Список используемых packages для выполнения этой работы
library(tidyverse)
## Warning: package 'tidyverse' was built under R version 4.0.3
## -- Attaching packages --------------- tidyverse 1.3.0 --
## v ggplot2 3.3.2 v purrr 0.3.4
## v tibble 3.0.3 v dplyr 1.0.2
## v tidyr 1.1.2 v stringr 1.4.0
## v readr 1.4.0 v forcats 0.5.0
## Warning: package 'ggplot2' was built under R version 4.0.3
## Warning: package 'tidyr' was built under R version 4.0.3
## Warning: package 'readr' was built under R version 4.0.3
## Warning: package 'forcats' was built under R version 4.0.3
## -- Conflicts ------------------ tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
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library(corrplot)
## Warning: package 'corrplot' was built under R version 4.0.3
## corrplot 0.84 loaded
library(car)
## Warning: package 'car' was built under R version 4.0.3
## Loading required package: carData
## Warning: package 'carData' was built under R version 4.0.3
##
## Attaching package: 'car'
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## recode
## The following object is masked from 'package:purrr':
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## some
library(caret)
## Warning: package 'caret' was built under R version 4.0.3
## Loading required package: lattice
##
## Attaching package: 'caret'
## The following object is masked from 'package:purrr':
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## lift
library(factoextra)
## Warning: package 'factoextra' was built under R version 4.0.3
## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
Визуализируем наши данные, которые представляют из себя описание состава красных вин и их качество (от 0 до 10). Для этого мы построили график изображающий на диагонали распределение переменных и на пересечениях строит зависимости между переменными и регрессионную прямую.
df_red <- read.csv('red_wine.csv', header = TRUE, sep = ',') %>% na.omit()
head(df_red)
## fixed.acidity volatile.acidity citric.acid residual.sugar chlorides
## 1 7.4 0.70 0.00 1.9 0.076
## 2 7.8 0.88 0.00 2.6 0.098
## 3 7.8 0.76 0.04 2.3 0.092
## 4 11.2 0.28 0.56 1.9 0.075
## 5 7.4 0.70 0.00 1.9 0.076
## 6 7.4 0.66 0.00 1.8 0.075
## free.sulfur.dioxide total.sulfur.dioxide density pH sulphates alcohol
## 1 11 34 0.9978 3.51 0.56 9.4
## 2 25 67 0.9968 3.20 0.68 9.8
## 3 15 54 0.9970 3.26 0.65 9.8
## 4 17 60 0.9980 3.16 0.58 9.8
## 5 11 34 0.9978 3.51 0.56 9.4
## 6 13 40 0.9978 3.51 0.56 9.4
## quality
## 1 5
## 2 5
## 3 5
## 4 6
## 5 5
## 6 5
scatterplotMatrix(df_red, cex.main = 1000)
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)
Помимо этого для большей наглядности и подготовки для работы с линейной регрессией (в частности для проверки мультиколлинеарности считаем корреляцию между переменными).
M <- cor(df_red)
corrplot(M, method = "circle")
![](data:image/png;base64,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Теперь для полноценной работы с линейной регрессией и попыткой определить значимые переменные, влияющие на качество красного вина, разделим нашу выборку на train(80%) и test(20%). После этого пытаемся сделать линейную модель зависимости качества вина от всех остальных параметров (заранее отметив что на первых двух графиках выделяются зависимые между сабой переменные, которые в последствии надо убрать). После этого проверяем нашу модель на тестовой выборке. Отмечаем для себя RMSE и R2.
set.seed(06101998)
training.samples <- df_red$quality %>% createDataPartition(p = 0.8, list = FALSE)
train.data <- df_red[training.samples, ]
test.data <- df_red[-training.samples, ]
model1 <- lm(quality ~., data = train.data)
predictions_model1 <- model1 %>% predict(test.data)
summary(model1)
##
## Call:
## lm(formula = quality ~ ., data = train.data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.79745 -0.36668 -0.05426 0.43909 2.08489
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.704e+01 2.390e+01 0.713 0.476095
## fixed.acidity 3.367e-02 2.924e-02 1.152 0.249683
## volatile.acidity -1.096e+00 1.316e-01 -8.329 < 2e-16 ***
## citric.acid -1.558e-01 1.651e-01 -0.944 0.345456
## residual.sugar 8.877e-03 1.686e-02 0.527 0.598623
## chlorides -1.733e+00 4.729e-01 -3.664 0.000259 ***
## free.sulfur.dioxide 6.210e-03 2.449e-03 2.535 0.011355 *
## total.sulfur.dioxide -3.982e-03 8.455e-04 -4.710 2.75e-06 ***
## density -1.352e+01 2.438e+01 -0.555 0.579228
## pH -2.223e-01 2.129e-01 -1.044 0.296676
## sulphates 9.463e-01 1.258e-01 7.520 1.03e-13 ***
## alcohol 2.641e-01 3.005e-02 8.790 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.6445 on 1269 degrees of freedom
## Multiple R-squared: 0.3681, Adjusted R-squared: 0.3626
## F-statistic: 67.2 on 11 and 1269 DF, p-value: < 2.2e-16
data.frame(
RMSE = RMSE(predictions_model1, test.data$quality),
R2 = R2(predictions_model1, test.data$quality)
)
## RMSE R2
## 1 0.6662178 0.3220679
Теперь мы хотим проверить наверняка и попытаться избавиться от зависимых независимых переменных). Для этого сначала воспользуемся коэффициентом вздутия.
vif(model1)
## fixed.acidity volatile.acidity citric.acid
## 7.796089 1.736642 3.121401
## residual.sugar chlorides free.sulfur.dioxide
## 1.744058 1.549066 2.015661
## total.sulfur.dioxide density pH
## 2.242904 6.536405 3.352275
## sulphates alcohol
## 1.447917 3.181133
Среди полученных значений явно выделяются 2 величины fixed.acidity и density, у которых значения самые большие (и в некоторых источниках предлагают отказываться от значений >5). Это мы и делаем. Для этого мы делаем новую модель, из которой мы убираем выбранные нами переменные. Проведя аналогичные действия как с первой моделью мы также отмечаем для себя RMSE и R2. При этом видно, что хоть и не значительно, но RMSE уменьшился, а R2 увеличился. Это говорит о том, что идем мы в верном направлении.
model2 <- lm(quality ~. -density - fixed.acidity, data = train.data)
predictions_model2 <- model2 %>% predict(test.data)
summary(model2)
##
## Call:
## lm(formula = quality ~ . - density - fixed.acidity, data = train.data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.74367 -0.37009 -0.04875 0.43969 2.08744
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.3033640 0.5131936 8.385 < 2e-16 ***
## volatile.acidity -1.0677823 0.1270737 -8.403 < 2e-16 ***
## citric.acid -0.0502360 0.1368241 -0.367 0.71356
## residual.sugar 0.0046681 0.0132739 0.352 0.72514
## chlorides -1.9122592 0.4510455 -4.240 2.40e-05 ***
## free.sulfur.dioxide 0.0065145 0.0024303 2.681 0.00744 **
## total.sulfur.dioxide -0.0042908 0.0008099 -5.298 1.38e-07 ***
## pH -0.3951199 0.1485622 -2.660 0.00792 **
## sulphates 0.9437973 0.1217132 7.754 1.81e-14 ***
## alcohol 0.2737183 0.0193343 14.157 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.6444 on 1271 degrees of freedom
## Multiple R-squared: 0.3673, Adjusted R-squared: 0.3628
## F-statistic: 81.97 on 9 and 1271 DF, p-value: < 2.2e-16
data.frame(
RMSE = RMSE(predictions_model2, test.data$quality),
R2 = R2(predictions_model2, test.data$quality)
)
## RMSE R2
## 1 0.6649895 0.324596
Далее я решил проверить, можно ли явно зависимые величины (чисто из логических умозаключений и первых двух графиков) попыцтаться тоже убрать, не обращая внимание на их низкий коэффициент вздутия. Очевидно, что free.sulfur.dioxide и total.sulfur.dioxide зависимы (это видно и из графиков), также я посчитал, что количество кислот (помимо fixed.acidity) можно выразить и через pH (поэтому вообще поидеи можно отказаться от описания концентрации различных кислот потому что это физически отображается на pH). И еще мне показалось логичным отказаться от плотности (и без ее коэффициента вздутия), которая также зависит от количества алкоголя и концентраций кислот, которые зависят от pH. Таким образом дополнительно я решил убрать еще 2 независимые переменные: free.sulfur.dioxide, citric.acid. Проделав тот же набор действий, что и с первой моделью, снова выписываем RMSE и R2. Которые опять уменьшилось и увеличилось соответственно. Можно сделать вывод, что зависимость между независимыми переменными действительно влияют на качество линейной модели (хотя мне не повезло это увидеть во всей красе, видимо из-за нехватки признаков, которых очень много есть у вина для оценки его качества).
model3 <- lm(quality ~. -density - fixed.acidity - free.sulfur.dioxide - citric.acid, data = train.data)
predictions_model3 <- model3 %>% predict(test.data)
summary(model3)
##
## Call:
## lm(formula = quality ~ . - density - fixed.acidity - free.sulfur.dioxide -
## citric.acid, data = train.data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -2.63638 -0.36801 -0.05703 0.44142 1.99835
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 4.0307212 0.4480041 8.997 < 2e-16 ***
## volatile.acidity -1.0792712 0.1110950 -9.715 < 2e-16 ***
## residual.sugar 0.0086697 0.0130971 0.662 0.5081
## chlorides -1.9071384 0.4468489 -4.268 2.12e-05 ***
## total.sulfur.dioxide -0.0028446 0.0005949 -4.782 1.94e-06 ***
## pH -0.3098178 0.1298307 -2.386 0.0172 *
## sulphates 0.9366437 0.1215091 7.708 2.55e-14 ***
## alcohol 0.2749784 0.0189926 14.478 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.6459 on 1273 degrees of freedom
## Multiple R-squared: 0.3634, Adjusted R-squared: 0.3599
## F-statistic: 103.8 on 7 and 1273 DF, p-value: < 2.2e-16
data.frame(
RMSE = RMSE(predictions_model3, test.data$quality),
R2 = R2(predictions_model3, test.data$quality)
)
## RMSE R2
## 1 0.6623937 0.3301312
Далее было интересно попробовать метод понижения размерности, хотя бы потому, что он мне понадобится для решения задач в моей курсовой. Для начала я посмотрел на то как у меня вообще распределена величина - качество вина. На графике ниже видно, что качество вин в основном равняется 5,6,7. Поэтому чтобы упростить работу с понижением размерности и улучшить визуальную составляющую моего последнего графика я решил посмотреть именно на те данные качество которых равнялось 5, 6 или 7. После этого, убрав из моих данных столбцы с выброшенными переменными, я запустил PCA. Дальше я построил стандартный для этого метода график отношения процентов объясненной дисперсии от числа dimention. На нем видно. После я построил график переменных. Положительно коррелированные переменные указывают на одну и ту же сторону графика. Отрицательные коррелированные переменные указывают на противоположные стороны графика. Окрашены они по вклады в компоненты. Ну и на последок было интересно как же легли мои точки на этот график. Собственно последний график и показывает расположение отдельных точек из 3 групп с разным качеством. При этом можно увидеть (в идеале конечно сделать кластеризацию), что ак минимум 5 и 7 качества неплохо разделяются, хотя и группа 6 впринципе похоже, что тоже имеет некоторую собственную область. Это говорит о том, что впринципе можно найти такие независимые переменные, которые могли бы приближенно различать несколько разных вин по качеству. нууууу, теперь и машинку можно ) (шучу).
p = ggplot(data = df_red, aes (quality, fill=quality))
p + geom_bar()
![](data:image/png;base64,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)
df_red_pca = df_red[df_red$quality == c(5,6,7), ]
c <- c(8, 1, 6, 3, 12)
res.pca <- prcomp(df_red_pca[-c], scale = TRUE, center = TRUE)
fviz_eig(res.pca)
![](data:image/png;base64,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)
groups <- as.factor(df_red_pca$quality)
fviz_pca_var(res.pca,
col.var = "contrib",
gradient.cols = c("#00AFBB", "#E7B800", "#FC4E07"),
repel = TRUE
)
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sO1Z4CYOR5L7S7HZEeAAC7EOBhq8ldz71y6LvH//b10xfVB7bsefLHz5HegVFHaHeXPiI9LyUAAH3wKYpidxsAN5mbmxORDRs22N0QZ5mbm+OaaPE+MWL0VmkzC523k97ovFV6eon5k9JkdN4nveKt0oS3CuB59MADAOwxsqF9NDW9ptpXv/YzrzsAAO0R4AEA1jlz5ozu4yS3UaN9xWsBXpvqeUsAANCKAA8AGC4GtKO92juBbnkAANojwAMAzGcU2nfv3s3gTBipZfW5ublasQbd8gAA1BDgAQAm6HJAuzrBEmr8fr+IMKFsK7rlAQBoRYAHAPSP8ngMG6PlAQCoIcADAHqmm9vJURg2uuUBACOOAA8A6EFrdCc1wXp0ywMARhMBHgDQGbkdjkW3PABgdBDgAQCGKJWHi9AtDwDwPAI8AKAZuR1uR7c8AMCTCPAAgApyO7yHbnkAgJcQ4AFg1JHbbVQul+1uwghp0y3PGx4A4AoEeAAYXUxNh9HUmuSprgcAuAIBHgBGDrkdUKnvfDrkAQBuQYAHgFFBqTygy6hDnv86AABOQ4AHAI8jtwNdauqQp64eAOA0BHgA8CZyO9Af6uoBAI5FgAcAr2GIOzA46uoBAA5EgAcAjyC3A8NAXT0AwDkI8ADgbpTKu5rf7xcRRVHsbgg6oK4eAOAEBHgAcCu63AGLUVcPALAXAR4A3KcpuhMeAIvp1tXzXyIAYNgI8ADgJkR3wDkYHg8AsBgBHgBcQ5veSQiAQzA8HgBgGQI8ALgA0R1wOIbHAwAsQIAHAEejZh5wF+rqAQDDQ4AHAIciugPuRV09AGAYCPAA4DhE99FRLpftbgKGiLp6AIC5CPAA4CBEd8CTqKsHAJiCAA8AjkB0BzyPunoAwIAI8ABgM6I7MFKoqwcA9G2V3Q0AgJHWtD4c3+CB0dH0n3zTvTwAAFrRAw8A9mBpdwDSWFdPVzwAoD164AHAaqdOnSK9A9CiKx4A0A164AHAOgx3B2CErngAQEcEeACwAtEduvx+v4goimJ3Q+AUe/fuZXI7AIARAjwADBfRHUBPWheN3717t60tAgA4BQEeAIaF6A6gb9oYf+bMGeFvCACASewAYEjUL9wq1ocD0B8mtwMAaNEDDwAmY4Z5ACbau3fv3Nycek+QUfEAMOII8ABgGmrmAQzJ7t27a3U9xHgAGFkEeAAwQVN0Z8YpAKZrndyODA8Ao4YADwCDaq2Zn5ubs685ALyM5eIBYJQR4AGgfwx3x4DK5bLdTYArNS0Xz98fABgRzEIPAH0ivQOwkXZ5i1OnTjFHPQCMAnrgAaBnRHcADtHUFS/8UQIAT6MHHgB6Q3oH4CjarnhhuXgA8DR64AGgW0R3AI7F5HYAMArogQeArpDeATgfXfEA4G30wANAB0R3AC5CVzwAeBg98ADQDukdgBs1dcXTGw8A3kAPPAAYqn3lJbpjSPx+v4goimJ3Q+BB2q54Ybl4APAEAjwA6KDjHYA3UFEPAF5CCT0ANCO9A/AYJrcDAG+gBx4A6ojuALyKrngA8AB64AGggvQOwPPoigcAV6MHHgCI7gBGCF3xAOBe9MADGHWkdwAjiK54AHAjeuABjC6iO4BR1tQVz59BAHA+euABjCjSO5ygXC6Xy2W7W4GRVvsDSD88ADgfAR7AKKp9T927dy/pHcCI02Z4YjwAOBkBHsBo0X49JboDgIoh8QDgCgR4ACOEsnkAMKKtSCLDA4AzEeABjISmjnfSOwDoIsMDgJMR4AF4Hx3vANA9hsQDgGMR4AF4GR3vANAHhsQDgDMR4AF4Fh3vANA3hsQDgAOttrsBAGA+ojvcwu/3i4iiKHY3BNC3d+9e9S+q+r/8RQUAe9EDD8Br7EvvpeWfrrn27Jprzz69ZvCdzZYaI1195ysdHnSFPlpe3eSnP1NaH9TdT/M1BNAPyukBwDkI8AA8xRMj3ksrx+6/duQvCZ8D4BoCZqKcHgAcggAPwDu06d3elgygtPzT26+/P213M1yNawgMBRkeAGzHGHgAHuGJ9N5GYOwnS2N2N8I8Zp2Oxy4L4HQMiQcAe9EDD8ALvJ7eAcApGBIPADYiwANwPdI7AFiJIfEAYBdK6AG4WE8Tziu/vH/pzWkRWfWDpdX36D1j9mdLR36kiPge/2TNIwHN46WVt//b8vvT1RnRdvl2HF796KO+jT00VZl9e+XtIyv1nYhv8y7f1F+P3RPwVR9ZObbm+vu1LV67/uxrUm9Mafmnty9fEpGnVr/8alc3X2ffXtYecfOuVdsPjz3yqK/9Vn21vMNxp/569T2Bxie1PZ3GPfh2vDj26A9X6V/t5v0YX8PS9WcfXxGRzS+u+ckPdVpeffUN3x4AGlFODwDWowcegFv1ulyc75HD6p+8lb9/W/cJygfHFRGRXas0aVP54OmlI7df18RXkWnl/ceXjtx//YNSdy0tLR+7f+nI48sNOxHl0vTKL25f+ulQVoBTfnn/taYjXppeefPxpWfvv/5B97vpueX6x/3F7deOvd3lhPCte1De/9H1I/cvz3bfbF2Prtqhtuf4it6uqq/+U6usTe/lcrlcLlt6SMA8lNMDgMUI8ABcqa/l4qoR7v0Tepm5tHJuWkRk8xP1zt4Pnl76xWsGyXN65Re3dxOGV47dvtxmRvRLr10/pn9DoW+1WgM90yu/6DYM99zyD542PO77j1//ZRf3Owz3ML38V4OuCbfqe0+pu1rRufNSffV37OdzEegJ5fQAYCW+qABwn74HvVcj3GsrrcH7g79cviQi4ts+Va2vfvv6L16r/Lj5qdWHl254eemGl5duOPzmqs2Vh1d+0an/fPZny5WK7l2rfvDJmpdrO/lk9Y5dledUbyisOrh0w8ufjFV2/tTql5dueHmpoZi/G7M/u17NwL4dL2qbXd3z9PJf/axzGO6l5SKivVza4675wVPq9VTe/MtOtQbaC67Zg3rBL722cqljo9tew3v+VH1cOZdtPv3qq7/qe492PgaAFmR4ALAGAR6Ayww0Zd09+42q6Ff+Xo2OT41VA7PyyyOVwLnjzTU/ebXeLb/x0dU/qUXE15bbdixXC7Nl1Q9+u1o7aHxjYNXBv67u5GNl0PpwnSPKjjfXHPyhttljP1laXSkj/9Fyp9qBnlv+wYn65dIc13fPq6sfVwO/3n0TLc0ebviJZg8NF3wQgVXbd4noVNHXXn2L6+cBL9FmeGI8AAwJAR6Amww84Xytiv5IYxn52ytqb7Omglr5Uu3H3jX2aOvEb4Gx//5ipWP5y3YB3vfIb9VuZL150QI+E0Jpk2opuDy1+qBOZ/KqR6vNnu1Q0N5ry5XZj0VEvVy97KqumqJ19iASGJt6qn2Du+G75wmfSEsVvc6rD6APDIkHgGHjuwoA1zBlubhqgm2McNW+X00FdUlRC7a1Q+K1Nk5VCukvXehpbLYyW1I+eHv5l09f/6l2vnSzVJttlEWrzW5/30FX+5ZX73fc2dPk/BqdLvg9ZqTr2ulrq+h1Xn0AfWJIPAAMFcvIwQvm5uY8f0TnG/Y1OXPmjPrD7t27BzrW2H3jN8v4ZVGmj3/1n6Nqclsz/dofiIj81yuTc0uVfZ/7g0uyRkSuf/2vc3N6g7f/dfy6jIvIpb+bn5tb0j4i36jPqLVz1dyv1vw//9eaj/7OIIIuXf3XucWxxt3KNwuV3bZ5vPXBf/8DkTUi8v7j19rfHfjnv/tqbkfHCfC7bvnF8X+WcRG5+T/+m/7lqpubm9NrefWC/+HGf9F/ff9QfeEaX5EuL0vN/yL3/9eJ438jl/7m60//eHGDiP6rbzX+pLTimrRy0TXZvXu3+kf71KlTu3fvHuqxXHRZLGPZNdmwYYM1BwJQQ4CHF1j5+aF+KPKJ1WRubm6o18SUvveqDcquXUtvTsvl7LeX/4+xjSLy9vWPZEVEdvyXb9fPYvvyZlm+JLL6pv+wYYPeguf/trxalkVk83+eqDyh+oh8q3KkDRtEZOXY/dc1c7n7Nu+SzXeu2rTfd8+j8rbalb3mxv+wYd2Gxt3Kt9Zt2LCq9XANj7c8ODu7JNJVRYDhedX10vJqSzrttvpWaT2db18XWRGR8W8bvJd0D9HdZdH6/n+5fvxvVuTvvvXP/7ZuW8Dg1bcOf1J0DftPiuu48X1SWyVeTfJDWiWet0oTN75VAPSEAA/A6UxN7yLqQOg3pxWZXvmgNPZIYLgV1B88rWZg3443Vx9sHktv/grwG7f61AC/480b9MbA96C3lgd8m0UuiVw6r4i0vy9goLaHC4q0TjpgokdX7ZCV90U5l1Ue+aHP7vp5v98vIooy4Bp5gBPVMryInDp1akgZHgBGCmPgATiXdipjM7/5NQ6ErsydtvnFsYYp1qrztLXMWF4xm62sarZ5q3HaLC1nKztvzcD1Ud9mqjZbf6377vXdct0Z9d++/uyaa8+uudZuxfuuL/jAKqsJXjq+Msv888BwMSQeAMxFgAfgUNqvemb321SnNL90fGW2MgO5Zvn3Ct8mdfEz3VXTS8t/9SOl8rQ267S3i+jKL//b8vACvNH6drM/W+qcpaWPlldSsUwvv92y52ovd9trpdlD2wtugsp8eNMrH7ytnqbv8T/l4xAYHjI8AJiFbywAnEjb8T6UqstahPsrdbH3Xavuac6WvkcOV/5EXvrR0k+frncLz759/ae3VxNsfd14PbVe5R9dP/Z2LX8qs28vH7t/6c3pdpv0uzh8faG4N29fOvYzTW92Sfng6aUjagzWXaptsJbXZol//3HNcUvKB08v/aKyPlzrRdbfQ+WCV29ANFzwbnS8ho+OPb5LRJRzR1YuddEwAAMjwwOAKRgDD8BxhlI236w6EPrStIjR0mWPrv7BU9fU8HnptetHXmt9xqofvNr2Pmhg1fZdy5emRUR5//Elw2nhp5X/V6S5AdPLR9Ysi/ge/2RNu3sELTb+cPXjx9WMrbz/o+vv/0jnOTsOj2kOp/yyksk1x+qj5fXLpXtc3+N/PbZRpN3UyG0v+OanVslrPVbRG17DyjwIl6YVMV64DoCpakPiGQ8PAH2jBx6As1iS3kXqBdsievXzFfe8uubxpwyGuO9a9YNPVncaOO175K/HNhv8aseLqx9Xq/RFma2Xu2sbJn0t2O575LdrqnvWO+6ba7qY366Plss9rxod17fjza5uQ9zz6pof6F7wp1b/5E+7n9mu8zWszoMgbV59AGajHx4ABkSAB+AglqV3EU3BdtsKat8jr645/ObYjl31jLd5l2/Hm2sO/3Z1V3XXgbGffLL68ad89TC8y7fjxdWHP1lz8IerqlX6DQmz6a7BpQt9jP32PfLbG5qaLbt8m59affiTNTqT0pnUct3jbn5q7AefdHPLoLKHe15dc/iT1Zo9+Ha8uPpw+0qHFp2vYWDVdvVeA/XzgKXI8AAwCB9L1wA9YYVVXaasxGtpeh8y3idGHLNo89vXn318RUQ2v7jmJz+0sQfe5/MJy8i1cMz7xCm89yfFrD/4vFWaeO+tAqAJPfAAHMFL6R0uUJsY3+76+XK5XC6XbW0CYAP64QGgPwR4APYjvcNKygc/q06M334RAQBDRIYHgD4Q4AHYjPQOi3zw9LVn11x7ds3SLypLyrP8O2AvMjwA9IqvLgDsRHqHdf7XOxqq5Te/uJrud8BuZHgA6AkBHoA9Tp06RXqHpTZurc2o79vxpr1z1wGoIcMDQPcI8ABsoP2WRnqHVR5d/ZOlG15euuHlpa7X0gNgBTI8AHSJAA/AatqOd9I7AEDI8ADQHQI8AEtRNg8A0EWGB4COCPAArEN6B5r4/X6/3293KwCnIMMDQHsEeAAWIb0DADriMwIA2iDAA7AC6d3b1PXVrz27xu6GAPAC9ZOCTngAaEWABzB0pPfRQYwHYCIyPAA0IcADGC7S+wgiwwMYEIPhAUAXAR6AFUjvo4YMD2BAZHgAaEWABzBE6rcu0vtIueHlJfUHyukBDIgMDwBNCPAAhoXvW6Pp2rNrahle6IoHMBgyPABoEeABDAVD34qZfbkAACAASURBVEeQNrff8PKStivepha5QLlcLpfLdrcCcDQyPADUEOABmI/0PuJqiZ1yegCmIMMDgIoAD8BkpPdRoyZzNatrO+FVlNMDMAUZHgCEAA/AXKR3tKqV07fGewDoHhkeAAjwAMxHekdrZzvpHcDgyPAARhwBHoBpWDQOQlAHMGRkeACjjAAPwBx8kUITRrwDGJJahj9z5oy9LQEAixHgAZig9hWK7ncInfAAho9+eACjiQAPYFBMXAf0ze/3+/1+u1sBuBIZHsAIIsADGAjpHbVJ5ltRRQ9gqHbv3q3+QIYHMCII8AD6V/vCVPsKBaioogdgDfrhAYwUAjyAPtH3jm7QCQ9g2PgYAjA6CPAABsLXJhihEx6AZdQPIzrhAXgeAR5AP1jyHQDgKGR4AKOAAA+gZ3w9Qk+oogdgDTI8AM8jwAPoDUPf0T2q6AFYjM8mAN5GgAfQA9I7+kMnvJFyuVwul+1uBeA1dMID8CoCPIBukd7RBzrhAViMQnoAHkaAB9AV0jsGRCc8AMuQ4QF4FQEeQA9I7+gDnfAArMcHFgBPIsAD6IxF4wAAbkQnPACPIcAD6IBvPzALVfQArEQhPQDvIcADaIeh7zAFVfQAbMGHFwCPIcADMER6h+km/nyT3U0AMHLohAfgGQR4APpI7zAXnfC6/H6/3++3uxWAl1FID8BLCPAAdJDeAQCeQYYH4BkEeACGSO8YBqayA2A9PtEAeAMBHkAzFo3DkFBFD8BedMIDcDsCPIAGfLmBBeiE94zySV/5pM/uVgBdoZAegAcQ4AHUMfQdwzb/Z1/a3QSYphbdyfBwCzI8ALcjwANoRnoH0BGhHS7FZxwAVyPAA6hg6DusRBW9q5He4XZ0wgNwKQI8ABHSOyzEVHZa5XK5XC7b3YrekN7hdhTSA3AvAjyACtI7LEYnvBvV0rt/n2JvS4BBkOEBuBQBHgDfYGA1OuFdSje9qz/TLQ/X4bY1ADciwAOjjuJ5AN1oSu8kdngDt7ABuAsBHgDpHbahit4tjCrnKaSHq1FID8B1CPDASONbC+xCFb2LMO4dHkaGB+AuBHhgdFE8DyegE97hdNM79fPwEj4HAbgIAR4YaXxrgY3ohHcR3b732oOMiocH0AkPwBUI8MCI4psK4AR+v9/v99vdinb8+xQq5+F5FNIDcAsCPDCKKJ6Ho1BFD8B2fCYCcAUCPDCi+KYCJ6CK3o0olYeH0QkPwOEI8MDI4dsJHMg1nfALpWVH7Kd09V1f+aSvfDK2aEp7eqepqy9dfVeN9NGWxpQWL8S+Oqk21Vc+GZ7/0sImtlO9gO+mllsftOiq9nE43WbDNBTSA3A+AjwwWiieh9O4pxO+tHguXD79wnWn7McFFs8F5z/NaKJmwb62AF0hwwNwOAI8MHJI73AmZ3fCl66+G5yfGTx/mrUf2/RQP7+QujLT9FBo9U0mtwcwHZ+SAJxstd0NAGAduhTgTDe8vOTs9I5mXc1L//X5St/7ZHb99sjYcFtkisCNDyg3evZw6M2pU6dI8gAciB54YFRQPA/AFuObXZHegToK6QE4FgEeGCGkdzjcCPbDl8vlcrlsdysANCPDA3AmSuiBkcBXEDick6voF8/55utjuTPzJzMiMratuH5roP6khdLihYNXZgrVCdtCY5OHv701Mrauw37kP077vnNL7dHlhdzihSPf1PcjYxOh1bcdW7spMGgn9kLuavOeo9+67fnx5j2Xrr4bvDIvMpFc/0C86aC1AfDld1Otv61pPFNZPOtTb1GM71QmNrXbf/3oNx5ZfvhQ9be5+ZNTi7XNzx28MlNQ2792e3p8XfMu2p/42GRy7da4wVbVo0t0Yl96