Análise para um par de variáveis
##-----------------------------------------------------------------------------
## Definições da sessão
pkg <- c("latticeExtra", "doBy", "plyr", "reshape", "reshape2",
"alr3", "nlrwr", "faraway", "car")
sapply(pkg, require, character.only=TRUE)
##-----------------------------------------------------------------------------
## ALWINS (pg 708): O número de vitórias de um time de basebol está
## relacionado ao batting?
url <- "http://www.leg.ufpr.br/~walmes/data/business_economics_dataset/EXERCISE/ALWINS.DAT"
download.file(url=url, destfile=basename(url))
da <- read.fwf(url, widths=c(12,11,4),
colClasses=c("character",NA,NA))
str(da)
## 'data.frame': 14 obs. of 3 variables:
## $ V1: chr "New York " "Toronto " "Baltimore " "Boston " ...
## $ V2: num 103 78 67 93 55 74 55 81 62 94 ...
## $ V3: num 0.275 0.261 0.246 0.277 0.253 0.249 0.248 0.268 0.256 0.272 ...
names(da) <- c("team", "gamesWon","battingAve")
da
## team gamesWon battingAve
## 1 New York 103 0.275
## 2 Toronto 78 0.261
## 3 Baltimore 67 0.246
## 4 Boston 93 0.277
## 5 Tampa Bay 55 0.253
## 6 Cleveland 74 0.249
## 7 Detroit 55 0.248
## 8 Chicago 81 0.268
## 9 Kansas City 62 0.256
## 10 Minnesota 94 0.272
## 11 Anaheim 99 0.282
## 12 Texas 72 0.269
## 13 Seattle 93 0.275
## 14 Oakland 103 0.261
## Remover espaços de strings: gdata::trim(), stringr::str_trim().
da$team <- gsub(x=da$team, pattern="\\s+$", replacement="")
da
## team gamesWon battingAve
## 1 New York 103 0.275
## 2 Toronto 78 0.261
## 3 Baltimore 67 0.246
## 4 Boston 93 0.277
## 5 Tampa Bay 55 0.253
## 6 Cleveland 74 0.249
## 7 Detroit 55 0.248
## 8 Chicago 81 0.268
## 9 Kansas City 62 0.256
## 10 Minnesota 94 0.272
## 11 Anaheim 99 0.282
## 12 Texas 72 0.269
## 13 Seattle 93 0.275
## 14 Oakland 103 0.261
plot(gamesWon~battingAve, data=da,
xlab="Batting Average", ylab="Vitórias")
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## Cores do R.
colors()
## [1] "white" "aliceblue" "antiquewhite"
## [4] "antiquewhite1" "antiquewhite2" "antiquewhite3"
## [7] "antiquewhite4" "aquamarine" "aquamarine1"
## [10] "aquamarine2" "aquamarine3" "aquamarine4"
## [13] "azure" "azure1" "azure2"
## [16] "azure3" "azure4" "beige"
## [19] "bisque" "bisque1" "bisque2"
## [22] "bisque3" "bisque4" "black"
## [25] "blanchedalmond" "blue" "blue1"
## [28] "blue2" "blue3" "blue4"
## [31] "blueviolet" "brown" "brown1"
## [34] "brown2" "brown3" "brown4"
## [37] "burlywood" "burlywood1" "burlywood2"
## [40] "burlywood3" "burlywood4" "cadetblue"
## [43] "cadetblue1" "cadetblue2" "cadetblue3"
## [46] "cadetblue4" "chartreuse" "chartreuse1"
## [49] "chartreuse2" "chartreuse3" "chartreuse4"
## [52] "chocolate" "chocolate1" "chocolate2"
## [55] "chocolate3" "chocolate4" "coral"
## [58] "coral1" "coral2" "coral3"
## [61] "coral4" "cornflowerblue" "cornsilk"
## [64] "cornsilk1" "cornsilk2" "cornsilk3"
## [67] "cornsilk4" "cyan" "cyan1"
## [70] "cyan2" "cyan3" "cyan4"
## [73] "darkblue" "darkcyan" "darkgoldenrod"
## [76] "darkgoldenrod1" "darkgoldenrod2" "darkgoldenrod3"
## [79] "darkgoldenrod4" "darkgray" "darkgreen"
## [82] "darkgrey" "darkkhaki" "darkmagenta"
## [85] "darkolivegreen" "darkolivegreen1" "darkolivegreen2"
## [88] "darkolivegreen3" "darkolivegreen4" "darkorange"
## [91] "darkorange1" "darkorange2" "darkorange3"
## [94] "darkorange4" "darkorchid" "darkorchid1"
## [97] "darkorchid2" "darkorchid3" "darkorchid4"
## [100] "darkred" "darksalmon" "darkseagreen"
## [103] "darkseagreen1" "darkseagreen2" "darkseagreen3"
## [106] "darkseagreen4" "darkslateblue" "darkslategray"
## [109] "darkslategray1" "darkslategray2" "darkslategray3"
## [112] "darkslategray4" "darkslategrey" "darkturquoise"
## [115] "darkviolet" "deeppink" "deeppink1"
## [118] "deeppink2" "deeppink3" "deeppink4"
## [121] "deepskyblue" "deepskyblue1" "deepskyblue2"
## [124] "deepskyblue3" "deepskyblue4" "dimgray"
## [127] "dimgrey" "dodgerblue" "dodgerblue1"
## [130] "dodgerblue2" "dodgerblue3" "dodgerblue4"
## [133] "firebrick" "firebrick1" "firebrick2"
## [136] "firebrick3" "firebrick4" "floralwhite"
## [139] "forestgreen" "gainsboro" "ghostwhite"
## [142] "gold" "gold1" "gold2"
## [145] "gold3" "gold4" "goldenrod"
## [148] "goldenrod1" "goldenrod2" "goldenrod3"
## [151] "goldenrod4" "gray" "gray0"
## [154] "gray1" "gray2" "gray3"
## [157] "gray4" "gray5" "gray6"
## [160] "gray7" "gray8" "gray9"
## [163] "gray10" "gray11" "gray12"
## [166] "gray13" "gray14" "gray15"
## [169] "gray16" "gray17" "gray18"
## [172] "gray19" "gray20" "gray21"
## [175] "gray22" "gray23" "gray24"
## [178] "gray25" "gray26" "gray27"
## [181] "gray28" "gray29" "gray30"
## [184] "gray31" "gray32" "gray33"
## [187] "gray34" "gray35" "gray36"
## [190] "gray37" "gray38" "gray39"
## [193] "gray40" "gray41" "gray42"
## [196] "gray43" "gray44" "gray45"
## [199] "gray46" "gray47" "gray48"
## [202] "gray49" "gray50" "gray51"
## [205] "gray52" "gray53" "gray54"
## [208] "gray55" "gray56" "gray57"
## [211] "gray58" "gray59" "gray60"
## [214] "gray61" "gray62" "gray63"
## [217] "gray64" "gray65" "gray66"
## [220] "gray67" "gray68" "gray69"
## [223] "gray70" "gray71" "gray72"
## [226] "gray73" "gray74" "gray75"
## [229] "gray76" "gray77" "gray78"
## [232] "gray79" "gray80" "gray81"
## [235] "gray82" "gray83" "gray84"
## [238] "gray85" "gray86" "gray87"
## [241] "gray88" "gray89" "gray90"
## [244] "gray91" "gray92" "gray93"
## [247] "gray94" "gray95" "gray96"
## [250] "gray97" "gray98" "gray99"
## [253] "gray100" "green" "green1"
## [256] "green2" "green3" "green4"
## [259] "greenyellow" "grey" "grey0"
## [262] "grey1" "grey2" "grey3"
## [265] "grey4" "grey5" "grey6"
## [268] "grey7" "grey8" "grey9"
## [271] "grey10" "grey11" "grey12"
## [274] "grey13" "grey14" "grey15"
## [277] "grey16" "grey17" "grey18"
## [280] "grey19" "grey20" "grey21"
## [283] "grey22" "grey23" "grey24"
## [286] "grey25" "grey26" "grey27"
## [289] "grey28" "grey29" "grey30"
## [292] "grey31" "grey32" "grey33"
## [295] "grey34" "grey35" "grey36"
## [298] "grey37" "grey38" "grey39"
## [301] "grey40" "grey41" "grey42"
## [304] "grey43" "grey44" "grey45"
## [307] "grey46" "grey47" "grey48"
## [310] "grey49" "grey50" "grey51"
## [313] "grey52" "grey53" "grey54"
## [316] "grey55" "grey56" "grey57"
## [319] "grey58" "grey59" "grey60"
## [322] "grey61" "grey62" "grey63"
## [325] "grey64" "grey65" "grey66"
## [328] "grey67" "grey68" "grey69"
## [331] "grey70" "grey71" "grey72"
## [334] "grey73" "grey74" "grey75"
## [337] "grey76" "grey77" "grey78"
## [340] "grey79" "grey80" "grey81"
## [343] "grey82" "grey83" "grey84"
## [346] "grey85" "grey86" "grey87"
## [349] "grey88" "grey89" "grey90"
## [352] "grey91" "grey92" "grey93"
## [355] "grey94" "grey95" "grey96"
## [358] "grey97" "grey98" "grey99"
## [361] "grey100" "honeydew" "honeydew1"
## [364] "honeydew2" "honeydew3" "honeydew4"
## [367] "hotpink" "hotpink1" "hotpink2"
## [370] "hotpink3" "hotpink4" "indianred"
## [373] "indianred1" "indianred2" "indianred3"
## [376] "indianred4" "ivory" "ivory1"
## [379] "ivory2" "ivory3" "ivory4"
## [382] "khaki" "khaki1" "khaki2"
## [385] "khaki3" "khaki4" "lavender"
## [388] "lavenderblush" "lavenderblush1" "lavenderblush2"
## [391] "lavenderblush3" "lavenderblush4" "lawngreen"
## [394] "lemonchiffon" "lemonchiffon1" "lemonchiffon2"
## [397] "lemonchiffon3" "lemonchiffon4" "lightblue"
## [400] "lightblue1" "lightblue2" "lightblue3"
## [403] "lightblue4" "lightcoral" "lightcyan"
## [406] "lightcyan1" "lightcyan2" "lightcyan3"
## [409] "lightcyan4" "lightgoldenrod" "lightgoldenrod1"
## [412] "lightgoldenrod2" "lightgoldenrod3" "lightgoldenrod4"
## [415] "lightgoldenrodyellow" "lightgray" "lightgreen"
## [418] "lightgrey" "lightpink" "lightpink1"
## [421] "lightpink2" "lightpink3" "lightpink4"
## [424] "lightsalmon" "lightsalmon1" "lightsalmon2"
## [427] "lightsalmon3" "lightsalmon4" "lightseagreen"
## [430] "lightskyblue" "lightskyblue1" "lightskyblue2"
## [433] "lightskyblue3" "lightskyblue4" "lightslateblue"
## [436] "lightslategray" "lightslategrey" "lightsteelblue"
## [439] "lightsteelblue1" "lightsteelblue2" "lightsteelblue3"
## [442] "lightsteelblue4" "lightyellow" "lightyellow1"
## [445] "lightyellow2" "lightyellow3" "lightyellow4"
## [448] "limegreen" "linen" "magenta"
## [451] "magenta1" "magenta2" "magenta3"
## [454] "magenta4" "maroon" "maroon1"
## [457] "maroon2" "maroon3" "maroon4"
## [460] "mediumaquamarine" "mediumblue" "mediumorchid"
## [463] "mediumorchid1" "mediumorchid2" "mediumorchid3"
## [466] "mediumorchid4" "mediumpurple" "mediumpurple1"
## [469] "mediumpurple2" "mediumpurple3" "mediumpurple4"
## [472] "mediumseagreen" "mediumslateblue" "mediumspringgreen"
## [475] "mediumturquoise" "mediumvioletred" "midnightblue"
## [478] "mintcream" "mistyrose" "mistyrose1"
## [481] "mistyrose2" "mistyrose3" "mistyrose4"
## [484] "moccasin" "navajowhite" "navajowhite1"
## [487] "navajowhite2" "navajowhite3" "navajowhite4"
## [490] "navy" "navyblue" "oldlace"
## [493] "olivedrab" "olivedrab1" "olivedrab2"
## [496] "olivedrab3" "olivedrab4" "orange"
## [499] "orange1" "orange2" "orange3"
## [502] "orange4" "orangered" "orangered1"
## [505] "orangered2" "orangered3" "orangered4"
## [508] "orchid" "orchid1" "orchid2"
## [511] "orchid3" "orchid4" "palegoldenrod"
## [514] "palegreen" "palegreen1" "palegreen2"
## [517] "palegreen3" "palegreen4" "paleturquoise"
## [520] "paleturquoise1" "paleturquoise2" "paleturquoise3"
## [523] "paleturquoise4" "palevioletred" "palevioletred1"
## [526] "palevioletred2" "palevioletred3" "palevioletred4"
## [529] "papayawhip" "peachpuff" "peachpuff1"
## [532] "peachpuff2" "peachpuff3" "peachpuff4"
## [535] "peru" "pink" "pink1"
## [538] "pink2" "pink3" "pink4"
## [541] "plum" "plum1" "plum2"
## [544] "plum3" "plum4" "powderblue"
## [547] "purple" "purple1" "purple2"
## [550] "purple3" "purple4" "red"
## [553] "red1" "red2" "red3"
## [556] "red4" "rosybrown" "rosybrown1"
## [559] "rosybrown2" "rosybrown3" "rosybrown4"
## [562] "royalblue" "royalblue1" "royalblue2"
## [565] "royalblue3" "royalblue4" "saddlebrown"
## [568] "salmon" "salmon1" "salmon2"
## [571] "salmon3" "salmon4" "sandybrown"
## [574] "seagreen" "seagreen1" "seagreen2"
## [577] "seagreen3" "seagreen4" "seashell"
## [580] "seashell1" "seashell2" "seashell3"
## [583] "seashell4" "sienna" "sienna1"
## [586] "sienna2" "sienna3" "sienna4"
## [589] "skyblue" "skyblue1" "skyblue2"
## [592] "skyblue3" "skyblue4" "slateblue"
## [595] "slateblue1" "slateblue2" "slateblue3"
## [598] "slateblue4" "slategray" "slategray1"
## [601] "slategray2" "slategray3" "slategray4"
## [604] "slategrey" "snow" "snow1"
## [607] "snow2" "snow3" "snow4"
## [610] "springgreen" "springgreen1" "springgreen2"
## [613] "springgreen3" "springgreen4" "steelblue"
## [616] "steelblue1" "steelblue2" "steelblue3"
## [619] "steelblue4" "tan" "tan1"
## [622] "tan2" "tan3" "tan4"
## [625] "thistle" "thistle1" "thistle2"
## [628] "thistle3" "thistle4" "tomato"
## [631] "tomato1" "tomato2" "tomato3"
## [634] "tomato4" "turquoise" "turquoise1"
## [637] "turquoise2" "turquoise3" "turquoise4"
## [640] "violet" "violetred" "violetred1"
## [643] "violetred2" "violetred3" "violetred4"
## [646] "wheat" "wheat1" "wheat2"
## [649] "wheat3" "wheat4" "whitesmoke"
## [652] "yellow" "yellow1" "yellow2"
## [655] "yellow3" "yellow4" "yellowgreen"
plot(gamesWon~battingAve, data=da,
xlab="Batting Average", ylab="Vitórias",
col="tomato3",
pch=8,
cex=1.5,
sub="Fonte: Bussiness and Economics",
main="Diagrama de dispersão")
abline(h=seq(from=60, to=100, by=10), lty=2, col="gray")
abline(v=seq(from=0.245, to=0.280, by=0.005), lty=2, col="gray")
legend("bottomright", legend="Observações", pch=8)
legend(x=0.245, y=112.5, legend="Observações", pch=8, xpd=TRUE)
![](data:image/png;base64,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)
## locator()
xyplot(gamesWon~battingAve, data=da,
xlab="Batting Average", ylab="Vitórias")
![](data:image/png;base64,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)
xyplot(gamesWon~battingAve, data=da,
xlab="Batting Average", ylab="Vitórias",
type=c("p","g"),
col="seagreen",
pch=19,
cex=1.2,
sub="Fonte: Bussiness and Economics",
main="Diagrama de dispersão")
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)
xyplot(gamesWon~battingAve, data=da,
type=c("p","smooth","g"),
xlab="Batting Average", ylab="Vitórias")
![](data:image/png;base64,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)
##-----------------------------------------------------------------------------
## DIAMONDS (pg 707): Dados sobre 308 diamantes à venda. Verifique a
## relação entre preço (dolares) e tamanho (number of carats).
url <- "http://www.leg.ufpr.br/~walmes/data/business_economics_dataset/EXERCISE/DIAMONDS.DAT"
## da <- read.table(url, header=FALSE)
## str(da)
## Lê apenas as colunas de interesse.
da <- read.table(url, header=FALSE,
colClasses=c("numeric","NULL","NULL","NULL","integer"))
names(da) <- c("carat", "price")
str(da)
## 'data.frame': 308 obs. of 2 variables:
## $ carat: num 0.3 0.3 0.3 0.3 0.31 0.31 0.31 0.31 0.31 0.31 ...
## $ price: int 1302 1510 1510 1260 1641 1555 1427 1427 1126 1126 ...
xlab <- "Tamanho do diamante"
ylab <- "Preço (U$)"
xyplot(price~carat, data=da, xlab=xlab, ylab=ylab)
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABLAAAAOECAIAAAA+D1+tAAAACXBIWXMAAB7CAAAewgFu0HU+AAAgAElEQVR4nOzdd5xV5bm38WsPMwxt6L0MSJOmqFhQsSGEakQsxxJjx6iobxKUGEvUmEgwFgzEGFuISuyNIihiRBCkGER6k15nKFNgmLbfP2bDwDgIbJjZI+v6fs452fOse61173PmJPPzWet5QuFwGEmSJElS8MTFugFJkiRJUmwYCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUgVEBNnz592LBh+fn5sW5EZcvq1asff/zxbdu2xboRlS07d+4cOnTookWLYt2IypwXXnhh4sSJse5CZc6ECRNefvnlWHchHZJQOByOdQ9SDHTq1Ombb76ZOnXqWWedFeteVIYMHDhwxIgRTz755G9+85tY96Iy5LXXXrv22msvu+yyt99+O9a9qAxZvnx5y5YtGzVqtHbt2lj3orKlXr16mzdvXrVqVXJycqx7kQ7CGUIF1O7du/f+T2mvgl+JrKysWDeissV/x1Cx/MXQgfi7oZ8QA6EkSZIkBZSBUJIkSZICykAoSZIkSQFlIJQkSZKkgDIQSpIkSVJAGQglSZIkKaAMhJIkSZIUUAZCSZIkSQooA6EkSZIkBZSBUJIkSZICykAoSZIkSQFlIJQkSZKkgDIQSpIkSVJAhcLhcKx7UJmzYMGCgQMHpqWlxbqRErRgwYJdu3a1bt06KSkp1r2oDFm1alVKSkqjRo3q168f615UhqSkpKxatapatWotW7aMdS8qQ7KysubPnx8fH9+xY8dY96KyZc6cOXl5eR06dEhMTIx1Lzo8VatWHT58eLt27WLdSOkxEKoYTzzxxL333hvrLiRJkqTSNnTo0HvuuSfWXZSe+Fg3oLIoPz8f6NGjx6BBg2LdS0nZvn37li1bWrVqFetGVLbk5OQsXLjwhBNOCIVCse5FZcv8+fObN29esWLFWDeismXlypVVqlSpXbt2rBtR2bJly5bMzMxmzZrFuhEdnr/+9a8TJkwo+Es4OAyEOqCGDRt269Yt1l1Ipa1Xr16xbkFlkf9+KEnHvFGjRsW6hRhwURlJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkDFx7oBSZIk6RgXDvPlasYsYV06+WHqV6FnSy48jnhnZxRrBkJJkiSpBH25mrs+Zs7G/QafmU7Lmvz1Z1x8fIzakgADoSRJklRyXpvLjR+Sk0/VRPq1oVMD4kLM28y7C1m2lUveYEg37j071l0qwAyEkiRJUon4ZgM3f0ROPld24O99qFGh8NCTPbhvIn+bwX2fcUI9erWMXZcKNh9bliRJko6+cJg7xrE7j8va8Xr//dIgUDmBZ3tx9xnkhxk4jt15MepSgWcglCRJko6+meuZvpak8jzXh7hQ8TVDupFcjRXbGLOkdJuT9jAQSpIkSUffJ8sBLjqe2pUOWFMhnqs6FBZLpc9AKEmSJB19q3cAtK9zkLIOdQFWbS/xfqRiGQglSZKkoy8UAsgPH6SsoCB0gGdKpZJmIJQkSZKOvmbVAb7ddJCygoKm1Uq8H6lYBkJJkiTp6OvZEmDcUtanH7AmI5v/fAfQq1UpdSUVYSCUJEmSjr6T69MlmZ05DBh9wAdH7/mUDRm0rElvA6FixEAoSZIklYhhPakYz9il9H+TTZn7Hdqxm1tG849ZlAvxt14k+Fe5YiQ+1g1IkiRJx6ZTGvD6pVzzLh8uZtL39GvDqQ2JCzFvM+8sIHUX8XEM7x15uFSKCQOhJEmSVFIuacPUm7htDF+v49W5vDq38FDb2ozowwXNYtWaBAZCSZIkqUSdXJ9pN/HlasYsYV06+WHqV6FnSy48jnifFFWsGQglSZKko2N9OmOWsDaN3HzqVeFnLWhbGyAU4tymnNs01v1JP2AglCRJko7Uyu0Mnsg7C4ouKHpOMkO707lxjNqSDsZAKEmSJB2RWevpM4rNmSTEcW5TTqxHxXhW7WDsEr5czbmv8PxF3HBSrLuUimMglCRJkqK3No2L/sPmTM5uwiv9aFWz8FDKTm4fy9sLGDCaljU5Jzl2XUoH4HuskiRJUvR+PYGNGZzZmM+u2y8NArUr8eZlXHsiufkMGE1OfoxalA7MQChJkiRFacU23llAfBz/6kdiuWIKQiGe60vDJBalMHpxqfcnHYyBUJIkSYrSx8sAuh5H61oHrKmcwLUnAoxbWkpdSYfOQChJkiRFacU2gFMaHKSsoGD5thLvRzpcBkJJkiQpSjl5wMH3l08oV1gslSkGQkmSJClKjasCLEo5SNnCLQCNqpZ4P9LhMhBKkiRJUerWHGD8MrbsPGBNXphR3wF0b15KXUmHzkAoSZIkRenk+pzWkIxs7v74gDVPT2P+FmpV5PL2pdiZdGgMhJIkSVKUQiGe6kF8HP+Zx6/GsCt3v6P5YZ6axn2fATzWlWqJMelR+jHxsW5AkiRJ+gnrksxzffjVGJ6fzdilXH8SpzeiXIgFW3h1LnM3Adx9Br86NdaNSsUxEEqSJElH5OZTaFqdW0fz/XYem7zfoRoVeLwbt3aKUWfSwRgIJUmSpCPVvTkLB/LWfEYvZk0aefnUq8LPWnD1CdSqGOvmpAMzEEqSJElHQWI5rj2Ra0+MdR/S4XBRGUmSJEkKKAOhJEmSJAWUgVCSJEmSAspAKEmSJEkBFbhA+NFHHyUkJAwfPvxABRs2bAgdwH//+98f1q9cufKWW25JTk6uUKFCkyZNbrrpphUrVhzo4iVXLEmSJEmHK1irjL711lu//OUvc3Nzf6Rm586dQI8ePU49tejuoU2bNi0yMm3atJ49e6alpV1wwQW9evVatmzZyy+//Pbbb48bN65Lly6lVixJkiRJUQhKIExNTb3//vuff/75hg0brl+//kcq09PTgSuvvPL666//8Wump6f3798/Kytr7NixvXv3Lhj8+OOPL7nkkksuuWTJkiU1atQohWJJkiRJis6x/8jo7t2777zzzubNm48cOfKRRx4ZNmzYj9enpaUBtWrVOuiVhw0btnHjxkGDBu3NbECvXr0GDx6ckpLy5JNPlk6xJEmSJEXn2A+EiYmJ8+fPv+mmm5YtW/bQQw/Fxx9kUjQlJYVDC4SjRo2Ki4sbOHBgkfGBAwcmJCS8/vrrpVMsSZIkSdE59gMhMGnSpKeeeqpRo0aHUrxp0yagTp06By1buHBhhw4dGjRoUORQnTp1OnXqtHLlyr1rwJRcsSRJkiRFLRCB8LAUvGEYHx+/a9euHylbsGAB0K5du2KPdujQAVi4cGFJF0uSJElS1AyERa1ZswZo3rx5pUqVGjdufNlll73//vv5+flFygpyY+3atYu9SMETp3tXrym5YkmSJEmKWlBWGT10AwYM6N69e1pa2sqVK//3v/+NHTv23XffPf30099+++3k5OS9ZZmZmUDNmjWLvUjBeEZGRkkXH6L09PRu3botXbr0EOuzsrKA1atXH9ZdJEmSpJ+ugr9+H3nkkb/85S+HeEqrVq0mTpyYlJRUkn2VLANhUWedddZZZ52198etW7c+9thjTz/9dNeuXefOnVupUqV9i0OhULEXKRgPh8OlU3xQ27ZtmzNnTnZ29mGdtXXr1sOqlyRJkn66UlNTgV27dv34u2P7mjNnzvbt2w2Ex7KaNWs+9dRTwNNPPz1ixIh77rmnYLxy5crs+aX5oYLxvb8ZJVd8iJKTk9euXVuwxeKheP7554cOHdqxY8fDuoskSZL003XSSSfNmTPn3nvvvfXWWw/xlKSkpIOuRlnGGQgPye233/7000+PGzdubyAsWAL0QHNoBeN7lwktueJDV6dOnUP/ZS14MPVAs5SSJEnSsafgr9+aNWs2b9481r2UHheVOSTNmjVj/6VcClYBLVgR9Ifmz5/PPiuFllyxJEmSJEXNQHhICqJgtWrV9o7Ur1+/TZs23333XcG+hftKTU2dNWtWs2bN9v6jhZIrliRJkqSoGQgPyfjx44Fzzjln38FrrrkmLy9vxIgRRYqHDx+enZ199dVXl06xJEmSJEXHQLifqVOn/nBHhw8++GDQoEGVK1e+66679h2/66676tevP3To0I8//njv4Pjx4x9//PHatWsPGjSodIolSZIkKTouKlMoPz+/f//+aWlpp5xySvPmzatUqbJt27YZM2Z8//33NWvWfPPNN5s2bbpvfdWqVd9///2ePXv27t27a9eurVq1Wrp06aRJk5KSkt57770aNWqUTrEkSZIkRccZwkJxcXEjR478xS9+sWPHjo8++ujFF1/89NNP69ev/+ijjy5atKhbt24/PKVz585z5sy5+eably5d+sorryxevPiGG26YM2dOkYdLS7pYkiRJkqIQuBnCfv36/ciu7j179uzZs+dhXbBZs2YvvPBCzIslSZIk6XA5QyhJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAMhBKkiRJUkAZCCVJkiQpoAyEkiRJkhRQBkJJkiRJCigDoSRJkiQFlIFQkiRJkgLKQChJkiRJAWUglCRJkqSAio91A5IkSdIxYsEWRi9hbRohOK4G5zbl5PrEhWLdlnRgBkJJkiTpSH2/nbs+ZsySouOdGvC33pzZOBY9SYfAQChJkiQdkS9X0+8Ntu4iIY7uLTihLsCqHYxdwuwNnPcK/+jLjSfHukupOAZCSZIkKXrLt0XS4NlNeKUfrWoWHkrZyd3jGfUdA0bTpBrdm8euS+kAXFRGkiRJit6gT9i6i7Oa8Nl1+6VBoHYlXu/PzaeQF+b2seTkx6hF6cCcIZQkSZKitHwbHywiPo5XLiaxHOEw32xkbRq5+dSrzOmNKF+OZ3oybinLtvLat3RqSH6Y+lWoXyXWrUuAgVCSJEmK2tglAF2Po3FVhk7l2a9Zl154tHoFrj+J33XhjEa8v4ibPiK859BJ9Rl4Ojec5BqkijEDoSRJkhSlVTsAWtTkzJeYuwmgegXa16FcHEtT2ZDBM9N5bia78wDC0DCJuBAb0pmzkZs/4l9zeOcK6lWO5VdQwBkIJUmSpCjl5AG8M58tO2lQhb/1pl8byu2Z9PvvKvq+TmZO5MfTGjLjFoCUnYz6jj99yZTVXPAvpt1MtcRYdC+5qIwkSZIUtcZVAbbspFESX93EpW0L0yAwcTmZOcTv+Yu75Z4lZ2pX4q4z+PpmmlVnYQp3fVy6TUv7MBBKkiRJUerUMPJhRF+aVQfIymVtGiu3s3oHT00DeOGiyIuCTarud26z6rz3f8SFeG0uC7aUZtdSIR8ZlSRJkqK0Zkfkw1vzqFWBoVP5dAVZuQChEOEwTauxPp38MEBadtHTT65P71aMWcJ7C2lXpxT7lvYwEEqSJElRWpQCUC7EqO8Y9V1ksEI85UKRVwdX7eCBSZHxFduKuULPloxZwrebSqFZqRgGQkmSJClK6dkAdSuzIQOgcnmuOYFuzQH++AXfbQYIQ9XypGWTtruYK9SuBJC6s5QaloowEEqSJElRKthffkMGifHUqcTaNP45m3/OLiyoUI5K5dm6Cyh+e4kN6bAnFkqlz0AoSZIkRem0RpEPz/bixpP4eBljlrAohdx8QiGmrqZpdV7vz6kvALSqVcwVxi4FOLVhMYekUmAglCRJkqK0c88eg2t3EB/HRa25qHVkJG03yU+zOJX/zIuM5OUXPX3Kaj5bQUIcV7QvlXalH3DbCUmSJClKczZEPvzpy/2eFAWqJjK4CxDZfAJYunW/grmbuOJtwnBLp8iWFVLpMxBKkiRJUUrZCXBGI/LD3DqGHq/xwSLWp7Mpk89XsiiFEIShYLP61Xv2qPh+Ow9MovOLbMigUwOe6B6r9iUfGZUkSZKiVaMiwGmNuLQdD07ik+V8sny/ghC0rsWSVIC5m6j0J+L27EgB9GnF65dSKaF0m5b24QyhJEmSFKWO9QA+Wc6gM1k4kLvPoHkNEuKIC9GgCtd1ZPrNLB7I+c0AyoXYlUtmDuVCXNCMd69gzNVUS4xl/5IzhJIkSVKUerakSnmWpPLmfK7swDM9eaZn0Zr5W5iyGmDyjTSpSn6YOpWcFVRZ4QyhJEmSFKWqiQw+G+DWMUxbW0zBunT6v0luPpe25azGNKlK02qmQZUhBkJJkiQper/rQrfmpO3mgn/x+89YkxYZ37qL52Zx+gssSSW5Gs/1jWmX0gH4yKgkSZIUvfg43v8/rnqXMUt4fApDplC/CuXi2JhBbj5Apwa8dTl1KsW6Uak4BkJJkiTpiFQpz0dX8u5Chn3NV2vYkBEZ71CXO07j5lOI97E8lVUGQkmSJOlIhUJc1o7L2pG6i3Vp5IWpV5mGSbFuSzoYA6EkSZJ01NSqSK2KsW5COmTOXkuSJElSQBkIJUmSJCmgDISSJEmSFFAGQkmSJEkKKAOhJEmSJAWUgVCSJEmSAspAKEmSJEkBZSCUJEmSpIAyEEqSJElSQBkIJUmSJCmgDISSJEmSFFAGQkmSJEkKKAOhJEmSJAWUgVCSJEmSAspAKEmSJEkBZSCUJEmSpIAyEEqSJElSQBkIJUmSJCmgDISSJEmSFFAGQkmSJEkKKAOhJEmSJAWUgVCSJEmSAspAKEmSJEkBZSCUJEmSpIAyEEqSJElSQBkIJUmSJCmgDISSJEmSFFAGQkmSJEkKKAOhJEmSJAWUgVCSJEmSAspAKEmSJEkBZSCUJEmSpIAyEEqSJElSQBkIJUmSJCmgDISSJEmSFFAGQkmSJEkKKAOhJEmSJAWUgVCSJEmSAspAKEmSJEkBZSCUJEmSpIAyEEqSJElSQBkIJUmSJCmgDISSJEmSFFAGQkmSJEkKKAOhJEmSJAWUgVCSJEmSAspAKEmSJEkBZSCUJEmSpIAyEEqSJElSQBkIJUmSJCmgDISSJEmSFFAGQkmSJEkKKAOhJEmSJAWUgVCSJEmSAspAKEmSJEkBZSCUJEmSpIAyEEqSJElSQMXHugFJkiTpGJeTz7iljFnCujTyw9SvQs+W/Px4KiXEujMFnoFQkiRJKkFjl3LXx6zYtt/gyG+pX4Uh3biuY4zakgADoSRJklRyhs/g7vHkh2lWnSva06EuFeL5fhsjv2XBFq7/gIVbGNIt1l0qwAyEkiRJUon47Hv+33jyw/zqVJ7pSWK5wkO/PYs/fsGjX/CXqbSvy7Unxq5LBZuBUJIkSTo6svOYvIq1aeTmU7cyv/+MvDDXn8RzfYpWlgvx8PnkhXlsMoM/pX9bKvs+oWLBQChJkiQdqZ05DJ3KM9PZsXu/8cRy3HfOAc966Dz+8x3LtzF6MVd2KOkepWK47YQkSZJ0RFZu58yXeOQLduymQRX6tubi46lVEWB3Hue+zFdrij8xIS6SAyeuKL1upX0ZCCVJkqTobc+i52vM3USjJN65grW/YfRVfHAll7QFSK7Gpkx6v87ClOJPb1sHYPWO0mtY2peBUJIkSYre7yayOJUWNZg5gEvbEheKjMfHAVzXkW7N2bGbGz8kHC7m9Nx8gIRyxRySSoGBUJIkSYrShgxe/Abg1f40qLLfoeOqA8zdxKhLSSrP9LV8WtxzobPXAzSrXtKdSsUzEEqSJElRGreUvDCdG3Nm46KHercCGL+MzGx+cSLA+wtZk8aqHezMidRsz+I/8wD6tCq1lqX9uMqoJEmSFKWlqQBdkos51KEu3Zvz6Qpu/JBODQH+OZt/zAYoF+LcpgzoxOglpOykfR16tCzFpqV9GAglSZKkKKVnAwfcQnBYL854gc9X8vlKgHyoGE9ciMycwsGEOP7eh3Kh4q8glTQDoSRJkhSl+lUAVm4v/mjrWrSpzcz1kR/rVOaO04gLMXMdE5aTnQdQr0pk/lCKCQOhJEmSFKWCh0XHLGFnDpV+ME/4lynMXE/lBOJCpGezJZOH/1t49MS6rE9nbRr3fMLf+5Ray9J+DISSJElSlM5J5rjqfL+dP3/J1SdwxzhmrCMrF6BSArtyAG49laemkViOh85jcyb5YVrU5LymdKzHtLV0eZl/zuY3Z9KyZmy/igLKQChJkiRFKT6Op3rQ/03+9CV//pJwGPa8DZiRHfkwbDrA77rw+3OKnn5WE3q1YtxS3l3I4LNLq2lpH247IUmSJEWvXxuaVAMIQ1wc5zRlSHf+0p0We2b88sJUiGfwD9JggZ4tYc9uhFLpc4ZQkiRJit4Dk1i9HSC+HLn5fLmKL1cVHg2FCIfJyqXPa0y6rpjT61UGSNlZKr1KP+AMoSRJkhSl7Hye+ApCnNqQdb/h4fPp1IC6lalVkVqVAG44idtOA/h8JXM3FXOFTZlApFgqfQZCSZIkKUrPzyI7jxCMuZq6lfnDecwawKZBpNzLsJ4AM9fx995UKQ/w8BfFXGH8MoCT6pdi09I+DISSJElSlD5cBHBcdepVKXqodysqJ/DdZt5ewIXNAb5eU7TmqzV8vJRyIa5oX/K9SsUxEEqSJElR2pwJ0LhaMYdqVODXZwIMGE2tigBp2fsVLN/G1e8Shms70so9JxQjBkJJkiQpShXjAXblFn/0wXPpksz2LP49ByB+z5/eKTt5chqn/pNVO2hXh2d6lkqvUnFcZVSSJEmKUps6zFjP4i3FHy1fjnHXcO17fLgYYHsWjZ4iLsSGdPLCAF2SeecKqiWWXsNSEc4QSpIkSVEqeCg0bTevzCm+IKk8Q7pHNqsPwfp01qaRF+ak+rz4c764PrLthBQrzhBKkiRJUTqpHm3rsHALvxrDuU1pUaNowfYszn6JMFRJYNldbMokP0z9KtT/wSI0Ukw4QyhJkiRFb+w1JMSRnUfbEfx12n6HPlxC8jNs3UUIXruMelU4sR4n1TcNqgxxhlCSJEmK3nHV+OBK+r1BTh73fML9E6lbBWBbFpm7IUQoxOMXcnHrWDcqFccZQkmSJOmI9G7F0jvp3IgQZOezNo21aWRmQ4gWNZh8PYPPjnWL0gE4QyhJkiQdqabVmXYzGdn8fSaz1pOTT9s63HEqjarGujPpRxkIJUmSpKOjSnnudTJQPyk+MipJkiRJAWUglCRJkqSA8pFRSZIkqexalMLGDICGSbSuFetudMwxEEqSJEllTk4+z81k2Nes2FY42KomvzmTm08h3uf8dJQYCCVJkqSyZV06l7zBzPUAFeNpUZNwmGVbWbqV28by2lzeucLd7XV0GAglSZKkMmRbFl1HsiSVOpV4rCvXnEjlBID0bEbO4aHPmbqG7q/y1U0klY91r/rpMxBKkiRJsZQXZtZ61qcTDtMgiednsySVZtX57/U0rVZYllSegafTqxXnvcK8zdw3keG9Y9e0jhUGQkmSJCk2duXy9DSGfc3mzKKHXum3Xxrcq0UNXu1P15H8czb3nUOjpFJoU8cyX0eVJEmSYmDldjq/yP2T2JxJjQp0SeacZColRI7ePoalW4s/8YJmnJNMTj7vLyytXnXsMhBKkiRJR01WLotSmLeZ9OwfK9u6i+6vMncTDZN4vT+b7uHLG5h8A5e0AahWgYUpdPt3MTOHBbo1B/hu89HuXsHjI6OSJEnSUTB6CU9PY+oasvMA4kKcXJ+bT4nsEpGWzYgZLNtKXBwn1+OrtSzbSosafHkjDfZZL3R7FsAj5/OPWSxK4e7x/OfSYu5VqxLAtl2l8LV0jDMQSpIkSUdkZw43fsib8wFCUKMCQHo2szcweyz//IZyccxeR/gHJ/65235pEKhTGSAjmzcuo9PzvDmPP5xHm9pFT1yfDlC38tH/LgoaHxmVJEmSopebT783eHM+ieW4rwurfs3WwWwdzKZBPNuLpET+t4FZ6whDuRA1K1KzIuVCkXOvfodXv93vaqc1BPhwER3r0bsVYXj3By8KhsN8tBjg9EYl/eV07DMQSpIkSdH761d8uoKk8nx+PcFGKCYAACAASURBVH++kCZVI+M1K9KjBbv2vEnYrg7ZD5B6L6n3csPJAPFx5IW57gM+X1l4tUvaUiGemev5YBHnNwNYsKXoHUfNY95mqpSnb+uS/GIKBgOhJEmSFKXMHP4yFWB4b85szJJUeo2iydM0fJKzX6brv8kNEx9HuRALtzA/JXJW2m6AR8+nSnnCcPlbhRdsUIXfnAlw3Qek7gLYkbXfHT9fya2jAX5/DjUrlvDXUwD4DqEkSZIUpU+Wsz2LVjVpWpNKf2ZXTuGhDRkAhLmiHdn5vLOAdxZwQl3Y8+7fjt18fA3nvELqLl6ew40nRU58+Hwmr2LKaoZOBSgXx+48wmH+t5F/zeGV/5GTzwXNqJrIxW+wMYO4EI2S6Nua/+tARf+612HyV0aSJEmK0jcbAGpU4PyXCwcLXhHMK1hDJsSoebSrCzB7faSgc2OGz2DMEh6/kObVWbGdf84uDIQJcYy7hhs+iLw9+NFiKjxWePEQnN+MuZv3e9AUeHchD33O3/v4HKkOj4FQkiRJilLqToAZe5LeRa356KrI55P+wbebIp8XbAZI2Rn5sW9rqldg/hZemcPZTVmxnVXb97tsUnkuacu7C4mPo3w5duZEBvu0JrEcI78FaFeH6zrSoS75YWat59W5rNjGxW8wrCcDTy/Br6xjjIFQkiRJilLBfoAFJl3HBc0Kf8zMAejWnEnfkx8GqJUYOVQtkYfP5/+N586P6d4cYHfefpedsJwBowH+eAG/60LabkIhksrz72+57gPiQjzWlXvPLlyttG9rHjiXBybxl6n8v/G0q0PX40rg2+pY5KIykiRJUpR25QIQ5saTImkwdRffbeZ/G6lWAWBjBuOujhQv3mca8K7TuaoDO3MiG0iUL8eGDDZm8MlyrnmPPq+zM4deLbn3bICqiSSVJzOHwRMBhnTjvi6FabBAfBxDunHHaeSF+fWESASVDsoZQkmSJClK7xdsEhjinKa8s4BhX/PVmv3C2IItJJaPfF67o3A8FOLV/tSpzLNfA2zKoOGT+xyFm05mRB/i9kl9HyxiYwatakaWIS3Wny9k1HfM3cRXa+iSfMRfTwFgIJQkSZKitDkz8uGW0eTmA4SgQRXKxbExg9x88sNc+K9ITXb+fueWCxU+KdogiS2ZhMM0SKJ3K351KifXL3qviSsA/q9D0bnBfVVNpG9rXp3LpysMhDokBkJJkiQpSrl5ACEiafCcZJ7owRkNAZZvo+drLNtKfpgQhCn470IPTOL5WQC9WvFMD9anE4YGVWhTu/h7rUsDDnh0r3Z1CoulgzIQSpIkSVGqlEjWTsKQEEdOPl+u5swXqF4BID07khLZmwRDfLESYOYGhn/Nqu0Qomoiy1I5fnjhNZvX4O4zuO00EvZf7iOhHEDO/svP/FBOfmGxdFAuKiNJkiRF6fymkQ9DujHxl1zUmsR4tmWxLYv8MOckM/JizmgUqQmHOX8k54/knk9YtQNCVE4gbTdLt1IhnvZ16FCXivGs2Mbd4zn7JdbuP8vXvAbArPX8uJnrAFrUOJpfU8cwZwglSZKkKF3chvcWAjz4XzLv48LjyMpl5XZy82lanaTyAI9PjRSXC0V2q0+Mp31dUnexahs1K/LoBVzXkSrlATJzeG0uD0xi5nou/Ddf3xyZbwR6tWT4DEZ9x2NdCweLWLaV8csAercquS+tY4ozhJIkSVKUlqQAEGbnbur+ldxcKsTTpjYd6kbS4CnPsyglUtykGj9vTd9W3HASrWqyahvJ1Zh5C3ecFkmDQOUEbu3E7AG0qMGSVH4zofBePVpyYj22ZXHL6EiwLCIrlxs+JCef3q0ibxJKB+UMoSRJkhSlrbsAKiSQlcuWTBL+ROvakU3hv1nHrA37bUGxcjsrt+93+oPnRh4ELSK5Gm9fwan/5N/f8sCemnIhXvw5573COwvo9Rr/6LvfuYtSuPkjpq6hdiWG9z7a31PHLgOhJEmSFKValQCu68jEFSzfBrAkZc+04Q/EhTiuBiFYvYPsXAgxYDQZ2fy/zsUUn1yf7s2ZsJx3FkS2pwdOa8hbl3P1u3y6gjbDOb8ZHeqSH2bWeqatJT9M3cp8dBXHVS+J76pjk4+MSpIkSVE6tSHAhOUsvpOpN9AoidCeTQJDkFQ+srN8wc6BD57LsjtZeifXnwQhKsQTht9M4MMlxV+8W3OA7zbvN9i3NTNuoUcLcvL5dAVPT2fY10xdQzjMlR2YPaBwDRvpUDhDKEmSJEXpZy2oXYmV23l+Frefxtrf7He08VOkZ5MYT3YucSGu7BAZ37YL4M9d+fMUUnbyi3fZMZi4H8zUFEw/FhTvq01txv+CJalMWM7GDOJCNEqiT2uaVD36X1DHPAOhJEmSFKWK8Tx4LneP57ef0KImPVoUHvpkOevSAZLKk5LLdR0L95SvUxkgZRdf3ki74WRk89TXDDqz6MXXpwPUrVz8rVvXonWto/plFEg+MipJkiRFb+DpXNKGrFz6vM5tY5m7KTL+5DSAEKTs5IS6PNur8JTTGgJ8tJjja3J8LYD/fFfMlT9cBHC6j4CqJB3NGcKMjIx58+atXLly7dq16enpmZmZ8fHxlStXrlGjRtOmTVu0aNGmTZu4H86FS5IkST9ZcSHeuIy7x/OPWZH/qhBPuRCZOQBh6NacNy6L7EJR4KLjqVKeeZt5Yz5nJbMolSWp3DGOcJgGSfRuRacGvL+ImeupGE+/NrH6ZgqEIw2E4XD4q6++eu+99z777LN58+bl5eX9SHFSUtIZZ5zRp0+f/v37JycnH+GtJUmSpLKgfDme68M1JzB0Kp+uICu38FDHenzyi8KVZgrUqsh9Xbh/Ejd9SOXyABnZ/H1m5OhDn9OxXmTN0t+eRf0qpfMlFFDRz9dlZWU999xzrVq16tKly1NPPfXtt9/m5eUlJSW1bdv2wgsvvPjii6+88srLL7+8b9++Z599drNmzRISEtLT0ydOnPjrX/+6WbNmffr0mTx58lH8Jofoo48+SkhIGD58+I/UrFy58pZbbklOTq5QoUKTJk1uuummFStWlPFiSZIkxVaXZD66im2DWf1rvr+bzo0BduUWTYMFBnfh9EbsyiVlJ0CFeB44lwfPpetxxIf4dhMZ2XSszx/OK9WvoACKZoZwx44dw4cPf/bZZzdv3gwcd9xxvXr1uvDCC0855ZRmzZod6Kzs7Oz58+d//fXXEyZMmDhx4rhx48aNG9e5c+fBgwf369cv6i9wWN56661f/vKXubm5P1Izbdq0nj17pqWlXXDBBb169Vq2bNnLL7/89ttvjxs3rkuXLmWzWJIkSWVEhfjIap+XtmP6WpalkrKT2pWKls3bzLx99pPIyuWxH8yVLE7hmw2+Q6gSFj5MY8aMadiwIRAfH/+LX/xi8uTJh3uFcDickZExcuTIU045paCHnj17rlmzJorrHLqUlJRbb70VKGj+b3/7W7FlaWlp9evXL1++/NixY/cOjhs3LjExsXbt2lu3bi2DxSVhyJAhwA033FDSN5IkSTpW7coJJzwa5uFw5xfD69LCD04Kn/yPcN0nwvX/Gj77pXCTp8M8HG7wZJiHwzwcrvznPR/+FL78rfCXq8KXvBHm4fCp/wzn58f6mwTGDTfcAAwZMiTWjZSqw3hkdPv27dddd13fvn3Xr19/1VVXLV68+NVXXz3nnHOiSKGVK1f+5S9/OXv27DFjxrRp02b8+PEdOnR46aWXorjUQe3evfvOO+9s3rz5yJEjH3nkkWHDhv1I8bBhwzZu3Dho0KDevXvvHezVq9fgwYNTUlKefPLJMlgsSZKkMqhCPPeeDWGmryH5af44mf9tZHMmGzOYuoY1OwA2pAP8X3sy7iPtPnb8jozf89bldEnmnxdRLZFZ6/liVWy/h45xhxEI33vvvX//+9/NmjX7/PPPR40a1bx58yO/fZ8+febOnfvYY4/t3Llz0KBBmzZtOvg5hykxMXH+/Pk33XTTsmXLHnroofj4H3tKdtSoUXFxcQMHDiwyPnDgwISEhNdff70MFkuSJKlseqwrydUhRF6YuBCdGnLfOdx/LsnVCmuqJvKfSwGSylM1sXC8diUuawcwdmnpNq2AOYx3CG+88cZt27bdfPPN1apVO3j1IUtISLj//vu7d+++adOmevXqHcUr7zVp0qRDKdu0adPChQtPPPHEBg0aFDlUp06dTp06TZ8+fcWKFQVJuIwUS5IkqUxZuo3/fk92Hqc3YsU2Vu+gYE2Z/DCz1zN7/X7F5UKk7ebJaQw6q5hLdWrIS/9j5fZS6FrBdXiLyvz2t78toT5OP/30ErryoVuwYAHQrl27Yo926NBh+vTpCxcuLEhiZaRYkiQVyMjmrfmMXcq6NMLQoAq9WnFlB6olHvxc6cjl5nPHWF79jl3ZsGdZ0YJ//e1Z3H46vx7P5FVk7iYMQE4+95xNq5oMGM1jk7nxZGpWLHrN+DiAnB/b1u3wfLGKF79h4go2ZxIfR3I1Lj6euztHVsFRMB3Njel/6tavXw/Url272KO1atXaW1N2iiVJEjDyW+75hC079xv8cDH3TeSPXbnjtBi1pcD4fgenP0/KLgBCJBQEufxI9vvbDH7Wkj9ewJglrEsjP8zcTUxdQ/pubj6ZETP4dhPvLuSWU4peduEWYL/nS6OWmcO17/H+osKR7DyWbeXJafx9JkO6cdcZR+Eu+ikq8UCYk5OzfPny9PT0hg0bNmpUphfNzczMBGrWrFns0YLxjIyMMlV8iMLh8N/+9rf58+cfYv2cOXOiuIskSTHxh//y6BcAHetx9Qm0q0OFeJZv46VvmLmegeNYmsozPWPdpY5dadl0fI703YSgd2tG9KJpdYDfTODp6YRgdy49/h0Jh/t66Ruu6sDl7fl2E1+sLBoIs3J5ewFAtyN+LCwrlx6vMnUNFeK5/iSu6kCb2uTkM30tL8xmwnLuHs+GDB6/8Ehv9FNX8Nfve++9d+i7f7dv3/7OO+8MFbvX5E9ElIEwHA5v3769Ro0aP1KTlZX16KOP/uMf/9i2bVvByIknnjh06NAePXpEd9PScaD/cxaMh8PhMlh8UIsWLbr77rsP6xTg0AOkJEmx8u7CSBp86Dz+cB5xe/7zsxsMOIUnvuJ3Exn2NSfV5/qTYtimjmUXjSJ9N6EQb10WWQamwPYsgP7teHcBYQhB39Z0akhciO828e4CcvLpOpLbTgPY8IN/Dn//JNamcVx1erQ80g5/+wlT11C7Eh9fw6kNC8cvbculbXl+NreNYcgUOjfm4uOP9F4/aQV//c6YMWPGjBmHftbPfvazNm3alFhTJS7KQDhlypSuXbtef/31L7zwQrEF2dnZvXv3/vzzz/cdnDt3bu/evV999dWrr746uvuWqMqVKwOpqanFHi0YT0pKKlPFh6hNmzbDhw9fs2bNIdZPnz79iy++aN++/WHdRZKkUpadxz2fAAw6i0fOL3o0FOLes9mdx0Ofc99nXN6eygml3qKOdevS+HIVwG/P3C8NApUSAMYsifwYhis68IsTIj++v4hL3yQvzIiZAFXKF56YncdDn/PUNELwbC8Syx1RhwtTeH4WIXj3iv3S4F63dmJtGo9N5rcT6Nuacj/hua4j1b59+wULFpx33nmdO3c+xFOaNGly/PE/7RgdZSAcPXp0bm5u48aND1Tw4IMPFqTByy677Pbbb2/atOnatWuHDh06duzYAQMGXHjhhSW0oOiRKFjVc+vWrcUeLRjfu/JnGSk+RKFQ6I477jj0+r/85S9ffPFFlSpVDusukiSVss9X8v12GlTh0QsOWPO7Loycw/JtjFvK5cUv2SZF769fEYbEeJ7ozvfb+ftMJn3P4hRy86leAWB3Lj1bsmgLK3fw9xmFgfCSNozozR3jKHjwa10ar84lBHM38Z95rE0D+GNX+rY+0g7fmEdemD6tOLcpwJadTFnNyu2UL8fxtTg7mYrx/K4LI2awfBvT13J2kyO9409XwV+/Bbt/x7qX0hNlIJw1axbQtWvXYo+uXbv2mWeeAQYPHjxkyJCCwebNm3fp0uWCCy6YPHnySy+99Pvf/z66W5ecgoU9Cxb5/KGCGeS9i3+WkWJJkoJs0vcAl7Sl4oH/okmI4/L2DJnCpO8NhDr6Zq4HaFOLJ77iwUns3mdF0E2ZkQ9xcMFxvDKHxamMXUpePi1q0rY2t51GKMRtYwFmb+CX7xee27gqT3Tnyg5HocNpawAubcfSrQz6hDFLyN/n3aOK8Qw8nQfOpWdL/jOPr9YEOhAGU5SBsODhw7Zt2xZ79LnnnsvOzm7fvv1jjz2273hcXNw999wzefLkSZMmlcFAWL9+/TZt2nz33Xc/3BExNTV11qxZzZo127vZQxkpliQpyNalAbQsfiG2Qq1rAZEpF+noKnhRMHUX934K8LMW3H4aJ9QFGDKFF74BGLeM6hUBtu6i76jIiXUrc91JTF0d+bFtHZpWIxymQRK9W3FRayocpcUfN2cCrE2j0/OkZxMX4szGNK4K8L+NLNvKE18xeklk/nCTSwoGT9yhl06ZMmXIHps3bwaqVi1my5Ls7OwXX3wRuPfee+Pji/4in3vuucC33347ZB9TpkyJ/hscVddcc01eXt6IESOKjA8fPjw7O7vIq49lpFiSpMAq+Is5K/cgZQUFR/gillSsWpUA1qYRF+KfFzHhF1x8PM1r0LxGZImjgjcJt+8CiINODejUgDqV2JzJE1P5ak3k1zhUcKhhpOBopUGgaiLAH78gPZsLj2PhHXx1E29dzluXs/ROxl1DcjUWpfDmPIBqFY7affVTcRi/axMnTnzkkUcOWvbuu+9u3ry5Zs2aV1xxxQ+PVq1atWLFiikpKffdd9/ewT/84Q9dunQ59E5Kzl133TVixIihQ4eeeeaZvXr1KhgcP378448/Xrt27UGDBpXBYkmSAqtFTYCZ6w5SNmNdYbF0dJ3blMmrAO4/t+i+EXlhgMRy7MyJjFRIoHnBIv0hUnZGNqLIzQNYsIUFWyJld37MRa15qsfBZ78PRZs6fLmanHwubcublxddM6ZXS2bewhkvsnI7QLs6R+GOBb7fznsL+WoNa9Oolki7OvRqxc+a81PeoOHYdBiB8Pzzz9/7+YUXXli/fv3GjRuTk5OLlBWsO3rttddWqFD8P2GIi4sLhUIPPfRQsVeOrapVq77//vs9e/bs3bt3165dW7VqtXTp0kmTJiUlJb333ntFttkoI8WSJAVW39b8/jPGLeX77RxXvfiaDRm8swDgoiNenEP6odP2bLO9YAu5+YxfxuglrE0jNz/y+OW2LKpXjMwQ7syJbC0IVIznnKZ8toLcMECDKlzRnlCIuZuYvIrRS5i8irevoPsRvyfUKAkgBEO6F7+CaN3K3HwKD0wC6HzAJSMPQ04+D07i6elk7/NG5acrGPY1ZzTilX60rX0U7qKj5fAC4d7ktmzZstdff/2LL7649tpr962ZNWtWweKiv/rVr4q9SG5u7s6dO5OSkh5++OHoOi5pnTt3njNnzp/+9KcJEyZMmTKlTp06N9xwwwMPPFDsa3tlpFiSpGA6oS49WjBhOde+x2fXFfNQaG4+N35IRjZnNaFL0X+ILR0F326MfHh3AfVXkrqzmJodWZEPZzfhivbkh2lRk8ZVueBfkVlE4Ndncs9Zkc9LUrllNJNX0f9Nvrop8kZi1FZtBwjDzR8y5ur99rcosDiVZ7+OfP5y1ZGuZLM7j76jmLgC4MLjuLw9NSuSl8/UNYycw9fr6PwiY6/2/x/LkCgfT+7Tp8/rr7/+5z//uV+/fnv3xMvMzBwwYADQvXv3A23OuGLFinA4XLNmzB7a6Nev30F3dW/WrNmB9lcss8WSJAXTs70440WmruH8f/Hiz2m/zwNvS1IZMJovVlGlPH/vE7sWdUzbmAFQIZ6sXFJ3Eh9H9+Zc2YFycYyYGVnhMxwmLkR+mFkbmLGO/DD1qwDs2M1xNfh+G+xZnKZA61p89ksueZMxS7h9LF/eUMx9w2Fmrmf8MjZmEBeiUVX6ti4+Oi5JBaicwBerOONFnu5Bt+aR9xt35fLy/7j/M3bspl4VNmWwuPidsA/DXR8zcQXVEnm1/37T8ld24P5zuOY9Jn1P/zf59jYauMFZ2RBlIOzfv3/Tpk0XLVp0xhln3HXXXQXbDD777LPz5s0rX758wZ4TxSrYr6Jjx45R9itJkrSP1rX46Cr6v8n0tXR8jrOTObk+oRDfbeKLVeTmUy2Rty6nY5nb/1jHiKTyADn5kR9z8/l4GR8vK1pWsNPD7j0LIK1Lj3z4fhshCMPCLfvVx8fx0s9p8SxTVvPVGs7afyuI/67kt5/wzYb9Bn//Gec346kenFx/v/HMHIAh3fjLVBZsocdrNKhC61rk5PPtxsjRC5rRvi7DZ5CZfbj/C9jPnI28+A1xId65gm4/eKytfhXGXM1ZLzFnI4/8l3/0PaJ76WiJMhAmJiaOGjWqR48eCxcuvO222/Y99Ne//vVHdsl75513gPPOOy+6+0qSJBVxTjKzBjDoE95ZwORVkRU+CvRpxf9n7z7jorq2Bg7/Z4ZepEoRK4q9K1gwERV7bzGWxFhyNTG9muTe13QTW3rU2BM1URN7FxVjwa4QRAVFpAgovbeZeT8wBsGhqANY1vMJzl7n7IWa/Gax99nrm354yHEyotI0dQRQaxjTgqfq8uURYtO5czeajRmp2aAAqG/LW11RKVh0mn/idQGuNbiRVmyFsJCTJSOa8Wsg20KLFYSLz/DKTgo0OJgzqjkN7AAu3GTzJfwj8F7G2pEMu2OvnqsV58FISeB0Pvub5eeIzSD2dnuJejbM7MbU9oz5E6CW9QP9aSw9i0bLuFZ6qsFC5kb8OIBuy/ktiG/6ldVBVFSZ+/9L6Nq169mzZ2fPnr1nz57Y2FgTExMvL68PP/ywX79+pd0SHR29bds2Y2PjZ5999r7nFUIIIYQooZ4NG0YTm8HBa4QlodXS0B6f+tTR0yFLCEOqe/s0o3GtGNKEYU2Zf5zz8eSrSc3hn3hSc1Apde8KRqTw2s6ie61MUGu4kQboNpGW4OXGr4FcTSq6svsKM3ag1jK1PfP76FpKFIrLYNp2tl5m3F8cm0Lb2+uE3euz6wobQpjekW/68pUvJ2OIz8BYRV0b2jqjUJCcw76ruuAHsf8awHOty4rxroO7HeHJBETRs8EDTScM4oGqcg8Pj+XLlwMajUapLL+lYe3atUNDQ4ODg11dXR9kXiGEEEKIu7laMa5VdSchnjBnbui+mL6Dd/YSlqQnxsmK2HSAhnY0dkCjJTSRayl87IO7HSPWATTX9/pfYTfC3NtndeZreHUXai3TO7LwrtdiXazYNIahf7A9lNd3c+gF3fWxLfnYnwPX+OsiI5thquKpuw50eW8f6Xm0c6Htg22ujkqF26umZWjmSHgykakPNJcwlHtoTF/WUypQDRZq0KDB4MGDDTKpEEIIIYQQ1Ss6DcDKhNh0XTVoosLdlkb2mBlRuHk0Nh1jFUBOAcYqjJTYmQOEJekOdynN5QSA2rcXuneGcSUJVyvm99Efr1SweBAWxvx9nfO3jz+ta8N73gCTNut/uXGmH0vPolLwXf8HbRJopIQ73qgsTWGA8V3HAotqIft2hRBCCCGEuE+FJdCdZ7HYm+NuD5CYTc7tU2Ty1QAx6cRcLopccpo1QbqvQ26WfHKumj+CgaJ9lXuuAIxrhYVxqfnUsmaAB3+GsPtK0a7R/+vOqRh2XWHgGkY047k2uiLzXCw/ndKVjl/31rNyeK/c7TgXx9nYsl7cVWt1MzaU1toPBykIhRBCCCGEuE8NbAG0YGrEG51ZHUhMuq4XRSFrU9JzdV/Xs+WNTgDn4lgdiAYyCvs9ZBa7pdCXh4lKw82a/o10VyJSAFqXt6uzjTN/hnAtpeiKSsGWsby/jx9P8tdF/rpYLN7BnG/7MaHMF/8qaIAH5+JYdJoxLUqN+SuEm5k4WuDpZoAZxYOTglAIIYQQQoj75HZ7P+e8PrziyeyebAvl1A3y1ZyNY9+VYouH11N4c0/JJ8RnAtiYFV3RaJl7jM8OoYBv+hWtBxb2rih3V2fhNtQSjbeNlSzoyyterApkzxUiUjBR0awmQ5vwXBtd84wHN70jCwLwj+CnU8zw1BMQm8EbuwHe6oLqwbanCkORglAIIYQQQoj79O9q29ogLIxYEMCFfzsKakGBRlvUfd5YqXt9ztWKAR5YGPPDSV1sYhbbQ1EoCIrnt0AuJgB81oPRd3Rzq2sDcOGuzaUlBN8EqGerZ8jdjk98+MTnnn/MCqpdg0968N4+XtvFzUw+6KY7F6fQ39eZuJnYDNq78mbnyspB3Kv7KQi7detW8WBTU1NbW9v69eu3b99+wIABdnayWVgIIYQQQjwmQhMBVEoCogmIBjBW4uGASkFYIjlquKP7vKkRP/ZFraGuDd3rYWVCQ3vditnhSA5HFj3W2ZJv+jG2ZbG5+jRkyVl+D+Zjn2KF1p1uZbE9VBd8t7RcNl3CL5ybmRgpqWvD0Cb0aVjO2Tb35N2uxGWwIIBPD/HLGQY1xsEctZajkbo/n6aObBpTav6i6t3PX8XRo0fvbzITE5OxY8fOmTPHyUnfwbpCCCGEEEI8UnILAMxUZGoAVAq618e7Diol6y/oFusApRK1how8pm3TXTE3YmxLzsTqvq1vi7Ml2tuLh2Nb6dnGOagxdWoQmcr/DjK3t/58Xt1Jeh6eteh4V5e3n0/xfwdJzC52cdFp2rvyy2A6GK4r3Pw+dK7NO3uJTGXp2aLrRkpebM9sX2xMS79ZVLn7KQhnzZpV8eDMzMykpKTAwMDAwMC8vLxVq1Zt377dz8+vbdu29zG1EEIIIYQQDw9XK4LiyczHzpzWzhyKwC8cv/CiAJUCtRb17XJxgAdKBcE3uZrM8vMA1iak59HEgd0TypnLeGW5JgAAIABJREFUzIgFfXlmA/OPoYBPexRbZ0vN5bVdrLuAiUpPA4l39jI/AKCxA2Na0NSRfA3Ho1kXzNlYnlrOH6MY0sQQfyIAjG7O0CYcjSIgiug0bMxoXpPe7rhYGWwKYSj3UxB+/PHH93FXfHz8Tz/99PXXXycmJvbu3TskJKRmzZr38RwhhBBCCCEeEoObsOcqwLzeTG5HyC22hRKVilrLqRjOxGJlQurtU0YVkJyDUkFabtET1BU7KqbQqObM9uUDP+YeY90FxrWipRMaLadv8Ps/3MrCWMmyIXSpXeyuJWeZH4BSwfw+vNapaIPoxDZ87cuL21h/gXF/ceJFWhju47mJih716VHfYA8UlaTqdu86Ozt/+umngwYN8vX1TUhI+Oijj3755Zcqm10IIYQQQgiDs729+3FeAI0ceH0XF27qTo4prPFSc6lhQloeQIGWI7dfFLQ3Z0p7jkZyLArAvcLnbLzvTVNHXt1JZCpfHSk21MyRxYNLthNMyOK9fQAL+vJ6p5JPq2HK7yPJzmdbKK/vwu/5iqYhHhtV/Tqnl5fXd999N3ny5LVr137//fdmZmbl3yOEEEIIIcRDKSRB98XFW3RfUWzo38YPabc7T3Spw5gW5KvxcqNrHYyUhCbR9Ae0UKcGFVd4EsyuMPwjCE9GpcTDnl7u9HbHSFky+I9gUnJo7cxrXvqfplTw4wD2XGX/NUITaexwD5mIx0A1nO8zceLE9957LyEh4dChQ3379q36BIQQQgghhDCI5GwAUyNy86H0bZ8K0GoJiCIgSnfF0ZxJ7UjPo7BsTMi6t3nNjRjRjBHNyo8sfKHxhbZl7Uqta0PPBuy+gl+4FIRPnLt+h1AFUyqV3t7ewPXr16t+diGEEEIIIQylpiUUnjVa5kuAWkoGJGQz9xiLTuve6LuSVFkZRqcBNHMsJ6zw7cHI1Ht+fmY+ByPYEMK2UF37RPFoqZ4OIIVtJxITE6tldiGEEEIIIQyijUvR10OaotFyLJKMXLQK0JKv0Z0yWqiWFa91BjgWzc5QCjQASgUaLel5dz3aQAo3kRa+1liGwoC7d5yW4UoSnx7izxCyC4ouNnPkXW+eb4PKcL0NRaWqnoIwIyMDsLKSc2eFEEIIIcQj7OIt3RctnFg3ks2XcLXkciIFGlJzuHCrqBoEbmQw06/oW3dbIlJ0ZaFrpX0urmfLiRjOxjK4cVlhZ24ANKjw2TYbQnhhM1n5AG1dcLRAo+XMDS4mMHkLfwSzbhS2clrIo6B6CsLAwEDA2dm5WmYXQgghhBDCILZe1n1xOZF633IzU0+MsYp8NYCZEc+0QKOloR0DPPCsxbwA3RGgbvdyqMw9GejB+gusOs+HT2FcygJg8E0ColEq6N+oQs/cF864vyjQ0Lch3/aj6e39qHlqlpxlph97rzJ6A7vG39uSo6gW1fBXdObMmZCQEIVC0a1bt6qfXQghhBBCCEOJSgUwUlGg5mYmFsY834bVI1g7kna3d5PmF+gqsQINq4bx23A+9sHLDYUCZ0tdTFB8ZWX4TAtq1+BaCh/46Q/ILmDqVjRanm1JLevyH5hdwKTNFGh4oS07xxdVg4CJihmeHJmMtQl+4Sw+Y5gfQVSqqi4IMzMzp02bBnTp0qVWrVpVPLsQQgghhBAGVNhbokCt+zYrn18DmbCRcX9xLu52kOJ2Z8Li9667wPTtuq9DblZWhmZG/DgApYL5AUzeQnJOsdGQWzy9ghMxOFvylW+FHrjqPDHpuNuxaFBRj/s7tXFmTm+A2YfRaPUEiIdKlW4ZDQ4OnjRp0pkzZ4A5c+ZU5dRCCCGEEEIYnKMFcZkA41vxZhe+P8G2y7qiSwFacLEiLkMXrFQQcgulguCbLDvH7isAjR0ITSQ+k/5r0GpxtWaAB4MbY2a4z+lDm/BDf17fzYrzbLzIoMY0dSRfw/FoDlyjQIOTJdvGUacG0WnczMRERe0apb4BuOUywKtemKpKnXFKez46QEw6p2/g5WawH0RUhvv5hxYcHFzx4KysrOTk5KCgoH379vn5+Wm1WmDOnDmFnSeEEEIIIYR4dHnVIfgWgIcDHVxZNQwgIw+1lh6rOBdLPVvGt2J+AECumhY/F91romJoU3aE6oYK60Ng5Xlq12Bub55tabA8X/akpROv7iIonjX/FBsa2YzPe7HlEhM2Enq7CYCREp/6vNmZAR4lH1V4jk63umVNZ6ykc212hhFySwrCh939FIStWrW67/lq1qz5zTffjB8//r6fIIQQQgghxEPCwVz3xaeHeLoePeoDWJkAtHfhXCxB8Vy4vR3U0hhLEzRaXKzo1wiVgjlHdY3p69vyaQ/MjLiSxMrzhCYy9i9CE/m/7gZL9el6nJvG0Sj8wonPwFhFXRuGNiGngAGruZYCYKzE1RqVgshU/MLxC2d0c1YMw9K46DmFHTKsTcuZroZpUbB4mFXRllE3N7d27doNHTr0mWeeqVGj0g5REkIIIYQQogrl3m7Bp9HSaxXPteG7frrNlm91Ydk5svOLgrVa8tVooEBNtpqfT+iqQbR834/BTXRh73Tlfwf4+igf+9PCiZHNDJatUsFTdXnqjsW9K0n0WEVSNg3t+Lo3/RthYQxwK4sfT/LVETaEkJnP1rFFfQWdLUnKJiKFJg5lzRWRApXZTkMYyv0UhLGxsRUPNjExsbGxUalK32IshBBCCCHEo6mwrYKxknwNWvg1kN8CsTZBoSQ9t3iolqwCsgoAUnO4lAigUKDVUse2qBosfNpXvuRrWBDA23sY1List/Ue0PObSMqmnQv7ni9a7QRqWvCJD0/XY9Badoax8BSveOmGutXlYgKbLtK3YamPjUrjVAwK6FqnsjIXhnI/BaGLi0v5QUIIIYQQQjzuGtgCtHQiLImMPAAtpOndJ6kAMDECyC/QrQ1qtShg73N6wr/oyfoLXE9lzxWGNNET8OD2XCUgGisTto0rVg3+q1cDFvTl5R18/jfTO+qq3+fasOQsK87zsietS2kr/vYe1Fp83SvUx0JUL2kVKYQQQgghxH0qPHPln5v8PpLe7qApPnxX0wWtBq2m2GUtfBug58lmRoxuDuAXbrh0i/srBGBKO9xKL9v+0wFXK+IzORypu/JUXQY3Jk/N0D8IuVUyXqNlph8bQjBS8mWvyslbGNQ9FIRpaWldunTx8yulpeUDKCgo+Oijj9544w2DP1kIIYQQQojK427H0CYUaPjsMGl5KEp8uFaU/DJfo+tJCDStqevjt/gMBQXcrVlNgMjUe0vpWBQvbKbWfFSfYvIZDb/njd2EJemJDIwH6OVe1tNUCnzqAwTGFV1cOYwmDkSk0OEX3trDiRgSsrieym9BdPyFr4+igB/64ylNxx8F97BldP369cePH+/Tp89LL730xRdf2NraGiSD06dPv/TSS6dPn7axsfnggw+cnUtZeBZCCCGEEOLhM68PByM4GV10RaEAbbFlQJWCneOpa4t/BGoNu6+wPZQpbWnlRL81AMP+ZPuzJZ9coAEwrvALhNkFTN7CH3d0iNNoCU/muxP8dIoPuvGJD4o7atTkbED/ZtE7OVoAJGUXXbE359gUntvEzjC+Oc43x4vF25qxaBBjWlQ0bVG97qEgnDp1qouLy7Rp037++ecNGza8//77L730koWFxX3PHRYW9sUXX/z2228ajaZv375LliyRalAIIYQQj7qgePZf03X3rmfDoMY4WVZ3TqIy2Zjr3h4EFOBdF+86AN+dJOf2EaNqLUolTR1o6gBwK5PtoZyN5Z2umBqRW8BBfftCz9wAqF+xVZh8DQPXcDACExXPt2F8K5rVRK3hZAzLzrEjlM/+JjWX7/oV3eJoQVgSN9LLeXJhQM3i/4ztzdkxjl1XWBPE0Sii07AyoZkj/Roxw6v8IlM8PO7tUJlBgwZduHDhrbfeWrly5TvvvDN79uwJEyY899xz7du3V9z524YyZWdn79q1a8WKFbt27VKr1XZ2dnPnzp0yZcq9Jy+EEEII8RA5dYPXdnE8uthFIyVT2/NFT+zlI/Jjqv0iNFqAlk4E3+RIJEcii0ZVSjQatDBwDbn/1V0c4MEnh9h6mdgM6tkSmkDOXVtGb2XxZwjAwLtaw+v14X4ORmBrxo5xxc72HNaUYU1ZFciULXx/gi61i/rde7oREM3OMEY1L/Wx2QUcuAbQSV9/+f6N6N+oQumJh9Y9Hypja2u7fPnykJCQSZMmpaenf/fddx07dqxVq9aECRPmz5+/d+/eS5cupaWlqdXqwvj8/PybN2+ePXv2zz///O9//9u7d287O7uRI0du377dxcVl3rx5kZGRUg0KIYQQ4lG34jzdlnM8GnMjBjfm7S684kUHVwo0LDqN5xIuJVR3iqISnL9JdBrAc2345yVCX2XhQN7szKteqJQAdqb8PhogT80H+3V3ebnhXYfMfKZs0bWUKHH6jFbLtG2k5tLBle71yk/jWgrfnwBYN0p/p4eJbfi8J8C7+8jTfU7XVYarg7hw19kw//r6CMk5uNvRUV4IfEzdZ2P6pk2bLl++/LPPPvv222/XrFkTGxu7Zs2aNWvW3BljbGysVqs1Gs3dt3t5eU2fPn3ChAnGxsb3l4AQQgghxMNj1xVe3Ipay5gWfNsPlzuacR+JZPIWwpIYsIZT/5GtdI+b9/YAKBX8OgzAwx4Pe93Qr4Gk5pKWx5jm/MeUtFxWBjL79sGbPw7Aezm7ruh6ORjdsUwTk85L29kWipkRPw+kIvvw1l8gT03fhvQpvTfgW1348STRaRy6Tm93gC61GejBjjCG/8He5/TsTd0QwheHAT7roTv/Rjx+7rMgLOTm5jZ37tw5c+YcO3bswIEDAQEBQUFBN27c0Gq1QH5+/r+RpqamDRo08PT07Nq164ABA+rWrfugiQshhBBCVBONlmNR+IUTn4mFMe52fHkYtZZpHVg0qGRwt7ocn0qnpVxJYtZBfhxQHRmLSlPYd8FR36kaPg3Ycok8NcE3ae+C/3WSMotG27qwfjRj/iQzD8DMiE8OoYCgeHaGkV2AhTGrR+Clb6Pm3QKigHLaFZqo6NeIZec4FqUrCIHlQ+m0lLAk2i/mg6cY34pa1mi1nInluxOsCUILL7ZnXKsKpSEeRQ9UEBZSKBTe3t7e3t6F3+bm5sbExKSnp2dnZ6tUKgsLCzs7O1dX14q/ZCiEEEII8dA6HMmrO3Xn9d/Jwoi3u+i/xd6cZUPovpIlZ/msJ3ZmlZ2jqDrZBQDm+j5TrxyK3SUAryUMaQqgLr4xdKAH5ioKi8T0XD72Lxp6qi4/DKBNhc9bvJkJ4FajnLA6NgDxGUVXnCw5OpmR6zkezXv7eG8f1ibkqclVAygVvO/NFz0rmoZ4FBmgICzB1NTU3b3MbiZCCCGEEI+mRad5dRcFGmxMGdSY2jUAVp4nPpOsAryXs3UsnWvrufHperRxJjCe3VcY21JPgHhEWZuSlE1Kjp4hWzO863A0kuwC3fEwd+4LLSig0Y8kZAO4WvHhU7pWgQ3t6NGAVk73loaNGaA/jTsV9pmwKf4riVrWHJ3MqkBWnedYFOl5AA7m9GnIO11p73pvmYhHjuELQiGEEEKIx9L2UGbsRKPlhbbM71N0aujeq8Rn0tiB0ESG/M6ZadTRt1Dj5UZgPOHJVZmyqHTd6nA9hdRcUvOwMSk5emQy9l+TnINaA6DWMmAtwOVEriXpDpIxNeLG2w+aRoua7L7CoQgmtikrzD8CoHnNkteVCia1ZVJbCjTEZmBupH8TrHgs3fMpo0IIIYQQT6CcAl01OMOTFUOL9ZAobBjwwwA6uHIri/f26X+CmRFA7l3dBcQj7Zv+ui+6L9cfkPQ+Dpa6U0QLNOwKY1cY4berQVcrcj4yQBojmgH8EUxM6U0F94UTGI+5EYMalxpjpKRODakGnyxSEAohhBBClG/jRSJTqWfDvD4lhwpf3IpMYcUwVArWlfKh/HIioNtlKh4bNc3pXAcgMJ5Bv+sJ+PQQiZmgQKlAdftIDaUCJ0vWjTbA2mChrnXo2YDsAkatJzVXT0B4MpM2A8zwkrdYRTFSEAohhBBClG9nGMALbXULfXfqUR/g92BaOeFdFy3svlIyJjJVt1uvZ4NKTVNUg4DJWJsC7LiM5Re8tpsbGSRl8/VRnOcxyx9ApWDDM7zVhXGteLYlr3Xi1+GMaGrINJYOwdGC49F4/sKOMDS3D7DJKWDJWTyXEJNOOxc+9jHkpOIxIO8QCiGEEEKU71oKoP+Ajefa8PnfHLjG+gt0cOXv61xNKhag1fL6bvLU9KhPI3s9TxCPuoR3cf+OmHSyCvjhBD+cKDZqakQzR0auK3bx2+M0c+SngbpfKDy4Brb4Pc+wPwhLYtBanC1p4ohaQ1C87pyYrnXYOAZL6QIuipMVQiGEEEKI8uWpofgpkf+qU4OPngaYvEV3Zky+pmg0p4DJW9l8CTMjvu1XBZmKamCiIvot5vXRLRX+y9SIXg1Qwvk4rE14vg3f9eOH/kzrgKMFFxPo/SuLThssjTbOnJ/Ou12xNSM+k7+vczSK9Dxq1+C7fvi/gLOlweYSjw1ZIRRCCCGEKF+dGpy+wcUEBnjoGf2wGxdvseYftlwGiMvALxwtnI1l0WkiUlApWDyI1hVuK3dP0nKxNCl6P01Ul7e7MLYl20P55ya5alrUpI4NE/4iu4ChTVg8uFg9Nr8vH/jxw0le2UkDO/o2NEwONqbM6c3nPTkZQ3wmKgV1bGjvgnQEF6WRglAIIYQQony93Nl0iTVBvNVZz2drhYJfh+NkxTcBAKuDWB1UNFrfloUD6dfIkPmotaw6z7oLBESRnoexkqaODPDgzS6yClQ94jJ4bx9r/il6ee9fvu5sHIOy+D8bS2O+749SwXcneHkHITMwVRksGRMV3eoa7Gni8SYFoRBCCCFE+Z5tyf8OcC6OH0/xqpf+mMJXBxva09CO6ymYGdG8JsOaMqwpJob7rA9cS2HkOs7FFV3J1/DPTf65yc+nWDSIca0MOZ0o19lYBv/OjXSUCrrUxtMNlYKAKI7HAByNYuNFRjXXc+NsXzaEEJ7M9lBGNqvirIUAKQiFEEIIISrCwZzZvkzfztt7UMAMz2LrhBl5vLiNrZcxN2LTGFo5VWIm11LovJSbmTha8J43I5thZ45aw+FIvj7CiRjGbyQtl+kdKzEHcafoNAauJS6DNs4sH1p08tDnf3M8hlrW3Ehn/EZcrfGuU/JecyPGt2LuMfZelYJQVI9KKQizsrKOHTsWFBSUmJio1WodHR1btWrl7e1tYSFNLoUQQgjxqJrWgfNxLDrNq7tYfo4JraljA3A+jhXniM3ASMmyoZVbDWq0jF7PzUzau7J9HK5WRUPDmzK0CR/u5+ujvLaLrnUq65VFUcJ7+4jLwMuNAxOLneEZlQbwUkdCE/ktiGnbCHxJz6uerZwBIlOrKl0hijNwQRgRETF79uxff/01JyenxJCZmdmECRM+/PDDBg2k/44QQgghHkkLB9LSiVkHORdXbMcmGLiFQGk2hHAmFjszto0tVg0WUir4ypfQRDZd4r8H2Dq2cpMRQGQq6y6gUrByWMmODlotgELBzwPZc5ULt9gRypAm+p+jvevNQyGqhiELwvXr10+dOjU9PR1QKpUeHh6Ojo4KhSIhISEsLCwnJ2fp0qXr1q1bunTpM888Y8B5hRBCCCGqzAxPnm/DpovsvkJECiYqmtVkSBP6Nix5akhlWPsPwBudqWVdasyc3my+xO4rJOdgZ1bpKT3htoei0dKjPs0cSw7VtQH4Jx4rEya0ZkEA2/QVhOfjAOrZVnqqQuhlsIJw69at48aNU6vVzZs3/+CDD4YNG2ZlVfRrq8zMzC1btsyePTs4OHjcuHHm5uaDBw821NRCCCGEEFWpsKHc822qYerj0UCpq0yFGtnTvCYXbnEqhj4GamYgSlPYedLTTc9Qfw/+d5DtocRn4uUGcDWJ+AwKNLjV0MVkF/D7P4D+diZCVAHDFIQpKSlTpkxRq9UvvPDC4sWLTUxMSgRYWlqOGzdu9OjR06ZNW7FixdSpU0NDQ21sbAwyuxBCCCHEk0CjJSELKConSlO7BhduEZ9ZBUk96XLVgP6OER1c6VaXI5G8vIN6NgAHI3CZrxutZc07XYlIITaDRvZSEIpqozTIUxYuXJiQkNC5c+dly5bdXQ3+y9jYeOnSpZ07d7558+Yvv/xikKmFEEIIIZ4QSgVWJgApJc9qKKkwwFb2i1Y+N2uA0ET9o9/1w9yIjRf55njJoRvpvLWH70+gUvBDf4wN86lciHtmmH96W7duBWbOnKlUlvNApVI5c+ZMYNOmTQaZWgghhBDiydGiJoB/RFkxKTm6A29aVuZ5p6JQjwYAO8JIzC66mJanW8tt64zlHWsl9e34ypf5venVoOi4UWkiL6qXYbaMhoWFAd26datIsLe397+3CCGEEEKIihvRjIBo5h9jYptSm93PO0aemnYuNJBzSiqfZy3aOBMYz7t7GeDBRwcIT6ZADQqUCkyNyM4vCo5IZqZf0beu1sRlkF1Az185ObXqcxcCDLVCmJGRAdx5ikwZrK2tgcLDSIUQQgghRMVN60hNCy4nMn07an2NCvZc5eujAP99uopTe0IpFfwwACMlK84zegOhiRRoQAGg0RarBt/szLtdGdeKZ1vyRmd2TyDyDb7oCXAqhmPR1ZO/EIZZIXRycoqKioqKimrUqFG5wZGRkYCzs7RKFUIIIYS4N9YmrBrO4LWsOM/1VOb1oZ2Lbigpm3nHmHuMAg0T2zCiWbUm+iR5qi52ZtzKAi1GSnq5M6oFKgVzj3IxQRdjpOS/3bG/663OD7ox5wgpuXx9mC3SN1JUB8MUhJ06dYqKitq4ceN7771XbnDh24NdunQxyNRCCCGEEE+U/o1YN5oXNnPgGu0X426HnRlqLcE3KdAATG7HwoHVneWT5IUt3MoCsDQlM489V9lztWhUqUCrpUCDzwqCXtJze/cGbLmk60YoRNUzzJbR8ePHA7Nnzw4PDy878tq1a7NnzwYmTJhgkKmFEEIIIZ40I5sROJ2xLbEwJjyZM7Gcj0OtoYMrW55l2ZBSXy8UBpeRx+pAgEEe3HqXX4czujmda+NZC0tjgF7ufOUL8M9NDkXoeUJ9W4D0vKrKWIjiDLNCOGzYMB8fH39//+7du69evbp79+56ww4fPjx+/PiUlJSePXsOGjTIIFMLIYQQQjyB3O1YO5KcAgLjiUnDxowWNXGp0HkOwpB+OIlai0rBumcwN+K51jzXWjfUbjHn48jI5T1v5h4lIZuvj9G9fskn3MwAMDfMp3Ih7pnB/umtW7fO29v7ypUrPj4+Pj4+I0aMaNeunaOjo0KhSEhIOH/+/MaNGw8ePKjVahs1avT7778bal4hhBBCiCeWmRGd3MCtuvN4gu29CtDIAYu7Pla3cuZ8HEHxAL3cWXeBc7F6nvD3dd0ThKgWBisInZycAgICXnzxxc2bN/v7+/v7++sNGzJkyLJlyxwdHQ01rxBCCCGEENWlsN+gq7612Xe68FsgmfnMC8DDASAlmwUBaLS4WNG7Ic6WbLtMTDrAy55VmLQQdzDk4rSjo+OmTZuOHz++cOHCAwcOREcXnZ7r5ubWs2fP6dOnd+3a1YAzCiGEEEIIUY2sTQBScvQMtXamnSvnYnl/H7WtAXLUvL1XN6pS4OvOwWsAbtaMaVE1+QpRkuF3K3fu3Llz585AampqYmKiVqt1dHS0sbEx+ERCCCGEEEJUr7auBERzOVH/6N4J1PmGnAIi0wDMjHimBUoF5+MIjNMdRqpS4Dex6hIWooRKfH3VxsZG6kAhhBBCCPEYe9ebhafIzueTQ8zqzrlYFgRwPZUCDS7WDGtKDVNyCnTBOQWsC0YBOeqiJ5gao9ZUS+5CgKEKwvT09Nzc3Aq+GRgcHLx///5x48bVrFnTILMLIYQQQghRLRrY0NGV07F86s/Pp7iZWWx000UApQKNVncl93YpaKSgT0PytPhdZfp2Dk+qwqSFuINh+hAuXLjQ2dl51qxZFQlesGDBG2+8sXLlSoNMLYQQQgghRDXaPg4TFRp01aCVMW1caO+KnZkuQKNFAYcm4fc83/VnQV+2jyP//9gxnrUjsDLhSKTurFEhqp5hCsL9+/drNJqOHTtWJHj06NHA3r17y40UQgghhBDiIReZRsEdez4z8wlL5FJCsZNmtBByi14NeM2LNzsz0EN3vaYFz7QA2HK5CjMW4g6GKQivX78OeHl5VSS4Xbt2QHBwMJCUlDR16tROnTrNmDEjPT3dIMkIIYQQQjwJtFrOxfHzKT46wJyj7AwjM7+6c3oijViHRoulCQMbY6RAC1n5ZOVTuEvUzYq6NQBe30VWgZ7bu9YBCCvlWBohKpth3iGMj48HHBwq1FDT1tYWSExMzMnJGTNmjJ+fH3Dy5Mn8/PxffvnFIPkIIYQQQjzedobx1p6Sh1taGPNOVz7ohlklnhuox410AuPJyMPahLYuuOhryve4OhRBdBrAxmfo0xBg/zWORJKvJiCaA9d4tTOT2lFrHnlqPj7InN4ln2BpDJAlxbyoJoZZIczOzgby8yv0DzktLa0w2MXFxc/Pr3fv3vv37/fw8NiyZYtBkhFCCCGEeLz97yCD1nI5ERtTRjfnPx2Y0o7GDmTl8+khuq8sebRJ5TkRQ89V1PmGAWt4ZgP91+C2gD6/cfpGFSVQ7X4+DeBgoasGgV4NmNWdz3vSuTbA1SScLPCsBaXsC72SBFDLuiqyFeJuhikInZycgIiIiIoEh4aGAvXq1Rs7dqy1tfXChQt79uzp6+ubnJxskGSEEEIIIR5j35/g878B3upC1FusH83iQSwdwuVX+PMZHC04GcOIdeRXfieDLw7TdRkHI9BqaemErzvNa6LVsi+czkuZe6zSE3gYXE0G8LDXM9S9HsAkEM20AAAgAElEQVTmS2Tl64rDuwt1jZbfgwG616+8HIUoi2EKQk9PT6CCS3x//fUX4O3tvXDhwlu3bjVs2BBIT0+vYNcKIYQQQognVkw6M/0A5vdlfh+sTYqNjmzG0cnYmnE0isWnKzeTOUf57wE0Wia1JeIN/nmJfc9x4WWuvs64Vqi1vLeP705Ubg4PgwI1gJG+z9Q+9Wlgy60sPvsbU2MAzV1V+qLThNzC1ozhTSs5USFKYZiCcMyYMcDcuXOjo6PLjgwNDV20aBG3zxo1NTUtvO7h4TF27FiDJCOEEEII8bj66STZBfjU583O+gMaO+jeUpt3DK1Wf8yDC7nFh/sBvuvH8qHUtSkaamDLmhF87Qvw7l7dfsjHWOELkxEpeoZMVHzTDwV8fYQ/LwDYmBcL+DWQN3YDfNETe3M9TxCiChimIBw9erSnp2dSUlKPHj3OnDlTWtjp06d79+6dk5PTpk2bwYMH3zn0f//3f/PnzzdIMkIIIYQQj6vtoQAzPMuKeb4NNUy5nkrwrcpK44vDqLWMbMZrnfQHvOfNAA/yNcw+Ulk5PCTGtwKISeOSvmNChzbh0x5ob+8sdbHiaBQB0Sw5y1MrmLiZfA3TO/JymX+hQlQqwxxBpVAo/vzzT29v7ytXrnh5efXt23fIkCGtW7d2cHBQKBRJSUkXLlzYunXrjh071Gq1o6Pj2rVrVSqVQaYWQgghhHhyFNYVXm5lxZiqaOPM4UjCEmnlZPgcctVsvQwws1tZYR90Y2cYmy6yeJD+HZWPh/GteGkHmfn0X8211/UE/PdpNl7kXBzAqRi6LS8asjLhsx68UcpirxBVw2BnEtetW/f48eOTJk3at2/frl27du3apTfM09Pzt99+a9KkiaHmFUIIIYR4Qmi05BYAmJb3Ca6w7US2vq53Dy46TddhooNrWWFd62CqIjmHuAxq16iUTB4GSiVzejNjJxEptPiJw1OwNysaLdAwcp2uGmzviq0ZMWlotLhY0a8Rk9rh+iS16BAPJ0M2qXFzc9u7d6+/v/+SJUsOHToUExPz75CDg4O3t/fzzz8/fPhwpfLx/R2REEIIIUSlUSpwtSY6jdBEnC3LigxNBKhTOWVYag6AjRkKRVlhSgU2ZtzMJDWX2pWSyMPiZU9O3mDVeUIScJpLl9r41MdIyekY/K6RUwDQ1oUz/6nuRIXQx/BdS318fHx8fIDU1NTExES1Wm1ra1uzZk2DTySEEEII8aTpUZ/fgvgjmKfqlhpzNIrrqVgal7Oz9L45WQLcyiSnQLcUqVdmPolZQDm16+Nh5VCaOfLfAxRoOBLJkciiIQWMa83q4dWXnBBlqsTFOhsbG3d3dw8PD6kGhRBCCCEMYkp7gKVnS+38nqvm9V0A41qVVa09CDdr6tqQq2ZHWFlhmy+h1uJhj6NFpaTxsHnfm8T3mdaR2jWwMsHSGGdLRjXn8mtSDYqHWuX8f0IIIYQQQlSC7vUY0YyNFxn8O389Q9c6xUaTc3h+E2disTdnlk9l5aBQMK4VXx3hY38GeGCu7+NkRh6fHgIY37qy0ngI1TBh0UAYWN15CHEvKqUgTE9PDwsLS05OVqvVffr0qYwphBBCCPFkis/k4DVCE1Frcbejez3q21Z3TnfJyONWFiYqHC0wNfTB6iuGEpHC2VieWsHo5oxsjp0Zai2Hr7PoNInZWBrz5zO4WRt43ju9783K8wTfZNR6NozGwrjYaHoeo9YTmkjtGrzdpRLTEEI8OEMWhAUFBcuWLVu8eHFgYKBGoym8qNXXElWj0cjRMkIIIYS4JzHpvLuXP4Ip8dmiT0O+7Uczx+rJ6k4aLasC+eUMJ6J1SVoYM8CDmd3KOZDzntQw5e9JvLqTledZd4F1F4qNtnTit+G0dTHYdHrZmrFxDL6/sjOMlj/zaif6NcLFihvp7Arjh5NEpmJmxIbRWJlUbiZCiAdksILw1q1bQ4YMOX78eOG3KpVKo9HorQbHjx+/ZcsWf3//jh07Gmp