# ————————————————————————————
# Tukey HSD 法による多重比較(Rcmdrでのまちがった計算)
# ————————————————————————————
library(Rcmdr)
## Loading required package: splines
## Loading required package: RcmdrMisc
## Loading required package: car
## Loading required package: sandwich
## Loading required package: effects
## Loading required package: carData
##
## Attaching package: 'carData'
## The following objects are masked from 'package:car':
##
## Guyer, UN, Vocab
## lattice theme set by effectsTheme()
## See ?effectsTheme for details.
## コマンダーの GUI はインタラクティブなセッションでしか起動しません.
# 二要因乱塊法データ「Box3_R.txt」を読み込む
Dataset <- read.table("/Users/minaka/TeachingMaterials/R-statistics/Mac/R/data/Box3_R.txt", header=TRUE, sep="", na.strings="NA", dec=".", strip.white=TRUE)
Dataset <- within(Dataset, { REP <- as.factor(REP)
})
# 二要因乱塊法モデルのフィッティング
LinearModel.1 <- lm(DATA ~ REP + N + V +N:V, data=Dataset)
# ——————————————————————————
# Tukey HSD検定(モデルのまちがいに注意)
# ——————————————————————————
library(mvtnorm, pos=17)
library(survival, pos=17)
library(MASS, pos=17)
library(TH.data, pos=17)
##
## Attaching package: 'TH.data'
## The following object is masked from 'package:MASS':
##
## geyser
library(multcomp, pos=17)
library(abind, pos=22)
AnovaModel.2 <- aov(DATA ~ N, data=Dataset)
# ↑このモデル「DATA ~ N」はまちがっている!
with(Dataset, numSummary(DATA, groups=N, statistics=c("mean", "sd")))
## mean sd data:n
## N0 3.483333 0.5139808 12
## N1 4.761000 0.3313680 12
## N2 5.071833 0.6897728 12
## N3 5.669667 0.4411381 12
## N4 5.796667 0.2710335 12
local({
.Pairs <- glht(AnovaModel.2, linfct = mcp(N = "Tukey"))
print(summary(.Pairs)) # pairwise tests
print(confint(.Pairs)) # confidence intervals
print(cld(.Pairs)) # compact letter display
old.oma <- par(oma=c(0,5,0,0))
plot(confint(.Pairs))
par(old.oma)
})
##
## Simultaneous Tests for General Linear Hypotheses
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: aov(formula = DATA ~ N, data = Dataset)
##
## Linear Hypotheses:
## Estimate Std. Error t value Pr(>|t|)
## N1 - N0 == 0 1.2777 0.1930 6.619 < 1e-04 ***
## N2 - N0 == 0 1.5885 0.1930 8.229 < 1e-04 ***
## N3 - N0 == 0 2.1863 0.1930 11.326 < 1e-04 ***
## N4 - N0 == 0 2.3133 0.1930 11.984 < 1e-04 ***
## N2 - N1 == 0 0.3108 0.1930 1.610 0.497395
## N3 - N1 == 0 0.9087 0.1930 4.707 0.000157 ***
## N4 - N1 == 0 1.0357 0.1930 5.365 < 1e-04 ***
## N3 - N2 == 0 0.5978 0.1930 3.097 0.024600 *
## N4 - N2 == 0 0.7248 0.1930 3.755 0.003744 **
## N4 - N3 == 0 0.1270 0.1930 0.658 0.964415
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## (Adjusted p values reported -- single-step method)
##
##
## Simultaneous Confidence Intervals
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: aov(formula = DATA ~ N, data = Dataset)
##
## Quantile = 2.8202
## 95% family-wise confidence level
##
##
## Linear Hypotheses:
## Estimate lwr upr
## N1 - N0 == 0 1.27767 0.73328 1.82206
## N2 - N0 == 0 1.58850 1.04411 2.13289
## N3 - N0 == 0 2.18633 1.64194 2.73072
## N4 - N0 == 0 2.31333 1.76894 2.85772
## N2 - N1 == 0 0.31083 -0.23356 0.85522
## N3 - N1 == 0 0.90867 0.36428 1.45306
## N4 - N1 == 0 1.03567 0.49128 1.58006
## N3 - N2 == 0 0.59783 0.05344 1.14222
## N4 - N2 == 0 0.72483 0.18044 1.26922
## N4 - N3 == 0 0.12700 -0.41739 0.67139
##
## N0 N1 N2 N3 N4
## "a" "b" "b" "c" "c"
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)
AnovaModel.3 <- aov(DATA ~ V, data=Dataset)
# ↑このモデル「DATA ~ V」はまちがっている!
with(Dataset, numSummary(DATA, groups=V, statistics=c("mean", "sd")))
## mean sd data:n
## V1 4.7694 1.0548145 20
## V2 5.0420 0.9574259 20
## V3 5.0581 0.8559827 20
local({
.Pairs <- glht(AnovaModel.3, linfct = mcp(V = "Tukey"))
print(summary(.Pairs)) # pairwise tests
print(confint(.Pairs)) # confidence intervals
print(cld(.Pairs)) # compact letter display
old.oma <- par(oma=c(0,5,0,0))
plot(confint(.Pairs))
par(old.oma)
})
##
## Simultaneous Tests for General Linear Hypotheses
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: aov(formula = DATA ~ V, data = Dataset)
##
## Linear Hypotheses:
## Estimate Std. Error t value Pr(>|t|)
## V2 - V1 == 0 0.2726 0.3034 0.898 0.644
## V3 - V1 == 0 0.2887 0.3034 0.951 0.610
## V3 - V2 == 0 0.0161 0.3034 0.053 0.998
## (Adjusted p values reported -- single-step method)
##
##
## Simultaneous Confidence Intervals
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: aov(formula = DATA ~ V, data = Dataset)
##
## Quantile = 2.4067
## 95% family-wise confidence level
##
##
## Linear Hypotheses:
## Estimate lwr upr
## V2 - V1 == 0 0.2726 -0.4576 1.0028
## V3 - V1 == 0 0.2887 -0.4415 1.0189
## V3 - V2 == 0 0.0161 -0.7141 0.7463
##
## V1 V2 V3
## "a" "a" "a"
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)
AnovaModel.4 <- aov(DATA ~ REP, data=Dataset)
# ↑このモデル「DATA ~ REP」はまちがっている!
with(Dataset, numSummary(DATA, groups=REP, statistics=c("mean", "sd")))
## mean sd data:n
## 1 5.132800 0.9331476 15
## 2 4.912533 0.9578146 15
## 3 5.146800 1.0105777 15
## 4 4.633867 0.9102152 15
local({
.Pairs <- glht(AnovaModel.4, linfct = mcp(REP = "Tukey"))
print(summary(.Pairs)) # pairwise tests
print(confint(.Pairs)) # confidence intervals
print(cld(.Pairs)) # compact letter display
old.oma <- par(oma=c(0,5,0,0))
plot(confint(.Pairs))
par(old.oma)
})
##
## Simultaneous Tests for General Linear Hypotheses
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: aov(formula = DATA ~ REP, data = Dataset)
##
## Linear Hypotheses:
## Estimate Std. Error t value Pr(>|t|)
## 2 - 1 == 0 -0.2203 0.3482 -0.633 0.921
## 3 - 1 == 0 0.0140 0.3482 0.040 1.000
## 4 - 1 == 0 -0.4989 0.3482 -1.433 0.485
## 3 - 2 == 0 0.2343 0.3482 0.673 0.907
## 4 - 2 == 0 -0.2787 0.3482 -0.800 0.854
## 4 - 3 == 0 -0.5129 0.3482 -1.473 0.460
## (Adjusted p values reported -- single-step method)
##
##
## Simultaneous Confidence Intervals
##
## Multiple Comparisons of Means: Tukey Contrasts
##
##
## Fit: aov(formula = DATA ~ REP, data = Dataset)
##
## Quantile = 2.6478
## 95% family-wise confidence level
##
##
## Linear Hypotheses:
## Estimate lwr upr
## 2 - 1 == 0 -0.2203 -1.1423 0.7018
## 3 - 1 == 0 0.0140 -0.9080 0.9360
## 4 - 1 == 0 -0.4989 -1.4210 0.4231
## 3 - 2 == 0 0.2343 -0.6878 1.1563
## 4 - 2 == 0 -0.2787 -1.2007 0.6434
## 4 - 3 == 0 -0.5129 -1.4350 0.4091
##
## 1 2 3 4
## "a" "a" "a" "a"
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3f/q05i+cDIBDvlZgz98Ybb0wxr+/yyy+fIiAWo6xb32eTaU4sxBOfAzfffHNabbXV0qqrrpr/oDKZMhY2b7Ttj3/8Y/r73/+eVl555fTsZz87Pf3pT59wFPp45/3b3/6We8V1H2XF51qv5hCOz+jol/gcifdk9Ek3qYzPnW7O05xnwYIF6be//W2Kz7eXvexl6SlPeUrz7oV63q9raarenRpX9vXXL4dO7ZnMdnWdjJa8BAhURiAbLSERIECAAAECQyiQzZ1Zy/7gGPNvr7326tjSj33sY2PyxrHZrcu17Nb0tmOOPvrotrzZaMu2fN1uuOKKK8aUl839OebQAw88cMz+bLTqmP1ZQKCWBSoaebLRn7Xsy+mYPGW9yOYYrWWBkfxfFkBqnLNuHdvq++Mxmw+07dRZcLH2ne98p/bqV7+67fh6OfG44oor1t7znvfUsiBJWxnNGz7wgQ+MOWecN1sIKs+SjdStZSvV17LA15hzrbLKKrUdd9yxlgV8mouqZYHk2qabblrLgp1j8sfr9773vbUsEDImf/OLbNRxWz2iLtmX5eZstZ///Odjyq63ufla22effdrKyoJctSxgPKasohfZNARtx+69995FWSfc9q53vautrG9+85sdj9tpp53a8mdTUXTMf+ihh7blz0ZlN/J3a9o4IHty55131j7xiU/U4n1Qt219zAJZtW222aaWzRNci/dPNymu209/+tO1F7/4xbVsKosxZWeB+9p6662X7498vUrZ1Bu1N73pTbW4FlrbFK+zHw9qce1kPyZ0XYUsgFr7whe+UMvmRS4s81nPelZt8803r11wwQVdlXn++ee39Wn2g0x+bNgcfPDBtfiMa61/FpjO32NF1/jCfO5M5RqKymaL0tWi3tmo9jF1jf8vrL322rXsB7K8TT/72c/G7K+369FHH833F/2nzGupF95FdY5tZV9/ZTp0qnPr9m4+f1uPiddl1DWblqbtvZFNE9PVZ1B8Ljb/vzWeN39WNte5jLpGeVO1aq6L5wQIVEcgbheTCBAgQIAAgSEU2GSTTdq+lB5++OEdW5qtFN+WP77IXnnllW3HRMCt/iW3/pjN/Vi7//77a7/4xS9qJ598cu28886r3XXXXW3HFm245557xpS3xBJL5F+26nlbg7mtgdz58+ePOf6AAw6oH1r640c+8pEx56q3v9NjWDWnbPqAWlHfdDo+tkfw8fvf/35zMWOeZ3O1ttXp17/+dS1bzKqWLQTVtq/5XNmos1o2MjT3joBo876i59mo1Fo2onDM+esvuv2y2E2+COAWnb8edKmfs/UxAhRFx4XHVFIEO1vLe/Ob31xYVAQSs5G7bfkjWNcpvfKVr2zL//Wvf72RvRurRubsyYknnliL909rncd7vcMOO9Sy0aHNxbQ9jyD8y1/+8q7KjXwTBe3bTjDBhgimfepTn2oLvHZq12KLLVbL5jqeoNRaLZsSpJaN8OyqXdmUIbX4oSc+58ZLP/7xj9vKi8B4NtK7ls3B3LavtQ3ZnJ15oK35HAvzuTPZayjOm42sra2++uoT1jU8fvKTnxTm6xQALfta6oV3s30878X1V7ZDa507vZ7K9VBWXX/5y18WXivx98J46fbbby987xe9x8uqa9RnKlbjtcM+AgSmV0AAdHr9nZ0AAQIECPRMIEZJtn6x/u///u+O5ysK9MTxEcxsTRtssEFb2RtttFFh4OU5z3lO7ZBDDplwhEe2KNOYMn/0ox/lp40vntmtrWP2NdcpAjcvetGLGvt7OfozKrQwgYioa4xea+2Xbl7HCLs///nPrV2Rvy4KgMbIxUUXXbSrc8VorhhJ0009Is8b3/jGwnp0+2Wx23zNo3rrdXvrW99aeO76xhj9V89bf3z+859f3z3px/ji3eoYAenm0ar1QjsFX6Me1157bT1b4zF+IIjRdPV6xmME2WJEYj11axX5f/Ob39Rmz549przmssd7HiONO6WLL754wkB6a9kReI+RgWWkGEEco0tbzzHR6xjlmi2e1rEKMSp4ojKK9me3+9eyqSQ6llsUkNtiiy3GfE4Vldu8LZtyYsxn5sJ87kzmGopGxY9eEUBurs94z7PpNArzFgVAe3Et9cK7uXN7cf31wqG5zuM9n+z1UHZdY8Rn6/X0zne+c7wq17785S+3HRN3NbTeXVB2XSdrNW4j7CRAYNoFFsk+fCQCBAgQIEBgCAViXr7WFPP1dUqdVlaP+fWaU/bXS+FiR9kXhRTzWbamG264IcVq7K973etSrPbeKWWBqzG7soBBitXps9tS83ny6jtjReOtt966/jJloz/zeQDrG3q98nv9PFN5POuss9IZZ5xReGjMsZkFFvP59YpWTc9GneWLUhUeXLDxuOOOy+d8jF0x1+OrXvWqfJ7EgqzpsssuS9/61rcau7IgWspuz09Z8LqxrflJtCML9jVv6snzbGRiW7lZYLzwOqtnzEYE1Z82Hv/zP/+z8XyyT5ZbbrmUjWgcc9g///nPlI10HrMtXmSjmNq21Tf89Kc/rT9tPGbBuba5dONc2a2djTyTeZIFwlMWmB1zSPThBz/4wZTdup6ykdN5W4rmqc2mtUi///3vxxwbL2K+yZgHOOY7bE0xZ2U2XUKKazcWVGtOkT8b/Zwf37x9Ks+zH1BSNoK38NAs0NrxOs2CI2nLLbdMWaC57diYM/iggw5q217fkN3iX3/a9hhz6W6//faN91dbhoIN2QjuMZ9TMcdvvCc7zcMa81V2+qwoKL7UTdl0KCm7/b2wzJiX+LWvfe2Ya/TWW28tzNu6sZ/XUpneZV9//XRo7YPJvu5FXd/3vve1VSObEibF/+M6peOPP75tV/z/ofl92ou6tp3UBgIEBltg2kOwKkCAAAECBAj0RKD1tvDsL5Z8JGXriIn6yTfccMO2ERZxTNx22pxiJFtsn8q/mNOy023xMVpoolsuZ8yYMeZW8BhRmQV6G3WJ0Z9xO30vU7YCfe3CCy/M/73+9a9vnLvuEfNn1vfH4/XXX9+ozmte85q2/HE7des8nFmguha3mtfLrD9mgYdGWc1PikaA1o858sgja1nArpH9M5/5TFu59bzxGPOtZqtMN/Lvt99+hflj7srW1O1omW7zxTyOrXNNRh1POumk1lPnr7NFedrqGtdMFtwvzN/txmhrs1E8jxF5rekNb3hDW776cdtuu21r9loWRGvLHyOdmlO3VnF7df1c9ccYRRhz4bWmuL6KpkaI27RbU0xtUS+v/hijTI844ogxWePW1taR2pG/ebT2mAO6fJEF19rmo41y4/3RPK1B3LLdaZTk5z73uTFni/dbzBVab0/zY7yXLrnkknyE7x133FE7/fTTazGKvTlP/fnnP//5MeXWXxSNSKwfky12VLvooosaUw488MADtZiCoL6/+THqUk8L87nT7TUU54oRs811qD+POYOzRZDq1ckfsx9Nxh0p2joCtFfXUi+86w3txfXXK4d6nSd6nMz10Iu6xvzccUdD/dqqP55wwgmFVY8RyfU89cf4XI+pW5pTL+o6GavmunhOgEA1BdwCX81+USsCBAgQILDQAvHFreg2xi9+8YttZc+bN6/tC0b9i8Yee+wxJv+pp57aMW8cE1+Ui77c1MvLRn+MKa/5RQTeOs1DGbfIx2IXzSmCK/Vy47E1WNuctxfP4zbz5vPH806LMkSw9qijjqplo+lqEWxecskl83+dAsKRt7XsWHymKHUKgMbcqa0p6lEUqIpzFd1eHkGMomDZ7rvv3lp01/OlTeZLZdSp1aHTHJz7779/W96YmmFhUwRQW+sQwcXmFD8stC4c1XxMLHDTnKIfiuYLbZ1ftVurH/zgB211fMUrXtF8yjHP470TUxnEfLrxnr7mmmsaQbl6xliMJxYaaW5HPO80x24EQSMw0Zw/ph8oCsLWzzHRY9wa21xePI/3TgQni1IsgNWaP+ZgbQ7GxVQgrXniddFnY5wjAjZF037E52vRtBSdAnIx12g2Ir6t2hEEjdvqW+u0/vrrt+WNDZP53In83V5DkbeondmK7/n8pbG/NRX90FZvR7N5L6+lXnqXff310qG1bzq97vZ66GVd48eW+nVSf4wfCItS0Q8brXl7VddurYrqbRsBAtUTEACtXp+oEQECBAgQKE0gu8Wz7UtGfNmIIGQsXBELFsUq5a1zHNa/kMRjffXieqVidenm/fE8Aj+xcEt95eUI7sRIoqK54SJAEoGS8VIEYyIoGwGtww47LJ9LsHkUYxwbQZXmVZs7jf6M0W4//OEPa9kt4fkciRMtYDJevVr3TTYQ0Xp8pyBO5CsaiRXB5aJUFACN+Q8jsFKUIvDV2ofxOpuioCh7beONN27Ln01P0Ja32y+L3eaLExQF9mIEYtFI36IRxMccc0xbPaeyIUbutZo1jyyN91Lr/tbX2W3NjVPHXHWt+yN415q6tcqmMWgrL8qPRZbCIH4QmWyKVc9b6xhBv/HeQzFKufWY+KyZaioK1sdnUKcUwbD4oSACVxHQjHM3z6ma3Sab/0jTWseXvexlY+bcbC3/8ssvbwvuRhnZ1AKtWWudAnKto2abD3zve9/b5hZzGxelyX7udHsNxbki2Nlq