPqVyrED+SvrO+L+WBERkcrh4W7h2wF3q98fcLMQTgf2xyWUhnIbcBJuhsL34UZo/xNXx+rQaHn3gPd8BKgDbgReHWSbh+OKu3cAfwF+iktyi4iIiJTaVuTPT6biJqGRCYqraPqm6CEiIiKVLQUcw5sLku6IS15tiX4+HTd6ClxdquZhtpm7aHEq+Ytru0YPgFm42wEHc+YI8S6IHjvgisiLiIiISAWKawSWyEg0AktEpDJ8BlffslSewI2W6sWVIzgVV5T9ZwPafROXTLsI2DjIdk6N3n8X0A7cGW1HREREpNQ0AqsEipnAMrgpIkeyA/BV3NXbabgT1SuB64oYi1QeJbBERCrDQbjk0cA6mtOAtwM9wJ+i194B1ONmJR7qxG074IBoe92474Nc8feDo/euw81SWDhb8WZcva09cDMUDvQ4bsaiE3HJKxEREZG4KIFV5j4MPAd8bpg2uwL/wCW6Bj6+WeoApaztQP5Y2CHhWKRC+b5/ge/7N65ataox6VhE4hIEwaeDIGhLp9MDb+mL2za4BFMW2CV6bS3uc33OEO9ZhEtW5T7/rx2w3sPVwrLAhwas2xy9PnOQ7R4XrduEKwYvVSYIgo8HQXBLR0fHNknHIhIX3/fPCsPwtpUrV85IOhaRuIRhuDgIgju6urp2TjqWMdqK/PlN0udoVaOYsxCegEtQDTdy5oe4E81ncImu9wM/jtZ9AWgpYjwiUmOMMecZYxZ3d3c3JR2LSFyMMZ8ATjfGzEs4lJeBh3AjsgcmmwZTONtgbgT3rwe0yQLfjn7+FoMnqwaaAVwW/fx9XKJLqs+5wCn19fULkg5EJC7GmHOstSf19vYeknQsInGx1p4NnJDJZI5IOhZJXjETWAdGy/uGWH8Ubhj/K8ARuOm1fwF8FDeDkAecU8R4RKT2GABjTDE/20TKmrXWAHieVw7H/ZXR8vO4wutDKUxebcb9310H/GaQtj/CzR64E66W1XAXu/bCnYfsDawELh596FJhyum4F4mLAchmszrupWYYY3R+L28o5kGwE5ABnh1i/XnR8lLcbYSFromWhxcxnmqyA3A+LtH3R1xtkZ8Dn8LVixIRwFq7EbB9fX2DFXQWqVa5431DolE4NwAPAm8Bfsvg5xmFyauV5G/xu47BR0v1AO8DHsMlqP6GO2/IbXsv4N3AD4BOXILrOdxFM82AXL3K6bgXiYUxRse91Jzo/B503EuR9ZEvUjbQbrjZhHpwia6BtsPdPlALB+V7gfeMsq0BvoL7dxusbpgFXgf+m/xU5ZVKNbBkwtLpdFMQBEcmHYdInMIw3Mf3/UVJx1FgJ+Bp3Od5Nlrmbnc5jvx32uv0/z77wgjb3Q74ZcE2h3r8jnwNLqlS6XR6zzAMj006DpE4BUGwu+/778mNvBWpBStWrNglCILjrbWVNgJLNbDK3AbcL2ew4skXRusGToFdqI/+swtVq5dxMyONxiXkD/r1wO24EWzfAW7CjXbLrf8/KjuJpQSWiEj12BlXDyv3ud6Hq5E5XOLJ4r7n9hhh2wcA3yOfyOrBzWj8Q/KJMhEREZEkKYFV5h7E/XJOGPD6DrikjSVfJ2ugOvInodXuSfLD3odzCP1naBxsFiUDfCDangW+XqQYk6AElohIdfFwdS8LR2LlHltwt8SfBXRFr/VGyzWMrqTAcLMQioiIiCRJCawy9++4X85K8kP3p+IKsuaG9A9l76jNC6UMsEwsw+3rXiO0uzZqd80I7QAW4q5udwPTJhRdcpTAEhGpPmvpn7h6HngbkCpoc1+07pPA/dHP64B9Rti2ElgiIiJSrpTAKnNTgadwv6DXAB9XPNXiTjL3Hea9S6J27SWOsRxcjNvXj43Q7smo3XCzLRX6ddT+lPGHliglsGTCfN+fHwTByUnHIRKnMAxbfd8/Pek4hpAbgZW7wDVlkDa5BNYHgAbgz9Hz346w7UdxtyXqpLAGdXZ2zg3D8AzVApJakk6nm3zf/2AF1gISGbcgCPYOgmBJe3t7auTWZUUJrBIo5kHwKvAu4FZgHvnEy3pcgmq4uk+5E++RTlarwe9xo9X+DbhqmHY74UZVhaPc7nJcgfhZEwlujI6gePVGpgKcffbZLFmy5Pztt9/+gebm5rsKG6TT6d2MMacDk4wxLzc2Nl677777vnHbaVtbW92cOXM+bK3d3hjTZ4y5vbm5+YnCbfi+/0bMnuc9qj6qro/zrLWz0un07NbW1pUVvB/qQ32Mug9r7eeMMTt3dnYePHfu3L+U0X4sAqbOnz+f+fPnbz7nnHOumzJlyuED+5g5c2bDO97xDhYuXHjiYYcd9pZTTz31rMcee+xR3MyCB7W1tT08RB9vw92muKWcfh/qI54+MpnMzcaYuWEYHhGG4e2Vuh/qQ32MpY+6urrLrbVHh2F4oO/7ayp1P9SH+hhjH5cAx0+fPn1TOp3+W6Xsx2uvvfaOq666ikcffZSHH34YKY5iZzGfxNW5WogbcbUed2X1lRHedxEuUXN9keMpR3/E3UJxAPAhhi5sX0d+hqbRyEbLuK5EesBdDF60f9yWLl0K8J/W2qzv+zPmzZv3xsyUnuddBHww97ynp6cP+HHu+ezZs48HrjHG/RNYa48B3pihyFrrhWH4Rszqoyr76AFIpVJTKnw/1If6GHMf1tqTgTcSWAnvxyLgDs/zuPLKK2loaJgMfGOwPi644IK9jzjiCIAzgTNvvfXWjzY3N9+M+448bfbs2bsM0cfr5fz7UB+l7SMIgv2jp/9mrT23UvdDfaiPsfRhrc2NYv1sJe+H+lAfY+nDGDPZWovneVOstRWzH1tttVXj0qVL6enpYcGCBUhxlGIYXhZ4IHqM1rLoUQt6gG8AVwDfBx5m8FFWq3EzMU0iOkkfQe5E7p9FiHE0ssAXgdlF2l4j8KFf/vKXHHfccddNnTr1sebm5n7F7q21V3me1w2QzWb7stlsv7pq9fX1D/T19V1qjGmM2txeuN4Yk/V9/4ue5+ViflZ9VF0fJxtjts9ms5kK3w/1oT5G3Ye19v3AtplMpt/3aIL7sQi4A5iczWa59NJLs+9+97uXGWPs+vXr159//vnvp+DizA033NDz0ksvsdNOO62YNm3a6u985zvTyc9KfOIpp5yy+itf+cp99fX19cYYu3Hjxlti2g/1Ud59PA/saoz5NfCXCt4P9aE+xtJH7oL1ncaYFyp4P9SH+hh1H2EYZqPtZyppP/r6+ppvv/32s5966ilEKl097pY/iytwe9ggbW6J1s8fxfZm4WZ06qNy60epBpZMmO/7H/N9//IKvEdeZNzCMPxwGIZXhmE4KelYcMmr16Bf4fZiP56MbW+kbIVhuDgIgh93dHQMVldNpCoFQXBKGIbXPv7441snHYtIXIIgOD4Igp+GYbhd0rGMkWpgSVXZkXyh9gzwQ/rPpHRWtO4bI2xnH6AzantD8cOMjRJYIiKVrTB5dT9u9mEL9OLqPw71WB+18wteezR6beMg7T8b1w6JiIiIjJMSWFJ19gD+RP7AzuBOzi8ATsT9IfAsrt5UTj2uwPuxuNsQu8lfkd4+rsBLQAksEZHKVZi8ugc32+Bk3G3zFmga5r2FsxDmXBi9Vgu1MUVERKT6KIElVckDPge8yNC3S7yMq4n16hDr78WN6KpkSmCJiFSmwZJXOb+NXv/WMO8fmMBqAP4Rvba42MGKiIiIxEAJLKlqk3An6rcBLzByDZDXcHWy3pNEsCWgBJZMWHt7e2rZsmWTk45DJE7t7e2pBOsADZe8AvcdZXGjhecNsY2BCaxvRM+fwY3iEnmTtra2unQ6rT8IpKZYaz0d91Jroln9piYdxzgogVUC3shNJCavAzcB7wN2xt1eeDRwGvAR4HzgbOBUoBnYOvr5N0kEK1KOpk+ffte0adNeTKfTSoJKzZgxY8avGhoa1gRBsHvMXb8x2yBuJHDu1vdCvwFuxyW2fgO0jrDNzwJfwp3sfQbYXMR4pYrMmTPnRs/z1nZ1de2bdCwicens7LzG87z1vu+3JB2LSFyCILjMWrshDMODko5FkqeZusrXM9FDREbJGNMETEulUrsCLyUdj0hMmoApxpiZuLqJcRhN8irnQ7h6j/OAPwOXAVeRn03QRMv/xF2gAfg6cGvRo5Zq0gQ0ZjKZWcDjCcciEgtrbRPuro29gCDhcERi4Xlek7U2hZu8bHnS8UiyNAJLRERExmIsySuATcDhwK+j93weeAJX2/GpaB245NUW4Dzgq6UIXEREREQqlxJYIlJNlgNrMpnM00kHIhIXY8xyYIO19okYuhtr8ipnE3BC9Pgd7tbAHYE9gbqoze+B2cDlxQ1ZqlQHsMkYszLpQERi1AF0p1KprqQDEYlRB7A5m82GSQciIpKjIu4iIuVtpILtY9EA7A0cCDxA/yLuIiIiIpVORdxLQDWwREREZCTjHXk1lB7yNbBen1hoIiIiIlILdAuhiIiIDKfYyauB1kfLdUXcpoiIiIiISEnoFkIRkfJTzNsGh7IdcBT52QhFREREKp1uIRSpYkpgyYT5vn+B7/s3rlq1qjHpWETiEgTBp4MgaEun08U+OYojeSUyLkEQfDwIgls6Ojq2SToWkbj4vn9WGIa3rVy5ckbSsYjEJQzDxUEQ3NHV1bVz0rGMkRJYJaBbCEWkahhjzjPGLO7u7m5KOhaRuBhjPgGcboyZV8TNlvq2QZGJOhc4pb6+fkHSgYjExRhzjrX2pN7e3kOSjkUkLtbas4ETMpnMEUnHIslTAktEqokBMMbos01qhrXWAHieV6zjXskrqQTFPu5FKoEByGazOu6lZhhjdH4vb9BBICJVw1q7EbB9fX0bk45FJEa5431DEbal5JVUimIe9yIVwRij415qTnR+DzruBUglHYCISLFYa081xuzc2tq6KulYROJijDkzm83Oamlp6ZrgppS8koqRzWbPqqur26+5ubkj6VhE4mKtPdda29LS0vKnpGMRiUt9ff2nent7fzJ37ty7k45FRCRHRdxFRJKjgu0iIiIixaMi7iJVTAksEZFkKHklIiIiUlxKYIlUMSWwRETip+SViIiISPEpgSVSxZTAkgnzfX9+EAQnJx2HSJzCMGz1ff/0cbxVySupWJ2dnXPDMDwjNwunSC1Ip9NNvu9/0FqribikZgRBsHcQBEva29srrX63ElgloA8/EakaxpibgFvT6XRT0rGIxMVa+1NjTFtnZ+eBY3ibCrZLRctms1dba2/q7OxcmHQsInGpq6u73BhzfRiGRycdi0iMLgF+Nn369PcmHYgkTwksEakmUwBSqZRGkkgtmQJgrR3tca/klVSDsR73IhUvd7zruJdaYoyZDOB5no57UQJLRKpKBiCbzWaSDkQkRhmATCYzmuNeySupCtbaLIAxRp/3Ukt03EvNyX3eW2t13AuVdh+piMiQrLUXAq3r1q3rSjoWkbgYYy4CFtbV1T08QlMlr6RqeJ53sbX26C1btjyUdCwiMfquMebxhoaG+5MORCRGlwIvGGPuSToQEZEcFXEXESkdFWwXERERiY+KuItUMSWwRERKQ8krERERkXgpgSVSxZTAEhEpPiWvREREROKnBJZIFVMCSyasvb09tWzZsslJxyESp/b29lRHR8dgiSklr6RqtbW11aXTaf1BIDXFWuvpuJdaY631wjCcmnQc46AEVgloFkIRqRrTp0+/a9q0aS+m02klQaVmzJgx41cNDQ1rgiDYveBlFWyXqjZnzpwbPc9b29XVtW/SsYjEpbOz8xrP89b7vt+SdCwicQmC4DJr7YYwDA9KOhZJnhJYIlI1jDFNwLRUKrVr0rGIxKgJmGKMmRk9V/JKakET0JjJZGYlHYhIXKy1TcAkYK+kYxGJi+d5TUAK2CfpWCR5SmCJiIhUDyWvRERERKQqKYElItVkObAmk8k8nXQgInExxiwHNnz0ox/dBSWvpHZ0AJuMMSuTDkQkRh1AdyqV6ko6EJEYdQCbs9lsmHQgIiI5KuIuIjJ+KtguIiIiUj5UxF2kiimBJSIyPkpeiYiIiJQXJbBEqpgSWCIiY6fklYiIiEj5UQJLpIopgSUiMjZKXomIiIiUJyWwSkBF3EWkavi+f4Hv+zeuWrWqMelYRErsjdkGzzvvvMceffTRl9PptEk6KJG4BEHw8SAIbuno6Ngm6VhE4uL7/llhGN62cuXKGUnHIhKXMAwXB0FwR1dX185JxyLJUwJLRKqGMeY8Y8zi7u7upqRjESmhN5JXwL3nnnuuqaurO8UYMy/huETidC5wSn19/YKkAxGJizHmHGvtSb29vYckHYtIXKy1ZwMnZDKZI5KORZKnBJaIVBMDYIzRZ5tUq37JK+DE3ArP83TcSy0xoONeao4ByGazOu6lZhhjdH4vb9BBICJVw1q7EbB9fX0bk45FpAQGS169BuSO9w0JxSWSBB33UnOMMTrupeZE5/eg416AVNIBiIgUi7X2VGPMzq2trauSjkWkyIZKXmGMOTObzc5qaWnpSjA+kVhls9mz6urq9mtubu5IOhaRuFhrz7XWtrS0tPwp6VhE4lJfX/+p3t7en8ydO/fupGMREcnRLIQiIoPTbIMiIiIilUWzEIpUMSWwRETeTMkrERERkcqjBJZIFVMCS0SkPyWvRERERCqTElgiVUwJLJkw3/fnB0FwctJxiBTBqJNXYRi2+r5/elyBiZSDzs7OuWEYnmGtNUnHIhKXdDrd5Pv+B621mohLakYQBHsHQbCkvb290up3K4FVAvrwE5GqYYy5Cbg1nU43JR2LyAQMWbB9MNbanxpj2jo7Ow+MKT6RxGWz2auttTd1dnYuTDoWkbjU1dVdboy5PgzDo5OORSRGlwA/mz59+nuTDkSSpwSWiFSTKQCpVEq3WkmlGlPyKjIFwFqr415qiY57qTm5413HvdQSY8xkAM/zdNyLElgiUlUyANlsNpN0ICLjMJ7kFUTHfSaT0XEvNcNamwUwxui4l1qi415qTu7z3lqr416otPtIRUSGZK29EGhdt25dV9KxiIzRB4