2IYQQQjzeTsYw5HfiM1Eq6FqbFk4A15Lxj2DvVbyWsGYEQ6q1rdWNdEatJyBa9621CXlqsvL5M4SNF3mnK1/2QlXmsZwVZ2nM8qG82on1FzgeTUwaNma0dGKAByOaGWyWsnWpzYGJjFrPtRTe2sNbe4qNNnVk7UjaVXJdKoR4cIYpCDUazfDhw48fP25tbf3uu++OHj26cePG7u7u169fvzu4cePGmZmZ69evl4JQCCGEEBURkcKgtdzKooMry4bSxrloKDyZ6dvZF86YP/l7Ep61qifDhCy6LedaCnZmfPAUE1rjaoVWy9k4vjvO6iDmHCUhi2VDDDlpO5dqrrg6uRH6KsvPsS6Yc3G3mxPWYlwrXmiLsewGE+JRYJiCcN26dUePHnV0dDxy5Ei5Ted9fX0//vjjw4cPG2RqIYQQQjz23t7LrSw8a+H/QsnX1dzt2DWBUevZfInp2zn1IsoqWR8rYepWrqXQxIHdE4reaVQo6ODKr8MZ0oRxf7H8HL0aMK5VNaRXecyNmOHJDM/qzkMIcb8M86ubNWvWAJ9//nm51SBQGBMaGmqQqYUQQgjxeLuazKaLGCn5dXjJarCQSsHSIdiacTaW/deqPD84EcOWy5iq2DZO/wk3o5rzZS+Ajw6g0fM+jRBCVBvDFISnT58Ghg+vUI8VKysrIC0tzSBTCyGEEOLxtiMULfi607T0Y2MczHUrbzuq4xfOa4IAxrbCw77UmFc74WBORApHo6osLyGEKJ9hCsKkpCSVSuXk5FSR4PT0dG6XhUIIIYQQZbuSBJT/cqCXG0BYUqXnc7czsQADPMqKMVXRyx0otaG8EEJUC8O8Q2hjY5OQkJCSkmJrW34noMLNohWsHoUQQgjxhMspADAt7zOLmVFRcBVLzAJwLe933bWsARKy9I9eTcY/goQszIxoaIevu+4nEkKISmWY/9O0a9du3759e/bsGTNmTLnBmzdvBjp16mSQqYUQQgjxeHOrARCWWE5YaCJA7RqVns/dbM2g9ErvX4UB9uYlrx+O5MP9HIksdrGGKa948UE36eMnhKhchtkyWlgHzpo1KzMzs+zIixcv/vzzz8DQoUMNMrUQQgghHm896gNsDyU9r9QYtZZ1wQA9G1RJTsW1cQHYc7WsmHwN+8OBki3jfzlDz1UcicRISY/6TGnH2JbUrkFaLl8e5ukVxGVUVtpCCIGhCsKJEye2bNny8uXLQ4cOTUoqdfO+n5+fr69vVlZWmzZtKngCjRBCCCGecN51aepIYjYf7S815psALtzC0YJhTasws9tGNwdYdZ6o0o/MW3KG2AycLLEyYfMl9lwlMpUtl3lpBwUaXmhL5JscmMjSIawdSeQbbHkWVyvOxTHsj+rZByuEeEIYZsuokZHR1q1bvb299+/f7+HhMXXq1O7du+fl5QEXLlyIi4s7ffr0pk2bTpw4Adja2q5evVqplGalQgghhCifSsG8Pgxeyw8nsTVjlg+qOzoNarX8cJKZfgBf+2JjWg0Z+rrToz4HIxi8lt0TcLnrZcKDEby9FyAtl85Li66rlGi0vNGZb/oWi1coGNKElk50XcaJGOYH8NFTlfsjCCGeWAaryho0aHDmzJk+ffokJSXNmTNn4MCBsbGxQMuWLX19fWfOnFlYDbZo0eLgwYMtW7Y01LxCCCGEeOwN9OCLXgCf/U3rhXx7HL9w/MJZchbv5by+G7WW6R2Z3K7aMvxtBK5WBMbTfjFLzpKWq7sensz7fvRdrVvlyymgTg06uNLeFSMlag1AaGJR/J3c7fhhAMC8Y+Spq+bnEEI8cQx5fJWrq+uePXv8/f2XLVvm5+cXFxf375C9vX2nTp0mTJgwatQoExN5OVoIIYQQ9+aDbtS35a09hNzizT3FhmqYMqs7b3WppswAcLPm8GSG/UHwTf6zjRk7sDOnQENSdlFMOxe+7cfT9XTfdl/B35GYqNgZxqj17ByP0V2/qB/ZjFrW3EjnaJTuXUohhDAsw59n7OPj4+PjA6SmpiYmJmo0GltbW0fH0lvJCiGEEEJUwNiWDG3C+gtsD+VyImoNDe3p34hnW+o5urPqNbTjxFR6rOL0DfI13Lx90J5CgVbLAA/+eqZYJ4lrKQArhjJtO/vC+ekUr991BLtSQSc3Nl0iLFEKQiFEpTBMQajRaO5+J9DGxsbGxsYgzxdCCCGEACyMeaEtL7St7jz0ORdL95VFR6EqQAuAVgtwM5MSn5UKN5G2cWFBX/6zjdmHmeGpZ5GwsIbMlnNlhBCVwzDvEE6YMKFFixanT582yNOEEEIIIQwrOo3VQXzsz8f+rPmHG+kGfn5oIl5LSc9DAQMbc246mlmo/0fn2gBoOX2DVj8Xu8XVGiAskcntcLYkPpNjUfqfzO2m9kIIYXCGWSE8e/bs5cuXnZ2dDfI0IYQQQghDuZrMW3vYernk9RHNmNeHBrb388zFZ/jmONeSyVOjAHNj8tUUaDBWcmAi3erqwpRKMvIARrdgQwihibyykx8H6EZ71CconnUXGNaUp+uxIYR/bha9YVgoNJGzsagUdC9+vYJy1cSmY29Ojeo4fFUI8UgwTEFYeH6Mm5ubQZ4mhBBCiIdQcg47QrmSRE4BDhZ0r4dnLRSK8m+sRvuvMWo9KTmoFHSvTyN7gMsJHIlk40X8I/jrGXzq38MDk3LotIQriXD7B9dCVr7u6w5uRdVgodQcgPe7kZTN/mssPsO3/XT7Qqe054eTrL/Ay57YmgGk5BS7V6PlzT1oYUgTnCzvIcmsfL4/wYYQzseh0QLUtWGgBzO7UVfe5hFCFGeYgjAjI8PY2FhaCwohhBCPpcx8PvHn+xPkFm9+0MqJb/vRs0E1pVWe4JsM/4P0PJ6uxy+DaeJQNBRyixe3cSyKYX9wfCpNK3b4XVoe7t+SmgsKGjvwihetnQBGb+BWFsDxKDov4/iUolucLIlKIzqNP5/B/msKNCw+wwxPgFZOTGnHkrMM/V1XqTrfUfVl5DFtOzvDsDTmy1738FOfi2PEOiJSil2MTGXhaVae58cB1dmcQwjxEDJMQWhlZZWamqr3aBkhhBBCPNKi0xi4lqB4gBY1eboeliaEJ7P3Kv/cpPdvzO7Fe97VnaU+M3aSnoevOzvHY1z8E0rzmhycSJ/fOHSdV3ex77kKPfDpFaTmolDwY39e9iy6nqMG8HAgLIET0Xx4gC976oa61OFMLFsvM7QJtW2ISmVfuK4gBL7vT2gih65z6gZASg4nY8jK5+/rLD7DjXRMVKweUVa9qtFwJJrIVGxM6FSH2HSeXkFGHg1smeXDsKbYmFKgwT+CLw9zMIIpW8nK5xWvCv4RCiEef4YpCJ2dnVNTU6Ojo+vWrVt+tBBCCCEeEVn5DPmdoHhqWbN0CP0bFQ2l5fLpIeYH8L4fzlZMbFN9WepzIoa/r2NhzKphJavBQiYqVg2n6Y/4hXMujnYu5TzwUASBcQCf9yxWDQK5+QBvdOLXIE5EM/8Yn/ro9oWOa8WPJ/ktkNc74WhBVCq3MotuNDNi73N4LSEwHuDdfcUe28ieFUNL7kH9V0waz/zJiWjU2qKLRkoKNPRqwMYxRe8NGinxdadXAz4+xKeHeHMPT9ejtZz8IIQADHXKaOvWrQF/f/+ce2GQqYUQQghReeYc5VwctWtwfGqxahCoYcq8PnzRE+D1Xbo9kw+PHaEAI5qVdT5nPRuGNCkKLtsXhwEcLfiwW8khExVAVBpbx6JQkKdmxXndUJfaDG5MvoZhf+hKQQeLYvf+coageBQwqjlebrjb0bwmgxuzYigXXi61Glx6lnrfcixKVw0aKXUvcxZoANRarIxL3qJQ8IkPI5pRoGGWf/k/rxDiCWGYgrBHjx7AxIkTze+FQaYWQgghRCXJU/PtcYDv+1Onhv6YD7rhWYvUXBY/ZM2nriQBeNYqJ8zLDSAsqfwHno8H6NdQz1AdW4CdYThZULcGwJY7DjVdMYxG9lxLIToNoKkjyTkkZbPnKv1W8+outPDhU2wYzYmpXH2NCy+zdSwvtNXVmXdb/Q8vbkOtxUTFO11Jfp/8/6H5P5o76QL8I3h6pf57C19H3BlGWm75P7IQ4klgmIJw+PDhKlUp/9MSQgghxKPpWBSpudSyZmiTUmMUCl7yBNgZVmV5VUhh23fT8l6OKWz7nlOBtu+ZeQDNnPQMvdAGICieUzd0C5Kxd/Q5dDDn2JSiA2PmHsX+axzm0G81e65iqmJBXz7veddDS5GRx+TNAI4WRL3F3N66E0qB68mA7i/raCQ/nNRzexMHGtmTp+Z8XEVnLJSnZs9VvjjMTD8+/5vtoSVPGBJCPKIM8w6hq6vr1atX8/Pzyw8VQgghxCPiWgpAe1eUZfaWKFyFu5ZSVkzVc6sBEJZYTlhh2/fapax/3slYBfkk6NsZ+543Xx0hOYeeK3GzAbAyKRawOoj4DFDgVoOsPJJzUCloaE+fhrzZGXe7Cvw8t720nXwNKgXnp+F0x+7TrHwy8wFWj6DTEkIS+N9BXtV3eEwta64k3cMWX42WH07y5WFuZha77mDOu9683QW1Fr9wzsWSkYe1KR1c6dmg1OVNIcTDxjAFIVCv3n01TBVCCCHEwyq3ACj/k31hQEUW2apSj/r8eJK/LvJlr1J/hJwCNl4EKtQ5w82K1BwOXNM/uu95vJaQkc/lBACP2y0uDkXw/n5ORIMCFysiX9d1qzc10n/UTbm2hwEMaqKreP9lboSpilw1idmsGUW7RaRmc+qGnk2zhTWtfcXe3clVM3IdO8IAXKzo7U4ta+Iy8AsnJp2Z+1hxnsSsknWyixWf9WBKu4e9TaUQAgMWhEIIIYR4zBSWHKHlLbKF3IKKLbJVpf4e1LImIoWvjvB/3fXHfP430WnUt8XXvfwHjm3F/w4SFEfILZrXLDnawZVd4+m/RtcIftlZVp5Di+5boHYNzkyjsD9XifXDe1LY6X5K25LXFQpaO3PqBvvDmdwOcyOyC9gRVrIgjEnnUgIqBS317X2922u72BGGmRHf9WNyO93RqYBay4pzvLRdVwC7WePrjosVN9LZF05cBi9uY/81fh1+n3WvEKLKyH+jQgghhNDv6XqYqAi+ybky3zdb8w9A7wrUVFXJ3IjZvQA+OcSCALTaYqMaLXOOMvsICvi2H6YV2N/4YTesTNDC0ytI0XdWuo05hethhctiaq2uGrQ3Y5YPUW8W2+F5fwo0uh+kib7OhKOaA8w5Sk4BliYAsWklYz49hEbL0/WoWYFk/r7OL2cwVrJpDP/pUFQNAioFRyIpuP2numgwK4fxlS+/DifqTRYPwsyIP4J5bde9/ohCiKr2oCuEOTk5Bw8evHz5cnJysr29fcOGDX19fc3MzMq/UwghhBAPNxtTxrZkVSCv78Lvef0bL/3C+SsElYKp7as8v/I834ageOYH8PZe1v7DlPZ42ANcTmTpWd2pKv99uqwjc+6kVLJuFIPWkphN7QX8MIBJt5fp8jS8s4efTqHRYm5E9NtcTSIsEQtj2rjSwKboIRl5HI8mKg1zI5rVpLXTvW2qLGwvoYWLiTR2KDn6kifzjnE5kalbdUfg1LYpFvBrIEvOAMzyqdB0c48BzPCiX6OSQ/uvsSoQUxWjW7A6iPnHGORRlOR/OlDflkFrWXSaCa3xrnMPP6MQoordf0GoVqsXLFjw+eefp6UV++2TlZXVzJkz33//fSMj2Y8qhBBCPNo+7cG2UA5HMuR3Vo/Asfiy0p8hTNmKFl721LOL8mEwrw8eDny4nzOxnNlRbMjRgq98mdLuHp42wINv+/PmbjLzmbyF6duwMgVIydEtBloY8/ck7M2wr1Vyr2Z4Mh/sZ9NF8jVFF12seN+bGV73sK/SzoykHFacY2jjkkPWJqwZyYA1ujVbYPDtmPBkvjjMinNo4X1vulfg5Ic8NfvDAaZ10DM69yjAa514rRNrgjgSSXoe1ndshe3TkOkd+eEkc4/i/f/s3XVgldUbwPHvvetmG2Mbg210d+fobpD+SYOBqAgWimJhoyIoSikhIUh35+hRI9bBBuvu3fv7417YdrkLYIU+n7+2c877vuedCPfZOed5Rhf17YQQpe8pY7bs7OyxY8du2rRJ862trW3FihWjo6NjYmKSkpI++OCD8+fPb926VWpRCCGEEI/LUpGYgaXxc3C8ytWGzS8weAP7/aj5ExOb0tkNC2P8Y9l4g+NBAP1q8V3vsp5o/ma0YExDNtxgj4+23mBte/rXYlTDPAFMEc1qTWc3JvzD9QdkqIhJ1bYbKulXk1VDsdO3TWrXXcZt1Zb+a1QJR0vUaq7c534Sb+7nn9tsGakbbOenfx3WXGXXHYLicKug29uzOttGM2g9mqiz5xqsTchSERwPoIB5nfika5EeFJ5EahbmRtR9bHtqUoY2uc6MllSxppIFD5IJitM9lzijJYvPs9+P9OwibcoVQpSJpwwIv//+e000OHz48AULFjRo0EDTfvv27W+++WblypU7duz46quv3n///WKbqRBCCPGcS8xg6QU23MgpAVffgdENmdka23J82KJbNc5MYdI2LoXz4zl+PJfTZWLAnPYs6IpB+U4maW3C9BZM17fS9RSaOnL1JRIyWHmZGxGYGtLBjVH1tAljgOB4jgQQkYyxAW4VsDJm+CYysunizk99afQwaspS8cdV5hzgRBCDN3BkQpGipl8HsOkG6dk0/RXvmThb6g5YflkbDVoYE/Uw/6eJAV3c+bgLbasU9TUzs4E85wYfCU0gU4W9GTVsQVOQAzIeK0vYwAELI5IzCUuk2mOxqxCinHiagDApKemTTz4BXnnllSVLluTuqlu37ooVK9zd3efPn//111/PnDnT2rqcJR0TQgghysKRAMZs0a3k5h3J/KN8f5Y/hjCoaCfZykSjSpyfxm4ftnjjG0NaFvbmeLgxrjFuNoVf/q9kbcwbbXUbb0cxez/7fMmdwkYBahhWj40j8sRXhkqmNKNDVTqs5EwIi87ybsfCn2tuyNphvLCZuHTcf2BcIz7sQjUbMlQsPc83pwlLAujqzsEX8Y3hXgJ2ZtSyx8LoyV7Q2QoDBQnphCVS2SpPl6YkveZMaWwa95MgnzSzpoYkZ5a7kiRCiNyeJiDcsmVLUlJSlSpVFi1apHfAvHnz1qxZ4+Pjs2/fvpEjRz7bDIUQQojn3kF/+q0jS0XDSnzkQb9amBuRlsUBPz45zqVwhm5k0wsMr1fWE82fUsHA2jln0sTjttxiwj8kZ2KgoF1VatuTnsVBf+1vAW5HaUtc6KhbkZ/6Mn4r35xhdrsi1XMfUZ/fB/LSLjKyWeXFKi9tzPnI4LpsfQGlgjr21Hks90wRWRjRriqngllzjXc65OnSxIcRycSlsf46WSoaO1LJQvcOkSnEpKIAFyvdLiFE+fE0ZxeOHj0KTJkyxdhY/9Z7pVL5v//9Dzh06NCzTE4IIYT4F4hNY8zfZKkY3ZCL0xlRH3MjAFNDBtXh7FTGN0alZuI2whLLeq6iyO4l8udVvjnDIk+23GKvL2P+JjmTPjW58xonJ7FiEGuH0dkNwNoY70j6r9ceI9QxtiEuVsSkcjK4qE+f2px7s+lbS7vLVBMNKhTUtufYBLaNytm/+iw0m2wXnsQ3Jk+7gzmNKpGtZukFPj4G8FJLPZevuYoaWlbG2qQYJiOEKCFPs0J49epVwMMjnyKvAHTo0AHw9vZ+umkJIYQQ/xrfnyU6lcaOrB6i55CYkZJVg/GP5UwIX5zk535lMUXxJHxjmHOAHXfy7gtVoFbzQgM2DEeZ60TlrUiAlYN5Yz/ekXx2gq976t5QoaCjKxtv4h1J92pFnYajJXvGAgTEExyLjRl17TEt1hTvYxux9AKeofRaw5ZRNHPK6ZranNf38dExslQ0ddJTdCQ4noWnAKYV09FNIUQJeZpfH927dw+oXLlyAWOqVasGBAQEPN20hBBCiH+NDTcA5nvkmzLEUMmnXQE2e5Ot1j+mPMtQ8e5havyIzUIsvsDhG/qt51J4WU+rZOz2ofkytt9BoaBdFSY15X+NcbLU1ov3uo9/bJ7xiRkA7rYsHwTw83n9i4SaNbREfV2FqmaDhztNHYs5GgQMFGwdRW17AuJo9Ruj/ubPqxzyZ+01PO+hgCwVRkq+7qmbL/dOND3XEJVCGxcmP0lhDyFE6XuavzkSExMBR0fHAsY4ODgAOiUKhRBCiP+a2DR8Y1Aq6PtYae/cPNyxNCYimcA4bebG58X660zZkSdrSEome33Y60O3auwfrz9N5XPq3D1GbCIti27VWNo/53jeqL/ZdBMbU3yi6buOc1OxM9N2OVoQHE9gHMPrUd8B70j2+/FCfd07B8YBOJe/s3bOlpybysu72XiDTTfZdDNPr7kRKZn0W8fIBvStiZMlYYns9WWLN5kqatnxz+jynoFWCPE0AWFWVhZgYfHY2eFczMzMgJSUlKeblhBCCPHvEJkMYG2iPTeYHwMFjhYkZRCR/DwFhJ+d4MOjAAoFLZzoUQMLI65HsNeXxHSOBOC2iIA3Mf5XxITZaqbuIC2LkQ1YNyxPoKs5YrdsAPOPcjea+Udztv52dOVCGP/cYng92lXBO1L3PB4QmcKJIO3gcqiCKX8NZ2571l/nUjiJ6Vga09SJMY2oYcuMXWy9xfrrrL+ec4kCRjXglwHlup6KEELjaQJCS0vLuLi4lJQUG5t8U01rStKrVKqnn5oQQgjx/LM1A0hMJyO7oASSajXRqQD2ZvmOKXPhSSw5z+X7JKThakNdBz4+CuBkyZmpVMv7oeCVPfxygbAkPFZxdkqZzLeY7brLjQgczFkxSHfZMyUTwNmS1UNov4LfLvFxF22h+fGN+cGTDTeY2RoL45zBub17iPRs2rhQy64U3uMpNXemubOe9i0jOX+Pv25wJZykDKxMaOHMmEa00DdYCFEOPU1AaG1tHRUVMBQAACAASURBVBcXFxUVVUBAKIQQQgigohmVrQhL5FggvWrkO+xiOHFp2JjoKUtQHkSkMHAd58NyWk6HaL8wNSTgdT2n15b2w9yQ787iGcrxQDzcS2emJWjbbYAJTbF8LMm6syW3o/CPZWJTWlbmYhh7fHixCUBzZ0Y1ZMMNhm+iui2Qp6afWs1nJ1l5BaWCrx5LNvO8aO1Ca5eynoQQ4mk9TUDo4OAQHBy8e/fu+vUf2wL/mAIqT/To0eMpni6EEEI8RxQKhtdj8Xk+O0GP6nnyT+b2yXGAgXWKVIaulF0Io/Mq7SlBEwPcbVEqiE4hIhnUpGUxfCO7x+m58Nte/HGVqBTmHeHU5FKedfHTbPVsV0VPl4c7RwPZ7M3EprSrwsUwfHLtC102AO9Irj3QlhWpYIp/LGq4cI8fPDl3D+CrHni4lcJLCCGErqcJCGvUqHHp0qXXX3+9KIN79sz3911q9XOYSU0IIYR4Qm93YPllTgbzziG+7oHisZhw4Sl23cVQybxOZTG/AkWl4LGKtCwMFHzUhQ87a9vf3McP51AqUanZ48u0Xfw+QM/loxqw5AJX75fmlEuKZqun3rOg4xvzxUn2+LDHR8++UGsTTk6i0S8ExwOM3ZLnWitjfurLxKYlNW0hhCjY05zybtlSX/FRIYQQQuhTxZpfBwB8e4Z+67mcqx7DjQiGbeT9wwDf96ZuxbKZYQFG/01qFkoFpybnRINAQDyAq412XWvFZfxi9VzewQ0gNUtP13PH2RLQ/5o1bHmrHcC4rZwJgbz7QrPVzD9KcDyGSvrXorotRkqsTWjjwoed8Zkl0aAQoiw9zQrh3Llz586dW+xTEUIIIf6tXmyCSs1Lu9jnyz5fnC2pbMWDZEITAAyVfNeL11qX9Swfk5bFkQCAWa1pm3erpCZxaLaaQy9ivZDULHr8SXVbkjNwtaFHdUbUx86MtExAz6Lo88jDnd0+rL/Oq6309H7ajRsR7LyrzReqVHIpHLWay+H8fJ7rESjghz76rxVCiDJU3BVMhRBCCKHPxKZ0cOWjo+y6S3gS4UkA5kb0qcmCLjSsVNbz02flFdSgVPBNL92u+pXAm/uJXHuAuTGpWQTGaYvpnbvHZm/mHOCdjlx9AGD9WBaW59GYhnx0lDMhbLjB6Ia6vZoa7k1/5WYkwOx9eXodzFncj1ENSmmqQghRdBIQCiGEEKWklh3rh5Op4m404Yk4WlLbHpPyl0XmEc3u1ormeorLz2zFgmNkqmiznCwVgELBhuEoFEQks/46Z0L44Ig2iU5plte7E41PNGqoYUu9isW5OFnFmvc6Mf8ok7ZjasiQunl6VWo+PMrNSAwUjG3E7SiC4jE1pL4DQ+oyrpGe3KRCCFEeSEAohBBClCojJQ0caOBQ1vMoAk1mlMejQaCiOY0cuf6ALBWNHbn2AGDkwxWwV1ux7jov/oNKjQJ+6KfnDsUrLYsfPPn5PPcScxodLXipJXM7YKEvE8xTmNeJ6w/Y7M3QjfSszphG1KtIlgrPUFZe4VYUCviyB3PaF8/jhBCiFEhAKIQQQgj9NHXzYlL097rZcP0BwM0IIM9SZ0A8X59GpQZQKlCr8n1EUDxBcWSqcLSgvkO+ZTkKFhTPkA143QewNdVOOzCOB8ksOM7Gm2wfTW37p7mzDqWCv0bgdogfPTnoz0H/PL3Olizux/B6xfAgIYQoNRIQCiGEEEK/KS34/CRp2Wy7rbtDMiqFvT4owECp3TKakU2jXzA14F4S4Q+X6SqaE5XCai8+6ZrncrWazd4sPKWN4jScLZnRkjntn2xBLzaNXmu4G42zJd/0YmQDjB4mvNl6i7f2czuKHn9yYTqOFk/+I3iMgYIu7my6qa0hkVtNu+dj4VcIIXJ7mrITQgghhPgvqGaDqzXApG3awvSPHAskW02LyrzdQduiUnMjgovh2mjQ3Iif+/FjH4BDeVfSEjMYtolRf+N1H0Ml9SrS2BErY8KT+PhYTl6WIpp7gLvRVKvAxemMa6SNBgEDBS/U59IM6jsQksCsvU/xA9Djq9MMXE9wPE6WzGzNlz34sgejG2JmyMlg2izncEDxPEgIIUqHrBAKIYQQIl8rh9DzT+LSqbWYi9NwtNS2hyQAZKtYeBLA3ZYe1fGJIj0LB0tGNmB8I4Ar9wEC47gRQUY2DhY4WzJsI4f8MTPk/U683Ap7M4D0bLbd5p2D+MbQdTUXpuNmU/j0QhJY7YUC1g3PU/rvEQdzNoyg2a9svsnHXaj3bJUeN97kvUOo4c22fNYtT5H6kAQmbuNIACM2cWEaNe2e6UFCCFFqJCAUQgghRL66V2NeZz47QWgClb+nsxu9amCgYI8PwJVwUGBjwqXp2Jnqufx4EEB4Eo1+0bZoNpFam3DoRVpVzhlpYsCoBvSsTr91nLvHpG0cmVD49HbcIVtNV3faVcl3TKNKDKjN9jtsu029jnoGZKk4f4/7SSgVuFjTwln/UcbkTN7chxre68gX3XV7q1qzbzzd/+BkMHMOsG104ZMXQojyQAJCIYQQQhTk06642jBzDxnZHAvkWGCuPgUNK3F6ip5KgymZTNnBhhuaUbhXQKEgKoWoFABjg5y9nbnZmbF1FLUWczSQ40F4uBUytxsRAF3cCxnWxZ3td7QpcHJLyuDLU/x6kejUnEYnS2a3Y1Yb3Yogm28SnkQtOxZ0RS8jJcsH0WAp2+8QFF+kFU4hhChzcoZQCCGEEIWY1pzYd3m5FdVsMTfC2IAKptpltEW9tdFgSALb77L2Op6hqNSM+psNN7RlAD/ugv/r+M3ij6EAhkqiUuj2Bz4xep5V2Yr/NQbYeKPwicWnAdjoW5zMzdYMIC4tT+PtKFr8xucniU7FwZzObnR0xcaE+0m8fZAOKwhNyDN+vx/AhKb6Q1mN2vbaIHafb+GTF0KI8kBWCIUQQghROHNDluYtJ/jmfn7w5KVdvNyaL09ql/40DBRkqzFUkqWigikzW2vbb0cCjGxAUBynQ3jxH85M1lM7vkd1ll3iekThs3KwAHQjt8eFxAM4Wea0hCXS/U/CEqlWge96M6gOBgqAjGz+usHbB7kUTq81nJ2KjYn2ksA4gMaOhTyriROHAwiILXzyQghRHsgKoRBCCFHMTgUzez+dV1HzJ9qt4KVd7PZBrS7raRW3DzrjboNfLHP2a6NBpUJbxT5bDWjLUXzXCzsz7SWxaQDOlmx6AStjPEPZ56fnzvbmALGperp0aI4O7rqrrXmYnx13ANpVzWl5ZTdhiTSqxIXpDK2rjQYBYwMmNOHidFxtuBXF+4dzLtE8otBCiZqF04LnUzquR7DsEl+dZvF5Dvlr/3MIIYQOWSEUQgghik10KlO2s/1OTotfLJ6hLLtEuyqsHaatmf78SsniTiQJ6VS3o6p1nvCocSV610Sp4GLYw9ILahQKquV65YrmAGGJVLZianMWebLFm741dZ8SnAAQkoDzd2SrcbKgRw3eaZ+T4/SRfrWoYMrtKFZeYWpz/XPeeJMLYZgbMbiOtuXqA7bfwUjJphe0OU51VLVmzVA8VvP7JeZ10uYvdbXh/D1uRjKgdkE/Is2xRvcKBY0paccCmb1fm+L1kUoWzPfg5Zb6U+YIIf6zJCAUQgghikdYIp1W4R+LkZIXmzCwDhZGZGRzyJ/fL3M2lNa/c2RC4XsOy6c9Pry2h4A4Hi19GT4sSd+wEt6RXIvgWq5NnhZGqCA1k0F/Ef8OSiVAaxeAA36kZtGjOos88xSm11jlxbQdAAnpJKQDRCZzPYIfPXm1FT/1zTPY2oT3O/H2QWbtxcVaT2x5PIgZOwFmt6PSw8L0f3sDDKlL3fyrUHR2o0NVToew/Q4vtwToVYO/vVlzlTntc1YUdQTGcTRAO7isfHGSD4+iUmNqSGc33GyITeN4IBHJzNzDHh82jsDysSRAQoj/LAkIhRBCiGKgUjNiE/6x1LRj22gaOOR09avFW+15YRNnQxm8gesvP38fx/uvY0+uLCkKUD/cEapU8H0f6tlz0J9bkSRncjeaQ/6Mb8wb7aj/M0kZLDiuzczZoSpVrQlJYNFZulcHiMm7L3TuQb49o/26ph1tXQAC4jh/j0wVi89z5T4nJ+W55K12nA5m+x0GrOfFJkxvoQ3z/GL4/TIrr5Clomd1PvLIueRWJBQtN+npELwjtd+ObMB7h7gZyVeneL+TnvEqNS/tIj2bXjXKrA7h0gvMOwLwUks+75azWTdLxW+XePsge3wYv5Wto2SdUAihJQGhEEIIUQw23OBsKDYm7B+vZ1+oixV7xtHiN/xj+f4s8z303aK86riS0yEAzlbM92BqMwyVfHOWtw8AqNT0+ZPjk5jUVDt+yQUO+fMgmbr2tKrM+TD+vKYNCA2VfNmDcVuZf5SIZICEdNqvIFOFowX25vx5VXuTIfX4Z2TOHJIy6LeOk0GcCual3fzaP6dLqWDzSGbvZ8l5Vnux2kt3/pOasrS/9nCjhmbhsYi5SeMf5ia1MWFhD6bv5MOjZKt5t2OedKNRKUzfyX4/LIz4tlchdy4h9xKZcwDg+9682TZPl6GSV1rRyoWuq9l+h403GdOwTOYohCh3JCAUQgghisHKKwBvd8j3lGAFU77swcjNrLzyPAWE357ldDDAmEasH57TfjMCwNacjEySM+m7Tndf6NEAUjJ5oSHnwwhPyrlwbCNOh7D0Aj+eA4hO5Wyo7kPr2LN6cJ4WS2NOTKLrHxwL5PdLLPDIc57QSMnivrzYhJ/PczSAkASAylZ0ceellnRy1b1/pafNTTqtOX4xfHWa+Uf58yqjG1LVGsDrPn/dIC4NM0PWD6dRpULu/ETUas7d42Qw0SmYGVHTjv61qKAvmv3RU7sXVycafKRVZRZ0Zc4BFp6UgFAIoSUBoRBCCPGsstWcCAIY06igYYPqYGFEUDx+sdR4TrLLLDgKClo654kGQZtW1M6EbRNp/AtJGXxwjC+6AbR0pqYdvjF8dZomTgCZ2Xmu7ViVXy8WlIezRWU9le6BveOw+ZKMbD44xu8DdHtbVeaPIQBpWajBLP/POG2rsO46O+7wTod8x2Sr2e0DeXOTAl/2oJEjb+3HN4bPTuTpaubEbwNpWTnfez6FQ/68sY+bkXkaTQ15oy0fdsbcKE/7ttsAr7Yq6IbTmvP+Ya5HPE9/CIUQJUoCQiGEEOJZRSSTqcJIibtNQcNMDHCrgHckIfHPx2fxwwEkZQKsf0G3q5I5QHw6DR1o44JnKGuuagNChYLPujH6bz4/wYBaAGo1Rp+gAjNDXCvgG6ONBl2sSc/KKVmhUmNuSJaa9ddp7sxb7XQfampIJ1cOB3BIX7GK3MMKNrw+bx/kTAj/3GZoXf1jll7ANwYHcz3pYcY1YlAd9vhwIojAOIwNqGNP9+p0r1bMB/MWnuKDI6jUWBnTqwbVbEnK4Hggt6L48hT7fdk1VpsBFVCpCYiDxyJYHdYmNHDgyn18Y56PP4RCiJImAaEQQgjxrEwMALJUZKkxKjAkSMsCMDMqaEz5sfMugI0JtR6LHHrXZJUXUSmEJzG+MZ6hPMi1L3RUA44E8Nsltt8FTQYaNUBypjahC+BqzYXpVLIgOZPMbHqs4VIYjZ2Y0ISXd7PgGC82wcFc97mtXDgcQEzKM72XsyVvd2DBcSZvx8Gcjo/tKd3szVv7AT7rhoW+/1hWxoxqwKgGzzSNgi2/rK2COLM1n3bNs0f0cAATt3HlPoM3cHKSNgBOz9am+TEv7E+XhTFAckaJTFsI8dyRwvRCCCHEs7I1xc4MNVwMK2hYRDJBcSgVz83KTHgigJUJgErNjjtM3EbHlbT8jZVXtKUXRm6mvgOgW/c8JgXy2xSqBohNx9QIwMKICqYo1NqeGS1oVZnEDNZd03NptuYpz7wQ96EH/WsRl0bXP5iwjUP+3E8iPIlddxm+iVGbyVQxpiHTWzzrg55OeBJv7gf4uieL++qeGOxejdOTcbbkYhjfndU2mhlqh/nGFHRntRq/GAAX6+KfthDieSQBoRBCCPGsFAptsfLF5woatuQC2WraVtHWZy//NAt0yRmcDaXRLwzewB9XOR3CpXAO+JGtBjgVzDuHtePNPkexgErf0PI3/r6lDduMlDnvq4khnaxQKEhMp+OKnGdp6tf7RaNQML4xwCF/PVM6dw/AwUJP1xMxULB1FJOakq3iz6v0XIPzd1T+joF/sfUWCgVvtOXPoc/6lKf2ywWSMmhflbnt9Q9wtWFRH4Dvz+aE4h5uAH9dL+jORwMJT8LahGZOxThfIcRzTAJCIYQQohjMbodSwYYbbLypf4BnKF+dApiTz0f8cqhnTYDYNLquxjsSJ0ve68iWkRz8H38NZ8jD03cXQgHUDzfERqZwKVzbpVRwdiqRc4mcS/CbzO0AMKoBn3cDNdcj2PfwNOCMlgBRqRwNpJ4D6MsCmpDBmRCAPsVR9t3YgJWDOTeNKc1wscJAgZES9wq82orrL7Ood55KFaVsry/AjALXJ0fUp6I5ManaIBmY3Axg6QVuRem/JC2LuQcBxjXC2KDYZiuEeK5JQCiEEEIUgyaOzG6HGsZv5YuTpOfKq6lS8/tleq4hPZth9RhSp+xm+YQG18ZYCZCezcDa+LzGBx5Uq4CRkg6u/DOKsY+VLtDZy+lkhZsNQEVzqlprD1tmqnivI05WAF88TNTZvZp2QXLYRpIzAYwei1i6ryZLhYGST7oV2zu2qszyQYTOJms+GR8S8Do/99Nugi1DAbHwsIBHfgwUtHAG