vHk/nV9i+TJWPpsR0d1Dbee1N0/7wzW+XhuO+L4T6+lMZSI0vvnw2q2UP/Rv7969fHoCcBp64AHvo3geLuLYGN/G8pexr04H5zXZWKSwPDP11enw/JelrndTunou/NXpqSsN+5Hl+cLi2eBX7w62sNmXMb09Z64MvmdLla6+G7xSnQJweV6kU3pfvhAuN5748kxi/nT46kJvB+72Jd6UnphUf8rMn8s1tuSgmt5lIvlt7a2f7potc4eVv59q02ydTeYLi59OfeWgpfvcigwPwFEI8MBIIL3D+dyznlyjL2Nfnc0YLMpdWDwb7DI+LZ6rR1Md882BsAcLqWoLQ2OTyYmd2Ymd2YltyfGJgfdssUsvVDKwanJ/c691ky9jX32qe0kLV871soxfLy/x+PZspVUzR+p5eyH175WWhNZuN6xc6NTss0bNXr4QNthEbWHPNyxQw6cnAKchwAMeR9cBMKDx7Yp/X3GtGnclOrFP8e9TqvXzuflKybTIRHRij+Lfp/j3Kf492Uo8Flk8W+ni1t1PpX6+vuJaaHxncf2+2n6KE5Ohyo5mTvTXVb785XE1va/dk1+/PT6+KTK+KTK+NT7xgFLpLu5uz90vIDe+XfHvU/w7o5X/u7NyOhOb+mh+3eJMRiS0dmexcnG2R9o+XfvSJGsvzXr1pZnPLM633Vp/Px1eYhERiUxUTrxw5VxqWUSkdPVcolLAv+3YjR2qBvSb7fve/5AbDZpdvzsgY5NJbQurb7ZaS9AnPkkBOAcBHvAyiufhRi6qol++cKSS3Caz6x/QjMdeF5l4oJbVM1cudCikr2ZsGd+Zn9AOSl8XGN9+rLqfj5f76ke9vmDYsV9J2q0DsI1VG2OP8Z35Gzd1qD+v+PJE7aXxP1Af9D7W8NJ01s9LXCukn0/8+4VST8XzRs2WGx/yfW9at9m1N49MZtdvj2tbeGPtHs184gqF9P1iNjsAjkKABzyO9A4XcV0VfTUbh/SmCgvcuD2pPri8UGy/n7GteeM+6sBYx3na2lq9Tu3DL1w5HZ6/kFpc6H5YvtNEx7vuw1+8pPZjh9Zube2oD9x4W7TL/fT3EtcK6ZcvHeyheL5Ds2/Ra3Zp8ZK6/+iEXknC+NZKC6+7+HW3H5+kAJyDAA94Ft0FcC+XdMKXKl3iE0/oz2q+7rFvqV2mCxd6LWBeXigtf5m7eiE2/27DjO59GNt6uNrBXlj8NDF/Olg+6Su/G7t6IeeysuqJO7peO6fTS7Op0/j5Lvdj+BJXC+nnC10Xz/fX7OJ1tXvfaEaAags73kVCR3yqAnAClpEDvIniebiUk9eTa1HNTh3Nn78uotv76vf7RURRFNFbQ84kkYk9yflziYbh0/OZK/OZK5+KTEQnuliMrfsB8M5QfWnWbTXo9A6unpAuhsEP8BJvSk9MZio3X7opntcero9mz0yV29/oWbiwLCwp1z+WlAPgEPTAA55FegeGLLi6y6HUXXQdLzauITc2ERqbjK7dlp3YUx3GPIh18YkHlPU7k2trU+LVzGe6X1bNv2/UenEHeYlzi7VEPX98cUjzwC9c6GE6fQyMDA/AdvTAAx7ENwx4wLVn17huSHz/vozNzxREZGwy++3tzd2kZq3TPrYpfuOm+I3bRRZyi19eWLx0fHFeHT5duHIuNf5A5xHa7lHtqbav23nx3JTmhevyCvfe7HVbV4ssi8hkttO0/BgUnfAAnIAAD7PMvPHSX/zm9MWLIiKyZc+Tf/zEgV2de42mX9p39LTO43sOnXxul8ktHBUUz8Pt3FNFHxhbJzKv9q/GdUY4L7z1TYeK6Iqrn2VERCaSrem9Pi7aROsi4+si41vjIrn5d6cW59sV+Yu2fr52RkNi2v67fmnM2k/TS/xlrFI8P5mdWHdk/tOCzCf+/cJj6zsU0vfR7GrmnzmxuD3S/WoC6NupU6f4hAVgI0roYYrpl/Y983o1vYvIxdOvH33mpemO28188U/DbNbI4rsFvMH5Mb4+wbvOOtua1b/XBdvvp81A6/oiZH0qXX3XVz7pK7+ruxJ40PBGfkvVt3+fsnghYdr4fL2qchP3P765aTF2rfpL01FfL3FtLffoxPbIeHUSweVPD3YcqtC22f+o1+zaIgUGqxUupL466Suf9JXP5TocG13g4xWA7QjwMMH0S0dPi8iWJw+9cvLkyZMnXzn05BYROX00/kaHuZN//8VFEdlz6GQzut/7RHUfvMF5xfO1mNSwGHt9gvf5xFfvxuqJdCE3/26wGryja+v9rvr7qQy0nk/8+7n6zPDLC7mr58JffWq4intvLa+0UJPxFkqL56p3B+pzmNdaWLhyOnz1y/rzr54LDzgffrv9L+RM2n9VbcL2phNveGk66/0lrhfPj217flykPiO9FK5c6JSijZp99VfK3+/SbXZtobjlT4NfnUtpbouUlr+MfXVazfy669KhT3zUArARJfQY2Mwbf3taRPYcSh2opO7JXQdSh77Yd/T0xd+8N3PggHEh/XThtIhs+e53LGmo91E8Dwxf4cpp3xWRsW3F9VsDajYrq92t85n505nWDcZ3pvUKmyv7qTxnc+jKfEFElmemvjIMsYXrX4u0nS5++UIl8FebJ6KuST4ztWjcwqZ0N745KjOZSiPPBmuNvDJTkMnk2oXEYBUBhvsXkf72r3vWHV6aiei4ZLqYhb7TfkSk6SWuFc9rZ57f9PzaicyVeZGZqfnNykS71ex7b/a6+Le3HVevwPJMYn4mobPXycNdLGKHrqgj4SmkB2AXeuAxqJn3fnNRRPaEGvvMdz3x5BaRi795r01/ilpAv+X79w0+wzIq+D4Bj3FOFX21trmivqr2pvT6bVGD0eOh8Z3FprTWtB/V2NZjaw1mOx+bTE5sq0wdf31Br0a6s8jEnqTxIPzQ+M7GJco3pSdaJ6sXdcG5x/pqQKNh719zoPU7dV+a6MQDz/fQg9HDS1wrng+t3a6dsi5w4/bKS7B4NtZhVkLDZj9p1Oyxrfn12/Quqfrbyex65rczFR+1AGxEgMegKlXwoeaa98nv/pGIXPzi9x023fL97/7+jZfi+1Tx+EvTJpZQjhIq+uAxjquib0pxCxdqte5jW9Pr92TXTobqv50IjU1m1+/JT2xqmbSscT+X/+eRcrksErjxgeLEtuhYPcaHxiaTE3uK67fH64OoF/pdxW1dfP0+df+amDcRGt+m38jx7fn1O5PjmiePb8uuf0C3lKAfLfsPmbv/mrFN6fV7ihOal2ZsMjmxp+cDdfkSa4rnjzX3eK+Lf7uSsTPznYajtzZbNhzxfe/FNs0e25r3N7VQQmMT0Yk9xfU6MyPCBHzsArCFT1EUu9sAV5t5I/7M6xe3PPlKqrlU3vg3DU/Q+02bOeh9Pl/rg+VyuadGe8+ZM2dEZPfu3XY3BDDTxJ9Xejbn/+xLe1syypSCX0R8oVH/Mws0OXPmDB+7GzZssLsJwMihBx72UfvuRbbsqUx+d/KVV57c0+X0d2jG1wh4D7nddmp6B6BLvXsOAFZiEjsM2cUvfi+i2wNfWUJuz6FUrbd9cvLAc6nvSrvp72yvGZmbmxOH3XJWq/jsbdLc3JyjrontHPg+cYhe3yrXRERk4s83Oa6i3iQOf6uo3e7+fVb/4eVPShOHv09sZONbRZ3NzmkvCm8VwPPogceQGU8xP3kgpbtg3K7QHuk0/R1qmHke3ubV3A7AGxgJD8BiBHg4z3e+u0U6TH8HLdI7AADW4/MXgPUI8BiQ8WTz6hD3P/pun2vEsTp8F7jxj9HhnPXkRkf5pM6koQCa8FkMwEoEeAxK7S//py+aC94ri7wbxvCZN+L79u3b99J0y28GTP4jhtv/8Dyq6O1l/QB4wEXUT2EyPADLEOAxqMn7vr9F5OLrxxuT+PTx1y+KbPn+fUYxXO26l9OFpgQ/88bfnha9heXRhK8LGDWe7IT3+/1+PzO9Ay7GnXQAViLAY2BqgpfTR+MvTavd8DPTb8SPnpa2+V1k1xNPNm0nM9MvqUvDb3nyCfJ7F/jSgBFBJ7z1qJ8HesJddQDWYBk5DG7ywI8PffHM0dMXTx995rTm8T2HUpqF4GbeiD/z+kXZ8uQr1UcnD/z4yd888/rF5u1kz6Ef660gBw2+KACwAPXzQDfUJeXsbgWAkUAPPMwwueu5Vw49uWdL7YEte558pXWBuNbtDqROvnJoz5bahlu27Dn0ysnndhHfu0D3O0aQJ6voAXgDGR6ABeiBh0kmdx14bteB59o84UDq5AHdDZ9L7WqzHQCIyA0vL5HeATgWnfAArEEPPOA+fEXAKCPGW4AB8EB/+IAGMGwEeMCVqJ/HCGIqO4sxAB7oCUvKAbAAAR5wGb4ZAADgTNxeBzBsBHjAffh+gBHnpSr6crlcLpftbkUD6ueBAXGrHcDwEOABN+E7AUYcVfSWoX4e6A832QEMFQEecBm+GQDirU54AN7DDXcAQ0KAB1yDbwOA0AkPwPG41Q5geAjwgJvwnQDAUDEAHjALt90BDAMBHnAHvgcATaiiHx4GwAMD4oY7gCEhwAOuwbcBQEUVPQBX4OY7ANMR4AEX4BsAoItOeHNRPw+YSL3tzic4AHMR4AF3oPsd0PJMJ7zf7/f7/Xa3ogH184BZ+OwGYDoCPOB03LwH2qATHoDD8TkOwEQEeMAFuIUPtPJMJzwAD6OQHoC5CPAAAIAB8AAAuAABHnA07tkDHVFFbyIGwANDwgc6AFMQ4AGno34eMEIVPQDn43McgIkI8IBzcbce6BKd8AOifh4AAFcgwAOOxm17oD064U1E/TwwVNyXBzA4AjzgUHzMA6OgXC6Xy2W7WwFguLgdD8AsBHjAufi8B7pHFT0A5+PuPIABEeABJ+IDHugeVfQDYgA8YAFuygMwBQEecCg+6YFe0Qk/CAbAAwDgfAR4wHHofgd6RSc8ALfgUx7AIAjwgBPR/Q7AGtTPA5bhwx3A4AjwgLNwYx4YBFX0/aF+HrASn/UA+kaABxyHO/RAH6iiB+B8fMQDGBABHnAQbskDg3NXJ7zf7/f7/Xa3AgAAuAMBHnAW7s0DfaMTvlcMgAfswi17AP0hwAMAMNIYAA9YiTv1AAZBgAecgpvxgFncVUUPYDTxuQ+gDwR4wEG4Kw8MiCr67lE/D9iFj3sAfSPAA47AbXjAXHTCd4n6eQAAXIQADzgF9+MBU9AJD8AtuH0PoFcEeMB+fH4Dw0AnPADH4q49gP4Q4AGbqemdD3LARC7qhC+Xy+Vy2YbjMgAecAZu4gPoCQEeAIARxQB4wEbcuwfQBwI8AMCzqKIH4Hx0wgPoHgEesBOf2cCQuKiK3nrUzwMOQSc8gF4R4AH78fkNDA+d8EaonwcAwHUI8AAAb6ITHoBbUJEHoEsEeMA2fFoDADDiqMID0BMCPGAzPrmBYaOKXosB8IAzcVt/xOViPp/P5wunSu0fw8gjwAMAPMv5VfR+v9/v99twXAbAA47BrXzvKeViYWI3hoMAD9iDG+2AleiEBwBYIxfzBacyBbubAa8iwAN24qY7MGzO74S3EvXzgJNxc3+URdKKoihKPh6wuyVwOAI8AACjhfp5wGm4oQ+gSwR4wAbcYgesRxU9AOfjGwKA9gjwgG243Q5Ygyr64buS+vU7vhPv+E58lOt1k19ftHaepz6aCliBbwUmKOVSsXDYVxEOx1I54z8wjU82frp2KvgOByilwj6fbyojIiKFRLBhDnn1l75YTt1LfSfq7zvNOF/KdX9q8DQCPABgVIx4JzwD4AF4WCkV9gWnEplCbfa4QiGTmAqGYzo361qfXH+64eTxb8XCXR+gjROx4FSiPsdd4c6tHUe9n39LnRev6cisLzeaCPCA1aiOA6xHJ3wNA+ABh+N7Qh9KqXAwURARCSWzRUVRFEUpZqMhESlkpppyrubJ0Wyx+uza0xNB3UReSCQyhVA0Wdsgmwypv8gcqe4/EM8ripKNitqSot60dJlMpv67YjaZfT7S6ewKmURGbazScGpSMGgrPI0AD9iDSjkAIlIul8vlst2tGNza+IMPK/sfVvbf1fGbKAAjfDfoV+6Fanov5uORSl4ORNLHkpWc+0JO/8npSKD67EAknS+qz89M6cfiaDafjtc2iMSrzy8cf6unnvBothrqA5Fac9urNFZqp1Zr6xF64UcNAR4AMEJGtoqe+nnAReiE703uhDrqPHq4aQ22QPyw2hv+8YVqyi2ljmRERELJY60LtgXix4xjcSjZ0lce2HqniIgUzhd7aG50f893OlvOrH5ujXcnMAII8ICl+EgG7EIVvVA/DzgenfB9KF34WET0g3HL6urF8+pAcoOR520iud4WwTtCPTc3dEew1030I39kf/PdCYyE1XY3ABhFfDwDNrr27BqPhvnLsRMfZkSi9z6c3nwldfajxMzXIhKa2Hh45107as9auJz69B+Pz3xdmQxp4qbo5C3P33azfhFn05NFQhMbn9h2y2Ob1zY+/0rq1+8l5kVkY7a1ir5xJ6HJWw9v2xJZp3u86n5u3FR8ZENLk6q/nbi1+OCWpt+WFi6/1dzUm+7cdtfzzU3tXa8XQa95HX7bdIkmNj6x7Zb4ZqltMn33ulv6PN927wqDVwFwmUom7yoYV8O+4ZODd4RECmoqbqhu7yN36+ti0romHQ5dOF8UGfQPHdyDAA8AGBU3vLw0GiX0tTgtIlKYF6nmtNJnZ4KffN3w3PmvM/MfZj65KXrv7vTmxt1c+ij8u9lC42OF+dnC72YTExuzD3Y13L31iIWZz6dmZpMP3dX9+XRSz6WNTf268Lv3Ml03VZ8ZF6E9nUs0P1v43ezxyVvv1N+iv/M1fFfAmU6dOsXt/iEyTNGBrXeKFPR/ZxejxlZvNmC0UEIPWIf6eQBWmPnHWk4TEZncuKM6AL45vdd9nfndmdSC5oGFi9XgelNo8tbsvXdn7707e/ut0QkREZmfnTp7uXNLLn1kcMSvE2f/8Xzn7buSO/tea5qt67Kpuky5CO0ZXiIpzHyemdd5vM/zbXlXMN2gY5HbrWBYdl7toncSo8ZWhwNgtNADD1iND2bAdt6tohcRyczMityUvPeu+Oa16iPlkyIi+1f+p/p/G4rYFy6nzn6YmBeRrxNnLz5Wre4uXaoE1+RDu+OartrIbVv2n31nakZkZja38+a2IfBy7HezlR8nbs3urByxtHD5hbMfZuZnM6ac7cLFIzPqTzdF79UUkC9cyX360ZQadDs3VZ8ZF6E97SXamK3WtFcvkd4W/Z5v67sCzkcnfG/0K8mra8ZFs0o6Uu9gNyw77zBG3olMK+6HO9ADDwAYIR7O7VrRe3e35rRKT83k3fmdmiHo626OP/hwdlJEROY/f+FS5eHivGEfb2RndyvGXapG9Mm7lQfrRwysuzn94H3JiW7Ppb1qxpbovbvT2uHf69ZGdt5VPcqVCwt6G3diwkVoT3OJig/e1c0lGuR8dd8VcCZye0+qk7llTrROx15663hBRDMNXHXaOb0nS31Ce0eFYoNl6iptDT3xmGvuNcAMBHjAItTPA47ikMHwfr/f7/ebvdeN+zWj2RsXkNuY3Xlz6waRbbeqX2k/XriiPhKcuElERL5O/OpM7LOLuerj3cvNqH3LNyW3tR5xbXzbxl53qCtw225l/8PK/oebB/CLiKzdOtgw78EvQnvaS9Ty/XttfOetrdNbD3C+De8KwFNqCb5l8bfqmu/1adxrK8vprRRXXWNOb9k2O+ktFZeLTZHfRxMBHrAU99QB23m/E37iptaeo8Nq/bzRyOd1Nz8xISJSmK9k1MBtt0Qrv/s688nnU796z3fiHd+vP0p9drm79YqqncATGx/TTZWbN0b1Hh5caeFK6dLl1GcfxX79ztTMQLsa+CK01+kSrVtrMIldg27PV+9dAXhFJJ2trIkeDKdylf8+S7lYuJJxG1ZwjzyvrvVeSATDsVyp+uxSLqYW2+uu+N6LSid/pd+8VDLj70Vmyqc9s1T91HSWs4e3MQYeADCivD0SXt/Mh772mXbhSqkyLvTm9EO3ytnGedTmZxPzs4lPGgZsG7hyXt1wndEqbmvvmBDRHebdu9Y11Uwy4EVor/9LNLTzheMwDL5bkXQx+XEwUZBCYiqY0P4mFM3mGzNuIJ4vSjiYKEghMxVsmo4jFE0eSw+WiWvj7BNBX0Jqw+/7F0om70wkMs1npnNqGAX0wANWoH4ecJTRye21+vl+plVetyX94MPFe29NTt7U/Kv52alfNc5ab5/c2TPBX32YqC+iflNocmPy9ruzD1XH9g/CgouwcKWn/rnhni8cg9zeq0A8rxSzyWioNvYkFIoms8W8XnhufbJIKBTNFov5AdO7iEgkXcxGtUNgBu6DfyytFLONp5Yt6p8aPI8eeMA6fBgDsIV/3+ydJz4siMjk3YreGPg2Apu3xDdvie8UWbicu3TlxMxspjK1W8Os9S2qvcf1Lv3huFSZej00efexnc0jyXXnqOpDvxehvY41CNUuei1Lzhdwq0Akno7E0+Y+OZJWFKNnBeJ5Ja6773S+eSOj57Y5TMNjkXQ+0uWpwdPogQcAjC6HTGU3fGvvUOcnn5ntP+Otuzly25b0g7uV/XdXF0L/umh8xMqEavOzb+n2US9cPt5r/bzOJldSn86KiEzc2ppm+558vp3eLoKGTuM7XqIrLXUTlp8vAMBhCPDA0FE/DzjQ6FTRi4hmfvLZI5/pTaW+cDF84h3fiXd8Zy+LiMiV1K/f8Z14x/fri3qVn2vv6OKQkUl1nvmvE2dbd3IldfbzduO3r/5ra6bNfdq6iV4fdVXps48SA42x7/ci6AVyvcZrLtGnl3WOrnOJhnq+cCi+RQDQIsADFqF+HnAmD3fCaxeQqy0UV/jkvfDZi7l6wrxSuvRR+FdqVqwt+VbrHP48+OuPGpZPW7iSO1sNikZz2qtq88w37WThcuzX7xlEzdqNhm8SvzqTulTfJHX2jN4U69XKgvnPD56tzwxfWricOnsm+InhKu7d6fUi1Br/dXeN11yimQ99v9a8KIaXaKjnC8fhmwOAVoyBBwCMqBteXrI9vZfL5WEfwr9PERFZPPCa2QAAIABJREFUt+XY7bNqxivMfD4187nOUydviVfnVI/svDs682FG1KnaZvV2rLvAu9bN6Xs3Zn43K7o7mdgYldlMS0aNTG6UyuroXyd+917DjMuTtyYXPm+MtWsfm7wpMa+e1IdBwwn2vz6/INJ2uvjSZ5UAHLr9vvxtayuN6fEi9Nh4abxEn0/9Su9FaWDa+QIAXIoeeGC4qHwD4BCB23YXb2+ZSr0qNHl3sWF+u5vTD90aMnq23BS99654x4i4+a7ivRv1drIx++At+iXom+/Kts73LuqabTr3CwK33ZWc0D94aPLWbPV8P17QGzjQWY8XocfGq5sYvSihyVtbT23I5wsAcDoCPGAFquAAJ7O9H34YtPXzNYHbdisP3Z2cvEkTSm8KTWzMPnRfvnVStHVb8vvvy96+MTShSZgTN0Vvv7v40O705rXdNCOw+a78Q/dlNUcMTd6afeiuNrX3kZ27p7dtitYPelP09ruLDxptsjb+oNpIzRlN3pp96L78zi2R225Ra9QL8/0G2h4vQmTn7uK9t3bdeBG9FyU0sTF57335WuZft/aW+tOHfL5wJDoDANT4FEWxuw2Am8zNzYnIhg0buny++qHr+QA/NzfX/TUZBb2+T0aHA98qanq3a0674b1V1ABfqZ93Gwe+T+xwOXbiw4yITN5d3rJK+JOiZxTeKj19keDTB/A8euCBIeKWOeAWnuyEh8OVPjvjO/GO78SZlN7yb6XP/jEjIiKhia6KHQAAo4AADwyd57vfAVcbsfXk4ECVWevri9UtXMnVZ5W/6YnuRivA2+gSAKBiFnoAALxGdwA8nCZw2y3RTz7MiOjMWl8Vuv2u+DqZW7S2ZXCSvXv3kt4B1NADDwwLH7eAu3ivit6lA+BHSftZ7iU0eXdtTTsAAIQADwwb9fOA89lYRe/3+/1+v11Hh/0MZrkPTd6afejhvNHicwCAUUUJPQAAFdeeXeOBIfHUz7vN2shtd0Vus7sVcLxTp07RKwCAHnhgKKifB9zFA7m9CfXzgGeQ2wHUEOCBIeITFwAAAIBZCPAAANR5byo7AADgGQR4wHzUzwNu5I0qegbAAx7GFwwAPkVhjBxcb25uzu4mNDhz5oyI7N692+6GAOjNxJ9vUn+Y/7MvrTmiOgV9uVw2a4dKwS8ivpBpO7SY/7d/X/u5fP/3bGwJ4DQO/HaxYcMGu5sgy//bt+xuQsXY//2N3U3ASGAWeniBlZ8f6s2Cbo7ohE81y8zNzY3U+XbU/ftk1Dj9rfLyklpCb3EjTTxc2ewdWsB34h3dx911FkPFnxQjTv+TMgTtz3cU3ypUHWHEEOABAGhm2XpyJva9i9vq541yOwD0wE1/9gATEOABAKi7odoJ715OXkBON7Qr+x9u81sAWqwG34wAjxFDgAcAADao5XYV6R1ob+/evUxip4MpuTFiCPCAydQPV+6OA25nWRX9SGkK7TW19K7sf1j92eiZANDA59yaI2AYCPCeVirlisULF06cP1995I479m/dGgxGAgE72wUATubSKnp3DYDX0qZ3e1sCwHUUt/7lA/pEgPegUin3wsEjmUJB97eZ6g+haPLw848R5QHAiBs74Z08AF5XU3qnkB7oiGHwDSihx4jhLe8ppVws7PMFg1NG6V2rkElMBYO+cDiWK1nQNgBwEdfldpcy6ntnBXhAF7ldh88x/wBLEOA9opRLxcK+4FSmEtxD0Wgymy0Wi0WlWbFYzGaTyWgoJCIihUJmKugLx1LEeABwLTfWz1M5D8AEtud2AjysRYD3gFIuFg5OJTIFkVA0mS0WFUXJp9PxSCQQ0CmQDwQCkUg8ns7nFUUpFrPRUKjSHU9f/OCYwQ7wmGEPhvf7/X6/37S9uad+nvQOwBy253YCPKxFgHe7XCocnMoUJBTNFotKPh3vbVB7IBBJ5/NKMZuMhqSQmQqGU7mhtRUAXIQq+uExSu8MgAe6xHpydbbndgI8rEWAd73zhVA0W1Ty6UGmowtE4mk1xsv5zs8GgFHixhnpnaxj3zt98kAbVPk1sz23E+BhLWahd7tIWomYta9AJJ42bWcA4HpuWU/ORQPgqZwHYDLX/P0DzEEPPAAAXuD8AfCkd8BEVNFXrHLMP8ASvNcA0zCDHeBVruiHdzjSO2AWvmloKT7FIf/svhIYFZTQAwBgyPlV9K6on+8yvZPtAfTMBX8CATPRAz8KSqVcLBwO+6rCrPoOAD1yeIx3cv08fe8Ahsj2ueuYxA7WIsB7XikVDganMoVCofZQoZBJTAV9rPoOAF0Y6npy5XK5XC4Pb/+2I70Dw8MweBG7QzsBHpYjwHtcKXUwURARCYWiyWQ2m81mk8loKCQikpk6mCLCAwCGhfQODAnD4Otsz+0EeFiLMfDeVnrreEFEolmlvj5cJBKJx9O5mG8qUzj+Vike73/5eGgwgx3gedeeXTPU3vg+OHkAPOkdgBXojsSI4S3vdqVcu0L44vmCiET3t67uHtkfFZHC+eLQWgYAnuG03N7EgQPgSe8ALGJ7xzs98LAWAd7tiiemgr4Ok9J9fKH1l7kTmSG2CgC8yeFT2TkE6R0AgCEhwLtd8I6QiDopXbh1VrpKP3siGA7HUrmqVCwcnsqI6PfNAwBaObAT3pn186R3wBrqqD3msZNVjvkHWIL3mtsF4nmlmE1GQyKFTGtnfCSdjYakMvF8VSJTKIhIKJpNk98BoDdO64R3VP086R2AxRSfU/4B1iDAe0EgEk/nlWI2qtcZH0nnKwFfIxSKZot54rtpmMEOGAUO7IR3FNI7ABv4FKf8AyxBgPeOQCRt0BmvBnxFUZRisagoiqLk8+kIk88DgO38fr/f77e7FSYgvQMAYAECvMfUO+NDms74Wk19IEBsB4BBOaGK3lED4EnvAGxj+9B3xsDDWrzXPCkQSefzms74YFhngjsAQK+cVkXvhAHwpHcAdrJ99TiWkYO1CPDeVe2MT0ZDUtCb4A4A0C8ndMI7AekdAAArEeC9olTKpWKxsCoWS1Xr5ttOcAdTMIMdMFKc0AnvkPp50jtgL1aSE7G7bJ4SeliO95oXlFJhXzA4lchkCqpMJjEVDPrCqWpSN57gDgDgUvbWz5PeATiB7avHsYwcLEaAd79cLJgoiIhIKBQKRaPRUKiyZlwhEYzl6k+kMx4ATDTKVfSkdwBOYfvQd8bAw1oEeLcrpY5kRCSULCpKPp/Pp9PpfD6vKEoxGRKRzJFUU0Rv7Iw/UbSj0QDgak6oorcR6R2Ag9ie2wnwsBYB3u2K5wsiEj0cb14fLhA/HBWRwnm9iF6b4O6O4bcQADxr8E74crlcLpd728TWAfCkdwDOYntuJ8DDWgR4b/j4QmspfOnCxx22CkTi8chwGjQ6mMEOGE22d8LbMgCe9A7AcWzP7QR4WIsA73aR/VERKSQOxnKlUjXFl0qlXOxgoiAi0f1EdADA4EjvAADYbrXdDcCgIs8nQ5lEoZCZCmZafhlKPk9+B4AhuvbsGit74+2qnye9A3CoVXauxwFYjx549wvE8+rM8k1C0Wwx3zI0HgBgDhur6C2unye9A47FUvC2rx7HMnKwGD3wnhCIpPNKWkqlXLEoIhIMRgIkdwCwhsWd8BYjvQMA4Bz0wHtJIBBRkd4twgx2wIjzcG5Xkd7Rr9LSz1dfPTp29eeplV43Ofr08rBb1cMh+jgRWGuVY/4NKhfz+XyxnMFvS7lYOOyrCodjudYprDESCPAAALiDxQPgSe8AYJlcbKp1OquKUi7mC05lCoXaI4VCZioYNkz78DICvNeVSrlULBauiqVyJW7XAYDJ+l4Q3u/3+/3+3jaxZAA86R2AO9i+epwJy8iVcjFfm/ieOjiVEXV+K0VRFEUpZpMhESlkjqT4Xj96GAPvdqVU7IXzIiJ3PJ9unrGulAoHE4WGhwqFqUxCQtHksZZnAwB6d8PLS32nd8civcOjAmv+5LrX/nOFy7sjS7nUC0cSmYLxM3IvqEtDZ/Pp6uJSgUg8X5RwMFFIvJCLp1lzarS4/C0PKZ7PqM4XG3/RlN5DoVCoNlN9IZOg6AYATDXsGG9Z/TzpHYCLKI7514dSKhycSmQKEopmi9mo/lOOZEQkmm2O6YF4XlEUhfQ+egjwHpWL1dJ7KJktKko+n8/nFUWprThXyEwR4QfCDHYAVFZOZTfs+nnSOwCXsb1yfsAS+lA0mS3m0xGD0tji+YKIRPeT01FFgPem3InqMJpoNh/X/kUIRNLHkpWueMbNAICZ3F5LT3pHV/4lt3Qi/M1RdTr3sas/Dy9+1vHrRGlZs8k3P396qfMmTQdt2MPVo+FvTuRW/qX1ebnFo6uvHh1b/ExESksnwrUjLv+LdJiFvvG8vjmRWtbZf7tNrv48vJjPGU5W3/Tk6nUYfHL7UV8K3vbcPkCAD8TzSj4dNwrvIlK68LGIhO4INk1DH46lmIV+VDEG3pNq+T2UfL71fl0gfjiamMqISOH4W6U4Y+EBYFAeGAlPekc3VvLhb9490/DQ5TPLb9x29T+d+tb+iH6/0L+kvnn1RyuaEuOVyz9feePnyw989q1wV99BVj57+tobv1hpKFI+s/IPe7/5h93jjyRlwwa9jUpLP9+2dFmpHlHkD3s7r5V/+N8X/+H4mqePdb+JXD6zfHnv8ru7xw7kx29rfPZnT3/TfAqV67B085+M/8mrY+1ah3b+4P+8bvSr/+/PzU86f/Bnhocbqrdi4YaB8oVMYipzPFnM80V+9BDgve3Orbr/UUf2RyWTEZHC+aII/90DgMMNewA86R1d+ezp5sha8w97r/l1A/nxa69Or+gNEF5597bFDcvNQVf3oG/83OB3Z8b+f/buPrit+77z/ReAHhjFba9jws4dWb3hLCi7suqZ3VmXNDi6I+2tdw2KtrRrrrJtptK4sUgps2tAduU/TE27vWPmD6sOSe2OJULOeqRtkgmj5EoyTXg2t6XmagiT9Z12xpEVW8QO08qcjQQ4ud06qh4InPvHAUEQTzwADs7T7/0ajEOTBzg/nsDE+Zzv9/x+/637zq9XepGf/lkhvYuIPLanVkKu+nvN3vvRn1V8YoX0XvSs7Lmee4dm1hcuGXw2tpzeu/2P7Vv/W1tFRDLXlq6+nL2pyc3Td87v2USHdKP+8f+sHmda8Iezxu6+8MctyPZ6B30yFktKeGDqTL7TPpUYPNAbTyZjB8Z2E+GVQwu9J3VuC6+9EQDAdC2tw7foBnjSO4xJ3Dn3lv6V/7FvbTyU3TSU3TSUbes/6BefiOQu/VmFvvSbsznRVm//Lf9yrsr+dM3ZeFZ2Kg8eLLzIpkOTgQeXX+RchX747EenRbrX93+S375WPC7eRdE49V3cPJ29Wfbf3Wdjdy/NlR+KTYcm1+dHNXvvR2OF3vjcxxN6el9/aKZtbzTwSCTwSCTQE914cGnjYz4RkY8uVDh0MMj2zvkm74E3JjxafJ98KDI+MzUgIsnYcaa0Ug4B3pNCu/fpCf7KtYp3x+i300j+jhoAQPMam8ounU6n02nTB2Mc6R1GfXIhqxfSH5ts2xsNLJeX/Y+c2rCzS0RETi99UumJpdtH2w69kc/w6Wu17wDPzby2stODpwovIg9ENh78eDktn743U+F0J9A/s/4RA6XJot9r08Gica7axepR5QN56a8mD0TWFzL5zZfuLR8NLT1XbeeBvUubhrKbhmihb5zm0xzyaMmvl6/KhfftLn0zR46OhqXqyT48jADvGfHXBgfHEolUKiX6be4i+Rb5MvnlJKVqiz0AoGGmF+Fb1z9PeodxucxPRESke/2O0mq2v2dGL0FX6oevsL08sDvwoKGdLkff7vU7ym+wD63/N2/k9OJ/uvx05+C6NZvzRUQk+9O3qo5TQuv/9xfKvpnKXtVHdXBjpcJ+YEf+8oSWyQcrX1C/wDF771TPnZmx7GcELlPZXni3ogJf/ZS98sk+vIwA7x3JeDzW29vZ2enz+Xw9r10Jh6XCRPOpxFhPb60p7gAADWrpenKm98+T3lGX5Sz92/6as8GVenBfoK7tV0nl0jVf5IHd2S+JSKVK/oO/ZSxPrbWLR/YESpPZfO6miFS/r3758kThsoK/59jyi8xmL71059Qjt4YDt04fuldjynpAl2+rrVRn12+Pp51WPUxi53aRo/NTe9+9dv7qxJV4cmVuyuTy16umqUsM+pbDu0h49AyTXgCAmkjvqFMh6BoMxqZYjspruvnTRq9vLe8iuLVKUavT/6BkKw7jo75bH9V87fS1nOiNA5GNh96486OXV91Of/P0vZun710SefDgxn9zqonLHMrzeDkytHW7SDIZO56Ijq8qvOmLTlXorYfXefwtr4JQKBKJRsfHZ2Y0TdO0+fn5qanRgYFwuNY8duEBlp0AgJZx+JJypHe4RKffWKe9pZcVPrvWyMWCB6IbDy619X9r/WPdpT+6efrOqZ57a645X5PqS8F7Wv5e93hv0dLvqcSg3lFLflcRFXivCYVCoVA0Eonq/5pKFa8S17ltYGB079HdkRD/rQNAK5i+ILzpN8CT3tGQkD8ocrOZWrczLRfYV6rla3lga/6/yccm6137zf9I1P9IdP1ekc8S2Y+vLV2dyN7U16KbvfejscDBKIW1RljYE2KPUHRm6mpPbzwZj/XGY0U/CA9MUY9TEX8oPG51Ug9Fx8ejpHcAaD1zY7xZN8CT3tG0n+Qq1IoTd4bX3RoO3Dpv7opWIX9QRERuTmQrFqg/ezfwCxGp0QBvwi7K+ueX+wKaWfvtAX0ZuZlNQ8vr4XntyoiFbJ+7zoJJ7CLjM/NTowMr/bXh8MDU/Mw4k1kpiQAPAICZWjqVXTNI72hG4Lf0+dhn710uS+nLK7H5gyZPp7Uyf3vRsurLUvd+9LK/6f2u/F5VdpFfMW7FcuavsnydfDZ2e9XljNS90+tuDQdunS5/fRHp5Fy8SZrPKY9mRcY1TdOqhfJQJLp8w6ymaTNFi8JDNfzRAADANsFgMBgMVvupif3zpHc0qzAf+0d9t8+PLderU7lPDt0+l1+JLfCoyZFiZf72my/dPn1opUj+WeLO6Ufv5eeEO7i+p4n9Fn6v/C6WM/mqXaxSWCgud+mRokMh+aNxSs/8hXXpCkX+1a8vIp+lsucP5HdRbU57rMn2wrsVy8gBK7gHXk2pVGJ+XkSks5OOegBojbv/Yb0p1fjm++dJ7zBDZGP/C7fOnRaR3Ecv3fnopZIf+3eeWW/+VOorO5Wbp++cOl2+RaD/VHPRt+YuHjwYkLeyJTH+geiGnRO3L81KlUMhIvLYscLRCOx9J/DRM1nRqv0KVVahB4AKqMCraf54r+74vN1DAQDvcVQXPekdpnnkVNvOsknURUTE/9hkWzNl8DV2etBfub7Znf2XsxsfMWMX/RV3cXDjwT+qeK7s75mpdihEPxqr5reLbDz0RpVfQUS6A/2tuPahDL9jHoAleK8BjdBXatFXbQGAamxfT470DnP5e2Y2HZpc/1j3Shx98OD6/k/a6pyPvc6dnmo79M7qnXb7H5tsOzRzp6PDnF08cqrt0Mcbi3bhf+xbGw/Vqu1XOBTS7X/w4MZDn7TtLZvQ/oFo29DHG3ce9D9YFPsf7A7snGw7NLPxEbohARjl0zTmvFQQLfSNy2QyIjI7OysE+CKZTKa9vd3uUTiI/j7hmJRT6q2ip/fa1XifzyciFT+LCzfAN9xC7970rtT7xAj+pFTDW6WYXl3o7u5W6ph8/i2nzB5w30uNr0sAGMc98GoKhcjtAOAGCqZ3AKgDs8dBMbTQAwDQQrZ00ZPeAajC9snnmYUe1iLAAwDQEs1MZdfMAnKkdwAK8WlOeQCWoIUeAIDWqrGeXDqdrvHEBvrnSe9wrFvD+XuVNw1xqzDMQ+kbiqECDwBAq1i8nhzpHa5wazhQCPNAkzSfUx6ANQjwAAB4AekdDrdpKFtceyfGA0ADCPAAALRcXVPZNXADPOkdblEe420cDLzA75gHYAnugXe7xGDPa1caf/r2YzPjEfNGAwAoseE/3WtsInrjN8CT3uE6eobX07v+T26MBwAjCPDul0wmG3/ydvPGAQCopcZUds0gvcO9Ng1lCxV4YjwaxM3nUAwB3u0i4/NTcqA3vhziw+GwreMBAJSqqwhfV/886R1uV1yKF2I8GkCAh2II8O4XiozPzG/r6YwlReiJBwAHM16EN9I/T3qHu3C7O1qB6d+hGgK8N4SiM/PS0xlLSrx3cK9GhAcAZ6lWhA8GgyKiaaz3DhcjmQOAZQjwnhGKnhmdIMIDgAJI77CGucm8RmN88Y7on0d9qMBDMQR4D1mJ8K+NHY1EQ3aPBwBQpnYXvZEb4EnvaJ5lydyIwmCI7mgEAR6KIcB7Sih6ZnTiwITIxLupKAm+ZWZnZ0Wkr6/P7oEAcBPjU9nVuAGe9I7aHJXM10ThHc3jHniohgDvMaHozEzU7kEAAGpoeD050rvKNo0/dMvEV3NAWia9wxwEeCiGAA8AgEVqF+Fr98+T3r3KSM18k+FXc0sSpm0epiHAQzEEeAAAHKRi/zzp3Y3M7Wa/NXijvb3dxBe0C4V3AGgGAR4AAKvV1UVPenca6+8zz2QyJu7RRqR3mI8KPBRDgPeYVColIhIK1Z7BLpVKzM+LiHR2RtbYFABgopIu+nQ6XXt70rtlTF/MnIBaDUcGJmISO6iGAO8VqbHBA7F4cuUb4YHRY0ejkcrpfP54b29cRGRgShsnwAOA9UqK8BVvgCe9m4Jk7hwcOpiPAA/FEOA9ITHo0/N4kWQ81hufGBg9M856cgDgJDWmsiu+AZ70viZ3LZkGoCUI8FAMAd79UmM9hfQeHhg9tneryLXzr03Ek0lJxmOdV65OzYxHbB0iAKA+iqd37y2ZBgCAKQjwrpc4Hss3zodH52fy1fZIJBI9mhg70BtLSjLe27Ot8JPWWTw38vrl6YUFERHp2LX/9/f1d21u6ROBUrm5nlvvz4p0b9g/s+FLNTf9xditsy/nRPM/+cmmLrpUYI+7/2G9/Mn/kLL+eQ+nd2rmAMyl+Sqs3AF4GAHe7VLXruS/Gji2OqOHItGZeenpjCUlGesc3Kq1sgw/N/Ls8HTRvy9Mnx2evj508UhXq54IAC5WsYte7593aXpnyTQA9qCFHoohwLvd/NV8/X1gb4V8HorOTF3t6Y0npaVl+LmR4WkR6dg/9Ep/12aRxblzrw+fXZgejm45OdZfo5re8BMBwBt+/U//1//5J/+j8K8OTO+21MxveWXVNAAtR4CHYgjwnhcZn5kSX2+8dWX4xXPfnRaRXUNj/fmy+eau/rGh688OTy9cfn+xv2oQb/iJAOB+5UV4i9M73ewAvIAAD8UQ4N2uc1tYJCkiV66lpMqicZHxqYF4b1xaU4ZffP/ygojsCq9ueu/at79j+mytIN7wEwHAMzb+5yX5z8GbF1a+03x6J5kDUAgBHoohwLtdaOt2PcAnJ95NRatl88j4/OiVorvhzRzBp9crxXCRzVu+IrKwcP1Tkco5vOEnAoD3PJj7sayV3knmAFCCKeygGgK860X2Dkg8LiLJ2IGx3VXL66HozNRVX74MLwPm7X/x+s9EpGPLw2U/eXhLh8jCz64vSsVJ5Rt8os9Xx4XWdDpd8fvBYJDtHb/9X2z486/5RZOvfPfX/vW/M/j6/lv3Noj82pGkHKnwPlm1/d9/vlHEJ5K99ctqb6rmf99MJlPX9vW+vku3z6y+vdn28Thh+wf3yK9e+1cicuuj0h998Viu4uv86jV/xe9X2758PLd4f7pt+0wm46jxOGT74j8pThiPUts7YrJJKvBQDAHe/QoN8pKMdfpiMjBV5Ub3yLg2JT298WQyHq/0c8BlNvzdwt3f7LB7FIAhbX/+UO0NNv7V+ju/c8/4C94avFH5B8cqn3ADgDcR4KEYArwXRMbnp+RAbzxpYMuZ+W2DB2IGNjVLw63wVZ6oaSa0StX7IsXbZzKZ2dlZEenr62vF67t0+0wmY/wyvLHX//XbIksisvHnd84G7n5W6Sn/T/d9fdm2oq6T3Kb1t0T+YSS89jrw/vtuieREApvub8Xx0StC+jFx4P9fNm5f/lZx1/hrb//5aFGLe5XE/g8jqyrnv3YkJyJLz24UkY1/tT5w4Xbp6w/VNRxHHx/j2xv/k+LM8Zu+feFPikPG45ztS94qto/H3u0nJydFpLu7u9p/Pq0ejz0I8FAMAd4bQpHxGe1oKvHu8fMT29bYNDo+s/to4rihwG+CSj3yrX0iPOaTl+6KyAMH23afWvclEZHcLxJ3331m6TNNRJbeH8uFomWdxLN3zwbuWj1QKGFVRK/HfbEqN5wf8YlI4MLt7J42EdH/WR7jAQAVueEaA2AmAryHhEKR6HgkamzL8Rlzp7IDWuiBb236g5WU7v9SpO0PPr77Xx+9+5kmn710NxVtM3dlBSjP/JRexe2hlU/hQoYXkeyeNjI8ABhCBR6KIcCjSdXnjNdnmf/Klir98w0/Earp3rC7vMYe2vDkC3cnT4tI7rOUhEjwqI9lEb0ueminFA8AdSDAQzEEeLdLJRISqbL+uzUvV23O+OqzzDf7RKjlgX3rKt7NHtqzTt5aEi33i3mRkvds99r3wP9i7NbZl3N03nmaM1N6gV5+L5/8mVI8ANSBAA/FEODdbv58b29veGDqzHizKT6VGDzQG08OTGn1vdLmJ3d0nF1YODsx13+kaEn3uYmzCyIdO56sWkdv+IlQS/vWyotlSaf/AZHPRDLXchKpsg08zuERfU1tw0ufr15UT0cpHgAM0gjwUAwnvW4XOToalmS8t9PXMziWSDXyEqlUYrDH5+vsjSclPHq04hJ0tWx+ckeHiEwPR0fmFkVEZHHuXHR4WtaK4Q0/EYBKPh8NVHvUfuJ9sWy1hzUjr6H47vdqikN7dk9boSwPAPCixKDP5xtMVPxZKjHqbTslAAAgAElEQVQ22NPjy+tp+LQfHkAF3vVC0Rltd2LwQG88HuuNxyQcHth37OjuyNo3BacSY++enygsKRceGD0zHm2kjL+5/5Wh64eHpxemhw9PF31/19BY/0oMXzwXPXx2QTr2nyx819gTgcrmc5+JSI0SPVzD7YX0eunpvW14ac0ti0vxQkc9AJTzSgU+Mdgbr/qjntWrRyWT8WRvfGJ0fqahU3e4GwHeE/RV5PQWeP2/6JiISDg8sH27bNu7d+vKptfOn7965cqVZLL4r0B4YOrMUQORv6rNXUdODm2Z+O7Z6QX9Gx279r9yxEAIb/iJUMcnF5YikQp/qlIXlkQTEf+XOi0fExqhp/Q2kc/rfKJLU3ptRtJ7AR31AFCVFwJ8KjHYWSO+98aT+ul6/o7ZVGLsQG8smYx1Dm7VxutunoXLEeC9Y3kt+JUV3pPJeDIpEq/290AkHB441lx0L9jc1X+kq/9IjQ36xy72N/JEqO703cSedZGSj6fU3fffEhGR7nWdXHx2kMZq6Z6M6NUYaZ6viMntAKCc2++BTyXGjr8WW1VfX/3zsdfiIjIwNbOS1EOR6MzUVV9vXOLnE+Olp0jwOgK8xyyv8K63x0+UVNrzwuHwdoNt9oAD5D7puyXf2tAV1aejz6XG7r7/8tJnmkj1OerRMk22u2cymfb2dlNH5D51ld+LUYoHAC9JjfV0xpKil9f3nq9UhZ+/mhSRgb2lKT2yd0DicblyLSXmLUcFVyDAe1QoEo1GotH8v6VS+WkuQkR2uFPuk5duf/JS2bcrLhEPE6h2U7plGi6/FyspxQsxHoDKXF6Bl/DA6LGj0UhIEucr/TgyrmnjVo8JjkaAVwK5HS72wLc2PfnT25Nvla7Z/sDBDbtPrbHYO6ojotulpPweDAZFRNO0KptXxuR2AKBzdQt9KDqjRdferJLE+biIhPft5iRfOQR4AI4XOrVp/57b7z6z3DbfvW7rsQ1drP2+NlK6o5hSfi9GRz0APPhs1QugN98xP9w/+Ex911tbZPnO+GPMQq8gAjwAN/hSpO0P1r5t2N81c1+XwReMboo1eNHbUYjo7tLw3e81MLkdAJW1IqU3tjvrsn1isDOWFAmPHmX+OhUR4IG6dXd3z87OTk5O9vX12T0WKIGU7gGml9+LUYoHoC7V+vESgz29cZHwwBSLwCuKAA8A9iOiq6AV5fdilOIBKMgRHe1WWZ61Pjw6T3pXFwEegDt8Phpwe1glpSurpeX3YpTiASjHzZPY1SUx2NMbJ72DAA/A8W4t515XZHg9petl0M8NP8v5vxea1OryezHWmQOgECUCfCox2LncOD/Oje+KI8ADcLbPVpZ/d0jKpZCOulhWfi/GOnMAVKFAgF9O75TeIUKAB+BUkbbYUiEqWx99m0zpmUxGRNrb280cE1xIT+81yu/pdLp1e6ejHoDnef4e+NRYD+kdxQjwAJyoOD+3KL1TSIc1rGyer4jJ7QB4mc/b09AnjseSIiLJWKcvVuHnA1MaPfWKIcB7TCqVEhEJhWpfoUulEvPzIiKdnZE1NgWsZ2J6J6XDRrY0z1dEKR6AV2my3u4htFLifNzuIcBpnHJugWalxgYPxOLJlW+EB0aPHY1GKqfz+eO9vXER/aodAR6OUm/bPBEdTmZ7+b0Yk9sB8B5NNtg9BJNExjVt3NA3oTYCvCckBn29pZfnkvFYb3xiYPTMOPfLwCVqFN5J6XAd55TfizG5HQCP8U6AB4xx4ukF6pOf2kJE9LL73q0i186/NhFPJiUZj3Veucp6E3CBkohuPLET0eFYjiq/F6OjHoBnaMQZKIZ3vOstT22xanbKSCQSPZoYO9AbS0oy3tuzjXkr4W6kdLiLM8vvJZjcDoAHEOChGt7xbpe6diX/1cCx1Rk9FInOzEtPZywpyVjn4FamqITLENrhao4tvxejFA/A/Rq8yQ5wKW+vu6CC+av5+vvA3gr5PBSdmRoIi4jEe3vGUlYODKjPfbFs+X3vDd/6DtiorvJ7MBgMBoOtG4wRxaG9UJMHAFfIScAhD7uPBFRBBd7zIuMzU+LrjVOGhxsUMnwhuutfUI2Hu7ii/F6MUjwAl9I0kjPUQgXe7Tq3hfUvrlyrWmCPjE8NiAhleLhISUFer8ZTkIfzueLu92pKSvFU4wEXmZycFJHu7m67B2I9v2MegBV4q7ldaOt2/YvkxLvVs3lkfH40LCKSjHUOJiwZmMf19fXJ8oclWoe+eriR68rvxQIXbtNRD8BFNAk45GH3kYAqCPCuF9mrV9clGTtQo7weis6slOEHz1+puiHgOHqMLyR52unhWK4uvxcrjvGU4gE4me23vnMPPCxGgHe/QoO8JGOdPp+vaoU9Mq7pM9ol4/GkVaMDTFRekAecxtXl9xKU4gG4gc8xD8AKBHgviIzP5+eaX3vLmflRY5sCAOrhmfJ7MUrxABzO9s55WuhhMQK8N4Qi4zPa/PzU6MBAeNsam0bHZ+aNBn4AgBF6evdS+b0YpXgAjpUTv0Medh8JqMKD5QJ1hUKR6HgkamzL8RltvOUjAgB1NJbe0+m06SNpBdaZA+BMGskZiuEdDwBAUzzZPF8R68wBcB7bV49jGTlYSpVzDjWlEon5NTbp7IyEQpYMBgA8zKvN8+WKS/H6F5TiAdvp69r29fVlMhm7x2I1etehGgK8N6XGBg/EjEw1PzCljRPgAaBh6pTfi9FRD8AhaKGHanjHe1FisNNQegcAmECd8nsJJrcD4AC2d87TQg9LqVg38LrU2GtxEREJj06d2d1Ze2P65wGgcWqW34tRigdgL1rooRrVzzy8aP5qUkRkYGomGrF7LADgdcqW34sFLtwuviteiPEArEILPVTDO96rBvaS3gGglSi/FwtcuE1HPQDraeJzyMPuIwFVcPLhPZ3bwiLcAQ8Ardd8+T0YDIqIpmlmDMd+dNQDsJpGPRJq4R3vPaHd+8Ii8fMJuwcCAN5F+b0GSvEALJMTv0Medh8JqIK3mgeFoscGROK9PWMpu4cCAN7F3e81FHfUZ/e0EeOB1iksAm/3QOxhe+c8LfSwGAUET4qMz09JZ2+s0xcLDwxsr7HltqPjUSaib0xfX9/k5OTk5KSyH5mAsii/G1QyuR3t9ABMxyR2UA2nIN6UOJ5fSk6S8Zorwg/sHRcCPAAYp6d3yu8GcVc8gJYiwEM1vOM9KDXW01sztQMAmkF6r1fJXfF01AMwi+2d87TQw2IEeO9JvTuhp/fw6NT8vFbbOIvNAYBxNM83jHXmALSC7bmdAA+LcSLiPfNXkyISHp2f4e52ADAd5fdm0FEPwFxM/w7V8I73qu1bSe+tp09fp8/+CsDzWlF+T6fT6XTa9Jd1OErxAMzjd8wDsAIVeO/p3BYW4RZ4AGgByu9moRQPwBT0rkM1XCvyntDufWGR+GusAg8A5uHu91ZgcjugSYovAi8imvgd8rD7SEAVvNU8KBQ9MxqWZOzAYIIMDwCmofzeCkxuB6AZOfE55GH3kYAqqCd4T2ps8PjV7WFJJuO9nXEJhwe2b6+68baj40x1BwBroPzeaiUd9feLCB31AAyg9A3VcEbiPfNX4/H4yr8mk/Fk9TviB/aOCwG+GX19fZOTk5OTkyp3rwEqoPxugcCF24UKfHZPG3fFAzCA0jfUQoAHAKAWyu9WYnI7AHXJaVTgoRbe8d4TGdeMG4/YPVwAcD7K7xb75bc/LXzNXfEAatDE55CH3UcCqqCqAABAVa0uvweDQRHRNK2le3EjSvEAjCA5QzUEeAAAaqH8bqOSu+KFGA9gtRwNxVAMAd7tUmODx6+KFM0nX/iOEcxCbwLmsQO8irvfnaC4FC9MbgcUYRF4oQIP9XBq4naFOecL88mXzEJfG7PQA0Blenqn/O4QdNQDqIIAD7XQcwIAQGWkd6cpDu1MbgdARHLid8jD7iMBVVCBd7vIuKaNr/EdAEB9aJ53LErxAIppJGcohnc8AAAVUH53MkrxAHS2rx7X7DJyqcRgT49vWc/gWCJl6gGC5xDgARPo88foc8kAcDvK764QuHC7EOOze9qI8YCaNPE75NHI6FNjPZ298WSy8I1kPNbb2TNGhkd1BHivSqVSiYJUKsXfAQAwzrLyezqdTqfT1uzLk0pK8cR4QDU58TnkUf/YU2MHYkkRCY9OzWuapmnzU6NhEUnGDhDhURVFBm9JJcaOvzZRfB1vlfDA6LGjuyMh5p0HgCoov7sO68xBTawhp3PxMnKpdyeSIjIwNRON6N8JRaIzU1d9vfHkxLupKEs9oyIq8J6RSgz2+Dp7Y1XTu+S7cjp9PdxcAwDVcfe7G9FRD6hJ03wOedQ99PmrSREZ2BtZ9d3ObWERSV6dN+f4wHuoM3hDaqynM1Yc3MPhge3bi/79ypWiYJ+M9XZOjM7PcF0PAFah/O52gQu3KcUDSnHx+m2d28Iiyfj5xHikKMPrsT68rdO2ccHhXPuOR5HE4Ep6Dw+Mzs9r2szM+CozM/p9NQPh/HbJWOdgwq4BexLz2AHeQPnd7SjFA0qxffL5xmehD+3eFxaReG+hOTaVGOvpjYvIwDHqbKiGUoP7pcZei+e/DNcuq4ci0fHI7m3Lxfr4a2NHI/x1AAAd5XcvKSnFC8vFw1soGBTs2f2fqv3o/Lsvmr67vbtPmPdioejM/NbBA73xWG9nrPDd8MDUmfFIjadBcZysuF7i+HL1fWDKSFN8KD85hogwPwYArEL53UuY3A6exwx2IvJ/vRur/kPze41r7O5f7x6t++VS756/Ujp7VfLK+fkUc06jKlro3S517Ur+q9IpMKqL7B3Qv0hOvMtsdgAglN+9i456wNts75xvvIU+NdbTGYsnJTyQX0VO0+anBsKSjLMUPGogwLudPtGF1DfXhT69JQBARJbTuy3l92AwGAwGrd+vakqWi7dxJADMZXtubzjA61204dH5mfHIcrk9FBmfmRoQkWTsOJNVoTICvGds32q80ya0NT9DPUtUmIp57AD3onne8yjFwzM40yimid8hjzoHrnfRhvftLj2DjxwdDYvIlWvU4FERAR4AoDSa55VCKR6ewQ3wupz4HPKw+0hAFQR4AIDqKL8rhVI84CW25/ZGA7zeEFthQqr8BNX1NNdCKQR4AIC6KL8rq6QUT4yHW9A/X8L2W98bvgden1U6GevsGUwsh/hUYlBfCD48epSV5FAZJy4AAKVRflcW68zBveifL8i5tx4ZGZ8fvdIZSybjvZ3xVT8Jj55hoWdU49p3POBIzGMHuAjldwgd9YDL2V54b7gCLyKh6Mz8/NRAeGV5qHB4YGpemyG+ozrOXTwj3uuLr70VAKAI5XfoAhduU4oH3EjT3D17XCgUGZ+JjNs9DLgIAR4AoCKHlN/T6bTdQ0BecUe9/k9iPJyGFr9yLm6hBxriiNMXNKFz28DAQONP39Zp3lAAwF0ov6NcSSleiPFwHm6AL9ZY7zrgXgR4twtFx2m6AYD6OKT8DmdicjvARQjwUA09J4DJmMcOcAXK76iNye0AV8iJ3yEPu48EVMFbDQCgFsrvMK5kuXgbRwJQG6jI9snnm5mFHmgAJzEAAOVQfodxTG4HR+EG+BI5kjMUQwUeAKAQyu9oDKV4wJk08TvkYfeRgCo4j4EXZDIZB+7R+lHZS7Xf1wiOSUU2Hpb7Rr4sIp8f+fnnDvu/hrdKOScek29/KiL3f/1hWc7wv/z2p1bu34nHxAFUOyyOOgNpb2+3Zkc1UIGHagjw8AIrPz/0D0Uje5ydnVWnzy2TyTjhU9w5jL9PVGPvW+W2SNvwkqOKpz6fT0Q0TbN7IM7i6D8pRevM6WHego56/qRU4+i3iqkKN8DX/n0VfKtw8zlUQ7MHYD51cjvgIjTPwyzFE9QLHfWwECcY5XLic8jD7iMBVXA2AwBQBXPXwURMbgc4AckZqqECD7QQK74ADkH5HS1CKR6wl6b5HPKw+0hAFQR4oCVocgOchvI7WqS4oz67p40YD9NRD6jB9s55WuhhMQI8AMDjKL/DApTi0WrUBirKid8hD7uPBFTBWw1oLa6aA05A+R0WoBQPWE8Tn0Medh8JqIIAD7QKV8oBJ6D8DouVlOKJ8UBL2Z7bCfCwGKc1AACPc3L5PZ1O2z0EmK94gnr9CyaoR8No5auN3nWohnc80HJ89AJ2ofwOG9FRDxPR1leN7XPXMYkdLEaAB1qIj1vAdk4uv0MFTG4HtJTtuZ0AD4tRmgAAeBPldzhEcUe9/k866mEQTXxrIjlDNVTgASvwAQxYTE/vlN/hHExuh4bR0FeD7avHsYwcLMZbDWgtPnQBu5De4TTFd8ULHfWAGWyffJ5Z6GEx2gsBAF5D8zycjI56wES00EM1VOABi9BFD1iJ8jscjlI81sSZgxE5ze+Qh91HAqrgrQa0HF30gJXcVX4PBoPBYNDuUcAerDMHIziLqM32yeeZhR4WI8ADALyG8jtchFI80IycYx6ANQjwgHXohQNazV3ld0BHKR5oWFb8DnnYfSSgCt5qgBXofwMsQ/kdLsU6cyjGRX+DbO+cp4UeFqNSAQDwCMrvcLviCer1L5igXnEUANZEcoZqqMADluKCOtBSlN/hAXTUA8blxO+Qh91HAqrgrQZYhIvoQEtRfofHFNfe7//6wzaOBHAy2zvnaaGHxTjdAQB4BOV3eExxR/39X384uzrVw8Po1zMuS3KGYqjAA1bjUxkwnXvL7+l0Op1O2z0KOBqT2ymL3j0jbC+8U4GHxQjwgHX4JAZaQU/vlN/hYb/89qe//PanhX8lw3sbF/rrYvut79wDD4u5tWQBAEAB6R0qKO6o1/9JR72HcdHfIFrooRquFQE24OI6YBb3Ns8DjSnpqLdxJIATZDWfQx52HwmoggAPWIoL6oDpKL9DNawz52Fc4q9XVnwOedh9JKAKAjwAwK0ov0NllOI9jMv9xtme2wnwsBgBHrAHl9gBU1B+h8ooxXsM5wYNsH3yeWahh8UI8IDVuKwOmILyO6BjnTmP4TyhLlnxO+Rh95GAKjj7AQC4lQfK78FgUEQ0TbN7IHC34gnq9S+YoB6KWKL0DcVwrQiwDZ1yQMMovwPl6Kh3Nc4KGmP7re/cAw+LEeABG9AdBzTPA+V3oBWY3M7VOEOo15L4HPKw+0hAFQR4AIDLUH4HaqMU7zqU3xu2JH6HPEz4ZVJjPT6fr2csZcJrwbMI8ICd+MAGGkP5HVgTpXjXofzeANsL7+ZV4FNjB2JJEw4JPI4AD9iDD2mgMZTfAeMoxcPzbM/tZgV44jsM4jQIAOAylN+BugQu3C6eoF5WF+dhO9rxmnFP80Q9kvgOwzzxjgfcjI9twDjK70BjikvxQke9I9Ga15i7jnk0IR/fB0ZHwyYdFngYAR6wDR/VQF309O6x8ns6nU6n03aPAqqgo96BuI7fpLvic8ij4V8hMdgZS4oMTI3vNvHAwLMoZQAAXMNj6R2wRUlHPe30TsA1/YbdcXs9MjHYGxcJj86PRyR1ze7RwAUI8ID9Jicn+eQGaqN5HjCRHtr1GM9d8XC1a3v/VbUfPXz+v5m+u0/3/ktTX285vp+Jhkx9XXgY50OAnfr6+uidAwyi/A6Yi8ntbMc5QPN+/fyPq/+w+aXd6tjd/9z7VL2vRnxHAwjwAACno/wOtEhxKV7oqLcJXXjNaCA2O0RqrIf4jga4/KYRAIAaKL8DrcPkdrag/K60/MTzxHfUjQAP2Ey/7s6nOFAN5XfAGqwzZwvK72pKvTuRFBFJxjp9KzpjyZXvDSZsHiMcigAP2I8Pb6A2yu+ANSjFW4YL9wAaQ4AHnILPcqCc58vvwWAwGAzaPQpgFUrxluEKvrJC0Rmt3PxoWETCo/OapmnjEbsHCWciwAOOwEc4UA3ld8B6DZTiifoAYAECPOAgFOGBYp4vvwMOV1KKXzOik+EN4uMeQMMI8IBTUIQHylF+B+xVXIqXmhGd9efqxec+gAZQ3AAAOBHld8A5ipeL1/9ZLa6zkvyaKL+jqlB0RovaPQg4HRV4wFn4XAdkOb1TfgccZc1SPNHdOMrvABpDgAcchI9zoID0DjiQkcntuBMeAFqHAA84DkV4KI7mecDhakxuRxG+Nj7iATSJAA84C0V4QFQqv6fT6XQ6bfcogLrVntyOInxtfNYDaBgBHnAirtBDWZTfARep2FFfPOMdivHhDqB5BHjAcbgwD8WpU34HvKG8FE8jfQ18ygNoBgEecCiu00NBlN8Bl6pYiqcIDwCmI8ADTsTleSiL8jvgXhTea+C6PABTUOsAnGtycpIkD3VQfgdcoa66enZPG6m+GB/rAJpEBR5wKD7joSDK7wA8ifI7ALNQ7gAcjSI8FEH5HXALKuoN4wMdQPOowAPOxSc9lKJm+T0YDAaDQbtHAQAA3IEADzgdfXfwPMrvADyMz3EAJiLAA45GER6KULP8DkAdfKADMAUBHgBgJ8rvAAAABhHgAReg+w5epad3yu8AvEr/BKf8DsAsBHjA6fjUh7eR3gF4G5/jAExEgAfcgSI8vIfmeQDexmc3ANMR4AEX4OI9vIryOwCvonkeQCsQ4AHX4EI+vITyuy6dTqfTabtHAaAlSO8ATEeAB9yBkwB4D+V3AF7FNXcALUKAB9yEEwJ4A+V3AJ7HlXcArUCAB1yDUwF4CeV3AF7F1XYArUOAB1yG0wK4HeV3AJ7HNXcALUKAB9yEEwJ4A+V3wAypXGxjdk9bds9hzZTXiZ1o7nUMWEy1fBd24zo7gJYiwAPuw8kB3Ou+kS/bPQQAtkhpIzuy33jD7mFYgavtAFqHAA+4DKcFcDvK74B6UrnYY7lLH9g9jJbjCjuAViPAA67EKQLciLvfywWDwWAwaPcoAJhA/2jmOjuAliLAA+7DyQHcSE/vnx/5ud0DAYBW4QMaQKsR4AEAFqF5HoBX0RkHwBoEeMCtOFeAi9A8D3Utvpcb2ZHdo08X35bd05aNHc7NlU/GXnsq+IW2/7jZ2ETx7+X3NfJe0d71Xe/IjpzQFtcccUorHnDscG4uVW1TrcJvtyO7+rfTRjZm92zXFnwiIvJ2Tt/sh6tfs+R1YjuyP3yv6m9atPH9X3+4+iG1GuV3ABbgjApmWTw38vrl6YUFERHp2LX/9/f1d21e81lzI88OT1f4/q6hi0e6TB6hp/T19RHg4S6U36GiucPZb/4XEZ+Ib+WbC29r33xb63jeP3rSV/2pJlg8kf3G0aJdfyCXPshd+oG8+nagK7TWU5aftfC29s23s/uvBJ4reUoqN/K8lp+Xrvi3+0C+uT1Xz2+n/XBH7uzq11n4QBb25s4+Ia9eDpScDdh7SKvgExmAZajAwxRzI88ePruc3kVkYfrs8OGRuTWft3j9Z60cludxxgBXoPwORS2eWI6aT8jO1/2vnve/et6//3Xp0EREFt7O6UXyVrmWO350VcrN+0C+uT1b+RP6B7lvVHyKyNnSp2gjj2k1ZpU3/NsVpfdyH8g3d+SKWwbKDumv/v0ZCw9pLZTfAViDkyqYYG5keFpEOvYPvdLftVlkce7c68NnF6aHo1tOjvXXKsN/en1BKLc3iCI8XITyOxSkzf5Aj5q+Ny/7C5+FXU8HnntRG9mYu+STSxe0I0+3qmJ86RVNfNLxvP/oSd9mEb3d/fge0VvZv3dC63qxdNcLH4j4ZOfr/n0v5p8ydyL3zeVIn3xPup7Ob7l4IndJ/+oJefVtf1co/1KLKW3i+fxyccu/ne/IncCRVC72mLbgE3nef6GoSL54Inf2r/KvX7RfWXwvd3yPtuAT+UA7fkIbzQ+1/JDezWR87e0WHdIq+CwGYCUq8Gja4rnvTovIrqGx5Z75zV39Y0O7RGTh8vs177WbS06LSMeWh1s/Ss/ivAEOR/kd6vq7v6r2E9+RO4ELtwMXWtzv3fG6fzSf3kXEt/npwOhHvnyx+pVcxSL8zvOBIy+uPKXrxcCbx0U0EZG/vVa4yXw5SIu8ejlQSO8isjnkO/J2fhdyZc377VdeZ/V+ZfPT/tE7/p1lQ7X9kJZh6TgAFiPAo1mL719eEJFd4dU19K59+zvWSvB6A33HjifXvlceFXHGAFeg/F5DOp1Op9N2jwKt8Zu/IyIiH2jf2JH94QltsepUcK3xhO9oWY1dQv7f+8P8l5+Wj+cJ376nS7+3udfXUfo933OXAxduBy7cLr1BXUQk5PvfDI4wpV3WA/nz/iNl+xXx7Vu+dlAYqs2HtDI+iwFYiQCPZuW74MOln+Gbt3xFRBauf7rGUzt2bPn03Ej0WV00OjK39gS5WIUiPByL8jtU5ntuKJ8/5QM5+0ruG9vz86XXmF/dRB3/1lfx8njXnvyo/q4s/VZ7igHaYkqbey/3w8PZ2MbcJYNV8JSmz52zc0/lJxSuHSwPtfyQ3v/1h607pGX4/AVgPU6t0KR8Fb1CF/zDWzpEFn52fVGqzEavP3Xh7PDwyvcWFqaHD0/XuCne56vwKW99/SqTyVi8x2q6u7tnZ2cnJye7u7vtHYlzjolzcEzuE/n8yM8/X30cOCzlOCblPHFM/rkM/8kXT/3phuur50tfeFs7K7Ll93516PjdLxd+8Mu2JfmCiCx9/stMJlftJVf9dPkpcvsfMpm7+W/+/RdFNojIQw99VvkYPtC2Rb5wXeS///UvMv88t/auq/7U//O/2PDO6IbZvw6smveu8PXSrV9mbm80MNRLe7OXqv3CPpHiodZ1SK3Q3d3twPeqZUNqb2+3ZkcACqjAwz567V6kY9fQyYsXL168ePHkyf27OkRkejh6jjq8YbZHd6Ci+0asPY8GHOjLA7/6j4t//+//+B+7/2npj65/74tDz7T93I5RmWHD6Wd+Y+jAF2b/Rk/v2S3/NNv9e//43JlfDX/6q25j5fCf//dAAzt2zCGdnZ21aE8AUIQKPFps4fqnIhUr8Pkl5HYNjRWq7TXOz5QAACAASURBVJs39x8Z2yLPDk8vXH5/sb/SBPaaZkuX3Ar9qrYDLznPzs7aeBteJpNx4DGxkWPfJ1a6LdI2vNS2+pu8VUrwVqnIa++Tp16Vp14VEVl8T5u9lrv8A1nQF077my+89d0v5qdY//9y60QTkXX33d/eXtJslsksr9O66qfLT5G2X1v55m9k9f9t+40qx/D/zV4XEZF/8s++lN+g1q4r/3TucHb2b0REdp73H3naJ6JH8Q0iIqL9WHIiIus23d9+X3v1obb/s/xQd54PVLoHvtiXSv59+ZBmrnz/gU9uVDmkLefAu9/5kwJ4HhV4tFj1KeY3949dvHixvFe+K2xkAnusop9DcDMenIO734EKNj/te+7FwOjlwIXzy0uX/9TQE3/+4w3X69zXpQuVL3jPXcj3pf9mqM5XLEjlvvdfREQ6XvdXWLMtpf2twdcJ5W9xrzZUI778fzR4SJvDBy4AuxDgYczcyLNlRiquQNO8h7d0yBrT36GcA+sAUByTz0NtqVxsY3ZPWzZ2olI6DVUtES/8oHz1tQ3v/Onq+8yNeDs38l6FUenZW57wdTce4LWFqj/Tfvi8tmBwqIX56t/O/bDSfPKLJ7J7Nmb3tGXzv0ijh7Q1+NgFYAsCPJpUfbJ5/Rb3r2xpcEZbVodvCDUBOAHld2AlnS68kosdXrXg2WJKG1lOuSsTsBfS7AfaN3bk5pa3X3wvN7Lji7MNhdNLe7MjJwqXA7S5E9nYY/n9NjHh/ErlfOGV3MjK9O/a4nu5kR25sx9Ufkr+t1u1OPzKQnFntxcPVSSlzR3OfuOoiK9ocbt6D2mr8FELwEacY8GYriMXLx6p+JNqk81Xn54+//Nz0cNnF6TChPNNJn+F9fX1TU5OTk5OUhaAjfT0TvndoGAwKA6Y3QOt4DtyQS7tEfHJwtu5b7xdaZNV6677wn8ol/TNPtC+uT1bvGH3H//j4p9+4Xr9yfTSK7lLrxQPKr/fCkvEGxfy7fgdTb/n/NLe3KVqm32gVZgF5wPtG21ZEdl/JfBcSDa/6N//g3zmLx3q8mh3DvmXX6T8kN4vsupAVVzK3lR6eudzFoBdqMCjWZuf3NEhsnB2YnVD/dzE2QWRjh1PVovheuleppMljfiL5747LZUWlocRnFLACUjvgIiIPB14c7nCXMET8urb/uIPya6T/p1PVNiw4/lfHXyq7p13vO5/9fkKe+943vfmZX9z18h9z73t66jye+183b9/+bf4dKVI7gv/4arNVpZ2v7yyfYVXO+9fNb9dnYe0NfioBWAjAjyapid4mR6OjszpzW+Lc+eiw9NSM7+LdO3bX/I8WZwbiR4+uyDSsX8f+b0JdPfBLjTPA6tsfjFw4SP//ueloyijdjwh+8/737wc6Cq9C9135LL/1deLNn5C9p/3j568Kw3pOhl484IUknZH/tXMiLgh/6j+exWy9BOy83X/m1cCR170PTeUz9h/V9Tl3nXSv7/ogsLfXis80/fc5cCb5307nyhK5k9Ix/P+N68EyifJq/OQmouPVwC289G2BxMszo0cHp4u/e7q7vh8y3zH/pNjheXh8t8rf+LJI11ObaB3xQIt1jf4eW3Np6a54n3SCreH1tUuv/NWKeHz+YQW+jK8T0rU8yflveyePSI+6Xjdb9Vqajay+K3i/JvUlP30AdRBBR5m2Nx15OTQ/l0dhW907Np/snyBuPLn9Y9dPDm0q6PwxI6OXUMnLzo3vbuFw08v4FWU3wF4GOV3AE7AyRZMsrmr/0hXf+V57vQN+scu9ld84pGxrhrPQ8OcXyiA93D3OwAP41MVgO2owAPepJ9kUC6AZSi/A/AwPk8BOAQBHvAsCgWwGOV3AB7GpyoAJyDAAx5H0QAWoPzesHQ6nU6n7R4FgFr4JAXgHAR4wMtopIdlKL8DzvB04MKdwIXbAQWmoLeG9Qu7AEANBHjA4zjnQKtRfgfgbXySAnAOAjygBIrwaCnK7wA8iU9PAE5DgAe8j0Z6tA7ldwDeRvkdgKMQ4AElcP6BVtDTO+V3AJ7EhW8ADkSABxTCuQhMR3oH4EnMXQfAmQjwgCpopIe5aJ4H4FWkdwCORYAHFMK5CMxF+b15wWAwGAzaPQoApfjEBOBMBHhAORTh0TzK7wC8ik9JAE5GgAfUQiM9zEL5HYD30DwPwOEI8IByOC9Bkyi/A/Ak0jsA5yPAA4qiCI9mUH4H4EmkdwAOR4AHVEQjPRpG+R2AJ/GZCMAVCPCAoigyoGGU3wF4DM3zANyCAA8ojYID6kL5HYBXkd4BuAIBHlAXjfRoAOV3c6XT6XQ6bfcoAKXxOQjARQjwgNIoOMA4yu8AvIfmeQDuQoAHQPEBRlF+B+AlpHcArkOAB1RHIz2MoPwOwJNI7wDchQAPgNMXrEFP75TfAXgJV64BuBEBHkAepzKogfQOwEtongfgUgR4ACI00qM6mucBeAzpHYB7EeAB5JHhUQ3ldwAeQ3oH4FIEeAClyPAooPzeasFgMBgM2j0KQCF8xgFwNQI8gBWFigTnN0q5PbSuRlCn/A7AM2ieB+B2BHgAq3BagwLK7wC8hPQOwAMI8ABKcTM8Cii/A/AS0jsAtyPAA6iKDK8yyu8AvIRPNADeQIAHUAE3w0MovwPwCprnAXgGAR5AZWR4lVF+B+AZpHcAXkKAB1AVGV5llN8BeAbpHYBnEOAB1EKGV1DF8nvtpebQsHQ6nU6n7R4F4Fl8eAHwGAI8gDVQuFCKntJLyu+F6E6GB+AiNM8D8B4CPIC1sbCcUorTe3HhvW14ib56AO5CegfgMQR4AHUgw3tbcYG9pGee6A7AXfjAAuBJBHgAhnAzvCL0oF4S3UnvANyF5nkAXkWAB2AUGd7b9NBOzzwAtyO9A/AwAjyAOpDh1UF0B+BepHcAXkWAB1AfMrznUXgH4F58NgHwNgI8gLpR2fCY4rhOdLdYMBgMBoN2jwLwCJrnAXgeAR5AI1hYzmP0qjvpHYB7kd4BqIAAD6ApZHgAgO1I7wAUQYAH0CBuhgcAOAEfQwDUQYAH0LhChp+dnbV3JAAANRXSO+V3ACogwANoCnV4AIBdCpePSe8AFEGAB9AsMjwAwHrU3gEoiAAPwATd3d36F2R4AIAFSO8A1ESAB2AOTqGABqTT6XQ6bfcoAJcppPfC5WMAUAQBHoBpWBweANBq1N4BqIwAD8B8ZHgAQCuQ3gEojgAPwExMaAcAaBHSOwAQ4AGYjAwPADAd6R0AhAAPoBXI8AAAE5HeAUBHgAfQEmR4AIApSO8AUECAB9AqnGkVSS2dWHd7aN3toUNZi/d4YizX6l1Y90sBUA7pHQCKEeABtBALywG1BYPBYDBo9ygAhyK9A0AJAjwAK5DhAQB1Ib0DQDkCPIDW4mZ4AEC9SO8AUBEBHkDLkeEBAA0gvQNACQI8ACuQ4QEABumfFKR3ACi3zu4BAFBFX1+ffk42OTnpmdOyXDqR+8vXsh/Oacvf8T3U5fvdM/4H/5c65n5PJ5aKX+ShLv/vntmwLVRl41T2Lw8sreyxy/f4sfX/IuJfYx60VPb7K8/yPfRC4Hf/aJ3JuwAAE3CdFwBqoAIPwDreqsOnlr7fc3f0maKgKyKi3ZjLfefRTf/1jwxeH81d6rld8iI35nLfefT29xPllwByVw/dGX303qo9zmkfPnN3tOfu1VTVfaTH7gytepZ2462l7zx651KFpzS4CwAwA7e+A0BtBHgAlvJMhs9+/9GlD+eq/jjz521Tf7H2q1w9dPfHVV7kw2fulQTsq4fufuctrfLWc7nvPHr3asUfTdwbfbnis7Qflz2lwV0AgAlI7wCwJgI8AKsVZ3i3xvj02NKH+ldd/q99vGF4qU1/xD5e/3hXfptPEtk1XiVx9ztv6V/5Hn9jfSz/Ihu+9oJPRES0H/9ZttLG8tALhY3bYu/4H8p/O/edQxX2eGNOK339N3zLP8z9JFFxPPXtAk1Ip9PpdNruUQD2I70DgBEEeAA2KD4/c2OGz300oZep/V+b2bAttPKXNBgKfPXMunzcvarVzmVXL+Sb5B9/Z+NXo4HlO8z9206tf0q/CvBWdrninbv0WmHjDS+eKmwswciGFz9e3uNbS5W64steP7oxtpzhb1wrNOo3tQsAaALpHQAMIsADsEdfX5972+n9O2fy1ext5T8M+R4q/2YFuZs/ERGRrnX/IrLm62s35gobl/3hDq37vXwg127Ml+2nwutLcHegbJBN7AIAGkd6BwDjCPAA7OTeDF8il07lriaWLh26e2LdvQ8NPWU5MP+2b+3Z3VPaDREReWhf5angC4G8qKKeV+0pJu4CABpFegeAurCMHACbuXd5ufI15OpRCMy/5VtjSxGZz90w9qo3ftrQYKzZBQCsQnoHgHpRgQdgPzfW4bOr15DzPdTle/yFdU+9sz62tP5x0/fW6TfWlm/scoBduwCAFaR3AGgAFXgAjuCyOvzVQ/c+nBMR3+PvrP9q6R3jxuZpD/keErlBQRuAikjvANAYKvAAnMI9dfjU0v/9lojIQ2+Up/eV3nijflJpsvrE3aF1t4fW3f6+vszb8sR4NyZyFWe2T7+bzTfkb230z7oFuwAAEdI7ADSB0zAADuKSDF/rdvHcpQNLxgJ84LdfEBGRuaW/TJT+bHmFOd9DnZL/oiu/8ffGyuaQSy1972Vt9fYNsGAXKBcMBoNBQ9MMAt5AegeAZhDgATiLGzL88u3iN16+9/3Eyjrq6cTS93vu/njO6Mts25P/E/zhM3e+P5bN171TuauH7nznLRER6Qo8FtK/6995LL/xjZfvnjiULRTJ04m7Jx5dvmTwwrqdoYZ+I4t2AUBxpHcAaBL3wANwHMffDx/yP94lP54TEe3DZ+5WXTTur3NpkVq11ciGr71w+ztviYj24cv3Pnz53uof+546sy5YYWO58da90bdKNhYR/9dOBer6PaqPp2W7AKAu0jsANI8KPAAnKq7DO7AU7995Zl2VOdt9j7+x/im9F120m6k1XmjbqQ3LG5e9zjsbS2rd205teOqFKjPAd/m/9vGGbWvsbW0W7AKAkkjvAGAKAjwAhyo+yXNehg+te/Hj9U+94FuJ8V2+x99YH/t441ejgZ3H9Nq1dmN+zRfy75xpi72z7vGuldj80Avrvvbxxq9GKm18amPpxl2+x9/ZEJvZsM2cznYLdgFANaR3ADCLT9NYwAioQyaTEZH29na7B+IsmUymdcfEjWd+vE+qaelbxY18Pp+I8FlcgvdJCff+SSm+/NqKv+G8VUq4960CwCAq8ACczg3T2gEASrU6vQOAgqjAwwv0683wttnZWf2L7u5ue0cCmEhfQy6dTq+5JeAu/NFWAaV+wHoEeKA+NKdVZE0To4t66XmfVEO/awneKhXxPinhuveJZX+ueauUcN1bBUC9aKEH4Br00gOAwxUvHeL8i60A4DoEeABuQoYHAMfipncAaDUCPACXIcMDgAMVF95J7wDQIgR4AO5DhgcAR6FtHgCsQYAH4ErFGZ4YDwB24aZ3ALASAR6AWxWfKZLhAcB63PQOABYjwANwseI7LcnwAGAlbnoHAOsR4AG4Hhke7hUMBoPBoN2jAOpD2zwA2IUAD8ALyPAAYA3a5gHARgR4AB5BhgeAVqNtHgDsRYAH4B1keABoHdrmAcB2BHgAnsLycgBgOm56BwCHIMAD8BqWlwMAE3HTOwA4xzq7BwAA5tNPMfWTTv2fnHQCQAMovAOAo1CBB+BZlOIBoGG0zQOAA1GBB+BllOLhcOl02u4hABXQNg8AzkQFHoD3UYoHAONYKw4AHIsAD0AJxaehTFAPANXQNg8ATkaAB6AQSvEAUA03vQOA8xHgAailpBRv72AAwCG46R0AXIEAD0BFtNMDQAE3vQOAWxDgASiKdnoAEG56BwBXYRk5AOpikTkAKqNtHgBchwo8ANVRioeNgsFgMBi0exRQEekdANyICjwAUIoHoBCiOwC4FxV4AMijFA/A80jvAOBqVOABYAWleABeRXQHAA+gAg8ApSjFA/AY0jsAeAMVeACooKQUz/kuAJciugOAl1CBB4CqCie7k5OTlOIBuEvJHy7SOwB4AAEeAGqhnR6AG5VEd9I7AHgDLfQAsAZmtkPrpNNpu4cAr6HqDgAeRgUeAAyhFA/A+UjvAOBtVOABwChK8QAci+gOACqgAg8A9aEUD8BRmKwOANRBBR4A6kYpHoBDEN0BQClU4AGgQZTiAdiouPDOPPMAoAgCPAA0rvikmbXiAViGwjsAqIkWegBoVl9fX+FkWv+iu7vb1hEB8CyiOwCojAAPACYoviteRGZnZ4VzaxgQDAZFRNM0uwcCFyjp8eEvDAAoiBZ6ADBNyW2odNQDMIt+WVDHHe8AoCwq8ABgsr6+vkwmo59tM0c9gCbRMw8AKKACDwAtUXwbPPPbAWgM6R0AUIwKPAC0SsmN8VTjARhXHN2ZFxMAoCPAA0BrEeMB1KV8srpMJmPXYAAAjkKABwArEOMBGEHPPACgBgI8AFiHGA+gGqI7AGBNTGIHAFZjtTkUpNPpdDpt9yhgP9I7AMAIKvAAYI/iajyleEBZRHcAgHFU4AHATiWleKrxgDpK/pMnvQMA1kQFHgBsxo3xgFLKr9Px3zsAwCACPAA4AjEe8DyiOwCgSQR4AHAQYjzgSeVLu9s1EgCAqxHgAcBxiPGAN1ByBwCYiwAPAA5FjAfci+gOAGgFAjwAOFp5jCcGeEkwGBQRTdPsHghMQ7c8AKB1CPAA4AIsGg84HCV3AIAFCPAA4Bp9fX101ANOQ3QHAFiGAA8AbsKN8YBz0C0PALAYAR4A3KdijBfyA2AVojsAwBYEeABwq5IYLyR5oMXolgcA2IsADwDuVsgP5UmeaAGYhegOAHACAjwAeER5kqcgDzSPbnkAgHMQ4AHAa2itd5F0Om33EFAZJXcAgAMR4AHAm2q01gtRBKiO6A4AcCwCPAB4HEkeMIhueQCAwxHgAUAVTHcHVETJHQDgFgR4AFAO090BOqI7AMBdCPAAoC6mu4OayO0AAJciwAOA6rhJHoogtwMA3I4ADwDII8nDe8pDu/BmBgC4FgEeAFCKJG+ZYDAoIpqm2T0QryG3AwA8iQAPAKiKievhIoR2AIDnEeABAGtj4no4FrkdAKAOAjwAoA5MXA8nILQDANREgAcA1K32TfJClEJrkNsBAIojwAMAGlcxyQthHuYhtAMAUECABwCYoCRQVavMd3d3WzcmuBm5HQCAcgR4AID5ioNWcRKbnZ2tuA0ghHYAANZCgAcAtFa1ME+bvYik02m7h2A/cjsAAAYR4AEA1unu7m5vb9e/rhbmhfCmgNqhPZPJWDscAADcgQAPALBHtcq8UJz3ooqJXcf/xQAAGESABwDYz+AceCQ9t6gR13X8XwkAQAMI8AAAx+G2eXdZM64L/38BAGAGAjxMNzfy7PD0rqGLR7qMbb94buT1y9MLCyIi0rFr/+/v6+/a3MLxAXAXwrzTENcBALALAR4mmxsZnq5r82dXbb8wfXZ4+rrx9A9AKYR56xHXAQBwDgI8TLQ4N3K4zvg+PC0iHfuHXunv2iyyOHfu9eGzC9PD0S0nx/opwwOowUiYr/0slCOuAwDgZAR4mGNx7tzEd89OL9T1nHPfnRaRXUNj/fl6++au/rGh688OTy9cfn+xnwQPwKAaE9qXcNpc6MFgUEQ0TbN+10JcBwDAbQjwMMHiuejhswsi0rFr6JVw0mAVfvH9ywsisiu8ulu+a9/+jumzJHgADaodOGtEVs+X7onrAAC4HQEeJinMPjeXNPiMT69Xyu8im7d8RWRh4fqnIgR4ACarEVCdXLo3kr0