Gf4S4sjSV5hTHmImBhXV3dw6ULT6S8eJ53sbX26C1btjyUdCwiMfquMebxhoaG+5MORCRGlwIvGGPuSToQEZEcFXEXkVq1COjBff6tQ7MNioiIiFQ6FXEvAd1CKCIikpzcbYOTouePMsqRVyIiIiIitUS3EIqIiEzc1sBJwDHA9oAB1gL3ALcBGwZ5T2HNq05gLlE9KxERERERESlPuoVQJqy9vT21bNmyyUnHITWlDvgiLkFlh3hsBC6g/0WjRbiRVhaX5Dor+vnusQbQ3t6e6ujo0G2HUlPa2trq0um0bsmQmmKt9XTcS62x1nphGE5NOo5x0C2EJaBbCEWkakyfPv2uadOmvZhOp5UElThMAX4NXAhsCzwCfA34F1xR9q/iRlZtA1wE3BW1G2y2wdfHG8SMGTN+1dDQsCYIgt3Huw2RSjNnzpwbPc9b29XVtW/SsYjEpbOz8xrP89b7vt+SdCwicQmC4DJr7YYwDA9KOhZJnm4hFJGqYYxpAqalUqldgZeSjkeqmgGuBd4NvAp8DPg57ipboW8ApwA/Bt6JG2HVTP/k1URrXjUBU4wxM4FnJ7gtkUrRBDRmMplZwOMJxyISC2ttE65m4l5AkHA4IrHwPK/JWpsC9gGWJx2PJEsJLBERkbF7f/R4HZfEenCIdha4BXgSeAjIXT0sVvJKRERERKQm6BZCEakmy4E1mUzm6aQDkar31Wj5DYZOXhWaQf47twd4H0VKXhljlgMbrLVPFGN7IhWiA9hkjFmZdCAiMeoAulOpVFfSgYjEqAPYnM1mw6QDERHJURF3EakUzbjPqlcZXVHOwoLtr0fLQwe0+SDjLOIuIiIiImVHRdxLQLcQioiIjM3bouWfgO4R2p6Jq5U1CVev5FXgEOCjwC4F7d4eLXcETh9FDKuj/kVERERERCRGGoElIpXii7jPqqtHaLcIyJL/bCv24/Ai7pOIiIiIFI9GYJWARmCJiIiMTW7U1ZRh2iwC7sDNVrgeSAMZYDawG/BU9MjZCXdr4nrg4VHE8BqaeU1ERERERCR2GoElE+b7/gW+79+4atWqxqRjkap2PO6zasUQ6wtrXt1D/0TXX6LX/2XAe8ZdAysIgk8HQdCWTqd1dU9qRhAEHw+C4JaOjo5tko5FJC6+758VhuFtK1eunJF0LCJxCcNwcRAEd3R1de2cdCxjpBFYJaBZCEWkahhjzjPGLO7u7m5KOhapan/AzSTYBBw8YF1u5NVk4F7gRPKzDc4FDsLdVli0Yu3GmE8Apxtj5hVrmyIV4FzglPr6+gVJByISF2PMOdbak3p7ew9JOhaRuFhrzwZOyGQyRyQdiyRPCSwRqSYGwBijzzYppVeB66Ofvwc0RD8Pl7yqAy7BHaO3Ai8VKxhrrQHwPE/HvdQSHfdSiwxANpvVcS81wxij83t5gw6CyjMLqLThkyKxsNZuBGxfX9/GpGORqvdlYC1uBNZNwHsZOnk1CTcT4SJgE3BBkWPJHe8birxdkXKm415qjjFGx73UnOj8HnTci1QkC3QkHUQJqAaWTFg6nW4KguDIpOOQmnEksBn3uZWbbfA+8jWvJgEn4Qq4W6AXOGGIbY27BlYYhvv4vr9orO8TqWTpdHrPMAyPTToOkTgFQbC77/vvyY28FakFK1as2CUIguOttZU2+EY1sERQAktEpJx8mnzyygKvAD4uabWx4PW1uBFYQxl3AktEREREyo4SWCWQSjqAGlSMq+TThtnOPUXYvoiIjGwR8N+4miSrcCcoewEtBW2eAX4OfAtYH3eAIiIiIiIi42VL/KhUGoElIuVmB+DfgZ0GWbcIV+PK4i4c5G4b3B04DDgc2HMMfWkEloiIiEj10AisEtAIrOR0424pGas9gNeBF4objkjl831/vjFmZktLy6+SjkWqwnm4Yu1vAb5U8Ppwsw0+Gz1iE4Zhazab3W/evHm/iLNfkSR1dnbOtda2zJ0792ZjTCVfwBMZtXQ63WSMWdDS0nKTMSabdDwicQiCYG9g4dq1a2866qij+pKOR5KlBFb8lgLfwU2pfgFw8xjfb4EAWFDkuEQqnjHmJmDfdDo9u7W1dWXS8UjFmxQt98AVa/8f4I8MnbyaiE0DlqNmrf2pMaa1s7PzrXPnzn2kCLGIlL1sNns1cEhnZ+ezwINJxyMSh7q6usuttUeHYfgS8Puk4xGJySXA8dOnT98E3J50MJIsJbDidwmuJsp1uKnX34q7sl+J2eS342bhKoapAGeffTZLliw5f/vtt7+vubm5vbBBGIY7WWs/YK1tNMasaWxsvGHfffftya1va2urmzNnzmJr7a5AbyqVumX//ff/R+E2Ojs7357JZI4E8Dzvr+qjuvowxkyz1pJKpaaUqo9q+bdSH2/qIwMcBOxdX1/feNFFF+27adOmQ1etWsWDDz6425NPPtkIHAN8Fpi8cOHC5ZdccskfGhsbzy/Gfrz88su3HX744acBy8a6H8CuUZttCtdX+O9DfaiPYfswxsyw1pLJZM4Kw3BSpe6H+lAfY+nDWjsFwBhznO/7b63U/VAf6mMsfRhjJltr8TxvSiXtxyuvvHLMVVddRUdHB77vI8WhBFYybgUej5afx9VL+dfotUrhAX8AGou50aVLlwL8p7X2i77vz5g3b96G3Dpr7f8AHzTGzRzc09PjAT/OrZ89e/bxwHW59ZlM5ljg2IL3e2EY/sEY0xg9z6qP6urDWrsFIJvNZip5P9RHvH384Ac/+BfcxYRtAA477DCOOeaYXHPe9a53HbBkyRKA+UBdXV3dfVdeeeVCXMKrKPux7bbbjns/cs/7+vqOwX0uV/TvQ32oj1H2sTeA53kfsdaeVcH7oT7Ux1j6yEZtllb4fqgP9THqPqy1ueM+gxsNXxH7sdVWWzUuXbqUnp4eFizQzVPFogRWcnK3AV6O+wMkjau18j2iL6cyl8XF+7Yiba8BOPHuu+/miCOOuGPy5MmPNjc3byxsYK29yhiTAjxjTHcmk/ld4fr6+voHent7rzbGbOua258WrjfGZIMgeCNmY8zf1Ud19QG8aK2tW7duXVcl74f6KH0fPT09W61cubL5H//4x14///nPj4pW9QIv+b6//re//e3OdXV1M6y13H7j0aKoAAAgAElEQVT77bmRTXXAvZlM5kTgE+WwH1EfexljtslkMleXsI+K/52rj+rqw/f9nxtjDjHGPAKElbof6kN9jLGP7xpjnslms68bY6ZU8H6oD/Ux6j7CMLwUeMEYc082m11dKfvR19e38L777js5CAJEqs0pwEu4P8AfAg4cpq0FOuIIKmaahVBE4uABXyE/g+BQjweBGwe89hr52QZFRERERIaiWQilqu2Au6XQAhngWmCXQdopgSUiMj71wK/on5R6BDgadzvg+4DLgFeidT28ObF1YuxRi4iIiEilUQJLasL7cUXeLdANfB03hXuOElgiIuNzOe4z5nXyyavB6vjtjLvNO/eZtL7g58fR7fciIiIiMjwlsKRmTAH+C3gVd8C/DHwbmIUSWCJDam9vTy1btmxy0nFIWToYV7uvl3xC6r1DtF1E/1sMV9N/RNaRJY51TNrb21MdHR26tVFqSltbW106ndYfBFJTrLWejnupNVFR9KlJxzEOSmCVgJd0ADKo14CvAvsAP8QVOP8c8GSSQYmUu+nTp981bdq0F9PptJKgMtAXAYO7hfAtwDrgrkHaLQLuACYD/4xe2zFavlTQpmzMmDHjVw0NDWuCINg96VhE4jJnzpwbPc9b29XVtW/SsYjEpbOz8xrP89b7vt+SdCwicQmC4DJr7YYwDA9KOhZJnhJY5W018ElgL+BiYOPwzUVqmzGmCZiWSqV2TToWKStTgXdFPz8YLbfBJaTWFzxeAe7GJa/6gOkDtrNztPzcgPflHsui98atCZhijJmZQN8iSWkCGjOZzKykAxGJi7W2CZiE+9tApCZ4nteEK9+wT9KxSPJUx6MyPA98HvgyrtjwlmTDERGpKLNxta6exd2SDe777y1DvsOtH/gdWRctJ0WPgeYDF+BGy16PGzIuIiIiIiJFoARWZekBfpN0ECJlbDkwKZPJPJ10IFJWto+WLwJPRD8/hxstNXCU1URMwt3+DW4yjj8WcdtDMsYst9bOsNY+MXJrkarRAexpjFmZdCAiMeoA5qVSqa6kAxGJUQewMJvNhkkHIskzSQcgEtkB98cluHozLw3TVkRkLA7B3d73BDAPWIubLOMbwFuBY3EXdP6Jq4vVF73vbcABBdvpi9r9Hlg1TH/dwFdwE3GIiIiISO3Zivy54FTc+eH/b+/Ow+S66jvhf291t2Uby2CkYMDsYIRlywrYxCyBZMBsAQIGTHAIA2Yg9hBeSAgJ72SDvBmeCYTtJYQkw5YQwiIYYFhjNk2AKASUQFdVCxsDdgjgGO/yJlnquvPHrUo3Quq1um5X1efzPPXcUt1z7/3d1ql7qn517jnAiDALIbBWNieZ7T7unORvU11r/j5zsw1+LlVSa74/ztx1qfe4JmaSAQBgYWYhhBEmgQWspS+lur78bqrBnw9m7ppzuORVkrw5P5nA+q1BBAsAwFCTwIIRJoEFrKWnpbq+3JDk/CS3Ze6a89ZUsxLOVySZ6a7vdJdXx9iRAAAsTgJrDRgDi/XCGFisWrPZfEWS7Rs3bnz+ve99b7N1Ml+Ranyrx6T6IFGkmi3wPt3n16ca22pPqt5Z5yXZesg+PpvksQOKd8lardZLkzy80+mcv337duMrMBZardaFSR6zf//+55955pk3LLoBjIBms3l+o9F4ytTU1Au2bNlydd3xwCC02+3zyrI8b2Ji4oKtW7deUXc8y2AMrDXQqDsAgH4piuLFRVGcd/PNN2+pOxbWnTLJn2cuedVJ8ukkL03yL0nukOTcVLMI/lF+PHnVm+XswKCCXY6iKF6U5NyiKE6vOxYYoAuSPG1qaurMugOBQSmK4gVlWT7lwIEDD607FhiUsiyfn+TJs7Ozj6w7FurnVghglBRJUhSF5DyHOjvV4O1FqlsBNyd58QLlb0mV2PrZVDMOrtukaFmWRZI0Gg31nnGi3jOOiiTpdDrqPWOjKIqiLEuf70miBxYwQsqyvD5JefDgwevrjoV15ewkH0tyTJLPJ7lnkick+V9J9s4rV6ZKWv1Bkrsm+YfBhrlivfp+Xa1RwGCp94ydoijUe8ZO9/N9ot4TPbCAEVKW5dOLorjL9u3bL6s7FtaNQ5NXv5iqd9XfdR9J8lOpZiG8ItXg7j3l4MJcuaIofrnT6dxr27Zte+qOBQal0+mcPzExcf/TTjttd92xwKCUZXlBWZbbtm3b9qW6Y4FBmZqaesmBAwf+6tRTT/1M3bEA9JiFEOi3s1Mlq8okn0uVpFqOM1Iluf6wu49P9jU6AABGlVkIYYRJYAH9tNrk1XxP6O7nnX2ICwCA0SeBBSNMAgvol34mr3pOTXUbIgAALEYCC0aYBBar1mw2z2i1WufUHQe1Wovk1brWbre3N5vNc+uOAwZpZmbm1Ha7/azeLJwwDqanp7c0m81nl2VpIi7GRqvVum+r1XrOzp07h238bgmsNeDiB4yMoijel+TD09PTW+qOhVocacD2kVaW5V8XRbFjZmbmgXXHAoPS6XTeVpbl+2ZmZh5WdywwKBMTE39WFMV72u32o+uOBQboTUnevWnTpifWHQj1k8ACRsmxSTI5OTnyvW74CWOZvOo6NknKslTvGSfqPWOnV9/Ve8ZJURTHJEmj0VDvkcACRspsknQ6ndm6A2Ggxjl5lXTr/ezsrHrP2CjLspMkRVGo94wT9Z6x07vel2Wp3pNhu48U4IjKsnx1ku3XXHPNnrpjYWDGPXmVoij+OMnDJiYm/qXuWGBQGo3Gn5Rl+eh9+/Z9pe5YYIDeUBTFpRs2bPhi3YHAAL05yRVFUXyu7kAAegziDizX2A3YDgDAUDCIO4wwCSxgOSSvAABYrySwYIRJYAFLJXkFAMB6JoEFI0wCi1XbuXPn5K5du46pOw7WlOTVIXbu3Dm5e/fusf87MF527NgxMT097QsBY6Usy4Z6z7gpy7LRbrePqzuOFZDAWgNmIQRGxqZNmy7auHHjldPT05Kgo2nsB2w/nM2bN39kw4YNV7VarbvXHQsMyimnnPLeRqNx9Z49e06uOxYYlJmZmXc0Go1rm83mtrpjgUFptVp/Wpblde12+8F1x0L9JLCAkVEUxZYkGycnJ0+qOxb6TvLqyLYkObYoinvUHQgM0JYkR8/Ozt6r7kBgUMqy3JLkqCT3qTsWGJRGo7ElyWSS+9UdC/WTwAJgvZO8AgCAMSeBBYySryW5anZ29vK6A6FvJK8WURTF15JcV5blt+uOBQZod5K9RVFcUncgMEC7k9w8OTm5p+5AYIB2J7m10+m06w4EoMcg7sChDNgOAMAwMog7jDAJLGA+ySsAAIaVBBaMMAksoEfyCgCAYSaBBSNMAgtIJK8AABh+ElhrYLLuAAD6pdlsviLJ9o0bNz7/3ve+976642HZDNi+Aq1W66VJHt7pdM7fvn37zXXHA4PQarUuTPKY/fv3P//MM8+8oe54YBCazeb5jUbjKVNTUy/YsmXL1XXHA4PQbrfPK8vyvImJiQu2bt16Rd3xUC+zEAIjoyiKFxdFcd7NN9+8pe5YWDbJqxUqiuJFSc4tiuL0umOBAbogydOmpqbOrDsQGJSiKF5QluVTDhw48NC6Y4FBKcvy+UmePDs7+8i6Y6F+EljAKCmSpCgK17bhInm1CmVZFknSaDTUe8aJes84KpKk0+mo94yNoih8vuc/qATAyCjL8vok5cGDB6+vOxaWTPJq9Xr1/bpao4DBUu8ZO0VRqPeMne7n+0S9J8bAAkZIWZZPL4riLtu3b7+s7lhYEsmrPiiK4pc7nc69tm3btqfuWGBQOp3O+RMTE/c/7bTTdtcdCwxKWZYXlGW5bdu2bV+qOxYYlKmpqZccOHDgr0499dTP1B0LQI9ZCGG8mG0QAIBRZRZCGGESWDA+JK8AABhlElgwwiSwYDxIXgEAMOoksGCESWCxas1m84xWq3VO3XFwRJJXa6Ddbm9vNpvn1h0HDNLMzMyp7Xb7Wb1ZOGEcTE9Pb2k2m88uy9JEXIyNVqt131ar9ZydO3cO2/jdElhrwMUPGBlFUbwvyYenp6e31B0LP8GA7WukLMu/Lopix8zMzAPrjgUGpdPpvK0sy/fNzMw8rO5YYFAmJib+rCiK97Tb7UfXHQsM0JuSvHvTpk1PrDsQ6ieBBYySY5NkcnJSz571RfJqbR2bJGVZqveME/WesdOr7+o946QoimOSpNFoqPdIYAEjZTZJOp3ObN2B8B8kr9bebJLMzs6q94yNsiw7SVIUhXrPOFHvGTu9631Zluo9Gbb7SAGOqCzLVyfZfs011+ypOxaSSF4NRFEUf5zkYRMTE/9SdywwKI1G40/Ksnz0vn37vlJ3LDBAbyiK4tINGzZ8se5AYIDenOSKoig+V3cgAD0GcYf1565JHrfCbQ3YDgDAuDKIO4wwCSxYfz6e6j35iGVuJ3kFAMA4k8BaA8bAAuBI7thdblrGNm4bBAAA+k4CCxgZO3funNy1a9cxdccxQnptxH2TPCCL96SSvKrBzp07J3fv3q2XG2Nlx44dE9PT037RZqyUZdlQ7xk3ZVk22u32cXXHwfoggQWMjE2bNl20cePGK6enp92GujpnJvlQkp/p/vt1Sb6Z5KokO5I86DDbSF7VZPPmzR/ZsGHDVa1W6+51xwKDcsopp7y30WhcvWfPnpPrjgUGZWZm5h2NRuPaZrO5re5YYFBardaflmV5XbvdfnDdsVA/CSxgZBRFsSXJxsnJyZPqjmVIHZXkz5J8NcnTM9dGXJnk+lQ9sM5N8rVUM8Ic1V0veVWvLUmOLYriHnUHAgO0JcnRs7Oz96o7EBiUsiy3pGp771N3LDAojUZjS5LJJPerOxbqJ4EFQJJMJflUkhelGmzy3Ummu+suTHJCqp5Z7+m+9v+kGuT9cZG8AgAA1pgEFjBKvpbkqtnZ2cvrDmQIvSbJo5PckOTxSZ6b5OZDyvxzkuckeWKSvUkem+QTkbyqVVEUX0tyXVmW3647Fhig3Un2FkVxSd2BwADtTnLz5OTknroDgQHaneTWTqfTrjsQgJ47ZW6aUeMXwWDdP8ltqd5/T573+j90X3vqYbZ5Vebes/+QxQd4BwCAcXG7zH1WNvlCn+iBBcALU91C+LFUtwUu5uwkvz3v37ui5xUAALCGJLAA+IXu8p1LKDt/wPZW97XHrEVQAAAAPUXdAUDXnVLNdJYkJyb5UY2xwCi7c5K/TDJ/psYHpvpBo5XqVsKeLUmOS/KdVLMQHp/kvt2yNyb5tyRbk3RSjY/1nlSzEwIAwDi7XZKbus+Py0+OLQsMMWNgsWrNZvMVzWbzvZdddtnRdceyjj05c++1fj8MKluDVqv10lartWN6etr4CoyNVqt1YavV+l+7d+++fd2xwKA0m83z2+32Ry+55JLNdccCg9Jut89rtVof27Nnz13qjmWZjIG1BtxCCIyMoiheXBTFeTfffPOWumNZxz6RavbAZ8579H4detkhr/dm99qRuZ5ZrVQzET4zyW91X7uh++/erYgMUFEUL0pyblEUp9cdCwzQBUmeNjU1dWbdgcCgFEXxgrIsn3LgwIGH1h0LDEpZls9P8uTZ2dlH1h0L9ZusOwCAPiqSpCgKyfkjK5N89pDXXphqHKtOkg/Oe/3Xu8unJjkqyeeT/GLmBmx/eXe565DtGKCyLIskaTQa6j3jRL1nHBVJ0ul01HvGRlEURVmWPt+TRA8sYISUZXl9kvLgwYPX1x3LkPlQd/kbSebfftm7Nedwyatjk7z0kO2pR6++X1drFDBY6j1jpygK9Z6x0/18n6j3wDpiDCxWbXp6ekur1fr5uuMYQhtSDdRephqIvZFqtsHZ7mvTqRJWPY0k7++uuyTJ1CCD5ce12+37NZvNs+uOAwZpenr63u12+3F1xwGD1Gq17t5sNn+h1/MWxsHFF19811ar9aSyLIet840xsGCESWBBvX4uyYFU78EvJ7k1c+/JX5pX7sQk/7v7+m1JHj7YMAEAYN2TwGIk3THVNPRb8uM9HJbr+lRvjmElgQX1e27mklhlkv3d5StTDdL+l0lu7L62L8mv1BMmAACsaxJYjIxGkguTtPPjU9DvT/LpVIMpL5cEFrBaZ6dKTJWLPL6S5IyaYgQAgPVOAouRMJXkU1n8C+JHkpywjP1KYDH2ms3mGa1W65y64xhSZ6caoL1M8rkkv5DkB91/fzvVdet1Sf5TurMgsT602+3tzWbz3LrjgEGamZk5td1uP8tYQIyT6enpLc1m89lDOBYQrFir1bpvq9V6zs6dOyfrjmWZJLDWgIvf4P1/SZ7Qff6RJE9Psj3J6d3n701yMNW09f+U6tZCYAmKonhfkg9PT0973yzP2Uk+luSYzM02+Kkkl3fXvzxVQuvlSXZmuJPlI6csy78uimLHzMzMA+uOBQal0+m8rSzL983MzDys7lhgUCYmJv6sKIr3tNvtR9cdCwzQm5K8e9OmTU+sOxDqJ4E1WBuTvLj7/A+TPC3Jh5M0k7S6z5+d5EFJLk5ycqpbdQySDEtzbJJMTk6uZjy5cXO45NUth5SRsFrfjk2SsizVe8aJes/Y6dV39Z5xUhTFMUnSaDTUezJs3fCG3cOSHJfke0n+aIFyrSRnJflAkscnuSjJk5L8nzWOb7nOTJVs64eNSfKMZzwjv/qrv/qcu971rv902mmnfXl+gXa7fedOp/P4JEc1Go29GzZs+MjJJ5+8v7d+x44dE1u3bn1qp9PZVBTFwYmJic9v3br1X+fvo9VqnVmW5YOSpNFo7HGM0TpGWZZFURTpdDqzw3weAzzGyZmXvPr0pz/9qpNOOulX5h3jE0k2J/n6Oj+PcT/GxiQpiuLHfpQawvNwDMdY8jHKsjy6KIqUZfmEdrt967Ceh2M4xjKP0UmSoijOajabJw7xeTiGYyz5GGVZdpKkLMvZYTqPvXv3PvSNb3xjvvnNb2ZmZib0hwTWYPVua7ooyexCBZPsTdUT4gNJzkl1O89Tk3xmzaJbnkaSLyU5up87feUrX5kkryvLstNsNjeffvrp1/XWlWX5uqIont19nv37978wydt76x/wgAc8qSzLDxVFNRzG7OzsZ5I8bt72jXa7/aWiKI7u/tsxRuwYRVHsKcvyo9dcc82eYT6PQRzjyiuv/OdUM6Aek+TzW7duferd7na3q9J9T887xv9Yz+fhGNUxkqTT6Zya6ro8tOfhGI6x1GO0Wq37JElRFL9RluVLh/U8HMMxlnmMN5Rlub8oiv825OfhGI6x5GMkeXOSK4qi+FxZlm8elvM4/vjjj37lK1+Z/fv358wzzwz9IYE1WBu7yx8tsfyBVFPXvz/V+Fgf6y4/2f/Qlq2T5L+nGr+rHyaTnPOZz3wmj3rUoz4yNTV1yWmnnXb9/AJFUbyzLMujus8PzM7O/t389VNTU18+cODAXxdF0ete/