8I/VtgyqQ+8aJGfSew3ekbrjEzMYtpHL4TiY83GX4p6xEOK5JUllhBBCiOLxZQ/i0lh+mXlH+MGTnjWwNCYjmyMBBMcD9K3Jn0NRFGsiypJW3Y7bUQDp2TT+lcDYnIOBJgZk5Ip7FaDOdWzQ2ICqNvjFMGk7O8doGzX7Qi+HAwytxy8XuPYg5w6rhjBwPXFpjNsC5Dlp+SCJXmu59gDUzG6LXWE15Z93mrVWk8I+pmkGaAZrrB9Op1V4R9JsGaMaMLgubjbEpnHYn5VXiEzBzJANI7SVGIUQAgkIhRBCiOJioOD3gXRx591DhCawPtdRLltTPujM6221h+ieF3Fp2gQkwAHfnOU/TeyXnre64EstmdachHQ+OMqpYGrasnkkzZax6y4ng7XV4fvURKng/D2u3Ke5E0BKZs4d+tfis+58cFjbeNiffusBQuLxjtRWqhhcj697luArlxMu1tyN5k4U1SoUNEyTsrVqrvQwdmacmsyEf9h5lzXXWJM3MU9TJ1YPoYljCcxYCPHckoBQCCGEKE7jGjG6IefvceEe4Uk4mNPEiY6u2t2Sz5eTwWSqMDMiNVfYplSgfFhGQmfw0v4AtmYAaVnUd2BSU5ZdYv11bUDoaMGLTVjtxaRtjGwIYJD38Mr7HTkRzH4fgKhU9vrkdBkZ8GFnPuxczO/41G5GcsifB0kYKnG1YUBtnCyL7eY9qnM3mjXX6FMz3zHn7+ETg6mhbtkMW1N2jMEzlHXXORNCXBrmRtSryMgGDKtXzJUShRD/AhIQCiGEEMXMQEG7KrSrUtbzeGb3EgBSMwDau+IXw4NkVGoeFZiwMSFLpT3yFxqvbWziyM47hCQCDKrDskucDcm551c9OBLA1Qf4xwF5Eq5GJDPnAPt9UCp4sy03IvCLJUtFFWsG1uaVVlgal+jrFpXXfV7fx4mgPI1KBRObsrB78ezGnNGCXy+y8QbTmtPFXc+A9Gxe3wcwvrH+H0vbKrR9/v8ECiFKgQSEQgghhNBPe4ZNQevKnJ4MEJ7E+TAS0/EMZslFhtRlTgca/4JaTebDNcPX2/DZCTKz+fAoIxsAPEjOuWclC3aPpdcawpMA0rOZtRcjA25HcSSAtCwMFPzUl1dald5rRiRzwI/7SSgVuFjTqwa2+Z9R/OsGk7eTloWJAd2rU7ciWSo8Q7lwj5VXOOjHrrE0fuY9mY0dmdacZZcYvIE/hzI4byKi+HTGbsEzlIqSHkYI8cwkIBRCCCGEfjFp2i82jdR+4WzJ4NoAKRkAsWk0dKCWHXejyXp4pLCiOZ1cORnMFye1x9t06qrXr4jxww8gkcksPp/T1caFr3vS2a1EXudxoQm8fZBNN7U1FTWMlExpzqdd9ZSLPBrIhH/IVDG0Lov74WKV03X1ARO34XWf/uu5OB3HZ14n/LEvAXEc8GPIBrpV44X6VLMlKYPjgay9Rmwa1iZsHZVnDkII8RQkIBRCCCGEfgEP6xl4hmqrRyRmEBxPloqqNgCng8nI1ma5zFTlXLhtDFW+JzWTl3YDNKyU03U8kBf+JjIZ4NPuhCfgG0O2GldrJjXTHjUsHSeCGL6JqBQU0LIyDSuhUnMpjJuR/HqRPT7sGJMn/0p6NlN3kKlianN+G6CbLbaJI8cn4rEar/vMPVAMRe1NDNg9lvlH+e4sRwI4EpCnt1VlVg2hQVmXxxBC/AtIQCiEEEII/SIfbvWctRczQ36/zEG/nOSihkqiUxm0QVtUQ51rkc3OlKMT6bJKGyv+c4uqiwAS0klI145p6cIXx0nNVTLhj6v0r8W3vahtX6KvBeAdycC/SEinjQu/DqCpU07XyWBm7ORWFH3XcmF6zhLcFm/8Y3GxYnFf/bVDrE1YOZgWy1h7jYU9imHtzlDJF92Z1oJ11zgZTHQKZkbUtGNEffrVfM7qlwghyi0JCIUQQgihn2bfo4GCiGQGb9A22pigVJCSqY0M9/tq23XyhTZ1pIs7+3wBstWEJjzsUGNrjqUxF+8B1LCluTNAaALn7rHzLkcDWTtM99RcsXtpFwnpdHVn73jdBLCdXPGcSqdVXHvAW/vZMELbvscHYFIzTPP/9NTMiQ6unApmny9TmhXPVKtV4INyk1tVCPHvoyx8iBBCCCH+kwbUBh6er1MD1LRlbCOmNKdPTd24KPeJu5PBdFjBPl/MDPmoG80rU9GcCqZUq8DMNtiZEhKPqw17xuE7i00vsOkFzkzh1qt0r0ZSBqM2cyaEknMqmJPBWBixdpj+ciDWJqwdhoGCTTfxe7hvNjAOoGXlQm6uGeAfW8gwIYQoJ2SFUAghhBD69aqBsQEZ2QAD6nDQD99YfC/mDKhbkdAEkjIAIlNouxwzI/xiCEkAsDGhghkLjuSMj0vj5/MAtqacm6pbuK+2Pfv/x5i/2ezN1B1cexnDkvnF9fY7AC80oHL+uzobVaJ7dQ74seMOb7YFtNtfjQurJ6kZkJ5VyDAhhCgnJCAUQgghRL5sTbVFI9xsiHybowHciiIxnSrWdHClgikNl2pHZqs4d0/7tZUxbatwPIj4OBzMmdSM9lUxMcDrAfMOoYLYNGbvZ+0w3TrpBgqWD+J4ELei2HabEfVL5KV8Y4DCC0W2r8oBP3yitd+6WHMpnDtR9M2/WDxwKxKgivWzT1MIIUqDbBkVQgghhH63oniQrE1esuQ8LZahgHc68Fk3RtRn2UWq/5iTJCa3xAwOBZCRzQv18ZnFVz0YXIc+NXGzQQWuNpga8tcNPj+p51prEyY3g4freCUhJRPA3KiQYRZGOYOBHtUB1l7Lkz5Hx4NkDvkDdKv2zLMUQohSIQGhEEIIIfTzug/Q2Y22VQB8Yhi0AYNPMPoEh29YcuFh7UF9AZImampbFRuTnEbN0lzfmvwxBGDhSe4l6rm2fVUgZ2mu2DlbQhGO+WlODz7aVjq2ETYmXApn+RX949Vq3txHahZtXIqhNr0QQpQOCQiFEEIIoV9MKkAlc85OYeUQ7M0BVGqy1AAKRZ7MokYGZM5D/RErBuU0vrWftTdyvn20NDeyAV3dSc3iDy89z9VZmit2Hu4Af3ujyn+tLy2LHXdyBgP2ZnzcBeDV3fx8XnedMCmDyTv46wYmBizuV/xzFkKIEiIBoRBCCCH0szcDiEjGP4YZu4hOydOrVmsTkFa3B6hihaEhoD0W+Khm+otbci7JvTQ3thGg3WCpQ2dprtgNqYutKdcj+OVivmM+PUFYIu4V6Oqe0/hGW6a3IFPFa3tp8Rvfn2WvLzvvMu8ItRez2gtDJSsG06qwTKRCCFF+SFIZIYQQQuinqRB4JoQai3O1KlCo8+wSDY0HaPEwCtLsAm1flbkdmLgNNXT9k6MvwsPVtsMBxKRSzwHIVZ8wl003cwaXBFtTPu/OK7t5Yx8WRkxsmqdXrebbsyw8CbCot25a0WUDaFSJD45w5T5X7ufpqmnHbwPzBJBCCFH+SUAohBBCCP1q21PfAe9I7bf2ZoS9gbExwOv7+Omctj0jCxSMbKD91kgJkKliQhNe3UNyBqeDtV1NHGnhzKVw3j2kXSE0eqyKw5ZbHPLH1FA7oIS83JKr91l2iUnbWXGF/zWmYSXUcCmM1V7aSO/djgypq+fama0Z1ZD11znoR0QyhkpcbRhUhxH1Cy9KIYQQ5Y1sGdUVHh6uyMexY8ceHx8YGDht2jRXV1dTU9OqVatOmTLF31/f9pcSHiyEEEKUBJ8Y7RcebkS9rY0Ggb0+8HB3KAoA84e/ZK5mC3AxDKBLNYDM7Jwb/tAHAwW/X+btgwB3olEuQLEA40+p8zMv7+bFfwDmtsfNpuReC+CX/nzaFVNDTgUzYxcdVtJxJa/v48p97M1YOZiF3fO91sGc19uwayznp3FmChtGMLaRRINCiOeSrBDqSklJAXr37t2yZUudLjc3N52Ws2fP9unTJyEhoWvXrn379vX19V25cuXmzZv37NnTsWPHUhsshBBClISYjJxY7kQQk7czpz31HQDi0oE8iVWG/03a+wA9q2Ok5EYEJ4Ko78DuvNUjOrrydU/eOsCFMIBslbY9U8XdaO5GgYJu1fioS0m+GAAKBR90ZlIz/vBiny/3k1AqcLGmfy0mNcPWtMQnIIQQ5YEEhLoSExOB0aNHT5w4sdCRw4YNS0tL2717d79+2oRie/fuHTp06NChQ+/evWtra1sKdsOzswAAIABJREFUg4UQQogS0mu19os32vHjWVZ5scoLGxOUCuLSANTgXoEHyaRmkv4wKWgFU6a1YOkFpu3ETd+/V1tv5f9IBcCFeySmU6FUQjIXK97vxPudSuNZQghRDsmWUV0JCQmAvb19oSN//PHH+/fvz5kz51HMBvTt2/edd96Jior67rvvSmewEEIIUUL8HlbqW9SLKy8xvjE2JsSnE5uWk1Rm+xi61dC98NOu1LDlbjSHfAEMc33cmHuA08GgRgEvtaR3DVxtcLSgjQvzPfisG0oFiRl0WlXC71YW7kbz3mHaraDGT9RfQv/1LL9MWlZZT0sI8d8mAaGuqKgoihYQrl+/XqlUzpw5U6d95syZRkZG69atK53BQgghRAnJVOV83cSRNUOJfJt7s/GbRdQcbXvnlThZ6l5oZ8aecThbaeNGUwNe28ucAwxax7dnQYFCyW8D+aU/+8YT9Ab35+A5lQVdmNeJhd1BzY0IDgaUxjuWjiwVcw/ScClfnsIzFP9YbkWxx4dpO6m3hCP/ojcVQjx3JCDU9eDBA8DBwaHQYbdu3WrYsKGzs7NOl4ODQ4sWLQIDAx/lgCm5wUIIIUTJsTHRbTFSUtmK6rbYW9DYESA+nbVX9Fx7L5H7Sdqvk9L5+TzfnWWnr7Zl51imNtf/0Lc74GgJsPDEM79A+ZCpYsB6vj1Dpop+tVg7DM+pHJvI592oVoHAOHqvZf31sp6lEOK/SgJCXWFhYYChoWFqamoBw7y9vYH69evr7W3YsCFw69atkh4shBBClJxPuwCgZvTfenqvvqStMJGeDdrTfwDe0dRbQrc/tClnFnRj5VDme/BuRxpWAqhiTf+aBT23f22Aaw+K4RXKg7kH2O+HtQk7x7B7LOMa0cYFDzfe78Td15jRgiwVU3Zw9d/yvkKI54skldEVEhICVK9eHXBxcWnbtu24ceMGDx6sVOYJnjVxY8WKFfXeRLPjVDOmRAcXXVBQkI+PTxEH+/r6AurcyeOEEOL5F5LAmRBCE7Aypp4D7arkOdsmHje5OVN2goKNN1k6CDtj3QERc7H/BlU2KFCDYoHugI+6MD9XvpZjAYB2AbAAmkSmyZmFDCtb9xI57M+Dh3UIe9XA6rGfD+Adyc/nUcCWkfSorttrqOSX/kSn8rc3s/dz+MVSmLgQIl+aT7++vr6HDh0q4iW1atV6vBLB80UCQl3Tp0/v2bNnQkJCYGDglStXdu/evWXLltatW2/evNnV1fXRsOTkZMDOzk7vTTTtSUlJJT24iIKDg2vXrp2RkfFEV129evWJxgshRLl1IYzZ+zkVnKexginvduTNtlI+riCTmrLKC8D+S27PpE7ef536rkelyrU4mEtFM85Np3qFPI2WJgDJ6YU8NDoV9NWsLyeuPeC9w+z1IffvTU0NebUV8z2wzrvP9s+rZKsZXEdPNKihUPBdL7bd5kgAgXG4V9A/TAhRCry8vIDly5cvX768iJcYGxv7+vpWrVq1JOdVsiQg1NW+ffv27ds/+jYmJuazzz5btGhRt27drl27Zm5unnuwQqHv38CH7TorbCU3uFC2trbt2rXTLH4WRVxcXExMTFEy6wghRPn360Vm7SVThZGSTm7Ym6FS4xnKvUTePcSuu/wziormhd/nv2nlYA76E5oAauouxlBJXQdsTbkVSVRKzrCTUzFSsP0Osam0cMr3fGBTJw754x9XyEMP+gI4F7aQWCZ23GHMFlIyUSpo60LdimSp8AzFJ4bvzrLrLrvGUjNX2Hw8CGBMo4Lu6WpDR1eOBXI8SAJCIcqS5tOvnZ1dhQpF/V+xatWqRR9cPklAWAg7O7vvv/8eWLRo0ZIlS+bOnatpt7CwAKKjo/VepWm3srIq6cFFZGVldezYsaKP/+qrr959993n+lcdQgihsdmbV3ajhjEN+a53ToyhVrP2Oq/v5VQwwzZy6MWyXye8E82mm1wOJykDZ0uaOTOwdp7QoqyEvEmDpXhHAmSpuJH3qJsCzk6ljQtAm8qF3Gp2O749Q0Y2Hx1lQVf9Y+5GcykcYHSDZ515sTt3j1F/k5bFgNr80IcauaosHg9i+k7uRNN3HeemYmembQ9PBKheWP3gGrYcCyQssWTmLYQoGs1+wLfffvudd94p67mUHjk8USSvvPIKsGfPnkctmhSgMTExesdr2h+lCS25wUIIIQoQn87Lu1DDW+1YPzzPipNCwf8ac2YKFUw5GcwvF8tulpCUwfSdNFjC/KNsu80hf9ZcY/Z+6v7MjF0kPdl+/xJx8xVuv6ZbKV6pZERDVB9po8GicLakrQvAZyc5Faw9O/f5SeYfZcUVfGJIyqDjKtRgYcRHHsX8Fs8oS8WkbaRlMaoB20bniQYBDzdOT6a2Pb4xvHc4p93UECi82KBmgJn8ol4IUerkL54icXd3J28qF00WUE1G0MfdvHmTXJlCS26wEEKIAiy/THQqDSvxVU/9A+pW5NteTN3B16d5rTVK/bv1S1ZkCt3+4EYECuhbkz41MTUkNYu9Phzw47dLnA3hyISy39Rax47Y4viN+bbRVPuR1Cw6rwLQOQJhoCRbhQL+Go6ynP3WetttbkXhYM7yQRjoPTZpzuohtF/Bist80hVHC4AadtyJxjOUTq56LnnEMxSglpzVEEKUunL2d215pQkFbWxsHrU4OTnVrVv3+vXrmrqFuUVHR1+8eNHd3V2TqrREBwshhCjAjjsAr7XW//FdY0IT7MwIS9RuUyxlKjXDN3IjgirWnJzMnnHMasP0Frzehn3jOTYRFyuuR/DCZv41iZ8dLflzKAoFarQvZWKIiaE2Gs9WAYxpxMA6Bd0kKoVrD/C6T/iTJVl7JrvuAkxuhqW+bKIa7arQ2oVsNfseVlwcUBvg14tkqvK9audd/GIxN6Kre7HNVgghikgCwiLZt28f0KlTp9yN48aNy87OXrJkic7gn3/+OSMjY+zYsaUzWAghRH7uRgO0K/BAtKGSVpUBbkeVxpR0rL/OyWCsTTj8Ih0em2dnNw69iJUxxwLZcLMMplcSIlOYcwC1GitjDAwA0rNIz0KlBrAwBth0k0P+eq5Vqdlwgw4rcfyWJr/SbBmVv6Ppryy9QEZ2ic/cNwagbZVChrWrAuDzMBXAi01wscI/ltf26I/qQxJ4ZTfA620wNyq22QohRBFJQJjH6dOnH6/osG3btjlz5lhYWMyaNSt3+6xZs5ycnL7++uu9e/c+aty3b9/ChQsrVqw4Z86c0hkshBAiP8kZQOEfsjVBSHJZHNVbcgFgXidq57NXsG5F3usEsOR86c2qRH1whKB46tgT/CYZ81g/gpmtmdKM73sTOZfEd5ncjCwVM3bpxnjRqfRaw5gtnAnBUEl1W6rbYm7E1Qe8uodWvxNQWPLSZ6Q55mdS2GkbzaHB1IeHBi2MWDEYAwXLLjFkI0HxeQZvvUXr3wlNoKkT8zoX+5SFEKJwcoYwh0qlGjZsWEJCQvPmzatXr25paRkbG3v+/PmAgAA7O7uNGzfqFJ20trb+559/+vTp069fv27dutWqVcvHx+fIkSNWVlZbt261tbUtncFCCCHy42xFYjT+sbr5P3T4xQC4WJfOpHLEpXEuFAVMaFrQsAlNmHeYs6EkpOvWuHvuRKey8goKWD1Em6JmTAPG5M0murgv+33xj2XDTbq5k6XCwQKlgr5ruRCGtQkfd2FyM2xMAFKz2HiD9w5z7QFdV3NhOg4ldtjS2QrC8Ymmb82ChmnWpV1ypQPvXYM/hzJlBzvusPsuHVypaUdaFqeDtfFhc2d2jsFClgeFEGVBVghzKJXKP/74Y/z48fHx8Tt27Fi+fPnBgwednJw++eST27dv9+jR4/FL2rZt6+XlNXXqVB8fn1WrVt25c2fSpEleXl46m0tLerAQQgi9PNwANhW42fJ2FNceYKjUs2OzpN1LRA0VzbXZR/JT2Qp7c1Rq7j3/NQn2+5KlokXlgjZemhvRqybA5G1UXUS1H7FeSO3FXAjDwRzPqbzZVhsNAmaGTGzK5RnUsSconld3l+Dku7oDbCzwj1NMKgf9AbpWy9M+thHnp9GzOtlqTgSx8grrrxMUj6Ux8z04OYnKT1ZPSgghio2sEObRp0+fPn36PNEl7u7uv//+e5kPFkII8bgJTfn9Mqu9mNGClvpK5KnUvL4PNQysnVM4rtRo0qioipAtRjOmTJKgFi/NMbxW+ZcrzFTxxj5WXwHIVmNqiIGC5ExCEwCcrfQvADpbsukFmi/jb29uRNCwUknMnbGNmH+UMyH8dYMxDfWPefcQSRm0qkwzJ92uRpU48D8C4jgWSEQyJgZUs6VXDSk1IYQoY7JCKIQQ4l+rQ1WG1SNLxeANepKIpmUxfScH/DAz5PPuZTC9KtYYKIhJ1UY7+QmOJyYVIyVVSn1Ta7Er+BieWs3YLSy9gEIBUNue1Hkkvc+i3gBKBdce4LGahHQ91zZ2ZEhd1LD1VgnNHSdL3ukIMHk7667r9mZkM3s/v1/GUMl3vfO9SbUKTGrKOx14oy2D60g0KIQoexIQCiGE+DdbOZjGjoQl0nY5U3ew349L4VwI48dzNFjKiisYKlk9hHoVy2BuVsZ0cEUNyy8XNOz3ywCd3P4NZ8w0GyMfZeDUsfQif3tjasgrrQBq2mnbNXtlJzalqjXekczaq//yHtUBvO4X64zzmteJUQ1Iy2L8Vrr9wSovPEM5Fcy3Z2iwlEWeKBX81LeQkoNCCFGuyC+mhBBC/JvZmHBqMtN3suEGK66w4kqeXhcrVg2hZ9nVdn2zLSeC+OYMQ+rS9LFNhoDXfb49A/BG21KeWonoVg3gSAAPknVPTqZn88lxgG96as/pdXt4DC8mFaCWHdOa02Ela67xTkc9Mby9ec7gEqJUsH44DSrxxUmOBnI0ME+vsyW/DGBwgRUUhRCivJEVQiGEEP9yVsb8NZxTk3m1Fc2ccDCnui39a/FzP+6+VpbRIDCkLkPqkpJJzzXs9tHt3XGHHn+SlsXwegysXRbzK271HWhbhdQs3tyn23XQj4hkqlpjZcKpYMwMc87pac4NhifRtgqD6qBS89djOzaB8ESASgVm6Hl2SgUfdub2TD7yoH1VatpRtyK9amj/OEk0KIR47sgKoRBCiP+EDlXLII9ofiJTSEzH0piK5qweQp+1eIYyYD1tq9C7BmZGpGay15fz9wDaV2XVkLKecfH5thddVvPXDezN+a4Xxgbads0hz5r22irtb3fISbzZygVgrw+LetO/Fttu6zkRCtqIurVLCb8AAG42fNyFj7uUxrOEEKJESUAohBBClJKIZL4/y8abBD4soe5ixcgGrB/O8sv8dA7PUDxDc8ZbGvN6Gz70wMRA7/2eSx2q8nM/XtnNz+fZ68P0FjR3BjgZDHA0AGBEfeZ75FzSuwa2pvjEsMoLZyuAyGTd2x4J4IAfhkqG1y+NtxBCiH8NCQiFEEKI0rDtNi/+Q2IGgAIqmBKfzr1EFnny60V+HUDobHbe4fw97ifhbEUbF/rXzim4V36kZpGWRQUTbS7QpzCjBVWsmbETv1jeOZSny0DBB52Z75GnxoalMe914u2DzNrLa60B1LDKC5UaRwu6uBMQx/itAFObU63CU85KCCH+myQgFEIIIUrcttsM34RKTbsqfNyFTm6YGZKezZkQPj3O0UAmbGPVYCY2ZXzjsp5rPgLiWHSWrbe0OT8NFHR2Y3IzxjZ6mgKJ/Wtx5zXWX+eQP3eiSM/G1BCv+7hV4CMPPaHm7HYcD2S3D1+dAbgYxuTt2i5DJUCWiubOfNvr6V9QCCH+myQgFEIIIUpWRDITtqFSM74xqwZrAxjAxICu7ni4MWsvSy7w8m66uOP+5AtcnqHs9yM+nYrmjKhHbftinT0AP55j7gEyVTkt2Wptms2lF9g8Eher/C/Oh4UR05ozrbn226QMXL7HP5aNNxn9WNl3AwVf9+R4EEkZul1ZKgATQ77u+W+ozCGEEKVMAkIhhBBCP5WKtw6w/gaRyagBMDfCw50Vg3C2fIL7fHOGhHRaVWZlrmjwEU3luttRHA7gsxMsH/QEd/7Bk/nHSEyDh0tq8w7jaMGvAxhS9wnuU7CvT2s3dnZx5612dHbDwhj/WP725gdPzobSdjnnpz3Zz+Rxlsa815H3DjN9J+4VaFslT290Kv3WaaNBOzOysknIADAzpJEjMSn4xjJyM+em5lQvFEIIURRSdkIIIYTQ40IYtl/xwzkiHkaDQEome32o8j1fnX6CW22+CTDfA6N8/tVVKljQFeCf29r1rkJlqWi3nDf3kZgOCsyMsDPDWAnwIJmhGxn/zxPMsACngnnvMMAX3Tk6gQG1sTbBQEEtO97ryJUZNKxEaAJjtxTDs+Z2oHcNEjPo8ScfHyM4Xtsem8bA9QTFA7hYcetV4t8j/C1CZ5P0PuemcvVlOrsRk8rUHcUwDSGE+E+RFUIhhBBC17kwOiwnW40COrrycmtaVyY0nhVebLxBRjbvHiIqhW96Fn6r6FSC4lEq6FmjoGHtqmBtQkwqAXHUKsIaV6eVeN4DaFSJtcNo7Kht3+fHpG3cT2LdNSwMWTaw8FsVbO5BVGpeasl7HfX0VrZi91gaLOVYIDvvPk2xRK/7BMWTmY2jJa1d2DKKsVvYcYcFx1lwHGdLDJTcT9LGyfUqsnOsttKgU64FSXMjNo6g1mKOB3EiiM5uT/euQgjxXyQBoRBCiP+Eqw9Yc5UTQUSnYmpILTuG1WN0w5w6eI9kqeixmmw1pgYcnZizd7GGLR7u/NyPlsvwieHbMwysQ2fXQp4bnQJgbVJI6QilAgdzEtKJSik8IFx2SRsNvtyapf3ydPWpQfhbdFrFqWB+u8zLrWnqqPceRRIQh2cohko+8sh3jKsN01vw/Vn+uv4EAWG2muWXWXhSu+6nYW3CpKasGMTxIH705HQI4Uk5vXUqcu1lPXtuNZwsGd2Q5ZfZcUcCQiGEeAKyZVQIIcS/XGIG47bS7Fe+O8uFMPxj8Y5k+x0mbKPWYg76646fe4CkTBSKPNHgI9bG3HiVCqYAk4qwLdPODCAhnbSsgoap1ESmAFQ0L/yeH/yfvbsMj+raGjj+n5lM3ImQAIGgwYJDcYfiUrRIhbZUqXvfursblGKF4u5S3C2BkECEECEJcdeZ836YEyYTEoLLZf0+3Cecvc85e4b7AKtr77W2AQR6l48GL9rxEG62AI+vrHjCFTp8HuC+mhbpuEuZzisejL/Sx6bm028uT67hXCYOejrVonttfBzJKuSHA7T4nVrO7HyEC68S/BRHp/JYK4BRjSuNBk061QI4nXqlyxBCCIFkCIUQQtzJ4rNJykGvo6azGuFcrZwius4kKAmdhpGNeaAJ/q7kFrMjmhlHiclk4D8seIBRZbqZ/3MCoHvtCqJBE2stPw1k0jKiMriQh9dlQzgPe2q7cC6TLVEMrjyBti+OrELc7apuo3c2k5Q8gB/vr3SOVstz7flwJ8cTq3ja5V3IBaquFuPrZJ5cpUIDQ+azLw4XGz7pzaOtsLMCMCpsj+a1zRxJoP889j9Go2pUswPUkjn2VVUQNZUYvbQMqRBCiMuQDKEQQog7TpGB7/fT+BdqfkubPwn8Dc8v6T2HLZdk86r09FqCkvC0Z88UFo1mbFPa16BnHd7vQcQ0xjWjxMgjK4lKN99iCree63C5x05sjpUGSgvGXN7opgAf7Ki0YIyi8O5/ACMCqkiCATujAay0dK9zuWlPtwMoUbiQV/UKK+NiA5BeUMU007ZYN7sreuanu9gXh6c9+x7jmXZqNAhoNfTyZ+cj9PIno4DJy1FKi/l4OwAWv0cVikyHKwhfhRBClCUBoRBCiDvL2QzaTefFjYSloNdSy5nqjhgUtp2l71ymrKLQcKWP2hfHvGD0WtY8SIca5UdtrZg3kr51ySlS2yoAGQVqTdEOvlU83NEaSoOQy3ulE07WHD7P02sxKOVHFYU3trLtLDY63u5W9dOScoCq40bv0rgoPvOy8y6ruTfAvlhyiy83zRSoN/eq+oE5RXy9F2D6UBp7VDDBVB7G2YaD8awNVy+azgSuOXO5bbeKwpJTQBVxshBCiHJky6gQQojbKT6brVEk5WKlpZYzgdXpNYv4bKo78kEPxjXD2QbgbAY/HuDng8w8RnoBz7Rl+zmSc7HWUceV4QHUdavg4bOOo8DDLWl/STRootPw00Aa/8yKMNLycbfD2VodOp9DDefLrdwUl17JkT9vB2aPYNQiph8lJJkPe9KjDjoNRoU9sby/nW1nAf4YUvV+UVA/aWEJJcbLhYXHk9QfGnlW/czKtPAmwIOwFH4+yOudK56TU8TPBwHGXtJN/lKbIskrpoE7QyvfPethzyMt+eEAK8LUTbY9/fF35WwGX+7h3UrK2/xzgqMJONtY7P4VQghRJQkIhRBC3B6R6byyiVWnMZZJmmk1GBWaerF5ksXeP39XvuvP4IYM/IfloSwPtXjUK5sYHsA3/csHVDuioXTHZmUaVSPQm6Ak9sQypCFaLbZWFJQwN4h2lScJz2aSXwLQq84VfdgRASwdw+Tl7I2lzxwc9Hg7kpxLdhGArRV/DmFS4BU9amBDNBoUhZ8O8uJ9lU77dCeAgzX21/dX/fs9GLeEd/+juRcDG5QfzS9h/FIScmhYjfFXEBCGpgD0qINGc7lpPf354YA6GdBr+bwPY5fwwQ6cbHihQ/nbF4XwxGqAt7qWHjsUQghxZWTLqBBCiNtgfQSt/2BFGMB9NXmkJZMCqemsBod5xWQXVnDX1iiKDABaDZMC+bgX73Sjlz8aDcvDaD+9fKFLU9OCCpOHZdVzB4jPUn9pSifOPHa5HvEPLQOw11daeOZSwwMIe5an2+HjSG4xUelkF+HlwJRWhD17pdEgYG9F42oA720nr5ItlJHpLAsF6H/Z5odXYmxTJgVSZGDoAl7eRHy2et2gsD6C9tNZcwYHPQseqHoXK6i/rU42VUxzsgbIKvP/gTFNea0zRoWXNtJ5JnOCCEkmLIUlpxg0n7FLyC9hbFNe63Qtn1EIIe5lkiEUQghxc6Xls+AkGyNIysVGR8Nq1HHj053kl9CjDr8NIqD0LNmz6/jlEC62nE1nwD8cfNwi2zMniM92AzhYk1vE5Bb0qasOhaUwYRlHExi5kGNP4lm6jdNeT1YhuVWVnTRNcCjdLDpjGI1+JLeYNn9y7Am0l8Q5H+xgVwzASx2v7qvwdeKXgfwykPPZJOTg7YCvE9rL5soq9M8oWv9BdiGNfuLY1PLbViPTaf07BgVrHbOHX/XDLzVjKPZ6/jjCt/v4bh/13XGw5lyGWmzG24GlY2ntc0WPMvWUj8uqYpqpOaGplsxFX/ShjiuvbWZfHPviLIb0Wl7rzIc9q0g8CiGEuJRkCIUQQtxEfx2jwU88u47VZzgYz64Y/jrG/20jv4QufmyeZI4GgaAkgG/7E+BBVDpvbDEPpeXz4kaAj3oyvBFg0VAhwIP/HiLQm/hs3t5qvt6wGsB+y+ChnBIjh84D1C9tB9/AjTe6AgQnUet7NY1pEp5Oj1m8vx2ggTsf9bya76IMXyfa+FDT+VqiQaClN5/1BojLwucbxi5hUyRnM1lyin5zafgTWUVoYOV4tfLNdbLW8ftgNk6kcy2A8DSOJ5JegLsdL9xHyDPq9SthahW4MaKK5hCmLcGd/cpff6otZ57j3e609sHLAQ97mnryckdCnuHjXtf4ZQohxD1OMoRCCCFullc28c0+gGZeTG5BHVeAJadYFAKwN5a/jjG1jXm+qXtBPTdmD+e+Gfx9jI96qi3RZweRlk9rH97uyiubobQ5xEXONvw1lPbT+fs4X/RVmxYObcTOc/x0kCmt0VUSLcw6Tlo+Po4WZUg/7UVqLn8e5Xw2Ixai12JnRZHRXOWyvjsHH7/e7+d6vN4ZV1ueXUeJkUUh6ld6kZ0VayfQs86NfGO/evSrx/lsotIpKKGaPc29rmibaFkdatDYg9AUPt3Fp70rnrMrhjVnsNIysaJttD6OfNCDD3pc7fKFEEJUTDKEQgghboqZx/hmHzoN0zrQ1pfv9zN+CQ+vUFsUNPHEqPDsOnaeM99SzR4gKYf2NehQUz2lZrIxAmBKKzQate+CXsfRBMLT1FOFQFtfWlanxGhuV/hYa6rZcfICr22ueJGnU3l1M8Brncvnl/4Ywt/DsdEBFBvJKlKjQa2GR9sQ/hyuttf3BV23qW1IepXhATiWdmzXQDU7prYl680bHA1e5OtEFz/61KVV9auOBgGNhs/7AHy+m+/2VzBhbyyjFqHA461p4F7BBCGEEDeWZAiFEELceNlF6obPtjX4+aC5jmheMXnFAGdSaeXDsQRe3Mjhx9WjX6192B3D2nDGNOW+muyPIyJNvTE6AyDQm6wiVpwG+HgnH+8EsLOiRx1e70L32rSozrFEzpb2BnSx4ddBjFvCt/tIyOab/ubKpYrCvBM8v56MArr6qW3cy1oYwuOrKqgrY1SYeYSSkhtzPO86uduyfOztXsRVGtqIt7ry6S5e2sjKMJ5tT8da6LWEpTA3mFnHKTHSqRbf9r/dCxVCiHuDBIRCCCGuQpGROceJSAeo78bkllhXlCZaFkpyHg56DsSpFUEfbqluGb1/HuFplBg5loC1jqMJHIhXa3WObcqPB1hwgje7YGcFqNEjqCFlXBajFqk1YKx1OOhRIKOA9RGsjzAHdWX7WIxpSlo+09az4CRLTtHFj7pu5Baz65xaMLOLH8vHYa2zWP+SU4xfggJWWh5qwXs9qOVMQQk/H+LTXaTnMyeInCKWjrkx3+rdYl8cGyIITSa7iJrOdK7F4IZX1ImxnE964evEa5vZcY4d58qPTgrk98HYyr9QhBDilpA/boUQQlyRlDzGLeG/s5TNmU1dTU9//h1VPiowbdrMLcbZhqVjzOVAgcaehKcxvhmLQtTdnltubfZ3AAAgAElEQVSi1ICwUy2GNmLVaYYsoL4bgK+TepefC+FpPLqK/GKAR1vxw/1qxZSINL7bz++H+fWQuum0lovFYp5sSxtfXtrI7hj+i+a/aPW6qy2vd+aljuWjwbwSHlyKAu52BD9pbk9va8UrHXmpA33nse0sy0JZfIrR90Yb9Kh0Hl/NtrMWF2ccxdmGd7vz0n1XXd7zmXYMa8QPB1gZxrlMig14O9KnLlPb0OWSWjJCCCFuHjlDKIQQomo7oqn1HVvPYgSNBhcbXGzQaDDC1rPU+k5tAX/RxU2bfw21iAaBXv4AUem830O9ElumCcFfQ6nrRkQaGyMBmnmr15t6AeQXg8LwAP4aaq6fWd+dXwayajxWWlJz0VL+jUATT/rUxdcJSpOHei2da9G7bvloEJi6imIjVlpOPm2OBi/Satk6GX83gGnrK/m+/rccjKf9dLadxc6KyS34bRB/DOaTXrTwJquQVzYxfikGpernlFPTma/6cuY5Ct/B+B4JLzN3hESDQghxq0mGUAghRHkxmawN53QKCtRzo7EHA+dTYkSn4el2fNlX