0/ojWHOd4rM+gtytx8Tr5gBoL6+lXnqXff310qG5X8Z73u310Mu6xnzFrddMzH8c/79uTnENxY9HrXnjR5vm1Ku6dmvVXBfPCRCorsDM7MNEIkCAAAECBIZU4KMf/WjKVoVOV1999ZgWfu1rX0vxr5uUBTfHZMsCC/mcf9nIpxT/siBeijnSsi/rjXwxH2DME5eN2My3Z8HKxr7sz6KUrUafstFNjW2tT2Kez/g3Xvr2t789pl3ZiMSUjQxrHJLdqp9i7sfsi1ZjWzyJOcP23XfffD7ELPA7Zl+/Xyy77LJjTpndxpyywFiKeS6zwN+YffFivDnSWjNHf2TBqtbN+etsJFrb9jlz5qTsi2bb9thQlD8LrhbmLXtjNs1Ayha7SM1z0cY8l9mtyXn/1s8X13h2C3z9Zf4Y7d9qq63GbIsX2W39KbsNum1764bNN988ZYtW5ZuzkagpuwV4TJbop5133jnf1jr/ZzZiOWUjmlMWqG0c89NsHtD63Lwxj2pretvb3ta6qevXa621Vor3asxP2pyywECKf5FiPt0sIJq/N2Puzub3S/Mx9efx/m5NMadoFiRr3dx4nS1wkrKgY+N1PMlWZR7zutsXDz30UMpGxLZlj/mEO6XYN97+7Fb5lN1O3nZ4zI+a/TjTtr2+IQuqpmyKg9Tab0XzptaPaX3MFnJq3dR4He+/1hTt72eK90TR+zrmUe2U4rN+m222Sdmo2k5Z8u3TcS0trHcvrr/pcBi3Y8bZ2cu6Zj/2pJe85CUp+2GhUYOYwzOb3iRlP8o2tp199tltn9Uxf27MEd6celnX5vN4ToDAYAsIgA52/6k9AQIECBAYVyAWO4lFgiIIlI2qHDdvBBzjC3AEbZrTEkss0fwyZaN98n9jNnZ4EWXGYiHZCvNjckQQYmFSNuooZbe7N4rI5vPLF3qpb8hGmOZBnqIv89mIkvTJT34yZSM78kDNeEGPenm9eoyAWiymk80Vmi/ycsstt4x7qsnUNRao6ZRikaPW9KxnPat1U+N16zUQOyKQ3Y8UC0JFIPvggw8ec7pshPCYAGjR4kfxJbkoyBfHtv4oMKbw/3sRAeHmAGgEzpvTeAHQTTbZJF98JxZjqacIgGbTEuQvWwNpsXFhAqARzM+mj0jZiOn66doeo83xLxutnf8QEMHQCG5lt6OmooWR4keE1nT77benuXPntm5uvC46Jht92tg/mSex2FDRdZbd0j6ZYsbkLQp+RoZs9PCYfEUvIk9rv00mAFoU5Kyfp2gxpAgI9TPFgnVFKRsFWbS5sa2b/ii6Lnp9LS2sdy+uv+lwaHTUJJ/0uq6xGFL9B6R61WKxo+YAaNHiR/EjbOvnVa/rWq+fRwIEBltAAHSw+0/tCRAgQIDAhALxpT1W+f6v//qvdOyxxxbmj8BL7IuRdq2pKPjVmme81+uuu25bADSCsRHEnOoIzFixvPkLT6z83hzoyuYMGzOSKb6gxwi57Fb4RkAlRuxFcDhGL/U7felLX0rZ4kSpU8ChU31aV9rulC+2Z/OwdtzdvHJuPVPrSN/69nicaj81l7Ewz7NbftsCoLGCeqw0HquARyoKgEbwvawUI2pjBezmkUYxwjlWGo9/rauUFwVAf/azn+XXX4xmbR1NGu/TiUY9T9SWGIkdo4iLLFqPjR8C4j0Q/77whS+kbEGfttGyzW2tH59Nc5EigDyZNNUAaPN7vPl84wX3m/MVPS8ajRrX93jBsno5Mfq1NcVnWVgWvada83YakR35igKgrcf3+nXR51H8AJHNAzvuqbOpTsbdHzun41paWO9eXH/T4TBh53TI0Ou6/sd//EeKu1SaR63HDzTZImQpRohm82MX3gnxnve8p63Gva5r2wltIEBgIAUWGchaqzQBAgQIECAwKYEIhsUozGwOwpTNhZk+8IEPpGyxnvzW9Rgt+Z3vfCfFbepFt1w+97nPndS5WjMXBRbiFuZs/sTWrF29jno2327ZOvozgpzNwai47TdG8px55pltt/3HSNB+pqh7jF6JAG1RsCHqEgGHCBoXjbKbTCBysgGV8YIF/TQqOlcEH9dZZ50xuyLoWB9dGf17xRVXjNkfQbKYhqHMFLfBN6f44h4jeONfBMGaUzZvatv5Y7qIuE0/Ro62jmxcmNGf9fNGgDx+HMgWKUrZnLj1zRM+xqjIrbfeOv8caM7cfPt+8/bJPp9qALTVtH7ebMGT+tNJPxZd5zGyupvR1UV5irZ1qlTRuet5J/Perh9T9mNRHeIzK95r46X4zJooTce1tLDevbj+psNhor7ptL/XdY0fV+PvkNYUn2GR4gfK+FuhOWWL2hX+UNTrujbXwXMCBAZXYOL/Ww1u29ScAAECBAgQaBGI+QfjXwThWlOn29LXWGON1qyTet36BaZ+cPOIzfq2bh5jjrAIeNVT6+jPSy+9tL4rf4zAUv2W7wgqZouNNPbH6K0IYo03+rGRuYQnUZczzjijraSYXzButX71q1+dBz9jjsUYXZgt9DAm72RGgE4mMBMnmWz+MRXrw4sddtihbT7XGIkYo0OLRjzG6KKigM7CVDUCoDFSsjlFMLM1xWjOuH0+/sVcoNnCHo0scRt8BExbUxkB0Cgzbg2NwH7cRhpB/wgSxzx6MXJzopQtbJWy1ZUbo2qLfryIUaoxL+tk0kS3UHcqq9OI2GyxrsLR6p3Kad6+4oorNr/Mn0eQL+YaLRrh2Zy56EeLmBKkm9GfcS1W/T3W6ceuCNyPN8qzaJ7WZrd43u9rqQzvXlx//XZo7YfJvO5HXeP/x63zkX/3u99Nhx56aOFI8+b/fze3pR91bT6f5wQIDKaAAOhg9ptaEyBAgACB0gXitrPWFIsNNN9uGiOBYuRmjOiKW23jMYIRn/3sZxtBxtYyim45jVGbUfZk00SjP6O81pGlEYCqpwi6xr/meU5j9NvCBnnr5Y/3GCNtW4OfERCJkbkRxGtNRaNxJxMAbS1v0F9vu+22KYLdzS7nnntuWrBgQT5SqLV9MW9opxSL5ESQcqLUvLBX5I2RufF+iGu+nmLEcT3AXt8WQcR6ilGozXPgRjAy5nxtThF4iikaykwRCI2gavyL0aYxQjbOG8HXCMLG/IutKaYUiOky6vVfZZVVWrOkWLgrghP9SJ0CUBFQjh8NOqVY5CqCz9HH0YfxeVNPnQJ5cevtRAHQyNOaYtGnYUmrrrpqYVOuv/76cQOgrZ+5RYVM97VUVKeJtvXi+hskh37U9aUvfWl+u3vz3x/x/o7PyZinuznFZ0+nBbn6UdfmunhOgMBgCgiADma/qTUBAgQIEJhQ4M4778xXgI+FdeJffKmI28SuvPLKVBRIq99O3FxwfQGY+rZYJClGPLWmN77xjSnmPCxKrcGeyFNURtGxrdtiQYTmUVitK79H/taAa+utwDFnZHMANPL3IwDaujJ21HWDDTYoDH7GvqIAVdVHkEW9e5Wi32IE5imnnNI4RdyiGvOpts6nGcHE8QKKUw3ghX8srPTVr361UYc//elPbSP7mt8L8bw5AFp0+3vrrfWNwqfwJN73MbI5/q2//vr5yu9R7wgYxr9dd901xeI6Me1F0fy3sahPPQBaFBCMkeLxQ0jrIiT1qsb0EzFnZAQkFvZ6jak7ImDZegv9iSee2Ficqn7e+mN8PjQvkBbbI2gdixfFqtMvfOEL8x9fWt9fMQ9qrPLeKUXws/UHjMjbj8+OTnUqe3sEiuN9FoHw5hQjrWPBrKIU78GTTz65aNeYbdN9LY2pTJcvenH9DZJDv+oaiyE1B0Cje2KxuPjBsznFnM6tPzbV9/errvXzeSRAYDAFzAE6mP2m1gQIECBAYEKB+PK29957py9+8Yv5rdQxAjGCFzH6qzVFUKbottzW+blipfCikVcx52AsatSa4nwxj1drKprfsjVP6+v4on3ggQc2NrfO/Vnf0TrvW+v8da2v43bzfqQIHrem1rrW94fl0UcfXX/ZeGyte2PHiDyJ2+Bb0+c+97nWTWNWh2/buZAbioKVzfN5xnyIMU9dPUUwsTkQ2Jy3nqfTqKb6/oke43qJUa3LLbdc/m/DDTfMV4QvWiwkyoofQGLOz6LbwZu3xejV1vdH/HgQQeeiFEHFaHuMaI1pJV72spfl021cfPHFRdm72hY/ErSmuEU25jMuSvF515rCvz5SM/onpkdoTbFA1QknnNC6OX8d03jstttubZ9x8f5d2L4rPOE0boygeWuKaUda59it5/nGN77RNuq+vq/5sQrXUnN9un1e9vU3SA79qmuM7m+dEqf5h856X3X6PIv9/aprvS4eCRAYTAEB0MHsN7UmQIAAAQITCsQiOJtuumlbvpjnL0ZQxdyXDz74YIpRlUXzD0ag81WvelXb8W9+85vbtsUoz/gSE3PF1dNFF12UB2VitFlzilvSd9555+ZNXT2PxZuab7WM0Z9FK9TPmTNnTHlxi3RzipVlm1Nr/uZ9ZT4vml/vggsuSL/73e/aTrPvvvum8GtNzbd/t+4bhdcRTGye0iDa3DpKKOb+aw3cl2kT74n6yvNF5cbqxc3XZYyGHG80agQc49b6hUnR5ljsK0Z/Nqd4X3YK6sX8oDGNRWtqDvhEQLVozr1YhKy+UEn9+Pgsic+WepD+gQceyG+nj5GmRben1o+b6PEzn/lM26ivCPhGkDd+XInzRIrH+CHmK1/5SluRMR1CGNXTjjvuOOZ1fXt9gbL6nK3xo0sEbyMoGLfktqY4X6fbxlvzDsrr+JGpOWAf9Y47B2Ikc3xe1T/Pow8OOeSQ9F//9V9dNa0K11JXFW3JVPb1N0gO/apr/Fj7jne8o0V+7MuXv/zl+fzlY7f+61W/6vqvM3pGgMBACmS/QksECBAgQIDAkApktwvXsj9QCv9lo5dq2W2shfuyYEEtuyWtUCVbTKWWjQQtPC5bDKSWjbSqZUGdwv1Rl2xkY2G5423MRmDVsoVUGmVmoz9r2Ui0wkMOPvjgRr44X3bbXCNfNmpszL5sJFwtC9g09k/2ybve9a4x5cX5suBbYTHnnXdeW97Iv9RSS9WygFLt9NNPrx1xxBG1LBhWmC/yZoGJWli0puzLY9sxze1uzZ8Ftdryb7XVVq3ZGq+zkZdt+bfbbrvG/vqTbM62tnxR79Y6d5uvXm7z4z777FN4jjhP/Ntss82as/fkeZF3/fxZ8LrtnB/96Ec71vkDH/hAW/7mDd1aZSOmatnoxsLzZFNU1LJATu2YY46pZfP11qKvi/Jmtzk3nzp/nk2f0fFzIq7VLABWy0ZB1rKRooXn3nPPPdvKnOyGbCR7YdlhHp9VK6+8cv5Y74Pmx3h/ZfP8tp3y05/+dMcy4/hsjuJa9iNSxzzZ6NZaFnxvKzc2/PjHP247Luo5XsoWgmk7JgscFx4ymc+dKKDba6h+sixg3FaXumk2pUgtCwjXshG+HfPU82YB5HqR+WOvrqVee5d9/fXKYQz2OC8mcz30q67ZCONxr6fsh5xxWvS/u3pR18lYTVhBGQgQmHaBmBRdIkCAAAECBIZYIIIT9S+k3TxGkC0CceOlbKX1cYMDnc6T3cI2XrEd9x111FFj2pCNUuqYN5uTcUwwJBuNV/vBD35QyxauqWW3L48pZ/PNN+9YTjc7JhOIyEZM1bLbg8ecv5NTfXtRgPryyy9vq1pRQG5YA6DXXXfduIbZfIRtPmVvyEY1dqxDdit12+my0YMd80dgfLw0mS/gp512WmFgs349jfcYP1rEe6QoxY8W4x3bad8rXvGK2n333VdU5KS23X///bVshOuk6xBB3mzu3cJzZSMZa9nI90mXGW2NH2Oy6T0Ky42NvQ7ITeZzJ+ozmWso8merutfiR6ZO/dq6PbvToJbN1dqWvzUAGmX34lrqtXcvrr9eOIRvN2my10O/6rreeuu1XUNxrUXQPRvh3U3TSr++JmvVVSVlIkBg2gTcAp99qkoECBAgQGCYBWIBltbVrDu1N+b7izndslFpnbLk29dee+0UC2M0zxc43gFxS2UsvpIFMsfLVrgvbqk96KCDGvtiJdgPfvCDjdetT+JW4Oa5IrMATIrb9rNRYul73/teI3vMgxi3N/YrxfniduRsZNmEp4y6xi23RXOlnnrqqRMeP8wZYiqBTguyxDxysUhRr1PMt1k0f2u8f4rmUMwCgW23cUcd41rOguKlVTfmo4zrI24pnUxabbXVUjYCOV85vei4uLU9G6HYNh9oUd76tle/+tUp5haOuUAXNoVr9qNLvjBK6+3ZncqO88ZnWfOCVM15o5wsYJzfxh3ThXSbdtppp3whuVhMaVhTTDMRC4vFHK4TpZgSIqY5yEb/T5Q13z/d11JXlWzJ1Ivrb5Ac+lXXTlPjxO3xRZ+3Ld00sNdXUTtsI0CgNwICoL1xVSoBAgQIEKiMQASF4stsLA7SuiJ6vZLxBS8WBomFRWJ+vG5SrBB/7bXXpv33379jkCPm3dt4443T+eefnw4//PDC1ecnOlcEMepz8kXeTnN/NpcT89g1z2UY+2LOunqKL+ux6vPqq69e39SXx1hEKlaTji96ERBtTdFXEbyNlbhj/taiuVljxeXsp/PWQ0fqdXOAu7nh2a3dXX9Rbj5uss8jwBiLbrSmCHQWrY4eX95jzsrWFIH5eI+UmeKayW4FTbE4VATSx0uxcnLMrRvX20TBrpgLND4fYp7MTp8jca511lknDyyee+65kw7EjlfXMD/yyCPTOeeck9e102rQ8Vn2sY99LGW3ved1Ha/MCILG4kbR/j322CNfcb4ofwRT4/Pkhz/8YR5UbV2wpeiYQd+WjXJNMYdszPEZC861pgiSHnrooSkbwdzx87/1mPrr6b6W6vWYzGMvrr9BcuhHXbfZZpvC+ZXHW/yoqA/7Udei89pGgED1BWbE2NPqV1MNCRAgQIAAgTIEYqGQa665Jv35z39O2W2OeSAjgiQRuInAwVRTLIxx44035gHR7BblPAgUo0MjqLL88stPtdgUqy/HIiMR0IkUI+YisNG8yEynwiPgGUHfGJ0Uq9FntzHmI1ZjcadPfepTKUaxTmeKxZgiGBr9ESPQoj7R1m5HuE1n3af73Mcee2xhoP6nP/1pihFp0v8KxPvy1ltvzX9AiB8RYpGyeF/OyRYKi3/jBTLHM4yFp2JEZrwvszmB80BnLHQUZUaQvx8p3t/xORbBy3gvxfnjXwTuuh2N2FrP8IrPivhsDK8YrR0LWMWo41F/X4Z1LAgVff+85z0vZbcrF/6I02o60esqXEsT1bFof9nX3yA5qGvRFWEbAQKDICAAOgi9pI4ECBAgQGBEBSIgUV/lOQhitFy3t8I1k8XvvXEr/CiM3Gpu9zA+j8BDTHMQgfbmFCPSIgg/6oGqZhPPCRAgQIAAAQIE/ldgJggCBAgQIECAQFUF4jbxMuYQjKCY4GdVe3ly9Yp5VFuDn1FCzBMn+Dk5S7kJECBAgAABAqMiYAToqPS0dhIgQIAAAQIEBkwg5piNW7jjtu241Tpb7Tl9/vOfz2/DbW5KjAy+4YYb+nb7dfO5PSdAgAABAgQIEKi+gBGg1e8jNSRAgAABAgQIjKRAzDm4/fbbT9j2GP3Zr7knJ6yMDAQIECBAgAABApUTaF9+tHJVVCECBAgQIECAAIFRFIh5PSdKkeczn/nMRNnsJ0CAAAECBAgQGGEBAdAR7nxNJ0CAAAECBAhUWWCiAOjKK6+czj///LTCCitUuRnqRoAAAQIECBAgMM0CAqDT3AFOT4AAAQIECBAgUCwQAc611lorLbvssnmGWOQogp0bbrhh+vrXv57+/Oc/p1VXXbX4YFsJECBAgAABAgQI/J+ARZBcCgQIECBAgAABApUXeOihh9IiiyySZs2aVfm6qiABAgQIECBAgEC1BARAq9UfakOAAAECBAgQIECAAAECBAgQIECAQIkCboEvEVNRBAgQIECAAAECBAgQIECAAAECBAhUS0AAtFr9oTYECBAgQIAAAQIECBAgQIAAAQIECJQoIABaIqaiCBAgQIAAAQIECBAgQIAAAQIECBColoAAaLX6Q20IECBAgAABAgQIECBAgAABAgQIEChRQAC0RExFESBAgAABAgQIECBAgAABAgQIECBQLQEB0Gr1h9oQIECAAAECBAgQIECAAAECBAgQIFCigABoiZiKIkCAAAECBAgQIECAAAECBAgQIECgWgICoNXqD7UhQIAAAQIECBAgQIAAAQIECBAgQKBEAQHQEjEVRYAAAQIECBAgQIAAAQIECBAgQIBAtQQEQKvVH2pDgAABAgQIECBAgAABAgQIECBAgECJAgKgJWIqigABAgQIECBAgAABAgQIECBAgACBagkIgFarP9SGAAECBAgQIECAAAECBAgQIECAAIESBQRAS8RUFAECBAgQIECAAAECBAgQIECAAAEC1RIQAK1Wf6gNAQIECBAgQIAAAQIECBAgQIAAAQIlCgiAloipKAIECBAgQIAAAQIECBAgQIAAAQIEqiUgAFqt/lAbAgQIECBAgAABAgQIECBAgAABAgRKFBAALRFTUQQIECBAgAABAgQIECBAgAABAgQIVEtAALRa/aE2BAgQIECAAAECBAgQIECAAAECBAiUKCAAWiKmoggQIECAAAECBAgQIECAAAECBAgQqJaAAGi1+kNtCBAgQIAAAQIECBAgQIAAAQIECBAoUUAAtERMRREgQIAAAQIECBAgQIAAAQIECBAgUC0BAdBq9YfaECBAgAABAgQIECBAgAABAgQIECBQooAAaImYiiJAgAABAgQIECBAgAABAgQIECBAoFoCAqDV6g+1IUCAAAECBAgQIECAAAECBAgQIECgRAEB0BIxFUWAAAECBAgQIECAAAECBAgQIECAQLUEBECr1R9qQ4AAAQIECBAgQIAAAQIECBAgQIBAiQICoCViKooAAQIECBAgQIAAAQIECBAgQIAAgWoJCIBWqz/UhgABAgQIECBAgAABAgQIECBAgACBEgUEQEvEVBQBAgQIECBAgAABAgQIECBAgAABAtUSEACtVn+oDQECBAgQIECAAAECBAgQIECAAAECJQoIgJaIqSgCBAgQIECAAAECBAgQIECAAAECBKolIABarf5QGwIECBAgQIAAAQIECBAgQIAAAQIEShQQAC0RU1EECBAgQIAAAQIECBAgQIAAAQIECFRLQAC0Wv2hNgQIECBAgAABAgQIECBAgAABAgQIlCggAFoipqIIECBAgAABAgQIECBAgAABAgQIEKiWgABotfpDbQgQIECAAAECBAgQIECAAAECBAgQKFFAALRETEURIECAAAECBAgQIECAAAECBAgQIFAtAQHQavWH2hAgQIAAAQIECBAgQIAAAQIECBAgUKKAAGiJmIoiQIAAAQIECBAgQIAAAQIECBAgQKBaAgKg1eoPtSFAgAABAgQIECBAgAABAgQIECBAoEQBAdASMRVFgAABAgQIECBAgAABAgQIECBAgEC1BARAq9UfakOAAAECBAgQIECAAAECBAgQIECAQIkCAqAlYiqKAAECBAgQIECAAAECBAgQIECAAIFqCQiAVqs/1IYAAQIECBAgQIAAAQIECBAgQIAAgRIFBEBLxFQUAQIECBAgQIAAAQIECBAgQIAAAQLVEhAArVZ/qA0BAgQIECBAgAABAgQIECBAgAABAiUKCICWiKkoAgQIECBAgAABAgQIECBAgAABAgSqJSAAWq3+UBsCBAgQIECAAAECBAgQIECAAAECBEoUEAAtEVNRBAgQIECAAAECBAgQIECAAAECBAhUS0AAtFr9oTYECBAgQIAAAQIECBAgQIAAAQIECJQoIABaIqaiCBAgQIAAAQIECBAgQIAAAQIECBColoAAaLX6Q20IECBAgAABAgQIECBAgAABAgQIEChRQAC0RExFESBAgAABAgQIECBAgAABAgQIECBQLQEB0Gr1h9oQIECAAAECBAgQIECAAAECBAgQIFCigABoiZiKIkCAAAECBAgQIECAAAECBAgQIECgWgICoNXqD7UhQIAAAQIECBAgQIAAAQIECBAgQKBEAQHQEjEVRYAAAQIECBAgQIAAAQIECBAgQIBAtQQEQKvVH2pDgAABAgQIECBAgAABAgQIECBAgECJAgKgJWIqigABAgQIECBAgAABAgQIECBAgACBagkIgFarP9SGAAECBAgQIECAAAECBAgQIECAAIESBQRAS8RUFAECBAgQIECAAAECBAgQIECAAAEC1RIQAK1Wf6gNAQIECBAgQIAAAQIECBAgQIAAAQIlCgiAloipKAIECBAgQIAAAQIECBAgQIAAAQIEqiUgAFqt/lAbAgQIECBAgAABAgQIECBAgAABAgRKFBAALRFTUQQIECBAgAABAgQIECBAgAABAgQIVEtAALRa/aE2BAgQIECAAAECBAgQIECAAAECBAiUKCAAWiKmoggQIECAAAECBAgQIECAAAECBAgQqJaAAGi1+kNtCBAgQIAAAQIECBAgQIAAAQIECBAoUUAAtERMRREgQIAAAQIECBAgQIAAAQIECBAgUC0BAdBq9YfaECBAgAABAgQIECBAgAABAgQIECBQooAAaImYiiJAgAABAgQIECBAgAABAgQIECBAoFoCAqDV6g+1IUCAAAECBAgQIECAAAECBAgQIECgRAEB0BIxFUWAAAECBAgQIECAAAECBAgQIECAQLUEBECr1R9qQ4AAAQIECBAgQIAAAQIECBAgQIBAiQICoCViKooAAQIECBAgQIAAAQIECBAgQIAAgWoJCIBWqz/UhgABAgQIECBAgAABAgQIECBAgACBEgVmlliWoggQIEBgHIGbbropHXHEEenRRx8dJ5ddBAgQIECAAAECBAgQIEDgXwJLLbVU+tjHPpYWX3zxf230