d5Dtu+0Wq3/iLkoiu84xugd4/TTT//oKJzHWh7jiiuuOPG1r33tQ5Icle5tg3v27Lkl897Tw3AejvETx/jEiJyHYzjGUo7xhyNyHo7hGEs+xrZt2z78zW9+8+8PHDjw+mE+D8dwjOUcoyiKTyT5RJK02+2hOY+DBw+e8YUvfOGciy++ODCsXpqkTPKWZW43mWp8rDLJbUleeJgywz4LoVkaYDAOnW3QeAIAANBfvt8y9M5OVYG/sYJtp5L8bebeBG9JdetPjwQWsBjJKwAAWHu+3zL0NiS5NlUl/tkV7uNVmXsjfDfJhUnun+SGSGAx5nbu3Dm5a9euYxYvOZYkr0bUzp07J3fv3u3/k7GyY8eOienpaZ8XGCtlWTbUe8ZNd0yp4+qOYwV8v10DjcWL0Ef7k/xp9/lbUiW0lutVqQZ1vyLJvZP8eZJLkhzfh/hgqG3atOmijRs3Xjk9PX2numNZZ87OvNkGU00QcUutEdE3mzdv/siGDRuuarVad687FhiUU0455b2NRuPqPXv2nFx3LDAoMzMz72g0Gtc2m81tdccCg9Jqtf60LMvr2u32g+uOhfoZxH3wXpNqYPbtqcbEeu0K9vHRVF9Cfy3JBUnu1a/g1ok7pBpcGpbrlCQbL7roop9JYr7aysOTvC3V7IK7krwkyYm1RkRfHThw4LSpqaljv/jFL54V7Tpj4rbbbtt21FFHHb1r166HJDlYdzwwCPv27Tt9w4YNR33jG994aJKb6o4HBmHfvn0/fcwxx0xeeeWV25N8u+54lkHv+DXgg+7g3ZLkiUmekuT/X8V+bkzyx93HyamSWMPYtfJwvl93AAynq666Kne6053yrne96+N1x7JOPSwSeyPnhz/8Ye55z3vm7W9/+wfrjgUG5bLLLsuWLVvyjne84911xwKDcvHFF2f79u1517ve9Zd1xwKD0mw2c9ZZZ+X1r3/921L9KMsYcwthPb6b5I1JOn3a36VJPpvkI33aXx1uiS/WrFK73c51112XH/zgB3WHAgMzMzOTvXv35nvf+17docDAzMzM5Kabbsrll19edygwMDMzM7n11lvz3e9+t+5QYGBmZmayf//+XHrppXWHslIzMXQHAIfx/VQDJT6w7kBggL6Vqt4/vO5AYIC+kareP6buQGCAdqWq90+pOxAYoM+lqvfn1R0I9dMDCwAAAIB1TQILAAAAgHVNAgsAAACAdU0CCwAAAIB1TQILAAAAgHVNAgsAAACAdU0CCwAAAIB1TQILAAAAgHVNAgsAAACAdU0CCwAAAIB1TQILAAAAgHVNAgsAAACAdU0CCwAAAIB1TQILAAAAgHVNAgsAAACAdU0CCwAAAIB1TQILAAAAgHVNAgsAAACAdU0CCxglX0tyVZLLa44DBulrSa5L8u26A4EB2p1kb5JL6g4EBmh3kpuT7Kk7EBig3UluTdKuOxAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA1kJRdwAAffKgJA9MsjnJD5N8KcnldQYEQG20CQDrz1SSn02yLcnGJDck+VaSXUluWuE+Xe8BGBqnJPlqkvKQx2ySDyY5ob7QYE3cLT9Z34/0eFJNMcJqPCLJviRfXsG22gSG1UrrvTaBYXBMkj9IcnUOXzf3JvnvSSaXsU/XewCGyoOT3JiqsboxyXuT/EmSj6dqvMpUv+powBglJ2fuA9pNizweX1OMsFLbklybqo4v94u8NoFhtZp6r01gvbtXkpnMJZhaSd6a5NVJ3p7k3+at+3iSxhL26XoPwFA5PsllqRqoryc56ZD1ZyW5rrv+Y4MNDdbUtqzsSw6sd49Ncn3mvsgsp45rExhWq6n3iTaB9e9lmUtc/fxh1k+mSmb13gMXLLI/13sAhs7vZu5Xl0Mbrp4nZq4x/LkBxQVr7WGp6vQn6g4E+uS4JK9PcjBV3Z7O8r+QaxMYNv2o94k2gfWvkeT/TXL0IuU+mqoutxcp53oPwFCZSHJlqkbp1YuU/fvMdUmGUfCEVHX6b+sOBFZpU5LfT/LvmRsD5XlJLszyvshrExgm/ar3PdoERsXTMpd0OtKtf673AAydh2eugbv/ImWf1y23L8mxaxsWDMQvparTf153ILBKvZ4js0n+Jsndu68v94u8NoFh0q9636NNYFScnrlr+dYjlHG9H3NLGSANYL15THd5WaoBGhfyye5yQ3QhZjRs7i6vrzUKWL1dSX4n1ZeQ56QayHcltAkMk37V+x5tAqOinPd89ghlXO/HnAQWMIy2dZdfX0LZq5J8/5DtYJj9VHd5da1RQH/8jyTfWeU+tAkMm37U+x5tAqPi5O7ythw5set6P+YksIBh1GvgLl1i+d4vNCcvWAqGQ+/X9qtqjQLWD20C40ybwKh4ene5M8ktRyjjej/mJLCAYdSbceSKJZbvlbvbGsQCg3Zid/mjWqOA9UObwDjTJjAKTk3yzO7z1y9QzvV+zE3WHQDACtyuu1zqeA+9crdbsBQMhzt3lx9PckOSa1JNv/6PST6Q5Ic1xQV10SYwzrQJDLuNSXakyk18NMlnFyjrej/m9MAChs1EqsEYk2T/ErfZ111qvBgVVyY5kGo69vsnOTfJG5J8L8n7ktylvtBgoLQJoE1geE2lqqNbk3w7yX9ZoKzrPRJYwFArFy/yY+WKtQoEBugRqX5xPzbJCUnOSvJbSb6Y6sPds5K0kmyvK0CoiTaBcaRNYFhNJnl/kicm2ZvkF5Ncu8RtXe/HlAQWMGxmM/ery9FL3OaY7vKm/ocDtbo+yVeTvC7VFNGPSDXjzqYkn07VLR9GmTYB5mgTGBaTqXpePS3JzUmelOSbi2zjeo8EFjCUeo3Q7ZdYvlfu5jWIBdaTL6f60nJLqltGfqPecGAgtAlweNoE1qNe8uoZSW5N8uQkX1ritq73Y04CCxhGP+gulzqmQ6/c99cgFlhvvpvkr7rPn1FjHDAo2gQ4Mm0C6807U9XF/UnOSbJzGdu63o85CSxgGF3aXZ68xPK9cpcuWApGx993l6emGgMFRpk2ARamTWC9+IMkz0lyMMkzk1y0zO1d78ecBBYwjFrd5QOXUHZTknscsh2Muqu6y0aW3s0ehpU2ARamTWA9eGqSV3WfvyTJx1awD9f7MSeBBQyjz3SX98niv8A8qbvcn7lfIGHU9b6glEluqDMQGABtAixMm0DdNiZ5a6rZAP8iyZ+vcD+u92NOAgsYRl9N8u/d5/95kbLnd5efTTWIKYyDn+0uW6lm7YFRpk2AhWkTqNuvpRqP6vIkL1vFflzvARhKr0j1S+KNSe52hDJP6pYpU83CA+PgnqmmUi+T/E7NscBKXJiq/n55GdtoExh2K6n3S6FNYD34bqo6+KI+7Mv1HoChszHJd1I1TF9PctIh689Kcr0L5rgAAAvsSURBVF13/UrusYf15s5JXp7kxAXKPDbVr5tlkstSvU9g2Kzki7w2gWG33HqvTWBY3C9zyaT792F/rvcADKUHJdmbqoG