3c5XUMJrm/n1EAUl9JlLyNNqmwcgJR+goTujLkmgjW/GO9s4EM+TbXGyJruI+CyiM7DS4umAhz07H6Hl72oR0YHzcLSm2EBhaeWYjn4sHFXBmvvVw9eJmEzs9OY+hCbHEhnxr9rajtJEVrGRteGsC+fNrnzUk4wCDp0nLgsXG1aeBhjc0Hzg8FLTh9BnDok5RKZTr6rG91foQDwLT3IwnoQcfBzpUJNxzWjne2Mefs0Scxj2L6n5dK7F/AfwK5N9fbMLM44xbT0LQ6jnzie9bt8qhRBCXCsJCIUQQpidTuW1zaw+zaX5Hr2Ow48T6G2+YmvFjwN4rDXtp1NoYMA8Ip9Xh0oMANWdLnkKeDnwZhfe3saTa9DrANaF4/8DgJ0VfevhbENKHloNAR6EJqsN66y0an2XQ/H8cohpHSzaSCTk8NByYjLRQG4x++PUfndASDLd/q60650Cn+5ifjCxWeVzXHXdUJRKd0L29sdaR5GBVad58b6K51y5+GymrFSToiZR6eyJ5dt93F+fv4aat87eeh/sIDGHQG82TsJBbzGk0fB4a5xtGLeEr/fyaKsbFhsLIYS4ZSQgFEIIodoUyejFZBVio6N/fRp7AOyLUztDaBTCUqhmx4xjagf5QG8eb0WgN/NH8cBCojLYepbe/gC2eoCgRLKLcLqkN/qbXTh8nuVhat5PATs9BiP5Jaw6rc75rj/TOpBTRHIeei1DF3AsgQENWB/BSxuZfoRxzWhQjYIS9sby70lyinCypkV1dsdwPFENCA0KIxeq0WB1B97twZimVLPDqLA3li/3sPoMQHQmGmjjg5sdhSXsigH4dh9R6cwbWT4KusheT5GBmIzr/doj0uj2Nwk52FnxaCvur4+tFfklrA/n7+NsiKDddHY+cntirbxiZh8H+HVQpd/D2KbMCWJdODOO8lklrQWFEELcsSQgFEIIARCSzAOLyCmitz8zhqoVQYFB/wBqNmzcEovM4fJQPthOA3eWjMHDnpQ8vt2rBoS1nQm5QGYhz67j10F8u49loaTlo9dS142hjQm9YPH2/GLK2RRJdiG7YjiXiY2O8DTQ8GZXhgXw1lZCU3hvu8X8jjWZPpSfD7I7xtyzfuFJzqQCNPZg20Nqj3tAq6GLHxdyWXMGBVCo7cbhJ9RRzQcA1lasCGPiMpaOKd+i0MTUlrCGSwVDV67IwLB/ScihhTfLx+Hvah4a0pCXOjJoPmdSGf4vR6eiv+UH/3fFkF9CA3c617rctEdasi6cTZESEAohxN1HAkIhhBAA09aTU0TfuqybYNFw/EwaQKNqnExGUQDs9FSzA0jNI7+E8DRa/UFTL1LyOJ2q3tXEi3URaGFOEPOCLAqTRqazubRxvE6DQaG+O4CVllrODG1EDWfGLGZtOGvDyy9yxL/MGUHkNOYEMyeIlFz0Ouq78UpnetUx96z3dFDnf78fwFbHpknmaNAks5AnVqNAY09Ck4nO4EyqegbSUU9OMd382B3DijDmn2BiYPmV7I9TA8KB9a/iS77U74c5lYyPIxsmll8hUN+drZNp+ycnLzD9SAXNEm+2mEworehzGc28AM5dd7JUCCHErScBoRBCCIKS1BqSfw2jyMDcYNac4Xw2RoW4LICTF1BAAwqsHq+mAYG/j/PMWvJLOJkEkFPM3ji00KsuX+9VbzBFg842amuK89lqKAUYFPRadj1ijoUMCqMXqccF9Tp+G0htV4C3t3EwntR8hizAy4HEHPPiI9LYepaRjfl1MP+dBVgRxrJQbK04lgQwrhk1LykW+vthUvNp7sXGSdT4BkVhc5QaEPasy+rT7IjmzW58uJ1PdlUQED6yAsDVliae1/61AzOPAbzfo4Jo0KSmM+/14Om1/HAABXVnbLsatPW56k4P18D0BmNVFURNEyrMowohhLjDSUAohBCCdeEAgxpyLIFn1qlBYFkK2OoY15xZx1kXbg4IH2nJkIb4f09OMUBSDp3/UodM2T/AXk9eMVmFZBWaH6jVqFFE33oWsdAH21kehr0eB2uSc6nuZO4h0XeuepcpGrS1wl4PCukFFBtZGMLSUDWS3FSmOguwO5ZjibSqbnFxZRjAC/fh44i7Pal5HE9Qh2YOpfrXFBv58xB2VoSlcDqVRtXM9z64lLBUUHi1MwtDyCzAXk9TL4tXRKVzMJ6sQhysae5lUYznorR8gpLQaRjTtILRi0xx1plUnl1nvtioGl/0ZVijy914/Uw7h4OTqphmOlPqLxVlhBDiLiQBoRBCCKLSAQpKGP4vCvi78nBLWvug0fDCBiLSAAoMJOcCRKZZ3JtbVHFq6GLRzjquvN2NCzlEpaPTsimSU8k425BRALAv1nxLXBZf7QX4ayg/HCQ5lyELUIygQa/F1sqcWgzwIPQZ9eeCEp5aw6wgNRpsUI1HW1LHFY2G8UtQICKNLjNZMY6+ZfoThqYAdK0NF1tRlH4KD3t+G8wTq0nMVdv1Hk5QA8L5J/i/bURlALja8fZWi4/cwJ03u9LAnde3sDfWYqiJJ5/0YniAxcX4bABPB1xtK/gCgSIDU1YxL1j9ZS9/6rsTn8X2aE6nMvxfpnXgu/43MTXXxQ9Ha6Iz2Bxl8e2VM/0IQP96N2sZQgghbh4JCIUQQlBsAFgbjgIvd+ST3tiUtmv/fLcaEGo06qG+iDSe3wBQ3502vvSbS25pU4fm3gQ/CTByIcvD1IunkpmwlPruaropPBUgo4B67kSmkV7AsjBGBgDMP0FBCR1r8sIGknIBFEWN04qNFJeeRNRAWApHE2ldHSAui1Mp5s9Sx4U3uqg/P7KC/BJ8nTmfxfglBD1FDSf1sdmFAI7WJOeRmq8u/qLHW1Ns4Ln1ahpz4lIeXo7BaFFTJ6MAOyu618HJmmIju84RnsajK9WNtToN7WtQ05nkPPbHcSqZEQuZ2oafB5qPaJq+5ItR7qWeXce8YKx1aKDQwB+D1fOWOUV8vJOv9vLjAZxt+KhnpU+4TrZWPNmWr/fyzFoOPl5x4DrjKP9FY69natubtQwhhBA3jwSEQgghqOEMoCg81Zav+1kMJZSe1lNKg6GQZEKSK35ObqF5DlDXjbPpKGClJSJNDSxNRjVh1nDq/0hiDn8dUQPC/6IBjiaY29D3rcvEFmjg673mjYumhXSYjpM1CmqmEfBzISaTLVHkFOFoDRDgwbFE0vJo68vh87yxhbkjADQavB05n825DGYHqx+tn2UG7Ol2DGhI05/JLwHU9CPgYktmARp4rgMf9DDHSMVGxi5heaiaYt3zKD6lzQOzCvl8N1/u4Y8jWOv4cYB6vZYLNjoyCghPo4F7+S9z21mmH0Wn4aeBTF2NnRW1SiuaOlrzeR+aejF5OZ/tYkxTmldV9+WavdON5aGEp9F9FvMfoGmZM5PFRr7bx9vbAD7ppQbbQggh7i63vIK1EEKIO4+p3IsG3ulmvnjyAofPU1AMCjZl/vthNXsebaluy7zI2pTsKg3kTI0fBtTntS4AJUbmj2LWcOaOYFIggF6Lg14t4hJbemTRdHax0IBWo3Yy3BzFQ8uZvFyNBp1tQFEjwhIj6QVkFKiv7lyLs9PQaVDgl0PqA59rD1BQQm4xGvj3JGn56lAXP4D3d/D7IYA6rgR4lP9a8ovIL8Fax+oHmTuSNQ9y9AkKigG+v58f7rfImMVlsfYMgE7L2Qz2xZmHnG34tDeLx6DV8NNBta8jYGdF77oAPx245LcEPt8N8Gx7ghIB+tQ1p21NJgUyrhkGhS/3VHD7jeJiw4px+DoRnETL3xm6gM9288UeXt1Mo594fQslRp5uxwv33cQ1CCGEuHkkIBRCCEFyHoACH+1kwjL0H6H5gOa/0W468dmgKU3ZKQCpecw8zszjRJdpM2BKoBUZGL+UB5eSZ+orqOHz3mrpl2Wh+LlQy4VRTQAWn+LEBfXw28V9mPmlmyd1GjXuwnyyDyCrEAcb9dLbXYl6nriXaOEN8FwHtFq1muiBeHX+xBZqkdLQZPQ6SoxqJ3qjQltfgI0R6swv+5b/ThSFlzYCDGvE4AZMbM6gBswKotBA/3pM61B+/ld7KDLQvx7vdIXScK6sEQE81Rbgo53miy93BPj1UPlCOJmFar60tS9/HAZ4pVP5B4Iahq0+bT6xeTM08+LwE0xojlFh9Rne2sobW/h6L2czqOXM38P4ZeBNfLsQQoibSraMCiGE4HwWgEbD74crmWGKNzTq/5SNPtrVQKdlfyxASh7/njQPzTnOmCZUsyOvmCUhLAlRrztZk13EAwvJLgbwK+0JkVGavjMdFwzwZP4IWvkAWH2oxjwXzyv+eZTpR7GzUouOmkJBBz1AVukmUr2WxaPpNpMCA0UGgIdXMG09+cXmE4nAA40Z3cTi4xYbeWEDGyNx0PNpmWbrq04DFWfDTGcmX+lEKx8+2cXh8yTk4GPZTOLVzvx6iO3RpBfgZgvQy5+HWzLrOMP+5cu+PNVWPWF4LoMSI842PLEKg8JjrelWu4KXtvNFryWzkAu55d91Y/k4Mm8kn/VhRRgnL5BdSE1netellz96+W/LQghxN5OAUAghBHrTXkTTbkwNGqhmR00XgOh0MgotJg9txIpxAJ5fkpKPvZ6d0erQgIYMqIei8PthQlPILqLHLHMs2cwLg0J4KtlFAOGlRwofKG26kFdsfst9tdj9CLrS/KCdnpwi2vly6Lx6xVTy9KIh85kxlAu5gLpyk3a+bJrMA4vM87MsPw6wIYI3t/JAY9ztMCjsjuHrvZxKRqvhr2HUd8eokFmIjZXae71jrfJPyCwkMQcNdPHD1oqG1TiVzOmU8kFabRdquRCTSUQa7XzVi78PJqeIJaeYtp7Pd9O3LtUdCb5gXuqYppWm4LQabK0oLrL46m6eWs7qLlwhhBD/MyQgFEIIgb8rmPJ+GjQaFIWUfFLyK55cr7T8iaMNKfnsjDYnDA/HcygODXg7q4nEi0M+TgxphI2Oms4k5vLVHnMxmKmref8/SozmLaM+TmydZI4GgcaeHIpXwySTRh78MxJFYcIyzqSSXsCoRerrVoThEIKVBg97xjTjg56EPkO9H8gsEwpaaelci6faMf0IW8/y+e7ymzy9HPhzCIk5dJ7J/jiMCnqt+vycIlxsLCbnFAHoddhaQWmiMreiIM3ZBlBrnJrY6Fg0ij+P8u5/nM9mdpB5SAM/DeTptpX2oL+QS3YRWs3NTQ8KIYT4HyYBoRBCCGqVKQ9jKrmp06DXgUKh0Vxf1GT7OeadANQdpGoCUIOimLNwpkOJZTeans/m013qqAZzlRrT9tGLdWVMErJ5eAXf349vaeHKlzsybjGFlh0a2vgAPNaa1zbj6WB+e2ZpqJlVxOe7+XYvU9qQWYiDFfseJzUPJxsauKux2dimbD3LnCC2RxOfhYstgd6MakLX2kxcyokyIWixQf0sjX9m5jD1MKSJpz1aDUUG4rPxceRsBlBB1c0SI7GZgLkAKaXf3tQ2PNqKvbEcSyAxBx8nPt9NYg5eDpVGg8CiEIB2vtjrK50jhBBCXIYEhEIIIfi6TJlKGx0/DGBqG/WXYxaz+BTWOvUMHnD0PJOWlblZAQ2KAbS08eHtbgAH4vhij8VxQ3u9GiCdzya32Nx8r9jIiacoNmKlpeVvGMHJmiIDi0+x+gy9/dWWGHtjLcvLoHYIBB5txcc7zNGgVsPoJgRWJ6uQzZEcT6TIyG+HAJ5sV3F7ht7+9Pa3uBKeRscZpObj5cAbXRgRgIstJUb6zeF4EtlFjFnMzGE83FKdb62jfQ32x7EohEBvUvKoZkezS961MZLMQrwc1Db35ei1dK9N99KzgpkFvLedt7bSv54au5ZzPlutT/NIqwpGhRBCiCshAaEQQgiLDoGtfelZx/xLU7GW6o7EZJovmqqD6rUUlibN/NyIyeRIAiMXmqdpNOYto3nF5kODpicYFay0FJRwNIHJLQA0WjCSU8TScXy1m31xrA23WKcpD2lSbCAslcxCFpxQi9MAGjAqfNqbum4An/dmQwRDFqhFUHvU4UoYFB5YSGo+HWqw+kE87c1Dr3dh/FJsdBQaeHIN99U0N6uY3IL9cXyxBw87gImB5gb0JvklvLUVYFKg+gVe3sudmBNERBrD/mXxaLU1yEXnMhk8nwu5tKrOFAkIhRBCXCsJCIUQQlBYoib6nKzZF0uTX2hXg3puAMcTAWIysbNSz/hpNBjeBRg4n/WlAZspXNSCjxMKnM8GLPaautmi16HVUNuVyYFMDqTHbI4kAOZtmfZWZBehwJSVhD1LRj47zxGTiY0V84IIS2VqW7VtIBCdQeOfy3wGxRx/PrSCAfXJK2ZXDLvOoZTGn1PXEP9S1d/GP8GcuICHPSvHW0SDwJimfLefg/E4WpNTxLv/sWi0OvRYa345RMgFknJwt+OtrhY35hQxZjHBSXg7lB+qjIOelePp/jfbo6n/Iw+3pH99vByIz2JtOPOCySvG24ElY8pHnkIIIcSVk4BQCCEESmlx0UOPM3E5h8+zP479cRZzxjRjXhAGxRzmJWQDWGnV/BtgRG0CUZZOi8FIa1+2TLK4PnsEgb9iVNRjdYCfCyHJAOn51P6OD3rwSke0WoA/jwD8cch8uynG04BGg1HBy4G/hjFhGVmF7I5hd4x52kMtGFCfsUs4n01YKgEVbdcsa24wwCud8HYoP6TVsHQMnWeqAfCyMNaGE+BBWj5bokgq/exFBr7ey6CG1HImOY9Nkfx2iIQcbK1YOBp3uyoWcFFTT/Y9xtjFHEvkhwP8YNm/vqsf80bi51LJzUIIIcQVkIBQCCEEOi1GI8Crmzl8HkCjwbG0VKbptN7s4+ohvovbHU0lXkzRoAasdRQaLDqkezlgVEjJA8i/pORmU098nYnLIq20nOmU1moveK2GghJe38KbW3G2xlBallNB3a6p1ZD5Bo7WAI6fklvM5JYMbkjPOqw8TTV7NKDXUtOZx9swpRVaDY+uJLeYGUf4ul8V38aBOIChjSoerenMwceZuIwtURiMDJ5vMervho2OsBS+2stXe8t/3rkjaVW9ireX08CdI0+wNpyFIQQnkVOEkzXtajC+Gb38q75dCCGEuDwJCIUQQuBuR1IuCqw+g72e1zvzeBu1k0FyHrOO83//UViMogHQaVl8CiDVFMgpaDR83ofXOhOcRGgKWg2vb+FsOh72/F93xi8BsNaVf2mJUe2zZ1taIfPF+/h4J2n56LXUdiU8FaNi0QXR15HzOQCjmqjRIKgbWdv78sEOtXF8ap46lJDDofP8eoiZw/B0IDeDyPQqvoqCErVN4qU1Qi/ydmDzJAJ/48QF/FzILaKaPc29GNyQCYFYaVh5mvknOBhPViEO1jT3YlwzHmx+jXs7NRoGN2Rww2u5VwghhLg8CQiFEEJQx42k0iqdj7bi3e7mIU97Xu2EUeGNLeqVYgNjFpe5WUPferzWGSDQm0BvgG/3cTadU8n8WrrJ02jZuwL484gaEHqXOae3ZRLtplNoICKN0U1p5kVmAdZWnEpmZZgaDfo40cefCctIzjXHmZ/t5lgigE7LN/0I8CCvmF3nmHWc44l0mYm9FaD2CbwMGx22VhSUkFFQcW3Pi0yZ0hlD6Vu3/NDwAIYHVPEiIYQQ4k4gAaEQQgh61Fb3SQI/H2R5GCvG0tYX4EwqA/+pIrG2KZJn1vFlX7UhO1DPTT2CuOtcaYd6y4BweZi6OxSoXaYLYisftj1M/7kUlLAohEUh6DQoF+NJBVs9uUU8sab8Go4lqi96ozPPd1Avjgjg7W48vII1p8krBmjuXcVXodHQxJOjCWyPVmufVig5j5MX0EBTzyoeKIQQQtzJJCAUQghRpjCJBhTis2g3vdLJ99fn/7oBTFhGdIZ68ddD/HuSBxrT3BtFUTuzm1zsXF9kwKBw+Dy/HmLhSRTU9oY9Lc/CdfMj+VUmLWfdGYqM5kOJjnq1gWFBCQ3dmRBIg2oUlPB/24jPBgVFg78rb3SxeFo1O5aPpcGPRGcCPNu+6m9jZGOOJvD1XsY3R1/JJs8vdmNQ6FgT38p3lgohhBB3PgkIhRBCcDoVMCXysLdWk2mVcbOlUy2ATrXMASGQls/0o+Unm2rAADvPYfOx+bpWQ6AXQUk086JjzfJ3OVqzfCzAofOEp2Krp5UPi06at61GprElipMXUCCrCFDbIabkkZxnPl5ocjKZmCwwBaUlYDl6qWfa8e0+Tlxg2np+GVhBz8B/T/LdfoAPe1bxKCGEEOIOJ62LhBBCqFVY6lUDDXnF2Otp7k2L6rSoTjNvNKURUXUHuFhLBnVPqd50iu+SI4ImpoqglCkq42rLxOZMDCQoCZ2GnwZcrkt7O18ebM7IAPQaPtwB8HFP+tXDCLtiWHyKJafUAqSmBWQX8eRaiyd8tpu2f2BU1Kb226Or/jZcbZk5DK2G3w8z4B9zm0QgJY9XNzNhGUaFaR3oc8npQSGEEOLuIhlCIYQQVLMHGNWY6AwWhZBXzImk8nOGNaJzLV7bgkdpDZjRTXhjC0UGQE3QVciooNPwVV9qu6LVEJnGn0cITUEDX/alR50rWuHsIPKK6VmHt7vxNiTmsCuG2Ezs9PzfNlLz6VWPbVEAmyKo/g1+LuQXE5FKgQHARkc3fzZHEJd1Ra8b1oh5I5mykk2RBP5GPTdcbSkxEpKsttl4si3fVNW+QgghhLjzSUAohBCC1j4A68IJepIPe/LKZnafI7cYRVHP/k0MZO4Ies0GaOOj3lXTmRbVORRf8TNNGTkTg8LzGyxGfRz57n7GNr3SFW6JAphUWuWluiOjm6g/f76b1Hy+6M2+RrywAaNCUo65R7zp060ax4sboaLuF5UZ34wONfhkF0tOmWvq6DT09uf1LhVUFhVCCCHuRhIQCiGEYHBDHPScuMDSUIYFMLUNDd05k4oCYSlEpNHWl/+i+S8aKy0jGqt3JeUSlKj+rNVgVGjtw9Pt0IABDscz4whGAGyt6F6bmEx0WgI8GNKQ0U2xu5q/gkyZvQCPCobquhGTyeHzPNee4ERmHCPAA1cbbKxoVI3XulDPDUXh8HmAeu5X8dK6bvw1lF8HcSyB+GzcbGnujad91TcKIYQQdwsJCIUQQlDNjtc68952HlqBh51agqWsd7eh1QI81Rb/0i4Ri0PU/aJ13YhKBziawLT1KIraLB6o60pUBgUlTGnF6CvOB17K1NK92FDB0MAGbI/mt8M80YZiI8CjrXi1k8WcteGczcBBT7faV/1qGx33XVL2RgghhPjfIEVlhBBCALzVlaae5BUTk4W9nskt+GMwfwxWN4hmFZGRj58LX/Q137IsDMDZhpNP09kPQAt5xeSXYK1jQH22TObQE9jozJOvWV03gKMJFQxNaYWbLcFJvLedIwmAOWQ1Sczh2XUAz7a/urSkEEII8T9P/mIUQoi7QGYhfx1lcxShyeSX4OdCVz8mBqpn/26IfXGcSVV/zitmThCLQ9BoyrSg0BCbyZYohjRUL0SmAXSqxYVcDscD7HiEWi5owNPBHHoFenPoPCFlanVeg4ENWBfOjKM81wGdZQEbdzt+HsjEZXy8E8BaR9965tHdMTy0gnOZNPPi7W7XtQYhhBDif48EhEIIcadbFsrUNaTkma9cyOXweX44wJRW/DgA2+v+s9yo8Px6io1MDOShFnyzj21n1W2fOg0utqTl4+vE+Wxe2ED/emppFlO9TWcbJi6j0EDfunTxq+DhLraAupnzmk0K5P3thCTz/nY+uqT734PNic1SuxQqCg+voL47ecXsOqc2jWjqyZoHcaqqA6EQQghxr5GAUAgh7mi/HeaZtSjQ1JNn29PWF42GxBz+CWZhCNOPciqZLZOvNybcH8exRFxs+OF+3O3oU5f8EpJzUcDTnsQc2k/nfDZ6LVHpbIhgaCMAZxvOZ7P2DLnFeNjz++CKH24q0elme10rdLbhu/5MWs7HOwlOQq9lVwzJuVjrqONKJz/2xgJYaykysqLM9lRrHc+04/0eONtc1wKEEEKI/0kSEAohxJ1rfxzT1qPAyx35oq/FVslBDXiiDaMWsSeWFzfy26DretGmSIBhAbjbqVfsrPBzUX+u68a6CQz/l4QcgCkrGdQQICkHFHKL8bRn7QT1mF85u2I4mw7Q+eqruZQzMZCIdD7czqrT5ouFBk6ncjoVwNWWnQ9TaGDHOZJzsbWirhuDG5o/lBBCCCHKkYBQCCHuXK9upsTIg835uqIe6D3qsHA0fecw/QjTOtC4opYMVygmE6CpZ6UT2tfg6FRGL2Z3DCn5zA4qHdAAuNqWr+NiEp/Ng0vVn8c0qWDCVckpYmUYSmmLi0tlFLA2nDe60Nb3et8lhBBC3CMkIBRCiDtUZDq7Y7DW8U1F0aBJb3+GB113omAAACAASURBVLA8jHnBfNLr2t+l0QAVR1kXVXfk4ZbsjqF1dR4MBPBy4N3tRKcTnkbbP/mmP8MD1DRmkYGFIby6iaRcgHa+tLvuIO3JNRxPxNeJDRNJzuW/aPOW0eEBLA3ltc28vY0ONelZ53rfJYQQQtwjJCAUQog71M5zAN1qU93xctPGNGV5GDuir+tddVwBgpKqmGZqQ9+lNi93VK9Ud2TAPAwK5zIZtQgPexp7oMDJC2QUqHNsrPj1+na0AofOM/8Eei1rHqS5F0Avf4sJr3YiLosfD/DiBo4/eb2vE0IIIe4R0odQCCHuUOez4ZKWepeq5w4Qn31d77q/PsCaM2pCr0JZhSwMMU826VuXP4aoXeO1kJLHrhh2x5BRYNpMiq0V80fegD2c/wSjwIRAWlWvdM6HPXHQE5TEyetrcSGEEELcOyQgFEKIO5S9HijTBrASuUUADvrrelc7XzrWJKeIqatRKtk4+tJGLuTS1JN+9SyuT2nF1sk08yq/41SBdr7seoSRja9rbSb74gC1umllXGzoUQdQK44KIYQQokqyZVQIIe5QDatBaSB0Gabgp9F1VJQx+XEAXf9m5WkeWMTvg/FyMA9lFPDiRmYdR6/l98Hl+8ID3Wpz/El2nWN7NFHpaDQ0cKeXPx1rqqcTr9+FXIAaTlVMq+kMXC7PKYQQQoiyJCAUQog7VC9/HK2JSmflaYZVkhnLL+H3w1BV6uxKtPVl3kgmLmN5GFuiGNmYxp4AkWksDSUtHystfwypuPU8oNPQo46aoLsZTF0EL55LrIxpgou0HBRCCCGujASEQghxh7Kz4uWOfLCDJ9fQ2odazuUnKArPrCU2C097/gnmi90UGfByoE9dHmpJvYq6Al7eA43xf5QXNrArpkxjCQDa+vJNP7pddy/Ba9bYg+AktkeX37BallFRK/E0qbx/hhBCCCHKkoBQCCHuXK93YfUZjibQYTq/DmJ4gHnobAbPrWNtOEByHpuj1OuR6eyL47PdPNWWr/thrbu6N7b2YecjBCWx9gynU1EU6rkzsAFtfW7Y5s9rM6oJC0OYcZQ3uqjZwkvNCyYhB097ute5pWsTQggh7l4SEAohxJ3LzoqV4xiygOOJjFhIHVfa+qKBxBz2xmIoLeLSsBpTWtGxFnotp1NZcIKNkfx0kNAU1k9QS4BelRbetPC+sR/leo1oTFNPQpIZv5SlY7C95K+v44k8vwHgjS7opWKaEEIIcWXk70whhLij1XRmz6O80w1Ha6IzWHKKxafYFYNRUVN2L3Xk1DO81pmuftxXk4dasGEiq8fjoGdLFB/suN0f4AbRaZg7Egc968Lp9Bc7zpmroeYW880+Os8ko4A+dZnW4bYuVAghhLirSIZQCCHudPZ6PurJO93YG0tYCvnF+LnwyS6OJ/JIS77pV8EtgxsybyQjFvLVHgI8KDYA+LvRvgZ2d+0f/K2qs34ioxZxLJEes6jhRINqFJQQlEh+CcDABix44FoyokIIIcQ96679d4EQQtxjbHT0rEPPOgAnLnA8EQc9X1cUDZr0r099dyLSmLjMfNHWivHN+LgXvlX1b7gzdfXjxFO8t525QcRnE5+tXq/nxtvdeKgF2tt60FEIIYS460hAKIQQdx9TLc3edXG3q3hCbBbDFhCRBmCtU6uDxmZyOpW/j7PmDEvH0rWSBhJ3OC8HfhvEt/05GE9yLtY66rgSeIedeBRCCCHuFhIQCiHE3ed8NoC/a8WjWYUMmEdIMu52pOVT353Nk9Sh/XE8s46jCQz6h71TaOZ1ixZ8w9lZ0f329cAQQggh/mfISQshhLj72OsB8oorHn1vOyHJ1HTmu/7mySb31WTPo/SpS3YRU1aZ67IIIYQQ4t4kAaEQQtx9GlYD2BdXwVBaPr8dApg1nDOpAA3cLSbYWjFvJM42HIw3dy8UQgghxL1JAkIhhLj79KuHrRUnL1QQ0a0Np9BAq+q0r8GMowDJeQyaT/95TF7O3GByivB2YHILgGWht3rlQgghhLijSEAohBB3HxcbnmwL8NgqEnIshkxZwc5+jFpEUi7AlijWhbMpkrnBTF5Ow5+Yf0KtKHM69RYvXAghhBB3FikqI4QQd6X3urMhgrAUOkznt8EMaqBezy4EWByiRoNO1kxqQYcaWGkJTeHfk0SkMWEZY5uZJwshhBDiniUBoRBC3JVcbVk/gcHzCUlm8HzqutGpFnot284CajTYsSZrHrRoTfF+D77dxxtbWHgSwOfu7EYohBBCiBtFAkIhhAA4l8myUIKTyC3C2Yb2NRjRGE/7272sy6rjyv7H+HgnPx4gKp2o9NIBBTT09mfTpPKN2nUaXu2EBl7dDNDG9xYvWQghhBB3FgkIhRD3urR8XtrIvGAMZXow/HWMFzbwTHs+7oWN7vYtriqO1nzeh3e6sSmSc5kUGygs4d3tAAEe5aPBiy7WHb2TP5oQQgghbgEJCIUQ97S4LHrOJiINDXSvTd96eNoTm8XaMxxL5Ou97I5h8yQcrW/3Qi/L0ZqRjdWfv9+v/vDrIfzdeLlj+clbopi0XP35aMItWZ8QQggh7lQSEAoh7l0lRkYvJiINPxeWjKFdmf2TH/Vk1WkmL2d/HFPX8M/I27fKqxSXBdChJgfieGUT68J5ph0tqwPEZjH7OHOCMCgEehF8gdjM27tYIYQQQtxmEhAKIe5dfx5hfxye9vz3EHXdyo8ObcS6CfSazfwTPNqK3v63Y4lXz7RNtKsfY5vyzja2nVXLzJSdMKUV/esxZgk66T0khBBC3Nvk3wJCiHvXzwcBPuldQTRo0qkWz3UA+PHArVvVdarjCnAsgRfvI3IaH/SgrS+O1ljraFSN5ztw/ElmDCX4AoC/6+1drBBCCCFuM8kQCiHuUbFZhKZgo2N8s8tNe7glX+9lSxRGpdIaLXeUQQ15dh3bozmdSqNqvNudd7uXn1NoYE6QOlkIIYQQ9zLJEAoh7lExmQC1XasoGNPYAystecUk592adV2v2i480ASDwpSVFJRUPOf1zcRkUsfVXIpGCCGEEPcmCQiFEPcoU7bPqFQxTQFFMc+/K3zZFw979sTSczZhKRZDqfk8tIIfDqDT8MtAaTshhBBC3Otky6gQ4h5V2xXgXAaZhbjYVDrt5AUMCvZ6PO7sJvVl+buyajxDF7A/jua/0duf+2pipSU0hTVnyCrESstvgxjY4HYvVAghhBC3mwSEQoh7VA0nmntx4gKzjzOtQ6XT/jwCcH/9u+MA4UUda3L4CV7YwIowNkayMdI81LI6Pw2gi9/tW5wQQggh7hgSEAoh7l3TOvD4at7bzoAGNHCvYMLOc2pA+HzlEeMdq7YLy8cSlsKq08RmUWLE24G+9ehY8y4LboUQQghx80hAKIS4dz3ckr+PszeWHrOYN5KedcxDisKCkzy1lhIjo5uSkMM720jNx9eJ9jXoVhu7u+SPzwAPAjxu9yKEEEIIcae6S/5FI4QQN4GVlmVj6TeX4CR6zaZbbfrVw9Oe2CzWnOF4IkAdV1afZnGIxY1eDnzUkyfa3JZVCyGEEELcMBIQCiHuad4O7J3C65v5/TA7z7HznHnIVkc1e6IzAFpVp6c/ei1ZhawL51wmU9ewK4ZZw9HJ9kshhBBC3LUkIBRC3OuScjiagOGS/hMFBuKz8bBn1nAGlSnIWWLkp4O8sYV5wVR35Ku+t3KxQgghhBA3kgSEQoh7mmmzaGo+jtY80Ya+dfF0IDaTb/axOwbATk9rH4tbrLS8eB+1XRi1iG/3MbkFzb1uy9qFEEIIIa6XBIRCiNsvKIn9cWQUYK+niSfda2OlvRXvzS5i6AJS8+lYkyVj8HVSr7fx4a2tAF4OxGYyahG7HilfmXNkY8Y249+T/LCfGUNvxWqFEEIIIW44CQiFELfT1rO8vJGgJIuL1R15rztPtLnp3RG+28e5TAI82DAR5zK96aMzCE3B1ortD9N1JntjWRTCuGblb3+qLf+eZF34zV2kEEIIIcTNIwGhEOJWyCxkcyT744jLws2OZl7cX595wXywHQXsrOhWGz8X0vLZcY7EHJ5ay7pwFozCQX+zlqQozDgK8HEvi2gQiEoHaOBOYw9e7sRbW/nzSAUBoWkraUIOecXY37R1CiGEEELcPBIQCiFuLkXhp4O8v530AovrGg2KAvBse17sSGQaGQV42PPjQJae4vXNrD7DQ8tZPBrNzckTRqQTm4WDnsENyw8VGwF12+rYpry1lV0xlBjLb2TV69CAUjq/nLAUloVyOpX8Ytzt6OLH0EblI08hhBBCiNtLAkIhxE1kUJiwlIUhAAEeDA/A1ZYSI5si1QYPbracSSXgJ3NMpdXQvgaf9uaNLSwNZWkoo5rclLUlZAP4uWCjKz9U0xkgMp1iI/6uWOsoMnAh13zI0CQ0GQVcbHCxDPOS83hhAwtOULZw6R9HqGbHhz15ut0N/yhCCCGEENdIAkIhxE30+mYWhmBrxVf98HNmbyxR6djr1VSbtY70AjZFAjRwx9mGYiMhF9gfx/447qvJ/jg+232zAkIbK4CCkgqGmnjg68T5bFadZmgjSowAtpf8eTk3GKBPXYuLZ1LpP4/oDLQa7q9HT3+crDmbwYowzqTyzDr2xzFr+E0/HimEEEIIcSUkIBRC3CwhyXy/Hw1MasHHO0jKLT+hyKD+8HwHvr9f/flCLp/t5scD7I9Dq+FoAjGZ+Lnc+OXVdUOr4VwmCTn4OFoMaTQ83poPdvDqJuysMCp42ONuZzHnaAK/HAR4oo35YnYRQxYQnUGABwseoGV189CnvfnlIK9uZm4wfi583OvGfyIhhBBCiKt1Syq7CyHuNnnFrDnDs+vpM4eRC/l8FyHJV/2QXw9hUKjjxvQjJOXi7Ug3P/rXp3eZlJqTNcCiEPU8IeDlwHf9+XcUWg1GBWD6Ef48wj8nyhcjvU6e9nSogVFR47pyXu6EvytnM5i4DLBoTA/sOMfg+RQaGNKQfvXM17/aw5lUaruw8xGLaBDQaZjWgdnDAb7cQ3jajfwsQgghhBDXRjKEQojyZhxj2nryi81Xlofx5jZa+7J8zFUk6zZEAJxNx0qDrzMxmSTlWEzQacguwkpDQg5BSRYR1OgmzG/EijCAj3eZrzf24JPejAi4pg92iTe7MnQBX++llz+9/C2GnKxZNZ7OM9VaOEcT6fY3JUasdGQVEpyIAm18mDfSfEuJkV8PAXx/P572Fb9xXDMWnGTVaX45aE6KCiGEEELcLhIQCnHXiMtidhDrw4lMR6chwIPBDZncovxWxquSX8KheC7kYq2jjiuB3oxewpKQiicfjaf+j+x5lHY1qn6yUeFcJoAGDBCTiY2ObrWp7UpmAYtPARgUbHQUGgAeWoFeqzamH9OUvbGsDFMf1diTZp4k57E/jtAURi7k8db8Mgj9dW9xGNKQSYHMDWbgP3zci2kdsC4tMJNdxOJT5BSpvzxxSXKylQ9bH7KoGnogntR8vB0Y2uhyL328NatOsz6C7693+UIIIYQQ10sCQiHuAv/P3n3GR1XmbRz/zUx6A1IgIRAIvQQBo4JSBMQGDyJiAVHRFcWCq+4q7uLadbG7Krg2cG1gQQFpKlWaVEEgQBJKQichIb3PnOfFnGSSEARMSL2+L/hMTpt7hkNmLu7ydxg8u4JX15jZyelwJkv38+wK/n3Fn1m4MjmHZ1fw2e+uzAM09iItD8BqYUh7rmyDlxseVnanMGMHB9ModNDnEw4+SjPfM1zfAIfDfIDBPRfy4iDS8jiUQSMvZu3EAHeb6xVtK05cqw7wweYyl5pyrdl9l1nAlA08s5yPfsPdxtQh5/yqT/XhMArsfB3D44v59yoGtCbEl4Pp/JJITnEfqc1C20DcrOQU4OtBViGJaWw5yvCZLBzjqkB4MB0gqukZFozpHgpwIB3DKF9R42gWUzcwezf7TpJXRIgPl7fmzh7lB6yKiIiIVBUFQpHaJSOfmTtYFM/RLDxstA9kQGvmxvL9LoCh7bmrJ60bA8Qk8f4mfj3EgwtJTOeVwefwLGsOMvJrc5WXcH/aB5FfxJZjZhq0wIDWLIpnfpzrlFA/Lo3g14MU2hnyJZvvPcNT2CzYrOb6nE/0JS2Xru9xIqfMMUWl8m24Pz7ueNqwG+w6YTbDOa+wJLL6e/DPvlzQjOu/4r2NXN+JK8uu8PkneLkxcyRXt+OpZRzOZPZu1y5PN/KLaNOEOaPo1rTMWd/vYuwcfknk3nmuUaPOGY9nrJrojIuGUX771I08/jO5pVY9Tc5h1k5m7aR/K766sfzKNyIiIiKVp0AoUovM2M6jP5FUajXO1Qf4ZCuAu40vb+CmUgUYosO4/QLeXs/ff+bVNVzc/GzLM2w7zjVfkFVAt6Z0acquJPaexM2Kl7tZg8GAZfsBLmhG2ybkFrH+EMeyOJaFnwdZBfx2lMwCcz2Yco5mseYAqbl4uVFkAAR48sFG0vIBgn0I8KTIzoF0sJQp03c4s8x1StIg0KxsEBranr9fyitreOGXKgiEgMVCz1B6hHE8y2wz4GEjv4hmvqy4kyBvvttFTBI5hTTyoncLhnfih9Fc/Tlfbmf8RfSLAMzZlTuTK+j6K83ZFxrRqMwxL6zk6eUAg9vwt0vpFY7FQlI2X+3gjbWsTOSyaawfR9MzdcyKiIiInBMFQpEaUGBnXhwL4zmSCRDmx7Xt2XacF1cCdAzizh60DQT47SivrsZBcYgqy2Lhkd4k5/DvVUxczPBOp51WdziT41m422juzx2zySqgRQAxyWxPOm0jH7uM1640Hxc6+GQLjy8mI9/c8vwvTOqHlxvexb9FNhzmqeUs2Wd2lJVwntIrnFeupF+E2T/WaSqxJ8oc1jeCUVEcyeTVNRQ5XGnQZmHyarIL8HUnqim3RNGtKQ/35rW1rD1ISi5BlZhC6fTqGiYtxW4AtAjAw0Z2gdl9ejKfiYtZGO964U6tG/PqldwTzXsbeW+jGQh7taCxF0cy+Wkv17Q77dN9tBng6lIHLNvPM8sBnh/IU/1d25t48czljIri6s9JSOPOOSwcU9kXKyIiIlKaAqFIdVu8jwcWsKds1QFnN6AFnhnAk/3Muu3AyVwc0MyX41lMXEyXEK49JWn8qz/TfmN/GisTuaLsUpmFDv67kfc3mYMwwazlYLNyKAPAYjEzpIXi6XwOsx7NJ1t4aZC5yIq7lXuj6RNB3+nmsNLX1/L6WgAvN/pFMDCSp5dT5MACF4YR2ZjMfH7eZz6pBe69iMtbuRrmc8rvntUHWH2g1AHu5hQ+u+FaXWZuLP9exago3h1C68bsO0l8CkEtTvtWn41X1vCPJQCjo3hmAB2DAGJT6DQFm5WCIr7aARDZmCvaEOjNgXQW7yUhjZu/5eauYPDzXvNS7lbGR/PKGv66iI330sizgqebvZs5u3Gzcv9Fro2TlmLAvdFl0mCJjkEsHMOFH7BoDysSGNC6Uq9XREREpDQFQpFq9cFmHlyA3SDMj1u7mYUWNh/l3fXYDbAQ5O1Kg8DKRIBHenMog6kbefRHrnygzAGAtxvDOvLxb/ySUCYQJqQx4mu2HgNwtxLqR6GDY1kAdod5jGG4qsObii+eksvl/wMDTzc6BvFYXyyYcwJLyyti8T4W7wMYHcVLVxDZGKDQgccLxc8Cd8/lw03c0JnGXhQ5XIt2lhQbLM0C7jYoXtPl75fSqwXJ2Szex/w4Zu5g/WEzqc7axcpEmnhzVRtaNT7Nm356vx9n0lKAt67mkd6u7c7OWF93s2PQ2411pYZr5hYxeRUvreKbGLCQmusaQDupH7N3E5fCFZ8yYyQdglzXdBj8bysPLMCAv19KlxBz+96TrD+Mp42XTl+qvksId1/IexuZsV2BUERERKqSAqFI9Vm630yD913E61fhW7w6pa8H/1lHgCcZ+Tz8Ix2CXLXOnWNKI5sw4RK+iSE2hZWJ5SvmAW2buA52OpZF/084mEEzX54byKgos8Oq/btlOic93bi0BVFNyS1k2pbyl113yHzwSyIf/obFgmGAARZaBPDtTeQUMn0rM7aZIzyLDDMNAu5W3CwUGVgt2CwUOlh/mPWHy1zfUioNNvWluR/5DnYlY0B6nuuw/q3MQg4PXExsCtd/xe7iDs831roOC/Vj6lBuOJcShc//gsPglq5l0iDgnNyXkU+AJy0asTOJt9Yx+Qpzr7cbzw+kYzC3f2++8JJlRQM8mTeaKz5j81G6TOWqtgxoTYAn+9OYu5vYFIAbOvNiqez360GAy1oSfJrShU7XdeS9jfx66I+OERERETlXlS7jJSJnx27w10XYDR68mP8OdaVBYMk+gHujebgXDoO/LuJwJluP8ftxszMwuwA/D67v5Dq4nOxCAN9Sq7zcOYeDGUQ15bfxjI92DV88WnbtlleuYPlY3r2Wj6/Ddso6KD7uXBRGVFO8bFCyMKYFoH8rerdgUCRdgjHA2x3g2xg+317qfAuAwzCn5wGU7QwsvdJmUjZbj7MrucwBzhYdK1XOvmMQF4W5frRa8HE3W34si5FfM+Lr8q/idLIKWBgP8NTl5XeVdDZO6seLAwG+3lH+mDHdGBAJ4O1e5m+zQxDrxjG8Iw6DRXt4Ygn3L+DVNcSmEOjNlCHMuqlMH69zDaEWAWdobcsAgONZZzhMRERE5Jyoh1Ckmizfz85kgn14+ZT6EM7pfJ2CuaUrn2wlNoUWb5Y5YMZ27uphDjI8dWkZYO1BwJz/BvySyE978XJj3mia+5c5sqTu32URrD3ACyu572I8bQBebmawLNEzjM+ux8uNmTt47Ocyuy4oLsPwQyzA1CE8s5yDGTy6iNu7ARQ6XONLS7oBR3YhOpwT2bz5a/mX4KxQ72HDzUpOIe5W7IZ5YumyfhMW8sU2Myn6epD1T3P7vFge/Zm9qczZzYivmX1LBe9SOXtSySsizI+uIeV3lazN4+3G4DYA+9PIKsDPo+LDygn3Z84odp/gu13EpZBbSKA3fSO4rmOZQvZOzi0n8069TBnOAxp7neEwERERkXOiQChSTZxLj9zQuXyoALO/6GQu1800J61ZoLk/BhzNwjBYup8rP6d/a3BOritryzFWJGC1MLSDuWXWToAx3cyKhaU5Zw/arKy8k9b/4VAGy/abC9W0DiAmpdShBmsO0PYdKI5kblZXxgsv7tGKSwHo05KZN9J3Oim5XPUlhgNvNzPjlZzuMPhuF9/tMi9O2Q7JBWO4qDl+7vhPBih0uNaVKXkVG48wdaN5osVBdgH7TtKmCcCwjgzryPCZ/BDHnN3MjWN4B/6YM2IFVrRI6f4088ELKxneyXwhJ/PK/N39vNfsrc0tJLfItdpqiU7BPNnvDG0AopoCrD1IoeO0CRNYkeA6WERERKSqKBCKVBNnN2C5zqjMAsCcdzd5Nam5eLuRW8SQDswfDXAkk14fcSiTpfvZehyKpwuWSM/n9u9xGNzajVaNzI3OSndXn77ygcPBlqP0bsGsnYz5HgvYrGWm7YGZu7xsFBlmDiyyF9cHtNC1OJk4OxU9bK4q9ov3nPJ0pywbU5IGndezWrgwjEaenMghtwirhSAfkovrMe47yb6TJOdw3Uxzi58bwb4kpHMwwwyETnNHE/EfDqYzYcGZA6Fzzt6xrArKBuYXAfi4cyKHvtPJt2OBkOI5fobB/37noYWu15VfUSA8S5eE0yKAQxm8v4mHLqn4mIx8pmwAGNH5Tz6LiIiISIUUCEWqiaW4lwxYdYCpG1gYbwZCZ5ZIzSXUj3ujef4XLBa2HsNiobk/C8Zw6TRyCknJARjS3nXNXxIZP4/YFML9ef0q13bnkRUuUmIU/9nvE7MM/cncP2p2Xuk1SC2uP3+IpWcoQDNfDmZw2/esOWgedUFTJvUnM59/LCHlDy9e0h5L8Zvg7Es0iiOZ0/j5gKseRlM/Ft/GLbNcx5f2ypXcOotDGaTlnWGAZccgGnmSksv6w/QuW7vCOc7WzUqnYHafAANfT95aZ5ad+CGWHUkAAyJZsR9/j0qN5LRa+GdfHlzIP5ZwcfPyLQEK7Iydw7Es2gUyKurPP5GIiIjIqRQIRSqlyMGPe5gXx8F07AahflzVlus7lVllxMk57nHjEUZ/Z5a2K5FbaPaUFTnM+g3zY5kfC2CBS8J5qBevrzVHe94xh+Z+WCAx3Vy1snVj5o0mzM91wSAfKLUASVoeKxM5no2vO1ZwjvrMK5W4zpKzI8sppriiff9WfLmdNQfxdcdmJSOf3i25pSvAk8vOdMXigaN2A//JFDlwcwZCg4x81wjVpj4UOvB0M1eXiX8Ih4N9JwHXoqYlRndlzCwMWHOQoe3L7y3Nw8bILkzfwpPLWHx7mWwZ1ZSmviRl89bVPPoTGflkFZgFKpz8PXiyP8k5rNjPwFMWfT1X4y9ifhyL9jDwU54dwAMXm0UsgDUHefRHNh7By40vbvijMaUiIiIif4ICocift2QfDywgvmyJ+c9+p6kvLw1i3IVltl/Tjn+v4usY7A48bNzdk7E9zDqEE3/mnQ1g4UQOJ3IArBbC/DDgWJarWoNzdGVMkiuMWSxc3Y4vRhBUdiLcRc1ZmciCePpG8OQyvtpxSrHBs3NFG4a2x9udv/9MToErDVKq5/Dy1ny5HWDyYB5eBNA3AqDQQXJ2mbmCFgthvjjAZuGwc7HTUhnMHJVquE4pcuDlRl4RP9xKr3CWJzDoUywQ4MGbv1JgJ6ppxYtzulkpdHAwo4Jd5Tw7gG9iWLafR3/iratdmdBq4e6eTF7NXxeRXUhzf57oQ2wKKTk09+eScK5qy+FMen8MlP+L/hNsFr65iTtmM3s3/1jCM8vpEYqPO3tSzVcR6M03N9ErvLJPJCIiIlKOAqHImWUV8Onv/BDLgXSKHDT15co2BHrz2M8UOmgZwF09zdU+EtP47He2J3HPPGKSeetq10X6tiQ8gMMZuFn58TYGtnbtRbJrjwAAIABJREFUSs0D8PcwR5BaYEgHugYDbD3O0r0UGVAyutJCI08cBpn5GAY/xnPPD/yzH9/t5JdE9p/E3UZzfyzw1Q7mx5GWB9A52FwG5pdECs86HC7dx9KyVS6cPWbAz3uwPIeXGz7FfaH/WIIBNgujowDcLNgslO6GNAyOlK6aUHZdmZaNaOaLwyAuhawCc2NeEb7uXNAMoF2geZGVB3hhJcCjZYsHlpzizJZtA8/8AlsG8PF1jJ7FO+vZeJh/9WdwGzxsZBXQLhB3K9mFWOGj6xhSdkLmpiMM/4qcQoa2Z9iZJiueDT8PvruZGTv49yp2JrsKNvp7cEsUzw0ov1qsiIiISJVQIBQ5g7mx3D+fo6WSzJ5Us8wDMP4i3rq6zIIif7uUyat5ahn/WUfXEFf3UUouqTkARQ5eXUO7QLOyHMVT/jKLU5BRasioU8l6m8D1Hfn+FoBDGXywmdfXMns3c3aXqfDn7MorcpCWR/dmfHwdFzU3dw34jF/2Fz+NBSDQm/AA7A52lq0BCIQHcDwLX3c6hrDpEA6YuMTc5Vw+NK/IHHpqwWxhZBOWJxDZmMwCsELZ8GmWtgdPtzKzBIGD6RwsrqjhYXN1aV7R1nx7WwaYq31e+wU5hQxuw9ge5RsMvLXOXKXm8lYV7D3VLV2xWrh7Lr8eYuiM8nutFhwGN3/D6G4MbmPOIZwXy7w4HAZdQvhsxFk9y9mwWBjTjTHdOJjBrmSyC2kZQPdQDRMVERGR80iBUMSUmM57G5mzm8Q0Cuw09eWKNjTz5T/rMKB9IPdG07sFblZ2JvPoj2QUABzL4pXVzI/jYAZ2hzmHcPxFGAZPLWfSUm7uahaamxdHbhHtmnAsmx/3EPk2HjYzFJUscenlRqtGxKZwS1ea+WGBjsEs2cf3uwj1M2fQlaxf0iKAZwfwSwKrDmBAp2AmX0HLRgBbj/LQInKLAGJPsGQfoX7m6MpNh4pfcPGTpuaSepqlXy5vzb09CfCkfRCv/8pzy129iw9czHMDyC6k/dsUGq44uieVqz4vf50ATzoGs/EwHw9jUCRNvJm5g/vnlzlmbA9CffFxp0sIAyK59GP2pAIs2cuEhbRsRHI2Hm7k28kp5JJwvrnJrEdfWl4Rk1cBdA/F46xz1E1dGNiad9bzTYw5LROIDuPWblzZlnvnse4QH//Gx7+5TrFZuOdC3ry6giIildcywPWfBSIiIiLnlQKhCMAbvzJpaZmJdsezmbHdfPzQJbxxtaujxt1GRgHebhQ5mLububtdZ6XkEpPMlA387TI6B7PrBP9YSrsmOAwW7QEY1Y19J5mxHbuD3OKafiVxanQU/l7EpvDzXmxWLBDsy+5krBbmjuKKz8gqwF6qK/D5X1h1wOw3O5zBwEgaeQIcyTQr4+UWkWfnn0v551L8PCi0uwrTl/CwmXPn8osoVx5ixjZmbAOwgKetzAjPDzbx9Q4K7BSWOsfNyjXt2JVMSg7e7q5u1Vu6mpX9vNzMxXW+3gG4ChUCzf15aSCpeSzZx5WfsScFiwUDcgqZurF8m/enVbAoTloeF35IZgEWzrnjLtiH5wfy/ECyCkjOIcwPr+Lfjr/ezfIEvokhJomcQhp50bsFY7rR5ZRy9iIiIiJ1jgKhCM/9wrMrAK5swz3RXNYSdytxKYz8hqRsgHWHKLS7AqGzHHlkE3OMpdXCf65hUCQ2CzuT+WIbc2N5ZTVNvAD+WzrMGLy3kdRcrBYGRFJkNzvx9qWa5Rk+2WpmrpPFJQGTcwAs8NY6svLB4lr45Egmr60B+GQ4L60iJpn5cYzpBjBnN8CDl1Do4O11eLuRb3dNzAMaefGPPkxaikH59WbMUZ1lJ/gZpVaRca5tYzfKlJQYGEkzP77azuoDZOZjN0jLd+396DczX0U2ATAM1h0y37oSk1eZnXtOTbz53/U8sJDDGYy5AF93fN2JakpmAY/8SHI2EW9ySzce7U10GDuTeXsd/9tKgQPg+YFE/dm05udRQaffwNZl5nyKiIiI1BsKhFJvHclk30nyigj2IaopbqcZQLhoD8+twAJvX8stXZkfx4ebKbBT6CApG283/DzYeISHf+SjYeYpzhl6O5OxQEQjEtMocpgV5zsFc0Nnpm7koUVmqPN1Z2QXLLAgnhM5pOZigQvDWJlgrn1iKg5ghgEW+rfi/f/DMLhzLhsP4zD4aod5QG7xZMJvYsgtok9LRndj01Fiktl6zAyEu08A9I1gUCSfbeVkHkvvILIJ7lYi3sKAYG/+0Ze9aXy8mVaN8XXD3YaHjY1HzDl+nDIas6SRBoQH8EA0iRn4e7A3jTm7yCti82HAXMOmNKsFwyCvCAs8vZzWjTmRY/bv5RZxaUt+PQjgbqXQgYeNriEM7cAjvQny5uXVHM7g5i5c19F1wSAf7ppDkYMvt/HltvLP9fpVFS82IyIiIiKnUiCUeujHPTz/C+sOuQZABnlzZw+e7G/22pUwDP72Ewb8tRcxSYT/VDakgbc7r1zJuB+YvoWHLjGXu7QVZ8unLifIm4d/ZPl+Vwg5nMlLK4tjFVwYxqfXA7y2xlyRxYBNRwC6NzPLTsyLNRcaBTOJXRRG52DMo3FV5KNUufmViQA3dwVo5gvFi9MAGfkA/h74e3Bte2ZsZ8NhBkUCWC3YDRLSKLDT2BPglq68MhjAYeDxInaHa+kXDxtuVtws5BZR6OCSlmw4BHBxGJP6m891IJ1FcWaocy4G8+4QHriIk3kEv2peluKXsqTsmqUvDGTNAfPxswN48BL8Pcp0GzpDdbmy77d1Y0h77pzDkr1mFyvgaaNPBJ9dby6mKiIiIiJnQ4FQ6pV8Ow8uYNoWAKuF9oH4uJOQRkoub/zKjO18dwuXtnAdv/kou0/g684PsSSkAUSHcVlL3G3MjWVvKqm53DefnmFsPsKM7WYgdDgAPGz8oy+/JAAczGD3CYoctGrM337iaBbdm3E8i2PZrjjkUfZfW88wfrvXfDx5dZmi58Cb63h/M4ZhBp4iBz1C2XoMoFsz85gjmVA8CPN4NpTKiqF+7EgyX1HbJq6DAT9P0vOwGwz6zKxlX1LR/vmV2B2AK83e3p2PhwEETKawgM1HzO0L411NbRFAU1+zXF5kY2JTwMBqoYkXVijJ1xaYeSN2B4czaeLF5FXsS2PlARbvNQ/oFGJOgCxxJJO4FGyWCmbrBXrxwyiAvCKOZhPifV4WdxERERGp9xQIpf4wDP4ylxnbcbPyaG/uu5j0XPLtdG3GygQmLmZnMld9zpq/mLkO+PUQgAEJaXQIYvpw+rQ0d/m48+JK2gcRn8KWI66DKZ75VmTnYLrZTff7cTpPNXc5DKzw3//j6s/NizvFFS9f6WHDzcKWo6w+YNZw9yz+h+hhocCAUlUcbFbsDnq34O+XctO3AN7Fdf+cBQCzCzAMftoDcGGYuatvBEv2MXs3f+lJdiGAb3Fe6hjEhsMAaxKxWs2Dnb7Y5noJTp9uZfFecgvNkhgOB3f2MKfqfR3DLV0Bvt3JwQxzeRjnEp3f7SKzgMx83EpVjzDgH0v47maubkd6HnN3sy/NlQaBDqeUDZy8GofBgNauoHsqLzciG512r4iIiIj8MQVCqT++3M6M7XjamNSPT7by+lpXGPP35Oo2tAjg573c+h2/329WLHCuGZNTSLtAfr2bQG/X1Zwda409GR/NB5sBjhZ3sjlDjgMum2YurGIY5mDU9Hxz1/CvXHUFnZyB0AIFdiw2gFk7zTD2+7HiKxvmki2XtmTGSCxwMp/o99lwmLvmmsdsPcodFwB0CGJ5AusO4TCISTZHhzrd2o0XV7IgjiX7zMGcHYPMXTd3NQMhxcHvlm+JbEK+nb2pUGqEJ1Dk4EC62WwD7r+YqUNYEEdyDj/tMQPhzO0Aj/ehYxB3zMaAFQmsSCjz2p1DXhPSiP6wor85gxaNzEmYJWbt5L2NAP/qX9EpIiIiIlIVFAilnjAMnvsFDFo35pkV5fdm5jNrF15uNPEiJplvYxgVBeBuMw+YPtxMg6sPsCKB7EJaNcFmYeMRXr+K2btIynHVe3B2zVktrmU2P/g/7o0GuHsu07dis5Kcbe7yL+6ac9b66xhMEy+zs/HdDSzZh8VSpiK8M3ql5NCqEUDOCTqHsCOJrAIim7D/pKuWw3Ud+WAz07fw8RaASf1cQy7bBzLhEv6zjhu/JSMPN6srK95+Ac8sN7sNnfalsS+tgrf0xi68cRXJOXi5sWw/f13EgjjeuIrGXiTncKz4BW48AjC8I2sOYkCoH3f2IDUXbzcCvXlpFQV21wRIZ0eipw1/T07mYneABSzc3t1VjDEpm8mreWc9DoO/9uKKyAraJiIiIiJVQoFQ6onfjrEnFZvNHLUY7s8zA7irB25Wdqfw1DK+30VekVkI/uviQJiVD+Bh45Jw7pjDV9spdJS/8tg5tGpCUo45vw7oEASletIsMGc3RzKxWVmeAGB3mLkO6BhcfFjxIqIr7+Keefxvq9mzV2J4JwyDH2IBYlPw/bdrDqFTSRelU8tGhPiYdSkGtebxPmX2vjyYXw+y/jBAuybEniC7AOC3ozTzY9/JMgc7FwItXYSwsRcvDyaiERGNANoF8sZaEtO5c45ZTyKkeBinM/oezjSnQf77Cu7q4bqOh41/LsVqwQDDMKsO5tvJzwFws5lZcfIqZsUQ0YjUXLYdN7P3X3vx5tWIiIiIyPmjQCj1xI4kALsDDG7vwWfXU+ggMZ2sAloG8O1NbD3OZdPMmg0L4gh42RXwCuwEv+oq0+fsAMwvMmNJQhqJaVBqcdEBpfqsnDPuFu0x6847hfjwZH8e+RHgglBzY6gvQFwKW44R2Rjg+k483Avgu11M2YCHlacvZ14choHFYs4h9LAxKJJx0bz9K6sOAHy1g3mx2I0yldkLHMSlFC9MCsCqRHNALLA7hcv/V+btcrdRaAfwciOvqDjcFqdYPw++vckcNOvkaePzGxj8GV/HmFuubGs+aOTJiVxu/oYCBzd0Zmz3Mk/0RB8S0swxt0CQN+5W3Kzk20nOochBxyDaBrJsP/GpxKeab2nvFjw3gKvaIiIiIiLnlQKh1BMni0dv9mzOAxcxbCZL9rkiU4cg7ujO2O68vwmg0EFhfpnTswqwwIjOfPB/5hImDgdvrufJpRTYza6zQxncPht3K2sOmmdZDT69gUuas2w/cSkUOci38+FmLBazNDxwqHg0ZttAAANGzzKXpRnekQGtARp7MWUDc2LZesxc4fOeC5nUDwuE+OLtBtC+CT0/wGFgs5gDPj1tDG5D/1b8exWrD9B1KpeEmx16vx83pyy2D+S1q1iyj5/3kpCGh40uIQzvyD3RzNnNP5eUKS5f0kX4xQ0MblP+He4XwdxRDJtp9un9aynTfyO70BwKW+Dglq58cn2ZohGAxcL7/0fPMO6fj0GZp/Owcf9FvDgIPw9yCvn9OEcyCfQmqqmr+1FEREREzisFQqnDdibz/S7iU8ktJC7V3HhhGJdNKzP6EYhL4V/LXD9a4Im+NPFi4R6zboRT75Zm9yBgsdAzlDZNzCLvQIHdXIfTyVlI/R+Leeda7o02g1CBnXlxHM0kKRsfd3IK+a14wZhBkbyzHjcLe08C+HkwtIO5K6opPcPYcpT4VHP9lSsizTmETqm53PY9DoPRUXx0HSdysFoI8cHLDeDGLjz2M3NjWX/YHCMKeLlx30U8czmNvRheqqp7iXsu5OauzNrJsv0kZ+Nho1UjPtlKbiG3fc9v99G+SflTVh4w06CbhcR0EtNdu0J8mT7czK6nOpyBAe0DuaO7WXYiqilXtnUFPx/3MuVARERERKR6KBBKnXQ8m/vmMTe2fPADpv1mPrBasIIBFigqOc4CBhYLk68AuLIdF75v7jFg4s88u5zuzfCwEZ9q1u4L9uFEDkC3ZtzVgyIHi+JZnsCEXizZy/YkRn5DmB/RzbFZ2JnM0UzzWQdEsjDWPBe4ph0tAziYYQ7MzCqg47t0bYoFYpLNfjagyEETL4YUrwFjGCzcw0ML2Z9GRCPevBpfd3zLFlpo04Tvb+FEDqsPsD8Ndysdg+lTKtyeTiNP7u7J3T1dW27syhWfklVAlyn8pQcvXEFTH4Af9/K3n9iVBBY6BLH5XjYcJiUXLzciGjN8Bonp3D6bGSPxtJV/ljm7mbwa4PWruK6iaCoiIiIiNUWBUOqenclcNp30vDMc5jA4ZYEYc1RkSeH1BbHmg/ZNiD8JkFPoqjfo78HYHnQJ4YEFANkFPNobIC2P5QkU2vl1HK+u4e11HM1ifpx5lpcbXUPYfJSFcWAhI581B7HAjiSzhKABzf0ptJOcw+oD5lkhPrQPZO0hgJN5XPBfujXDMNh6zKz53j6QebcSWlxE/lTBPlzf6QzvyRkNbM3cUYz8hkIHH/7Gh7/hZsXhcL2TPcNY+xe83BhUaiLljJEM+pTvd3HZNF4ZzKBIs7/0YAavrOa/m3AY3HeR0qCIiIhIraNAKHVMWt5ZpUHAYnEFP7OjsJi1eHmY9YfMI+NPmsurXBjKMwMosNPUl0vC+W4XdxcXADxevEaLs/77z3t55xqeG8CkfqxK5GAGdgehflzeGn8P/ruJvy6iyMGOJPpOdz21h40CO0cy6RHKHT0I8gY4mceSfWYavDCMXcnsT2N/8eRDPw8euLhMVYnzalhHjj3OrbNYtp9Ch6tiRLAPLwzivugKTrmsJYtu4+Zv+e0oV35OoDetGpFZwN5Uswv34V68flV1NF5EREREzokCodQx984vkwY9bFgt2B0YuKKLM/4ZBsE++LpzMKN8V6HNwo4k8u0czwGIaMSRDHMFmphkDPD1YMsxnljCukMAPULZesxclhO4ui2NPIlL4Yvt3H6BubhLORc1x2FggUtakJaLwyDUj2vacVdPFsTx+GK2HmPrsTKnNPLk5cHcdxHZhfySwNEsLBAewOWtzLmC1SbQix9vA1h3iD0n8ffkwlBaBvzRKQNbs/NBnlvBl9tJzTVHwFot9I/g2QHm2jkiIiIiUtsoEEpdkm/nu+KyB84OwILikFauD9DpRA4nym8DKLDT7b+uH0/mMHsUd87hRA75dq7/yrXLz4OnLycxna3HzAGfzo0T+/DkMh5cQPtAep+yGkpcCiO/xmFwZw8+GV5+77gLub4Tn2xlYbw5TTHMj2vb85ee5iIrvu6uOYQ1q3eLCl7d6YT4MGUIb17NjiRSc/F2p10gzXzPZ/tEREREpHIUCKUu+W63q6+vZDhoYy983DmW5aoU70yGJaXhnQ8CvUnLcx3T1BcvN45kUWQno4CHf2J8NC+tMovgOYeMXhHJrd0I9aPVfwA6B7laMrEPy/azdD8D/sffL+O+i8wOtNRcPt/Gcys4mUfHIN6+puIXEuzD45fx+GVV9L7UJh42c0itiIiIiNR+CoRSl3wTU+bH27vzRB+6hgB0eY9dyWX2GpDzJHlFvLyKV9e6lvF0uqot+UU08eDj33EY7E3htbUAQd6s+UuZIz/ZyoF0MPhbqfzmZmXuaP4yl29i+PcqJq+isRdAZoE5crVXON/fQkC1zPoTEREREflzFAilLtmfYj6wwKfXc3t3166SCYTebuQW16P3ewmrpVTNCXAr/rF0RUEn5+jTK8rOBpwbx73zAFo15qYuZXb5uvP1jdxzIW+vZ8k+TuYB2Cz0b8W90YyOKl+iXURERESktlEglLrE4oxYBvddXCYNgqsv7o4efPQbDgeAAxxGmemFJeHwjavwcmNPKrN2mnUdnKwW9p7EamXbcV5eZS4q4+VWvtuwxOA2DG5DXhEJaRQ5aNUYf48qea0iIiIiIuedAqHUJT7OrGWhb+vyu0KLFy/5cCPubhQAMGc0mfnkFpq9fCUs8LdLzcd3Xsjl00jLN3+csZ0Z28scHOzDunGE/+Eam15udAo+t9ciIiIiIlLjFAilLikpxHf/D1zbliZerl3DOrIgHsCwuJYeHd4B4J315a9jwAX/xdPGoUyOZZXZVXopmjA/xvbk34Oq+mWIiIiIiNQOCoRSlzT1MR9kFNDjv8wfQ7em5pZ+ERUcHzAZq4Wsggp2bU9yPfZ15/WreHcDO5MJ8OTQ38guoJlf1bZdRERERKTWUSCUuuSCUCheDOZABt3f55p2DGyNnwf7T+JupbBsBfrMiqIgcFNX0vPIKaR1I0Z1Y2h7gJhkdiZjN/DzwE/zAEVERESkAVAglLrk+o489rPrR8NgUTyL4k97vNWCwzkKtNRCo31a8s2NFRx8JAvAWlVtFRERERGp9fTtV+qStoG0bnQOxzuXGDVKdRuG+jFjZAVHJqSxIA7AV32DIiIiItJgKBBKHfPRdeaDCov8WYyyP4LN6jrUAo9fRsQpkfJYFtfNJL8I0GKhIiIiItKAKBBKHTO4Df/oC8Vrgdqs+Hng64G3G4BhAfCyMawDAZ4YYHdAcSQ04O8/c+t3bDhsDiI9ns3b64n+kO3HcbcCXNW2ul+RiIiIiEhN0RxCqXsmX4GPG8/8gmFgd5RfRDSyMXNGcUEzCh0kZ5NXRLAPDy7ki22E+nIsm5k7mLkDDxueNteqMy0acSgDfw/u7FH9L0hEREREpGaoh1DqpKcu5/f7uL07fp6ujV1CeOtqdk/ggmYA7laa+9OmCQGevDKYZr4cy6ZHKMM64OdBgZ3MAiwQ3ZyRXTiaCfDSFYSq2oSIiIiINBjqIZS6qltTPrueQgcncsgtJMjHVbb+VM39mTuaIV+y9Ri7krm2PRc0w2YhKZt5cWw+AvDAxTx0SbU1X0RERESk5ikQSt3mbiXs7Pr0eoWz5i88uJBl+5mzmzm7XbvC/Xn1Sm7tdp7aKCIiIiJSSykQSgPSKZild7DlGLN3sT+N/CKa+jKgNUM7mGvSiIiIiIg0KPoWLA1Oz1B6htZ0I0REREREagEtKiMiIiIiItJAKRCKiIiIiIg0UAqEIiIiIiIiDZQCoYiIiIiISAOlQCgiIiIiItJAKRCKiIiIiIg0UAqEtVdCQsI999wTERHh5eXVsmXLu+++e9++fTXdKBERERERqT8UCGupX3/9tXv37h9//HG7du3Gjh3boUOH6dOn9+jRY/Xq1TXdNBERERERqSdUmL42yszMvOGGG/Ly8hYsWDBkyBDnxkWLFo0YMWLEiBFxcXFNmjSp2RaKiIiIiEg9oB7C2ujtt98+duzYY489VpIGgWuvvfaJJ544ceLEG2+8UYNtExERERGRekOBsDaaMWOG1WqdMGFCue0TJkxwd3f/8ssva6RVIiIiIiJSzygQ1jrHjx/ftWtXVFRUWFhYuV0hISHR0dEJCQlaXUZERERERCpPgbDW2blzJ9ClS5cK90ZFRQG7du2q1jaJiIiIiEh9pEBY6xw5cgQIDg6ucG9QUFDJMSIiIiIiIpWhVUZrnezsbCAwMLDCvc7tWVlZ53TNzMzMIUOGxMTEnOXxeXl5wMGDB8/pWURERERE6q4DBw4Azz333CuvvHKWp3Tt2nXhwoX+/v7ns13nlwJhLWWxWP5gu2EY53S1kydPbtiwoaCg4JzOSklJOafjRURERETqLue339zc3Nzc3LM8ZcOGDWlpaQqEUpV8fX05fRhzbj/Xey4iImLv3r3Hjx8/y+M//fTTd999t3v37uf0LCIiIiIidVePHj22bt360EMPjR079ixPadasWYsWLc5rq843BcJax7m4aGpqaoV7ndtPXYD0jFq0aHH2N+uSJUs4fS+liIiIiEj94/z2Gx4eHh0dXdNtqT5aVKbWca4v6lxr9FTOeYCnW4NURERERETk7CkQ1jqhoaGdOnXavn37qSM8U1JSNm3a1Lp16zZt2tRI20REREREpD5RIKyNxowZY7fbp06dWm77lClTCgoKbr311hpplYiIiIiI1DMKhLXRX//619DQ0FdffXXRokUlG3/88cfJkycHBwc/9thjNdg2ERERERGpN7SoTG0UEBAwe/bsa665ZsiQIYMGDWrfvn18fPyyZcv8/f2///77Jk2a1HQDRURERESkPlAPYS3Vu3fvrVu3jhs3Lj4+/pNPPomNjb3rrru2bt3ar1+/mm6aiIiIiIjUE+ohrL1at2790Ucf1XQrRERERESk3lIPoYiIiIiISAOlQCgiIiIiItJAKRCKiIiIiIg0UAqEIiIiIiIiDZQCoYiIiIiISAOlVUbltPbv3//tt9/WdCvOl/T09NTU1MjIyJpuiNQuhYWF8fHxnTt3tlgsNd0WqV1iY2NbtWrl5eVV0w2R2uXgwYO+vr6BgYE13RCpXVJSUnJyclq2bFnTDZFzs3///ppuQg1QIJQKWK1WYMWKFStWrKjptoiIiIiIVB/nN+GGQ4FQKjB06ND58+dnZ2fXdEPOo507d+bm5nbo0MHf37+m2yK1SGJi4okTJ8LDw0NDQ2u6LVKLnDhxIjExsVGjRu3atavptkgtkpeXFxMT4+bm1r1795pui9QuW7dutdvtUVFRnp6eNd0WOTe+vr5Dhw6t6VZUK4thGDXdBpEaEBUVFRMTs2zZsoEDB9Z0W6QWueeeez7++OOXXnpp0qRJNd0WqUWmTZs2bty4YcOG/fDDDzXdFqlFdu7c2bVr1+Dg4OTk5Jpui9QujRs3Tk9Pj4uLa9++fU23ReQMGlZ/qIiIiIiIiJRQIBQREREREWmgFAhFREREREQaKAVCERERERGRBkqBUEREREREpIFSIBQREREREWmgFAhFREREREQaKAVCERERERGRBkqBUEREREREpIFSIBQREREREWmgFAhFREREREQaKAVCERERERGRBkqBUEREREREpIFSIJQGytPTs+RPkRLOW8LLy6umGyK1i35jSIV0Y8jp6N6QOsStphsgUjOmTp26fv363r1713RDpHaZOHFieHj4XXfdVdMNkdrlhhtuOHLkyHXXXVfTDZHapW3bth9++GFkZGRNN0QV87aNAAAZY0lEQVRqnc8+++zw4cMRERE13RCRM7MYhlHTbRAREREREZEaoCGjIiIiIiIiDZQCoYiIiIiISAOlQCgiIiIiItJAKRCKiIiIiIg0UAqEIiIiIiIiDZQCoYiIiIiISAOlQCgiIiIiItJAKRCKiIiIiIg0UAqEIiIiIiIiDZQCoYiIiIiISAOlQCgiIiIiItJAKRCKiIiIiIg0UAqEIiIiIiIiDZQCodQ3CQkJ99xzT0REhJeXV8uWLe++++59+/ad/ek7d+588MEHIyMjPTw8/Pz8evTo8a9//Ss1NfX8NViqRyVvjHLS09Ojo6MtFsuUKVOqsJFS/arwxoiJiXnhhRcGDx7cunXrgICAFStWVGlLpVpV/sZYvnz5yJEjQ0NDPTw8QkJCrrnmmlmzZp2n1kqN+OGHH9zd3f/Ep0DVfh6JVAFDpB5Zu3ZtQEAAMHDgwHvvvXfQoEGAv7//qlWrzniuw+F46qmnbDabu7v7oEGDxo0bd9NNN4WFhQEREREHDx6shvbLeVKZG+NUeXl5/fr1c/4Kfffdd6u8tVJtqurGOHTo0PXXX2+xWDw9Pa+88srHHnvstdde27dv33lqtpxvlb8x/vWvfwGNGzceN27c008/PX78eOenyZgxYxwOx3ltvFSPr7/+2tPT8098ClTt55FIlVAglPojIyPD+X+xCxYsKNm4cOFCT0/P4ODg1NTUPz49Pz+/V69ed91117Fjx0o25ubmPvjgg8ANN9xwvtot51klb4xT3XbbbT4+Ps4vfAqEdVdV3RibNm0KDQ318/ObPHlyRkbG+WmsVJ/K3xg//vgjEB0dXfrTJDs7u3///sD06dPPS7ulupw4cWL8+PFA8+bNz/VToMo/j0SqhAKh1B8vvPACMGnSpHLbn376aeDJJ5884xWys7NP3VhQUBASEuLh4ZGTk1M1DZXqVfkbo7QpU6ZYLJbvv/9+3rx5CoR1WpXcGMnJyeHh4aGhodu2bTsPbZQaUPkbY+TIkcCGDRvKbd+2bRtw5ZVXVllbpXrl5eVNmDAhICDAy8vrueee+/bbb8/1U6BqP49EqooCodQfnTt3tlqtR44cKbc9KSnJ3d29devWf/rKgwcPBjQArI6qwhvj999/9/LyeuKJJwzDUCCs66rkxrjjjjssFsvKlSvPQwOlZlT+xujevbvFYiksLCy33W6322y2zp07V1lbpdoNHDjw0UcfPXTokGEYs2fPPtdPgfP3RUWkMrSojNQTx48f37VrV1RUlHOeRmkhISHR0dEJCQl/etJ2bm4u0KhRo8q2UqpdFd4YOTk5o0aNioqKcv4Xr9RpVXJjHDlyZObMmcOHDy+ZUyp1XZXcGIGBgYZhnDhx4tSL2+32Vq1aVWWLpXotW7bszTffDA8P/xPnntcvKiKVoUAo9cTOnTuBLl26VLg3KioK2LVr15+4clJS0ubNm6OjowMDAyvTQqkRVXhj/POf/0xISPjyyy/d3d2rsIVSI6rkxpg9e3ZhYeHo0aMTExM///zzl1566eWXX/7666/T09OrvMFSParkxhg2bBjw9ttvl9v+0UcfARMmTKh8O6UuOn9fVEQqya2mGyBSNY4cOQIEBwdXuDcoKKjkmHM1adKkvLy8Z555pjLNk5pSVTfG77//PnXq1GeffbZDhw5V20KpEVVyY6xZswZ48cUXt2/fXnq7n5/fyy+/7FyPSuqWKrkx7r///u+///7ll19OTEx8+umnO3XqBMycOfOFF14YN27c0KFDq7rVUjecvy8qIpWkHkKpJ7Kzs4HTdeI5t2dlZZ3rZd95551p06ZNmDDB+T++UudUyY1hGMYDDzwQGRn5+OOPV3kLpUZUyY3h/P/+pk2bfv7554mJifn5+WlpaXPnzg0LC5swYYKzO0jqliq5Mby8vJYtWzZx4sSZM2d27ty5e/fuV1999ZgxYyZNmvTBBx9UeZulrjhPX1REKk+BUOoVi8XyB9sNwzinq7322muPPPLIjTfeeOrIH6lbKnljfP7552vXrv3Pf/7jrDol9UYlb4zU1NTGjRsvWbLktttui4iI8PDwaNSo0XXXXbds2TI/P79JkyYVFBRUfaPl/Kv8R8lPP/00bdq0nj17fvrppwMGDIiNjTUMY9GiRRs3bqzitkpdU7VfVESqhAKh1BO+vr5ASkpKhXud2/39/c/+ghMnTpw4ceKoUaNmzJhhtepfSl1V+RujsLDw2Wef7dOnjwZ61SdV8hvDWXXw1O0tWrQYMWLEiRMnfv3110q3VKpVldwYS5cuHTFiRL9+/davX3/HHXe8/fbb+/btmz9/fkpKSv/+/X/++ecqb7bUCVX+RUWkquhrrtQTzjW7UlNTK9zr3H7qul4VMgzj7rvvfu2118aPH//FF19oBZE6rfI3xrfffrt///6xY8ceKsv54Z2WllbyWOqQKvmN4e3tnZGRYbfbT93VtWtXID4+vrINlepVJTfGI4884uPjM23atJKPD6vVOnTo0OXLl7u7u0+YMKHCe0bqvSr8oiJStRQIpZ5wLtvlnNJzqpiYGE6/tFc5jz766PTp0x955JH3339ffYN1XeVvjB9++AG49957W5Z15513Ak899VTLli3Hjh1b5S2X86pKfmOEhYUZhvEH/x2g7/11TuVvjLi4uB07dvTv3//UqWIRERFDhw6Nj48/3fWlfqvCLyoiVUurjEo9ERoa2qlTp+3btx8/frxZs2ald6WkpGzatKl169Zt2rQ543Xee++9t99+e9y4cW+99dZ5a6xUn8rfGI8//vhtt9126vaNGzc+//zz991339ChQ8tdWWq/KvmNER0dvWXLlk2bNg0ZMqTcroSEBCAyMrJKWy3nXeVvjIyMDE4/8M85aDAtLa3qmix1RlV9URGpcur9kPpjzJgxdrt96tSp5bZPmTKloKDg1ltvPeMVjh07NnHixO7du7/33nvnp41SAyp5Y0RHR/9fRS6++GKga9euJY+lbqn8b4yRI0dSXFyutPz8/NmzZwcEBPTp06eqWivVppI3Rtu2bd3c3DZs2FBUVHTq3g0bNthsts6dO1dZc6VOqfyvHZHzwhCpL9LT00NDQz09PRcuXFiycdGiRZ6ensHBwampqSUbHQ7Hbbfd1r59+wULFpS+grPY4I8//lh9jZbzr/I3RoXmzZsHvPvuu+el0XL+Vf7GcDgcvXr1AqZMmVKy0W63P/zww8Czzz5bDa9CqlzlbwznGPIJEybk5+eXbCwoKHjyySeB22+/vRpehVSD2bNnn+5T4HT3xtnfXSLVyWJofVupR9atW3fNNdekp6cPGjSoffv28fHxy5Yt8/f3X7BgQb9+/UoO27NnT/v27YGhQ4fOnz+/ZHvfvn3XrFnz8MMP+/n5nXrx8PDw+++/vxpehVS5St4YFZo/f/6wYcPefffdCRMmnN/Wy3lT+RsjISFhwIABiYmJl1566WWXXeZwOBYvXrxjx44RI0Z88803bm6al1EnVfLGyMzMHDp06KpVqyIjI6+77rrg4OCUlJT58+fv2bOnb9++CxYsCAgIqIFXJVVtzpw5I0aMqPBT4A9+aZzl3SVSrWo6kYpUsf37948bN65ly5YeHh7h4eF33XXX3r17yx1TWFg4ePBgf3//L7/8svT2Dh06/ME/lujo6Gp8HVLFKnNjVEg9hPVD5W+MtLS0J598smvXrj4+Pn5+fr169Zo2bZrD4aiW5sv5Uskbo6io6JNPPhk8eHBQUJCbm1tgYODgwYM/+eSToqKi6noFct79QQ/hH//SOJu7S6Q6qYdQRERERESkgdKiMiIiIiIiIg2UAqGIiIiIiEgDpUAoIiIiIiLSQCkQioiIiIiINFAKhCIiIiIiIg2UAqGIiIiIiEgDpUAoIiIiIiLSQCkQioiIiIiINFAKhCIiIiIiIg2UAqGIiIiIiEgDpUAoIiIiIiLSQCkQioiIiIiINFAKhCIiIiIiIg2UAqGIiIiIiEgDpUAoIiIiIiLSQCkQioiIiIiINFAKhCIiIiIiIg2UAqGIiIiIiEgDpUAoIiIiIiLSQCkQioiIiIiINFAKhCIiIiIiIg2UAqGIiIiIiEgDpUAoIiIiIiLSQCkQioiIiIiINFAKhCIiIiIiIg2UAqGIiIiIiEgDpUAoIiIiIiLSQCkQioiIiIiINFAKhCIiIiIiIg2UAqGIiNQ3Dodj27Ztn332md1ur+m2nFlmZuaqVavWr19f0w2pRS0REZFqo0AoIiL1zb59+7p37z527NjCwsKabsuZPfroo/379585c2ZNN6QWtURERKqNAqGIiIiclmEY8+fP/+WXX2q6ISIicl4oEIqI1AHvv/++5RyNGjWqplst9cGbb745bNiwAQMGzJ07t6bbUvMyMzPnzJnz5ptv1nRDRESqjAKhiIiInNaOHTvKPWjI1q9fP2LEiFdffbWmGyIiUmUUCEVE6oDx48cXVsS596effjp114wZM2q2zVI/jB8/vnnz5h06dLj11ltrui0iIlL13Gq6ASIicmYWi8XN7bS/sa1W6x/sFamM3r17Hz58uKZbISIi54t6CEVERERERBooBUIREREREZEGSoFQRKSe27lz54MPPnjxxRcHBwd7eHh4e3u3atVqzJgxq1evrvB4h8OxcePGN9544+abb+7evXtwcLC3t7e7u3toaOiQIUO+/vpr52H5+fmffvrp8OHDO3bs6OfnFxAQ0KFDhwceeGD37t1V25K33npr9OjR0dHRISEhPj4+7u7uTZs2vfTSS1988cX09PQ/fu2LFy9+5JFHLr744rCwME9Pz2bNmvXp02fy5MkZGRlnfN/mz58/atSoVq1aeXl5hYSEXHbZZa+99toZn/F0ioqK/ve//w0dOrRFixaenp6BgYGXXHLJM888c+jQoVrekj179jjXrc3Lyyu3q8HeWsePHz91Xd++ffueeqTdbv/000+vueaaZs2aeXp6hoWFDRs2bObMmQ6H4w+uLyJSrQwREamznL/JFy9e/AfHTJs2reR3vs1ms1gsJT9OnDjx1OPj4+P/+IPjlltu+e6771q2bFnhXi8vr9mzZ1dPS5o2bbp58+Y/cWKzZs02bdp0uncsKSlp0KBBp3vGefPm/cG7XaGYmJiuXbtWeEFPT8+IiAjg4Ycfrp0tKXkzc3Nzy12tAd5aixcvBqxWa6tT3HjjjeUOTkhIuOCCC0quabW6/he+b9++SUlJf/A3JSJSbRQIRUTqMOeXyz8OhLt27Xr33Xe3bduWk5NjGEZhYeH27dvHjRvnPHfGjBnlji/5rvzxxx9v3br1xIkTOTk5GRkZW7Zsuf/++0t/1R4xYsQ333wTFxeXmZmZlJQ0Z86cLl26AL6+vkePHq3Clnz00Ue//fZbUlJSTk5OVlbWnj173n///fDwcCAkJOTkyZOnO3HMmDHTp0/fsmVLampqZmZmXFzce++95zwxKCgoOTn51EampKR06NABaNSo0csvvxwXF5eXl5ecnDx79uxevXoBbm5us2bNOtPfjEtsbGxwcLAzY7z55pvx8fE5OTkpKSlr166d9P/t3VtIFO8fx/FvWqvhumku2VFDsrxoA40KKzoZBSUSoVJ0opSsboIKql8hVEYX3XRXVERkJwvKiq6S2orKTmQhSSbkofLctlpum6z7vxj+i+ju7LqpTc77dSU7zzzznQO6H2fmef77T1kk3gKhRipRCYQ6vLSUQBgbG+v3aNfX148fP15Epk2bduXKFaWrhoaGkydPKoc6NTW1s7PTbz8AMNAIhADwDwskEPqSl5cnIjNmzOjxuUoAcLvde/bsUZY+ePCg99Lm5uYxY8aISH5+/kBXUlNTExMTIyIHDx4MbsXdu3f3Xrp69WoRmTBhQlVVVY9FLpdr06ZNImIymaqrqwPZNZfLlZqaKiJJSUmNjY29G9jt9nnz5nkNhBqpRP1gejWEL63AA+Hy5ctFZPHixe3t7T0WVVRUGI1GETl16lTg+wIAA4RACAD/sD8JhJ8+fVJW73HLRf27cnNzc2hoqIi8f//ea7f79u0Tkblz5w50JW63+8iRIyIyderUHp8HuGJcXFyPz0tLS1Uyidvtdjqdyq2qvLy8QHbt7t27IhIaGlpeXu6rTU5OTu8Ypp1KggiEQ/jSCjAQPnz4UESio6NbWlq8Njh8+LCIJCcnB7wrADBQGFQGAHRq8uTJ4eHhIuL3faruzGZzUlKSiLx8+dJrA+UuU0VFxUBXIiIZGRkiUllZ+f379yBWrK2tbWpq6v75yZMnRWTRokWLFi3yuqLBYNi/f7+IXLhwweFw+N3Q+fPnRSQ9Pd3Xm3u+aKeSIOj50lKcPXtWRHJzc5U7jb1lZWWJyNu3b9vb24PoHwD6EYEQAPRLeZepr19JlaFHGhoaVJbabLbeg1L2eyXTpk1TBuqoqqoKbkXPHSTF/fv3RUR5VtOXVatWhYSEOByOp0+f+t3Qo0ePRCQ9Pb1P5WmqkuDo9tJSlJSUiIivMC8iU6dODQ0N7erq6mtSBYB+N/xvFwAAGHC1tbVFRUVPnjypqqqy2+3Dhw+fNGnSzJkzOzo6RKSvI+CPHj1aRGw2m8pSEeno6FBuzgxcJWFhYdHR0a2trX2dg8GzYvecYLfb6+rqRCQ5OVllXaPRmJiY+OHDh7dv36alpam0tNlsjY2NItLXm3LaqcQvLq3e7HZ7fX29iOTm5hoMBl/NlJJ87SwADBoCIQAMcUeOHCkoKPj9+3f3D6urqx8/fhxch8p3XF+PKXq+AXd2dg50JSIycuRIEenTLaPuKzqdTs8nra2tyg+e8TZ9UZ4D9LT35du3b93bB047lajj0vLKczqUWKjO5XL1tX8A6F88MgoAQ9nRo0fz8/N///6dnZ1dUlJSX1/vdDp//fpVU1NTVFQ0atSoIPrsPp2aylL3/8e8GbhKREQZhqTHtoJb0fNz9/kPvFL20e9GPf309faUdipRwaXli+cgq4zf47Fs2bLgygOA/kIgBIAhy263K4MlHjp0qKioKC0tbezYsQaDQZmCPDs7OyoqSm+VqPDcPWtpaVFvqTTwe/vO08Bvh5qtxBftnFDtVOLh2aKvlyEBQFMIhAAwZD169MjpdBqNxr1791KJX1FRUcpM4mVlZSrNfv78qQwEMn36dPUOTSbTxIkTReTVq1f/aCW+aOeEDnIlI0aMEH/PeZrNZuV1x9evXw9CSQDwhwiEADBkNTc3i8i4cePCwsKoJBBLliwRkRs3bqi0uXXrlsvlCgsLU2ZBUKeM9VJUVPTvVuKVdk7oIFcSEREhIj9+/FBvNmfOHBG5efPmIJQEAH+IQAgAQ1Z0dLSINDU1/fWBK7RTibq8vDwRefDgga/BSDo7O48dOyYi69atU7KBuh07dohIaWmperTTciVeaeeEDnIlkyZNEpFfv371mLCkh/Xr14tIaWmpMn0IAGgZgRAAhqzU1NRhw4bZ7fbCwkIqCcT8+fPT09Pdbve6det6f+N3u93btm0rLy83Go0HDhwIpMPZs2dnZ2eLyObNm61W679YiVfaOaGDXElsbKySCS9fvqzSLDMzU5nhY+PGjZWVlYNQGAAEjUAIAEPW2LFjlTsVW7du3bVr17t37zyPurW3t5eXlwcxpP6/Xolf586dS0hIqKurS0lJOX78eFVVldPpbG1tvX379rx5886dOxcSEnL69OmEhIQAOzxz5ozFYmlra1u6dOmWLVusVqvNZuvq6nI6nV+/frVarRUVFRqvpDftnNDBr2TDhg0iUlBQcOrUqdraWofD0djYeOvWrZUrV3rmmTAYDBcvXoyKivry5UtKSsrevXufPXvW2tqqnMHS0tKCggKlbAD4+/wOiAwA0CzlN/m9e/d8NWhra1u4cGH3X/sGg6HH4P537tzpvooyTomIOBwOr33m5OSIyM6dO70uVd7pEpH6+vqBrsTtdsfHx/fjioqGhoYepXqYzebi4mJfffpit9uzsrLU/xx7PZ5aqMTXwdTnpaVsLjk52euhO3/+fPeW7969s1gsvo5zRESEy+XytXUAGDRMTA8AQ1lkZOT9+/evXr16+fLlN2/etLS0dHV1GY1Gs9kcFxeXlJSUnJycmpqqq0r8io2NtVqtxcXFly5dev78eVNTk9FoTExMzMjI2L59exDTGJhMpmvXrr148aKwsNBqtX7+/LmtrS08PNxkMsXHx1sslgULFqxYsULLlfSmnRM6yJVERkY+fvz4xIkTN2/e/Pjxo8PhiImJmTVrVmZm5po1a7q3tFgsZWVl169fv3379osXL5qamjo6OiIjI6dMmTJ//vy1a9eqz7sIAINjmLvvM64CAAAAAIYA/jUFAAAAADpFIAQAAAAAnSIQAgAAAIBOEQgBAAAAQKcIhAAAAACgUwRCAAAAANApAiEAAAAA6BSBEAAAAAB0ikAIAAAAADpFIAQAAAAAnSIQAgAAAIBOEQgBAAAAQKcIhAAAAACgUwRCAAAAANApAiEAAAAA6BSBEAAAAAB0ikAIAAAAADpFIAQAAAAAnSIQAgAAAIBOEQgBAAAAQKcIhAAAAACgUwRCAAAAANApAiEAAAAA6BSBEAAAAAB0ikAIAAAAADpFIAQAAAAAnSIQAgAAAIBOEQgBAAAAQKcIhAAAAACgUwRCAAAAANApAiEAAAAA6BSBEAAAAAB06n91yfqaRPu0qAAAAABJRU5ErkJggg==)
xyplot(price~carat, data=da, xlab=xlab, ylab=ylab, type=c("p","smooth"))
![](data:image/png;base64,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)
## Usando o update().
p0 <- xyplot(price~carat, data=da)
update(p0, type=c("p","smooth"))
![](data:image/png;base64,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)
## Escala log10 para y.
xyplot(price~carat, data=da, xlab=xlab, ylab=ylab,
type=c("p","smooth", "g"),
scales=list(y=list(log=10)))
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)
## Opções: yscale.components.{log,log10.3,logpower}.
xyplot(price~carat, data=da, xlab=xlab, ylab=ylab,
type=c("p","smooth", "g"),
scales=list(y=list(log=10)),
yscale.components=yscale.components.log10.3)
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)
Exercícios
##-----------------------------------------------------------------------------
## OJUICE (pg 709): O índice de docura do suco de laranja está
## relacionado com a concentração de pectina?
url <- "http://www.leg.ufpr.br/~walmes/data/business_economics_dataset/EXERCISE/OJUICE.DAT"
da <- read.fwf(url, widths=c(-12,12,3))
names(da) <- c("SweetnessIndex", "pectin")
str(da)
xyplot(SweetnessIndex~pectin, data=da, type=c("p","smooth","g"))
xyplot(SweetnessIndex~log(pectin), data=da, type=c("p","smooth","g"))
xyplot(SweetnessIndex~sqrt(pectin), data=da, type=c("p","smooth","g"))
xyplot(SweetnessIndex~pectin^(1/3), data=da, type=c("p","smooth","g"))
xyplot(log(SweetnessIndex)~log(pectin), data=da, type=c("p","smooth","g"))
##-----------------------------------------------------------------------------
## GASOIL (pg 710): Dados sobre o preço da gasolina (cents/gallon) e do
## barril de óleo cru (refiner acquisition cost, U$/bbl) para o período
## de 1980-2001. Explora e relação entre preço da gasolina (y) e do óleo
## cru (x).
url <- "http://www.leg.ufpr.br/~walmes/data/business_economics_dataset/EXERCISE/GASOIL.DAT"
da <- read.fwf(url, widths=c(16,8,6))
names(da) <- c("year", "gasoline", "crudeOil")
str(da)
xyplot(gasoline~crudeOil, data=da, type=c("p","smooth","g"))
xyplot(gasoline~year, data=da, type=c("p","smooth","g"))
xyplot(crudeOil~year, data=da, type=c("p","smooth","g"))
xyplot(gasoline+crudeOil~year, data=da, type=c("p","smooth","g"),
auto.key=TRUE)
## Dois eixos y.
p1 <- xyplot(gasoline~year, data=da, type=c("p","smooth"))
p2 <- xyplot(crudeOil~year, data=da, type=c("p","smooth"))
doubleYScale(p1, p2)
##-----------------------------------------------------------------------------
## FERTRATE (pg 735): Dados sobre a taxa de fertilidade (y) e
## prevalencia de contraceptivos (x) para 27 Estados dos EUA.
url <- "http://www.leg.ufpr.br/~walmes/data/business_economics_dataset/EXERCISE/FERTRATE.DAT"
da <- read.fwf(url, widths=c(36,3))
names(da) <- c("contrPrev", "FertRate")
str(da)
xyplot(FertRate~contrPrev, data=da, type=c("p","smooth","g"))
##-----------------------------------------------------------------------------
## Exportando.
getwd()
jpeg(filename="figura1.jpeg", width=800, height=600, res=300)
xyplot(FertRate~contrPrev, data=da, type=c("p","smooth","g"))
dev.off()
jpeg(filename="figura1.jpeg", width=1600, height=1200, res=300)
xyplot(FertRate~contrPrev, data=da, type=c("p","smooth","g"))
dev.off()
png(filename="figura1.png", width=1600, height=1200, res=300)
xyplot(FertRate~contrPrev, data=da, type=c("p","smooth","g"))
dev.off()
pdf(file="figura1.pdf", w=7, h=5)
xyplot(FertRate~contrPrev, data=da, type=c("p","smooth","g"))
dev.off()
tiff(filename="figura1.tiff", width=1600, height=1200, res=300)
xyplot(FertRate~contrPrev, data=da, type=c("p","smooth","g"))
dev.off()
Mais de um par de variáveis
##-----------------------------------------------------------------------------
## COLLGPA.
url <- "http://www.leg.ufpr.br/~walmes/data/business_economics_dataset/EXERCISE/COLLGPA.DAT"
da <- read.fwf(url, widths=c(4,3,4))
names(da) <- c("verbal", "math", "gpa")
str(da)
## 'data.frame': 40 obs. of 3 variables:
## $ verbal: num 81 68 57 100 54 82 75 58 55 49 ...
## $ math : num 87 99 86 49 83 86 74 98 54 81 ...
## $ gpa : num 3.49 2.89 2.73 1.54 2.56 3.43 3.59 2.86 1.46 2.11 ...
##-----------------------------------------------------------------------------
## FTC.
url <- "http://www.leg.ufpr.br/~walmes/data/business_economics_dataset/EXAMPLES/FTC.DAT"
da <- read.fwf(url, widths=c(8,8,8,8))
names(da) <- c("tar","nicotine","weight","carbonMono")
str(da)
## 'data.frame': 25 obs. of 4 variables:
## $ tar : num 14.1 16 29.8 8 4.1 15 8.8 12.4 16.6 14.9 ...
## $ nicotine : num 0.86 1.06 2.03 0.67 0.4 1.04 0.76 0.95 1.12 1.02 ...
## $ weight : num 0.985 1.094 1.165 0.928 0.946 ...
## $ carbonMono: num 13.6 16.6 23.5 10.2 5.4 15 9 12.3 16.3 15.4 ...
##-----------------------------------------------------------------------------
## rock.
##-----------------------------------------------------------------------------
## Informações da sessão.
Sys.time()
## [1] "2015-04-13 11:59:10 BRT"
sessionInfo()
## R version 3.1.2 (2014-10-31)
## Platform: i686-pc-linux-gnu (32-bit)
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C LC_TIME=pt_BR.UTF-8
## [4] LC_COLLATE=en_US.UTF-8 LC_MONETARY=pt_BR.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=pt_BR.UTF-8 LC_NAME=C LC_ADDRESS=C
## [10] LC_TELEPHONE=C LC_MEASUREMENT=pt_BR.UTF-8 LC_IDENTIFICATION=C
##
## attached base packages:
## [1] methods splines stats graphics grDevices utils datasets base
##
## other attached packages:
## [1] faraway_1.0.6 nlrwr_1.1-0 sandwich_2.3-2 NRAIA_0.9-8
## [5] nlstools_1.0-0 nls2_0.2 proto_0.3-10 NISTnls_0.9-13
## [9] lmtest_0.9-33 zoo_1.7-11 HydroMe_2.0 minpack.lm_1.1-8
## [13] nlme_3.1-119 drc_2.3-96 plotrix_3.5-10 magic_1.5-6
## [17] abind_1.4-0 MASS_7.3-37 gtools_3.4.1 alr3_2.0.5
## [21] car_2.0-22 reshape2_1.4 reshape_0.8.5 plyr_1.8.1
## [25] doBy_4.5-12 survival_2.37-7 latticeExtra_0.6-26 lattice_0.20-29
## [29] RColorBrewer_1.0-5 rmarkdown_0.3.3 knitr_1.8
##
## loaded via a namespace (and not attached):
## [1] digest_0.6.4 evaluate_0.5.5 formatR_1.0 grid_3.1.2 htmltools_0.2.6
## [6] Matrix_1.1-5 nnet_7.3-8 Rcpp_0.11.3 stringr_0.6.2 tools_3.1.2
## [11] yaml_2.1.13