bQFwHAMBdCPAwweb+sYv99T5p8frPRKRjy8NlP3l4S4fIws+uL0qF2eh9Pl/5a6XT6Xp336RMJmPxHp2PY1KOY1KRYw9Ld3d3jZ/Ozs5W+1Hz6bpF+bxE+S/o2P8vxNljswvHpCIOSznLjkl7e7s1OwJQQIAHAGBtNeJ9jWxvwd4BAIA6CPBwqio99HZN9VSgX9XmknOJTCbDMSnG+6QaT75Vmm9Ep5W9hCffJ83gT0o1vFVK8FYBPM9v9wCAKio11wMAAACAsqjAw5i5kWfL5pbfNXTxSOkMdAAAAACAliDAwy7VJ5vXp6f/yhbmoAfgedbPwQkAANyLAA9juo5cvHjE3JesNtl89enpAQAAAEBd3AMP22x+ckeHyMLZiblV356bOLsg0rHjSQrwAAAAALCCAA/76AlepoejI3OLIiKyOHcuOjwt5HcAAAAAKEULPayyeC56+OyCdOw/OdafD+eb+18Zun54eHphevhw8Qx5u4YKmwAAAAAARIQKPGy2uevIyaH9uzoK3+jYtf8kc9sDAAAAQBmfpml2jwFwk0wmIyLt7e12D8RZMpkMx6QY75NqeKuU4K1SEe+TErxPquGtUoK3CuB5VOABAAAAAHAB7oEHAMA2wWBQROiGAwAARlCBBwAAAADABQjwAAAAAAC4AAEeAAAAAAAXIMADAAAAAOACBHgAAAAAAFyAAA8AAAAAgAsQ4AEAAAAAcAHWgQcAwDbpdNruIQAAANegAg8AAAAAgAsQ4AEAAAAAcAECPAAAAAAALkCABwAAAADABQjwAAAAAAC4AAEeAAAAAAAXIMADAAAAAOACrAMPAIBtgsGgiGiaZvdAAACAC1CBBwAAAADABQjwAAAAAAC4AAEeAAAAAAAXIMADAAAAAOACBHgAAAAAAFyAAA8AAAAAgAsQ4AEAAAAAcAEfa88CdfH5fMKizVgL7xMYxFsFRvA+gUG8VQDPowIPAAAAAIALEOABAAAAAHABAjwAAAAAAC5AgAcAAAAAwAUI8AAAAAAAuAABHgAAAAAAFyDAAwAAAADgAqwDDwAAAACAC1CBBwAAAADABQjwAAAAAAC4AAEeAAAAAAAXIMADAAAAAOACBHgAAAD8/+3dPW9iZxYA4Bdp/4UzUpAgxWp7K6AULk2kUYrRFFtMOtBUeIps45RxkxSGyjJdXGwxchFZCpQuIrNyv9oiIBFpxr+DLe69gM03+IMLz9ONbe68+KLX99xz7jkApIAAHgAAAFJAAA8AAAAp8LeXXgBsvtvT1yfXB8dXH/YX+/m7y9Of/7ju9UIIIWQP3v3z7Zv9vSdcHy9qtdN9e/r65HrC15f4nJEGK+8GtpGdYhthWa5MYHfJwMMct6cTr5Cm//jr9xfJ38gQQu/64uT96e0TLIwNsOrpvvv011Mui82w8m5gG9kpthGW5soEdpkMPMxwd3v6fsk/kifXIYTsu+N/vdnfC+Hu9vLnk4ve9Un11Vn9jZvdW2b10/35Uy/Ik225lT8etpGdYhthSa5MYNfJwMNkd7eXp9Xl/kaGu8t/X4cQDo7rSWXa3v6b+vFBCKH3x3/unmCVvKA1Tvdt+zqEkH31xdOvkhey8sfDNrJTbCMsw5UJEATwMNHdZfX9ycV1L2QPjs+ODxZ91X/+6IUQDgr3syH7b99l/Z3cPmuc7qjyNfvN1zIfW2vlj4dtZKfYRlicKxMgooQephj0eLltL/iKuJ6x8LCace/VlyH0ep8+h+BKa3uscbo/f+qFkP3m1efL058vrnshhJDNHvzzXx+0FNoaK388bCM7xTbCclyZADLwMNHem/pV/cOSHVrjfMiEesYvXmVDCH99cqN7i6xxuqOX9i5OTuLL7hBCr3d98v61nkLbYuWPh21kp9hGWIIrEyAigAd4XlFCJITswfHZ1dXV1dXV2dm7g2wI4fqkeuliCpjLNgKwqwTw8Fx6nz6/9BJ4PtNPdzz76eC4Pqh13dt780FPoV2y8m5gG9kpthGemi0FUkgAD89Fs+CdMv10772pX11djU9+2i+49N4ZK+8GtpGdYhvhqdlSIIU0sWNX3Z6+HpvEYp4uDz3n5+SLV1k9hYB12EYAtp0MPDyWvVdfhsnlaNHDil++cjm1RZ7sdMuHbIOVPx62kZ1iG+Gp2VJgC8nAs6v2P1xdfXjcQ0aZj78+3YX7TWKnN4Fl403/nKx6uu8uq+8vepPS+C6ntsjKu4FtZKfYRnhqthTYPjLw8Gj2vv4mG0Lv4uP9IT63Hy96IWS/+doF1VZZ9XRH+ZBw3X4w6+nu8t/XYdK0XtJo5d3ANrJTbCM8NVsKbB8BPDye6O9kuD6pnt5GHYTubi+rJ9fBX8lttOrp3n/77sHrwt3tafX9RS+E7Lu3Lry3w8q7gW1kp9hGeGq2FNg6mX6//9JrgM0WtTEbL1WMaxiz787qbwZ/Au9uT9+PNT3THW9bLXK6J31O4q+Nv/Dsw77Lqa2x6sfDNrJbbCOswJUJ7DAZeHhUe/sfzo7fHWQHX8gevDvzN3JbrXq6997Ur86OD7KDF2azB8dnVy67t8vKu4FtZKfYRnhqthTYLjLwAAAAkAIy8AAAAJACAngAAABIAQE8AAAApIAAHgAAAFJAAA8AAAApIIAHAACAFBDAAwAAQAoI4AEAACAFBPAAAACQAgJ4AAAASAEBPAAAAKSAAB4AAABSQAAPwMtoVTIzFIvFYqXe6s57ebE+/UceW7dezGQyldajH6HbqleKxeLIm6/UW92F31h01KVXNvMETPi9dluVwRqLxcr0cxMdePqZWf/3CAA7SgAPwCZqt9vtxlEpnylWnjFEn6Vb//6ovdYRWpX8UTuUm+eHo4dtVYr50lGj3R4ePHrr+eJCMe6q6+r++d9lfrpezJcagzW2243SlPV16z81QgjlH6u5KcfKVX+tFUKj9Jw3XwBgKwjgAdho7cZR/uUjvW69mF87fC81QijUfji898V8qTHtuO0FYtzVbyt0/rfE61q/RP9Ludnp9/v9Tq0QrW88hI9+8sHbfChX/bEcQvvo+xc/sQCQKgJ4AF5Wudkf1+l0mrVyIf6R9lF+LFI8PO/3TJBJaAAABn5JREFU+/3+zdQ876PptiprR+9xXrpQ+3V0vXGyOoRQKDc7ncGbH7719tEvs7LwUU5/tQXFCfiJv/4Hv9dkneXm+WEuhCSHHkJo/HZ/ecldil/nnZbDH2qFuW8PALhPAA/ABsrlcofV85so0xtCCI2fXiJZ223VK8UZOfKFjxPlyR+UlXd//9gOIYRCrXNzfpgbfCt3WD2/aZajfzwMkUck0XKtvMKS4gR8+btZmfL7P1v4e37wpdxX/wghhPDfP0dOy/zq+aEoCR8mJfEBgCkE8ABsrlx1EMg+f7K2W48eTg8hhEKtM7yZsLS4AP1hsJzExW+/nRDvRinq8CBEHj3oINn91SpL+q0Rwv2YfG0LVc8Pxe/wZW7NAEAqCeAB2GiH55Nz0ZO60N9rx95t1Sv3GrsP26ZHXd+H35vZ7r5QbnbWq9SPg+WxZPfspwCSHPdE3Xqx1Aih3FxxYUkB/T++erQnEJZJv0dy374thBDaH38XwQPAQgTwAGy4/N/j1Pe0XPS4P1uVzCB7HkKI26ZnKq0QBl3fh99rHJUmNcr76m2t2enfxM99r2rwAPkixeoj4rB/UoydVOTf72e/jJGi+NHpcFPuZcRnoP2/znAJD+4ArLQkETwALEcAD8CGi8O8+wHkTI2jUiPKnCdd4eKmcI1SsVhqtAvlWtIyrtOMK9XHW6LnDqvV9WL3EMJyD5sPDfrbjb9u/fB9OELu4/eZ0elwIR7d9/A3EZ+BRikuY0h63w/K5Zesnh8cOKoyEMEDwGIE8ABsobgvXPyv3OH5j8mj9O1Qbt6cV5OWcbnDwWP2C98fWMpKD5sPusuPR+nxt9YJ34cj5EaHz49oP5zcN+w6X8pnMplMPg7f42bzy1fPJw6/K4cgggeABQngAUiNhWvox0PJOFKcmCVOavQXL9Ff3AoPm7cqxVKcfZ8Qvked6zrrhO/DBHyhXBsZXzdrfl2uejM62K9QKDc7yfP3D9LvozX591oPTDKhOh8AmEYAD0BqLBoFz0p3TzjGzHZxa5owgW2WbquSKQ0a308L3+dOWZ8jV72Jp72fV0fG182ZX5c7rJ7fJGPih/UN9xfVrRdHa/Lb7UYpX1xgUtxT3DwBgK0jgAdg0yUF3wt7xN7qz6jbqhTzce69UOs87C8fN55fP3yfY9D2f8YE+tFV3auejwfmhbj/QDR6rz1j2PtT3jwBgK0jgAdgww0Lvh9zaPmGiTPXIURz68anw3V//9gOIYT2UT7zQBz0h0YpM5yit4ZB2//57lfPDxruN+P8/PDZ+UVuBgAAcwjgAdhsSeQaCm+/TWNifb5uqxK3hYuC9zXn1j2fKGAf1gRMeF4gybArkQeARyCAB2CjJUXZaS2Mn6tVGa2bf47gvVWZmalP7pjMK3hIxtkt33t+9CBJeQUAMJ8AHoDN1Y06pIWwwozxzTCny3r8YHsIhXKzP143P2LQeG5c0nau3Iz+Pa9DfVIi3/ipPp4WT0a8zy14WHH0+xRbencGAB6XAB6ADdTttuqV4qCn27p53pczs4R8ECyXmzdrzYVbck3VH6OQv32UL1Za3WRl3W6rUoxr+efF7xNHvydT3UfuVswbo7dkl34A2G0CeABeVtJ67Z58vnQ0HEa27tzzl5QEtR9/H4vgh08HTPwdJNbpSdetFycd5PCHWjLvvVHKJ13x8kkbvfm97qOlj82pj99soxRPfx/eofhu8vlr/RbVH2xrewMAeFwCeAA22uSe7CkyIS0diYPXF5Gr3nRq03rNT5hhd18y+n28ej65M9Ao5TOZTNyab/r9lzg/L34HgMUI4AHYRIVCoVxrdjr99PRknyZJSz+YpPbS7dty1Zt+p1krF4ZxfPQ7n/0s/pTq+ZGjdpq1cnLMwsz7L3G7PPE7ACwo0+/3X3oNALDVWpVMqRFCuTm3v9xO6daL+aO2XwsALEwGHgCeWFxYPrHr++563Db2ALALBPAA8NRy1V9rhRDaR7+s0ZBuu8wsxAcAJhLAA8DTi0e3ScLHpN8BYAUCeAB4DofnzbIkfCRKv8+bVQcAPCCAB4DncXjeqRVCo7TOYPdtEE2HLzdTPR0QAF6CLvQAAACQAjLwAAAAkAICeAAAAEgBATwAAACkgAAeAAAAUkAADwAAACkggAcAAIAUEMADAABACgjgAQAAIAUE8AAAAJACAngAAABIAQE8AAAApIAAHgAAAFJAAA8AAAAp8H8piM28Q2Cq0gAAAABJRU5ErkJggg==)
fviz_pca_ind(res.pca,
col.ind = groups,
addEllipses = TRUE,
ellipse.type = "confidence",
legend.title = "Groups",
repel = TRUE
)
## Warning: ggrepel: 449 unlabeled data points (too many overlaps). Consider
## increasing max.overlaps
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdf2xc533n++/hGZEppADxXZGjmVz7OjSl7YbymDK3bUTFt9dUxV/mBkFSJJcGTFatQMG+iMhewRZRpTW8tQrJgVBKWThXBBtd0lgTNuIiSBlKoip6C5V0sl3K47GYXYiM7GvDMxqShQNUQlfUHJ77x5nfc8784gxnzvD9QhCQM/Oc8wzNMP7M8zzfr6LrugAAAAAAgPJWVeoJAAAAAACAzAjwAAAAAADYAAEeAAAAAAAbIMADAAAAAGADBHgAAAAAAGyAAA8AAAAAgA0Q4AEAAAAAsAECPAAAAAAANkCABwAAAADABgjwAAAAAADYAAEeAAAAAAAbIMADAAAAAGADBHgAAAAAAGyAAA8AAAAAgA0Q4AEAAAAAsAECvMjSuQOKoiiKcuDc0mbd89JRxeyeFg8X6vJFGlZg5TGLLEUnm9aBAwcOHD13aSn797O0dOnc0QMHDiRdJbeLpM7x6KVcBwMAAAAoGwR4oOjm5ubmRga7du9WDhy9lCGAL106ekBRdu/uGhyZm5tLukq2F4l36acj0a9HXrXBhyIAAAAAzBHggU00N9K123oZfOncAWV318ic1fNxFzmQ7WJ6fH4XmXv75yR4AAAAwKYI8GWl84JumB1oKIfrIGstw4u6pcXFqf6W6EtHukzD99K5A7sHY9m9pX94anFxMeEiw7GrzI10ZbMhfuncq0Z+b2kxhs4N/oBt9AAAAIA9EeCBomto6LwwuzgcTd8mO9kvHY2l95b+qUV99sJAZ0NDQ8JFBi7M6otT/dHLmH8SEGfp528bF235ztj3w+NGfkqCBwAAAGyJAA9sjoaBsWiEn/vVYsJzl452RTa6twwvzl7otN440dB5IfZRQIYz7XH5/ZmGzm/2ZzUIAAAAQJkiwAObpWHP3siXN2/FZejoPneRluGxzKce4j4KSHumPSG/i0QTPAfhAQAAAFsiwKcT7b8V3qlstPaKa+t19Fz6cuBLiSMOZCofntxBLdrhLv1x55TGa+k7seU6q8yN3TLOc+nSuYQfXfSnl2uQTO2ulm9ztVLY/dUWk0ejOVuk//vZFS1oeOY7/S0t/f3DU99/xnLApR8Mxuf3+ATPQXgAAADAhgjw2bp09IBitPaKPmR09bJKtUuXjh7YnThibm7E+vVmGgayObgcrTMeCWppFGJWuVkK/+QSfnQS+ellX009eqGk7mp5NlcricVfmRSYj8/v3+zM8koNAxdmZy9cGOi03mxv8mvR+WJk5Z6D8AAAAID9EOCzcvPVA9bNveYG+1LC79K5A5btwOYGdx/9abZ3jh1ctkxc2ef3gs0qe5eOZmiLNjfSldVnBxkvlKFDWzmI6+i2d0/0H1Us1bd8dXcRbhb/a9HwzHciCZ6D8AAAAIDdEOCzYqz5tvQPT0XbesU3Bkvekbx0ri/WD6ylfyraDCzSCGxkJL43d1oZE3w0qGXafl3IWWUpvjZb3A3j7imS1ZHs+FPiiRfSFxen0pZ3Lxtx7yF+qX3p1s3Il3GpvnA3S/xYJ5bgOQgPAAAA2A0BPlstw4uzFwZiG5YbOi/Mxhp6JdYki9sTPbU4e6Ez2gysoXMgoZ1YNjIUD4/l9wzbrws7q6zEVpz7p+JvGLnnVLZF1WJzT7mQNDR0DsRmn1zevRwYNQeUuDZxwy/G/lkVZQE+7geW9LEOCR4AAACwLQJ8lkyXt6PZOiE3RmuHSf+UWT+w+HZi2YgeXDZJXLGF1kz5vdCzykJsE3d8YI0T+/ll7ab5PoSGgdnwgvyFbE+RF9jc4G7FglFzIPrKrArNb0xcfk/5tYjVVaCUHQAAAGAvBPjsWMRjs6risS3Rlpk6lqGyEl00TUnw6YJasWeVWeeFcKiezRRYM62bx/qvzY10KcqBo0fPXbJJ4flELf1Ti0k/DfPK9BsS92GN2T/s2OcmlLIDAAAA7IQAn5VcNjdHt0SnG5RbarNK8LE+3xZL3EWdVZ6WlpaWLl06d+7o0QNKV7aH7mPl00VE5kZGBru6du+OdKPL0MzPfBrnDlitmGfq2pezFqPj2+KiPmu2+SGiUNv/42rljXSZvbvYj72cawYAAAAASEKAL550JcliS8pZiS6OJyT4WH7P3D6uGLPK1lJC8/bdu3fv7uoaHBxJX1M+eWoDFqf05+ZGBge7diuKcuBoPkG+UFqG4yvrJZo1Or41mP7k437oCZUU8haX3zPjIDwAAABgHwR4m4hse44LXHnl901m9G5Pbd6ej4aB2cTq9UnmRga7dhetnX3xxPY95LQEv3TuwIHwWYLEh1/NIb9zEB4AAACwEQJ88aRbT43rHZallAQfPeicqX1cMWeVnknv9paWlpb+/v7h4ampxUV9KudD9w2dAxdmI93jhvtbWpLS/NxgX3YRPlb2zsxmlsKL1YXP5Uz60s/fnpubGxkZ7Hr156YdENJtCdB1PbafgYPwAAAAgE0Q4AsuuqCabj011jssa0kJPuv2ccWdVZqBpr3bZ2dnZy9cuDAw0GmxozxbDQ2dAwMXZmdnw13lo0HefpvC4xN8tmfSY3XqEvZfxOX3DNsy8rkpAAAAgJIiwBdcLBlZB6OcjilHRAq5zb3986Vc83uBZmWR/s1X7mN184bHLpjG9Wx/DLGCcxbF5Ro6B2ZzX80vG3H1/+cGd2dRQO/S0WgduoT9Fxax3vymsQRvv888AAAAgC2JAF94sWRkvp97KS5+5XXhubd/fi4cfTOXny/ErGKntM22Wy+d6xs0W4DPsB9/6dyBbH8M2Xz6UOjt/5ur80Ls84eRrgNH01TjW7p0NFZGPvGff+wDkWzKIsR/bECCBwAAAGyAAF8EiQuq8cXRl5YuHT2wO7/4LnEJfnAwnN9zKF+3gVnFFUof6Tpw9Fy0A/vSpXNHD+w2i+8JvdsH+47Gd21fMkrbmQ8zn0Dcpw/G1BO66S1diptFbiUBykZ8hJ8b6dqtHEh+n0YxfyXuH1T/VEJP+Vh+z/JnEGsITyk7AAAAwAYI8EXReSFWI2xuxOhyZrRQM4q6tfRblVJPLy6Ei+Rcfj7/WcW3YZ8bGdwdHdk1ODInIv3DJi3e4gbNjXRFx8TuFydTA7WGgbHEqceulni97LcklJ3OC4tTcf8A5pLf5+7IT9vQMryYWGovLr9nd6wiPsFTyg4AAAAofwT4IrHsWy7S0j81++JX87xuXOTKY60571k1DMxOWaT7lv4p/cIz5oPGLG4WGRitPZe5gVrDwOyiZQe56AUXZ225/B7W0HlhdtHq5xynpX94UU96p3ElA7PO74kJnlJ2AAAAQJkjwBdPw8Csvrg41R/X6aylpX9qcXZDPcpikSuHnFaIWXVemDXGRQe2tPQPpx/YMDBrdG6Py6QtxrBFffZCZ2fscHsWC8ANAxdmF43LJWTcuAvaOL2HNXReMNrdD/e3pLzP6BtN+ZgiVn4+t9+L+G0SHIQHAAAAypui63qp5wAAAAAAADJgBR4AAAAAABsgwAMAAAAAYAMEeAAAAAAAbIAADwAAAACADRDgAQAAAACwAQI8AAAAAAA2QIAHAAAAAMAGCPAAAAAAANgAAR4AAAAAABsgwAMAAAAAYAMEeAAAAAAAbIAADwAAAACADRDgAQAAAACwAQI8AAAAAAA2QIAHAAAAAMAGCPAAAAAAANgAAR4AAAAAABsgwAMAAAAAYAMEeAAAAAAAbIAADwAAAACADRDggWSrq6ulngIqx+rqKr9RKDh+qVBA/JlCwfEbBRQPAR4AAAAAABsgwAMAAAAAYAOOUk8AACpZbW2tiOi6XuqJAAAAwPZYgQcAAAAAwAYI8AAAAAAA2AABHgAAAAAAGyDAAwAAAABgAwR4AAAAAABsgAAPAAAAAIANEOABAAAAALAB+sADwMYs+7RrU5rXH2717nKrni611aOIiMjKyorxsD5zeu2KP5vrKe0nq1udiY8FtZnLmm9eDxjfupWmJ9WDbWpdQd4AAAAA7IEADwD5M4nlAb8WGNWuuB3HhwoTsJen185O6gkP+XWvP+Sd1JqObOsJf1IAAACAiscWegDIU9pFdX/o7JhWgJv4QsnpPW4C3tG1CV8BbgIAAAA7YAUeAPKyPP0gkt6Vpu7ohnZ9YfrBuBG557WZDvGo4de0DtW0prtaeJm96Uj8/nltYjT8KYCr2fFsh1pnPBXUZi6GjLt7p7SDHvbSAwAAbAWswANAPrRrkYXxpiPVPbHj6EpjW/XxbmNbu+77ILs/spFldld3dY8n/nHdK2I8PtgXSe8i4lRbh6rb3SIi4tdXNvRGAAAAYBcEeADIQ1y0TojcIiJS16Y2iYhI4Ma2f858rcgyu9vxbFvCgfaF943ld8XzROpBd8XpynXSAAAAsDW20ANA7tJGaxFRe86rPSIi/7K6mulSYyGviIjSfjh5J3xjX82ZPqtxetAoSe9WarOcNAAAAOyNAA8AOYuGZ3WvM8NLM/CFxudFRKRZTW4dZ333Zd/6tamQ1y8i0tTFAXgAAIAtggAPADlbDxrl61xSJyJBfeHyg6vxTdq7th30KHUiIrW1tSKi6+aF5PWZKWMlX+3tUzPf1hc6MRpf2V5pP7KtNWUDPwAAACoUAR4AchWUoIiIuFxV4gsNj2qB+Gf9und0zetWe4ccjemv49OMSvKubjXDK0VEZPnOesL37vA0AAAAsDVQxA4A8hbQktN7lF8bP60tpxscW34/1GZ6kN6Ey6243Eq4ep1f946uDRek2zwAAABsgBV4AMhXYN6oHq/2HlYbneHWcQvT2tVJLSAi/tCb09aDc1x+F5G6turBtsg3QW3iVMgrEpgPDbuqBrP+CAAAAAC2xQo8AGxEs+P4kCOS3kVEaWxzDJ50GIvkgUnLcZnq2GfiVHuid7mxnnapHwAAAJWBAA8A+VPaO8yKwDvVQ83pB2q+nIvPW9/Fr93kNDwAAEDlI8ADQK6cEg7d1m3kal1p19V9uldERJr2ZVF83lqGuwAAAKCiEOABIGdVTreIiPj1lbzGR/bPqx6awAEAACBbFLEDgJwpTpeIX0Q0n8/RaBbCVwJG5/e7cyv/ujv5ycj+ebdSm+4u+szptSt+EVF7z5t2pNNv3jDuUuXMex8+AAAAbIMVeADIXWNk67t3yqxXnC80Ho7o6/9L6rPRNvJPVpmcn49RnOF+cdrVaT316eXpB0Yd+0wfBAAAAKAyEOABIA8etT28iz509nRoxhcN2PrCdGh4NNybvanr/r9JHRvUjdbxzl0ZTrA3dkSr2a8Nj2nL0Up1QW1mbO3spB65i1khPQAAAFQattADQD6U1sMO36lQQET82pVR7UrqS5odPR5ZXU1+ePnOunGFzPveneqz3ZoR1APzobPzodSXuLqrezhIDwAAsCWwAg8A+XGqgycdTW7zJ13NjuN95hXmI8fjszq4XtdWfbzbcqHe1V092EYhegAAgC2CFXgAkPsnjkW/rjlzPutxTrVnqOqgT3tzaj3gD29od7lVT5fa6rHK1XowkNvk6tqqzzyhzVzWfPN6ZKjialYPdaiN1K4DAADYQhRdNymNBGxlq6urO3fuLPUssHni07shlwyfwerqqojwG4XC4s8UCog/Uyg4/kYBxcMWegBbWmp6t3oQAAAAKC0CPICtK01QL1SGr62tra2lyRsAAAAKgAAPAAAAAIANEOABAAAAALABAjwAAAAAADZAgAewdaWpNl/AQvQAAABAQRDgAWxppkGd9A4AAIAyRIAHsNUlxXXSOwAAAMqTo9QTAIDSI7QDAACg/BHgAaCIVlZWSj0FAAAAVAi20AMAAAAAYAMEeAAAAAAAbIAADwAAAACADRDgAQAAAACwAQI8AAAAAAA2QIAHAAAAAMAGCPAAAAAAANgAfeABoIhqa2tFRNf1Uk8EAAAAtscKPAAAAAAANkCABwAAAADABgjwAAAAAADYAAEeAAAAAAAbIMADAAAAAGADBHgAAAAAAGyAAA8AAAAAgA3QBx4AimhlZaXUUwAAAECFYAUeAAAAAAAbIMADAAAAAGADBHgAAAAAAGyAAA8AAAAAgA0Q4AEAAAAAsAECPAAAAAAANkCABwAAAADABugDDwBFVFtbKyK6rpd6IgAAALA9VuABAAAAALABAjwAAAAAADZAgAcAAAAAwAYI8AAAAAAA2AABHgAAAAAAG6AKPYDiWPZp16Y0rz9cft3lVj1daqtHsRwQ1GYua755PRD+XnE1q4c6qhqdFkN8oROjmvX9lfaT1a3O/OYOAAAAlCECPIDC02dOr13xJzwU8GuBUe2K23F8SK1LGbA8HXpzUgskPKYH5kPj8+Jqdgz2qan3WHg/TXoHAAAAKg9b6AEUmEl6j/GHzo6lBG9f6Gxyeo8JzIeGp1O7qOtBqwHlZWVlZWVlpdSzAAAAQCVgBR5AQS1PP4ikd6WpWz3YZqy36wvTD8YndRGReW2mQ43b3K7PTEUivVvtPexoNJ4K6guXH4zP6yISmHww80TSfvj1oHGXZscZs/V5AAAAoOKwAg+gkLRrk+HV8qYj1T1t0d3ySmNb9fFu4zS77vsgbkU9uO4zorjbcXwokt5FxKk09sWGBIOJ9wmK8UDTPtI7AAAAtggCPIAC8uleERFxdVf3eJKfrGtTm0REJHBjfTllqOvJqtSz8XW7LP5IBY1ad4qTMnUAAADYKthCD6BwIoXlFM8TpqXj1Z7zak/SY05xigSMVN+WXN9u+c56uhu51b0EeAAAAGwVBHgABRMpLJdbrlYPdmveSV38obOnpfewGtlFry+Mhc/Ai9txMGE9P3Ijl9QlNp/L3KwOAAAAsCsCPICCiRSWc0mdhKvQXY32dXcrTV3bDnoUk33ybdt6Aw/G53Xxh8ZPhZKfdqu9yZ3nwjdyBbThU3p8NXqjWZ2v2fFsn0mzOgAAAMDOOAMPoFAiheVcrirxhYZPrY3Px6Vrv+4dXTt7OrRgMlJp7NvW2626Up5wNTuODzkaLW4U8OumveQC82bN6gAAAAB7YwUeQMEFtGGrvu5+bfy0cjxpRT2oTVwMec1axwfmQ2fntfaTCT3klj+IXNyttnepe6Or+nGd52Q+NLFPTS2kt+lqa2tFRNdTO9kDAAAAuVH410ogyerq6s6dO0s9CzsKasOnQrHc7lZ7D6uNznAfuIVp7Wok1bu6qwfbosfUtYljIW94iCN2Bj4+jYuSlOHTWPaFzo4aJe4cyZ8UlICiKEKAR6HxZwoFtLq6KiL8RqGA+BsFFA9b6AEUg7H13RlN6Upjm2PwpMPYJB+Y1KIb6ZenNW9kyJkh1aoP/JXL2W6Jr/Oo7W4REfFrN4MZXgwAAADYh/0D/Gc/GfjGN74x8JPPSj0RAFFKe4fZ0rdTPdRsfLUeDEdr/eYNY21a7e1TU0fUtW0Lp/F53ezwvPnd9z5JFXoAAABUHrsH+M9+8tr4R6WeBAARCXd0F0nXRq7WZRGt3Uqt+RPRNB7N/AAAAMDWZO8AT3wHykqVM7x3XV8p8UwAAACAymPnAE98B8qM4gw3gtN8PvNXrASMDfNVzqQlesvMH91jHx2iz5y+f+LY/ROnteVshwAAAAAVwL4BPhzfn+7t/UqppwIgrHFf+By7d8osXftC4/MiEr9hPrpDXhs37dzu0674k4eEPybwh96cNqntvjz9IDykWUluIA8AAADYmF0D/C//+vnxj0SePvmn+0s9FQAxsQrwobOnQzO+aMDWF6ZDw6PhiN7UFStxV/eEGl62nw+dOB1aCEaGBPWFsbUTZkMaO6LV7NeGx7Tl6Nn4oDYztnZ2MtJ5rsOkKt6mW1lZWVnhRAEAAAAKwJ594H/519849a58pfdH5/7wy5/9ZOD58Y+Mry1ebvRhTsW/VQNFsFrz/75ene5/W3v/9cVvheIf+Od/3P7jmbSfJqYMWfzbL/70ZroRta33/ujr6xknCwAAYDc7d+4s9RRQMnZcgf/lX596V+QrvS9ZJnYApbPz/h+98K+/bdJETkSkdu/aHydGcRH5N1+/98etIYsq9FK7919Th+z+1r98c69VPl//bdI7AAAAKpCj1BPIWR7x3Za7DFA6q6urfK65MTvl8Pf1ZZ/25tR6wB/+n5/LrXq61FZPjcgXTUZ8U/7tfn3h8oOrAT1gnGAXxeWuOnRYbXTWmN+kX/YHtZnLmm9eD0hkSLP6bIda5/ytwr+pPK2urgqflKPQ+DOFAuLPFAqOv1FA8dgswH/2kwFW3wFbUOo8jkFPLiOcSmNfdW5l55xqa5/a2pfTGAAAAMCmbLWFPlx4nvgOAAAAANhy7LQC/9l71z8SEflo/PlvjCc9F37s6ZM/+9PfK8HUAAAAAAAoLlutwAMAAAAAsFXZaQX+y3947md/mPJoFm3kAKBUamtrhVKaAAAAKARW4AEAAAAAsAE7rcADwAbdP3Es+nXNmfMlnAkAAACQK1bgAWwV8ek99VsAAACgzCmczASSrK6u7ty5s9SzQIFZxfVir8MriiKcgUeh8WcKBbS6uioi/EahgPgbBRQPK/AAKl+axXbW4QEAAGAXBHgAAAAAAGyAAA8AAAAAgA1QhR4AimhlZaXUUwAAAECFYAUeQOVLU6mOZnIAAACwCwI8gC3BNKiT3gEAAGAjBHgAW0VSXCe9AwAAwF44Aw9gCyG0AwAAwL5YgQcAAAAAwAYI8AAAAAAA2AABHgAAAAAAG+AMPAAUUW1trYjoul7qiQAAAMD2WIEHAAAAAMAGCPAAAAAAANgAAR4AAAAAABsgwAMAAAAAYAMUsQNQ9pZ92rUpzesPF4JzuVVPl9rqUSwHBLWZy5pvXg8Y37qVpifVg21qXfLr9JnTa1f82UxBaT9Z3erMY+4AAABAoRDgAZQ1k4wd8GuBUe2K23F8KDWTy/L02tnJxJrvft3rD3kntaYj23rSxH4AAACgrLGFHkD5SrtC7g+dHdOSH/SFktN73NW8o2sTvsLNDgAAANhUrMADKFfL0w8i6V1p6o7ugdcXph+MGyl9XpvpUON2tmsTo+FI72p2PNuh1hlPBbWZiyHjUt4p7aAnum6vtA7VtKabQHgxv+lI3vvnV1ZW8hsIAAAAJGEFHkCZ0q5F1tKbjlT3xE6wK41t1ce7jZ3wuu+DuPV2n+4VERFXd/VgXyS9i4hTbR2qbneLiIhfzzZQRxbzXd3VPZ6NvBEAAACgIAjwAMpTXBpPzc91bWqTiIgEbqwvRx5ceN9Yflc8T6QedFecrpxuH1nMdzuebePYPAAAAMoBW+gBlKW0aVxE1J7zak/iQ419NWf6rK6nB42S9G6lNpu7j4W8IiJK+2GTOnkAAABAKRDgAZSjaN5W9260eZu+7Fu/NhXy+kVEmrqyCOS+0Pi8iIg0q7SOAwAAQNkgwAMoR+tBo3ydS+pEJKgvXH5wNb6ve9e2gx4lQxT3hU6MxpepV9qPbGvNfJpdn5kyRqm9fWoeUwcAAACKgwAPoAwFJSgiIi5XlfhCw6NaIP5Zv+4dXfO61d4hR6P1NZbvrCd87w5fMwOfZtSrd3WraS6+ibSJYyGvqL3n075Zn3ZtSgv6I59xiOJqVg91qI3Z7iDI6i4AAAAoKYrYAShnAS05vUf5tfHT2rLpUxEut+JyK+HqdX7dO7o2nNo6PkFs+f1QedSui5zGT0OfOX3/7GjIG0vvIqIH5kPjp+4PT+vWA3O6CwAAAEqOFXgAZSwwb5SCV3sPq43OcOu4hWnt6qQWEBF/6M3pqkGLpF3XVj3YFvkmqE2cCnlFAvOhYZflkCIsv9fW1oqIrmeVo5MtjK2FT+Nb0mdOrxlzNhWYXBuWasv3m+1dAAAAUA4I8ADKXLPjeF985Tmlsc3R+IQyfCoUEAlMagttWez6dqo9JyVoDLmxvtxmXsouU+n7zZQhmYdFPnEQUZqOxNUFCGozF0PGU4HJBzNPVFtU48vuLgAAACgLbKEHUNaU9g6zsO1UDzUbX60HszraHjfEr900H6L5yqP4/LJPGz6WTa6ObvhX2k9W98RX9XOqrUM1veEfke77wGQDQNZ3AQAAQJlgBR5AGXKKUyQg6drI1boUkdw2pmcY4tONc+BN+0pXfD6oTVwMd7wTEVezwyOhK5b72yO1+i0+cWjscLjmQwGRQGBdJO5N5XYXAAAAlAkCPIByVOV0i/hF/PqKSObO7YUQ2T+vejK3miuicCZ3q+1daqtHWRgLWb9W7Tmv9qS5VvRzkA3dBQAAAGWCAA+gHClOl4hfRDSfz9FolqhXAsZaepUzvPgcPc5t1QtNv3kjaUi8yP55t1K74dlviFtp6trW4ynEIfz4bnzFuwsAAAA2CWfgAZSlxsg+du+UWa84X2g8OW8rznC/OO2qWe+05ekH4fPephE9mnWfrNqcBX9zTnVwqLpQuXrhciggYlKTr6B3AQAAwGYhwAMoTx613S0iIv7Q2dOhGV80k+sL06Hh0XA796auWIm7xg6HEeEDk2vDY9pytFJdUJsZWzs7qacOiQmGm6g7d1VKrI19xmFZRwAAAAC2whZ6AGVKaT3s8J0KBUTEr10Z1a6kvqTZ0RO/u96pPtutGUE9MB86O29yrtvVXd1jtiF/+c66cVOz3fUbsbKyUtgLZieoRT7jUNoPm/fMAwAAgN2wAg+gbDnVwZOOJrf5k65mx/G+5HLxdW3Vx7stl9Bd3dWDbebPppyot7OgNmx88CHSdMSqAzwAAABshxV4AOXMqfYMVR30aW9OrQf84T3wLrfq6VJbLY5w17VVn3lCm7ms+eb1SAF2xdWsHupQGy2jrB40rdVuQ8u+0JujmvFurLYbAAAAwJ4I8ADKnVLncQzmFESdamuf2tqXwy1ah2pac51X+Vmejh71V5qOUGQeAACgwhDgAaASRLvoiYjSfpKd80D5uPTh/q470u9570IO/7v85Nx73x28K7LrNf3xp6xec+n2xVeDl+fuGt/uadn1B4m7EW4AACAASURBVN+vf65ze9oL37t+7vbo23duzRnf7tjT+8Xv/F+7fm9n9lMDAJQOAR4AbE+bOB3yhpvkqb2HHdaHBQBstuArXXdyHrR0+88H76Z9xb03Dsy9Ppfw0K25O7e67rzesuu1scefajC/bN/uX99KeOjurfG7r44H6odb/vNA+uQPACgDFLEDAHuLpXdXs+P4EOkdKCPBVw74LucxKjlmJ7t+NDm9x8zdeWn3h9dTHzdJ7zG3B+deuZTTJAEApUCABwAb02ei6b27erCPjnFA+Vi63af4LlvFbGvXj2bK/Jc+fGnE+GpHx1TLW/qh9/RD7+mH3pp6bE/4FXdGz91LHHPvjb5Iem/Z9cJUizHkvUXPC78TfsXlV29/kvNkAQCbiwAPAEVUW1tbW1tbrKsvTz+4Ek3vFh3yAGy+e9fPvbc/0yq6uVg4t3T9p8ae/B0vLO5/uXP7I5HHH+msH1sMZ/hbv0rcgX/pdmTFftdrs4/Hzsk3OJ+b+nd9RoafC/7DUh4zBgBsIs7AA0Bh3D9xLPp1zZnzm3BH7Vq45rwEJtdOTKZ5pdp73tG4CTMC8MmlD/+8604kuu/omHJK16+z3kUfPjC/Z9jzB2/7LDbJB2eMhN/i/P3Ug+4N2+tFUj84iMv8qSXxvvCHxx8a+z8/F7n79z+/9xwn4QGgnBHgAaAA4tO78W3xM7xP9xb5DgByd+uukZ/39D925MX6pxqCr2Q78t4bxoH5lsf+cmDHP7xt9TLny/qhl62eXLp327j7V3fEPZo284vIwUf/Tv/31KEHABtgCz0AbFRSek/zYCEt31kv7g0A5GdPy67XFg+NXag3LwVv4ZNzxpL7jhfG6h/J+OpUS/eun/swUqZu15H4hfRoqv+OM58rAwDKByvwALAhaYJ6ATJ8Y1/NmT7zp+raqs+0bfT6Ge8CIDePDOwfG8h9WKRvXMfU/udyif0icv3o1YRj8y2PvTZWn7BPfvGesSmgfs92EflkKXix73ase/zvPPSd/0QfeACwCQI8AGCzaRPHQt7MJ/P1hWnt6g0tYLS4F8XVrB7qUFP65Okzp9eu+LO5r9J+sro1cfiyT7s2pQX9eiDyGou7AEUU6RvX73m5M9ex9z6+mfD9HkmqPy+f3DKy+o763XL96HsvjSTUt7v1T5+/+nuf1/dv+88X+K0HgLLHFnoAwOZaGAtlPr0f1CZOr41PRtO7iOiB+dD4qbUJn16giegzp++fHQ15Y+k9epf7w9OFuguQSaRv3K7X8ozQO/a07NjTEj70fmvuzku73zNt6n77B8npPfbUiK8vufMcAKD8EOABAJtoYWxtfD7jq7SJU+H+9il07+jahG/jE8mwbh+YXCPDY1NE+sZ1TKXWh8/G9udm94/N7h+b3f+efuitqV0iInL3ctd7byT3hLt7eeSuiOzp97y1eCjWB773C8bTtwZ9KUMAAGWGLfQAsCE1Z85bnXWvOXN+5cW/2OT5lLNs97ovT2uRJXql/ci2Vo8iIhLUJi6GU713SjvoUesir2kdqmlNd7W1s5O6iDQdids/79MiM1Gajmw76FHCVwtqMxdDxlOByQczTyRvuQcKaul2X7hvXEvum+dNPNL5+FvDd787eNeqJ1zHVMvLnXEPNjifO6s+vue/P//9/yly9/UfBJ9jIz0AlDNW4AFgo0w7xm1OK3jbWPZpw8eyPKke7W+vtJ+sDqd3EXGqPUPV7W4REfGHrmW5CO8LGend1V3d44k+qs9MadFb9ETTu4g41dahmt7m8Mt8H7AIjyK690bfr2+J0TeuYN3XHxmo7xARkVtvBz9Jeq7lscOdJjf6X4+6nja+unkveQgAoKywAg8ABZC0Dk96jxO3ci4irmaHR0JX0uyij/S3d3VvS1n9VloPO3ynQgER7/taj0fNdG9tYlQTEXE7nm1T4h5fDxrzaVZNF9gbOxyu+VBAJBBYF8l4FyA/S8G/nxMRkblff1f5tcWL7ryk3BERkV2v6Vnusd9R3yIyF/v+kT07RO5KujZyX3gkcQgAoEwR4AGgMDYntNvyY4JwWnar7V1qq0dZGAuleXGkv73ieUIxedpZ5XFLwC8SkGWROpNXxESq5Snth9XEV6o959WeNCOd4hQJpHkBYCe7t+8RuSVy61d3RQq21A8AKAG20AOAbSQdti9An/lN4laajlSfGXLE9sNbWwkYu9arnOYncRWnS0RE/PpK+gv5QuFqeRbL7OkEJSgiIi4X/zeJcrN0u0+5ul+5uv9o0OIFkYX9vdvD6+0N2+uNL0aWr5uP+Z+fJA0BAJQnVuABwB5M4/r9E8fKfh3eqQ4OZb8LXQ8aC99updbiFbUuRUQXWQ8Gxbpbe/SUu9rbl/Me+IXLoYCI5S4AoDAa6sf0eovn7r1xYO71OTHZOd+wvV7kloiM3H7jRedzDSkDjXP1Inu+uiPyoLO1Xy6PiMid0XP1T6Wct//l8Y/eTR4CAChLLC0AgA2kWWy3zzr8ZooUmXd1q405j40s3bvVvdTjRvlxHh42Yvbd13e/98qlWNm5Ty7dfiUc+0Vk15G4oP7Ui4/tERGRW4NzfUdvX4+2i1sKvnH8v786bjIEAFCOWIEHAFSa2PL7obYcl9CD2vBopEB98sl5oDw8MuB54W0jqN+93DV32eQlO15YTFq3r//L4eB3B++KyK2RX780YlIzL99G9ACATcQKPAAUUW1tbW2t1V5wFEney+9BbfiUsXk+sWk8UGa2Pzfb8kKL1bM7Xljcn7K1Xh4Z2P/W1K495kO+8HSBGtEDAIqLAA8AqCwL74eX0HM6wb7sC0XTe2LTeKAcbX9u9tBbU491tMSdWm/Z0THseUs3Se+GRzofH1tsea1/x55Y+N+xp9f1/V/+u/+bzfMAYAtsoQcAG0jqM5/01CZPpsxpvtyLzy9Pr52dNKrfK01HtvVkUS0fyJLzZf3QyzmP2v7c7KHnMr3okc76lzvrc7t4w/anLuxP2Cq/urqa4+QAACXDCjwA2INpUK+89J65S1yGPnM+3SsiIk37siw+r8+cvh9N7+0nq0nvAACgXBHgAcA2kuJ65aV3kXCXODG6xJnJ0Gcusn9e9WS1B16bOL1mHJgXt9p7knPvAACgnLGFHgDspDJDe7y6XVUimoju+0BvTa0hH1z3GXnbJWYl4iP7563byMe/eOJ0yGuUu2t2PNtHzXkAAFDmWIEHAJQVj9IkIiKByQczyYvw+szFSJV40x3yQTFGuJ6sypTG9Zloeu+uHiS9AwAAG2AFHqgo+kx0P3AGSrvJbmF9YVq7ekMLhK+guJrVQx1qY9pNxcs+7dqU5vUbR4jF5VY9XWorp4iRP/Vgt+ad1EX0K6fWgtGSckFt4mI4covbcdB0h3xQN+K9c1eG38Dl6QdXouk9117xgDnl6n790HulngUAoJIR4AEY4tNRmB6YD43Pa9ZFuU0+Lwj4tcCodsXtOD7EkqaIrKxYlWKDtbo2tWky5BUR0b2ja96UFzR1mf92Ld9ZFxERxby+XYx2LVy1TgKTaycm07xS7T3vyK2ZPLYo5ep+IcMDAIqMAA9ARESbOBVKjUkiYiQoOVKT0hY77Wq/P3R2TM70ZVkGvGiC2sxlzTcfXpUVt9L0pHqwLe0nC9kOyXKzwxdF1r/+gvyHnflMfwtTe06KJH+iZDDavJkPy1CgPipSqR4AAMBWCPBARVFah2parZ+ONrtuOpKwf355WovkGaX9yLbWlB3L3intoCchxEZ3IIsoTd3RiKsvTD8YN9Y257WZjhwacRdcXGfvCL/u9Ye8k5Z7CtIMMTtxgGJyqj1DVZ7cznRECtRnElmoBwrFWH6Pfs0iPACgSBRd1zO/CthKVldXd+6syPVSX+jEqCYmh361iWPG8nvqwfjYOnNTwiJ8dEjS4yJxMbiUp4sjb9ZKmmlbSPrhZF9uYP3rL/zWf/jtbF4JZKly/0zZVXyAFxF7BfjV1VUR4TcKBcTfKKB4WIEHtgptwgi0bsezSaE6sp3Y1b0tZZFZaT3s8J0KBUS872s9HjVlSHXqZuboAebAjfXl9PvViyXyZo32YB1qnfG+gtrMxdAV0z0FQe3NaHp3q72H1UZneBvCzGXtyrwuol+5qO2NHezPdrPDb3/n3v6dv1XQdwegrCSld2ERHgBQNLSRA7aGhbHIGvvh5EQdrfvlecJstdxZ5XGLiEhAlqNXe19LN0TUnvM1Z87XnClVHbu4zxcG+yLpXUScautQdbvxdvx6fHW55Q+0yKF3x/EhRzi9G0P6qo93KyIi/tA1X5YTCEX2INxj7R2oaKnpPf3jAABsBAEe2Ap8ofF5ERFpNjmUnqnul+J0iUh84o2cNHare8vyWHjazxcibyeBfvOG8UMw+YBDjD0FIiLifT/dtvyI+M0OnLUGAABAobCFHqh8+syUETvVXpOy8NE0rtRajK91KSK6yHowKI1OEVkPGme/XVInIkF94fKDq/Fl27u2HfQoJewh19hXc6bP6sm079fyIwnV0xzyzovM6wt9kr6pWNJmh9Wspw3AbtIvs7ORHgBQcAR4oOL5NOPUt6tbLUw766AERUTE5aoSX2h4VEuo/O3XvaNrXrfaO1Ru3bP1Zd/6talwXX2rRuKZRD/FsJC82aG2tlZEKBcKAACAjSPAAxUutvx+qOAF4QPa8KRm3rfLr42fVo6X6gx8kuSK9EarPLNX+vUVEbM5Z9mfLP1mBwCVJJtT7izCAwAKiwAPVLaCL7/HCcwbJ73jaraLvjCtXTVSvT/05nRVydrIxUlu+u0O7yCIozhdIn4R0a5Oq40pc45rep9WMX/aNnT/xLHo1zVnzpdwJkAxkMwBAJuPInZARctULn7DmhNrtovS2OYYPOkw6sQFJrWFotw1Zy634nIr4ep1ft07ujY8llCOrrEjOue14TFtIRrxg/rCWPr+8FHF3OxgP/HpPfVbAAAA5IEVeKCSaT7r4vOFoLR3mG2Sd6qHmo2j4JlOjG+KurbqwbbIN0Ft4lTIKxKYDw274jYIONVnuzUjqAfmQ+PzoaSLuNxKwJ82xrP8HmMa1++fOMY6PAAAwEawAg9UsEg79KZ9ac5jp3aJS5bcZ84p4Uhu3Uau1lWuS9BOtSe6QeDG+nLcM3Vt1b3NptNWmo5UP/tkhgsXYrPD/RPHov/J9xqll2bytn5fAAAAJUeABypXJFKqHtOCbRGRsL0eTDkaLiJmfdeqnG4RSZf5y5pTPdQsIiJ+7WbiW27sqz5+0tHkjp0IcDU7ek9W93gyZvKNb3ZgzzkAAADSYws9ULEikdK6wbuhbleViCai+z7QW1MPbwfXffFd30XiS775fI5Gs08Hkhfty0yks72JOqfaM6T2pDye4R1ltdkhDfacAwAAICNW4IFKFe3W/mRVhl5uHqVJREQCkw9mkhfh9ZmLIWMBPj6aNka+9k5py5Ii2gs902cH9pHh0xDrzQ4rKysrKxk2KrDnHAAAANkgwAOVKqgbwdu5K+P2b/Vgd7gJ3JVTaxO+yNJ0UJs4vRZun+Z2HIyPph61PbyLPnT2dGgmOkT0henQcKTpelNXSfrA6zOnjWPkIYsa+PrNG8nL6cvTa8bh8wmfyYDlac1YYLf4NCTbzQ5bQ5pdA2woAAAA2Ai20AMVKtL8XMlmE3tdm9o0GfKKiOje0TVvygtSorjSetjhOxUKiIhfuzKqXUm9aLOjJ+3Z+6LJuql7XN6ue0J1TYYCIt73tR5P4jb4oHYt3EbOokBd9psdtoqaM+dT9w6Q3gEAADaIFXigQuV4Cl3tOelocps+pTQdqTaJ4k510HKIuJodx/vyOw1eAElN3ZdjTd21mbim7gmfSjirPMZ7mQ8Nj8XOBSz7QsOnQuFPNKwK1OWw2WHrSIrrpHcAAICNU3Q9bWPjira6ulrqKQDFUvXe/7P9H5dFJPTNv/jX3VmPWvzHmtmbjpVwfl2v3Rs68L/f370z3ZB//h81f/dfqlaWwx8H1taF/u3/cX//b6/nP/dC+Od/3P7jmXSfUNa23vujrydO8n/81g/eTrMryfInGbnX+tdfuLc/3c8qjS/+4D+aPv4vL/5FfhcEAACVaufOPP99AxVgSwd4wNTq6ip/FivB8nRssT2Jq7t6MLXefpohbrV3yNFocaOFsfvj8yKi9p5PfY3xQWE2v1HsOUf2+DOFAsr+zxSQJf5GAcXDGXgAFaqurfrME9rMZc03H97iLqK4mtVDHWqjxbGCurbq409o1y5qXn84xrvcqqdLbU3XB14PBqyfzEHSuXHSOwAAAJKwAg8k42NjFBBLWygG/kyhgPgzhYLjbxRQPKzAA0AR1dbWiggflQIAAGDjqEIPAAAAAIANEOABAAAAALABttAD2GyUagMAAADywAo8gE2V1CwttXcaAAAAAFOswAPYPKZx/f6JY6zDl5w2cSzkNW9lH09fmNau3tACfuNbq7Z8+szptSv+bO6rtJ+sbo0f7gudGNVyeD0AAMAWwgo8gE2SZrGddfgSWxgLeTO+KKhNnF4bn4ymdxHRA/Oh8VNrE76CFdlfeD9NegcAANjiCPAAsLUtjK2Nz2d8lTZxKuQ1X1TXvaNrE76CzEUPBgpyHQAAgIrEFnoAKKKVlZVSTyGdbPe6L09rkSV6pf3ItlaPIiIS1CYuhlO9d0o76FHrIq9pHappTXe1tbOTuog0HUnaD78eNCbT7DjTp+b2VgAAACofK/AAsCUt+7ThY1meVNeuTRqb5JX2k9Xh9C4iTrVnqLrdLSIi/tC1LBfhfSEjvbu6q3s8iU8FJSgiIk37SO8AAACpCPAANkmaSnUUsdtcQW3i9P2zoyFju7qr2dHenPb1Pt1Yfnd1b0spIKe0Hna4RETEm9XxdW3CqFHndjzbpiQ/GdQDIiKKkzJ1AAAAJgjwADaPaVAnvZdAeKe6W20/Uj3Yp6bPy8t31kVERPE8kRK5RcRZ5TEW4QOynOm+kWp5Svvh6H77uGeNjwDc6l4CPAAAgAnOwAPYVDVnzsfXnCe9l4hbaera1uMxC+QpVgLG/vkqi4VxxekS8Yv49RWR1Fge4wuFq+U1q2at4CIV7FxSF9RmLmu+eT38gFv1dKmt2c0WAACgchHgAWw2QnupOdXBoewPmUdytVuptXhFrUsR0UXWg0FJ6Qkfu87MlLHHXu01L1AXrmDnCmjDp/T4avQBvxYY1XzNjmf7TNbtAQAAtgy20ANAxVKu7i/1FKJ8mlEwz9WtNpq+IFLBLuDXTXvJBeZDZ8foEg8AALYyVuABoFiUq/tX9v1dCe9u/Ld+6L1SzSEqtvx+KLV2nYiILH+ghXO7W23vUvd6lPBie1BfuPxgfF4XEZkPTexTk2vXAwAAbBUEeAAoCiM/19bWioiu66WeTmllXH4XqWurPtNm9oRTaeyrPr4vdHZUk+SG81F//DcZZvDjP8lpwtiiqNABAChzbKEHgAoUv3m+9Bvpw+XlrerYZ6HOo0Yazms3g4WaFxAvPr2nfgsAQDkgwANA4ZU+M5cTzZeu+HyWlL1PUoUexWMa18nwAIByQ4AHgEqT+vHBRj5QUJwuEQl3iTOVoc+cT/eKiEjTvuxL3wObKU1QJ8MDAMoKAR4ACqyw+Xnjd9/oHGpdxtL3etB873qGPnOR/fOqh+JzAAAAG0IROwDlZel23+5f38rmlS2PvTVb/0jy8OAbP7j99yN3w1do2dHxnfrDA87kl1m59OH+rjvS73nvQv57vStO3a4qEU1E932gt6bWkA+u+/wiIuISsybtkf3z1m3kRUREnzm9dsUv4nYcHzJt9q7fvJF2nR8AAKDysQIPoGJ8cunDvt2+16PpXUTm7l4e9H33wIfXl7K5QPCVrjsbnUThF8ALcfeNzcGjNImISGDywUzyIrw+czFkLMCb75CPdHd3PVllFstjc4ts1A+9OW1Ssn95+oFRx16aFas69gAAAJWOAA+gQlz68Ltdd8yX7ufuvLT7w+sZxgdfOeC7XPhpVQT1YLex8K5fObU24YsE7KA2YSybi4jbcdB0h3xQN+K9c1eGEnSNHQ4jwgcm14bHtOXoJwVBbWZs7eykcVOlvYOD9Ci4NB3jaCYHACgrbKEHUF4a6sf0euun771xYO71ORHZ9VrC/vl7b7waWTxveey1sfqnGkREPrn04Z+HU/2d0XP1Tw1sN79q9vv20zNZ4p7+Wvyz+qH3Nn6XHO5u9pp85lDXpjZNhrwiIrp3dM2b8oKmLtN977J8Z924b+Z97071UHNofF5EJDAfOjsfSn2Jq3vbBurYA2nUnDmfWq+O9A4AKDcEeAA2cv2okd53vLD4+FPxT1y6/fqciCQfjH+k8/Gxxe1GOL81ePv6QOIoEZF718/5Xhq8W+yZb4aifjqg9pwUuRjy+lOfUpqObOuxKFCXoUB9osa+ml5ZG5832UIvojR1b+tJPYEPFExShie9AwDKEAEegG1c+vClERGRPcOe5xoSnrn+U2P5fccLYyll7Rrq/3I4+N3BuyJ3Zi49/lRn7Jm49XkR2dEx5ZSuX+e/i76IC+Blwan2DFV5prWrN7RAOMYrrmb1UIfaaBnOIwXqs9bYV32mQ5u5rPnm9chQxdWsPtuh1qX7CODHf5LbfbLx/rvyw9vytYPS/2i6l935WH52Q37xefjbhx+S331Snkk75H2v/PS2fJo4pPlR2ZX1XVxf/GLL72a4C/JAaAcAlDkCPACbiFSYa3nsL5N3wt/7+KaIiLQ4f78hZZzII8849wzevSVy+9Y96Ywbeytc7m5P/2NHXqx/qiH4ykYmaJrMV1dXRWTnzp0buXLRNfbVnOnL5oVKY5ujsS37/+dQWodqWnOdjVNt7VNbs5pPEX0sP7yd+VVGyI/36efy6TX5r/Xy/NNmgfw3MjITy+HxQ955SL73LdmX3V0C/1LzTpq7AACACkWAB2AL14+GK8x1fD9ljV3u3jb2z+/dbt4urmF7vcgtkVu/uiuSEP73tOw6Mvb4U2axv5DYl2szH8vL1zK/KjVXR316W/5M5MdPJz8+8o78wupyn8sP/1b+6lvJgTyPuwAAgEpFgAdgA0u3R0dERKTf83Jn6rP3jHyz56s7LMbvqG8RmRO5ee8TkdgJ+YH9YwOFn2yyL/7gP8Z/e//EMTJ8ObvjlT+bz+J1v5GfRnL1w83yfFM4eMfy9m35+T555ksJV46m9/id+Xc+lh9dk09F5HP5kVdeacp8l3+4rI19ppreBQAAVDDayAEof9d/YJSI3/HCi3arQZ6U3g2pxa5RFn4jP//b7NK7yPvvy6ciIvJws7zSFFs23/e0/FVz+Ot33k8YMh+J4t/+dsK5+l2PyivflodFRGIH49PfpfHff251FwAAUMEI8ADKXWz5vf65Yu91L6w0QZ0MX27ef1f++B15x8jPD8n3mjO8/p9uh1/5fFPyU7ua5NsPiYjIbTEJ1w9Jc+qC+Zfky4W9CwAAqEQEeABlzsbL7yLyhdd++IXXfljqWSAzf2Tp+2vN8lffkn3pN6X/Rj4TEZGH681ryDXXRy77m9iDbiNvfy7zv0kZELngxu8CAAAqGGfgAZS34Iyx/G5RYR4omIezL+r+m/DO9i9b5Pxdkcc/+41I5Ot9++Th2/KpyDvviByMNYGLnYEX+XZ8Gfq87gIAACoYAR5AWbu0bF18HiicZ74lz2T94juRFW+raC1fkodFPjWiddyDzx8MZ/V3rsk7KYO+djCx6F1+dwEAAJWLAA+gnF3/6R0REdnVmlp8Psq6S1xEpj5zRVJz5rxY7J+nEP3WtOtRef6g/OxGcit4eUi+3VrhxeS1iWMhr6i95x2N2Q8KasOnQgGRpiM1PZ74J/SZ02tX/NlcQmk/Wd3qzG8IAADlhjPwAMpYZP98f91T6V62o75FRMJd4kxk7jO3uUjvW9b778qfXUtJ7yLyubzzjrzsLcGUNsnCWCj3d6fPXAwFijAZAABsixV4AOUrsn8+U/De/uhekTmRueA/LJlUqv/k58FbIiJSv8d0fX5zkd63rFiLeJFvm52B/3ReXpbEPvCVYWFsbTy77nxJo7JbMAcAYOsgwAMoW5/cuisiIjv+4JkMwfupb+6SkTsid1/vu/37s4mn5Zdu//mgcZ20+/CLitAO+Y38NJLev/cnEl+rzugD//I74Qz/flPCs3aX/cb1RL5Q2syvtA7VtFo/vTy9dnZSF5GmI9HN8HkMAQCg3LCFHkDZ+v9+FQ7wj2asP99Z/4Kxi37u19898OH1pfDDn1z6sG+30YVO9gzXp92HDxTTnY/DJeW/dtAsn39Jno90nv+njzdtUkW27NOGj+W3iq5NjGr539gXMqK4q7s68eR8QYcAAFACrMADKFf3Pr4pIiIt2/+3zC/e/tz3d73edUdEZO7OS7vvpLxg15GBUuyfX1lZKcFdUWSZ+7dZd4Cz7An3qDw8n1BSfiN3KbWgNnEx5I1Ed1ezwyOhK1nvog8fmHc7ep/Uxif1HO8dCf9ux7NtStGGAABQEqzAAyhXOZaO73z8ralde0yfatn12uLjLL+jcL4kD4uIdf+2zB3gyucuRRI00rtbbT9SPdinZr8nfXnaODCvtB9Wa3O/b6RantJ+WK0r2hAAAEqEAA+gTEVKx2fvkc7HxxY9L/TviMX4lh0dw563Zh9/KuMmfCAHX5Ivi4jIp7cldbeHiMxHfnndKdHaMo1/nLKcvoG7lAG30nSk+syQo9WTy5p2UHszvJV9Wz4H0aMn55vVbIfnMQQAgJJhCz2AMtVQP6bX5z7K+dwF53MX8rul82X90Mv5DcVW8zv18ovbIp/Lj7zJdePveOUdo1Fcfey4e3SH/C+uye/8ickx+J9FNpjHL6fnepey4VQHh9Tch0X6xjU7BvPZyq7PTBkn59XevizvnscQAABKiBV4AABytm9feH/7p/Py8ruxFfL335U/9XZP/AAAIABJREFUi0Txb8cH6y/J7z4U/vKHfyMjH8eG3PlYXv4b+YXxTb08Exfgre6y8N8eMr+LrUX6xuWbpX2aUTDP1a02Fm8IAAClxAo8AAC5+5J8sz7c1/3T2/JnqQc+EqO4iDzTKv/1nfA++V9ciyT2RN97Osu7RBJuyl1sK7KVvemII68sHVtLP5Tt6n0eQwAAKC1W4AEAyMe+p+V7Fqc8Hq6Xv3o65dEvySvflq89ZPJ6EZGH5HvfNtkMn/Nd7ClSB77ZkWcXN5bfAQBbAivwAADkad/T8ldfkZ/dkF98Hn7k4Yfkd5+UZx61GPAl6f+WfONj+dEN+TRuyJeflG88Kruyvovri/dbfrfG8i52o8+cDveNO57vQfSF9421dMXzRLZr6XkMAQCg1AjwAFBEtbW1IqLrubayRqk9Kj/+k6xeuOtR6X9U+nO59q5H5ZVHc5tO0l1WV/9l586a3C5RtpanH1zxy8a6uGm+nCvJ5zEEAICSI8ADQG7unzgW/brmzPkSzqTk+FFg4/SbN4zPt/Qrp+5fsXiRd/S+V0REmo7UmOyx9+nhZ/dlvYCfxxAAAEqPM/AAkIP4yJr67ZbCjwLlIrIZXvVkfX4+jyEAAJQBAjwAZMs0o27N4MqPAuUjshnerdQWcQgAAOWALfQAkJU06fT+iWNbagM5PwoUkNI6VNNq8dzy9NrZSV2sds4bghIUERHXk1XZHqHPYwgAAGWBAA8AyIzVdZSroB4QERHnrqyLyecxBACAssAWegBABqR3lK/lO+siIqI4sy4mn8cQAADKAwEeAJAO6R1lbSVgFLGvyj6N5zEEAIDyQIAHgKykOdqd5qmVlZWVlZXizGgz5JreOQCPTaYHA5swBACAMqHoul7qOQDlZXV1defOnaWeBcpUaqBNH1lXV1dFxL6/UTkFeNL7puHPFArI7n+mUIb4GwUUDyvwAJCDpIxKZI3iRwEAAFBsVKEHgNyQVKP4UQAAAGwmVuABAJbyO/kPAACAYmAFHsDWEn+omwiajZoz53M9+Q8AAIBiYAUewBaSFERpkJYlTv4DAACUA1bgAWwVpnH9/oljxNFs8FMCAAAoOQI8gC0hzWK78VSRAmptba2I0LATAAAAG8cWegAQYTs9AAAAyh4r8AAQVqnb6anbBwAAUBlYgQeAmMpbh6duHwAAQMVgBR7AlmDaC63ilWXdPl/oxKhm/bTSfrK61ZnycFCbuaz55vVA5GWuZvVQR1WjUynOLAEAAMoQK/AAtoqttns8Y92+0lh4P016N7c8HRo+FboSS+8iogfmQ+On1obHcr4aAACAbRHgAWwhWy3DlyE9GMj8ogS+0NlJzWpQYD40PE2JfwAAsEWwhR7A1mJkeKslaBJ+sa0H/SIi0uw406dm8Xp9Ziqyxu5Wew87Go3d9UF94fKD8XldRAKTD2aeMNt1DwAAUGlYgQewFZkG9WKk95WVlZWVlYJf1raCEhQRkaZ92aR3keC6zwj8bsfxoUh6FxGn0thXfbzbOACvB4OFnicAAEA5IsAD2KKS4nrlrb2neUele7NB4xy74sxxwdz1ZFVdyoN1u/j/MAAAsKWwhR7A1lV5oT2Jae39Ur7rcAU7t7o3ywDvFKdIQCRwY325TU3K8Mt31gs9QQAAgHJGgAeASpaU4Uv7mUWkgp1L6hLbwrncqqdLbfWk9oRTD3Zr3kld/KGzp6X3sBrZRa8vjIXPwIvbcdCzSW8AAACgpBRdp3wvbK+w+WR1dXXnzp0bvAhgWF1dFRF+owzaxLGQV8TlVsSvpxaWdzU7nu1LXmZPyOqp3GrvkKOx4DMtd/yZQgHxZwoFx98ooHhYgYftJe0Qvn/iWMXviwbsKVLBLuA3T+OB+dBZkZTq9Epj37Zel3Y1pZmcReBHlspnawYAAMgSAR72ZtoMjAwPlKPlDyIJ3K22d6l7PUo4e8f1hJP50MQ+tSd+S3xQm7gY8vpNLhiYD52d19pP0kMuD3z0CQCAHbGFHjZm1crbkPe/jLLvCwXE3tRsLftCZ0eNEneO40PRdfXwrnvj8dgZ+PjML8rWy/Ab/DNl9ceTDL818WcKBce/SgHFQwseACii2tra2traUs/CDuo8artbRET82s1IX/flaS2c3psdZ4ZUqz7wVy5rmzpXe0vz0Wf6T0UBAEDJEeABAGVB2ftkUhV6/eYNY41d7U0+GC8iUte2LZz55/WFYs8OAACg9DgDDwBbhW2LlrkVi00Myt4nlSt+XWQ9GJTGrbWLHgAAbEGswMPG0iQQW4UTFNL9E8ei/yn1XMpLatGyUs0EAAAA+SHAw95Mgzrpfcsio1qx6tewmXPQZ07fP3Hs/onT2rLFCyIb5qucSWvpfn0l1yGwxEefAADYFwEetpf0b5z8C+iWVQ4ZtTyVSdEyxekSERF/6M1pk/Yny9MPrhi94pqVxsiQyKl4bXzMrEydTwsPsdxjD1N89AkAgE1xBh6VgH/vRPqMym9IWWjscLjmQwGRwOTacMDxbIdaF+4Jp81c1q5Ee8J1xOrV1T2huiZDARGZD50I6L2H1UanIpLURk6auqJt55ClmjPnbVsTAQCArcuWAf6zX/7k7Tevv/vRRyIi8pWvPP3Us9/5w9/7colnBQCFVXH5yqkeag6Nz4uIBOZDZ+dDqS9xdW9L6OjuVJ/t1s5O6iIifm38lNk6fLOjx1OM6Va8ivilAgBga7HfFvpf/vXA86fGI+ldRD766N3xU88P/OSzUs4KAEytrKysrFgc4E6rMs/zN/bV9DYrFk8qTd3Vg23Jz9a1VR/vVl0WY1zNjuNmHeYAAAAqkaLrJkcRy9cv//obp94V+crTJ1/6U2PN/bNf/uS1U+MficjTJ3/2p79X4vmhEqyuru7cubPUs0Bu0ufbEq40rq6uikiuv1FWbyebN2K6br+RCxZBUJu5rPnm9UD4e8XVrMZ21JsP0RcuP7ga0AP+yBB31aHojvothz9TKKD8/kwBafA3Cv8/e/cf3NR95wv/c5CweW7SneYOYOQ0uSmVmLuYOk78ZBvk7d4nJhgkSB+m7eQOmRt76HLlaWeK1OVxYBa62bawA2HYynSmGWloGTt3woRpOkxrJDDg3KeMRHszTlwXsztIJbnJxkLGz6SzG3bASJznj3N0fKzzQ+eXpHOk92v4w0jnx9fG2Pro8/l+PlA9zgrgP/lF+NujH0gjdT6sRwQPlsBvHYeyWYzKM/DK2MybEdJzVWJ4VFA7F35MgYUQwIPl8DMKoHqcVUL/Lx9/QETP+cuj9K/4nyMi+vBjlNEDNC801lbvw495DQAAAABO56wmdl/53q9+9b16LwIAbEvaWNspfeDMb3HX0offzl8BAAAAAKjIWQG8kt+l3yGiL351o3wneoaR3yNprLMUNAOunhAcaejvFj+W9IH7N/GzNaT+HfW5Yz80f6nPmVgAOBH+TcFa+I4Ca+E7qqqwQ6GZNUIA/8kv3nyHiJ576ZuYJAcAJbJR8eeO/bDGMbxScC4sQ1f0Xq83IAAAAADADpwfwP/ux98e/YDoi/0vKvavc1SjPicpnt5TmCJX/wl3h/JBc9PFy4lifnZJu+nNW10d5e2m2YkjCxdmtdyX2XKgpVelW7VZ6LzSAFTqyT937Ic1qySvuAy9lfMq35n3jJ4ITmSrH1OafhdQ6dfB1Cz/K9nT7uoMuno7m3OOgK2giR1YzlY/owAajMMD+N/9OMxPlRtG+r3WZkYKUxUOkY3J2dxkYXSy4JEb+AzQQLjgfMVrPyGiu698V+kAvddUevdB5e0Ap299d0ojgyal4XcByf46yM0WcyeLF9rde/e7VldpcQAAAI3GWV3ol/jkF+GvHX7nA/pi/+vDmB5XazMjC6OT6odUyKjnxhai4yiNgEZlvimdgSs3ZB/+e5JGBvVaCcjQ8LuAKvw6mC0cHylauyoAAIDG5dQM/O9+HD78zgdEX+x/Hbn3WtNW6z5dLB3DdO1evqmT4RMs+eLEqQL3VG7s/sSTQjE807u/tVf5enPjC8fHWCLq2l3V+nlwtNpEd3ZOCDuo8b4WSoPxnP55NQat+57mxu8v/jrY7trUx+Xb2Znx+6NjLBHRZHFiqws/2AEAADRwYgD/ye9+/O1S4TxS77U1N11882QhV/lAdiLBZVQk+9XbXL37XW0j90YniYid/j3bq6WQfrrARe+e7S07O42sHJqAxujdZOwnTQjbLZi023oM0zIYD+pD8+8CIipeHuOLrbp2i3+AMx19LXuJe2dW8+8CAACAZue8AL4UvSP1XmP54ulThalSssXT7e6kwgXFyskHee7IbvmkSsdWt2eykCPK5R4QuSrdu3j6ZJGIqN39El7hgby6RO/Cg2Yua6CVnYpGSr+DLen7XUA0zXI75GXffl3d5+oaK0wR5d57MNeHnfAAAAAVOWwP/Ce/CCN6rxs+Jm93bdndEhlwqVY7unaeaD16ovXogEJw3kbaiyVLHZKYLbvw8g5k1TF6V3pK4724w3QtTOVgbBeHWtDzu4Bm3uersTqflH37tfTLAn3sAAAANHFWBv53Z0Y/ICL6YPTbXxuVef65A79CTX0VtTNdweU7LRn5k6c8ERF5PJXeQ5ou8B2SFJL5AJXUKxFdMbUuXljZIg30k8d2cagVHb8L2DxXZ9/u2oAf4AAAABZwVAD/u/Q79V5CE2tzRfZXrHXXauY8t3lSKScjEPbSu/qVkvkA9tV69AS99hPFp1RP1JXVb8jt4g08GM/J9P0uKG2n8tBqIsqzM+fvX5xk+c3z7UxXUNTiFAAAACpzVAD/le/96lffq/ciwDwhqV4xJ1NqZe/Z7uqo/rrABGy9VnL79m0ial25Uu+JDdZP3hi9b2SAzYiLraYL0ZPFJX3vZtmpkwtT7a7+/W78hAcAANDGYXvgwfnyxejJUoP6CnvaF9Pvm9G7ztbqvvVaJaKzMNirzV3KLiv8qcb1HaHsc2/mL4WT5Yrl0btgtjh6pDhX4/UAAAA4laMy8OB4+WL0MD95qPI4d6TfncEmW69rk6pFQrgu8BV2vNwkN0nE1b/L1dHGvSHLzowXL44Vc0Q0W3hzfFkEb9QCAABUhgw81MrcdEGI3rWMc6/UuxjsQFdj9mqrTarWngnh2lcHAOjU7d67312K3omI6ehzRw64PURElBsrztRtZQAAAA6CDDzUxNz4wvExloiImK7dWtoXF6fRfB50q02was+QGNUBYGfMlq1ye6baXJu7ua4oD/J56sBPewAAgAqQgYeqYyeO3BOi9y0HWjQNH5pmp4iIqOspNJ8H0Mie1QHQxNqID8mVW5au8qDGCgAAQDtk4KG6iqePFKa4MULtrv5dbo0JllL9vKuzUqU9QCVN1cu94T9BcJZlbe1Es0Sz7G0ijIsDAAAwDRl4qKLF6N3D737UeiJfP9/OrKrW2sAS9t96XfcO+QDNjGnj9rhTcXpa/ojbOa4+a1kb6ucBAAAqQwAP1cJOCNH79pbIgPrEuKWE0cFPL0PGxvZkA3V7Ru8qD1bPqlWrVq3CG1HQrDpK26CmEnKz4qa5DfB4uxYAAEAjBPBQHXPj9y8I0bve4UB5lmtW37YGeyMdwZ5br23VIR+gWXW6trQTEdFs4fiRwsQ0W3qCnRkvRE9yu6WoK6jnTV4AAIDmhT3wUBXFy3zXOsqNLewbUznS1X/CXTbmfe7WAyIiYlBR6Rw2CdoBwG6Y3l3uaW6G6GzxwsniBekh3e6Kg0UBAACAiJCBh+oo9ZA3BlsiAQAaR5srcsDd1S7/pKfbvXcA00YAAAA0QgAPVVBKoRvD5nOWrQQA6o25uLHeS4C6a3Pt3N+yd7fL0764McrT7tqyW2eHFAAAgGbHsCxb+SiAZjI/P79y5cp6rwIsoLTXvZYF/wzDEJHwk7apZtqRKHpnN1+t70p0YS5utPmC8WMKLDQ/P09E+I4CC+FnFED1IAMPAA3Lbh3yMdPOEbg3HVA4AAAAADaEAB4AGpl9OuTbYaZdjYljYMTDAAAAAOahCz0ANLj6Vqrfvn2bKs20a4Zaeqcoe9PB5oX0AAAA0GyQgQcAAOtJU+5IwgMAAACYhAAeAAAsphSr2zyGx5sOAAAAYHMooQcAaCjN1ujeKipvOqCQHgAAAGzC0gA+m01mMjdunL1+vfTI+vU71q3z+QJer5X3AQBwltajJ6zqV6cen0sb3dc+hlfPWiMeBgAAADDMggA+m00eGzgUT6dln42XPvCHogeHtiGUBwAooz3MVo/PlRrdIw9fEd50AAAAsEA2mzx37OyZa9fSi8Gh3+/f8CICQcuY2gOfTQ72MIzPF1SK3sXS8UjQ52N6egaTWTM3BQAw796+PcKfeq9FK/VBdOqN7qu1Jgktm8axsRwAAKDRZJPDgz2MzxeMxOPpJcFhOl0KBAeHEQeaZzADn00OHzsUiS++rxIKvbhjxzafj7zl76xks9lM5tyNs2fOxNNponQ6HvTF/aHowaFwAG/CAEAd2KHOXC+nDKJzYqZa45sOTvzUAAAAaiE73OOLVMzopuMR37XriVQsUIs1NSwDAXw2OTgQ5GJ3LWXxXq/X6w0HAuFwTFRuH48E42dCiZEYgngAqKka15mvWrWKiFiWrcbFwRKIzAEAAIxbGr37/aGyevlsNnnu2CEumUvpeHBwB4sQ3gS9JfTJ4R5fMJ4mfyiRybCpWFjfXgavNxBLpdhMIhryUzoe9PUMJ3WuAADAsDrWmau8QWCf/Dmhvh0AAAB0yA4PCNF7KJFhU5II0esNhGOpVCYR4v4eP4RKejN074G/nvaHEhk2FTPThcAbCMe4MJ6uVz4aAJqA/Telm1+hbKBuVfRuyRsEXPSOGB4AAAA0SR4rhe+hBKtaXO0NxDJRPxFROnIMOVzj9AbwgRibsqrs3RsIx7AFAgDkNqXXayVKrFphWSytPbTWEp9X9Q0CWOqj5M0f9FzdyFzk/gz0/OGN5B3VM+5cGf7DgOiUjT1XfzCc/6jCfbizSqcwVwcGb15B3gIAAGwieZafORZKaAjrvOGDIb8/FI3u8IkezQ73MAzDDCb5Rni8np4lifpscniwR3iSYXp6BofleqMnB7mn5bL8/J2YwaT88UvuzyjcQG4xiqupBgY7MwHKzM/Pr1y5st6raCJKwXA1Ik/1wFvpjmZWyDAMWbcHXroS9VHwur6GZYl37AxXdOeNnvRPZVv1+Ne8NvLlr0rf5M7eHPD98Yb81R7+Tmbjy7Lviyufte7Qnx8/8AX8mAJrzM/PExF+8YGF8FKqaSQHmWCciE+/G7wIv4c+FArF43HR44vXVO6R5w9FR2Jh8W9Rfkn+aCYVLv/tWrqOeLXC8YkXzwRlbiK5UDY56AvGJcfxy6lBiz5TY+QAAEyq8aZ0A3XmNhnPxtGSwG89ekL4U6t1NZUrgwrROxGlb73i+8OVsgfVonci+uynvqtvSN+0Vz3rxsF/+kdUHwIAQJ1lb1zjPgjtMB+1xuNc3M2yLMtmEtHEUHn0znVh457PJEJ+4hrbD1rxGzEdCUbS5A9FhTtwN6D00htkhwe46N0fTfBHcsvlDo4HLVmNKgTwANBcnF5nLo7M1TfkizftV3yvQbrvHTvhZSX/8Ar/rvvDWxP+t9jNV9nNV9nNbyW+tI4/4tbJ4SW19FeOleJw/5rXMv6rMqd89tOBm0tr6e+8MbB41ncSpbMynd/x80e8c+hmpfJ7AACAqspc597R9q/3VThSm1CilOz2BkoTx0ub7P3RjKgLm9cbiKX4LfWWBc2hRCoWFu4QiKX4tnuirnvZc2fSpZWKtpV7A2Hh4LPVjuCrEcBns8nBHtGmgFpuCQAAqMjwRnSb0LIhX/qgSgyvFKsbjuHt35LQqCtnbxERV/f+auChx0uPPx5YO5LhA/Ib1z9bPCF78yQX8Pu/9Fbqy1/1PkTiU9jOrdxf0vn/V/xrMnmzlORf81rqyy8HSmd5215O+fkYvuwUAAAAmyltOZchu0VdJo+fHT7E57tHJAXx5A2P8CG8FX3tZXbxB2JcVC7tunfthuSGgRiXjXdeCX12uMfnC8bT6cUCw3Q6Hgn6mEEE8QBgF9WuMxfC17uvfPf27dvWXrnig0phs/SwasTY9m9JaFx+go/G2/6LdNe696G10jMyd7hE+taDax+XPkttu6IPExHRZzczi4+K3ib48lfLT3no5YNruFMunVNvmwcAAOAgcnn8Uo5/wzrZbjHedRuIiCh9PSP3tB7yuwACO7i8eilgF24Y8XFJ6joEuBYH8MIcQL8/FI0mEolEIhoN+fnihgGM/AMAEWMt5WrM/Lb5zx37oVWL0bIhX/2rKj1sxfPvqhyvNwmvsRzAqdpe5UrZU3LRePbOTSIiWrf+4cUHA1/mqt9fVXg//vF1D0seU32bgLvm7ad+zW4eCT8k9zSIFE/vubdvT2FG10n5YnTPvX177p2eVjtmYmQhulhpshAdKc7k0RYYAJqLbz1fFGY+fibZIL20yV6xRr+0ApmMuD4VdgEIn2Egxu+N55PUvsWC81pFutYG8PymgFCCTaVi4XAgEAgEwuFYKsUmQkSUPnMOETwAcBwRvXN0bZt3RARbpfXYquFfLWXvXBn+Q6nn3JrdeuLqj25w9fYPrxVeOAhvBLzYJpe0B+1mRgpTuk9iJ04VcqpHzI0XoocLFyZZ0WFsbrIwenghOlLUfUMAAMcq5aMV4mdvOMWW4bet66WQgBetwCylO5TeIVgUiKUyiVKKmiPE8jXZOa43gM8m1dbE1TjI1R9w1QfWvDkDAI7noOido3HbvCMiWPFK1NPvHHSzU3Zl8OJG5uJGX/qVyK0bROT/0msyRe8q8qcinxEtTbaXqu7XrnuIiD7K5ssGzl/JonJei5mRhdFJI2ddmFU9YrpwfKyoFOHnJgvRceThAaBplCrMpZvEraWYYBf64FfrDqUa/iW8gXAsleKa4UdDolg+HY8EremKr8Kt8/jM2WAw6A9FDw6J++4tde1GlsqfTJ5VGJYHAE3HcdE7x7YLM+PupWfKHmnIT7Na7ny49GXDOtIXWl8ZnD7PnShKtotz8lcGr74S/0x8yo30rVd8t9b1f/H4CEYsK2MnjlSKw2VNFyrF/OxEopRjb3f173J3tBERUZ6dOX9/dJIlotzY/YknW3rb9N8dAMB5AjtCFI8TUTw4uMP6/m3edRuI0nwaWC74rLBHXuFo/RQq7L3eQDgWCFOMKJscHuDmyMcPDQ8FpC33LKM3A+9b7+ffWmB6pF3p+Dw7v6e/ZHiwp4cbl2fFhEAAaGz2yVTbkJYN+eoROOJziz28zv/wOj+/j/1G+tYrvqs/0PbO+0fDV18pNaj/kVzV/c1j5dG74MboB+Fh5OFlzU0Xo3sMRe9UPH2yUgF8/sE0d+V29979peidiNqYjoGWvdsZIiJi83kDdwcAcKTAUKkoPh6U7y0vkk3yU9g0K1WwKwxnKyWJpfG1XOW3WrpeYa83fwP/i9u8RIt99WWS7KJJclWuOtcbwHvDKTaTiIb8ROl40Fde51/a1Z9OxyPBkkg8nSYiv0xrfgAAKcTwKrRU7ysdoyV6N/PFN9Dwz9keejm1cSS1cSS18Sq7+a0E3xz+fPDqG5U2wH00fPW/csXztOY12ZZ49Nn5+GdEtC7U+VZm8+Ic+BD/ZsHNyHTFuzSbfPH0kXvHT/I72D3d7i3dOs7mN8y3u/v5OFyN5+llqyUPrl5Tjdm8AAD25hXiVqJ0pLQPXNzRLZvNJoeHB3sYxselqHVd/aBkFvvihfkZcxQ6uJjwVm5rV5ooLy8dkTZcTw4Gl8Tv5N32osrcuoot96xh5HeNNxCOpdhMIiSXjC/t6l9yht8fSmRSCN8BQCuHxvC1iWCNxfAaU/Qm6Wr411geD3z5rdJMONUBb3euDArRu+yguEVbE/6RWNvjwqsSb9vLsY3CXX56DIneMnk+Pe7asrslMuDSXsY+N85tmGe27HKtUjmujbhr5t57MCe9yK0HehYLANAoArGMKPzjGrr5Fme++3y+YCQSF4JnfyiRSWkuMS+l+NMRX8+g0Oo9m00O9vj48WfRIVGYWYqx0xFfj5BpziaHB/mScGVKZ4hn0JfeUFi6Gu740nrEbydUA8OyZpqtZJPDxw7x/xwyO+Oz2azXW9X1A1hvfn5+5UrsLrWGUkipMT53VuAn+0mteO0nRGTuJ62O25EVaXbzX3Yt5QCNKf8DZvo8Efm/9JZ8Xv3OGz3pn3KvYfxrXhv58lclvyMXk/OKF6l4lyaVL0ZPFduCy3d28in0mZF7o5NE5Oo/4e5QP/FwIUfk2d4S6WPmxheOj7FE1LW7dWdn+bHCs9Tu7t/lKlXRszMj/B54anfv3e+S5udtbH5+nojwiw8shJdSTSmbHBwIxtUz7P5QYmQoUBYfZvnQN5RQ2kSfFYJj6QWjI7HyeFnhcH808eKZYPmdkoNMME7kD4UoLrN6f1TyZoPyauSPt5rJaq/FZLxflIwX3opA9A7QzMqiRI2Dyo3dSPhj7ZVJcw92va3dTbJ5u/vWoyeEP/VeS209vFZlPE725gAjRO9feislE72TaDK88hi5h9eW9x4EIqI2V2R/ixC9a1aaG9ftjvRVPnd13/L+boaIaLYwenhxDnwpenf1Oyx6BwCwiDcQS/F92f3+Jb8N/X5/KJrIZFg2FSuP3rVdurSLW3RZvz+UyGRSkuidO3zp0X5/KJFhU2G1yvb1Q2V15P5QNJFhZaLxxdUsWY4/lMjIHm81kxl4kSXJeH/o4EhMsU09gK3hbWNLWBJGGksmWxg0CtE7u/mqxjUI0fvdS8+0Hj3BMAxVIQNvOIVe8d+l6UJua5US7NLcePIPA8Fb3Hy4daHOH8WUZ7xnb/Ij5UOdV2OyReB33viL9E/fRQa+Ii0ZeOkx6hl4IiJiZ8aLFyXD5Dzd7pcGnBi9IwN+qOfPAAAgAElEQVQPlsNLKXCOUga++plzq1jXb6WUjI+G/JSWa3AHAE2jZklg2RvVOAVt82S4GKJ3k7I3B7h57IMKm8+z+Uv8OJuHFKL3h/lt7Sp38T60lvsgPndF/ojPbr4rdxfQrzQ3rmu3ao29WL54+sjCqNwo+Nxk4fiehQl0JgAAgCoyGsBns8nhwcEezuDgcKluXrXBHQCAdhWDyWpHzuLieY2F9OLi+RoU0uuC6N28xdD6plwH+DtvDPyRz7Gvf3jx4exNIXr/TmbjqwGZiXFLtfXy7XxvnZSbFbc4PV58FzCgNDeu262QaZc75XBhqjRJrv9AaavIgRa+rp7YC4cRwwMAQPUYCeCzwz2MzxeMxONpTjweCfp8osF/3kBMddocAIA6S4LJqu6Nry+97e4rltwjetekbZfQAd539QfJOx+VnvgoefMHQnc6WrN7ca67ENU//J3Mxpe1Fed9dehL64iI6EYkPTB484rw+zObf2OwND1+yV2ajCX/o9mJI/zcuL0DLo3nzI0Xp7iPut1H97uU5sBfOF9pnjwAAIBBbt1nJAdLXff8fj9t2LDh2rVr6XSaiNIR3+C6xY5+3kA4FggPce0I45FgPOIPJbAzHqBhVK/TuFXRe9lfdV1WmnJnLm5U3wkvTbmveP5dek37PfVpPXqiqvv/Qc7j4c7vnOEC9c/OB9PnZQ5ZOhkuebMU1X/2U9/Fn6pcWrzj3bv2R9E814v+RvyPr8T/KD38uYTa/LlGpvf/sry58fsXZombG6d51zp77T2um4WrXy7mX923fMt7CxdmiSbZmQHSWpMPAACgg94MfHb4UJyI/NEMy6ZSqVQsFkulUizLZqJ+kptpvzQZfzZj0boBoL6UOsxzDLy8rkHfcu1ZO6WCedmi+jrGzGW3RvReCw+9nPJ/R7HVfHma/crZW8Zu83h441uJNesU7rL10J//jfyknUZnTfQuCsXZC4fFpTr39u25x0+JI5o6yT9yenrp2e2Mwqx4ZsPTXBL+QR5V9AAAUBV6A/jM9TTJTqfnh9qnr8uF6EKDu/WGFgkA9qKldZyuF9nGXpEbOKvslbqBm3K46F0czyvueB9/9vbt24ZvVFHzDmyro4deTm1+K/GlrX7RFnT/w1ujnW+xZUXydz68Zvw2jwe+PJLxvxZ6eN3i+wUPrwt96bXMxlcHVxi/LgAAAJQEYizLsrUY/2YV/SX0RETXbmSpvBQ+e6PSyxRvIBw2dDsAsBH11nHiMLKsxpt7ytqqb9kyci6Wvnup8qhs2Wyeer+6ioX09iT7hRKeqvFiGsLjgbWvBta+WuGoh15ObX7ZzG28D301tlGmVH7ezEUdy6r0u2mz7G0iucJ7IbG/rE12ACAAAIBZegP4wI4QxePpyMDgupEhn9frJSLKZrOZYwORNBGFdjRnUR9A7VVvC7qFpAuTjepN3kJ2DLtGBkKCskJ6dvNV9Zuuev8FO8T82DMPjmZt9M707m/tVXhOeQ48s+Fp5sIsS1QcHWGOSrfBTxcv8A3qlWrsAQAATNKdgQ8MRf3xSDodD/rikif90SHE7wC1YLJDW31ZvlThgmU17VqS8LT0q6dxXJxDWf7uCUBt2OVH3OonXZ6xQo6IJgv7cmz/LldHG0NElGdnzt8fneQ3z3cFtTfGAwAA0EV/Cb03nMqsGxwIxtNLH0eLeYBaUdqCbosXuA7HpcrLwnhx/ly2O33Fy9qn8B7fJOA4dvrh1uZ6aXuR73I3Wxw9LDcuTsdUeQAAAL0M7YH3BmIpNkbZbDKTISLy+QJeRO4AtaF9C3qV2HY3tTSQ1p6EN3wLgVJ8Pj8/T0QrV660cBk1YJ93HECjRq2tsFP0TkREq/ta9lLhzbFiTu5ZT7f7Jc1T5QEAAPTT24VezOsNcBC9AzQX2dfTdoveORq3xIuDH2M59kYi7bEPNqc+1hEstrrPHTnQ0t/NeNqFxxhPu6v/QEtkAMXzAABQVQzLsvVeA4C9zM/P2zlfqv7SvJZRtK0yflpy4xWjmtajJ8xErbIpaydm4IUvApLwtiX+MWXPihhL2C793qCc+GMKbM7mL6UAHM3qAD6bTZ47dvbMNX6k3IYXDw5tQ4YenMXmv3XsE8DbR8WoW3sMr7eJvexdxBiGISIHvVWqsv8f7EP4MdXAPxAQvdcMAniwnM1fSgE4mt498NnhwWPXiYjWD8XKp91nh3t8kaWt7dLpYDxC/lB0RHI0ABhi2y3ojqDy1SNz0Tth3ziAdRC9AwAAyNIbwGeux+NxIqLQjhiJQ/Ky6N3v9xOl09wD6XjEd+16IhXDjDkAKzT5QO+y0n29TeDVY3h1DR+fy+7/b/jPGuwG0TsAAIASQ13opZKDQvTujyZGwsI4uWySnziXjgcHd7AI4QGs0bQDvaXNutij1oSXWtLvNYtmm/MfF4AQvQMAAKiyJoBPno3zH4USqbA4SPcGYiPRa1x0Hz80PBRAJT2ARZrwNa5s5tyql/sVB87V7AsufZOiNrdWqmVAEt7OsKcGAADqxQ5DT5rwl52ZMXICIX73R4ekKXZv+GCI+yh95lzWivsBQBNS+SWh9/eHgZ/19YreVR4E4NhwrKNhSL8DAACos6iEnrdhnWx+PbAjRPE4EaWvZ4iQggcAqRoXjav0EahjfwH1Nymqugz1VgJIwttcY+ypQfQOAOBELQd+VJf7Lhz+fl3uW3eWBPC+9X6idOXjAABkSYvGxX+t0mt6pZinMWIhaDZO/0ZF9A4AAKCFJQG8d9uL/kg6TXTtRpYC0gx79gY/Ft6/3mfF/QCgkVSsD69eAblSwGBhIHH79m2rLlU9ejv5A1gL0TsAAIBGhgP4+KFBurFjxzafz+v1esMHQ5FgXKFEPnms1KFeocQeAJqWJcE5Xvqrq1hQoBSZoxIBagDROwAAgHbGm9il4/FIMOjz+RiGYXoOXfP7iSh+aHhpm7pscrgnqNbiDgDAlEZ66a/yuRj+NNW3J1TjRAAAAACoEr0BfGAok0hEo6GQ3y9+OJ1Op9NEfJu6kuQg4wsuzocfwQg5AKiqe/v2CH/qvRaDrO0obrinPZrhQ20g/Q4AAKCL7gy81xsIhMOxWCrFsizLZjKZRCIaCvmXBvRl/KFoJoXwHQCqqWEyxmXxjLXRe8WnzJwIoAuidwAAAL3MNrHzer1ebzgQCHN/zWbFW+B960Oh6I6hbQEvYncAkCU7zk3X6dwHShljh4YHDl02gHbO/e8JAABQR9bOgaelkbo3HItZe30AcCiVdmiGY3j16F14CkECgN3gPyYAAIAxxpvYAQBoVLG4veJL+dajJ6wqLAeA+kL0DgAAYJjFGXgAgDJKxe0rnn9XPL2s7AW9bMa+xi/6v/WzCgf8/K8rX2TVqlVExLKsgQWYnOKmUtqgfjXDJ4LD5YvRw4UcUdfu1p2disdMnC9OT7I5/u+Mp9u1eeuyjjZG2z2Kp/cQUWGG3B0WrBgAAKDZ1CaAz2aTmQwRkc+H/fAAzUQpDlzx/LtExFzcqDSB3MJAkVuD4yJPadmCVTG8lusYPhGci504VcipHjE3XnhzrLj0GDY3WRidJE+3OzLgqniPmZHClKlFAgBAY1g4/H3xX1sO/KheK3Gc2pTQZ44FOccylQ8GANBHS2DprPbpFk5xM7z1AHsWmsvMyMKFWdUjpgvHy6P3RbnJQnS8Qp3JzMi90UljqwMAgIaxcPj7ZdG70oMgCyX0AFBrXPqdo5KE10VLJzwzO29fv7F48W+vq24oa3lPPsOfNYL2pjFdqBRasxOJIv9hu6t/l7ujjYiI8uzM+fujkywR5cbuTzzZ0tumcPqRSm8QAABAg6sYonMH1CQbnxxkgnGZx0MJNhao/u3NqE0G3jeU4Az5anI/AGhC1cvDi6N36V8BnK54+mSxwiH5B9Nc+N3u3ru/FL0TURvTMdCydzu3AZ7N52VOnZsuRvcgegcAaHLaE+y1SMVnb1yr+j2qpTYZeK8XW98Bmo9stCxOv3OsSsJTKYa3tlpeNlx//caeaufhAWqE35fe7u5/ujg6VqEM3vP0stWSB1evWUYk9xZAvnj6VGGqFLp7ut2dVLiAKnoAAKi3zPU0OSLdLgNj5ACgKjRG7xzm4sYqL0c3bv0qyXbk4aERzI0vjE4SEbNll2uVynFtxCXdc+89mJNe5NYDpfPyfPTu2rK7JTLgkq+vBwCABqc3qV7tJHzybJyI/OsdWR2OPfAAUE93Lz3DfXDvko1GQ9e34536FDeTs+UARPLFN8dYIvJsX97bRtLIXMS1aXtxaoyl2cLxI9S/y1WqomdnRvg98NTu3iQdPtdONNty9ITGIXMAAADVxxXQ+1/c5sgacWTgAaBGpOl3IXrnWBU2q4S1te9Xf/v27du3b+s9S3ad0sC+Gm803Nu3R/hj+cXBVkpz47rdkb7KAfbqvuX93QwR0Wxh9LDwTbJQit5d/ftd5dX1bYXcbCuidwCA5mYsnV7NJHzmeprI/+K6zPBgD8Pp6RlMZqt2Q0shgAeA+iiL3jlVjeGdNW1OOsXNwtlySmrwBgHYRWlunKtfw/x2IiJiOgaW9293eSRPeLrde/e7O8ofNjP3AQAAoFq4BHw6EgxG4mn+sXQ6HvQxg8l6rksjBPAAUBVlL9zL0u+y0TunSjG8gUBCfZd7DSKT1qMnhD/qs+VUntKeTq/BGwRgG6W5cV27pYG3gnzx9JGFUblR8LnJwvE9CxNLWtAjegcAAJviOtgR+UOJDMuyLMtmMtGQn4jiwZ5h2+fhsQceAKpFHHYKETvfKP5SLcLC6sUPjohMpOl0lWVbPnwe7Kw0N67bvVO6a13plMOFKe7DdvfiHvjFOfDshcMLdEBpDjwAAIBN8CPkQomU0ILe6w3HUuuICcbTZ85lw2Fb743XG8AnB3sOmRiat+FgyoGt+gHAKMNN19CqzSSldDq+mMBOHOHnxu3VWjxPc+NFPnrvdh8Vn8XNgfcsHB9jidgL54u9Ay58pwEAgI15wyk2LPN4YEeI4g6I4PVn4NPpdOWDlGwwfioAOJOB1/G6Usdi5kfKr3j+XZXyfgNLqguk00HR3Pj9C7PEzY2TTnRXwF57j5sPL79hfnXf8i3vLVyYJZpkZwbujeJ7DAAAFrUc+JGBjnQtB35UjcWo8a33E6XT1zNEjRTAB2KZBA0Ehe3+fr/f6iUBQIMzsK1aS9jJDZM3E8NzV9AYw1db2SeiPluuVosCxxNCcfbC4XsXFA6aOnmPy7d37W5dUmPfzijMimc2PM1cmGWJiojeAQDA0Ww/HV5/Bt4biKUy63t8kTSRw2vi5+fn670EsCl8byj53LEfCh//29DfmbyCLvf27dF4x9r88+m6i94lrXr/BSJiLm68/dSvFx8d+jvpV+/fhv7u3yQX/5yBxchdXOUWUHfGvs+X3Sk8pP3ou//K3aV0VuHfP52/J9v99tN/f4hoGdGDv/yO2sL+9R73zXnvX+f/hO8pm8EvPrAWvqOqauXKlfVegj56k/DVTL9nh3t8kTSFEmx5GMs1t9uwzs7pdzLaxM4bTmWoxxdJUzw4uEPyuTuF4771oTbm5+fxvSGrLAP8uWM/NFIeb2IBKv8uXPKcs+r9Fwwk4YUraEy/a/wmYRiGiFiW1bse+btIegq0yp2l/kVWXLlckl/pFlBfhn9MsQ+5F7QfveLPuLuUzpr7PworPyd3W3b6n7nLLl/7n9XWlW/lvjlb/2zlQ/gpaxtcoIVffGAhvJQCidv1XoDAu24DUZriZ5OxgDiKzQ4fihNRaIfdQ1vDXei94ZHoGceH8ACgVZM0RdMYvVf1sxa/GSHdEaDl1obr7Q03HQSnYHr3t/YqPDc3zvWik1TOiyvkR5ij0m3w08ULs0SkUmMPAADNbX4Z0QNth1Z793tgKOqPR9LxYA8lRmIBLxFlk4PcJnF/dMj2ca2JOfDe8EjUT0QUP2T/cXkAYIaxIeQ1I45471565u6lZzROPhdO5D6wQ/RuFdlFagz+hT9VWBc40+onXR7uo8nCviOFmXyppCTPzows7OOG0hF1BbU3xgMAgGaycpmmXxBt7sHq964rhbHpeNDHMAzDMD6uxVsoMWLr/vMcEwE8/7n7/X46cw4RPADI42JpIaJWCQvVg0alp8qi97JbqyxMaHpHROzmqxqr7qsd1oo/HaVHtJAthje4JgBqc720neE/ni2OHl7g/1MfXhidLAXzOqbKAwBAk1nFrG/TcFj+QU2aJ3jDKTaTCC22Y/f7Q4kMy6Xj7c5UAE/kDadSqVQq5YC3KgCgDqQD4ahScthw6lg2f25hgUANktJKsbreGB7RO1hvdV/L3u2lPLyEp1vHVHkAAGg+TM9/dSsk4ZmO593/Fx/es/9frXbLewOxVIrlpVLOCN6JTOyBBwCoQGXbvPpea+07sbV0npPdqK++z9yhMP4dqmt1nzvypGvm/P2LOTbHbXonxtO+bPMuV0cbo35ubcxNFy8nivlZNsc/wHi6XZu3ujrU0j7szHjx4nvFxc+o0imG7gIA0PRWLfvve9yp/1m8Ps3OcY+0MR1fdv3l+mUrVxGtXvY/33xAxN6eJ0I/FTWM4d7IAI0KrVNl6W2Kpjf1bSy81Ng6Xj2AJyIhgLd81rr2LvQV0+zq7zJo+YIjhm8YdvgxZbd3hdiJIwt8Lz0Jz/aWSJ/cWwz54ulThSmZs5iu3ct3dkpPMXQXu0MXerCcHX5GQQ1wrz2q3XNOCTeXzla/iWrDZAk9ADQLw5XtGhmodTe2OVz2ROERqz5N8bb/GrBDK0GAOlKLq4koN7YQHZe+i1Y8fVg2eicidurkwulpS+4CAABgIZMl9NlslojI61XfMpDNJjMZIiKfL1DhUACwrWrPGNOb0BNnpO9d0hrBquwzZzdftWT3uPgid1/5rplVlR0jm4RH9A61Z7P0uzDHjpiu3cs3dTL8Nst8ceJUgXsqN3Z/4smWXlGV+9x4cYr/kNmye3kvl28X5eSnEsVNnaK++obuAgAAYCmjGfjs8GAPwzA+DsMwPYPDScVW9JljQc6xjMH7AYAtiBu51TLDXJHG9vXqcbLSpn1dKzF2Ea4NvjQ+Fx7X3icfoNpsFr0TO5Hg5tgxWw607BTiaiJqc/Xub+3v5g+b/r04PV68PMYKZ/UK1fJtrp37W7a0ExHRbOHyYhLe2F0AAACsZSiATw4yvkg8veSxdDwS9PUMYiI8QKOTbSwvVfvX9xWr39Wjd/U2eBrXoN5GTuNFqqTiv0jZwD8AWXaL3onoQZ5LjHe7ZFPfHVvdXPP8XO7B4qPTLJd+92xfLjmL6d3FnzL1ftHUXQAAACymP4DPDvcE4/zH/lA0kUgkElF+iF46HvH1DCatXCAA2Imu9HLdY3i7hRkVA2OrhsBLaYneVf4KwLFh9E5Erp0nWo+eaD2qNMeujaQR99wtLsxmOp+UazvXtqyTS8LnaM7EXQAAAKymO4BPHovwqXd/NJOKhQOBQCAQjqVSmUSUD+KDPcjDAzQiA+llaUStsdbdMO4W0htZFQmbpPI1NDwEvuLXTW/0rvIgNA9pRYY9o3cN8pQnIiKPZ/FFz+0cV+i+rE0+7GbauHz6LKt1ILHcXQAAAKymt4ld9sY1/qPQwfCSdnTeQDiVoR5fJE3piG9wHRsLWLNEAHA06Sv+smZ44sNqPJLdWBs8k6rRCFDlS6prPdKnnBmwgVnSigwHfyfMnC/kiJYm29k8N8O9nVEaNrzKwxCxRA/yedIy4F3uLgAAAJbTG8BnrvP599AOmfjcG04lrvcE42mKB3vWZ1JhdJwHsL2qNpZXItvQnks1VyOGV+88L7ukstVquYuBlDV3SuvRE+ppdvWviex9HRxuQb0pVWQ485tqujA6SURE7a4N1atxr81dAADsiJvHDjVjcoycVCCWShATjCMND+AEdcyz1exG2ovnteSxZd/v0Bu6txz4EYl+4d3bt4ee13UB+fWUrQrAAJtXZAjL07aSfDF6stQ6fpdoIJy1anMXAAAAIv0BvG+9nyhNRNduZCkgn2APxBKheDBOSMMD2JuFeTbzL+vFYXbFJLyFVQNl91KfdS/7fof4QS4yJ1FwvuK1n5DCNHhxGH/30jMrnn9X+zpl1yNelcqlAByk7Jtcz/d2vhg9zJW1U9fuqs1mr81dAADsCK836kJvAO9dt4EL4NNnzmXDSrF5IJaJXhPthje7SgCwnN48m8rxNf7xraVqYMkxOpPbSp+Oeqc3IXQX/qpUUVZ2pODupWd0fSWtypSa3zsAYBXLKkrmpgtvnixycbVne8vOTrMrq+NdAAAARHSX0Ad2hCgeJ6J0ZGB4m2J63RtOJa4zfBqeQiZXCQD1Ve2G5LLj02ST8FpyzuJj1NPa6veqeF9Z6jvBlKJ34S5Wxcy6Ko3N9MADMMNEgl3Z3PjC8TGuyTzTtXv5zs6qdJWrzV0AAGzMDiN+atn82Cb074EXCuQpHfExEQolFDa6B2JsgnqC8XQ6Hpd7HgCASFuHOY6WnHPZMXcvPcN9oCWSN0xaOa9+mEB6vMYYXvsbChovqL53AJpHtSsyqhKxi7ATRxYuzHIfM1sOKNW0M20eoll+SpzsrnXVOXMa7wIAAGA5I03sArFMggaC8bSGI1OZ9YMDEQ2HAgCYphLW6i1QN0AlepdNvGvv2lr2XobeggjtMbyuy0KjsrAio8aVHcXTRwpTXFzd7urf5VYZ/1ZpSpzKnDkddwEAaAKf/NWv63LfR3/zQl3uW3fGutB7A7EUO5RNnjt29sz6CoeGY6ltQ8ljmgJ+AKgZm+x8rjg+japfHGXJ4Dr1aFx4VkuuvizeLpuuZ2w7AzrbgQpp8YXhioxqJ9hVLMbVnm73SwMVusGvXrOMqEjETv+e7e2TVL/nH0xzIbqnLD+v7y4AAABWMzFGzusNhGOBsLYjYym0sgOwG+15tvpG+9WYDC9cWeMtVL4C6tvay3Bxu65TAKpKqSukxv/adYzYxdgJIa7e3hKRBuRSnUwX0RRRbuz+xJNlNfDsxKlSY/mnXKbuAgAAYDHL58ADgJNoz7NVo8+Z3t4n6u8jMBc33qVnanx3Y6F4xeJ5IYjSNV0PQC+9kwht2uxwbvz+Bd1xtWvT9uLUGEvEXji8kBe60OWLp08JFfLuTaLG8obuAgAAYC29AXw2maSAwvx3Ayy+HADoZ3jemPkX7urhqGzsqvQ+AnfwiuffFbrWSY9RX4yW8Fhp6rsK2QnwAHZgoCukLcJ1ieJlvhs85cYW9o2pHOnqP+HuKP1ldZ+ra6wwRUTETp1cmJIc3RUUV8gbvAsAAICl9AbwmbPBYNAfSozEzIbd2eTgQDCeDiVYBPAAjmGHl+/q7yNorBQwOfhEGrqrDH435t6+PdLO+czFjezRqyplCHboawCNgftecsJ3zjQrjb21ce08QCTk25fgJsNZchcAAAALLdN5fGAo6qd0POhjegaHk1kjt8xmk4M9DOMLxtPkjw7JjqADgCYnOxle+Lj16AnhD0ly9dKQ3vBNtbMqem858CP1xL70E+So7Ft2QgwGtiP8/7K7uVsPjJ/c5tq5v6V/u8vTLjzEeLrd/Qdayua6m7oLAADIa9pO8mbo3gPvDafYbcnBgWA8HgnGI+T3h148OLQt4K2YRs8mh8+dPSOMlPOHoiOxMJLvAFAF6oGHSqCuXkivlN+2MHrXeKRKGQImukNzWd3XcrTPzAWYjj53R1+F10Om7wIAAGW46P3R37xQr0F0DmWoiR03RY4rgU+n4+lgPEJE5PeHNmyg9Tt2rFs89MbZs9evXbuWTotnyPlDiZEhDSE/ADQnpQBbNrqWzdVLJ64JcazJ4nmShNnmo3e9nfC4T1C946DJJUHD0LvfRPZIAAAAsAnjXehLs+AXJ7yn0/F0migeVzzH7w8dROgOIA89xg1QCfXLutlpH4SOfwhoGEoj4gTVmC4BAABQkbh4Hkl4XUyOkStNeOfK48+UZdp5fr9/g8Yye4BmxQWiCB25WIKbBidt4Uaav0Syvehl28LZ0KO/eeED6lI/Bt8qUJHGEXHYcwEmFU/vKUxV6r0/N128nCjmZ9kc/wDj6XZt3urqaFO7NHfW1Czf/9/T7uoMuno7Nc7w07QwAACnsWgOvDcQDgfCYf5v2Szf3c6LkB0ANCuLN+5eekY93lZKvytNktOuvuHxJ3/164Ur36elY/aETxZxO2ihZUScAEE7GDczUqjUn5+dOLJwobzVP5ubLIxOFjzbWyJ9sgG5zFm52WLuZPFCu3vvfvGEP8MLA4B6kfauQxJeO71d6DXxllTj4gCNp6yJeh1XUkey8QYXit+99Izwh0x8ibSn33UFyeo72Fe89pMVr/1E+9Vk4TsEAOxoZmRhdFL9ENnofVFubCE6zuo7a7ZwfKRoemEAYDfoSK+RRRl4AAARvRW5KtnCsnT63UvPSEfHacRdSstMeL0ZeDND4PV2sAMAsIMKkTlvulg6hunavXxTJ8NnzvPFiVMF7qnc2P2JJ1t6RbX0c+P3F8/a7trUx+Xb2Znx+6NjLBHRZHFiq6tXvvxe28IAoG5sE6hnk4MDh+KlHeB+f+jgSCzggAx0VTLwAKCd+sBzJ5L2zVI/Xu/nW/GCFU83eQXZWL16cXjjfYcAgLPNTReje7QEyexEgkuVM1sOtOwUoncianP17m/t7+YPm/69OAlfvDzG/7Vrd8vOPqFanunoa9m7nZE7Re/CAMCeahfbZ5ODjC8YF/VvS6fjQV/PYLJGCzABATxAPak0Ua/xSqyi1DfL8ruwm68q/dGV89f1T2D5VuGKYb/57xDnfi+BGZgyCNWRL54+cu/4yQLXi87T7d7SrXL0gzwXS3fLZ8s7tro9RESUyz1YfHSa5faue7a37OwsP2V1n4tr8Zl778Gc8YUBQL3YI/2eHR4IxonIH0pkWJZlWTaTiPqJKA3C2KwAACAASURBVB0/NJyt9+oqQQAPAJZR75sl+3iVwkuTdfsGmJ8GXw3CdIN6LwTqQPZ/AaJ3MIuPydtdW3a3RAZcql3kXTtPtB490Xp0wCX/fBtJT595n0/adz4p29yudE1JHzs9CwOAutASvdciwk8ei6SJKJRICSXz3kA4lYn6idKRY3ZPwiOAB6gb9bCqqYKuakx3Mx/Dq/wTlIXrxqL3L35VpkXyo795QbgavkPAJHSbhypoZ7p2txzd79Y8zk1ZnvJEROTxCK9H2TyXQ293bdAbglu4MACopyrH8NnhQ3EiCiVigaVPeMMplmXZ8odtB03sAKBuxCHoiuffNT/+zXLSbnxlQ7PJUPTOVc5/Inlc/Bur9egJMheil/Wut/P8Ocwhrx58PcFSba7IfoV0un4z57mKd3GyvVR176HVRJRnZ87fvzhZmh7fznQFRZ3wqrYwAKgCexTPE1HmepqIQjvsHqcrQgYeoD60pE+bLcValoev+ybesjcUzMftRNRy4Efq+94/uMLt72yi7xC9XQ8BoCFMF/hJb+JkuzgnP12IHl4YFaJ3Ipplp04uHD9SmKnxUgGg1qoY7WdvXCMi/3ofUTY52NPD8HoGh5O23/5ORMjAA9SLndOhhkmz0+Knyh6RDT65GF744sheUHv0rrIegdI/hFI3vtajJ4TLLhz+fsUudHdf+e5n3/5ey3/8jxVX++hvXhCi9xXPv2vyO8T8bLzaUPk6134xAFAr+WL0ZKlB/a7y3exERLlidKyYkz5ORLPF0SPMXskeeACwMduk3xedG+yJxBeb0FM6HgnGz0QzqbDdJ8khAw8AVqpj3yxuPlzZlDj1Wys9q96NT/ysljz8w6//uOIxYuY7AjhluoGBrocA4Hz5YvQw3y6+a3eLbIP63GQxR0Ttrv4DLUe5rnUnWvq3u7iu9TRbeHNcZowcADSQasX8XAV9OhKJpxeb0LOZRMhPROnIgP270JvMwGezWSIir1f9jYpsNpnJEBH5fIEKhwJoce6X9PanRGvp588pHPEnOvc+/a9P6eNP+Qcee4T+4mna9oTqdf9E596n9M2V/Jv+j9Cza+lrXbTGqnU3h7K8t2yQXLE9G5cr1p6elZZhC8co5eFrmeOtmKsXp985dU+YY186AFhvbrrw5kk+tS47KG5Rt3vvgDjNznT0uTueZLjgPzdWnOlzd1R5tQBgBcOh+KO/eeGTv/q1tYsR+Jck272BWCpBTDCejhxLhu3dx85oBj47PNjDMIyPU2nXQOZYkHMsY/B+AItuTdHbn1Y44Ftv09s3F6N3Ivr4U3r7Mn3rl3Sr0lmLJXuf0m8n6W9/Ruf+ZMW6m0lrKWFiJvDTnp6tOHxeuhJrI9KKhfSkmqtfOPx9cfR+99Iz3PZ7YwlzS3rXY186AFhvbnzhOB+9M127WyJ9Ku3imS1b5Yrk21yb+QHvD/L5aqwRABqcb72fiMj/4rbytHJgKOonoms3bJ6DNxTAJwcZ35ItA8TtGvD1DNq/5gCc7kP620m1529NqR7wKf2tXAyvftbbb9P72lcIlVjbnk17nG/J2wqyzAyBVzpX2pO/ZgXwFd8QAQDQi504cu/4GFf3zmw50LJTdtibMBleeYzcKg+mxAE4iMlK+Kptnt+wTqksPH3d5iln/SX02eGeYJz/2B+KHtyxjujG2UNn4uk0peMR37XriZS9qw7A0eKXKxzwq1Ic/tha+vZTtObz/F/fn6KfcE99Sq9P0Q/E1cp/otdFZ/U+Mf9fvriSiG59SK9fpo+JiOjsFD21pMAZjFMpjxe0Hj1x71JVIkYtleG1mWlXMey/e+kZhvhCei56r1hXr/HNEZWLqL8hYu17H7q6HgKAcxVPHylMcfPh2l39u9wdijPel7W1E80SzbK3idCmDgAs5932oj+STl+7kaVAWQzPbY/3r/fVZWGa6Q7gk8cifOpdtG8gEAiEh5LDA8FImtLxYM96B7TvAyd6/x36reoBt6b4Ax7rXhqiEz3VRT//PH3rMhHRxzfplmhn+/vv81E6raUfPEfz8/zja56gH3yDXn2bPpacAg6lslVewMXA2mN47graE9S60vV3Lz1Dm7Uf7rzpBiYHDVQPWgAAWGUxevd0u18aUO8ez7R5iGaJqDg97e6Q2yF/O8el8Ze1Kb4LAAA2YUn+3Oqd8N51G4jSMnvdk2fjJFtbbzN6S+i5wXlERKGDS2N0byCcykT9RETpiG8wacXqAMQ+pJ/cJCL6xiZ6TOGQXGnT+w7ZbPkT9I1HiIjoUxLPpnn3JhERPUL/IG2J93nasZY/ZRI74WvL8jnweivDdd1FS2X+wuHvl0XvK55/t2LPeebiRnFe3W6d5M2ransCY9ACAMAq7IQQvW9viVSI3omIOp5ycR9MJYpz0qcXp8czqyxcJgBUxSd/9evSn4P/jXvooYHU4oP8n9QTa0tnrP37/7P8Wcv72PF73eNBURO3bHKQqzK3f/yuOwPPFRYQUWiHTJm8N5xKXO8JxtOENDxY7E/06mUiose6advn6X8pHPXUc8p96YmIqP0RorIGeB+WkvZr5RPsFa8J1hKnviumZ7VHVhorw8tCZfboVfXTZYNP8cErXvsJEd195buyZ3F5JPXNAuzmq40XtJexQ9AuaMLR9OzEkYULs1qOZLYckAz9yhcnzhenJ1n+bdF2putp16a+CnHa3HTxcqI4NctPAvO0uzqDrl7ZTdHgZHPj9y8I0btayzqRTteW9uKFWaLZwvEj7JbFbwx2Zrx4cYybHk9dQcyBB3CUR70PEd0hujOy558eO/HnX3mCiIg+/PffXfzfb/797Zs1XYsQs8YjwXhE9IQ/lHBAAGtyjJxUqQM/pSO+wXUsdsODNc5N0MdE9Ah9u4vIRCZ8loveHyFP6ZFbpav9xRPGLwsGyNaoc+noFc+/Kwz41TKUToX2uEt9Z7iuSm/pwWZiP2n0XtUJc02+L72WLQAawdz4QqktWcksOzVbmBoryoT6PJn3C3KzxdzJ4oV29979iMoaSfFy6dsjN7awb0zlSFf/CWEmHNO7yz3NDYqfLV44WbwgPbzbrTZ/DgBs6AubV639+zs3iWjy9qGe20qH3cz+O9F/qP5yArFUZsfwMa6PGxGR3x86OBIr3xVvS3pL6Pm++6r99QOxRIiIiOLBHnSlBwsIc+O++3Vzu9A/5K8jTrYLVfftnyciuvUh/Xhi5bd+RtyfV99ZjPDBQsI+c/GDSsXkJrvHa8nSCy3iZB8XllG2KpUL6lqwymFKX5Mq5eTv7dvTzNE76CMTvS9iLxxemJCZ8qWa7Z8tHB8pWrW8GuL+46j892lW0+yUsRPbXJED7q52+Sc93e69Ay7jqwKA+nji8aG/f0j+qe5VA2+Uquj/6d//pUYL8gbCsVSK5aVSzojeSX8Gntv0T0TpM+eyYaUKg0AsE73mi6RLaXizq4SmVpob9+wmesrclYQO9uJkuzgnH/8l/XZpgf3HN+lvb9Kzmyj0BIFVxMGnUq84LUlm5uLGu1T1XvHilVQviFXM8NeweN6qdgDgOEzv/tZe5aeFQL1rtyipni++KUTv7a7+Xa6ONoZ7fOJ88cIkS8ReOFXcsDSjLhRUEzFd24VKe3Zm/P4od7XJ4sRWl0Lq3p60tMZsUnO3Hhg/uc21c/+yTdPFNxMPcthqAdAYvvDfu1//0kdnorffmbzDPbK2e9VXI//p2d7/8AWix/7bh4f+B9HknU+IvlDfhdqc7hL6wI4QxeNElI4MDG9T3CTgDacS15lgnCge7KGQyVVCM+Oj7rVmQ+hzv1xsUL/t8zIH/EoSvQt+e5ke/Yb8WWBexS5ullCpDK/NAiqSrvDevj30vOLx1hbSI/EOCqYLXPTu2d4iLlqe+32xtOl9ad17m6t3wLXBs3B8jKXZwuVpl+isxYLqrt3iqzEdfS17iXubgJ3+PdurcbN0/TVhx4RyHQOtRwfkn1rd13K0z8y1mdWd7ojRUnmVhQFA3Xyh9/G/6X38b+Se+srRv/r10Vqvx5H0ltCLCuQpHfExDKPYbz4QYxMhPxGl4/G04QVCcxPmxn3XXBu5c7/ki+dpbfl4Od6nfPT+7Cb6f/7v+Z//Nf38r+kfNtGzj/DPvz1Bt0wtAXjaa7/Vj2QubtQ7ql32JbWW19nW1qurVNtKF1ODcfRUaeN3DRZgH5bPPnC64umTRSKidvdLS4Jq9tp7XCjObNkls2t9dZ+L+0k79b6oJL5UUF32XkDZKbn3Hsj0Hrcj/McBAIDa0x/AEwViGS4y13BkKhPVdiiAxK2p0ty4b5gonv8TxYXoXXZQnMh3v0GhJ0h4LbrmCQp9fXHy3K8+NLwIqCdx3CXdx17jBu/q88lkX/SrxPAN352+Lgy/0dOAZkYKU0RKUToRUbtrg3y5u6uzm4iIJtkZ4Wp8MM90PimbYHft5DpHoI8dAACAImNd6L2BWIodyibPHTt7Zn2FQ8Ox1Lah5LGBINLwoMuf6PVJIuWKd40XefVt+piIiB5bS99+Tq0H3mPd9JTcjbY9TW9fJiL6BN3sTNMbcCpVieu6Tlk5q/hjXeUA5uvV1attVVJ2dy89Y6sA0sxcAEcwOfugUQgDt7vNbEp/kM9TRxsRsXmu5l4x5gcAAICKTIyR83oD4VggrO3IWAqt7ECXWx/ygffHk/StSYWDbtK3uLGRa2VGtd+a4rvfEdFj3QqV86LJ8Ipj5D5PjxG/GDDJfDQuvo76+HQxLkjWFYRbtb389u3bwhqUjnHWjtkmadnVkJ+ULuxEgkuYu/pVOn7PsreJ5BLmpXB90YM8177OQ6uJKM/OnL9/UTw9Prh8UyeD3DsAAIAqIyX0APb3/juL0fuzmxSjdyLylHa5I8FeFxWjd5UDdIVY0kFxFffYa7+402nf+K1URGD9mqDOpotcu3jPdleHzNNMm4f7oHhxXGaSnKjbfEmeuKFyHs8ymi5EDy+MCtE7Ec2yUycXjh8pzJCDoGMCAADUnokMvEQ2mcxUOMTnC3gdMmAPHOz9d/jN8/QIfbdXvjBesKb07G8/UGh0/yc+/f4outBXmXizt8bO8Cq95UEXxTl2InYoIkBle20spt83KzSE79jq9kwWckS5sYVozr15q6uDK4zPszPn749OKs2HJ8oVo2PF8vQ8Z7Y4eoTZ66Q98Fr+40A14EcBADQtawL47PDgQETLHvdQgo0hgAct1nTRz5XS5sLOdoXKeSF6/4evq2165z1BzxL9lohu0rmnZPbbC9PjEcBbTpzlLmvVdvfSM0IMr176riWGF78dwF1NS4K9Ysm9tYPcVD6R2rw8tf/G7yap3reBCul3IiJqc720vchNmMtNFkYnC2XPe9oZYXy3WG6Sa2svGh1P7Mx48SIX1c8W3hxfFnHMGDlywn+cxoMfBQDQzKwI4JODvkjcgusAmFdqfac1eicioq91028niYjefps+6aa//AKtJCKiWx/Sr97j59jRWsyBt54Q/Sp1X5d9Tfatn0keWscf9voNrdl484G3UJOv8VJa4vO6Z/Ps/CIYA7drp1K7eN7qvpb+3IJcsp3p2r180637x2dlziIi6nbvHRCn2ZmOPnfHk0z0MJfSL870uRXfOLAjfBPWEn4UANjNo795od5LaC7mA/js8CEuevdHEyPbfOoHo34equv990vd5j6lv5WGeSLPblosmF/TRd+4yY+a++0k/XZypfR4k4Pom4SxNJRK/lw2PD71+MZdH8nHzN9ed0Iaw0ur8aWX1ZVLN5x41xKf683mWVsFYFt2qN5vHsVpzc3nOwZa9m4tXj5VnOKT7Yyn28WV08/dUjqJ2bJVrki+zbW5m+t7LzSuByiDHwUAAOYD+Mz1NBFRKJEKB0xfDMCcd28aPHHb16ld2Dlf5hH6Rq+JQfRNw/KaRi7wLgtQuby3SgxfFgAr7aUXX1ZXLl22GZ72EFpLfF426E7l4nqrAEyqe5E/1MQ0O0VERF1PKTefF1nd5tq537VT8vjtHBfSL2vjQvE2aiPKkdoYuVUehkh58zwAANhLM6QQbMiqLvShHYjeoe7+RJ+YOPup5+gfvkHPPkIe4aFH6Nlu+oevo3i+Msubk2tsYifLQHf6Wmo9ekL4o36k9M2Cuqv4jgM4Xql+3tXZaeYypTR+O7OKf2RZWzsR8ZPnAAAAwBDzGXjfej+Rhv51AJb5PP3gr/U8rtmaz1Po6zQ/P79ypUwVPSipdk2jkGEWh7IqSXgqhZQVB8VpL6RXb32ncuKqVauIiGV1pxV1DdirZSE9WnY1NmngLW9ufIHrYNe1u3WnJNSfGy9yaXzP08tK1fJMm4doloiK09PuDrl3B8qT9gAAYGsybYlq7ufmXvw7kfkMvHfbi36i+NmkBasBgCYkjQDNpN910Zjc1pIJr3ipe/v2CH+0r1DjxWtMexGBhXc08BToJ0xrXwy85a1+0sVVK03xGXvxRYqXx/gt8eI2eB2lmvypRHFOesVpbgN85fcOoInhRwEAgAVd6L3hg6FIMB7sWZ9JhdGkDqAJWJ6ArTgKTjaCVU/CGwt6q5TK1tsgQFf6XXiksbei1b1Fv1jj1iDkWW5Ce9uaSoPc2pZ1tlNulmiyECV6qdRVfm668ObJ0pj3sjZ4na4t7cULs0SzheNH2C1BV2/nkjFy3FFdQQfNgYfas9WPAgAgon+UtkGpib85XZ/71h1joLBTRjY56AvGicgfCm1QOW79UAwxPtgdSujV6U0g621Hrzf9XhbDa6mkqjgKXnzNU4/reCNAGkIzDENEd1/5rvqJZV8l2bWVdd3TuIAGY4fI2Q7BQ7V+TJUK45ktB1oqtqCn6cK+k5L0+yJX/wnJNLh8kZsVp6jbfXRAU/M8sM78/DwROesXnx1+FIAKvJRqElwJfX0D+CYsobdiDjxR8hg/So7S8bjafvjQjhghgAdwrupF79zBNagVt2FnOFqakzew07551P2VeoPPoNa3C73TvXf7g+NjcnmAdlf/frlZ7m2uyAE6faowJTci3tPtfgnRO2jSIP/jAAD0syCAzw73BFWjdgBoDFWN3g1TL6Q3eU1d6XcyF2NzQaCB4nmrFgAVNfwMajavlhyXsbqvZe+T4jnw5Gl3dS7Wxstpc+3cv2zTdPHNxIOc9rOcaW66eDlRzM+ypa8r4+l2bd7q0jHlvlSzINssUE7x9J7ClGz5AwAANALzAXz23BkuevdHEyPbAl4k2KEZqHfdbMJiHrKiObnhrLj2L7iuW2iP3q2Kme/t20PPqx1gt8IBaDBM7/7WXp3nKM2BV7/R6k53xNSYOvtjJ44sXCgvNGBzk4XRyYJne0ukT8u7FezEKdUdBxIzI4UpPccDAIDTmA/gM9fTROSPooMdQNOrVwayGmlnXbl3W+W9bbUYgOYkG70vyo0tRKlyDD8zonYR2eP5Tv4AANCwrNkDT7RhHaJ3gOZmsoRYV2757qVnxH/VeF+lznCy9RQVA3iNQfLt27c/d+yHWo7UDvE5gL1NF0uBN9O1e/mmTobvq58vTpwqcE/lxu5PPKnaKVCYq6dJhbcMAACgUZifA+9b77dgHQBgfxXjZAMTzgXs5qtKf0yuiqPSGU73WnX6t6G/s/BqiN7rCDOoQQt2IsE152e2HGjZKUTvRNTm6t3f2t/NHzb9e5U5QMXTah3+l5ibLkb3IHoHAGgS5jPw3m0v+iPp+KHhoQBq6AEaXcWB7bWx4vl3uSS8+Y33srTUz+uqVNf4dWs9esKKwZ5QRZhBDRU9yHOxdLdLNsHesdXtmSzkiHK5B0TyXff5rezt7v6ni6Oyff45+aK4pb+n291JhQuoogcAaGQWlNB7wyPRM75IZGBw3UgsgBgeAKykkiGXhlJKZfzqaXZpH3vxX1+/odx4/JKOXQPiI5mLG8t2ARCCQOeo0ttG0DBcO0+odvVrozYildZ0c+PcVnZmyy7Xqt9XyMPzbxa0u7YEXb2dzMxIQfd6AQDASSzoQj88eOz6Bj+l0/GgL05+f2jDBsWD1w/FkKYHAAuseP7du86cyM29myAUEXBsvmYog38vMCFPeSIi8njk9jHmi2+OsUTk2b68t43mKl6tnekKLt/ZcBP4AKCB/M1pgyf+o84RJ03Cii708Xh88a/pdDytPBQ+tCNGCOABHE2lGlwc1ViSolTJnEsz2OJbl6W7K96oGsPkZYkXs+L5dxefUC7IR1d5gIYyc56bDMd0PimNuktz47rdmubMtbki++WL8AEAoEFZ1YUeAJqIUgwvRM4aK9tJNTq1qr2c+PoGdi/f22fJKgzivgiI4QEahdBbvt21QbJDvjQ3ztU/gLAcAABkme9CH4ix2sUCFqwZAOpMpR/bvX17lGJ76YNCdGrh2lRoX5iYVY3HmYsb1T/Tmn0dAKBO8sXoyVKD+l2u1WXPlmL7rt3ujlqvDACgaWSHexhVg8l6L1Gd+QAeAEATXe3rLY9m1d90EH8s/BEelA3UNUbvq1atWrVqlbFPR3wWwnsAh8sXo4e54nnq2i2dAF+aG9ft3tlZ66UBAIBzoIQewIif/3W9V+B8ZdFpWYl4xYpxhmQauXMMb7lXqvz/1s+I1kmu+bPFD636fkCpPEBjmpsuvHmyyEXvnu0tkhCdnTjCz43bi+J5AICq8oZTbFj6cHa4xxdJkz+asXvNuN4APjs8eOw6kaifvPCIFuhCDwAWkG3kzrEqehcetKrfuN6lSlPuNgzvbbgkANuZG184zs9yZ7p2y3SMnxu/f2GW5OvqAQCgBrLDA5E0kT86Yv9gVW8AL/ScF/rJl3WhV4cu9ACNQKURvUZWRacah7FVXG2FAntp+n2piouXLRZQ7+1n7Ea1hAZ7ABWxE0e4vnRExGw5IK2cJyL22ntceM9eOHzvgsKFpk7emyIioq7draixBwCwlJPCd5TQA4AxsjG8bAv6smfJdHRadjo3jE3lxIrRu2wmvzYqZvjFC1syds6iQX1iCMUBrFU8faQwxUXv7a7+Xe4OmegdAADqLXkskiai0EEnhO/6A/hAjGVjFR4BgKZQFsMLMaRKbG+e5anp1qMnyIr+cBoXIPtmQdm5wudYduTdS8+seP5d7mDtg/o00ptOV29h0BzyxYnzxelJNsf/nfF0uzZvXdbRpjC+e7qwj+9ALkshPVt2l3am62nXpj60oLW/xejd0+1+aQC18QAA9pQdPhQnolDC7nvfS5CBBwDdtHRoVzqm4ig1M6Gg7E2/rVoAf6qa3d1liwXKYnilyFm2KICL4au9XR8qmxsvvDlWzC15jM1NFkYnydPtjsj1IZt5XyV6V7qLsHe6ZJadmi1MjT30n19kd/2lwjsFUH/shBC9b2+J9Kn/SzG9+1t7FZ4TvgdQOQ8AUBVc+t0fHXJI+I4AHgD0kuZ+xX8V5+Etv3XF4P8uLQa9ugJaS6roLUlEc5+jymJUnjIcw+tNpzuiwV41TReOjylG47nJQtSzTBKzsfmc/PGqd2EVnlv2z2cWTv8ZIjqbKjWl0xK9AwBAPSXPxonI/+I2R1TPE5F1AXw2m81kMvxffD4feb3O+SIAgFZausGpxJBahplbGApWDGhPPb64HstjeP6THX+WiOjSkh3swr3ED3Lncqffu2SqR2BVOaLBXlWxE4lS9C7e2JxnZ87fH51kiSg3dn/iybJ6+Ad5bi90t/uopjlhpangXAH2Vtdq/i7FiVMFLjicShQ3daIw24aKl0vvvOTGFvaNqRzp6j/h7qjJmgAAQEapfN4hu9855gL4bHL42KEz8XRa/ml/KHpwaFsAoTxAY9DYeV4lbJYN8ISAUD380xL8S4NwlR7y4uhd6XSrlPWf41i1/d6kpk+n65V/MM23JXPv3S+Kn9uYjoGWvR6u4JnN54nEAXye8kRE1PWUtinf0yzXcrw8hdvm6t2/jLjG5rPsbSIE8LZT+rcDc7I3B3x/vKHlSP+X3kqtfVz0wJXBi6+oDEiSHG/sFABwvuy5M2kiCu1wTPk8kYkAPpscHAjGFSJ3XjoeCcYj5I8mRsIBS6P4T37x49euvPPBB0RE9MXn+l968ZtfedTKGwCAGdXYj82FlLKxpcmZdmJlkbaBeJ5bYcW3G1Y8/640ejcfOeu9gt50elVbGDiM5+ll0uB59ZplRHLV9XmuCx3Tpq0PeWnDPNP5pLQAm2nzEM3qWCrU0tytB/VeQrPLT2geb2ziFABoAJnrDozfDQbw2eEeX0QcvPv9oQ0bRH+/dk2Ulk9Hgr4z0UzKqsqE3/34a4ffEf39g3dGD7/z8YFffe8r1lwfAGrk3r490hpyUm6SZ9XgcWnuXQmXk3/9xpL1aKkFEFY4Pz9PRKvef0HjHbnPTraTv7AApae4L2ZzRdF10EZtRDmi3HsP5vrKK9iVgjc+IG93bdAWwHcMtB4dUHqytJ2+nVml6WJQU6v7Wo721e1qqt85TSJ752YNTgGABsDvf1/vq/dC9DESwCcHF6N3fyg6MhSWKZKP8QX2ES5Ln474BtexVvTm/92PD79DRF/sP/DKN7/yKNEnv/vFa4dHP3jncPix14e/iTQ8gApbhXZKUajlA9LKaI/epTRG72VfZ+3Re9m9lKbxKT6lsyBfbzq9xi0MZFWcgFADrk3bi1NjLM0Wjh+h/l2u0nBvdmaE3wNP7e5NS9rLlUJuD61eOhbO0+7qDLp6OzX2OWPnph9cTvDtzbuC2AAPDcy7doRdq/z0nTd60j9NE9Ga18qK2zN3uML7rYnNr2p83WngFABwvuyNa+Sw/nVEZCSA57f6ExH51dPq3kA4Fti2vpSsjx8aHgqYzcJ/8os33yGi5w4Mf5PPtz/6lW8OH/j4a4ff+eDK1U++iQgeQIn59LVK7lcv7jrSneFlneSFg8si57LPQj1fTT8ztVRhYzwXLtbgHRDm4kbZ0n1xvCod1FeDwex1f/en2m/uaLW6b3l/SeX0WQAAIABJREFU7v7oJEuzhdHDhfKn2139+8tCa76DnSdXjB5mxd3oc7PF3MnidMU54eUz5B/85YsrXkALemhaVwa56P3h72S+/NWlT3104zMiIlrTqzkUN3AKADQAroB+wzqHxe+0TO8J3KQ8IqJQQktRvDecSoS4D9NnzmX13q7MJ1evfEBEz/mXVst/5cX+LxJ9cOXqJyavDwDqNMZL6ocpRe8c2ccrvnGgdMeyE8vS77s+uqolKG09esJwoGgg/S6N3mUXwD1oeG0a0+kGrlwlst8DFrY/0IXpGFjev93lkTzh6Xbv3S/pK17qYJebXRK9C3KTheMjalPiyyvz22le13oBGkryD1zDuXXRzpclr0T/9/XPiIj8D/0nzdczcAoAOB+fgHdaAb3+DDz3iRLp2e0f2BGieJy4CD5sKgf/Lx/Lxe9Ejz72BNEHH3z8L0RIwQPIsDA9WzEPX5ukqPSzMFAgcOrxjacuGrlX9cjm3iummg10kq97Ol0XlX/ZeuTh88XTp/g69jK5ycLxyeKWA0tmyM39vsjH7e2uLUHXhk6GT7aLJs/RZOH0Uy6Vue6edoaIiHsLYHbZP59ZiP7RHdE0kQ6goeR/ELxF9P+zd//BTd13vvA/Qo5ha3Wfpmss29m4ibB9tzF2SDzZ1OKymQAG2yG7nbYThtwFPU4Y2DDT4JTBZJawHpawE8jQGjrjPDAkHpuZ5MK0O9mW2gISM60vcnK5DlRA97nGiNS5sSzj2+Q+lbtAJM7zx5GOpPNL5xydI51z9H6N/7Clc873SJZlfc7n+/18iLxL9m0vE97LlqOrf86tuGi8hl0AQI0fbyAimr1Kb1zJvvHj/5n+/kGjz4iIkgl4C1IbwHMPVM3FirpHvER6PEGff/YpET384F8K7vnLBx8muvnpZ5+TSDV6h0Ph6sKEW7duid6+eLF4vSBsj+0tt/3c3JyOx//6m//M/fjHnf/0R7Zsm8z2omn2NR9x3y6i1Pe3u38oehxa85GDRP60eedDRGwJukUHfyp1PqK3886fG0vt85PAdoNPl/Z4M3SL172Xeh+7deuWeJJf+vkRPY6pXp8y24u+HvR9Pava/v8L/PudunL2LBZc/82fvX91ARFzZr9jlcTrbedmorlk/txJ7mfohSV/9s4p18GfEv2Unpc4nwWP098/nrxtruSXffe/8FMiolf+7xzPH9tje6tt//GOoJ99/wzQtxyC7UO32NXsD1T+x+WTN08d+uL8xduS77fs8UV2+Ru57XM7/yLanq3hap7zsdn2DMOI3mtmFUupY4qG/o/IXdU1tPb/ov4rREQz/4coPwF8+1GGOZqXkXSmuY2cmtUCtfVL2QA+8LvrRFZbZQBgecIAT1tZNamD39r5S72Oljte9J7V4kvP3nrM8PMXDrGYUEDcDpLROxGV36v73vwLFWXvjKhbnPYXf3XnP1fQQeU7lMee3UYkfoEAwN5CM+8Oym5w83aIiGjR7w/9+0sXbys6poZdAECb1R3kvkpnpmg6GcZX19DaRmr8cyKix6/QJ5S6C6RoDuBNSWIOvV7XqNQeB9tbdPu5ubny8nL5jfN5PjluL7mM+ex3VE2iFh6fO7Lo0yVz/g7R1e+CHHX6ZHKRjH1ye96jkJxrLcyBJy2+9KzwqdDt+Xc4SOwpEt1eZqL47e4fik4Ul/n9JgZS9ls27etZybKI8vLyvJ0PM/LG3TPTROTcdESw1p2o/LvM2v/37pnp290/FN9A1JN/faf7hwyRgzf3XlL5rcDRr79/lRTvYtrfL7Y3w/ZsplTmH59pzn9096UQEVFg8HqLcPU7EU3NXCciotuhjP8ZGe//vFLzYrvw/19kqU5vmufHRNunf5Qyw/kU8/Zm07iUGpeK3/X3G+jv83syFmWvAF5scj0AGCGXRfXCZu8sNkoXLgKXKnenXO5HANMqUDM5yR7sjqWPO85MM0T3IhFqUNb1XYNvVjiIrP0hDkClydBxtg/SFo9o9E40/+tTbD15qt+yZPNO94raxCL5qclIvy/oDxAR+TuurGS42vUadgEAKCjVVegBwEKyNvrO25kIScVdvGA7a+yty6MwSbl1mVhUXfpd5TbWVahW8ACQd6Nv3pggInJt2yl1Zaxs44XWMaZ1jGkdOOrhQnEiqql191zwHky0RZo5fng+h10AAArKWhl46WLzbHn6hx5EDXoAo4kGhNrqtLPRl/CAXOt1Irr9wROqgjRhLXqF6XfdS81rfk6EcxOkngFrVZK3l2nmFpFY53bm6idsYnyBOxFkJGfdV5fs4PeHz7aLxER9ogUTV3m7ANhcolY8ed1PaaymVLZi55L6YzcmiCZORaa2exTUnNewCwCAwSyWgf/LBx8mok8/4/d7ly5PD1C8jEjPymyvLdObdS8NKVbeLrc/eEI4LZ9JpFwyvtQOJIN9XNqeE975C5+BQiXVCzKu2lkJRnMsfZwtfB0fFO3cHoyfYdvLpebYO9xsv/jp2LtnRSa9z579KrFLs6OBtwvFz4nv8mf/bZY3CoC9Dc/6iYio7bUcouha92qv8bsAABhKcwb+WIfjmJ4noswDLSseHrx5c/DUxz94Ja0X/MenBm8SPbyiBQl4gBSTp2flE9RsEl4mQpPfnZfHttwaePkHTvltTV/YcUnlrATDVTzqrDodCxPReGxXmNnU6WxwO4gym7oTLetIJdsb2kqqxmNhovDpu73hkufbnBVs2jwSH/HHzyR2caxtSzV1z7bLAuEoAHY2+v4MERFVrpQpJgcAUAysNYWei+DP799Ou7tfefIBos8//tnB/ecJ8TuA4bImYJVHd0oS1ItWX5Sq0SUaTPJ+5AI8Hef8K5Qx4tnv5KFNne3xYviCLn13O59fFz90miEimo4P7hfLwzeXbGjK2KW1OTY4TkQUHo8dGo8J96had19GMfm0UaR3Kc0YBcC+kvPnt1SgkhwAFDu1AXzdI1u2bNE+3CN12vdlPfCD7t2fvbT//M3z+186n3b707sP/wDxO4D9KIy0NeSHC5JMzlEuxf+tOG46E9Wrq1hTuoNi756Oh8XurWoued7n5N3Y4Fu4ie5y+flMjmXr7tuwxiE2yt3ElQKBxStLuwS7ANhUcv58/SMuuc0mQ766GxNE9b3ege1lYhtEPggQEdHSshrNuwAAFJbaAL52+9GjhpyIcg88+cpbux889e7g+ZvsDQ8/van7FUTvAMZSuP5ZSXSnfCm141zL7Q+ecBA/0658uPwv2xaOKNpnHsxG3YWJijUlXY86r/m/OhdmwtOJI1RVL2jlZtQLNPhKD7TFR/zx4DiTjPwdVc3O1PR4kVFKDzwqsktr2xdup2TPbgC7mZpgO725Vj8jFmNzass8RBNEE13BE88IG8XPn/Cxdeyp7btu7bsAAM+P3iv0GRQZB8OgjyxAhrm5ufJyfDbOIBMGawhNVQXVbP259Owrb3emdUx4i/KBjKhdZ9BAogfPw6WBQo2bT9xjtMrjwtsU6Ghubo6ITPyKGt16rvsYEVUezNaMferw2PquRLTfNtTU2Z5Im08Nh/pfv8E2dSfvkpMXUpXwNOwC2eE9qki88Hahz4DonRcLfQZ5Z7U18ABgcWpT4mw1uzu7XpbqOWfvPuccqYdp9IT2Qo0LAJAw/+lVIiLyln0r26Y12z1tXUE/EVHU3xHwi2zi2jaQEYpr2AUAEooweDYDBPAAWhRV9CIfIev1VAg7vXG4GF5VR/dc5vxre1D5eaJ0YZqCcKZghhX+ACApGlKxCt3dwzTR8mAic87jrdw20CiYJ69hFwCAwrFYH3gAM8ilxXeR0/CksUG72j5wbBgm88VtKRq9aztV42S9NKDqaLyWbMIObQaNCwCgweR8SN0O7p4LrSeHlrR50yreeV1tQ96TF6RCcQ27AAAUCDLwACBHSZCWn6SlyXu5m+eJkicarnMrFIqQ6KKMgv+aAIBT6xlgPGp3qmn39LR7egzeBQCgAFDEDoBPvvKKVL00G5OvUKJ8+VPWEFc4iz7HoF3qtyPzS9T99+twOIgol3dahYluJacqk2wnwVx6Hcc1LUOLDhoKBaJAR6YvYgeqRERbVyyQapBBRLPB+IdD8cg0bxdng/bK+3iPAjAOMvAAICnPxUUXHjgiH2HmzorJ1UKdsOWeKACAYjd7Nvbu6Xg44zYmPB4bHKeq5pIun1OwBzPyxt0z0/wbw+OxwfFY1brSrjWSYT8AFAgCeAAVMNtWM4UzzG9TKgkvlX5nn3ANU9alFrdzm+X++0XN9vRHmvUCUGGr11qo6CAAgALB2KHTcak7w+Ox3qoFmQG5aPSetsvpu72EGB7AbBDAAyiF2CwX8k+RMPEuM3neiCdcJpZTMpzCqwnc93Z9wXCXSOz6AAHACHjT0AUzMpSM3qudmzpLEhPgI8w1/1eD4wwRhU9/NfJo6UpuYnwwnozeHcs237eqyVHB/hSJj/TH2Lv4uwBA4aEKPQAUmNpp88pbxKUzqGS641wL78if/80v078U7pUfMpXqiq2IndprLgBgEBM2/rCmyL0gG41Xl+x4tSS1fN3taPCV7ljHZtGZSITbgQv4HWt3l27goncicjtXvrpwU3Nis+BvUS4LwFSQgQdQBLNtDSIavcvXrpOZ8S6zcS6kDpJ+AlKxuvDeB37zrI7npraju2ihAV2id2t1Uzf56QEAaFT1+IIKwY0VlQuIeLPr70XYgL/ZKZpgb2grqRqPhYnC4XtEwsXzAFAoCOABwKqUx2C653aUhO4P/OZZ0bvYG9kwPsdAV9jRXUMML7OLyRexA4DVWevCn7m5yU0UJgp/cm92jZMXw8/O3BPs4NxwxLlBwQEBwGQwhR4gO8y2zSclreNUPdu6/Gp4nzK572Wid0pLtgtxO2qeTi/V0V3JvgsPHOG+NAwtJFr/T5cjAwCAEs5V7Dz56dihN+LX0qbKXxu4e+g0Q0RUXbKqSfHxIsQeo6oK0QKAqSADD5AdcgL5lN4N3uiF2bc/eELzEPJz5jlXpv+nzBE0T6eXCdSz5uHVzrrPCrE6AGiAxi46q1hz36bwV4PjDE3HBvfH+HdXOze9ys/My7jmj4WJiBxNj6IKPYCp4JoaAGj0zos6zKA2uqyafGypJNvPO5qSYDU98d541SezpUyhO4MIZ93nc3QAAJZMY5c8n4mdOBp8921a56wS3FHVXLLj1ZIG5UcKxgbHiYio2rkUJegBzAUBPAAUmGigbsKi6MpL1uV+fIPkMuteCj5tA5jC/OjhK77lYy3sdUbHuZblY3sPR6bkd5qMnNg65lt86dnFl55VuAuYWCT+3ht3B0/HhQvXw+OxQy/fHYmI7CR6nN7jyQL1nSqS9gCQFw6GQW8IgAxzc3Pl5eWFPouio/u8blIcWyqcsckeLWvoLrruXfleCk9GPuoWfQI17KKkiJ3Mk9w5leWx5D6Do2gn3OJtCtJNhnx1NybE73Ntu96ysVbkjqnhK3s6ZkT28lYeHGhcIbaLbrK+ORfn33WO4u+9HLvMfltdsqnTKewDz3aMy9LUPRLv3c9OnqdlmxduUL5mPgPeowCMgzXwAJBFfmKkHIN20fifO23eh0V2mb2qEXPMM0tVpOekr4dXQrQbHHeXupPLgfzT0l+TuNeg1w/XPtoGn/Xt8SigIOSidyKK9tWNkTCGH76yvmNGfI/ATHcdHWQaV+h4kmC42bPxRPTeXHLAl9b1je0DX8XWsWPO+OMrfZI94WaDsXePJxL4VetKtUbvAGAoBPAAICfPMZK2PLx8NzVhkLlo9UVtD0db+t0gxnV0Vw4xpy7sdCUC8m70zWT07q08OOBZUVvG/jQ1HNrTwd4V7fOFnrrgqUntNH/i9WT07l1y8Cd//m0PUXn5n1I5+Znjhz0rtpcZcsYKG7vgz0EV5uonbI7duUksPq9Yc9/aT+6emSYaZ675SHQx/OzZZLF6cizbfN+GJtSuAzAnrIEHALPQVl9Nfl23LnWSdFnmrTC2VzUWL1w3YeEA40g19gMoKpOh48eIiMi75OSFRi56J6Kads8A09TG/hCI/Hoyba/hUF+A28uzwsPt0jhwfUk9ERFNdIVGDTpnpnVMyZdBo9tdtWOx+B2OpY+zAfm9iMhKeGbkjTtc9L52dymidwATQwYewIaULF1WghcjGTcRmmkdk4rDlXdEU7uvWkan39XOomcpf4wmmXVvEOvm6/LzVwZ2dX2eTb+3vZaeYOe4O3td/q4oUTR0nSg5i370fTb97to2INir1rOvN7K+K0o0MzLcuKLdsDMH84i/90bs8jQREVU7N3WWNKDsPICpIYAHkIPP00bjJg/fpidEN+DicA2z6+UTs/r+ciVj7zUfERGd/Q4pWAlvNLWz7nkXenjPZwH/NER/s/hrhSLU3jjGNMrcX1PvIopm3jb/6VUiIvK6nxKrVFfzjLu+KzpBFJqYp3ZjZtGDYaaZW0RideO5OfYL3BnxeSp6r2oued6HmvMA5ocp9BYwfKXFca5la5beH1PDob1p/WN8y6+cGJ6X3UNDyxlNXWqsi4stC30ihSF84AV8KmzTvTyfi+RF2WDWvZ3+JE31VwZ2NDXBRu8uTx13WzTEzp9fWiaWtCeqLWPn1E/8Lip6P5gRN0M+PjgQF7k/GD+TyLGnz7FnRrjofV1pF6J3AGtABt70Inul6sSmzJ9YHkisZ0uaCMxMdMz0STWDES1aG4j6A0F/l0TLGQ27gHXJLB3XMcmZPsqi1RfZ4vBC2mbXL1p9UckJZH04SgKqgoflqgifN23t4kyY8TbhKcnIz18ZFLVIf1eUKDPZPjkfIiKi+kdcEnu5PF6iANHV+Ski8SAfTKfiUWfV6ViYiMZju8LMpk5ng9tBxGsjR8s6UlH67NmvznDR+xoseicimg3GPxyKR6aZcOIGR1Wzs7XNKbmsIBjbdVzsiklyd/G+fZH4iD8eHE+OUu1Y9rhz1RpcQAGFEMCbW2Tv8qA/20ajW/nRe4poMxgNLWe0damxNCxMNT82hpfKxuv7K9Nx6ruSifRGv+TUHt88oSYS1ACKjW5NfISof86NONz23M7n18UTheim44P7xaLK5pK0znDxDxNV6yh8+u6u0zKHdm46UiJauN5emJE37ibmKaTdGB6PDY7HpK5xXLskE72LS6v2nzTNXJ6OXT4dF4/2Afgwhd68JkM+R9AvFZlzhq90sxVoydU25D2ZLN96cihRSJZo5vjhjLn0GS1nrnvHRHaJ9vlCU7ntAhaWdem4QaMoyZkLiebh8zkzXPf0u9FrN+y9NsQqjys/f2VQxKYOj3UnC9TvM6ghHJhLxZrSHeucVRL3VjWX7EjvMBdkLuflrCxCNHpPCZ++23uWEdzMRMIiG8sQid7TjnZm/92RLCtmAQgZeJOaHz0c7O5StPYsVUs2MwFe0+4ZuE5s2nzid1Gi5D/vjJYzGeVna9o9A0zZXkfQT2zLGU/igBp2sTpLzBYGDi8Pb0T0zqbN7+7fw91SuntfjkfT47wKLz9/Gtwk/04SH6u/pqimzIzuuNQ9KH234L1a1NThsfVdUaJK/iwtbpSt55IXiLWPAgWR/OUSUeVB/JqKSMWakq5Hndf8X50LM+FEOOqoql7Qys2oT5qduVeIEzQrrkYAOZZtvm9VkyMxmz0SH+mPsXeFT3818igvQ34vwu7VXHIg/eKIlEj8XS56r3amLXOIj/jjZ8YZIuZMf3zpq5hLD/IQwJvN1PCVPR0zycnqrrYhN3XckJ5FHxlJhNZitWRryzxE/HnvGlrOaOpSY2GLL4knVG0TFbw18fKdXYnvhbGuktRf7k+F1CgyK+HlGZdyZ1rH2LNNj97ZH0t379Ocfi/URHqsDTGDXP/KIiMy0btCk6E9WS4TJ/+/gMXMj24Ndh9L1K7bdl386gzYmNvR4CvNOuO9Yk3pgTX5OB0rYEaG2JnwgiXrbufKV53ugTuD40TEBH/LrEyfSB8hNl++7DEF0TvR7G/jyUXvJTvSo3S3c6XPubTq7qHTDE3HPgw601Y6AAghgDediSgbLddvWbJ5p2dFbWSv3NbuHqa1R+pO0UI1GlrOaOlSA2b11gS/nDsv9C14RMedT9ZS8wWvoH53/x7S77OxtSrhpcvxQoBB1ykK/kqWkeO5Jd/bcxDZK1fWRK9RIP/SitpKVbEFAB4uke4UXYLe0FZSNR4LE4XD94jSYvUIW4XO4Va0cJ3r5OdY2ymSY69Y41x2OnaZ6PKl+IYmRVcEoFghgDehem/l5hz/6U7Oj/4qdLyLzeRXblaz+E2s5Yz+u5hXPjuH5x8vemdlLeeuO12e5IJH70T08AoFKwjPfkfqnvwn4TWvDTHuZc8tyLf0X1aecbOihlp72rUcgKttZugokG/p5WZlFjgkZ+dlLK/LkK3PHIDNODcccW6Qud9NbiLhavdEBbtq51JVleckt3c2NccujxONM9d8VARVA0EzBPBmU7O9ZWC79t35Sxa9Sw4OeNSkCMVazui/CxjsnRdFbpRJaOc/hldCpsJ8Qc724RWXb44uM+jgeUi/y1SSl1pYbmn2vSiQvGZauVJbXJ0qfWrkKJBnw1d8yfV39Vua9h2VKTufrUtc9j5zAMUlOVW+qiq9+neygl0VVWS2hauqdjZ1OFc2ae7Mdy8SIcnGdQCoQm8z859ezfi5nuYlthSnoeWMrbrUKFyYmoczsTFVT3LBK8yzRJflK0q/Z6Mkbrf0S+7Orpe5L+G9vAX5uQyUbI2R8ZXLAU3s979jr5mWfUvL3pG9HTNEVN/btM1r3CiQX6no3dU25B2Qi96JqOyhpUTElp4VuXvqVxH2QoCnHrXrAYjomj/GTpVvejQ9Jk9MvK8Kx3v3x85wTd2JwtPxM8fv9g7EZ0UPN83cEh9HdU17KFbIwNuOq95LRDQRiBLRRGCmuy7aNtSiZAKkhpYzdutSw37in5ubKy8vL/S52JbasEpYYb6AmdX0JDz3jUw5el7dOx5uR23pd64wO6e/pqVzKvXMpE/EKMhVAF7Qbs6JHtaTqC3n0XLNdP7E8qCf2Hds169PZR/FDldmbW8yxEXvvH40UlZ8t5KOzbD9X5/izbRPVTfE5IuCMrq1CigWjA2OE5Fg6nsyLR+eFm8LFx6PHSJKq07vcFcRTRNR/NxZZ4Ogq/zs2a9k+tgBpEEG3l7KNl5oGbjQMnChZYxpPTlUSUREUX/H2Amxq+zpNLScQZcayJOFB45wX0b0MM96tIUHjnBJeF7iPZdmciy9kvBsH7X0bmqFJZpyT79RdEG+sedkC8npzd+qL5saDu1dPtbiONfiONfiGPNtDY3KvtVPHQ72BYjItW0g2zt2chSP+lEgv+ZP+G6oit6JiNo9ifkXgRvrl18ZTZYrnBq+wq2ir+9Vtf4OdCW8+lmoMyl6kXjv8WSB+szKc2kl5Z1rN5fu4D6o7C7d1JwMzsdj7wVTuzS0lVQREdtVfiB+jWv5HmGuDcj0hwfgQQbexmraG0/2Rtd3RYmiH/xqfqNkhlxDyxl0qbEgsy0pNwmFRdQWHjhye9fLi1ZfTL8x9+g9P7IGxqJhfy7THLIWXJBZkG/fqe/6SNSWW/T718fWB9Lbf0QnjkW7j0Xaept6RN/tk5nVtiEFYV5iFFdI7SiQZ8OhRM15ivbVneuT2XJL09hRLn1YtvG1yr6OGSKiwEz3kzOCrdWVvwUVsr7LSV39LOb/1AUSiffuZyfP07LNvA7w0n343I4GX+mOx2KHjseJ6PJQfFVTMvJ3O59fF2cD9fB4bHA8xtu1qtohlc8HSIMMvL3VbPe0ERHRxKnIlPgm8yeWBxKhuLfyoKLr9xp2AXMwyZJyzXRcMq1kCB7uiXp4xeWHV1wWjd7v7t/DfZFshM/epXzyvPzjTY/AhdF4+ofF4lglbmPJ2nK3QwHR5p1Rf1dg77Dw9mTfuC1NilZUJUaJTqgbBfJt9H1h7K1Me+PJocp60bu8lQdxXd4gWSeRyV/9NOScQNRsMMZF71XrStU2Zq9ocq6tJiKi6fjVSNrta9Ly8xkcyzaXPv+4tpOFYoMMvN0li82KUthyJsddwFSES8oLeDIFJ3pFQCY9wrSOcZsJm8DxVrzf3b+ndPe+6EuvuN76Ce84yqN3XWJs3sPkjlmopokaxhVtrFCM5n99KhFRe7Ys+Yed7hW1iTTp1GSk3xf0B4iI/B1XVjIZAViy2mjlwaNKChunRqnfsmSz4lEg7/iVa1WpaW8cuF5x4s3QB8eiyX/rrrbnPJ3bUfgAitzsWW5Cu2PZ5vs2aKkn71j6uOOMWDq9wVe6oy3+YX/8cuJeR1Wzs7XN2eCmWa0X5KDIIIAvXipazuSwC5iQRYN2zT3M9cWOyJ4MG4GzYbxovbq7+/c07vt/iOjmnn/gbizdvU9V4j3rYxSm3HnV7MA+yjZeaN1IIrU2a2rdPRe8K7cGuo8R0czxw54V3BToZN+4tiGF8XZyFAG5UaAAJH9TStW6Nx51b9w/N0dEqN5qNKlrqWAqzMgbd5PF5Bxrd/Nnzuuiwu3c8KpI5/lbYTakX+BGDzmQgwDe2rh8eMbatvQNIh+w6felZRnBdkbLmaaedgWfwDTsAtZSbJl5mTxw1o9WvFQ8Ed0kuRbxGQXn06L3PHyAk7rwobCfn7YzlCm4wKsjoO+4xa5sxc4l9cduTLDLprZ7aihRopyI6nu9SibPaxwFAMAG4u+9EbvMRu/Vzk2dJfltxh4PJsrdOxbnc1iwHgTw1lZb5iGaIKJjoRM73YK16FxxWqp/xJW6WX3LGS27gLWYvOOX7jXPcl9Cn56Kp8zq9FyHOY4w5a5XgCpVdr6/puUdynINQpcTkCIawy88cMTQ8jzFdhFKqNa92ntjIrVsKvlfQN9On/xRAHDdLRuFk8hQbraAUtF7VXPJ876MmvMCyUR9dcmOV0W3ZK5+wk+nczPzl23HqA53AAAgAElEQVReKFxUP3s2zn6OqHp8gezQAChiZ3Huzl42Mo/21Y3tHZ7nKtVNDYf2Lg8ki9Oml5PV0HJGU5casJCsHb+KkMIIX7QUHFvljv1SuItBZC585GF03sdNoz99ovGSEDcJK3BjfaIPHPfF/YOY6U7ccmW0gKcKlmZEg087UfVWbPVysxbFjHDR+7rSrizROyWauhPRdOzdsyIXplNN3ZsdDckbKx51sjtdvhTn7xCJf5hcdd/0qIYl91BUkIG3uprtTdtOsZ/Dov6OgF9kk8w2bxpazmjsUgMWkbXjF+/G/KdZdK+1pvBTpvIjc13iSWKKOLeBwg9hCjPJ8l3fzfBhOm8fOtF4CQBsA+Vm842Lt6vWlXatURQ/N7SVVI3HwmxT93DJ823OCvYTcCQ+4o+fGU9E42vbnKl93Auaqik8TTQe6yXikvyzwdi7x5Nd5ZudRqy6B3tBAG99ZRsveCmVbOfh58w1tJzR3qUG7Edh13RdvPB28jvTr7FdeOAId7adU/TWROqD1yL6KH1LJSGlwuUM77xI/ee0nS+Rvea7qr0IZV3Juif1r3/70G7RDSTqnmgbpdc7IN5SXo9RwDZQm02etmvQdnrjMj8u+03h03d3nZbZ0rnpSEkio+52tjbHBseJiMLjsUOCpu5EVLXuvsxo3LGyw3nmeFx6F+cmn1NwIwAPptDbQtnGC60nh5a0edMWuntdbb1NJxnejHcNLWdy6lIDkCv5JDNLVarZuI11oXw5gxkS7JBntWUeIiKaeO3mzyaFd6fqnrR9101EVOsZYJdsiHx5t3nZvSoPJm5JztXiRukKnlAyCgCAlQUZkeVuCjT4Fko0dScixzLRZH5TyY51ErtUp10dAJCDDLzpuXuY1h4F29W0e3raPdm21NByJucuNZAfeZhul4c0S0akWn+EiGTaoWnrDc47bVOFwaoyyQrbuctArsx63J29Ln9XlOj2QN1YZKipsz2RA58aDvW/foPt0E7eJZ05FZznRon21Y2FjBoFbMEkDT5Ny9B+H6CP2Zl7mvdt8JUeaIuP+OPBcSYxB54cVc3O1Ix6gYo1pTseTe8DT1XVzqYO50ot3eahOCGAB8g3I/5V51JD3jw1b3mn8dbEyy/VG3sCefhodbv7h5r3zR0+FNpOzXZPW1fQTyRX92Qg19Zu+RkFwP7wJmwBFWtKD6zJYX+3c6XPudKnZkSJPvAAyjgYxtCePgDWMzc3V15ebtDBuYhRwz91qRy7LuG3aMev9B9FY10dP5pIPQqZGP6tCRMtb06t2CciylgGn07+hOULp4vum/UaRJF8fDTJRag8iez966BfpFgikbdy20Cj0vYiieIplQeZtEKn6aMsD/pFq6uoGAWsYG5ujog0/OOTef8pkncekGLoRymAIoc18ADWINUiS37StfLjy3f8MrobmcypSkXCWXcsLNHrDlLB5J1dL7NfBp+UnRVX4yV3z9Bjbwnrngx5T17QMa5294hWV9F5FAAAAFADGXhzwTooMzDusjEv3FX+u5bJLmrI2WpgdJpF/lFIJeG52N4McRovA89Kv/ogE70rOb629DureN5ViqfxErJboCNtGXhM/wEZeI8CMA7WwJtIPht0gYXolWPXTPc27MWDu/SQXm9Pw2+NF4umWtaR+DOvrbyfDdg7aAcAAADAFHqAPBEt1VuQM4ECyj16BwAoOIUVQAt7AgAAtoQMvFnkoUEXFJDMGvIcf9dG15DPTwscmUdhdCH6fMqlKgEAgHkU9lMKZixC3hTPyiywEATwAJYnGv3q9W9G2GzcoA9MUo/ineT3ZiszzvvsKDVrnV1cSlSezxp1L7xdvLPojYA4AQCgCOXSoxfAOJhCbwqYXG1vWdeQy+8u89+Cu0u+hrxVyD8KU5UZ5/I/WbdcvHjx4sWLjT8jMIry3zUA5AFvxmIBzwTsTfSyO/rFgBkgA194xk2uBttQkmNXG8qqeoHlbYmH/KPgPQ8WvU6hhI0fGgAAgMnJ1w/G/2goLATwAMbSaw25vrGrdRcQmuG/ptGXM8zwGIGF6iQApiI6Y1HpH+b86OHQ8VPRiUA0cYPX1facp3O7uyb3XSZDvrobE0rOwrvk5AWP9IgAANkggC8wNOiyPR1/g4WdLs67Rfi4ivblqvCByxTqS7do9UVGj7MCALCZXGYsigbYgag/EPR3ubZdb9lYq8cuAAB5gDXwAEVH1QJCmQ9Mwh+LYTliLo9R9BLMotUX079yODXQGaqTANhDlvR4tK9u7MRkzrsAAOQHMvCFlJ8GXWAeRbJ+28Zyr1jBy8OLRuz4qzcDVCcBMJUcZiyOvpkMxb2VBwc8K2rL2J+mhkN7Oti7on2+0FNpM9tV71LrGWA80uc3f2J5oC9ARJUHMX/eEozu0QuQCwfDYLYmQIa5ubny8nLdD2tcpzdVRD8DSX3uyXqNid2Rt5mNwxv5J0T0gTscDiISfaeVOZqS5/CFt+Xu1b2NXLFdfsrxt2M0g96moDix3S5N/opS+P9IiMuliy8+j+x1BP1ERGmz4jXsImt067nuYyq2twN7vEeZ5JMbAA+m0APkg0makSicDw+i9H2WcmwumGfCXriFOpP8sNZvB8D2FM5YFL39+jybS297TTT17e7sdRERUTR0PYddZAxf6T5GRFTf21Qs0btt2KNHL9gPptADGM6izUg0f2Aq2jnGog/81q1bBTkZHUldfjLtSxcAbCaX/yntjWNMo8z9NfUuomjGTRp2kRTZ2zFDRORdsm97mbJdwEzwnw5MCAE8QLFQu4BQ4QemIslGKnyYCi9e6FL/Qt9J8lLD8Vbs3/7gifS7bPnJBtVJAIrJ1AQbirs8dfrvMrqVnWwvlcwHAFAPATwAaFc8hb70fThme3K4JgIyJ8bW2+PF8LZktt8OABgo0t8VJSLyup9SOr9d8S6ToePHiIhoS1NPew7nCACQDmvgAYpCLgsIIXfF02bPDPA8A4AyXIa8/jm3wgy58l2Spexd23a6czhHAIBMqEIPwGdE6VRbNiPRXBO4qMzNzS2+9Gz6LWZ7Wni/x84p/um9NfEyr90dl4Q34QuYezhme571ZY8Kz2ASlqhCb4Cpw2PrE7l00Wrzue3ClbLf0jR2tPgCeLxHARgHGXiAfBCNc4Q3InMIFmLC6B0AQJlUKK64N7uqXZB+BwCjIAMPwGfcZWP5TtrWyhwqvNZgicdiKNEnintaCt5cXfT0eEn4/hq5h6CQfNd60qkmH+/h2Pjlh+wW6KjoMvDzo1uD3ccSheiU9WZXu0uyV7zi3L7d4D0KwDgoYgeQP3bKWOoSGtmv1p0qwubqeX6FSF2F6a9pEU6kF+5bzL87yEEk3rs/FiZatnnhhibJbUb88eA4E0787Khqdra2LWhwO/QcBYrS/Inlgb4AERF5Kw8ONK5QEL2r3mV4FsXnAcAoCOABTCE9lCqS0EhJ5XOrc5xroTUfERGd/Q7vdtFa7nZtzJYfwusR9n51WRQz0h8Ly24xezb27ul45jZMeDw2OE5VzSVdPqcuo0BR4talk+LcuIZdiEbfnyEiosqVKD4PALpDAA8A5pWfAMyg2d3yqwyk+rHlLYaXPz3LJeGLp6OhtV0buHtmWnaLYOzQ6bjUneHxWG/Vgq41WfLw2UeBYjR8xdcxw4bi9Vua9h1VUHZewy5ERJGRRPe4ihUazxUAQBoCeIDCK8LMoZIZB8WQogcoJsHY4Lj8FszIUDJ6r3Zu6ixpYMt/RZhr/q8GxxkiCp/+auTR0pUyZcGyjwIKJAu2VR5kGkWj0NGt57qPSe8vnqyeHz0cOn4qOhGIJjdztT3n6dyutIWbdqlQ3NU21NTTXmbILokdE/Pn6x9xaTpXAABZqEIPAKA/JUX+eL3ZRG8xiJLTE61dp+E4eSB/GiY5SYi/d1wytZ4QuRdkM+fVJTteTUbvROR2NPhKd6xjE+9MJJLbKJDdZGhPV1R2i2SSWc0xfY5Ad9dMKnonokDU3xVc7xg7Man+JFUNnQzFt11vURSKa9glaWoiUetu9TMq9gIAUAoZeIACK8Kpv0pmHBRhUQA2el+0+mJhW4MIZ84Xw5MPhrs2ELtMRNUlmx6PD57O8iKvenxBheDGisoFRFmCc1WjgJTIXm7Vt5TJ+ZCqQ6avJBcR7asbI0XV4DWYP+G7wYXiyobQsEvK73+XCOAfMuThAEDRQwAPAHlVDBcslKd8pVbCGyr31e+mouTZttOry5Jmz94dHCcix9pO5+LfSgfhbnIThYnCn9ybXePkxfCzM/f0GQXkjW4N+rNudH2ejcbbhlp7FNRpSzZFZ6u4e1bUJlLTU8OhPR3sXdE+X+gpIzquDYcSBeQp2ld3rk9myy1NY0fdGndJmf/0KhERecu+pfGMAQBkIYAHKKSsU381RB02iFWsXhQg/VQd5CCJJHZ6G7n0yfOOc9lDaF26phfk4Lqz0AujWEXi755miKhq3X0r3TQrt6lz1br45dMMTccOvUGbOp3JWfTMtYHEGniqLlkl2hZOxSggY/iK3Mr2pOQscWVV1idDx9ljChbG17R7BpiyRMv0QOTXkx7dk/DJgvDG7pImGmKD/6VlaCAHAIZAAA9gKyYv/KbkgoUJU/QyZepziXUXHjjCawWfBzbIV6c/aei6Z37Jjm7NJVmrxxNRxZr7NoW/GhxnaDo2uD/Gv7vauelVfmZewyggJbK3Y4aI6nubVp8KJrPQIhKzxBUmmbl0vXhTdHdnr8vfFSWKhq4T6RzAJ/Phxu6SRu3iAgAAtRDAAxSMDUIpyOrWrVuitycuCtQfeedFkVeC7vPYuReS1V9OvEseeeu6BxolO7o5Nynq305EjgbffZuq4uf4reCpqrnkeZ9o9K5hFBAxf2J50E9E3iX7trt+fUpmy0QFu/rnlFWPb28cYxpl7q+pdxHJ18zTrGzjhdaNhu+SptYzwHg07w0AkB0CeICC0T2UMnnhN4UXLOTvNduDUkU0k//C29RJGQ9KSfl3VQo7L4MdV5dp+aITFhDDm1iyo9uyzSUNCneJxN/rj10W6+IeHo8dGo+v3S3oIadhFBD6X4fZlLtr24CnhublNk0mmT31ZVPDof7XI/5EYXlX/Rb35p2eFSqz6FzZdk+d+vMGACg2COABLMPqM4dlpsdT8nKGLTt+df9buejtP95AP3pP5PbOqbH+mhbLFZMTpeO1A5nlBojhzSnZ0a25ZIPoqnXRXfbHLrPfVpek1sCn+sAzZ/bfpYwYXsMoIBSaebMrSkRtQwqKriemxLtCr4+tT+8JR9GJY9HuY5G23qae7co7qEX62ZZ1XvdTKNsOAJAVAngAa8g6c9jqhd/IjmsKXnibiDKi9x9vIN6PD/zm2fRb1n/+SxLr5aaZ5nkZwo2tfgkJ8okZeSPR0W2H4mnts2fjiei9ueRA+l5sH/iqu4dOM0TMGX98ZeJeLaOA0Jc/fjIcIqItTUpKyicT5tEJ8UXyUX9XgOoVVaentKL3SifkAwAUOQTwABaQdeawCQu/CZl2ejw3u5t3huz5yFSwk5e+Iy9u5/CidyI6+cCzbAyfT8InX5g517D43ORrOsBAs2e/OjNNbEc30VXrYpirn7Cd28WXslesuW/tJ3fPTBONM9d81KBxFBAY3XHzPBFR5UF+RzRR878+lci6129ZsnmnO9UTbjLS7wv6A0RE/o4rK5nGFdmONXV4rDtZoH6fiqQ9AEARQwAPYHaYOayjvIWRXPT+2to/EBHRN5Xve/KBRFSfeySvZF6GklnuWHwOqnChOHNm/50zEhtdPn6Hzbcv27wwY/Z7tWOx+B6OpY87zkwzRPciEWpw5zYKJAxf6R4kInp6KHu8TUQyNd5qat09F7wrtwa6jxHRzPHDnhWyMfnU4bH1XYl2dAeN6AAPAGBLCwp9AgCGs+Wy6nRZM9t5OxMZuVewy30gLlJVuKO283nh7VT0LpV4ZwnT7zxcJK+N8kcqs4HjXIv8JSTlo+f4+5W5WIDrCADaTIZ8HTNE5Hn92z9SNuM9m7IVO5fUExHRxKnIlORm86Nbuejdte26wmsHAACADDzYnsn7oheP/Dz/mn/dMrEur0S8PCXT5jmf/41kgl20uJ0RDJrlbtCajoUHjggvGSB6t51p5haRaLP3ZMp9gVvJVG8rKUyBifkTvhsTRPRE1c6ti3Q7aq17tfeGxPL45LjLA4km897KgwONaqvWAwAUNQTwANZmwsJv5rxcwotUyYBrCqKJ9yUP/gURfTHPqDqUMPhnQ3rlzdg0VxwwyZQNKbwYHtG7OTlWvrpwpcR9s2fZWnTCOe3cDPn44IDjgHAZfDB+hm0vl5hjr20UE9JQYEIXk5EP2Cj6YvilxWGJjWa6