6KckHkrwhyadSdZEvk3wryR3rChD66Pmp6vRsknaS9yd5S/fxgVRfTnofEC9PsrWWKGH1VtoTRZvAMFtuvdcmMCwek7m6eEOqHoFLeSzE9R6AobQlyVcy1zD2HrNJPpjkhPpCg756SJKPpxqM9ND63nvsTfL6qPcMt9XcSqVNYFgtt95rExgW5+TIdXShx2Jc78dQUXcAAH3yoCRnpJoy94okX0z16yOMmmNS1fUtqep7keTaJHuSfC3JbfWFBuuGNoFxoU1g3LneAwAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAMA6sjHJI5KctYxtXpDk+LUJZ+DOT3KHuoMAAAAAxtfJSd6SZCbJ3iQHk1yb5B+TnFtjXOvJ25OUSd60xPJP6pb/xzWLaHB+M9W5/FXNcQAAAABj6llJ9qdKUPQeB+Y9f9G8sicleXaSnxpwjOvBchJYd0jygySdJI9Zy6AG5PZJLk91/k+sNxQAAABg3JySZF+qxMT7k5yZ5KjuuuOTPDrJ3bv/PipVUqZMsucw+9qY5KlJXraM469km7osJ4H1zm7Zt65pRP3z65lLWJ59hDKP6q7/QaqEFgAAAMBA9JIyH11C2RMzl+SYTTJ1yPqzu+v+fRnHX8k2dVlqAusBqXpeXZXkhLUOqg+elur/c7EEVpK8t1vmdwcQFwCwAo26AwAAWANP6C7fsoSyV6ZK4tyc5HWpbjPkJ/12kiLJa5JcV3Msi9mW5G+S3Jbq/3Uxv5cq2fWSJEevYVwAAAAASarbwHq9bvoxppUeWNUYYfuTXJPkdoMIahVun+TSVOf0rMyNcbVQD6wkeU+33H9dy+AAgJXRAwsAGDV3mPf8xtqiGC2/nmqssPdkaT2a6vSWJPdL1Zvu/cvY7n92l7+ZqqcZALCOSGABAKPm0DGsWJ0i1QyNSXVb3np2TpJfSfKVJP9tmdt+KVVvrfsmeWh/wwIAVksCCwAYZbdm7nbC+Y99h5Rbym108wd7P/Tx5T5ukyQTSZ6b5O9SjdG1P8kVST6e5Lws/TPcZJLnJflkku9393Ntkq8m+cMkd1vCPh6a5C6pbof85yOUaSR5cKreSzuSTCe5OtXf/0B3208l+aV522xIdY7/O8klSW5KsjfJt1LNcviAJZ3hnJ9K8hep/m+fl+TgMrcvk3y6+/zpy9wWAAAAYFnul7kk0b+m6lVz6OOSQ7ZZKIHVG89q9gj7ujzJB/uwTc89UyWA5ie7Zg/595ey+PheW5O0c+QEWi+R969ZOHn3+931f7vAseb/zRd7vD/VDIHfW6TcrUmeusg5zveh7na/fcjrl2dpY2ClG1eZ5OvLOC4AAADAss1Ppix1RrmlJLAGMYj7nZP8oLvtxakGIe+N6XVikguTXNVdvytVD6vDuf+8clcm+Y1Uf5djktwxVa+qV88rs1AC61Pd9b+5QNzz/+b/Jcn2JJu6x9uY5KdT9arq5MeTVB9Ocm6Sk5Mclyop95QkM931N3X/Jot5Rrf8V1P1Xpvv8iw9gXWvbtmD3XgAAAAA1sQwJ7D+rrvdF3LkBMoDUg1OXya54DDrG6mSW2WSbya50wLHOz7VrYwLJbC+313/2AX2s9S/+Z/MK/fzC5TbnCrxVqa61XEhx6bqRdZJcsZh1l+epSewkuo2xjLJQ5ZYHgAYAGNgAQCsD49M8rgk16XqlXTTEcpdnOS13eeHS2A9PlUPq9lUPZN+tMAx93b3dyQbkty1+/x7C5Rbqtd040qqBNWRXJ3knd3niyWeXpHkHqlmSDzSGF3L8f3u8l592BcA0CcSWAAA68MLusu3J7lmkbK98bO2p7pFb77ndZefSHUr3mqclGoWwiT54Sr3lVSJqV7C7MGLlP2H7vKUBcrcOdWtjbcm+Z3VhfYfeue5lAHuAYABkcACAFgfej2N/s8Syn4rVU+mRqrxo+Z7ZHf5iT7END85dnMf9pfM9eRabGyrXrkTcuTbEn8/ye2SvCFzPadWq9fz7dDEIABQoyMN/AkAwODcPsldus/fnuS2JWzT+yHyhHmvnZBqsPdk9b2vkmoQ9iQ5kLlb/1br2u7yhAVLzZVLqnGu9h2y/q6pBoy/Mcnr+xNakqo3V1IlxgCAdUICCwCgfpvmPb/LEUsd3vxZ9+447/lityEuRS9p1c9e+73k3DELlvrxJN7UYdb/eqoxut6catywfun9PQ/2cZ8AwCpJYAEA1G9+gui0rLz3VHmEfa7ULd3lRKok0oE+7LOzgnLFIes2pOp91Uny1j7ENF8vsdavWyYBgD4wBhYAQP2un/d8sbGhFnL1vOebV7Gfnvk9mxa75W+QHp2qt1kjyWWpEndHetyzu81n5712rwX23TvPfvbqAgBWSQ8sAICF9XodTSxYanXbXJ1qzKc7JjkjyeeXcaz59qYazPxuSc5M8uUV7qfniiT7U/V4uluSH61yf/2yL8k/L7HstiRHpRr4/sbua/sXKH9Sd/mvKwsNAFgLElgAAAvr3Up23Bpv809JnpDknCSvXcZ2h/p8kucm+aUkb1rFfpKqt9JlSR6Q5D5J/mWV++uXL6RK0C3F5al6Yf1aks8tUvaozCWwvrOiyACANeEWQgCAhf1bd3l0knuv4Tbv6S4fkuRRS9zmcHpjQj0kydNWsZ+e3d3l9j7sa707NdVYXzcmubjmWACAeSSwAAAWdmXmElK/vIbbfChzg7e/O8n9l7jdob6aZEf3+buS/PwK99Ozq7s8a5X7GQY/011+NUsfbB4AGAAJLACAxf1Nd/l7SS5Mco9Us9WdmOQpST6Z5C6r3Oa2JL+SakD3k1LdrveaJA9NsinVOFSbUvWs+r3M9dg6nBcmaSU5PtVtc+9Mlcg6IdXnvw1J7tp97ZRFzv1T3eUjMjdD36h6XHf5yVqjAAAAAEbe/TI329zRS9zm7d3yRxozamOqhNJCs909tw/bJNWg481FtiuT3JSFf4w8PlVPrMX203ssNF7W17plzjnC+uX8zRf7W/dsnrfP1czMeHl3H2cvUu7YVIPgz5+5EABYJ/TAAgBY3I2peiD9XqrZ7/ammmnw35N8PFUi6n192Capek79dJJnJXlvkm93tz2Y5LpUyaQ3JvlPWfg2t71Jnpnq1r+3JGmn6t3VSXJLN45/SpVQ+s9J/miBff1Fd/m8BcoMu6enSjp+OmYgBAAAABg6RyX5Qaok2v1qjmWt9HqZ/VzdgQAAAACwMi9PleB5V92BrIFfSHVuX6k7EAAAAABWbmOSa5PMJjmj5lj6aSrJniw8xhcAAAAAQ+IFqRI9X00yWXMs/fI7qc7p03UHAgAAAEB/XJQq4fPqugPpg59JcluSG5LcveZYAIAFmIUQAIDleGGqGQ6PqzuQPjgxyc1JXpbk32qOBQAAAIA+OrHuAPpolM4FAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAYOX+LwuPjSdMr9zAAAAAAElFTkSuQmCC)