bFICAqCT4pKZAAECUxeI4OcXvvCFqRfgSAIECBAgQIAAAQIECBAYSYHVVlstzZ07dyTbXkajBUDLUFQGAQIEuhCoj/zcYost0kYbbdTFEbIQIECAAAECVRX45z//mfbdd998NM6BBx5Y1WqqFwECBAgMuMBJJ52ULrvsMncSLmQ/CoAuJKDDCRAgMFmBCH7utttukz1MfgIECBAgQKBCAnfccUceAF1sscX8f71C/aIqBAgQGDaBCH7GP2nhBCyCtHB+jiZAgAABAgQIECBAgAABAgQIECBAoMICAqAV7hxVI0CAAAECBAgQIECAAAECBAgQIEBg4QQEQBfOz9EECBAgQIAAAQIECBAgQIAAAQIECFRYQAC0wp2jagQIECBAgAABAgQIECBAgAABAgQILJyAAOjC+TmaAAECBAgQIECAAAECBAgQIECAAIEKCwiAVrhzVI0AAQIECBAgQIAAAQIECBAgQIAAgYUTEABdOD9HEyBAgAABAgQIECAwggIzZszIW11/HEECTSZAgAABAgMjMHNgaqqiBAgQIECAAAECBAgQqIjAMsssk7bddts0Z86citRINQgQIECAAIFOAgKgnWRsJ0CAAAECBAgQIECAQAeBGPl5yimndNhrMwECBAgQIFAlAbfAV6k31IUAAQIECBAgQIAAAQIECBAgQIAAgVIFBEBL5VQYAQIECBAgQIAAAQIECBAgQIAAAQJVEhAArVJvqAsBAgQIECBAgAABAgQIECBAgAABAqUKCICWyqkwAgQIECBAgAABAgQIECBAgAABAgSqJCAAWqXeUBcCBAgQIECAAAECBAgQIECAAAECBEoVEAAtlVNhBAgQIECAAAECBAgQIECAAAECBAhUSUAAtEq9oS4ECBAgQIAAAQIECBAgQIAAAQIECJQqIABaKqfCCBAgQIAAAQIECBAYFYF58+al888/f1Saq50ECBAgQGBgBWYObM1VnAABAgQIECBAgAABAtMkcO+996a5c+emlVZaKd1yyy3TVAunJUCAAAECBLoRMAK0GyV5CBAgQIAAAQIECBAg0CTwyCOP5K8efvjhpq2eEiBAgAABAlUUEACtYq+oEwECBAgQIECAAAECBAgQIECAAAECpQgIgJbCqBACBAgQIECAAAECBAgQIECAAAECBKooIABaxV5RJwIECBAgQIAAAQIECBAgQIAAAQIEShEQAC2FUSEECBAgQIAAAQIECBAgQIAAAQIECFRRQAC0ir2iTgQIECBAgAABAgQIECBAgAABAgQIlCIgAFoKo0IIECBAgAABAgQIECBAgAABAgQIEKiigABoFXtFnQgQIECAAAECBAgQIECAAAECBAgQKEVAALQURoUQIECAAAECBAgQIECAAAECBAgQIFBFAQHQKvaKOhEgQIAAAQIECBAgQIAAAQIECBAgUIqAAGgpjAohQIAAAQIECBAgQGCUBJZYYom07LLLpjlz5oxSs7WVAAECBAgMpMDMgay1ShMgQIAAAQIECBAgQGAaBWbPnp2uu+66NGvWrGmshVMTIECAAAEC3QgIgHajJA8BAgQIECBAgAABAgRaBJZeeumWLV4SIECAAAECVRRwC3wVe0WdCBAgQIAAAQIECBAgQIAAAQIECBAoRUAAtBRGhRAgQIAAAQIECBAgQIAAAQIECBAgUEUBAdAq9oo6ESBAgAABAgQIECBAgAABAgQIECBQioAAaCmMCiFAgAABAgQIECBAgAABAgQIECBAoIoCAqBV7BV1IkCAAAECBAgQIECAAAECBAgQIECgFAEB0FIYFUKAAAECBAgQIECAAAECBAgQIECAQBUFBECr2CvqRIAAAQIECBAgQIBA5QUWLFiQ7r///srXUwUJECBAgMCoCwiAjvoVoP0ECBAgQIAAAQIECExa4OGHH06rrrpq2mijjSZ9rAMIECBAgACB/goIgPbX29kIECBAgAABAgQIEBgCgfvuuy/ddddd6cYbbxyC1mgCAQIECBAYbgEB0OHuX60jQIAAAQIECBAgQIAAAQIECBAgMNICAqAj3f0aT4AAAQIECBAgQIAAAQIECBAgQGC4BQRAh7t/tY4AAQIECBAgQIAAAQIECBAgQIDASAsIgI5092s8AQIECBAgQIAAAQIECBAgQIAAgeEWEAAd7v7VOgIECBAgQIAAAQIECBAgQIAAAQIjLSAAOtLdr/EECBAgQIAAAQIECBAgQIAAAQIEhltAAHS4+1frCBAgQIAAAQIECBAgQIAAAQIECIy0gADoSHe/xhMgQIAAAQIECBAgQIAAAQIECBAYbgEB0OHuX60jQIAAAQIECBAgQIAAAQIECBAgMNICAqAj3f0aT4AAAQIECBAgQIDAVARmzZqVZsyYkWbPnj2Vwx1DgAABAgQI9FFgZh/P5VQECBAgQIAAAQIECBAYCoEll1wyzZ8/Py233HJD0R6NIECAAAECwywgADrMvattBAgQIECAAAECBAj0TGDLLbfsWdkKJkCAAAECBMoTEAAtz1JJBAgQIECga4GHHnoonXvuufmtk6997Wu7Pk5GAgQIECBAgACBfwlcd9116eqrr07Pfe5z02qrrfavHZ4RIECgScAcoE0YnhIgQIAAgX4J7L///ulNb3pTOvvss/t1SuchQIAAAQIECAydQMzFG6OxN95443TXXXcNXfs0iACBcgQEQMtxVAoBAgQIEOha4LLLLksHH3xwWnbZZdM+++zT9XEyEiBAgAABAgQIjBWIkZ+77rpr+tvf/pZ23333sTu9IkCAwP8JCIC6FAgQIECAQB8FHnvssbSx65yQAABAAElEQVTTTjulxx9/PH3yk59MSy+9dB/P7lQECBAgQIAAgeET2HfffdNTn/rUdNxxx6Vzzjln+BqoRQQILLSAAOhCEyqAwOAInHXWWentb397WmeddfI/EJZffvn0yle+Mr3vfe9Lv/vd7wamIb/85S/ToosuatXVgekxFW0WiJGfV1xxRVpppZXy917zPs8JECBAgAABAgQmLxA/KH/4wx/OD4zvNjHXukSAAIFmAQHQZg3PCQypwA033JBikZXNN988nXzyyemSSy5Jd999d/rHP/6RfvGLX6Svf/3r6WUve1n60Ic+lO6///5KK8S8PjvssEN64oknKl1PlSNQJPDAAw/kt77Hvni/zZ49uyibbQQIECBAgAABApMU+OAHP5gWW2yx9Ne//jWdcMIJkzxadgIEhl1AAHTYe1j7Rl4gfv3cYost8tWmA+PpT396/uvo0Ucfnb785S+n7bffPs2cOTO/Hfewww5Lu+yyS2XN7r333vS6170uXXvttZWto4oRGE8gbsu68847U0zWP3fu3PGy2keAAAECBAgQIDAJgaWWWiptttlm+RFf+tKXUq1Wm8TRshIgMOwCAqDD3sPaN/ICH/3oR9Pvf//73CGCh3/6059S/EHw7ne/O8WvpMcff3y69NJLU9wOHyl+LT3ttNPy51X6z69+9au03nrr5aNXq1QvdSHQrUCMWo73XqR11103PetZz+r2UPkIECBAoIICEVzZeuut0x577FHB2qkSgdEUiPdkpGuuuSadccYZo4mg1QQIFAoIgBay2EhgOARisZUYcRYpJgWPYOcyyyyTv27+z1prrZXfBl/fdswxx9SfTvtj3JK/2267pZe//OV58HbaK6QCBKYocOaZZ6brr78+P7r+x/kUi3IYAQIE+ibw8MMPp0ceeaRv5xukEy1YsCD/0fjYY48dpGqrK4GhFogpv+pTDB166KFD3VaNI0BgcgICoJPzkpvAQAnEyM76nJ5vectbGqM8ixoRfywsvvji+a7f/va3RVn6vu3iiy9Oa6yxRn6rfoyeW2SRRdJee+2VnvGMZ/S9Lk5IYGEFYhGyetpqq63qTz0SIECgcgL//Oc/0wEHHJBWXXXV9OQnPzkPJrzwhS9MX/jCFyws0tRbbq9twvCUQEUEllhiiXzKrKhOrHVw3333VaRmqkGAwHQLCIBOdw84P4EeCsScmbH40Yte9KK09tprj3umCC7G/KCRbr/99hQjPqY7xYi5v/zlL3k1VlxxxXwe04MOOiifszQ2xjyKEoFBETj//PPzqi677LJufx+UTlNPAiMocNNNN+ULI+6///6NUevBEFPoxK3ecUdG/J0gESBAoKoC9e89cTfcBRdcUNVqqhcBAn0WmNnn8zkdAQJ9FNh0001T/Osm3XPPPfmKiZH3+c9/fuPWkW6O7WWeCBbtvvvuadddd01LLrlkL0+lbAI9E7j55pvTddddl5f/zGc+s2fnUTABAgQWRiCCBXHHSMyd1ylddtll+SJu9R91OuWznQABAtMl0DzPenxWvfGNb5yuqjgvAQIVEjACtEKdoSoEplPg61//emOlxHXWWWc6q9I49zbbbJMHZeO2d8HPBosnAyhwxRVXNGotANqg8IQAgYoJnHzyyel3v/vdhLX66U9/mn70ox9NmE8GAgQITIdA899azX+DTUddnJMAgeoIGAFanb5QEwLTJnDbbbeluLU8UtwK/973vnfa6tJ84pj/c7pTjIy95JJLUsxBurCpfjv/Aw88kKJcaXQEbrzxxkZjF1tssfS9732v8doTAgQIVEXgyCOP7LoqX/rSl0Z+PtCYaihSTBvkc73rS0dGAj0XeNKTntQ4x9/+9jd/dzc0PBlUAYsRltNzAqDlOCqFwMAKRCDu9a9/feMPgw996ENpww03HNj2lF3xnXbaKX3nO98ptdiYO2282wtLPZnCKiEQc+fVU1xP8+bNq7/0SIAAgYEUOPfcc/O5uQey8iVXOhZZedvb3lZyqYojQGCqArEQUj1FANTf3XUNj4MqUP/BbVDrX5V6C4BWpSfUg8A0CDz44IP5XF/1W0Oe97znNUaCTkN1KnnKbbfdNsVquGWs9PqrX/0qX4kyynNLfyW7u2eVeuihhxplr7feeo3nnhAgQKBKAldeeWXXKyYvs8wyabXVVqtS9ftel0cffTT95je/yRdnXHfddft+fickQKBYYM0110ynnHJKuvvuu1MEjvzdXexk6+AINI9qHpxaV6+mAqDV6xM1ItAXgTvuuCO9+c1vThGUixSThf/4xz9OcXuu9C+BrbbaKsW/MtJLX/rSdPnll6ewf8ELXlBGkcoYEIE5c+Y0arrDDjukGFksESBAoGoCe+65Z/r85z/fVbVifu6PfOQjXeUd1kzx//OnPe1paemll04XXnjhsDZTuwgMpMCJJ56Y1zuCn/7uHsguVOkmgaWWWqrpladTFRAAnaqc4wgMsECsRh23vddXpV5llVXSeeedl+JxKunUU09N9T8yOh1/1FFHpZVXXrnTbtsJDLXACius0GhffGGWCBAgUEWBnXfeOR1yyCEpRjaOl+L20ne+853jZbGPAAEC0yYQ8/LGHVeRmv8Gm7YKOTEBApUQEACtRDeoBIH+Cfz617/OR37GPJSR1l577XTWWWel5ZdffsqViEBqlDFeuv/++8fbbR+BoRZo/uNbAHSou1rjCAy0QPwQethhh6X3v//9HdsxY8aMdMwxx6TllluuY55R2REWkeqPo9Ju7SRQdYHmv7Wa/warer3VjwCB3gos0tvilU6AQJUEYoXSjTfeONWDn294wxvSz3/+84UKflapfepCoKoCzX9833bbbVWtpnoRIEAgxSjQk08+Ob+1u5Xjmc98ZjrzzDPT1ltv3bprJF/HPKgxV7hpTUay+zW6wgLNf2utuOKKFa6pqhEg0E8BI0D7qe1cBKZR4Gtf+1raZZdd0hNPPJHXIkZ3HH744WnRRRdd6Frtuuuu6R3veMe45ay00krj7reTwDALrL766vkE/DER/8UXXzzMTdU2AgSGQGC77bbLF0k855xz0lVXXZUWWWSRFIuKbLLJJmnWrFlD0MJymhAjP2OhFYkAgWoJNP+ttcEGG1SrcmpDgMC0CQiAThu9ExPon8Bxxx2X384WK5nHH+sHH3xw2n333UurQEzKbGLm0jgVNIQCsXLjZpttlubNm5fPvfv3v//dyOsh7GdNIjBMAk95ylPSFltskf8bpnZpCwECwy9QX5Qsvvdsvvnmw99gLSRAoCsBt8B3xSQTgcEV+MMf/pDe8573pAh+xgiOCIaWGfwcXBk1J9BfgTe96U2NE9b/MG9s8IQAAQIECBAgQKAUgfrfWbHWgVvgSyFVCIGhEBAAHYpu1AgCnQXitvfHHnssz7Dffvul7bffvnNmewgQ6JnA61//+saUE2effXbPzqNgAgQIECBAgMCoCsS0Hbfcckve/De/+c2jyqDdBAgUCLgFvgDFJgLDInDCCSekX/ziF3lzYvRnzIfT7W0gxx9/fFp22WWHhUI7CEy7QLyfYrGMb33rW+nb3/52OuSQQ9Liiy8+7fVSAQIECBAgQIDAsAgcc8wxeVNmz55tgbJh6VTtIFCSgABoSZCKIVBFga9+9auNasXiRz/84Q8bryd68uCDD06UxX4CBCYpsNdee+WrK993331p/vz56V3vetckS5CdAAECBAgQIECgSOCRRx5JMQAk0k477eT29yIk2wiMsIBb4Ee48zV9+AXiFhCJAIHqCLzwhS9Mb3vb2/IKfeMb36hOxdSEAAECBAgQIDDgAj/4wQ/SHXfckWLxyT322GPAW6P6BAiULSAAWrao8ghUSOCee+7JFz+KBZAm+2/llVeuUEvGVuXmm2/O23P77beP3eEVgQEQ+OQnP5nPBXrRRRc1pqgYgGqrIgECBAgQIECgsgLxXedzn/tcXr8dd9wxPfvZz65sXVWMAIHpERAAnR53ZyVAgACBERVYc80105577pm33uiEEb0INJsAgaERmDdvXjr//POHpj0aQmBQBU499dR06aWXphjEUQ+EDmpb1JsAgd4ICID2xlWpBAgQIECgo8B+++2X1lhjjfTrX/86fec73+mYzw4CBAgQqK7Avffem+bOnZu233776lZSzQiMgEDM/bn33nvnLT366KPTUkstNQKt1kQCBCYrIAA6WTH5CRAgQIDAQgrMmjUrHX/88WmTTTZJ55133kKW5nACBAgQmA6BCLpEevjhh6fj9M5JgMD/CVxwwQXpOc95Ttpnn33SZpttxoUAAQKFAlaBL2SxkQABAgQI9FbgJS95SfrJT37S25MonQABAgQIECAw5ALxg3L8kwgQIDCegBGg4+nYR4AAAQIECBAgQIAAAQIECBAgQIDAQAsIgA5096k8AQIECBAgQIAAAQIECBAgQIAAAQLjCQiAjqdjHwECBAgQIECAAAECBAgQIECAAAECAy0gADrQ3afyBAgQIECAAAECBAgQIECAAAECBAiMJyAAOp6OfQQIECBAgAABAgQIECBAgAABAgQIDLSAAOhAd5/KEyBAgAABAgQIECBAgAABAgQIECAwnoAA6Hg69hEgQIAAAQIECBAgQIAAAQIECBAgMNACAqAD3X0qT4AAAQIECBAgQIAAAQIECBAgQIDAeAICoOPp2EeAAAECBAgQIECAAIECgSWWWCItu+yyac6cOQV7bSJAgAABAgSqJDCzSpVRFwIECBAgQIAAAQIECAyCwOzZs9N1112XZs2aNQjVVUcCBAgQIDDSAgKgI939Gk+AAAECBAgQIECAwFQFll566ake6jgCBAgQIECgjwJuge8jtlMRIECAAAECBAgQIECAAAECBAgQINBfAQHQ/no7GwECBAgQIECAAAECBAgQIECAAAECfRQQAO0jtlMRIECAAAECBAgQIECAAAECBAgQINBfAQHQ/no7GwECBAgQIECAAAECBAgQIECAAAECfRQQAO0jtlMRIECAAAECBAgQIECAAAECBAgQINBfAQHQ/no7GwECBAgQIECAAAECBAgQIECAAAECfRQQAO0jtlMRIECAAAECBAgQIDA8AgsWLEj333//8DRISwgQIECAwJAKCIAOacdqFgECBAgQIECAAAECvRN4+OGH06qrrpo22mij3p1EyQQIECBAgEApAgKgpTAqhAABAgQIECBAgACBURK477770l133ZVuvPHGUWq2thIgQIAAgYEUEAAdyG5TaQIECBAgQIAAAQIECBAgQIAAAQIEuhEQAO1GSR4CBAgQIECAAAECBAgQIECAAAECBAZSQAB0ILtNpQkQIECAAAECBAgQIECAAAECBAgQ6EZAALQbJXkIECBAgAABAgQIECBAgAABAgQIEBhIAQHQgew2lSZAgAABAgQIECBAgAABAgQIECBAoBsBAdBulOQhQIAAAQIECBAgQIAAAQIECBAgQGAgBQRAB7LbVJoAAQIECBAgQIAAAQIECBAgQIAAgW4EBEC7UZKHAAECBAgQIECAAAECBAgQIECAAIGBFBAAHchuU2kCBAgQIECAAAECBAgQIECAAAECBLoREADtRkkeAgQIECBAgAABAgQINAnMmjUrzZgxI82ePbtpq6cECBAgQIBAFQVmVrFS6kSAAAECBAgQIECAAIEqCyy55JJp/vz5abnllqtyNdWNAAECBAgQyAQEQF0GBAgQIECAAAECBAgQmILAlltuOYWjHEKAAAECBAj0W8At8P0Wdz4CBAgQIECAAAECBAgQIECAAAECBPomIADaN2onIkCAAAECBAgQIECAAAECBAgQIECg3wICoP0Wdz4CBAgQIECAAAECBAgQIECAAAECBPomIADaN2onIkCAAAECBAgQIECAAAECBAgQIECg3wICoP0Wdz4CBAgQIECAAAECBAgQIECAAAECBPomIADaN2onIkCAAAECBAgQIECAAAECBAgQIECg3wICoP0Wdz4CBAgQIECAAAECBAgQIECAAAECBPomIADaN2onIkCAAAECBAgQIEBgWARqtVraeuut0x577DEsTdIOAgQIECAwtAICoEPbtRpGgAABAgQIECBAgECvBBYsWJBOO+20dOyxx/bqFMolQIAAAQIEShIQAC0JUjEECBAgQIAAAQIECIyOQIwAlQgQIECAAIHBEBAAHYx+UksCBAgQIECAAAECBAgQIECAAAECBKYgIAA6BTSHECBAgAABAgQIECBAgAABAgQIECAwGAICoIPRT2pJgAABAgQIECBAgAABAgQIECBAgMAUBARAp4DmEAIECBAgQIAAAQIECBAgQIAAAQIEBkNAAHQw+kktCRAgQIAAAQIECBAgQIAAAQIECBCYgoAA6BTQHEKAAAECBAgQIECAAAECBAgQIECAwGAICIAORj+pJQECBAgQIECAAAECBAgQIECAAAECUxAQAJ0CmkMIECBAgAABAgQIECBAgAABAgQIEBgMAQHQwegntSRAgAABAgQIECBAoEICM2bMyGtTf6xQ1VSFAAECBAgQaBGY2fLaSwIECBAgQIAAAQIECBCYQGCZZZZJ2267bZozZ84EOe0mQIAAAQIEpltAAHS6e8D5CRAgQIAAAQIECBAYOIEY+XnKKacMXL1VmAABAgQIjKKAW+BHsde1mQABAgQIECBAgAABAgQIECBAgMCICAiAjkhHayYBAgQIECBAgAABAgQIECBAgACBURQQAB3FXtdmAgQIECBAgAABAgQIECBAgAABAiMiIAA6Ih2tmQQIECBAgAABAgQIECBAgAABAgRGUUAAdBR7XZsJECBAgAABAgQIECBAgAABAgQIjIiAAOiIdLRmEiBAgAABAgQIECBAgAABAgQIEBhFAQHQUex1bSZAgAABAgQIECBAgAABAgQIECAwIgICoCPS0ZpJgAABAgQIECBAgEC5AvPmzUvnn39+uYUqjQABAgQIEChdYGbpJSqQAAECBAgQINADgSuvvDLddNNNaY011kjPfvaze3AGRRIgQKB7gXvvvTfNnTs3rbTSSumWW27p/kA5CRAgMM0CP/rRj9ITTzyRXve616WZM4WFprk7nL5PAkaA9gnaaQgQIECAAIGpC9x2221po402Stttt12aNWvW1AtyJAECBEoSeOSRR/KSHn744ZJKVAwBAgT6I3DaaaelzTffPB188MH9OaGzEKiAgABoBTpBFQgQIECAAIHxBXbZZZd09913pz333DOtsMIK42e2lwABAgQIECBAoKPAgQcemBZffPF0wAEHpGuuuaZjPjsIDJOAAOgw9aa2ECBAgACBIRSYP39++v73v5/fZvqRj3xkCFuoSQQIECBAgACB/gnEj8kf+9jH0kMPPZTe/e53p1qt1r+TOxOBaRIQAJ0meKclMB0CEUB461vfmlZbbbW02GKLpWc+85lps802SyeeeGJ6/PHHp6NKUzrnL3/5y7Toooum5ZZbbkrHO4gAgcERuOeee9Kuu+6aV/jjH/94/tk1OLVXUwIECBAgQIBANQU+/OEPp6c+9anpwgsvTF/72teqWUm1IlCigABoiZiKIlBVgb///e/p1a9+dR78jCDo1Vdfnf/aFxP2n3322Wn77bfP9z344INVbUKjXnfddVfaYYcd8km7Gxs9IUBgaAXiD/J//OMfaZlllknvec97hradGkaAAAECBAgQ6KfAkksumXbeeef8lJ/+9KfTY4891s/TOxeBvgsIgPad3AkJ9Ffg0UcfTVtuuWX62c9+lp84Rn3uv//+6aSTTkqf/exn01prrZVvP+OMM9JrX/vaFAHGqqZYbTVWKrz22murWkX1IkCgRIH4/DrssMPyErfYYos0e/bsEktXFAECBAgQIEBgtAW23XbbHODmm29O8+bNG20MrR96AQHQoe9iDRx1gU996lPpoosuyhk23njjdNVVV6X99tsvvf3tb88XE7n00kvzEaCRIfLFLaZVTL/61a/Seuutly655JIqVk+dCBDogcApp5ySbr311rzkbbbZpgdnUCQBAgQIECBAYHQF1lxzzfS85z0vB7Ai/OheB6PScgHQUelp7RxJgZjM+rjjjsvb/pSnPCWdcMIJ6d/+7d/GWMycOTMdeeSRaemll863x3ygDz/88Jg80/ni/vvvT7vttlt6+ctfnv70pz9NZ1WcmwCBPgsceuih+Rnj9vf4AUciQIAAAQIECBAoV2CrrbbKC7z88svTBRdcUG7hSiNQIQEB0Ap1hqoQKFvgN7/5TYp5PiNF8GCllVYqPEUERV/84hfn+2Ie0L/+9a+F+fq98eKLL05rrLFG+vKXv5zP+bnIIoukvfbaKz3jGc/od1WcjwCBPgvcdtttKf4Qj/SWt7wlPelJT+pzDZyOAAECkxO444470vz58/Mflk877bQUryUCBAhUXaAeAI16nnXWWVWvrvoRmLLAzCkf6UACBCovsO6666a//e1v6corr8wXEBmvwjG/ZqRYXf1pT3vaeFn7tu/MM89Mf/nLX/Lzrbjiivm8pbGYU4xkjTRjxoz80X8IEBg+gfPPP7/RqJe+9KWN554QIECgagJxx82uu+6ajjrqqPT44483qhd32bz//e9Pn//859OTn/zkxnZPCBAgUCWBWBMiPq9iEaTmv7+qVEd1IVCGgBGgZSgqg0CFBZZffvl8caO11167Yy1jlfjf//73+f71119/wmBpx4J6sGPZZZdNBx10UH77ewQ/JQIERkOg+Q/wWLxNIkCAQNUEllhiifxvppg6KKYTag5+Rl0jmHD44YenTTfdND3yyCNVq776ECBAIBeIu+zqdwr+9re/TXfffTcZAkMpIAA6lN2qUQS6F7j99tvTG97whhSrLUf6j//4j+4P7nHOWPQkbseP296XXHLJHp9N8QQIVEngiiuuaFRHALRB4QkBAhUSmD17dnrnO9+Z/vnPf45bq1/84hfpv//7v8fNYycBAgSmU6D+t9YTTzyR/vCHP0xnVZybQM8EBEB7RqtgAtUViMmtjz766PS+970vzZkzJ8UvfXHbw1e+8pX8Vq2q1Dzm/2xdtKkqdVMPAgR6KxA/ztTTs571rPpTjwQIEKiMQIzqjL+nukmHHXZY48fmbvLLQ4AAgX4KNP+t1fw3WD/r4FwEei1gDtBeCyufQAUFtt122xQLjDSn/fffv1LBz+a6Tefzc845J5144on5IkwLW4/64lKxovX111+/sMU5nsBQC8TUHJFmzZqV/1hTH6U+1I3WOAIEBkrgrrvumnD0Z71BMdf6a17zmrT00kvXN3kkQIBAJQRiockYDFNPV111VVpzzTXrLz1WQOC+++6rQC0Gvwr/usoHvy1aQIBAFwIPPfRQvjBSrKR+//33p/qH6T777JO+/e1vp5NPPjlfeb2LokYiS4yKPf3000tta9zOf+edd5ZapsIIDJNAfE7FnHqRYuGQ7373u8PUPG0hQGBEBeJWeIkAAQJVFNhwww0b1br11lt9V2loVONJ/e/iatRmcGshADq4fafmBKYkEL/wxYiFpZZaKsWqpddcc03afffd049+9KN8vpdXvvKVKW6Rj9vPpZS++tWvprlz55YyAnTvvfdON954Y/rHP/6RnvOc5+AlQKCDQHw21VcjfcpTnpK+9KUvuXW0g5XNBAhMn0DcTfOpT32q6wrst99+KX6AlggQIFAlgfh++Je//CVddNFFebXidnjfVarUQ8m0cCV1hwBoSZCKITAoAosuumge/Iz6zpgxI73gBS9IP/zhD9Pb3/72fPRnrPr3iU98Ip155pldN+nUU0/NbxMf74CjjjoqrbzyyuNlqeS+FVZYIW233Xal1O2LX/xiHgB94IEH0nLLLVdKmQohMKwCESS45ZZb8pVId9ppp2FtpnYRIDDgAieddFK64YYbJmzFv//7v6eYbkgiQIBAFQXi+189xeeV7yp1jWo8xh1R0sILCIAuvKESCAyFwOGHH56+//3vpwjOnXXWWfkcoRH86yZdd911+THj5Y3b7SUCBAh0KxCfPxEAjdvh4/Nj8cUX7/ZQ+QgQINA3gYMOOqirH0ojn0SAAIGqCtxxxx2NqnX7HbBxgCcEBkTAKvAD0lGqSaDXArEwT/Nt7xHUlAgQIDBdAs1/fLcu2jZddXJeAgQItArEwpIxj/p46ZOf/GTaeuutx8tiHwECBKZVoPlvrRVXXHFa6+LkBHolIADaK1nlEqiAwD333JMuu+yyNH/+/FRfUXm8ai2//PKN3ZMZsbnrrrumWOF8vH/Pfe5zG2V7QoAAgYkEmifjv/jiiyfKbj8BAgSmRWDBggXp4x//eH4nzPrrrz+mDhtssEE+zdABBxwwZrsXBAgQqJpA/W+tCH4++9nPrlr11IdAKQJugS+FUSEEqikQC4fUJ+c/+OCD00c+8pFxK/rHP/6xsf/FL35x4/lET2JBpfgnESBAoCyBN73pTWnPPffMi7vwwgvzeYrLKls5BAgQKEMgVuVdddVV88VCLr300vSGN7wh3XfffSluJX3a055m0YoykJVBgEDPBWJR3Pot8PH3V6wTIREYRgEjQIexV7WJwP8JbLrppg2LWKhovBS/+tUn8Y9f/qxSOp6WfQQI9FpgtdVWS/WR4xEAlQgQIFA1gQh23nXXXfkCh/W6LbHEEmmVVVYR/KyDeCRAoPICzX9nRQBUIjCsAgKgw9qz2kUgE1h33XXTSiutlFtccskl6bDDDit0iT/e3/Wud6VarZbvn2ikaGEhNhIgQKBkgfof4TE6PRZEkggQIECAAAECBMoVOPvss/MCY8HJ17zmNeUWrjQCFRIQAK1QZ6gKgbIFZs6cmU455ZS06KKL5kVHYPOjH/1ouummm/LXt99+e5o3b15affXV09VXX51v22STTdKHP/zhsquiPAIECExaYOedd06LLLJI/uPMscceO+njHUCAAAECBAgQINBZIG59P/300/MMO+64Y3ryk5/cObM9BAZcQAB0wDtQ9QlMJPCKV7wiH/n5pCc9KT322GPpi1/8Yj6x9WKLLZae/vSnp7lz56b/+Z//yYuJ4OeJJ55o3peJUO0nQKAvAs9//vMbKyd/85vfbIxS78vJnYQAAQIECBAgMOQC8d3vkUceSbNmzUp77LHHkLdW80ZdQAB01K8A7R8JgV122SVdccUVKQKc9fTQQw/Vn+a3yZ9wwgnpJz/5ibk/GyqeECBQBYG99947/1Hmr3/9azrvvPOqUCV1IECAAAECBAgMhcAxxxyTtyOmQ1t55ZWHok0aQaCTgFXgO8nYTmDIBGJBkQhw3nPPPemqq65K119/fR74fNGLXpSPBB2k5t58882DVF11JUBgIQTWWGONtNVWW6X58+enz372s2N+yFmIYh1KgAABAgQIEBhpgTPPPDPFPOtx2/vHP/7xkbbQ+NEQEAAdjX7WSgINgaWWWiqtv/76+b/GRk8IECBQYYFYwC1Gf8a/H//4x2mzzTarcG1VjQABAgQIECBQbYHHH3887bnnnnklDzzwwLTKKqtUu8JqR6AEAbfAl4CoCAIECBAgQKB3As94xjPSEUcckZ8g/lh/4oknencyJRMgQIAAAQIEhlzguOOOy+8K3GCDDSyAO+R9rXn/EhAA/ZeFZwQIECBAgEBFBbbbbru022675VN2/OY3v6loLVWLAAECBAgQIFB9gQsuuCCfVigCoYssIixU/R5TwzIE3AJfhqIyCBAgQIAAgZ4LHHLIIT0/hxMQIECAAAECBIZd4Pjjjx/2JmofgTYBof42EhsIECBAgAABAgQIECAwvsCsWbPSjBkz0uzZs8fPaC8BAgQIECAw7QJGgE57F6gAAQIECBAgQIAAAQKDJrDkkkum+fPnp+WWW27Qqq6+BAgQIEBg5AQEQEeuyzWYAAECBAgQIECAAIEyBLbccssyilEGAQIECBAg0GMBt8D3GFjxBAgQIECAAAECBAgQIECAAAECBAhMn4AA6PTZOzMBAgQIECBAgAABAgQIECBAgAABAj0WEADtMbDiCRAgQIAAAQIECBAgQIAAAQIECBCYPgEB0Omzd2YCBAgQIECAAAECBAgQIECAAAECBHosIADaY2DFEyBAgAABAgQIECBAgAABAgQIECAwfQICoNNn78wECBAgQIAAAQIECBAgQIAAAQIECPRYQAC0x8CKJ0CAAAECBAgQIECAAAECBAgQIEBg+gQEQKfP3pkJECBAgAABAgQIEBhQgVqtlrbeeuu0xx57DGgLVJsAAQIECIyOgADo6PS1lhIgQIAAAQIECBAgUJLAggUL0mmnnZaOPfbYkkpUDAECBAgQINArAQHQXskqlwABAgQIECBAgACBoRWIEaASAQIECBAgMBgCAqCD0U9qSYAAAQIECBAgQIAAAQIECBAgQIDAFAQEQKeA5hACBAgQIECAAAECBAgQIECAAAECBAZDQAB0MPpJLQkQIECAAAECBAgQIECAAAECBAgQmIKAAOgU0BxCgAABAgQIECBAgAABAgQIECBAgMBgCAiADkY/qSUBAgQIECBAgAABAgQIECBAgAABAlMQEACdAppDCBAgQIAAAQIECBAgQIAAAQIECBAYDAEB0MHoJ7UkQIAAAQIECBAgQIAAAQIECBAgQGAKAgKgU0BzCAECBAgQIECAAAECBAgQIECAAAECgyEgADoY/aSWBAgQIECAAAECBAhUSGDGjBl5beqPFaqaqhAgQIAAAQItAjNbXntJgAABAgQIECBAgAABAhMILLPMMmnbbbdNc+bMmSCn3QQIECBAgMB0CwiATncPOD8BAgQIECBAgAABAgMnECM/TznllIGrtwoTIECAAIFRFHAL/Cj2ujYTIECAAAECBAgQIECAAAECBAgQGBEBAdAR6WjNJECAAAECBAgQIECAAAECBAgQIDCKAgKgo9jr2kyAAAECBAgQIECAAAECBAgQIEBgRAQEQEekozWTAAECBAgQIECAAAECBAgQIECAwCgKCICOYq9rMwECBAgQIECAAAECBAgQIECAAIERERAAHZGO1kwCBAgQIECAAAECBAgQIECAAAECoyggADqKva7NBAgQIECAAAECBAgQIECAAAECBEZEQAB0RDpaMwkQIECAAAECBAgQKFdg3rx56fzzzy+3UKURIECAAAECpQvMLL1EBRIgQIAAAQIECBAgQGDIBe699940d+7ctNJKK6VbbrllyFureQQIECBAYLAFjAAd7P77/+zdCZRUxd0w7hoZZ1RkR0VBQeVV0aBGPRr1jRx3VDALIrgc33wS4xo3IhhFjUajeaPGEHejoqjIksS4r8SgxjXuIho0oMRdEBAFBPn/6+br/gaBWXu67+1+6pxhevreW/Wrpzhw59d1q0RPgAABAgQIECBAgEAJBBYvXpy0umjRohK0rkkCBAgQIECgKQISoE3Rci4BAgQIECBAgAABAgQIECBAgAABApkSkADN1HAJlgABAgQIECBAgAABAgQIECBAgACBpghIgDZFy7kECBAgQIAAAQIECBAgQIAAAQIECGRKQAI0U8MlWAIECBAgQIAAAQIECBAgQIAAAQIEmiIgAdoULecSIECAAAECBAgQIECAAAECBAgQIJApAQnQTA2XYAkQIECAAAECBAgQIECAAAECBAgQaIqABGhTtJxLgAABAgQIECBAgAABAgQIECBAgECmBCRAMzVcgiVAgAABAgQIECBAgAABAgQIECBAoCkCEqBN0XIuAQIECBAgQIAAAQIECBAgQIAAAQKZEpAAzdRwCZYAAQIECBAgQIAAgTQItGvXLnTp0iX06tUrDeGIgQABAgQIEKhHoLqeYw4RIECAAAECBAgQIECAwEoEamtrw/Tp00NNTc1KjnqLAAECBAgQSJOABGiaRkMsBAgQIECAAAECBAhkRqBjx46ZiVWgBAgQIECgkgU8Al/Jo6/vBAgQIECAAAECBAgQIECAAAECBMpcQAK0zAdY9wgQIECAAAECBAgQIECAAAECBAhUsoAEaCWPvr4TIECAAAECBAgQIECAAAECBAgQKHMBCdAyH2DdI0CAAAECBAgQIECAAAECBAgQIFDJAhKglTz6+k6AAAECBAgQIECAAAECBAgQIECgzAUkQMt8gHWPAAECBAgQIECAAAECBAgQIECAQCULSIBW8ujrOwECBAgQIECAAAECzRaYPXt2WLBgQbOvdyEBAgQIECBQHAEJ0OI4a4UAAQIECBAgQIAAgTISWLRoUejdu3fo169fGfVKVwgQIECAQHkKSICW57jqFQECBAgQIECAAAECrSgwf/78MGfOnDBz5sxWbEXVBAgQIECAQCEEJEALoagOAgQIECBAgAABAgQIECBAgAABAgRSKSABmsphERQBAgQIECBAgAABAgQIECBAgAABAoUQkAAthKI6CBAgQIAAAQIECBAgQIAAAQIECBBIpYAEaCqHRVAECBAgQIAAAQIECBAgQIAAAQIECBRCQAK0EIrqIECAAAECBAgQIECAAAECBAgQIEAglQISoKkcFkERIECAAAECBAgQIECAAAECBAgQIFAIAQnQQiiqgwABAgQIECBAgAABAgQIECBAgACBVApUpzIqQREgQIBASQQWLlwYHn744VBbWxv23nvvksSgUQIECBAgQIBA1gWmT58epk2bFjbddNPQp0+frHdH/AQIEMi8gBmgmR9CHSBAgEDhBH7xi1+EgQMHhgceeKBwlaqJAAECBAgQIFBhAlVVVWHQoEFhjz32CHPmzKmw3usuAQIE0icgAZq+MRERAQIESiLwj3/8I1x88cWhS5cuYdSoUSWJQaMECBAgQCArAjU1NSEmueJTEwqBbwrEmZ8nnHBC+OCDD8Kpp576zcN+JkCAAIEiC0iAFhlccwQIEEijwJIlS8KwYcPC0qVLw9lnnx06duyYxjDFRIAAAQIEUiPQvn37MHHixHDrrbemJiaBpEvgrLPOCp06dQpjxowJDz74YLqCEw0BAgQqTEACtMIGXHcJfFPgyiuvDN26dUu+4lpFWSh///vfQ5s2bULXrl2zEG4mYowzP1966aXQvXv3cPTRR2ciZkESIECAAIFSC8RHnPv161fqMLSfUoH4gfIpp5ySRBfvr+Ja6woBAgQIlEZAArQ07lolkAqBqVOnhuHDh4cPP/ww+YqzANNe4hpK/+f//J/w9ddfpz3UzMT3xRdfJI++x4BPOukkj/JlZuQESoAAAQIECKRd4MQTTwxrrrlmmDFjRrj55pvTHq74CBAgULYCEqBlO7Q6RqB+gcWLF4fDDjssU59Ez5s3L+y7777hzTffrL9zjjZJID6W9emnnybrmA0ZMqRJ1zqZAAECBAgQIEBg1QIdOnQI/fv3T0649NJLw7Jly1Z9siMECBAg0GoCEqCtRqtiAukWiJvcvPjii+kOsk50Tz75ZPjOd74Tnn322TrvetlSgTiTNt6Mx7LTTjuFjTbaqKVVup4AAQIECBAgQKCOwODBg5Of3njjjXDXXXfVOeIlAQIECBRLQAK0WNLaIZAigUcffTRccsklSUTt2rVLUWQrhrJgwYJw8sknh//+7/8Or7/++ooneKdFAnfffXd46623kjpyN+ctqtDFBAgQIECAAAECywkMGDAgv8TQZZddttwxPxAgQIBAcQQkQIvjrBUCqRH47LPPwhFHHJGsoRkfJ99///3zsVVVVeVfp+HF008/Hfr27Rt+97vfJfGuttpq4Ywzzkg2bEpDfOUQwz333JPvxkEHHZR/7QUBAgTSKDB58uQwbNiwsOuuuyYbz8R1i+MGbgoBAgTSLBAnHMT77lgee+yxMH/+/DSHKzYCBAiUpYAEaFkOq04RWLXAscceG959993QuXPncMMNNyTrPq767NIeibMT//WvfyVBbLDBBuHhhx8OF1xwQaiurk7eS1vCtrRazWs9JhNi6dKli8ffm0foKgIEiiAQN2s7+OCDw5577pn83/X3v/89TJkyJYwePTpsu+22YcSIETbHK8I4aIIAgeYLbL/99snFcdPR+O+XQoAAAQLFFZAALa631giUVODWW28Nt99+exLDVVddFWJSMe0lJuZi0jM+/r777runPdxMxRcT4dOnT09i3nDDDTMVu2AJEKgsgcMPPzxMnDhxlZ3+zW9+E84+++xVHneAAAECpRaou8567gPoUsekfQIECFSSgARoJY22vla0wMyZM8Pxxx+fGMTd3+NMmrSXGOOMGTOSx97bt2+f9nAzF1/dx0YlQDM3fAImUDECcamOP//5zw3296KLLgr//Oc/GzzPCQQKJRB3847rZ8cZyAqBhgTq3mvVvQdr6DrHCRAgQKAwAv95jrQwdamFAIGUCsSdvuO6n3Pnzg3x5uvyyy9PaaTLhxXX/0xDWbp0aUHCiL8o5Urd17n3iv39o48+yjcZ/17ER7IUAgQIpE1gzJgxjQop/ls9duxYM0EbpeWkQgh8+umnYdKkScmyQr/61a8KUaU6yligbgI03oOl4V6wjLl1jUBZCfj3ojDDKQFaGEe1EEi1QHw0MK41FNfMjL9IduzYMdXxpim40047LVx88cUFDalXr17h2WefLWidzans+eefz18WkwZXXnll/mcvCBAgkEWBX/7ylyF+KQSKKTB79uyw+uqrF7NJbWVQYJtttslH/d5776XiXjAfkBcECKRaIH7gprRcQAK05YZqIJBqgZjkOuuss5IY4265e+yxR6rjTVtwNTU1yS81cRZtS0tuJmlaPsGbN29evkuxn6utZlWUPIgXBAikRqCp//76tyw1Q1cRgeT+fvp7VxHD3aJOrrHGGiEu6RTvv+JTWQoBAgQIFFdAArS43lojUFSBL7/8MsT1Pr/66quw5ZZbhgsvvLCo7ZdDY3EDpvhViLLddtuFF154IcT1WHfcccdCVNmiOjbbbLP89b/+9a/DsGHD8j97QYAAgbQIHHLIIfkN/BqK6bzzzst/6NfQuY4TaKnAJ598EtZZZ53QtWvX8PHHH7e0OtdXgEC7du2SXnbo0CEV94IVQK6LBMpCIP4/o7RcQAK05YZqIJBagfj49rRp05IZjLfcckuInzy3Rhk/fnyy7lp9dV999dWhR48e9Z3iWJEF1l9//XyL8Zc4hQABAmkU+NGPftSoBGh1dXXyoV8a+yAmAgQILFq0KHz++ecJRN17MDIECBAgUBwBCdDiOGuFQNEF7rvvvnDFFVck7Q4fPjxsvPHG4bPPPlshjsWLF+ffi4/k5M5Ze+21Q/xlsjFl+vTpIe7SW19ZsGBBfYcdK4FA3ZtvCdASDIAmCRBolMC+++4bDj744DBhwoR6z4/LvWyyySb1nuMgAQIESiVQ916r7j1YqeLRLgECBCpNoHHZjUpT0V8CZSBw55135ntx0UUXhfjVUKn7WPajjz4a+vXr19AljmdYoO7N9/vvv5/hngidAIFyF7jppptCbW3tSp82iGsvnnnmmR59L/e/BPpHIOMCde+1Nthgg4z3RvgECBDInoAEaPbGTMQEUidwwgknhMMPP7zeuLp3717vcQeLL/Ctb30rvxj/008/XfwAtEiAAIFGCsQlXG6++eZwzDHHhFtvvTW8/vrryfIu2267bYiPyPfp06eRNTmNAAECpRGoe6+1yy67lCYIrRIgQKCCBSRAK3jwdb28Bfbbb79kUf6GevmnP/0pTJ06NTkt/mKZW2C5Z8+eDV2aPx4Xco9fSrYEVl999dC/f//ksdK4jMGHH34Y1ltvvWx1QrQECFSUQEwaSBxU1JDrLIGyEXj88ceTvlRVVYUBAwaUTb90hAABAlkRkADNykiJk0ATBQ488MAQvxoqMfGVS4CefPLJYfPNN2/oEsfLSGDgwIH5dfXijfmgQYPKqHe6QoAAAQIECBBIh0AuAbr99tsHj8CnY0xEQYBAZQmsVlnd1VsCBAgQqCsQZwq3adMmeeuBBx6oe8hrAgQIECBAoB6BOJMvltz3ek51qMIF4mSDWbNmJQqNmaBQ4Vy6T4AAgVYRkABtFVaVEiBAIBsCXbp0CUOHDk2Cvf3228OCBQuyEbgoCRAgQIBAiQU6d+6c/B86bNiwEkei+bQLXH/99UmIcTM3f1/SPlriI0CgXAUkQMt1ZPWLAAECjRQ444wzktkr8+fPDxMnTmzkVU4jQIAAAQKVLRBnfo4bNy5ceOGFlQ2h9/UKLF68ONnELZ4Uk58ef6+Xy0ECBAi0moAEaKvRqpgAAQLZENhyyy3DD3/4wyTYP/zhD9kIWpQECBAgQIAAgQwI3HnnneGTTz4JcfPJESNGZCBiIRIgQKA8BSRAy3Nc9YpAowXizIVly5YlX1nZAOndd99N4v34448b3U8n1i9w9tlnJ2uBPvHEE+Gxxx6r/2RHCRAgQIAAAQIEGhSI99i//vWvk/OOPPLI0LNnzwavcQIBAgQItI6ABGjruKqVAAECmRLYeuutw8iRI5OYzU7I1NAJlgABAgQIEEipwPjx48Nzzz0XevTokU+EpjRUYREgQKDsBSRAy36IdZAAAQKNEzjnnHNC3759w1NPPRX++Mc/Nu4iZxEgQIAAAQIECKwgENf+PPPMM5P3r7vuutChQ4cVzvEGAQIECBRPQAK0eNZaIkCAQKoFampqwk033RT22muv8Mgjj6Q6VsERIECAAAECBNIsMGXKlLDJJpuEUaNGhf79+6c5VLERIECgIgSqK6KXOkmAAAECjRL49re/HR566KFGneskAgQIECBAgACBlQvED5Tjl0KAAAEC6RAwAzQd4yAKAgQIECBAgAABAgQIECBAgAABAgRaQUACtBVQVUmAAAECBAgQIECAQPkLTJgwIUyePLn8O6qHBAgQIEAg4wIegc/4AAqfAAECBAgQIECAAIHiC8ybNy8MGTIkdO/ePcyaNav4AWiRAAECBAgQaLSAGaCNpnIiAQIECBAgQIAAAQIE/iMQd/mOZdGiRf95w58ECBAgQIBAagUkQFM7NAIjQIAAAQIECBAgQIAAAQIECBAgQKClAhKgLRV0PQECBAgQIECAAAECBAgQIECAAAECqRWQAE3t0AiMAAECBAgQIECAAAECBAgQIECAAIGWCkiAtlTQ9QQIECBAgAABAgQIECBAgAABAgQIpFZAAjS1QyMwAgQIECBAgAABAgQIECBAgAABAgRaKiAB2lJB1xMgQIAAAQIECBAgQIAAAQIECBAgkFoBCdDUDo3ACBAgQIAAAQIECBAgQIAAAQIECBBoqYAEaEsFXU+AAAECBAgQIECAAAECBAgQIECAQGoFJEBTOzQCI0CAAAECBAgQIECAAAECBAgQIECgpQISoC0VdD0BAgQIECBAgAABAhUn0K5du9ClS5fQq1eviuu7DhMgQIAAgawJVGctYPESIECAAAECBAgQIECg1AK1tbVh+vTpoaamptShaJ8AAQIECBBoQEACtAEghwkQIECAAAECBAgQILAygY4dO67sbe8RIECAAAECKRPwCHzKBkQ4BAgQIECAAAECBAgQIECAAAECBAgUTkACtHCWaiJAgAABAgQIECBAgAABAgQIECBAIGUCEqApGxDhECBAgAABAgQIECBAgAABAgQIECBQOAEJ0MJZqokAAQIECBAgQIAAAQIECBAgQIAAgZQJSICmbECEQ4AAAQIECBAgQIAAAQIECBAgQIBA4QQkQAtnqSYCBAgQIECAAAECBAgQIECAAAECBFImIAGasgERDgECBAgQIECAAAEC2RCYPXt2WLBgQTaCFSUBAgQIEKhgAQnQCh58XSdAgAABAgQIECBAoHkCixYtCr179w79+vVrXgWuIkCAAAECBIomIAFaNGoNESBAgAABAgQIECBQLgLz588Pc+bMCTNnziyXLukHAQIECBAoWwEJ0LIdWh0jQIAAAQIECBAgQIAAAQIECBAgQEAC1N8BAgQIECBAgAABAgQIECBAgAABAgTKVkACtGyHVscIECBAgAABAgQIECBAgAABAgQIEJAA9XeAAAECBAgQIECAAAECBAgQIECAAIGyFZAALduh1TECBAgQIECAAAECBAgQIECAAAECBCRA/R0gQIAAAQIECBAgQIAAAQIECBAgQKBsBSRAy3ZodYwAAQIECBAgQIAAAQIECBAgQIAAAQlQfwcIECBAgAABAgQIECBAgAABAgQIEChbAQnQsh1aHSNAgAABAgQIECBAgAABAgQIECBAQALU3wECBAgQIECAAAECBAg0UaCmpiZUVVWF2traJl7pdAIECBAgQKDYAtXFblB7BAgQIECAAAECBAgQyLpA+/btw8SJE0PXrl2z3hXxEyBAgACBsheQAC37IdZBAgQIECBAgAABAgRaQ2DQoEGtUa06CRAgQIAAgQILeAS+wKCqI0CAAAECBAgQIECAAAECBAgQIEAgPQISoOkZC5EQIECAAAECBAgQIECAAAECBAgQIFBgAQnQAoOqjgABAgQIECBAgAABAgQIECBAgACB9AhIgKZnLERCgAABAgQIECBAgAABAgQIECBAgECBBSRACwyqOgIECBAgQIAAAQIECBAgQIAAAQIE0iMgAZqesRAJAQIECBAgQIAAAQIECBAgQIAAAQIFFpAALTCo6ggQIECAAAECBAgQIECAAAECBAgQSI+ABGh6xkIkBAgQIECAAAECBAhkRGDZsmVh8ODBYcSIERmJWJgECBAgQKByBSRAK3fs9ZwAAQIECBAgQIAAgWYKzJ49O0yaNCnceOONzazBZQQIECBAgECxBCRAiyWtHQIECBAgQIAAAQIEykYgzgBVCBAgQIAAgWwISIBmY5xESYAAAQIECBAgQIAAAQIECBAgQIBAMwQkQJuB5hICBAgQIECAAAECBAgQIECAAAECBLIhIAGajXESJQECBAgQIECAAAECBAgQIECAAAECzRCQAG0GmksIECBAgAABAgQIECBAgAABAgQIEMiGgARoNsZJlAQIECBAgAABAgQIECBAgAABAgQINENAArQZaC4hQIAAAQIECBAgQIAAAQIECBAgQCAbAhKg2RgnURIgQIAAAQIECBAgQIAAAQIECBAg0AwBCdBmoLmEAAECBAgQIECAAAECBAgQIECAAIFsCEiAZmOcREmAAAECBAgQIECAQIoEqqqqkmhy31MUmlAIECBAgACBbwhUf+NnPxIgQIAAAQIECBAgQIBAAwKdO3cOQ4cODb169WrgTIcJECBAgACBUgtIgJZ6BLRPgAABAgQIECBAgEDmBOLMz3HjxmUubgETIECAAIFKFPAIfCWOuj4TIECAAAECBAgQIECAAAECBAgQqBABCdAKGWjdJECAAAECBAgQIECAAAECBAgQIFCJAhKglTjq+kyAAAECBAgQIECAAAECBAgQIECgQgSsAVohA62bBAgQIECAQHkLvPzyy+Gdd94Jffv2DT179izvzuodAQIECBAgQKCVBO67777w9ddfh3333TdUV0ubtRJz0as1A7To5BokQIAAAQIECBRW4P333w/9+vULhxxySKipqSls5WojQIAAAQIECFSQwKRJk8KAAQPCxRdfXEG9Lv+uSoCW/xjrIQECBAgQIFDmAscdd1z47LPPwsiRI8P6669f5r3VPQIECBAgQIBA6wmcf/75oW3btuHcc88Nb7zxRus1pOaiCkiAFpVbYwQIECBAgACBwgpMnDgx3HHHHaF79+5h+PDhha1cbQQIECBAgACBChOIHyafdtppYeHCheHHP/5xWLZsWYUJlGd3JUDLc1z1igABAgQIEKgAgblz54YTTjgh6enpp58e1lxzzQrotS4SSI/AhAkTwuTJk9MTkEgIECBAoCACp5xySujUqVN4/PHHwzXXXFOQOlVSWgEJ0NL6a51AUQXiXwIXSQAAQABJREFUDKEf/OAHoU+fPskvyRtuuGHo379/GDt2bFi6dGlRY2lKY/fcc0847LDDwo477pj8J7TeeuuF3XbbLRx99NHhxRdfbEpVziVAgEBZCcQb8o8++ih07tw5HHXUUWXVN50hkHaBefPmhSFDhoQjjjgi7aGKjwABAgSaKNC+fftwzDHHJFf96le/CkuWLGliDU5Pm4AEaNpGRDwEWkHgww8/DLvvvnuS/IxJ0GnTpiXT+WfNmhUeeOCB5MY9Jka//PLLVmi9+VW+/fbbYe+9904WoL7tttvCs88+m6xxF3/Zf+yxx8K1114bdthhh3DSSSeFBQsWNL8hVxIgQCCDAl999VUYPXp0Evn3v//9UFtbm8FeCJlAdgUWL16cBL9o0aLsdkLkBAgQILBKgaFDhybH3n333RBn/CvZFqjOdviiJ0CgIYH4C/KgQYPCE088kZwaZ30OGzYs9O7dO8QE6Lhx48JLL70U7rrrriTZGL/Hqf6lLnG9lfgL/SuvvJKEsu666yazQLfccsvwxRdfhH/84x8hJkXjJ3ExARA3/7jppptKHbb2CRAgUDSB+O/3v//976S9gw8+uGjtaogAAQIECBAgUAkCW2+9ddhss83Cm2++mewIf+ihh1ZCt8u2j2aAlu3Q6hiB/wicd955+eTnHnvsEaZOnRrOOeecJJkYdwt+7rnn8o9uxSRpXEMuDeVnP/tZPvm57777htdffz1ceumlySLUJ554YpLsjLHHx+Fjufnmm8OkSZPSELoYCBAgUBSByy67LGknPv4e/31XCBAgQIAAAQIECitw0EEHJRW+8MILYcqUKYWtXG1FFZAALSq3xggUVyDuVjdmzJik0bXWWitJEq699trLBVFdXR2uuOKK0LFjx+T9uB5oqR/lirM6c3HH2ahxZmf8Bf+bZZtttkkeg8+9f/311+de+k6AAIGyFnj//fdDvBGP5Xvf+15YffXVy7q/OkeAQHkIfPLJJ8lSTHPmzCmPDukFAQJlL5BLgMaOxr0plOwKSIBmd+xETqBBgWeeeSZ5zD2eGGcHde/efaXXxKTotttumxyL64DOmDFjpecV6804szO3pmf8xT43y3Nl7Q8YMCC0bds2OfT888+v7BTvESBAoOwE6u46vd1225Vd/3SIAIHyEhg/fnyIH1yvs846yWac8YPtnXbaKdx7773l1VG9IUCg7ATiv11x0lAsde+/yq6jFdAhCdAKGGRdrFyBeGP5wQcfhAcffDD84he/qBci7mQaS5s2bZKb03pPbuWDMZa4+dFWW20Vtt9++3pbW2211UJcHzSWjz/+uOSzV+sN1kECBAgUSKDuDXhc21khQIBAWgWOP/74EDcSefnll5cLMX5Qf8ABB4Rzzz13uff9QIAAgTQJxN83cxOJ4oSbuPeEkk0BmyBlc9xETaDRAnH2ZEwm1lfiLvG5zYZ23nnnlT5uXt/1hT62zz77hPjVmDJ37tz8jNXNN9/cLsiNQXMOAQKZF4ib1+WKBGhOwncCBNImcM0114Qrr7yy3rDih/Rxo5Ef/OAH9Z7nIAECBEolEO+1Zs6cGb7++uvw6quvhv/+7/8uVSjabYGAGaAtwHMpgXIQiLMm999//xB3i48lazvbXXvttSGudRrLjjvumHz3BwECBMpdIP7bnSsbbbRR7qXvBAgQSI3A0qVLG3wCKRfsWWedlXvpOwECBFInUPdeq+49WOoCFVC9AmaA1svjIIHyFIi7173xxhvJDvC33HJL+OKLL5J1TUaPHh2OPfbYzHQ6bgJywQUXJPHGRxN+8pOfFDz2d999Nzz88MP5JGtLGogL/8cSN6TyH2dLJF1LgMBHH32UINTW1obbb789xESDQoBAcQU+//zzpMG4fvrvfve74jaegdbibKm4FFNjymuvvRbOOeeckj+F1JhYnUOAQGUJ1NTUhA4dOuQ7/fbbbxf9d7mFCxfm2/ei+QISoM23cyWBzArEdZhi8rBuiY8fZSn5GR9932+//UL8HstJJ50Udt1117pdKsjruG7VXXfdVZC6cpXENUv/9a9/5X70nQABAk0SiDfBuRvhuPv7T3/60yZd72QCBAorEDduPPnkkwtbaQXWdt5551Vgr3WZAIEsCPTr1y8f5ltvvVX03+VyH7jlg/CiWQISoM1icxGB7ArEX5rjp/HdunVLdlqfP39+0plRo0Yls4huu+220Ldv31R3MM60iLvD59bA22yzzfIzQQsd+CmnnJLsQh/Xe2lpueOOO8Ls2bOTpG3Xrl1bWp3rCRCoUIG47EfcjXTJkiVhjTXWCAMGDEheVyiHbhMomUC8N7j77rtD27Ztw5577lmyONLacJypHp86amyJ67+3b9++sac7jwABAkURiE/bxBmgf/vb35L24mSWYv8uF2NQWi4gAdpyQzUQyJRAnC00Z86c5B/x+Et0fBT+1FNPDffdd1+yoPNuu+2W3KymNQkaHyM/8MADw5NPPpm4x/VY7r///rDmmmu2yjjsvvvuIX4VorzwwgtJAjT6b7LJJoWoUh0ECFSoQPwQa9asWSHOCBg3blyFKug2gdILxN2A4+ORcXkbZXmBuMRSly5d8jPWlz+6/E/x37R4LxqXNFIIECCQNoGf//zn+ZDi78nF/l2uXbt2+fa9aL6ABGjz7VxJIJMCbdq0ya9hUlVVFbbYYotw7733hsMOOyzE2Z/xRj7+Ax9nNDS2jB8/PowdO7be06+++urQo0ePes9p6OD06dOTx97j91g23njj8MgjjyTfG7rWcQIECJSTwPrrr58kQOOs/vj4bZyBphAgUHyBjh07Fr/RjLQYk8InnHBCuPjiixuMePjw4ZKfDSo5gQCBUgnk9nKI7cd7MCWbAhKg2Rw3URMouMDvf//7EB/Rjp/W33PPPckaoY39xz0mJOM19ZX4C3pLylNPPZXM/MxtHrT99tsnba633notqda1BAgQyKRA3X+f45rOvXv3zmQ/BE2AQHkL/PKXvwxPPPFE/smdlfX2gAMOCHHJIYUAAQJpFai7f8YGG2yQ1jDF1YCAZwwaAHKYQKUIdO7cebm1P3OzLNPQ/z//+c9hjz32yO+2t//++ydrsEh+pmF0xECAQCkE6m769vTTT5ciBG0SIECgQYG4TnF8Widu1hbXLq5b4rEzzjgj+QA+PqGkECBAIK0CuXutmPzs2bNnWsMUVwMCy/8v1MDJDhMgkC2BuEN6TGS+/fbbIa7t2VDCsO7xpszYjI83HX744fXidO/evd7jqzp4zTXXhOOOOy7kNiGKO9XH2apulFcl5n0CBCpBYODAgWHkyJFJVx9//PFkGZNK6Lc+EiCQPYG4Tvvo0aPDueeem6wzHx8ljWt+xntT69plbzxFTKDSBOKeGblH4OP9V1xGTsmmgARoNsdN1AQaJXDppZeG8847Lzk3rr8U11eqr7z22mv5w9tuu23+dUMv4q548avQZcyYMSEmPONmTfE/mtiHuGGTQoAAgUoX6NOnT9h0003DW2+9FWICVCFAgEDaBTp16hS+973vpT1M8REgQGA5gbr3WTEBqmRXwCPw2R07kRNoUGCfffbJnxM3KqqvxGn9caZoLHFqf/xkvpTl1VdfDUcddVSS/Iw7gsZkqORnKUdE2wQIpE0gdxMeP7yKO8IrBAgQIECAAAEChRV44IEHkgrjhpN77rlnYStXW1EFJECLyq0xAsUV2GmnnULu0fNnn302efxoZRHMmTMn/OhHP0qSjfF4QzNFV1ZHod+Lj70vWbIkqfacc84JRxxxRKGbUB8BAgQyLXDMMcckuybHWfI33nhjpvsieAIECBAgQIBA2gTio+9/+ctfkrCOPPLIENcuVrIr4BH47I6dyAk0KBAXmx83blzYfffdw9KlS5PE5jvvvBNOPPHEsNFGGyWbCv31r39Ndt587733kvr22muvku/EefPNN4fHHnssiSfO/oyzUwcMGNBgf+MJN910U+jSpUujznUSAQIEsiyw+eabh8GDB4c4w/+GG24Io0aNsi5VlgdU7JkUmD17dqitrQ1xZpBCgAABAuUlMHbs2LB48eJQU1MTRowYUV6dq8DeSIBW4KDrcmUJfPe7301mfp588snhq6++CpdccknyFT+9Wrhw4XIYMfkZ/5Ev9cLOV111VT6uuPnRvffem/+5oRdffvllQ6c4ToAAgbIROPPMM8OECRPCjBkzkp2W47/jCgECxRFYtGhR6N27d9hkk03Cc889V5xGtUKAAAECRRO4/vrrk7bi05I9evQoWrsaah0Bj8C3jqtaCaRKID5O/tJLL4W6vxjXTX7Gx+TjrMuHHnqo5Gt/RripU6emyk8wBAgQSKtA3759w0EHHZSEd9FFF6U1THERKEuB+fPnh7iM0MyZM8uyfzpFgACBSha4++67Q1xnPU4cOv300yuZomz6bgZo2QyljhCoXyDuGBwTnHPnzk0SjHHn4Jj43GqrrcK6665b/8VFPhpjVAgQIECgcQKjR49OZn8+8sgj4f777w/9+/dv3IXOIkCAAAECBAgQWEEgLh83cuTI5P3zzz8/bLzxxiuc443sCZgBmr0xEzGBFgl06NAh7LzzzuHwww9P1gZNW/KzRZ1zMQECBCpQoFu3buHyyy9Peh5v1uPSIQoBAgQIECBAgEDzBMaMGZNMGtpll11Kvj9G83rgqpUJSICuTMV7BAgQIECAAIEMCRxyyCEhrvUcP9R65plnMhS5UAkQIECAAAEC6RKYMmVKsnxcTITGTXmV8hDwCHx5jKNeECBAgAABAhUu8Nvf/rbCBXSfAAECBAgQINBygZtuuqnllaghdQJS2akbEgERIECAAAECBAgQIECAAAECBAgQIFAoAQnQQkmqhwABAgQIECBAgAABAgQIECBAgACB1AlIgKZuSAREgAABAgQIECBAgAABAgQIECBAgEChBCRACyWpHgIECBAgQIAAAQIECBAgQIAAAQIEUicgAZq6IREQAQIECBAgQIAAAQIECBAgQIAAAQKFEpAALZSkeggQIECAAAECBAgQqBiBmpqaUFVVFWprayumzzpKgAABAgSyKlCd1cDFTYAAAQIECBAgQIAAgVIJtG/fPkycODF07dq1VCFolwABAgQIEGikgARoI6GcRoAAAQIECBAgQIAAgboCgwYNqvuj1wQIECBAgEBKBTwCn9KBERYBAgQIECBAgAABAgQIECBAgAABAi0XkABtuaEaCBAgQIAAAQIECBAgQIAAAQIECBBIqYAEaEoHRlgECBAgQIAAAQIECBAgQIAAAQIECLRcQAK05YZqIECAAAECBAgQIECAAAECBAgQIEAgpQISoCkdGGERIECAAAECBAgQIECAAAECBAgQINByAQnQlhuqgQABAgQIECBAgAABAgQIECBAgACBlApIgKZ0YIRFgAABAgQIECBAgAABAgQIECBAgEDLBSRAW26oBgIECBAgQIAAAQIEKkxg2bJlYfDgwWHEiBEV1nPdJUCAAAEC2ROQAM3emImYAAECBAgQIECAAIESC8yePTtMmjQp3HjjjSWORPMECBAgQIBAQwISoA0JOU6AAAECBAgQIECAAIFvCMQZoAoBAgQIECCQDQEJ0GyMkygJECBAgAABAgQIECBAgAABAgQIEGiGgARoM9BcQoAAAQIECBAgQIAAAQIECBAgQIBANgQkQLMxTqIkQIAAAQIECBAgQIAAAQIECBAgQKAZAhKgzUBzCQECBAgQIECAAAECBAgQIECAAAEC2RCQAM3GOImSAAECBAgQIECAAAECBAgQIECAAIFmCEiANgPNJQQIECBAgAABAgQIECBAgAABAgQIZENAAjQb4yRKAgQIECBAgAABAgQIECBAgAABAgSaISAB2gw0lxAgQIAAAQIECBAgQIAAAQIECBAgkA0BCdBsjJMoCRAgQIAAAQIECBBIkUBVVVUSTe57ikITCgECBAgQIPANgepv/OxHAgQIECBAgAABAgQIEGhAoHPnzmHo0KGhV69eDZzpMAECBAgQIFBqAQnQUo+A9gkQIECAAAECBAgQyJxAnPk5bty4zMUtYAIECBAgUIkCHoGvxFHXZwIECBAgQIAAAQIECBAgQIAAAQIVIiABWiEDrZsECBAgQIAAAQIECBAgQIAAAQIEKlFAArQSR12fCRAgQIAAAQIECBAgQIAAAQIECFSIgARohQy0bhIgQIAAAQIECBAgQIAAAQIECBCoRAEJ0EocdX0mQIAAAQIECBAgQIAAAQIECBAgUCECEqAVMtC6SYAAAQIECBAgQIAAAQIECBAgQKASBSRAK3HU9ZkAAQIECBAgQIAAAQIECBAgQIBAhQhIgFbIQOsmAQIECBAgQIAAAQKFFZgwYUKYPHlyYStVGwECBAgQIFBwgeqC16hCAgQIECBAgAABAgQIlLnAvHnzwpAhQ0L37t3DrFmzyry3ukeAAAECBLItYAZotsdP9AQIECBAgAABAgQIlEBg8eLFSauLFi0qQeuaJECAAAECBJoiIAHaFC3nEiBAgAABAgQIECBAgAABAgQIECCQKQEJ0EwNl2AJECBAgAABAgQIECBAgAABAgQIEGiKgARoU7ScS4AAAQIECBAgQIAAAQIECBAgQIBApgQkQDM1XIIlQIAAAQIECBAgQIAAAQIECBAgQKApAhKgTdFyLgECBAgQIECAAAECBAgQIECAAAECmRKQAM3UcAmWAAECBAgQIECAAAECBAgQIECAAIGmCEiANkXLuQQIECBAgAABAgQIECBAgAABAgQIZEpAAjRTwyVYAgQIECBAgAABAgQIECBAgAABAgSaIiAB2hQt5xIgQIAAAQIECBAgQIAAAQIECBAgkCkBCdBMDZdgCRAgQIAAAQIECBBIg0C7du1Cly5dQq9evdIQjhgIECBAgACBegSq6znmEAECBAgQIECAAAECBAisRKC2tjZMnz491NTUrOSotwgQIECAAIE0CUiApmk0xEKAAAECBAgQIECAQGYEOnbsmJlYBUqAAAECBCpZwCPwlTz6+k6AAAECBAgQIECAAAECBAgQIECgzAUkQMt8gHWPAAECBAgQIECAAAECBAgQIECAQCULSIBW8ujrOwECBAgQIECAAAECBAgQIECAAIEyF5AALfMB1j0CBAgQIECAAAECBAgQIECAAAEClSwgAVrJo6/vBAgQIECAAAECBAgQIECAAAECBMpcQAK0zAdY9wgQIECAAAECBAgQIECAAAECBAhUsoAEaCWPvr4TIECAAAECBAgQINBsgdmzZ4cFCxY0+3oXEiBAgAABAsURkAAtjrNWCBAgQIAAAQIECBAoI4FFixaF3r17h379+pVRr3SFAAECBAiUp4AEaHmOq14RIECAAAECBAgQINCKAvPnzw9z5swJM2fObMVWVE2AAAECBAgUQkACtBCK6iBAgAABAgQIECBAgAABAgQIECBAIJUCEqCpHBZBESBAgAABAgQIECBAgAABAgQIECBQCIHqQlSiDgIECBAgUAkCL7/8cnjnnXdC3759Q8+ePSuhy/pIgAABAgQIECi4wPTp08O0adPCpptuGvr06VPw+lVIgACBbwpIgH5TxM8ECBAgQGAlAu+//36y0cWSJUvCm2++uZIzvEWAAAECBAgQINAYgaqqqjBo0KDQuXPnMHXq1NCpU6fGXOYcAgQINFvAI/DNpnMhAQIECFSSwHHHHRc+++yzMHLkyLD++utXUtf1lQABAgQIECBQUIE48/OEE04IH3zwQTj11FMLWrfKCBAgsDIBCdCVqXiPAAECBAjUEZg4cWK44447Qvfu3cPw4cPrHPGSAAECBAgQIECgOQJnnXVWMvNzzJgx4cEHH2xOFa4hQIBAowUkQBtN5UQC5Slw5ZVXhm7duiVfcS2eNJZ77rknHHbYYWHHHXdMbpLWW2+9sNtuu4Wjjz46vPjii2kMWUxlJDB37txkhkLs0umnnx7WXHPNMuqdrhAgQIAAAQIESiPQsWPHcMoppySNx/v6hQsXliYQrRIgUBECEqAVMcw6SWDlAnG9nTib7cMPP0y+4tqGaSpvv/122HvvvcOAAQPCbbfdFp599tnkEeSPPvooPPbYY+Haa68NO+ywQzjppJPCggUL0hS6WMpI4Jprrgnx71xco+qoo44qo57pCgECBAgQIECgtAInnnhi8uHyjBkzws0331zaYLROgEBZC0iAlvXw6hyBVQssXrw4mVWZ1k9aY1zf//73w8MPP5x0Yt11100+Ib7uuuvC7373u3DEEUeE6urqsHTp0jB69OgQ12dUCBRa4Kuvvkr+fsV649/H2traQjehPgIECBAgQIBAxQp06NAh9O/fP+n/pZdeGpYtW1axFjpOgEDrCkiAtq6v2gmkVmDUqFGpfnz8Zz/7WXjllVcSv3333Te8/vrrId4U/fjHPw7xk+KbbropPPfccyE+Dh9L/MR40qRJyWt/ECiUwLhx48K///3vpLqDDz64UNWqhwABAgTKQKCmpibEnax9OFYGg6kLJRUYPHhw0v4bb7wR7rrrrpLGonECBMpXQAK0fMdWzwisUuDRRx8Nl1xySXK8Xbt2qzyvVAfio/hxMfRYOnXqlCQ74+PH3yzbbLNN8hh87v3rr78+99J3AgURuOyyy5J64t+/PfbYoyB1qoQAAQIEykOgffv2IW6Sd+utt5ZHh/SCQIkE4nJXuQ8ScvdeJQpFswQIlLFAdRn3TdcIEFiJwGeffZY8Pv7111+HOLMyLj4+fvz45Mw4iyENJc7szK3p+b3vfS8/y3NlscUbprZt2ybnP//88ys7xXsEmiXw/vvvhxdeeCG5Nv49XH311ZtVj4sIECBQLIE5c+aEu+++O8RZVHF24nbbbRf22Wef5HWxYqi0dgYNGlRpXdZfAgUXiBMy4u8ld955Z7LO//z580MaJ2kUvOMqJECgqAJmgBaVW2MESi9w7LHHhnfffTfZ0OWGG25IHt0qfVTLRzBv3rxk86OtttoqbL/99ssf/MZPq622Wojrg8by8ccfh0WLFn3jDD8SaJ7A5MmT8xfGJIJCgACBNAvE9bE32mij5EPOCy64IJxzzjlh4MCBYfPNN8+vp53m+MVGgEBlC+Tu+eOTYFOmTKlsDL0nQKBVBMwAbRVWlRJIp0B8ROv2229PgrvqqqvCBhtskMpA42yV+NWYMnfu3BB3jYwl/pKXe3wmecMfBFogUDcBuuGGG7agJpcSIECgdQXOOuuscP7556+0kfh/ZJxZFWeG7rfffis9x5sECBAotUD8ACdX4j3YAQcckPvRdwIECBREwAzQgjCqhED6BWbOnBmOP/74JNDDDjsslMuGLtdee21+t8gdd9wx/QMhwswIvPTSS/lYJUDzFF4QIJAygbhszKqSn7lQ47I3//M//xM+//zz3Fu+EyBAIFUCde+16t6DpSpIwRAgkGkBCdBMD5/gCTROIP7ic8QRR4Q4WzLeXFx++eWNuzDlZ8U1GuNjfrHER+F/8pOfpDxi4WVJIC6pkCt1ZyXk3vOdAAECaRC44oorGhVG/DdtwoQJjTrXSQQIECi2QN17rbr3YMWOQ3sECJSvgEfgy3ds9YxAXuA3v/lNspZO3OQo7q4eNz7KeonJ3PgoX/wey0knnRR23XXXgnfrtttuC9ddd12ISeSWljfffDOpYp111gmvv/56S6tzfSsLfPjhh0kLcVmFI488MsSEu0KAAIG0CbzyyiuNDmnkyJEhLoGjECBAIG0CO+20Uz6k9957z71yXsMLAiH/Oy+LlglIgLbMz9UEUi8Qd0aPa4PFEpOEe+yxR+pjbijAL7/8MsRduXOPx2y22Wb5maANXdvU43fccUd49NFHm3pZvefHXevj7pZKegUWLlyY31CrU6dO4d577w1Lly5Nb8AiI0CAQCMEPvnkkxC/FAIECKRNIP7b1L59+xA3Q/3ss8/cK6dtgMRTUoGvvvqqpO2XS+MSoOUykvpBYCUCMVEY1/uM/2BuueWW4cILL1zJWdl6K94cHXjggeHJJ59MAo+Py9x///1hzTXXbJWO3HDDDeGnP/1pfp3RljQybNiwMH369PDBBx+ELbbYoiVVubaVBZYtWxaqq6tD3Ik0Lq/w7LPPJuPWys2qngABAk0WOO2008Jrr73WqOuGDBmSrAXaqJOdRIAAgSIKxM1Mt95666TFdu3auVcuor2m0i8QPxxQWi4gAdpyQzUQSK1A/KVo2rRpYfXVVw+33HJLWGONNVol1vHjx4exY8fWW/fVV18devToUe85DR2MycP42Hv8HsvGG28cHnnkkeR7Q9c29/jaa68dvvvd7zb38uWuizdzscTZhf4TW44mlT9069YtzJo1K8yePTt8+9vfTmWMgiJAgEBcXuXkk09uFMSIESPCdttt16hzndSwQPywLG4qGe9H/vd//7fhC5xBgMAqBRYtWhQWLFiQHO/evbt75VVKOVCJAjU1NZXY7YL3WQK04KQqJJAOgfvuuy/kNkYYPnx4cnMeHyf5Zlm8eHH+rdwjJ/GNmPiLM+AaU2JC8p577qn31NwNTb0n1XPwqaeeSmZ+5hZF33777ZM211tvvXqucohA8wXWX3/9JAEaE9bx729cukAhQIBA2gSOPvro5P/7f/7zn/WGduihh0p+1ivU9IPxA7JJkyaFrl27SoA2nc8VBJYTqLs8R7wHUwgQIFBoAbvAF1pUfQRSInDnnXfmI7noootCXMdwZV9/+tOf8uftuOOO+XOeeOKJ/PulfvHnP/85Wbs0l/zcf//9w9/+9rcg+VnqkSnv9uvefNsAqbzHWu8IZFkgPt0RP4TcZJNNVtmNvffeO9nQb5UnONAsgTgDVCFAoDACde+1Nthgg8JUqhYCBAjUEZAArYPhJQECzRM44YQTwowZM+r92nTTTZtV+TXXXBMOOuigENczjeXYY48NMblrNl6zOF3UBIFdd901f/bTTz+df+0FAQIE0ibwX//1X+GFF14IZ599doivq6qqkqc44gebf/jDH0J8KmSttdZKW9jiIUCAQF6g7r3WLrvskn/fCwIECBRKoHHPtxaqNfUQIFA0gbhWZnwkq6ESZ4BOnTo1Oe2YY47JX9OzZ8+GLs0f79ChQ4hfhS5jxoxJEp5xhkX8Ze7iiy8Op556aqGbUR+BlQoMHDgwjBw5Mjn2+OOPJxuKrfREbxIgQCAFAnFt6XPPPTf5Wrp0abKBW/y/UyFAgEAWBOK9Vizx360BAwZkIWQxEiCQMQEJ0IwNmHAJNFYg7pQevxoqcf3OXAI0bqIQd2BMQ3n11VfDUUcdley+HnfhvvHGG8MRRxyRhtDEUCECffr0CXHm8ltvvRVyN+UV0nXdJEAg4wJt2rTJeA+ET4BApQnk7rXiOv8ega+00ddfAsUR8Ah8cZy1QoBAEwWOO+64sGTJkuSqc845R/KziX5OL4xAnAUay2uvvZZsiFSYWtVCgAABAgQIECCQE4iTMWbNmpX82JgJHLnrfCdAgEBTBMwAbYqWcwkQKIrAzTffHB577LGkrTj7M64J1NhHYW666abQpUuXosSpkfIXiMtCjB49Onz99dfJLOSzzjqr/DuthwQIECBAgACBIgpcf/31SWu1tbVh2LBhRWxZUwQIVJKABGgljba+EsiIwFVXXZWPNCae7r333vzPDb3IbZbU0HmOE2iMQFwSYvDgwWH8+PHhhhtuCKNGjUrWpmrMtc4hQIAAAQIECBCoX2Dx4sUhTn6IJSY/Pf5ev5ejBAg0X8Aj8M23cyUBAq0kkFuTtJWqVy2BJgmceeaZSdJzxowZ4ZFHHmnStU4mQIAAAQIECBBYtcCdd94ZPvnkk7D66quHESNGrPpERwgQINBCAQnQFgK6nEDWBcaNG5dsNBR3Wk/LBkhz587NxxTjaspXjx49sj4k4k+ZQN++fcNBBx2URHXRRRelLDrhECBAgAABAgSyKRDv8X/9618nwR955JGhZ8+e2eyIqAkQyISABGgmhkmQBAgQIFBKgbgOaOfOnZMZoPfff38pQ9E2AQIECKREoKqqKokk9z0lYQmDQGYE4hJDzz33XIgTGHKJ0MwEL1ACBDInIAGauSETMAECBAgUW6Bbt27h8ssvT5odOXJksilSsWPQHgECBAikSyB+MDZ06FCbtqRrWESTEYG49mdcZiiW6667LnTo0CEjkQuTAIGsCtgEKasjJ24CBAgQKKrAIYccEp555pnw6quvJt+/853vFLV9jREgQIBAugTizM+4lJBCgEDTBaZMmRI22WSTcOihh4b+/fs3vQJXECBAoIkCEqBNBHM6AQIECFSuwG9/+9vK7byeEyBAgAABAgQKJLDXXnuF+KUQIECgWAIegS+WtHYIECBAgAABAgQIECBAgAABAgQIECi6gARo0ck1SIAAAQIECBAgQIAAAQIECBAgQIBAsQQkQIslrR0CBAgQIECAAAECBAgQIECAAAECBIouIAFadHINEiBAgAABAgQIECBAgAABAgQIECBQLAEJ0GJJa4cAAQIECBAgQIAAAQIECBAgQIAAgaILSIAWnVyDBAgQIECAAAECBAgQIECAAAECBAgUS0ACtFjS2iFAgAABAgQIECBAoKwEJkyYECZPnlxWfdIZAgQIECBQjgLV5dgpfSJAgAABAgQIECBAgEBrCsybNy8MGTIkdO/ePcyaNas1m1I3AQIECBAg0EIBM0BbCOhyAgQIECBAgAABAgQqT2Dx4sVJpxctWlR5nddjAgQIECCQMQEJ0IwNmHAJECBAgAABAgQIECBAgAABAgQIEGi8gARo462cSYAAAQIECBAgQIAAAQIECBAgQIBAxgQkQDM2YMIlQIAAAQIECBAgQIAAAQIECBAgQKDxAhKgjbdyJgECBAgQIECAAAECBAgQIECAAAECGROQAM3YgAmXAAECBAgQIECAAAECBAgQIECAAIHGC0iANt7KmQQIECBAgAABAgQIECBAgAABAgQIZExAAjRjAyZcAgQIECBAgAABAgQIECBAgAABAgQaLyAB2ngrZxIgQIAAAQIECBAgQIAAAQIECBAgkDEBCdCMDZhwCRAgQIAAAQIECBAgQIAAAQIECBBovIAEaOOtnEmAAAECBAgQIECAAIFEoF27dqFLly6hV69eRAgQIECAAIGUC1SnPD7hESBAgAABAgQIECBAIHUCtbW1Yfr06aGmpiZ1sQmIAAECBAgQWF5AAnR5Dz8RIECAAAECBAgQIECgUQIdO3Zs1HlOIkCAAAECBEor4BH40vprnQABAgQIECBAgAABAgQIECBAgACBVhSQAG1FXFUTIECAAAECBAgQIECAAAECBAgQIFBaAQnQ0vprnQABAgQIECBAgAABAgQIECBAgACBVhSQAG1FXFUTIECAAAECBAgQIECAAAECBAgQIFBaAQnQ0vprnQABAgQIECBAgAABAgQIECBAgACBVhSQAG1FXFUTIECAAAECBAgQIECAAAECBAgQIFBaAQnQ0vprnQABAgQIECBAgACBjArMnj07LFiwIKPRC5sAAQIECFSOgARo5Yy1nhIgQIAAAQIECBAgUCCBRYsWhd69e4d+/foVqEbVECBAgAABAq0lIAHaWrLqJUCAAAECBAgQIECgbAXmz58f5syZE2bOnFm2fdQxAgQIECBQLgISoOUykvpBgAABAgQIECBAgAABAgQIECBAgMAKAhKgK5B4gwABAgQIECBAgAABAgQIECBAgACBchGQAC2XkdQPAgQIECBAgAABAgQIECBAgAABAgRWEJAAXYHEGwQIECBAgAABAgQIECBAgAABAgQIlIuABGi5jKR+ECBAgAABAgQIECBAgAABAgQIECCwgoAE6Aok3iBAgAABAgQIECBAgAABAgQIECBAoFwEJEDLZST1gwABAgQIECBAgAABAgQIECBAgACBFQQkQFcg8QYBAgQIECBAgAABAgQIECBAgAABAuUiIAFaLiOpHwQIECBAgAABAgQIECBAgAABAgQIrCAgAboCiTcIECBAgAABAgQIECBQv0BNTU2oqqoKtbW19Z/oKAECBAgQIFBygeqSRyAAAgQIECBAgAABAgQIZEygffv2YeLEiaFr164Zi1y4BAgQIECg8gQkQCtvzPWYAAECBAgQIECAAIECCAwaNKgAtaiCAAECBAgQaG0Bj8C3trD6CRAgQIAAAQIECBAgQIAAAQIECBAomYAEaMnoNUyAAAECBAgQIECAAAECBAgQIECAQGsLSIC2trD6CRAgQIAAAQIECBAgQIAAAQIECBAomYAEaMnoNUyAAAECBAgQIECAAAECBAgQIECAQGsLSIC2trD6CRAgQIAAAQIECBAgQIAAAQIECBAomYAEaMnoNUyAAAECBAgQIECAAAECBAgQIECAQGsLSIC2trD6CRAgQIAAAQIECBAgQIAAAQIECBAomYAEaMnoNUyAAAECBAgQIECAQFYFli1bFgYPHhxGjBiR1S6ImwABAgQIVIyABGjFDLWOEiBAgAABAgQIECBQKIHZs2eHSZMmhRtvvLFQVaqHAAECBAgQaCUBCdBWglUtAQIECBAgQIAAAQLlKxBngCoECBAgQIBANgQkQLMxTqIkQIAAAQIECBAgQIAAAQIECBAgQKAZAhKgzUBzCQECBAgQIECAAAECBAgQIECAAAEC2RCQAM3GOImSAAECBAgQIECAAAECBAgQIECAAIFmCEiANgPNJQQIECBAgAABAgQIECBAgAABAgQIZENAAjQb4yRKAgQIECBAgAABAgQIECBAgAABAgSaISAB2gw0lxAgQIAAAQIECBAgQIAAAQIECBAgkA0BCdBsjJMoCRAgQIAAAQIECBAgQIAAAQIECBBohoAEaDPQXEKAAAECBAgQIECAAAECBAgQIECAQDYEJECzMU6iJECAAAECBAgQIEAgRQJVVVVJNLnvKQpNKAQIECBAgMA3BKq/8bMfCRAgQIAAAQIECBAgQKABgc6dO4ehQ4eGXr16NXCmwwQIECBAgECpBSRASz0C2idAgECJBBYuXBgefvjhUFtbG/bee+8SRaFZAgQIECCQTYE483PcuHHZDF7UBRe47777wtdffx323XffUF3t1+yCA6uQAAECLRTwCHwLAV1OgACBrAr84he/CAMHDgwPPPBAVrsgbgIECBAgQIBAKgQmTZoUBgwYEC6++OJUxCMIAgQIEFheQAJ0eQ8/ESBAoCIE/vGPfyQ36F26dAmjRo2qiD7rJAECBAgQIECgtQTOP//80LZt23DuueeGN954o7WaUS8BAgQINFNAArSZcC4jQIBAVgWWLFkShg0bFpYuXRrOPvvs0LFjx6x2RdwECBAgQIAAgVQIrL/++uG0004LcYmhH//4x2HZsmWpiEsQBAgQIPAfAQlQfxMIVLjAlVdeGbp165Z8TZ8+PZUad9xxR/jBD34Q+vTpE9Zcc82w4YYbhv79+4exY8cmSbxUBp3ioOKjWS+99FLo3r17OProo1McqdAIECBAgAABAtkROOWUU0KnTp3C448/Hq655prsBC5SAgQIVICABGgFDLIuEliVwNSpU8Pw4cPDhx9+mHzFmYFpKjGu3XffPUl+xiTotGnTkk/VZ82alaxbecQRRyTHvvzyyzSFnepYvvjii/zaVCeddFKyAVKqAxYcAQIECBAgQCAjAu3btw/HHHNMEu2vfvWrkLZ764wwCpMAAQKtIiAB2iqsKiWQfoHFixeHww47LEkopjHar776KgwaNCg8+uijSXhx1mfctOeWW24JF110Udhmm22S9++6665kB/M5c+aksRupi2nMmDHh008/DXHn2iFDhqQuPgERIECAAAECBLIsMHTo0CT8d999N0yYMCHLXRE7AQIEykpAArSshlNnCDReIG588+KLLzb+giKfed5554UnnngiaXWPPfYIcbbqOeeckyRtR44cGZ577rkQZ4DGEs87/fTTk9f+WLXA119/HS699NLkhJ122ilstNFGqz7ZEQIECBAgQIAAgSYLbL311mGzzTZLrrMjfJP5XECAAIFWE5AAbTVaFRNIr0CcVXnJJZckAbZr1y51gcZF4+NMxVjWWmutcPPNN4e11147+Tn3R3V1dbjiiivyG/jE9UAXLVqUO+z7SgTuvvvu8NZbbyVHBg8evJIzvEWAAAECBAg0RSDO8Js8eXJTLnFuBQgcdNBBSS9feOGFMGXKlArosS4SIEAg/QISoOkfIxESKKjAZ599lsycjLMB991337D//vvn64+PRaehPPPMMyGu8xlLnP0ZN+tZWYlJ0W233TY5FNcBnTFjxspO897/FbjnnnvyFrkb8/wbXhAgQCBlAnHmf9yobcstt0z+H/jOd74TLrjggjB37tyURSqcShWYN29espxM7omUSnXQ7xUF6t5n1b3/WvFM7xAgQIBAsQSqi9WQdggQSIfAscceG+KaRJ07dw433HBDsglSOiL7f1HEx7M/+OCD8PLLLydx/r8jK76Kv3zE0qZNm7DOOuuseIJ38gK5GSpdunTx+HtexQsCBNIoMHr06BB3U44f1uXKe++9F55++ulw+eWXh7j+8w477JA75DuBkgjE9dRj8QRKSfhT3Whcqz4+rRQ3Qcrdf6U6YMERIECgAgTMAK2AQdZFAjmBW2+9Ndx+++3Jj1dddVXYYIMNcodS93299dZLNjfafvvtVxlb3CX+lVdeSY7vvPPODSZLV1lRBRyISe/p06cnPY0bSikECBBIq8D48ePDSSedtFzys26s8QOy/v37h3//+9913/aaAAECqRFYbbXV8k8wPf/88yE+gaUQIECAQGkFJEBL6691AkUTmDlzZjj++OOT9uLu7wcffHDR2m6Nhj7++OPk8f24W3wshx56aGs0UzZ1vvTSS/m+SIDmKbwgQCBlAnFGXZz52VD59NNPwy9+8YuGTnOcAAECJRPI3W/FmeyvvvpqyeLQMAECBAj8R8Aj8P4mEKgAgXjjFdeniuumxZux+PhgFktcRP6NN95IdoC/5ZZbwhdffJE8XhQflYyP9rdGiXZxPdK6j2E2t53cI3Lxkajc6+bW1dTr4qOjuRJn/v7zn/8sSJ9ydfpOgACBQgj8/e9/D++//36jqopPNMRkaVwCRSFQCoE5c+YkzcbHnOP9iUIgJ9C2bdv8DND4XrwPK/a9Xy4W3wkQyL7A0qVLs9+JFPRAAjQFgyAEAq0t8Jvf/CbZgTJuchR3V+/YsWNrN9kq9Q8dOnSFX4zjDKDWSn7GThx11FHJWqmF7FCPHj1C3RmZhax7VXXF9VRz5cknnwybbbZZ7kffCRAgkEmBzz//PGy11VaZjF3Q5SUQH2/eYostyqtTetNigb333jtfR9wNvlevXvmfvSBAgEBTBHIfuDXlGueuKCABuqKJdwiUlUBcd+iss85K+hTXVIu7qmexLFy4MNkYqVu3bmHBggVh/vz5STdGjRqVrGt62223hb59+xa8a7HOjTfeOCxbtqzFdX/00UfJrNX4CV5NTU2L62tKBTFRkCuxP/Hx0ULMas3V6TsBAgQKIRBn9jdll/e4XnRca08hUAqB+P9oXI88/h2MfxcVAjmBtdZaa7kNJ+N9WLHv/XKx+E6AQPYF3OsUZgwlQAvjqBYCqRT48ssvQ1zvM66TueWWW4YLL7wwlXE2JqjVV189xE++OnTokCQj46Nmp556arjvvvuSdZV22223ZJZroZOgJ598cohfhSjxUc3LLrssbLLJJmHbbbctRJWNrqN37975cwcOHBjuuOOO/M9eECBAIC0C8UO7+ja/qxvnRhttFOL61gqBUgl88sknYZ111kk2Yay71Eyp4tFuugQuueSSfECbb7550e/98o17QYBA5gU6d+6c+T6koQMSoGkYBTEQaCWB0047LUybNi3E5GFcM3ONNdZolZbijr1jx46tt+6rr746xEe/m1viGm8x+RlLfJQ/Pmp27733JgneOPszPn7285//PNx9993NbaKsr1t//fXz/Yu/sCkECBBIo8B2220Xdthhh2St54bii0uUKAQIEEirQN37rbr3YWmNV1wECBAodwEJ0HIfYf2rWIE4M/KKK65I+j98+PDkMe6YJPxmiTvu5sq8efOSRGL8ee211042GModq+/79OnTwz333FPfKclj6/We0MyDv//975PZjPGxyRhD3DzDTeaKmHVN6t6Qr3imdwgQIFBageuuuy7ssssuIT7FsKoSZ4nG/9sUAgQIpFWg7v1W3fuwtMYrLgIECJS7gEWTyn2E9a9iBe6888583y+66KLQqVOnlX796U9/yp+344475s954okn8u+n+UV8HKDuY+8xGausKFD3xruxOyyvWIt3CBAg0PoCcYmQv/71r6vcMOSAAw4IDz74YFhzzTVbPxgtECBAoJkCde+3Nthgg2bW4jICBAgQKJSAGaCFklQPgQoWOOGEE8Lhhx9er0D37t3rPV73YNwAIyYy33777RDX9mxoY4G6x+MGScqKAt/61rdC+/btQ5zl+/TTT694gncIECCQIoGddtopxLWe44d0U6ZMSTZG2nDDDUNcw3jXXXdNUaRCqWSBdu3ahS5duqwyWV/JNvoe8vdbMfnZs2dPJAQIECBQYgEJ0BIPgOYJtJbAfvvtF7p27dpg9fGXy6lTpybnHXPMMflrmnKjFtfmzK3P2WCDjTjh0ksvDeedd15y5sUXX9zgY46vvfZavtZiby6UbzjlL+I6sP379w8TJkxIkstx19q6ieOUhy88AgQqUCDumDx06NDkqwK7r8sZEKitrU3+T7W7dwYGq8ghxg9wco/Axw9u4vr1CgECBAiUVkACtLT+WifQagIHHnhgiF8NlTjTMpcAjbudx10qS1322WeffAI0brBU3zpvcTZjnCkaS/yEvVu3bqUOP7XtxxvwmACN5fHHHw+DBg1KbawCI0CAAAECWRDo2