## identify(y=sqrt(mal$area), x=fitted(m7))
##-----------------------------------------------------------------------------
## Medidas de influência.
im <- influence.measures(m7)
summary(im)
## Potentially influential observations of
## lm(formula = sqrt(area) ~ mc + ml + nl, data = mal) :
##
## dfb.1_ dfb.mc dfb.ml dfb.nl dffit cov.r cook.d hat
## 36 0.05 0.23 0.13 -0.28 0.29 1.13_* 0.02 0.10
## 58 0.61 3.03_* -2.57_* -0.92 4.01_* 0.22_* 2.58_* 0.23_*
## 92 -0.19 -0.07 0.09 0.05 -0.20 1.16_* 0.01 0.11
## 94 -0.10 -0.03 0.06 0.01 -0.11 1.18_* 0.00 0.12
## 96 0.13 0.00 -0.06 0.00 0.13 1.21_* 0.00 0.14_*
## 98 -0.22 -0.45 0.48 0.14 0.70_* 0.81_* 0.11 0.06
## im <- influence.measures(m4)
## summary(im)
## m10 <- update(m7, data=mal[-c(58),])
m10 <- update(m7, data=mal[-c(58,98),])
## m10 <- update(m7, data=mal[-c(58,98,96),])
modl <- list(m4=m4, m5=m5, m6=m6, m7=m7,
m8=m8, m9=m9, m10=m10)
round(t(sapply(modl, measures)), 3)
## logLik AIC BIC PRESS RMSE R2 R2adj npar dfres nobs
## m4 3.084 17.833 49.095 8.131 0.249 0.991 0.990 11 89 100
## m5 -0.444 26.889 60.756 9.425 0.259 0.990 0.989 12 88 100
## m6 -27.673 71.346 92.187 19.104 0.331 0.983 0.982 7 93 100
## m7 -39.837 89.674 102.700 16.323 0.368 0.978 0.978 4 96 100
## m8 -11.519 39.038 59.880 9.003 0.282 0.988 0.987 7 93 100
## m9 11.117 7.765 46.843 6.379 0.233 0.992 0.991 14 86 100
## m10 -13.964 37.927 50.852 8.416 0.285 0.987 0.986 4 94 98
##-----------------------------------------------------------------------------
## Predição por meio do modelo.
coef(m10)
## (Intercept) mc ml nl
## 0.1523111 0.2009084 0.3917068 0.3499388
predict(m10,
newdata=list(
mc=13,
nl=8.3,
ml=12.2))^2
## 1
## 109.1489
Praticar
##-----------------------------------------------------------------------------
## Dados de qualidade de vinho.
url <- "http://www.leg.ufpr.br/~walmes/data/MontgomeryASPE5th/Example12.14.txt"
vin <- read.table(url, header=TRUE, sep="\t")
str(vin)
## '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 ...
splom(vin)
![](data:image/png;base64,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)
m0 <- lm(Quality~(.)^2, data=vin)
summary(m0)
##
## Call:
## lm(formula = Quality ~ (.)^2, data = vin)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1.7336 -0.4046 0.0032 0.4765 1.8250
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -27.75186 31.99982 -0.867 0.395
## Clarity 35.95087 25.66356 1.401 0.175
## Aroma -7.23944 5.62565 -1.287 0.212
## Body 2.62752 4.41221 0.596 0.558
## Flavor 7.36225 5.64433 1.304 0.206
## Oakiness 5.69028 6.41138 0.888 0.384
## Clarity:Aroma 5.58991 4.01478 1.392 0.178
## Clarity:Body -4.40419 3.12289 -1.410 0.172
## Clarity:Flavor -2.79479 4.74991 -0.588 0.562
## Clarity:Oakiness -5.95396 4.72540 -1.260 0.221
## Aroma:Body 0.55192 0.47265 1.168 0.255
## Aroma:Flavor -0.21139 0.33799 -0.625 0.538
## Aroma:Oakiness 0.20448 0.68185 0.300 0.767
## Body:Flavor -0.18409 0.40954 -0.450 0.657
## Body:Oakiness -0.04582 0.65142 -0.070 0.945
## Flavor:Oakiness -0.33247 0.61154 -0.544 0.592
##
## Residual standard error: 1.159 on 22 degrees of freedom
## Multiple R-squared: 0.809, Adjusted R-squared: 0.6788
## F-statistic: 6.212 on 15 and 22 DF, p-value: 7.129e-05
##-----------------------------------------------------------------------------
## Informações da sessão.
Sys.time()
## [1] "2014-12-11 21:01:39 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] tcltk methods splines grid stats graphics grDevices utils
## [9] datasets base
##
## other attached packages:
## [1] wzRfun_0.4 asbio_1.1-1 multcomp_1.3-7 TH.data_1.0-5
## [5] mvtnorm_1.0-1 doBy_4.5-12 survival_2.37-7 reshape_0.8.5
## [9] plyr_1.8.1 alr3_2.0.5 car_2.0-22 gridExtra_0.9.1
## [13] latticeExtra_0.6-26 RColorBrewer_1.0-5 lattice_0.20-29 rmarkdown_0.3.3
## [17] knitr_1.8
##
## loaded via a namespace (and not attached):
## [1] deSolve_1.11 digest_0.6.4 evaluate_0.5.5 formatR_1.0
## [5] htmltools_0.2.6 MASS_7.3-35 Matrix_1.1-4 multcompView_0.1-5
## [9] nnet_7.3-8 pixmap_0.4-11 plotrix_3.5-10 Rcpp_0.11.3
## [13] sandwich_2.3-2 scatterplot3d_0.3-35 stringr_0.6.2 tkrplot_0.0-23
## [17] tools_3.1.2 yaml_2.1.13 zoo_1.7-11