LFjFsIUY5EF4n1WrsT7L4UAAQIESi9gDdDSj4EICBD4hkB89DH3yPyzzz4bRo8e/Y0z/vPjnDlzwo9+9KOwbNmy5I36EqUrraDC3oyzgtu0aZP0+oEHHqiw3usuAQIECBAgQKA4Arn7rLZt24Y999yzOI1qhQABAgTqFZAArZfHQQIESiFQXV0dxo0bl0/WxcTmz372s/DOO+8k4Xz88cfJTMa4ruW0adOS9/baa69wyimnlCLczLQZ1ymLj5PGcvvttwfrpWZm6ARKgAABAgQIZEQgPvr+l7/8JYn2yCOPDGussUZGIhcmAQIEyltAArS8x1fvCGRW4Lvf/W4y8zOuXblkyZJwySWXJAvIx11/11133TBkyJDw3nvvJf2Lyc+xY8daX6kRo33GGWckTvPnzw8TJ05sxBVOIUCAAAECBAgQaKxAvCddvHhxiGvDjhgxorGXOY8AAQIEWllAArSVgVVPgEDzBY477rjw0ksvhZjgzJWFCxfmXiaPyd98883hoYcesvZnXqX+F1tuuWX44Q9/mJz0hz/8of6THSVAgAABAgQIEGiSwPXXX5+cH5dp6tGjR5OudTIBAgQItJ6ATZBaz1bNBDIhEB81j19pLX369EkSnHPnzk02a3rrrbeSxOdWW22VzARNa9xpjuvss88Od9xxR3jiiSfCY489FuJsW4UAAQIECBAgQKBlAnfffXd47bXXksfeTz/99JZV5moCBAgQKKiAGaAF5VQZAQKtJdChQ4ew8847h8MPPzzsvvvukp8tgN56663DyJEjkxo8mtUCSJcSIECAAAECBP6vwNKlS/P3V+eff37YeOON2RAgQIBAigQkQFM0GEIhQIBAsQTOOeec0Ldv3/DUU0+FP/7xj8VqVjsECBAgQKCsBGbPnm1TwbIa0eZ3ZsyYMcnTSrvssouNOZvP6EoCBAi0moAEaKvRqpgAAQLpFYgL8990003J+qqPPPJIegMVGQECBAgQSKnAokWLQu/evUO/fv1SGqGwiikwZcqU5L4qJkJXW82v2cW01xYBAgQaI2AN0MYoOYcAAQJlKPDtb387WV+1DLumSwQIECBAoNUF5s+fH+bMmRNmzpzZ6m1pIP0C8YNlhQABAgTSK+CjqfSOjcgIECBAgAABAgQIECBAgAABAgQIEGihgARoCwFdToAAAQIECBAgQIAAAQIECBAgQIBAegUkQNM7NiIjQIAAAQIECBAgQIAAAQIECBAgQKCFAhKgLQR0OQECBAgQIECAAAECBAgQIECAAAEC6RWQAE3v2IiMAAECBAgQIECAAAECBAgQIECAAIEWCkiAthDQ5QQIECBAgAABAgQIECBAgAABAgQIpFdAAjS9YyMyAgQIECBAgAABAgQIECBAgAABAgRaKCAB2kJAlxMgQIAAAQIECBAgQIAAAQIECBAgkF4BCdD0jo3ICBAgQIAAAQIECBAgQIAAAQIECBBooYAEaAsBXU6AAAECBAgQIECAQOUJ1NTUhKqqqlBbW1t5nddjAgQIECCQMYHqjMUrXAIECBAgQIAAAQIECJRcoH379mHixImha9euJY9FAAQIECBAgED9AhKg9fs4SoAAAQIECBAgQIAAgZUKDBo0aKXve5MAAQIECBBIl4BH4NM1HqIhQIAAAQIECBAgQIAAAQIECBAgQKCAAhKgBcRUFQECBAgQIECAAAECBAgQIECAAAEC6RKQAE3XeIiGAAECBAgQIECAAAECBAgQIECAAIECCkiAFhBTVQQIECBAgAABAgQIECBAgAABAgQIpEtAAjRd4yEaAgQIECBAgAABAgQIECBAgAABAgQKKCABWkBMVREgQIAAAQIECBAgQIAAAQIECBAgkC4BCdB0jYdoCBAgQIAAAQIECBAgQIAAAQIECBAooIAEaAExVUWAAAECBAgQIECAQGUILFu2LAwePDiMGDGiMjqslwQIECBAIMMCEqAZHjyhEyBAgAABAgQIECBQGoHZs2eHSZMmhRtvvLE0AWiVAAECBAgQaLSABGijqZxIgAABAgQIECBAgACB/wjEGaAKAQIECBAgkA0BCdBsjJMoCRAgQIAAAQIECBAgQIAAAQIECBBohoAEaDPQXEKAAAECBAgQIECAAAECBAgQIECAQDYEJECzMU6iJECAAAECBAgQIECAAAECBAgQIECgGQISoM1AcwkBAgQIECBAgAABAgQIECBAgAABAtkQkADNxjiJkgABAgQIECBAgAABAgQIECBAgACBZghIgDYDzSUECBAgQIAAAQIECBAgQIAAAQIECGRDQAI0G+MkSgIECBAgQIAAAQIECBAgQIAAAQIEmiEgAdoMNJcQIECAAAECBAgQIECAAAECBAgQIJANAQnQbIyTKAkQIECAAAECBAgQSJFAVVVVEk3ue4pCEwoBAgQIECDwDYHqb/zsRwIECBAgQIAAAQIECBBoQKBz585h6NChoVevXg2c6TABAgQIECBQagEJ0FKPgPYJECBAgAABAgQIEMicQJz5OW7cuMzFLWACBAgQIFCJAh6Br8RR12cCBAgQIECAAAECBAgQIECAAAECFSIgAVohA62bBAgQIECAAAECBAgQIECAAAECBCpRQAK0EkddnwkQIECAAAECBAgQIECAAAECBAhUiIAEaIUMtG4SIECAAAECBAgQIECAAAECBAgQqEQBCdBKHHV9JkCAAAECBAgQIECAAAECBAgQIFAhAhKgFTLQukmAAAECBAgQIECAAAECBAgQIECgEgUkQCtx1PWZAAECBAgQIECAAAECBAgQIECAQIUISIBWyEDrJgECBAgQIECAAAEChRWYMGFCmDx5cmErVRsBAgQIECBQcIHqgteoQgIECBAgQIAAAQIECJS5wLx588KQIUNC9+7dw6xZs8q8t7pHgAABAgSyLdV6r0gAADbNSURBVGAGaLbHT/QECBAgQIAAAQIECJRAYPHixUmrixYtKkHrmiRAgAABAgSaIiAB2hQt5xIgQIAAAQIECBAgQIAAAQIECBAgkCkBCdBMDZdgCRAgQIAAAQIECBAgQIAAAQIECBBoioAEaFO0nEuAAAECBAgQIECAAAECBAgQIECAQKYEJEAzNVyCJUCAAAECBAgQIECAAAECBAgQIECgKQISoE3Rci4BAgQIECBAgAABAgQIECBAgAABApkSkADN1HAJlgABAgQIECBAgAABAgQIECBAgACBpghIgDZFy7kECBAgQIAAAQIECBAgQIAAAQIECGRKQAI0U8MlWAIECBAgQIAAAQIECBAgQIAAAQIEmiJQ3ZSTnUuAAAECLRe48MILwzXXXNNgRV9//XV46623kvPatGnT4PlOINCaAkuXLg3x72R1dXWoqqpqzabUTaBegWXLloUlS5aE+O/iaqv5LL9eLAdbVSD+XYzlk08+CbW1ta3alsoJNCTg/+mGhBwvlkDu/+nOnTuHddZZp1jNlnU77733Xln3r1idkwAtlrR2CBCoeIFevXolBh999FGIX00p8aZWIZAGga+++ioNYYiBQJIExUAgLQKLFy9OSyjiqHAB/09X+F+AFHX/008/DfFLKYxAnIDQs2fPwlRWobVU/f/Z+f98dFmhALpNgACBYgrEGZ2NvTF99913wz777BPWW2+9cMMNNxQzTG0RWEHglFNOCW+++Wa45JJLwhZbbLHCcW8QKJbAX/7yl3DttdeGgQMHhmOOOaZYzWqHwAoCc+fODYceemho165duP3221c47g0CxRQ488wzw4svvhh++ctfhu22266YTWuLwHICDz30ULjsssvC97///RCffFMKI7D22muHHj16FKayCq3FDNAKHXjdJkCgNAKbbrppoxuuqalJzm3btm3Yf//9G32dEwm0hsB5552XVLvrrruGnXbaqTWaUCeBRglMnz49OW/jjTf2b2OjxJzUWgLx0fdY4uPv/p9uLWX1NlYgJpxiif9H77333o29zHkECi6Qe9KtY8eOPjQvuK4KWyJg4aSW6LmWAAECBAgQIECAAAECBAgQIECAAIFUC0iApnp4BEeAAAECBAgQIECAAAECBAgQIECAQEsEJEBboudaAgQIECBAgAABAgQIECBAgAABAgRSLSABmurhERwBAgQIECBAgAABAgQIECBAgAABAi0RkABtiZ5rCRAgQIAAAQIECBAgQIAAAQIECBBItYAEaKqHR3AECBAgQIAAAQIECBAgQIAAAQIECLREQAK0JXquJUCAAAECBAgQIECAAAECBAgQIEAg1QISoKkeHsERIECAAAECBAgQIECAAAECBAgQINASAQnQlui5lgABAgQIECBAgAABAgQIECBAgACB/6+9O4G2o6gTx18sAQJIBlkSEMIiELawyCYGMEEQcBAcEMRxQQfnGA0ILqCDnJPxKKCCZBBlGGVYAqNGYXCQSFhmWES2CIKgbIYdJAhhWCbs3H9/+/fve+57ectN7nudvv0+fc6j+3ZXd1d9qrjp933VVZUWEACtdPXIHAECBAgQIECAAAECBAgQIECAAAECnQgIgHai51wCBAgQIECAAAECBAgQIECAAAECBCotIABa6eqROQIECBAgQIAAAQIECBAgQIAAAQIEOhEQAO1Ez7kECBAgQIAAAQIECBAgQIAAAQIECFRaQAC00tUjcwQIECBAgAABAgQIECBAgAABAgQIdCIgANqJnnMJECBAgAABAgQIECBAgAABAgQIEKi0gABopatH5ggQIECAAAECBAgQIECAAAECBAgQ6ERAALQTPecSIEBgGAVWXXXVtOyyy6bVVlttGO/i0gTaEyjaYbFu7yypCAy9QNEGi/XQ38EVCbQnMHr06DRq1Cj/TrfHJdUwC4wZMya/g+/GYYZ2+UEFtMVBiSRYSgLLNLJlKd3bbQkQIEBgEIEbb7wxjRs3Lm288caDpHSYwPAKPPHEE+n+++9PU6ZMGd4buTqBQQTeeOONNGfOnLwtrrLKKoOkdpjA8ArMnTs3D4BOmDBheG/k6gQGEZg/f376wx/+kPbee+9BUjpMYHgF3nrrrXT55Zen3XbbLRXB0OG9o6sTaE9AALQ9J6kIECBAgAABAgQIECBAgAABAgQIEOhCAa/Ad2GlyTIBAgQIECBAgAABAgQIECBAgAABAu0JCIC25yQVAQIECBAgQIAAAQIECBAgQIAAAQJdKCAA2oWVJssECBAgQIAAAQIECBAgQIAAAQIECLQnIADanpNUBAgQIECAAAECBAgQIECAAAECBAh0oYAAaBdWmiwTIECAAAECBAgQIECAAAECBAgQINCegABoe05SESBAgAABAgQIECBAgAABAgQIECDQhQICoF1YabJMgAABAgQIECBAgAABAgQIECBAgEB7AgKg7TlJRYAAAQIECBAgQIAAAQIECBAgQIBAFwoIgHZhpckyAQIECBAgQIAAAQIECBAgQIAAAQLtCQiAtuckFQECBAgQIECAAAECBAgQIECAAAECXSggANqFlSbLBAgQIECAAAECBAgQIECAAAECBAi0JyAA2p6TVAQIECBAgAABAgQIECBAgAABAgQIdKGAAGgXVposEyBAgAABAgQIECBAgAABAgQIECDQnoAAaHtOUhEgQIAAAQIECBAgQIAAAQIECBAg0IUCAqBdWGmyTIAAAQIECBAgQIAAAQIECBAgQIBAewICoO05SUWAAAECBAgQIECAAAECBAgQIECAQBcKCIB2YaXJMgECBAgQIECAAAECBAgQIECAAAEC7QkIgLbnJBUBAgQIECBAgAABAgQIECBAgAABAl0oIADahZUmywQIECBAgAABAgQIECBAgAABAgQItCcgANqek1QECBAgQIAAAQIECBAgQIAAAQIECHShgABoF1aaLBMgQIAAAQIECBAgQIAAAQIECBAg0J6AAGh7TlIRIECAAAECBAgQIECAAAECBAgQINCFAgKgXVhpskyAAAECBAgQIECAAAECBAgQIECAQHsCAqDtOUlFgAABAgQIECBAgAABAgQIECBAgEAXCgiAdmGlyTIBAgQIECBAgAABAgQIECBAgAABAu0JLN9eMqkIECBAYLgE9ttvvzRnzpx0xhlnpCOPPHJIbvOrX/0qzZ49u61rrbzyyum0005rK61E9Ra48cYb0+67755WX3319MwzzwxZYd9888103nnnpZ/+9KfpgQceSC+88ELaeeed06RJk9IHPvCBtOOOOw7ZvVyoOwXKaCNvvfVW/h0b63aWQw89NO25557tJJWmSwXKaHcFzbx589LJJ5+cbrvtthTb6623XnrPe96Tfw9GW1tllVWKpNYjVKCMNuL5cIQ2rg6LPVzPh5GtMtp9h8V3ep0EGhYCBAgQWGoCP/zhDxvZvyn5TxYAHbJ8fOQjH2let7h+f+sxY8YM2X1dqHsFFixY0Nhss83ydrPGGmsMWUEef/zxxtZbb91ve1x++eUbF1xwwZDdz4W6T6CsNnLPPff02w77+n6cMWNG92HKcdsCZbW7yNApp5zSGDVqVL/tb9ddd23Ed7Bl5AqU1UY8H47cNrakJR+u58PIT1ntfknL7rz6CegBmj3xWggQILA0BH7yk5+ko446alhu/fvf/35Yruui9RSIHpn77LNPuv/++4e0gHHd6OF5991359fdbrvt0gc/+MH0jne8I11//fXpkksuSS+//HL65Cc/mZ5//vk0bdq0Ib2/i1VfoMw24nux+u2hrByW2e7OPffcdOyxx+ZFW2mllVIWgEpZwDM99thj6bLLLkt33nlnuummm9J73/vedNVVV6WxY8eWxeA+FREos434HqxIpXdJNobr+TCKX2a77xJu2SxDoH4xXSUiQIBAtQUWLlzYyH4Zaiy33HI9eoMMVQ/Ql156qbHsssvm195rr70af/nLXwb8mT9/frXB5G5YBbLXmhpbbLFFj7Y4VD1Av/zlLzevm73i2Xj11Vd7lOU3v/lNI3ogZ887jegJ+sQTT/Q47kP9BcpsI8cdd1yzPWbDjgz4vRjfm//3f/9X/woYoSUsq909/fTTjdGjR+ftLr7rrr322h7ir732WuOwww5rtsvPf/7zPY77UH+BMtuI58P6t6ehLOFwPh+W2e6H0sS1ul8gdX8RlIAAAQLdI3Ddddc1Nt100+YvOxH4KX6GKgAaDyzFNU844YTuwZHTUgXiF6Gjjz66GSwv2kyshyIA+uyzzzZWXXXVvC2OHz9+keBnUdhsPLJme50+fXqx23oECJTdRt7//vfnbS2C7VnP4xEgrIh9CZTZ7o4//vjm99tZZ53VV3Ya2TikjZ122ilPF9+ZWY+rPtPZWU+BMtuI58N6tqGhLtVwPx9Gfsts90Pt43rdLWAW+Ow3PQsBAgSGWyD7pyJ/vXfy5Mn5JDBxv80333xYXoG/4447msXZYYcdmts2CBQCt9xyS5o4cWI6/fTTU0wIk/UYTtnDaBo3blyRpOP1L37xi5Q9ROfXmTp1alphhRX6vOb++++fJkyYkB/70Y9+lF5//fU+09lZP4Gy20jx3bjVVluleBXZMjIFymx355xzTo78tre9LX3605/uEzy+f7/0pS/lx+I7c+bMmX2ms7OeAmW2keI7MCQ9H9azPXVaqjKeDyOPZbb7Tk2cXy8BAdB61afSECBQUYEIMp155pnR6z7P4RFHHJHPBLvttts2c7zMMss0tzvZaB3fyQNuJ5L1PTfGnXvooYfyAq677rrp6quvTieeeGLKesbl+4aiLcaYdsWS9bwrNvtcZ0M15Puz147TNddc02caO+snUGYbefLJJ1P2yl2O6Huxfm1pcUpUVrt7+OGH01NPPZVnLcb37O+PQJHgfe97Xyq+d//jP/5jcYojbRcLlN1GPB92cWMpKetlPB+W3e5LonObLhEQAO2SipJNAgTqIRCBoBtuuCGdffbZaeWVVx6WQhV/4V977bXT+uuvn98jAq+PPPJIyl79G5Z7umj3CWSvuedBz2xm7DRlypQhL8DNN9+cXzN6N22zzTYDXr/1DwHFhEkDnuBgLQTKbCPF92LA7bjjjk2/6HE3b968lL2G3Nxno94CZbW74j6hGRPADbSstdZaaZ111smT+A4cSKpex8puI8X3oOfDerWjoS5NWc+HkW/fjUNde643mIAA6GBCjhMgQGAIBCIIFA+6V1xxRZo0adIQXLHvS8Qv8XfddVd+MHo5ZeM9pX333TfF63cbbrhhWnPNNVM2HmM65JBD8l/6+76KvXUXyCYkSvEX+HjtfbXVVhuW4v75z3/Orxszvo8aNWrAe0SbLJZ777232LSuuUCZbaT4xT9IN9tsszz4v9FGG+Xtf5NNNknZ2Itp5513TtlYzM2e+jXnH7HFK6vdPfDAA03jaGuDLcX34Isvvpiix7Kl/gJlthHPh/VvT0NRwjKeD8ts90Nh4hr1Evh/77rVq0xKQ4AAgcoJxKttu+yyy7Dn67777kuvvPJKfp/oadpXsPWxxx5L8XP55Zen7373uymbdXbY8+UG1RKI8T+Hc8lmz272qBs7duygt4reT8WyYMGCYtO6xgJlt5HWAOhBBx2UsolmeujG9+bcuXPzn//8z/9M5513Xtpggw16pPGh+wXKbHetbWxJvgdjeBJLvQXKbCOeD+vdloaqdMP9fBj5LLPdD5WL69RHQAC0PnWpJAQIEEit4ztFL5JVVlklxdhjkydPzie4iVfrLr744rz3Z/wiOG3atLT66qunj370o/QIDJnA888/37zW6NGjm9v9bbSmWbhwYX/J7K+RQNltpPW7MX75ikno9txzz7TrrrvmY4Peeuut6ec//3ne+/Paa69NMTnXbbfdNuC4jTWqjhFTlDLbXZn3GjEVWLOCltlGWr8DPR/WrCF1WXHKbPddRiO7JQgIgJaA7BYECBAoS6C1l1O8enzllVemLbfcssftp0+fno455pj04x//ON//hS98IcUkNK298Hqc4AOBxRSIX66KpZ3ZtldcccUieRIAbVLUeqPMNhL3inE+iyVm3D711FObk84U++MPQvH6X0xcE38sOumkk9I///M/F4etayBQdrsryHwPFhLWrQJltkfPh63ytpemQJntfmmW072rKWAM0GrWi1wRIEBgiQQ++9nPposuuiidcsop+WRLvYOfcdGYfOlf//Vf0/bbb5/f45lnnkkzZsxYovs5iUBfAq1jfr7xxht9JemxrzVNO4GCHif70JUCZbaRmH376quvziefO//889P3vve9RYKfgbj77runM888s+kZAdCYJMlSH4Ey212Z96pPDY2skpTZRjwfjqy2VeXSltnuq+wgb0tHQA/QpePurgQIdLnAgQce2BzjsK+i7LHHHum4447r69Cw7ovJPOJnsGW55ZbLezZFOWJp7Rkw2LmOV0tg1qxZ6YILLhgwU2eddVZab731BkwzlAdjQpliKcakLT73tW5NM2bMmL6S2NcFAovTFstsI9HDOF53b2f5u7/7u/yPQ/G66Ouvv57+9Kc/5ZMjtXOuNNUXKLPdlXmv6svLYV8CZbYRz4d91YB9S0OgzHa/NMrnntUWEACtdv3IHQECFRX49a9/nVp7rfXOZsy6XvVl2223bWaxmDm+ucNG1wjEjMazZ88eML8x3muZS2v7bx3svr88tKYZrlnp+7u3/UMnsDhtscptJL4bi/Hy4rsxZoe31EOgzHbX+l3W+h3Xn2RrmtZz+0tvf/cLtNZza/33V7LWNK3n9pd+Sfd7PlxSOee1I9DadlvbdH/ntqZpPbe/9PYTGEjAK/AD6ThGgACBGgtEj8CYnT6WZ599tsYlVbSyBWJSo2IG48cee2zQ27emGTdu3KDpJeh+gSq3kfHjxzeBY4gQS30Eymx373znO5twrd9xzZ29Noo0yy+/fFpjjTV6HfWxjgJVbSOeD+vY2qpTpqq2++oIyclwCugBOpy6rk2AQG0FoqfTQEvMvr40lvgr6dNPP51efvnlNHHixAGzEL9sNRqNPM2mm246YFoHqytw5JFHpo9//OMDZjAmxCp7ifFnn3zyyRRt8q9//euAk2w98MADzezttNNOzW0b3SWwuG2xrDYSvfWjDcZP/L8wWHDpkUceacJvttlmzW0b9RAoq921jsE92DNDDLdQtLv4t9tYyPVoa4OVosw24vlwsNpwvCyBMtt9WWVyn+4READtnrqSUwIEKiSwwQYbVCg3/y8rMati/GIfv+xHL5cFCxYM+EtUjG1XLJtvvnmxad1lAjFmZhXHzdxll13yiWeC8/rrr08HH3xwv7K/+c1vmsfiPEt3CixuWyyrjXz9619P3/3ud3PUmNV9+vTpAwL7bhyQp+sPltXu4jXiGH/21Vdfzb8DB4K79dZb83SRxnfgQFL1OlZWG/F8WK920+2lKavdd7uT/A+PgFfgh8fVVQkQIFC6QIxtVvziFD1A58yZM2AeioBAJDrggAMGTOsggcUV+PCHP9w8ZaBJmh599NF03XXX5Wl33HHHNHbs2OZ5NuotUFYb2XvvvZuQv/zlL5s935s7WzauueaaNHfu3HzPhAkTkh6gLTg12Syr3cVEH/vuu2+udvfddzfHle2LcebMmc3d+++/f3PbRr0Fymojng/r3Y66rXRltftuc5HfcgQEQMtxdhcCBAgMiUAEi373u9/lP8Xrcq0XLmZ1j31HH310eu6551oPN7fPOOOMZtBp++23T3//93/fPGaDQDsC0dO4aIuxjlc4W5ftttsu7bDDDvmuSy+9NF144YWth/PtCNR/5jOfaZ771a9+dZE0dtRXYKjayGBtcbfddmu+9n7HHXekGTNm9Ikaw4dMmzateew73/lOWm655ZqfbdRDoKx2F1rx/VYsn/3sZ9P//u//Fh+b65hU8dxzz80/b7311ukDH/hA85iN+gsMVRvxfFj/ttItJRzs3+Qox1C1+24xkc8KCWTjv1kIECBAYCkJnH322TEIZ/7zgx/8YNBcTJ06tZk+e3hYJH0WhGpMmjSpmWaTTTZpZMGnRvb6UyOOZTMbNw4//PDm8WycsUbW+26R69gxMgWyiQ/ytrHmmmsOCvDUU08121G04ccff3yRc2666aZGNtFWnm7ZZZdtfOtb32o8+OCDjddee62Rvfbe2GOPPZrXePe739148803F7mGHfUWGIo20k5bnD17do+2mAU687b41ltvNebPn9/42c9+1sgm4Gq2xywIVW/4EV66stpdMGe9QJvtKgu+Nv77v/+7kf3xJ//OPP300xujRo1qfkdedtllI7xmRmbxh6KNeD4cmW2nrFIP9fNh5Hso2n1Z5Xef+gjEa0AWAgQIEFhKAkMdAI1iRCAqm9So+QtXBKciCLXCCiv02Lf++us3slc9l1LJ3baKAsPxgDtr1qxGNilYj7ZX/MJfBP8jUJ9NUFNFEnkqQaDTNtJOADSKcfLJJzeyHp092mL8Eahoh8X6qKOOyv9gVELR3WIpCpTV7p599tnG+9///h7trPd3YLS9rGfyUtRw66UpMBRtZLAAaJTP8+HSrOXuvvdwPB8ORbvvblW5XxoCXoHPnjgsBAgQqJNAzHIc443FGJ/F5DjZPzAp63WXF3OttdZKhxxySP76coy5aCEwnAKHHnpouvnmm1O0teJ14uJ1+Swon4455pj8eNbrdDiz4doVFiirjXzta19Lt99+e5oyZUpT45VXXsm3l19++bTNNtuk888/P33/+99P8dlSb4Gy2t3b3/72dPnll6fjjz8+xXYsxXdgbMes71kP5fy7MD5bRp5AWW3E8+HIa1tVLnFZ7b7KBvJWvsAyEXUt/7buSIAAAQJlCGSvd6YYK/S+++5LMd7iu971rlTFGezLsHCPpS+wcOHCFGMwxlhlG2+8cYpJZoog/dLPnRxUQaCsNvLCCy/k34vz5s3LvxNjXMjRo0dXgUAeloJAWe0uivbQQw/lEyJFe4tJtjbaaKOUDRGyFErtllUVKKONeD6sau2P3HyV0e5Hrq6SFwICoIWENQECBAgQIECAAAECBAgQIECAAAECtRPw58baVakCESBAgAABAgQIECBAgAABAgQIECBQCAiAFhLWBAgQIECAAAECBAgQIECAAAECBAjUTkAAtHZVqkAECBAgQIAAAQIECBAgQIAAAQIECBQCAqCFhDUBAgQIECBAgAABAgQIECBAgAABArUTEACtXZUqEAECBAgQIECAAAECBAgQIECAAAEChYAAaCFhTYAAAQIECBAgQIAAAQIECBAgQIBA7QQEQGtXpQpEgAABAgQIECBAgAABAgQIECBAgEAhIABaSFgTIECAAAECBAgQIECAAAECBAgQIFA7AQHQ2lWpAhEgQIAAAQIECBAgQIAAAQIECBAgUAgIgBYS1gQIECBAgAABAgQIECBAgAABAgQI1E5AALR2VapABAgQIECAAAECBAgQIECAAAECBAgUAgKghYQ1AQIECBAgQIAAAQIECBAgQIAAAQK1ExAArV2VKhABAgQIECBAgAABAgQIECBAgAABAoWAAGghYU2AAAECBAgQIECAAAECBAgQIECAQO0EBEBrV6UKRIAAAQIECBAgQIAAAQIECBAgQIBAISAAWkhYEyBAgAABAgQIECBAgAABAgQIECBQOwEB0NpVqQIRIECAAAECBAgQIECAAAECBAgQIFAICIAWEtYECBAgQIAAAQIECBAgQIAAAQIECNROQAC0dlWqQAQIECBAgAABAgQIECBAgAABAgQIFAICoIWENQECBAgQIECAAAECBAgQIECAAAECtRMQAK1dlSoQAQIECBAgQIAAAQIECBAgQIAAAQKFgABoIWFNgAABAgQIECBAgAABAgQIECBAgEDtBARAa1elCkSAAAECBAgQIECAAAECBAgQIECAQCEgAFpIWBMgQIAAAQIECBAgQIAAAQIECBAgUDsBAdDaVakCESBAgAABAgQIECBAgAABAgQIECBQCAiAFhLWBAgQIECAAAECBAgQIECAAAECBAjUTkAAtHZVqkAECBAgQIAAAQIECBAgQIAAAQIECBQCAqCFhDUBAgQIECBAgAABAgQIECBAgAABArUTEACtXZUqEAECBAgQIECAAAECBAgQIECAAAEChYAAaCFhTYAAAQIECBAgQIAAAQIECBAgQIBA7QQEQGtXpQpEgAABAgQIECBAgAABAgQIECBAgEAhIABaSFgTIECAAAECBAgQIECAAAECBAgQIFA7AQHQ2lWpAhEgQIAAAQIECBAgQIAAAQIECBAgUAgIgBYS1gQIECBAgAABAgQIECBAgAABAgQI1E5AALR2VapABAgQIECAAAECBAgQIECAAAECBAgUAgKghYQ1AQIECBAgQIAAAQIECBAgQIAAAQK1ExAArV2VKhABAgQIECBAgAABAgQIECBAgAABAoWAAGghYU2AAAECBAgQIECAAAECBAgQIECAQO0EBEBrV6UKRIAAAQIECBAgQIAAAQIECBAgQIBAISAAWkhYEyBAgAABAgQIECBAgAABAgQIECBQOwEB0NpVqQIRIECAAAECBAgQIECAAAECBAgQIFAICIAWEtYECBAgQIAAAQIECBAgQIAAAQIECNROQAC0dlWqQAQIECBAgAABAgQIECBAgAABAgQIFAICoIWENQECBAgQIECAAAECBAgQIECAAAECtRMQAK1dlSoQAQIECBAgQIAAAQIECBAgQIAAAQKFgABoIWFNgAABAgQIECBAgAABAgQIECBAgEDtBARAa1elCkSAAAECBAgQIECAAAECBAgQIECAQCEgAFpIWBMgQIAAAQIECBAgQIAAAQIECBAgUDsBAdDaVakCESBAgAABAgQIECBAgAABAgQIECBQCAiAFhLWBAgQIECAAAECBAgQIECAAAECBAjUTkAAtHZVqkAECBAgQIAAAQIECBAgQIAAAQIECBQCAqCFhDUBAgQIECBAgAABAgQIECBAgAABArUTEACtXZUqEAECBAgQIECAQAhMnTo1jRs3Lv+ZNWvWEqHEecU1fvzjHy/RNUb6STvttFPTsLBsd3388cePCL4333wzPf7444uUVftbhMQOAgQIECCwRALLL9FZTiJAgAABAgQIECBQcYHnn38+zZ8/P8/lK6+8skS5jfOKayxcuHCJrjHST3rmmWeahotr8eKLLy7uKV2X/oYbbkjTpk1L//iP/5iOPPLIHvnX/npw+ECAAAECBJZYQAB0iemcSIAAAQIECBAgQIDA4ghstdVWafTo0W2fMn78+LbTdmPCSy+9NB144IHdmHV5JkCAAAECXSUgANpV1SWzBAgQIECAAAECZQpMnjw5XXTRRfktt9122zJvXct7XXzxxWnChAm1LNuSFOq5555rnrbMMss0t4sN7a+QsCZAgAABAp0JCIB25udsAgQIECBAgACBGgtssMEGKX4sBJaGgPa3NNTdkwABAgTqKGASpDrWqjIRIECAAAECBAgQIECAAAECBAgQIJAL6AGqIRAgQIAAAQIECBDoR+Cmm25K559/fn700EMPTXvuuWePlP/0T/+U4jXmXXbZJX36059OMeHPz372s3TjjTemOHf55ZdP73rXu9J73vOe9LnPfS6tsMIKPc7v/eH1119P55xzTpo7d26644470iOPPJK/Mr7ddtulvfbaK33oQx/qfUqfn//0pz+lSy65JN177735z4MPPpjWXnvttOmmm+Y/hx12WIrZ2ftavvKVr6SXXnop7bbbbunjH/94Ovfcc9PMmTNTXDPG8Jw6dWo65JBDUl+vbPd1vaHcd/XVVzeHJPiHf/iHtPPOO/d7+RNPPDE99thj+fGzzjqrR7qhrre4+C233JLOPvvsdNttt6VHH300ve1tb0ubbLJJ2n333dMxxxyTVltttWYe/ud//if9/Oc/T/fff39zX7Sbu+66K//8pS99KW222WZ5Gxqo/TVPzjZuvvnmZj1FvY8ZMyZts802+c8RRxyR1l133dbkze3f/va36YILLsg/f/Ob30xrrbVWCuerrroqv39ca/PNN8/bcbSHHXfcsXmuDQIECBAg0DUCDQsBAgQIECBAgACBGgpkQb5G9lCe/5x33nlLVMI4r7jGv/zLvyxyjfXWWy8/ngWGGg899FAjCzA20xfnFess4JinWeQi//+OLMDY2H777fs9P67zkY98pLFgwYL+LtF44403Gt/+9rcbK6644oDXWW655RpZkK2RBVwXudaaa66Zn/uZz3ym8b3vfW+R62SvZTfeeuutRc7rb8eGG27YvEYWTOsvWVv7Tz311Oa1LrzwwgHPyYLGzbS9Ew5lvb3wwguNgw46qHmvor5b129/+9sbv/zlL5vZiLbUerz39rXXXpunHaz9RaKnnnqq8YlPfKKRBaT7vebqq6/eyIKczfu3bmRB2+Z5DzzwQONb3/pW83PvfI0aNaoxY8aM1tNtEyBAgACBrhDQAzT7V91CgAABAgQIECBAoBOBLHCUJk2alJ588sm8h+Uee+yR1lhjjXTDDTekW2+9NWWBybxX50c/+tG8V13ve1133XVpv/32Sy+//HJ+KHrZ7bPPPikLHqa77747zZkzJ913331p1qxZeU+/O++8M+/h1/s6WYA0xURDsWRBt/Sxj30s74W40kor5b1JZ8+eneLcN998M5122ml5r75I09cS9yt6BsbxZZddNmWBz5QF25ZK78++8tjpvk7r7bXXXktR19FbN5bo9XnwwQfnrmH161//Ol155ZUpC1qnqPsssJn3Wp04cWLekzaMr7nmmvzc6HG79dZb59v99dbMD7b8J+rxgAMOyNtY7I5en/F5hx12SM8//3zeE/mKK67IeylHvUXdn3LKKS1X6Ll53HHH5T2Hs0Bn3v4iP9GLNnqs/uUvf0nRQ/mLX/xi2mKLLfLjPc/2iQABAgQIVFigK8K0MkmAAAECBAgQIEBgMQXK7AGaPe7nveZOOumkRXpVZsHLRvYqfLNX3e9+97seJYlemNmr5c3jWYCqkQW2eqTJAqONT33qU800WRCqx/H4EL0ri16A2SvLffYUjZ6bJ5xwQvM6WaBskesUPUCLMkVP0Yey3q3Z6/15L8KHH354kXMG2tHaAzR6NmYBtUF/skByn5cc6h6gRRmXpN4ig9OnT29aZq+bN7JX2hfJd2sv2mw4hB7HW3t4/uAHP+hxLD60Hu+rB3Jrb80saN7IhjpY5BoXXXRRI3v9Ps9n9PzNXtHvkaa1B2h4ZEHPxh//+MceabJAbyMb/qFZ1v3337/HcR8IECBAgEDVBUyClP0rbyFAgAABAgQIECDQqcAHP/jBFGNLxrifrUv05IwxIIslenO2LjE+ZRZwynfFuJYxBmf0tmxdogdnjMW566675ruzYFk+tmdrmu9///sp++Uj35UFy1L22nPr4Xw7xu3MgnZp1VVXzT9Hj8DinEUSZzv23XfflAXw8p6o0aM1xoCMmcmXdJk8eXJaf/31B/2JcVPLWpa03l555ZVmb8qor+idG2Os9l5iPM/3vve9+e7bb799kXrrnb7dz/fcc0/6xje+kSdfZZVV0mWXXZY22mijRU6PHqnZa+v5/ugxGmPR9lfnUY5oZ1tuuWWP60SP0CyQ2hzDNnqV9neNHif6QIAAAQIEKiLQ88mqIpmSDQIECBAgQIAAAQLdJhCvD/e3xOvNxRITJbUuP/zhD5sfsx59ze2+NiKYFku8ivyTn/ykR5Jp06blQaoIWO699949jrV+iADtxhtvnO+KV/PjNe7+lqOOOqq/Q7XZv6T1FhMFLVy4MHeISaVioqD+lmOPPTZF/USQevTo0f0lW6z9cf9oB7EcffTRaezYsf2ef/jhh+evrUeCGJIhXv3va5kyZUq/kxxFQL0IjMZ9s7FP+7qEfQQIECBAoJICPf88XcksyhQBAgQIECBAgACB6gvEjN/9LTEeZ7G0BhyjR17M0B5L9N5bZ511imR9rltnPe8dxIrgVBGg6vPkbGeM4xhjTrYGYSMImk2a1OcpA5WpzxMG2RljlPbVM7X3aa0zpvc+NtSfBypjf/UWeYhxW4slerYOtPzt3/5tip+hXGJ29mIZ7NrZq+/5GLPRazSWODdmme+9DGQRaQfy6H0tnwkQIECAQJUEBECrVBvyQoAAAQIECBAg0JUCEUAcqAfeCius0CxXTI5TLI888kizB2ZMoJTNTl4cGnTdOwDaesKzzz6bfvvb36YIeEW6bGzKfBKlp59+ujVZvt3fq8wRNOvrlepFLrAYO+KV7QkTJizGGcObdEnrLXKVzb7ezNz48eOb22VtFMHMuF82zuqgt22ty5h8qa9lsOEN+mvHfV3LPgIECBAgUCUBAdAq1Ya8ECBAgAABAgQIdKVAzP4d42su7vLnP/+5ecqrr76annjiiebnwTbmzZu3SJJHH300nXjiiWnmzJkpxqjsa4lgXcwQHj8DLRHQjbEf67wsab2FyV//+tcmzTve8Y7mdlkbEdSOJYY0GKzncKRrDa5H4L2vpcyet33d3z4CBAgQIDBcAgKgwyXrugQIECBAgAABAgQGEYjJa4olXm//xCc+UXwcdN07OBk9SPfYY4/UGtyK180nTpyYtt1225TNUp7iHrHOZgxP2Wzg+T36C9z2nohp0AyVnKC/nqtFNuLV/uFcYlKoYhksmFykG8p1vI4eAfMo50svvZQimDvQEr2Ci2XMmDHFpjUBAgQIEBgRAgKgI6KaFZIAAQIECBAgQKCKAr3HYTzyyCOXOJsxvmYR/Nxhhx3Sj370o9TfbOqtE9i0vpK/xDdfCicWEwD1d+vhDkq2jpf5+OOP95eNfH8Ea2O81+itOVRLzDh/11135Zd7+OGH80D3QNeONMWy1lprFZvWBAgQIEBgRAiYBX5EVLNCEiBAgAABAgQIVFEgAlF/8zd/k2ctglmDBfVi1vErrrgiH8/z5ZdfbhZpwYIF+ZifsSNeY77++uv7DX5Gj8GYDKlYhrunZHGfoVi39nptLX/va8ex+fPn9949pJ9bA6ADjccaN73lllvSSiutlI/Veeqppw5JPiIAWixFILT43Nf6D3/4Q3N3a96bO20QIECAAIEaCwiA1rhyFY0AAQIECBAgQKD6Au9+97vzTEbQ7owzzhgww//2b/+W9t1337T55punT33qU820c+fOTcUr4bvuumtaeeWVm8d6b1x66aX5K9PF/uiZ2C1L6xiV/U3kE2WZPXt2c3Kp4SpbDCNQDB8Q9fLaa6/1e6vLL7887wEaPXTf+c53NtPFRFPFsrj1EPVcLN/+9rfTQD15I0D6q1/9Kk8er8rvtddexanWBAgQIEBgRAgIgI6IalZIAgQIECBAgACBqgp85zvfSUUgbPr06emPf/xjn1mNgF9McFQsX/jCF4rN1DoJz7333ttvMC5mhu89zmh/kyU1L16hje22266Zmwg6Rll7L3feeWc64ogjeu8e8s9bbLFFOvzww/Prxivwp5xySp/3ePDBB9Npp52WH4sxX/fZZ59mutYxYJ9++unm/nY2DjzwwHzM10gbAc7+epa++OKLKdpKESA/7LDD8t6o7dxDGgIECBAgUBeBoRuEpi4iykGAAAECBAgQIFA7gRkzZqRf/OIXbZUrJhI67rjj2ko7FIliUqLPf/7zee/PmMwmehZ+85vfTBHgileVYyzLSy65JH39619PxUQ2H/7wh9OkSZOat49g3Lhx49JTTz2VjwN66KGHps997nNp8uTJ+Uzud9xxR7r22mvTN77xjRSv0bcuzzzzTI8ZwluPVW07AqAxkdOtt96aXn311XTQQQfl5dxvv/1STAJ15ZVXprPPPjvFGKfrrrtuvm84y3DSSSeliy66KO9Re8IJJ6R4Ff7oo49OW2+9de48Z86c9JWvfKXZ4/bMM8/s0Tt37Nixzeydfvrp+XZMXHXAAQek1lfcm4l6bUSP4RjnNXqPfvWrX01Rz8ccc0w+6VW0pZtuuil9+ctfTsWM8RtuuGG/gdpel/aRAAECBAjUSkAAtFbVqTAECBAgQIAAAQJ9CUSvwPhpZxlsNu12rrG4aU4++eQ8oBcTF0WPzGOPPTb/WWGFFRbpzRmvL1944YU9bhE9SGfOnJn3Loyefv/1X/+V/6y66qp579JiQqCYhCeCu2uvvXYemIuLRDCxtWdljwtX8EMEHSPwGUHOe+65J+/d2Dub4RkBwNYes73TDMXnddZZJw9OR0/QCMCef/75+U+MVdp7PNcvfvGL6ZOf/GSP226//fZp/Pjx6dFHH+2R39GjR7cVAI3g+axZs9LUqVNTBLJ/+tOf5j9Rz73Hdt1qq63SxRdfnMwA36MKfCBAgACBESLgFfgRUtGKSYAAAQIECBAgUF2BeBU6XumOHowTJ05svhLfOq5kjB15zjnnpBhPcsUVV1ykMHvvvXe65pprekx+FEHACH5GIHXKlCnp9ttvT/HK/Yc+9KHm+b2Dqc0DFd143/vel5cjeuoWQwdEVmM8zugJ++///u/pa1/7WnN8zuEuRgSk4xX0j33sYykCzrG0Bj+33HLLvF6L1+Bb8xOBzquuuirv9ds6wVMEdttdDj744HT33Xen6PVb3L81+Ln++uvnPX8j0D1hwoR2LysdAQIECBColcAy2V+IG7UqkcIQIECAAAECBAgQ6HKB6AUa41vGK9UxU/zGG2+cv6a+7LKD91+Ix/voUThv3rz03HPP5RMmReAregXWbYmJo37/+9+nBQsWpJgUaI011liqRQz7GPMzAqIxYVMEZKOXaDtLvNIfr6pHGWI4g3bquvd14/4PPfRQfv+o7w022CBFAHZJrtX72j4TIECAAIFuFhAA7ebak3cCBAgQIECAAAECBAgQIECAAAECBAYUGPxPyAOe7iABAgQIECBAgAABAgQIECBAgAABAgSqKyAAWt26kTMCBAgQIECAAAECBAgQIECAAAECBDoUEADtENDpBAgQIECAAAECBAgQIECAAAECBAhUV0AAtLp1I2cECBAgQIAAAQIECBAgQIAAAQIECHQoIADaIaDTCRAgQIAAAQIECBAgQIAAAQIECBCoroAAaHXrRs4IECBAgAABAgQIECBAgAABAgQIEOhQQAC0Q0CnEyBAgAABAgQIECBAgAABAgQIECBQXQEB0OrWjZwRIECAAAECBAgQIECAAAECBAgQINChgABoh4BOJ0CAAAECBAgQIECAAAECBAgQIECgugICoNWtGzkjQIAAAQIECBAgQIAAAQIECBAgQKBDAQHQDgGdToAAAQIECBAgQIAAAQIECBAgQIBAdQUEQKtbN3JGgAABAgQIECBAgAABAgQIECBAgECHAgKgHQI6nQABAgQIECBAgAABAgQIECBAgACB6goIgFa3buSMAAECBAgQIECAAAECBAgQIECAAIEOBQRAOwR0OgECBAgQIECAAAECBAgQIECAAAEC1RUQAK1u3cgZAQIECBAgQIAAAQIECBAgQIAAAQIdCgiAdgjodAIECBAgQIAAAQIECBAgQIAAAQIEqisgAFrdupEzAgQIECBAgAABAgQIECBAgAABAgQ6FBAA7RDQ6QQIECBAgAABAgQIECBAgAABAgQIVFdAALS6dSNnBAgQIECAAAECBAgQIECAAAECBAh0KCAA2iGg0wkQIECAAAECBAgQIECAAAECBAgQqK6AAGh160bOCBAgQIAAAQIECBAgQIAAAQIECBDoUEAAtENApxMgQIAAAQIECBAgQIAAAQIECBAgUF0BAdDq1o2cESBAgAABAgQIECBAgAABAgQIECDQoYAAaIeATidAgAABAgQIECBAgAABAgQIECBAoLoCAqDVrRs5I0CAAAECBAgQIECAAAECBAgQIECgQwEB0A4BnU6AAAECBAgQIECAAAECBAgQIECAQHUFBECrWzdyRoAAAQIECBAgQIAAAQIECBAgQIBAhwICoB0COp0AAQIECBAgQIAAAQIECBAgQIAAgeoKCIBWt27kjAABAgQIECBAgAABAgQIECBAgACBDgUEQDsEdDoBAgQIECBAgAABAgQIECBAgAABAtUVEACtbt3IGQECBAgQIECAAAECBAgQIECAAAECHQoIgHYI6HQCBAgQIECAAAECBAgQIECAAAECBKorIABa3bqRMwIECBAgQIAAAQIECBAgQIAAAQIEOhQQAO0Q0OkECBAgQIAAAQIECBAgQIAAAQIECFRXQAC0unUjZwQIECBAgAABAgQIECBAgAABAgQIdCggANohoNMJECBAgAABAgQIECBAgAABAgQIEKiugABodetGzggQIECAAAECBAgQIECAAAECBAgQ6FBAALRDQKcTIECAAAECBAgQIECAAAECBAgQIFBdAQHQ6taNnBEgQIAAAQIECBAgQIAAAQIECBAg0KGAAGiHgE4nQIAAAQIECBAgQIAAAQIECBAgQKC6AgKg1a0bOSNAgAABAgQIECBAgAABAgQIECBAoEMBAdAOAZ1OgAABAgQIECBAgAABAgQIECBAgEB1BQRAq1s3ckaAAAECBAgQIECAAAECBAgQIECAQIcCAqAdAjqdAAECBAgQIECAAAECBAgQIECAAIHqCgiAVrdu5IwAAQIECBAgQIAAAQIECBAgQIAAgQ4FBEA7BHQ6AQIECBAgQIAAAQIECBAgQIAAAQLVFfj/AE47ggHE2ZisAAAAAElFTkSuQmCC)
# 以上のまちがいは「一元配置分散分析」の枠内でのみ
# TukeyHSD検定が利用できるというRcmdrの制約による.
# 一要因完全無作為化法ならばそのまま使ってよい.
# 上のように複数の要因を含む場合は,まちがったモデルを
# 補正した上で再計算する必要がある(スクリプトを書く).