HTNERFR5UMGadgWDhnx1NybY771LTmLmPACAWgjgwc7sUUNLNOvI3aUuLjReAac8qP11c9vIh6z9NYoei8Jp8wo98Jtnefl5trjdC2+riOGz0n2Wu5KD5P7aQNBuWxWPOqtOx8JENB7bFWY2dTob3A6i9DZyRETLOuxUsq6oCkwMX/F1zLDRe/2Wpn1HUXYeAEA9BPBQdKyYvsPM4RwZnVXWPXonsRieGytrDK9vxYFFqy/e/uAJ0bvwIgRduZ3Pr4uzmXOajg/uj4tsY6t+71asUZpModf3egdEa9Rxif2lZRnxeSp6d7UNNfW0o+Y8AIAmDoYxWwIvf+bm5gp9CmCgxZdECoAJ45A/7vynvJyODr7+5j9z35vztHnP+a3H8tcOTfTXzZ2A6L2qyDyW7n9LdHpPFpzPwE6hv/HZ/+bd3njVd2XpgOgBG6/62G+4DbhbuLr0B/8u+9vX4kvPypy22udE4d+OwsPm87UB5vK//1vZOyMLiOivnvvjs38lusGf/XKk5JbYvouX/sez34v9hR6jmEP6u7pQId/nb/+s498HLhLR/a/deujJjLu+/PFitu3cIt/H3/6BR2pHevq/PvajVcmbQzPb2Vbz4nsBgErl5eWFPgUomKLOwOOlb2Oi2UXRLOLX3/xnXpZjbm7OpK+NtPNcWMDTUCxvT6NUMnnxpWeZ1jH5VLNeU/1/vIFkesV985sZd7E59sarPmGOPb00vXADrkt81ueWfdTsMyB1ryq8PPzCA0dEX4QWXahiOeZ9m8rq3tfuEjFEtOjPxR9C+XfpP7Uw1/xfnQszYXbROzmqqhe0djob3Erf+rKOYg53ZO/N25mz+YyM4ebL7mO/WSh4Asv/offW+a4o0e2BJ69Hhpo62xOZ9qnhUP/rN/wXiYjIu+Qf1nM7zp/4OzZ6d2273rIRJeuKgYXfowBMr6gDeCgqUnOAycQzFa1FSctxE1K1Wl6InTyvy8x5Kbxuc2oXw7NzdHV5hS9azX4yR5QOOahYU3pgTbaN3I4GX2mD0aOANjXbPW1dQT8RUdTfEfCLbOLaNpBWnW44lKg5T9G+unN9Mofe0jR21G4dBgAAdIY+8GBDJi+jbUuaW44bN7TyE1ByBNFt0pvGKZcekPOCc2FneJle8TKjp58tG3WnL7XN5ZfSOTXWOTXG9rpP/wIADWSurJn6srK7h2lq80rc6a3kpdlH35/Jy1kBABQHZOABoPDkI0Ad664bIcf0O1esTiZW5+Em0qvCzTRRmz9nA/7OKWTdDTI1HOp/PeIPRNkf672Vq1/zbFRT4mvq8Nj6rqiKRl/DV1o6ZpDtNAWr1ih191xo7cx86ZLX1fZaakZ90vynV/N/egAA9oUAHuwG6ff8M7ptmOahVR0n61px3jYKJ8/zytcpj9I1Ez4n3PJ14WqRrL8d/EEZa/7E8kBydnHCRGBmomOmz1t5cKBxhZLVwpOhPV3R7JulRPZ2ICNqJrwY3hTRe9nGC60bs21U0+7paff06HEoAABQCgE82I1kNNIq2bDHFJ+WQBPllwb0DURznzyv5HYNpB6maCs4bnUA1rQXyOhWfvSeEpjpriMFGfXI3robEyrGjOxdHhRbtAwFhX9D2uDtCwCKENbAQxER/YSEj0050rfluEG0nWTWWwytXSfv5APPktbrCMoV/Bdnb8NXuo+x37nahrwnmdYxpnWMaT05tKQ+scXM8cPz8scY3aomGp8M+RxBv9QlAwBrkSlQAgBgY8jAQ3Ex40xFi7NE9kPDScqU5dO2Gjz3NHvWde/yH2R5SXiZ1QGQF8nKXvzGWjXtnoHr5Ku7MUE08bsokfRi+NQlgKzmRw8Hu9XNtJeAt1AAAIACQgAPRQefOEGK7nHsj94jrjn8elJRdu6N0B7u+4dXXNbrfFS9+JHXMlZkhI29ve6nhAvda8s8RNkmxieWstf3Nq0+FZScik80NXxlT8dM8miutiE3ddzQOIuetxAJPTihUHAJEgCKFqbQAxjlzq6Xua9Cnwtklz4bU0nsmp/58+nROzttnoebRa9qmYCS9QLJGd2JL/kjo5+cau4e9om94KkR3jk5HyIiovpHXBK73/4Zu5Tdu2TfdqltkiaibPRev2XJwestPWrq22cQfSvD+xsAAEA+IYAHMIQwT1WoM4EiwQuzmdax2x88wX2lx+EyqwPydK4gbXJ+9PAVX6IuXeXm7eLB9tTRmwMBInJtGxCL/wXqvZUHr7cOHPUoKmsvSuZNDO9vkGdKLkECANgVptAD6E8qT4W5pqbFm41ZwDNJJ5w8r6oDPF5vljK69VzGgnbvkoMDHvES9JOhPa/dJqK2oYzF81JqtrcMbNflHAFMQOYSJCbSA0AxQAAPoDP5PJWlY6ri+XjEtI7pNRu8f7ODiDqPM2p3lFr6LozhX3ib3nmRSHpRKO97mUFlfsXsEGR86fsiNf/p1Yyf60mq/nyyb9yWpp52w08LAAAAzAUBPAAoYmjPcC44LAjR2ZidZJNLFWj2bhmuei8R0UQgSkQTgZnuumjbUAsvSk/2jbv/taPu/J8iQIFpvgQJAGAbCOABCgkNmSzK6Ap28pXnRSfSi16G4H2WVVjoDp+AC6Bs44WWjckfpoavrO+YIYr6O8Y86U3mkn3j2v7rQ0/m+QR5PTh5d+X5ZAqFGXnj7plpJVs61u4uXZl5iWU2GP9wKB6ZZsLJbaqana1tzgblV2Ii8d79sTDRss0LNzQp3gsAAGwFATxAwVioIZONG/ZIxbT9NRr7vReEkrp0+fnFcRPsCzurwuJq2htP9kbXd0WJoh/8an4jW8puMuRL9I3z9qz6j7n8n5ZoDG/ady1TEY38mfB4bHA8VrWutGuNQ9FB+mPh7JvZGC5BAgAQAngA3SnMU6HQHeRCVTU7KZgAYmI12z1tXUE/0cSpyNR2Tw3Nn/DdmCC2b1wZzf1HYU6L9/6Gl40SWfL24dN3eyl7DH9tQGHy38YQmQMAEAJ4ACNkzVNZq9CdkrnZBSQaTig8Q/l8TgGT8J//jdLg/EfvqThs+tNioQkgRcrl8RIFkj9NRj5gvw/cWO+4IbHLTLdjhoiIKg8yjeIV7HNXzK8Tx8pXF66Uvnv27N1DpxkiWrY5bf58MJ4MvB3LNt+3qslRwf4UiY/0x9i7wqe/GnmUP+U+QzA2OJ7z6QMAgB2gDzyAIXifca37kdfkPcOFUSillW3L/fjvvMj/sjr2aZGaAJL30wGwjWCMjd6r1pWmLVBnRobiRMSuit/ARe9E5HaufHXhpubEZsHfynSqiL93PG7EKQMAgAUhgAcwysIDR7ivQp+LPeUYhSpcTqnunKxAfgJIPs+kmE2GfI5zLY5zLVsjEhskU+5Ly2ryeF6gUTLGri55PmMy/L0Im35vdoom2BvaSqqIiCgcvid16GsDsctEVF2yaZ2SpfIAAGBvmEIPAJLM3LBHKtRctPoi9738Gebn5DV0gNdAVbX5Rasv3v7gCc1jsdMQ0A0+R7VlHqIJIjoWOrHTnaozn5Bc8U5U/4iLiKjWM8B4UvfPzc2Vl5dzGy8P9AXI2JnzICcRY5NjbaezIuMe54YjTrmmFW5yE8mUpps9e3dwPHHkxb9FHh4AAJCBBygAmZw80vUARcHd2esiIqJoX93Y3uH5qeQdU8OhvYmAnIgqN7Ml6MHEuAXqEml2ORFip2BUVYl9IIvE301My79P9ZEBAMCeEMADFIZooG6q6N2KM8zT0+8ss52hvkQr2Cl5yMInCvKuZnvTNi/7bdTfEVjPzqh3nFvfccOfiN5d264jo2563Cp35yafU+3O1/xsZzhH06PC6fHJvnHNJcr6zAEAQDHAFHqAgjF5Qybz1JlXSCoolZpIb6pa+rngldZT8qCUdDoEw5VtvOClVLKdx7Xteotgaj2YTrLIfNU6Z4PqfZOp+2rnUkGCPdk3Tst1AQAAsC9k4AEKCYXuNMvxGdNcqZ6NllU1bzMh808AKRZlGy+0nhxa0uZ1pW7zutp6m04yiN6tIJV+b1WbJI/Ee48nC9TzV86nYvtlm0tUXxcAAAA7QwYewHRskxk2WvoUBvk54byn1Pzz6h/4zbPKW8Frk+MEEBt01DONmnZPT7unR/sByjZeaN2oYnt3D9Oaw3CQojn9Hon37mcnz2c2jU9I1rRvLknrSAc6mRoO9b8e8Qei7I/13srVr3k2tssUm5gfPRw6fio6kdyFvK625zyd293oEAEABYAAHsBcuMwwYngleFGoBsX8VKcH7WZezQFgUtcuJVLoYivYJc0GY+8ej7PRe2bTeBYz8kaib9wOTJ7XG9eyIWUiMDPRMdPnXXLygkckIJ8M+eoSLSFSAlF/IOjvwjoXACgEBPAAYG0LDxxRWG+PDdRzT7+/8yK98Db96D36sVx3KCKiH2+gP/zhD0T0zW9+U8mRH/jNs+nf65WEl2/59s6L/CXxd3a9bMIYvpgvtYA5xYPqi8/Pnr176DTbW9KxbPN9G5r4kf/s2a/OTJP4vHrIjUj0nhK4sX458WN40eg9JdpXN0aI4QEgzxDAA5hIemyJcEU55U+UaERkRl4AACAASURBVPRu6FO95MG/IKIv5vXvBs+uw899KrvoFAazxfCYmQLmE2QuExHRsscU5smZkTfYunRE5Fi7WzhznoiYq5+wbxbMmf13zkgc6PLxO4mhNy/EHHulpg4Huei9fkvTvp3umlqixIz6G/4AUeDGnsPugbTGjaNvJqN3b+XBAc+K2sRdU8OhPR3sXdE+X+gp0dQ9AIBBEMADgLiiCpaMfrAyRe+4NH56+p27xeiV8DLYGD5r9h70VVR/d9aWnD/vbFIUQsffeyN2mY3eq52bOksa0Nc9v+Z/fSq56L3Xmx6l17R7etrdnuWBvgBNdIVGtyd7N06Gjh8jIiLB7Pqads8AU7bXEfQTUSDy60kPkvAAkD+oQg9gFsLkcAFrrWku0m5muj8cHWvRC6N3+dvzwDy94nkzUwp4Jkaz5d+dXSXnz1c7FivYmIveq5pLdryK6D3/JiMfsOl375J924X16so2vlZJREQzI8PJ267Ps+n3ttdEE+zuzl62eUQ0dF3vswUAkIEMPIApSH1kRzouF+nPXtagSNVTzS6DLyC95s+nW7T64u0PnuC+JyLHuZZOwssPQChCESIiqnp8QbaV6swIF72vK+3K0m3OsfLVhSsl7uPWz2PmvHb1z0mUjm+vaKMZP5H//UhPu5uIqL1xjGmUOVRNvYsoKrMBAIAhkIEHAD57JDyNTmbq2BBePs0uvNeILvRsxG6erDvHVDNTDGWPv7uiEWHYMvLuyiz155NF6ZRE72AGV+enlG04NcFG7y5PnYGnAwDAhww8QOHJf1hHEj53CsMhbU+1knL0RmCvIBixRj09jO+vaemcKtjLDzNTwKRmZ+4REZHDnWUyfPzDRM15Cp++u+u0zJbOTUdK1DWTBw0mfhclEmv5PjkfUnekSH9XlIjI634KC+ABIJ8QwANABtGEp+WCJYPq+UtFy1xKXEMkr2SVe3o1O90nz/P68JkwCV8M7PF3V0RuhdmwfEGWAD5ZqR4KrbbMQzRBRMdCJ3a6BTXn5k/4ZNrFiRjdGvQTkcycfAAAgyCABygwVT3MC3UyiCWMU8A68woVKglfPDNT8HdnOUwkrGi7ZKIeCs/d2evyd0XZ5u2hXk/n9kTgPTUZ6fcF/VL94cVMHR7rThaoFyuJBwBgJATwAAWGD+i60zGZmXulus7j+neA15eSS0iFnUgPYDZypebSVawpPbBGt1H1PVrRqdnetO1UoC9ARFF/V9DfxbvfVe+NTigI46cOj61nJ89T5UF0gAeA/EMADwAJ9kh42juZqW3+vMz2pi2WZqqZKYayx98dgAWUbbzQFFoulmz3Vh4c8HzqC2SbRT8/ujXYfSxRu27b9WTHeACAfEIADwCgG+MK2hlReV6VPCfhEbUCgP7cPRe8ncOhPa/PJJLtXlfbc+x0+vlPs+w7f2I5m8BnA/7GFahdBwAFgQAeAIjskvA0YTLztbV/IKJvfvObuRwkPXrXsXyd2vS7vm3ngezydwdgJWU17Y0D7cIG79EQG5wvLROZFT8Z8tUlq9x5l5zEzHkAKCAE8ABAhISnfnRPwnPRe8HjZ2MjyfnRw6Hjp6ITgWjihlRmLFP6J2l5Yp+zp4ZD/a9H/LxRnnHXFCSZhr87AJMYnk1UlX/EJbjriq9jhn3Pqd/StO8oys4DQEEhgAcAmzBPMpMNuX+8gR74zbNXlg7keByOsKJeLiG92vS7oc+baEweiPoDQX+Xa9v1FkHPJ23mT2wN9h2LZtyWHKVtqKWnXZdRbOrOrpe57xceOFLAMwHQgpsAX3mQEa5dnz/x+gwREblWP5NZVT4Vvbvahpp62lFzHgAKDQE8ANiEGZKZ77yYCrN/9B6tp182ksYY3uhF7wqfrjxUucuSUY/21Y2RHjH86NZA3zHJUfwdYx7drhTYTnr0zv6IGB4spuyp51x9gSjRzMhw44rMq3VTw6Hk4nb3U+lvApMhLnrX70oiAEBuEMADAOiJzYpzYfz6z39JS/+g6ggFr1fHSY/eVU1eULPx6JvcytLKgwOeFbWJBNfUcGhPB3tXtM8XeoqbDF/rGWA80sdLy7Olz5+fDB1PRu/pk2DTWkBnjgIcXvTO3YgYHiyl5hl3fVd0gsjfMUapXHp6YXlqey39HWD+hO8GoncAMB0Hw5i9RzFAns3NzZWXlxf6LMAU1PaB5+a0s6Fv59RY/2YHZXaDl1ohryFuN3pVPC/9rjZpr2R7Lv0uXhcqstcR9BMp/wA9uvVc9zGR7bnWzfW93oHtvEmw8nNrTSlvb1Oi0TsHMbw9zM3NEVER/ONLvj9I2NI0dtSd+nH4SkvHjKLj8nYEwkcpACMhAw8AoFHW+Lm/RmT+uZJA/Z0XyXEur23bhIST542oIHB9nk2/Zya+OO7OXpe/K0oUDV0nyhrAD19hP53X9zZJRPuCBa5ERGUPLSUStoYGAHtZcdS77WqyFVym+i1NA5lB+Oj7yqJ3AIA8QwAPACBJW4pbGPr21yRCX/mUvuhweW7AzpJa+p41hlc76769cYwR9nNKqal3EUVlNkgT2cumy7xL9vFz7Nxxoh/8an6jIAP/6VVlIwCAtZVtvOB9Kr0PPLnqt7g37/QImrrjbQEAzAoBPAAUFw0htCryoa/C43MHYXP4BYnhzWFqgo3eXZ66LFuObmUn20sk89s927wzfQGa6Ar4qGkf151uMrI3sQae6ns91pg/DwDaSfWB52+28ULrxnycDwCASgjgAcCe1C5fN488FH7P5QRk8ur6z7qP9HdFiQSloYW4GnVbmiS6wZVtHGgK+YL+AE10Bdd38e+u39IkWBsPRAsPHJFaBo8F8AAAAPmHAB4AQDeaQ19R6UvozZ+E1zzrXhqXVK9/zi1fHD5Zyt61bad0Kalad89Ak+fNEL8VPLnaept6EL1LEY3hEb3nn9GzhwAAwBIWFPoEAAAgxeTpd+Xb5Gzq8FiiXrTYmvYMqfS7R6ZS/dTwFV9dUBC9E1HU3xVoWR6ayuV07Y0XriN6BwAAKBRk4AEA9KEw9NU8pTw9Ic87iI6pOeHpKWkmp+/Ug7Sub/x27mIUpd+Hr6xPdoSq702tgU/1gQ/cWL+cxFrZAREhaAcAADAHBPAAAPoQjVHnbqlosKwqs615kb8R3eD0ND+6NdidyJO7tl3P2pg9MpJI1Musk58/8Xoiem8bak1fJF9T6+654PWwfeADN/qHPRJL6AEAAABMAAE8AIAOpMPpROiuJA3OxdVZI3nHuZZO0hKEs0dWHsMrqUun59SD+RPLk12avZUHBxoFvZ0Ehmflis+zJiMfsMcUL3FXtnFgyQd1NyaI/O9Hetql0/gAAAAAhYUAHgDMTjT2S6+qZbPJvcatMFd7ZIV16fTK50+GfHXsZHgi7xKFs9lH32dT65UrFWTO6x9xid9R617tvTERILo6P0WEWfQAAABgUgjgAcDURDPGvJrYd3a9nP8Y3rpt6lhmm0g/fMXXMcNG7/VbmvYdzVJ2Pik5f35LBVq4AwAAgP2hCj0AWIxoV2qpVtWWozBJriH21iv9ru1o8lLRu6ttyDugNHpPzZ+XTK1nmvidsAQ9EaXNsV9ahvQ7AAAAmBcy8ABgXulRIpsxlgnU1ebhzdk22aCsuGi8bZIk/GSIi963XW+R6QMnNDWRqHW3+hnZPnPcDPljwb3fbRUug0/WsVd6IQAAAACgMBDAA4A9mTM+NxupGN7olngp8yd8N7RF70T0+0RG3fVQlh3LnnrO1ReIEpG/41xoS9O+ne6aWqL0NnJERJWb5RvOAwAAABQWAngAMCnR+ue36YmCnEzuuDXz+b+yoGG6e94y88OhRM15ivbVneuT2XJL09hRXn34+U+vEhGRt+xb2cap2d607VSivv3EseD6YyLbtA1lbVkHAAAAUFAI4AHAjKRizkWrL97+wEoxfP9mBxF1HmcKfSKSCjqRPllDXptoSMXC9bKNF7y0Ndh3THQZvKttSLTDHKgyG4x/OBSPTDPhxA2OqmZna5uzQaY1XyQ+4o8Hx5O7VDuWPe5ctcZZoe8odoBZRQAAQAjgAcA2bNZMLkfcZ33jmtLpIJlC12ZyPqRuh7KNR1ue2hnp94VCgWiyX52rfqmHm1EP2jEjb9w9M82/MTweGxyPVa0r7VrjEO4ze/buodOZF7emmcvTscun42t3l64UCci1jAIAAGAjDoYxb14IoCDm5ubKy8sLfRZFLWvMKUzCm7aNnDADn880mvCZ7JzKkmwvziyfSer5KWe2tynRuDqDMLoWid4zOAQxvJZRQIG5uTkiMtUrCqzObO9RAHaCDDwAWM/CA0fSy9EXQ+5d/nqBVNQtDEqt3r7eCOxlDsvF8GYSjCfjaseyzfetanIkJsBH4iP9Mfau8OmvRh5NC8gj8Xe56L3auanT2eB2JHbxx8+MM0TMmf740lfT5tJrGAUAAMBuEMADgLkorX9+wPKxVj6vQSA6BeMwI0NxIhLJmbudK191ugfuDI4TERP8LbMymR6f/W08uei9ZEd6lO52rvQ5l1bdPXSaoenYh0HnhibtowAAANgOAngAMBerxJlSSW+FKW5eQ3u1Tex55ONzZJhlpF8wwlOkzb0ImxhvdoqmvhvaSqrGY2GicPgekZOIiJirn7Dpd8faTpF6dRVrnMtOxy4TXb4U39Dk1DoKAACA/SCABwDIN170zt2oLYbvr0F8DoXk3HDEuUHmfje5icKid1U7l4pPd3c2NccujxONM9d81JDjKAAAAPaxoNAnAABQXESj96x3acbLMOt+fEsTPiF4igwQoQgREVVVafjMcS8SycMoAAAAVoEMPABooa2mWhEyugM8m35nmTAJn3VBAV4q9nfNHwsTETmaHhUsTZ9mbhGJtXxnIiqT6XKjAAAA2AcCeAAAPfEiUmF/pju78ncyyCfLkHpyTHgdxMqCscFxIuLNlne4q4imiSh+7qyzQVBzbvbsV/Lt4pSNUtS+pF9dov/+BX32ReKGB++nv36cnnlIbqdLl+n9EH+X5oeoUtdRAAAgFwjgAQCsKj39zkoPPhG9Q6FF4r3Hk6XjM4vVpWrOnb7bGy5pbXM2sIF3hLnm/2pwXM3EFelRitXMZfrHcf6Nn31Bn31IP7+f/uV7YgH5H7927Df00Rfiu/zwe/SYLqMAAEDOsFIMAEA7DUGyTKU6VUXshNG75lMqQvLPEp5DPUTivfvZae20bLOgN7vb+fy6ROI9PB4b3H9n18t3dr18Z9f+u2z0XlWtbCa8/CjFSDSuTvmC/vFfaYZ/68J3R77Gi97Td/mpYBdNowAAgA6QgQcA0Ehze7aFB44I69Xp2wpeKgTlwn7MEgcDzQZj7x5PdHqvWlea7OWeoWJN6abwXbFku2PZ5vtWzXx1KNsseiWjFJ9fJOPqBz300mNU+Y3Ej5cu00/Zu76gty7T3mWpXWb/59cuJ7//zira8lDi+5lP6a0P6TOxXTSMAgAAukAADwBQALwYPmv0zltajwRyLpQ8P1gJr93s2buHTifavC/bfN+GJslceoOvdEdb/MP++OXpxPZVzU52Ov1stvSt8lGKycxl+oiIiB5s5gfPjy2jd75BL3xIRPRZiGaWpaa4X/3cyX7z/e/TM99I7VL5EO39PvX8nD6j1Cp3zaMAAIAuEMADAGjBa8+mIdjTN+WuVjEHqEX7wPOAGXnjbrL+nGPt7uxz2ivczg2vijR4vxVmg/MFbpEjqB6laISTYfZ3RVPfD9H376eff0H0BYVJEFrfT83fEOzyDXqA6DMdRwEAgNwggAcAsBiFCXaEqZBn8ffeiF1m4+pq56bOkgbtcXU8mKgq71hs4Cj289jT9M7TchtU308kWOvu/nOiPxJ9QeNfZmTgiYi+pM91GgUAAHSBAB4AQDVhCC2V0F68eDERMYye3eARmYMJpeLqquaS531ZqsFzE+CXbV4oXLs+ezbOrsmuenxB5nHUjQIC02xcfT9Vpd3Y8J/+VPX518JEP/850apUE7jUGnii7wvL0KscBQAAdIEAHgBAHfQPB+BhRri4el1pl6Cvu1DFo86q07Ew0eVL8Q1Nzoz7IvEPk4vbmx5NP5TqUYDnU/r5F0RED3oyZ7Z//U//5QnnyYsLPyP6+Yf0c8F+31klyMxrGAUAAPSAAB4AtODVVAOA4jV79qszauNq94KmagpPE43Heom4XHp6YXlqdqYvbtcyCmQ49mHim79+iH9XRfUfX1q18Bef8FvB0/30/ZVqonfZUQAAIHcOfSd2AtjA3NxceXl5oc8CTOGFt/m3SHVf5/CS8A6Hg/SeQg9gqrep+Hsvxy5n34yInJuOlDRwPwVju47HlW6seRRI+NW/JhPjgtLxc3NfXPsffz7wuVN0R9FdNIwCRcVU71EANoMMPABYhtQcdWGYnQ6TBQCMFGSUxdUCTSU71t1LtoLLVO3c9GpmEK55FCBKi6vJIxJXX/sf9w8kS9V9X2wN/Gfj1EPZA3L5UQAAQBcLCn0CAACKsCvPC9vhPGv6nQp9hgD5NjtzT/O+FWtKd+wuWVadmg9fVe1cu7n0wKv8FHouoxS5L+kYF1ffT/8irB7/JZ1NRu8/fDEVvVOyD/yDRET02ThdymUUAADQCTLwAABKdU7x8/9I70Oxq1hTemBNDrtL9IHXd5Si9SX1/DxRRv5BD730tEhVuZlPia058J1VJFJp/hv0UjP94zgR0cVP6bGHNI4CAAB6QQYeACwgPa1t/hS3+c8QAGxv5jK9wMXVzbQ3S1wdf0CiUl3lQ4kk/Odf5j4KAADkChl4AAAt+mtahAl5Spvqzy7Xv3XrVr7PDHQ3P3o4dPxUdCIQTdzgdbU95+nc7q7hbTgZ8tXdmFBySO+Skxc8mbsrHgUgq0vn6aehxPffWUVbHrLwKAAAkA4BPACYnTChXfCO6+xi+P6alncIjd9tTjQmD0T9gaC/y7XtesvGWuuMAkUiFVffTz9cSY8pagLn/PxLIrEtZz5NJNh5KXpNowAAQK4whR4ATE1qOro5p6lba6o/ZJUlox7tqxs7MWmRUaBIzFxOxdX/8r3scXXlQ1RFREQffShepu4X44lv0gN4taMAAIBekIEHAFAnvRZ9wecCgJFG30zG1d7KgwOeFbVl7E9Tw6E9Hexd0T5f6CluMnytZ4DxSB9v/sTyQF+AiCoPps2fVz0KgKQv6S023r6f/uV7ypajf4Me/TqF/0hE9NO36Tur6G8fSuzItZEjIvLQM1yUrmEUAADQCQJ4ADAv+SS22YJn0an+tx77ZUFOBnI3GTp+jIhE1qvXtHsGmLK9jqCfiAKRX096lExxH93KRu+ubdcbVxg2ChS1S5eS8fYX9I9vy22ZvmR95RN/+u3I19ha9B99SB+Jbf/DtM5w2kYBAABdIIAHAJAk7BIntSBf6lrD4kvPIoa3qOvzbGK87TXR1Le7s9fl74oSRUPXibKG1sNXuo8REdX3NmXE4fqOAkXuYij7NiK+/qdXVtK/XvraR1+I3csucc99FAAA0IMlA/jPP/7ZqXdHz9+8SUREDz/89Irnn/vBkw8U+KwAQF9K1pDnOQlvrQX5kKP2xjGmUeb+mnoXUVRmgzSRvR0zRETeJfu2lxk2ChS5L+lzzft+/U9bvve1v/2U3vqEPkuG8Q/eTw88nppRr8MoAACQM+sF8B//ZPv+8zfTbrh58/zN/edHN711+AeI4QFsRHlkLsyTm8riS8+aaqo/6GRqgo2rXZ66LFuObg36iUgyza7PKFD0vkF7c3szrHyI9j5k+CgAAJALq1Wh//gn+8/fJHr46d1v/YL11u5NDxPRzcGXfvJxoc8OALKybrJa45mv+YjWiC4pBYuL9HdFiYi87qfkZ7Zzq9y3NPW0GzYKAAAAFANrBfCf/+zd80T09O7Dr3Az5h948geHdz9NRHQ+gAgewNzYGNi6MbxmRfiQ7Y5Lqtc/55ZPqieLzLu27XQbNwoAAAAUBWtNof9fn90koqe9T/Juf9L7NJ0/T59+9jlhKTwAGEBhBM5NlecW5zvIQWqWA4AVTB0e606WjuevaedJpd9V15BXMQoAAAAUCWsF8E++8otfvFLokwAAbdJjYLN1gMtK1dlyEw0MeowvyPZtMnlFAOubOjy2np3WntnOXZTm9LuqUQAAAKBYWCuAl/Jx4DwRPbyiRTz97nA4RG+/deuWgScFVjY3N1foU7A/Uz3J3f9WLnPvwb8TP1WpvTpp7K2Jl4nozgcvs7fo/WDlztZUT6zd3P54x83XB28TEdEi38dV387ybH85zKbQn/h64zeU/2KUjYJfNOgLryjQF15Rhiovl/skAPZmrTXw4pIr459HFXoA01p86dmst9gGG72D3dz+Wce/J+LqJ+5/7eNv/8CTbY8PvzxPRERP76j8S+NGAQAAgOJh/Qz8xz95afAm0cObnuOvjOcwDJPPMwKrm5ubw3VNfUktILdKfzVVrwfR6P3rb/7zwgNH9DsjOXj1GmEy5KtjJ8MTeZecVDanfXTkEhERVbavV/ZLUT4K3qZAR2ymFK8o0BHeowCMY/EM/Mc/2b7/PNHDT+9GE3gA0OKFt7MsKVdFJvd+ZxfS8lY1fIWLq+u3NCmM3okiI4nydRUrDBwFAAAAiokpM/Af/+Rv95/n3fb07l+8kpli//xn2xO597cQvQOYl3z9dstVs1PrdvcPC30KkJPhK76OGbYQXdtQU0+74mrww7OJDnCPuAwcBQAAAIqKKQN4BT7+yfb95xG9AwCAgSZDXFy97XqLqj5wUxNsDXnX6meyReM5jAIAAADFxZQBfJZucZ9//JOXkhPnX5Fc+A4AJqCkfbrtk/BgVfMnfDc0x9W//10igH8oy445jQIAAADFxZQBvKxk9I7UO4AFaI7MLdrq/KX6I1LL4OWL2GVdh2/ah2xjw6G+APtdtK/uXJ/Mlluaxo7y2rzPf3qViIi8Zd8ycBQAAAAoMhYrYvf5z7YjegcAM3upXiRQX7T6opLJCGAmo+/P5LB3NMSG5UvL5GvR5TYKAAAAFBlrZeA/PjV4k4jo5uBLfzsocr+w0h0AQN7x8vB/3PlPjK7ddJCNz4dkCl2byflQHkYBAACAYmOpAP7jAL82PQBA4cgG0ok8PNtgGaynbOOF1o2a9671DDAew0cBAACAYmOpAD5LcTsAAP2ZJN2NUn8AAAAAYLE18AAA1rJ48eLFixcX+iwgAZUIAAAAwNIslYEHANCbSRLsSiAJnyM2esfTCAAAANaFAB4gi+ErLR0z2Ro4zY8eDh0/FZ0IRBM3eF1tz3k6t7v5BagnQ746tudzNt4lJy945OpXKzoxAAAAAACwC0yhB5AV2duRrcnTZMjnCHR3zaSidyIKRP1dwfWOsROThTsxsB/MANcs/anD0wgAAAAWhQAeQFpk7/KgX36TLBn1aF+dETG8ghMDu0LwCQAAAFC0MIUeQJyyue6jbya38VYeHPCsqC1jf5oaDu3pYO+K9vlCT3GT4bM0l5o/sTzQFyCiyoNS8+eVT8K3NAstTQfzE171wEp4AAAAsCIE8AACtz8+PPZ6VzT7hpOh48eISGS9ek27Z4Ap2+sI+okoEPn1pGdjbfbjjW5lo3fXtuuNK0Tunx89HOxWcmKgwQtvy91r9AUF3vHl0+wIPlWRejLxNAIAAIDlYAo9QLqp4Su+xf+ejN5dbUNL2mS2vj7PZsLbXhPNlrs7e11ERBQNXVcw9vCV7mNE9P+3d/+xUd/5ncdfbq+XVfH2PCdYvKGmw2BbvTQgHF8SGB+KjBcJ2zoa4YhUPSVoQzQWqZDZP8IfJCvL2oQ/sjrFPqRwjDZETqRVE8WIUmGjS4lv5WPMj3OMwt5ei83g4vWuWdDZau02VVvN/fH9fufn9zu/f33t5+OfNTPznfmO7cz69X2/P++Pmgd3pqb9B2N3jtSETmZ5YgAAAADWHirwQIK7K0Ymbw5sf/1N397GhwNpHty5YzKyI839W5trpSwL5tZQOv/2H/VtKPTE1q0qrKk+evQo10OyWeVehe+0bHLqlaCXAQAArCUEeCBJ87Oewz/9j91ZdLxn9OCuWTD3NWV45ESvOZTOoZgvSc3++teHd+wtxomtTWtml2+3n7+7rIFfGAAAsH4Q4IF4W/v2DP+Xx483FuXJHn5kdLz7N7+QPnVH19IHdvZ3Op9YX1HOClg3spzYbzyMGA8AAKofAR4okWhRvfnwZqeiuvlIc5R97Rtvbi79ea1RSbt8E8agHDM5MR4AAFQ/AjxQCg+GJk9aA+rt17RHxcrvWU2qB1ASRnQnxgMAgGrGFHqg6B4MTb5sjot33s7dQvm9CGx3+a7ImcDtIvsnI/sna77Yw68QAACoQlTggaJanej9+mTQnF3nsJ17vIdfmoX6TOvkAbfLaXp8ZVGNBwAA1YkADxTP6idtoQ9CkiR//XvZTIwf+03G4fPIwKlSykp4FIgYDwAAqg0BHiiO2fCRJqMZXvJv/zRT57xh4uKiJKl+n8Pwebjepk2bJEUikUqfCPJEjAcAANWDAA8UwdidI12LRnpvDuz80bkMY+ctVv984DuZOu3hIP1C5ZyK8FXVwo1qEx/jRZIHAAAVQoAHChVL77UHRnf2d6adOZ9woNk/3/xUbYlODViDKnipJZrbS1SQH7uzp2tRgZ2T5xxHWk70fmHucGErvv0nvi0ovYxNQ1mcGAAAKAcCPFCQ2XA0vb8xsyenfeAe3DVn3X2vO+vMj3jZzAlnJTxKoSR99Q8HuhYzPubLNOm9VLI5MQAAUBYEeKAAq58cuZdfepf0t78wA7yX+fP5IZmjsooZ4x8OtH19JeOjZlfDBb1KHrI7MQAAUB4EeCB/Y2Fz5rxWPmj64oM0j7RpPV2d+7kkyb/hD0pzdgDKofAYn32v+8yq8bADf97yZy9v3Jj+wY2+4YjP+e7orhn17zn1z2d/YgAA1n8UcwAAIABJREFUoDx+q9InALiXNUM+PythI/w/vYEN5ADXi+yfjOyfrPliTzYrO2JWJ4Ym92Qdkq11N/X7OnI/w0QTvUZ6r31jZofdEM3cTgwAAJQJFXggX1YJPT8VaIUFUGK5VOMfjN35obV7hVR7YHSzuu6lb1Y3190U3rYzdseYhNc8uDN17U8eJwYAAMqEAA+ktbk/sr/f/q4Nr1zb/0reT5yhuzWjNCe2hrz2Ybp7XbHx26NHjyp9CtXCFT+vosgyxt9dsfae3P76m769jQ8HMjyvOcGu+fDmrfrHx/mfnzWUzr/9R312EzRzPjEAAFAuBHgAAIovixjf7K9/fXjH3izHWFptO77mDQ+u3v/v/21mPGQOwmwObH79TV+WzzPRaw6lO/C249ZxuZ0YAAAoGwI8AACl4lyB39q3Z7gvl6cyJ9jVht+ZfNmM7oaVu8GVk8GHBwZ39ttW1OPNhn9ibEQX2NnfWaQTAwAAZcMQOwAAqp81wW7lbkJ6j1q5ciI0MJbhSSZ+bO18+ebmDA8FAABViAAPAEDVW/3ZZ2Zubw5sf+/Gf/hLY+59ZP+nMzsP+M0HXem6M5HmOWLld1/q7DoAAOACtNADAFD1EqdmPn4cHWK3tXFz/zX/vt7QyaCkxZ8M+fY6NNJTfgcAwPUI8CjU9G1dDGt+yfxng0fPPaNWr+qdDljW5WndXEo+pNvr/Bp5HAIA68eGvW9ubw7euyvd/ezhgz7b6XTmEHv5N79A+R0AAJciwKMAywp+qetLCbfNL2n+qkY8On5ILSlHLN7WqankG6OHnD5kE/vzOATA2hP8UNed721o1cAum9sX53Tpq9jHVB7X/i5f0MiS5NP59hyOKr/Gzd/z37sbcn7A2G8yDp8HAADVjjXwyF9wJDm9xyzpzAUtJt5mG8XjDzlVjEOAqrJp06ZNmzZV+izcby5dencyPa5TVxM+puaXNHJV/ePZfm4s3taI06ecy0xcNN5z/T6H4fMAAMAFqMAjT4u3Y39P7+5QwGvdPqezVzUvaUlnbyfUxC5ZUbzBp2Mtqq8z/zl9W2eMu4pxCACVuF6d4cpaFi+Uq8XlnA+ZHteZsP1d82GdUhYV9bls36YLWP3zge/srfCZAACAAhDgkacp6y/jnh5118Vur/dqoEf9I5pXbMm64gJ/6h/0Lbt0vk6vXZWk+bAWd5ld8XkcgjXm/NFKn4FL5VuvTkq8xlqVmz4da6/wf2K/tj5Mjh+1WZtjY1kXrffS0Kpj1kdE7D2Gdbkl4bMrVfBqfidbErPhI0337krNg/5h2xl1sw//yuiff3qDTYe81T/f/FRtCU8SAACUGi30KIxHral/AddpS8pt0b+/X7Qtx3nV45EkLenXBRwCQKWoV48XeEaF+pXxaeDLLr1L09Oal2Rd/otefWhp1+lW8+uR6bTPMJ7PRZDSadzgkyTdPfH1J7Opd69+csSYMK8DL9pMmLf2kK/9Xrf9gHoAAOAOVOCRpyc90pK0pKnllCrWshZSHt/SnqFh1XzCwg4BoNLXq+t36XyaxvhlswdHvqItb1lYkqQGT7aPv2WctkfHUk6gfpd6whpZksKabnf4/syZb7ynQzevmtcCKmzz9wdrr5xYkVY+aJoM/3nDH7+sjZKkB2Phj965d8Uov/u3f99uifvf/sIM8F7mzwMA4GpU4JGnlhY1SJJGRnR5Lnb74pz1t7vUk2WxTFK0wubRd0t5SHHVfLGnQq8MpFP+enW8oPEJ4NHpYo1tt1YEPOfN7vHWNcQGn33nf6vP/OJXtq0Ky+q/KkkNrRl67Mtra5/vgPnlypU/+b/Har7YU/PFnpovXu6y0rtq3xi2nTC/OvdzSZJ/wx+U5VQBAECpUIFHvup0rMOcVzdyVSMp9+/uyOVv3zlz1LPTH9zFOaSojPRe88WeyP7JSrw+4Kjc9eo40c7znn1F+w8zuiLgyTpN39bFsDVfw6PdPh1MHYGxbF6P2OLwERQdh7mwLKU85vKX5gWIY7uk3BcjlNDm/shOtX19xXavOH/9G8M7XrEvsK+E0yyPBwAALkIFHvmr9+pYh3anhgSPenpic+mzER0WlW2FLa9DgHWhzPXqxJc2Os+LW7v+tRXXL17Qmam46ZhLuj6lUxd0OfHEooHfKcCrzmwgWkh5R9F9444fqsrRmJv7r+3/dHT7gWe/FbvNX3tg1P/pNaf0Ls2uOow3AAAAbkMFHvlznHq1pJER3cx6+6jLF2LT5rP8oz/LQ177UCrNJPP45nmK8Ejj0aNHZX7FMter40Uvq9kPnsyXuSJgyWEt+pJGRvRklqv907P2jdvdUYxny9Xm/sj+/iwet7XT1//s7/3Zxo0bs3ziRt9wxJf5YQWfGAAAKDkCPPIUn957OmI7RUf3gZ+fUr8yZ/jLF8x6V/bzrrI/xIjuRowXe5JhfYivV8dv5WjUq6+H1bMv4bJXlvXqebt6dbzovo9FTr/Lumm9i92tOuiNXVCIftpIOjOexb7umZgXIHy5NRABAACUDQEeeYmbWZ005jphH/gpTe9y/lN+WcEvdd0KG1nNu8rjkLjcnk2Sf+1DSenqWueP2syuowiP6lG+enWiS1OSJI8Oeov6vHUacPgP1vi0CY7ourLa1z296Or948WavQcAAFBsBHjkY3HOzAb2pbY6HWs1O1FvzanFa/cUy7Fh9Q0+HWvPYrlpHockSk3yyr0s7zR5ngyPqlDGenW8WPn9mfIuHa/TwVZdn5Kkm3Pqzrd1f/G2tW9cTyWa5wEAALJDgEdBHBfNetUw5dhzu3jbjPeytq3KKI9D0ogP7TTYO0lYPi01ePTcM2r1potni3O69JXVImEdEl1eEXtY3E8zvcJ/1utOuerVSUpVfs9C9NMmf8s6OyVV3b5xAAAAyQjwKLf4xfO7O7Jaa5rHIdmzLcs7+Whruo3f104RPn6pgmV+SfNXNeLR8UP2JcrUoYbGITfzapdASRSpXp3MmntfqT0dk2Seupc4ty/aUjQ/pdecLi2F9Zrx6+0rcvMCAABA9thGDgVxGmoV/YM4qUQfy3geHc9uq7k8DsnP+aMU4U3BkeT0HrOkMxe0mHKz45YE0nxYp8aLd3IoTL3X3EGtiKbvm18Ud/h8/px3iTNkntsHAABQlajAIx/RntXrV/Ws3TSsS1YVK/7v4+gqU3l0Ors9lvM4pHTSl98Na6AIH13MrMR+h9gK6iWdvZ3Y2R431LChVcesjcpiqT6xYbt+l86nSXrRYQdZb0yAQuRar051yypNl2L1eHTBRU+PfX+7zeXCOm2R5qX5sBZTt82Tpqxf1ycJ8AAAwFUI8MhLnZ7zmKujz3yo3R06aC2Njh+UJV/cH9zWKtMcongeh5TS9x9Mah0slY9mm6S8lLC/QGJ9fnraGi6YuGS9pV2nPWb6GplWd3aNx0EjvWe3y0D6hQ/V8MPatGmTpEgkUukTcZZpl7gM9Wqrf373tlKcXOz6wsiXak39HIh+SkjPemM3P+vT9bDdxSZp8XZsH0rjikO6K0pxl5PonAcAABVHgEeeuvfppjUT/vrVWM02XvxuTNGMpyWdShu6olXfPA5B0XjUmprWrMJmkltWl8SxlBRUv0s9YY0sSWFNt2eu0Ea38urZV/lLNm5U/np1tH++VO3oXvV4NLIkLenUBR3fpxbrhaZv6+JU7OJR/G9XS4sawuZmlv1LsSkM8Ws9ehg3DwAA3IYAj3zVaaDHZtSZyaPj+xL+nr7lsEA6jTwOcamqarx/0iMtSUuaWk5JgMtaSD3AutFpgFmrTyNTkvSr5Vj0sjdnhiuGgeetDPXqJOa287ZXfIqk+xmNXJUkLenMiN0jUi8e1elFn/nrNB/WqdQPEx+/YwAAwH0YYocC1ClwSKc71OCJ3dbg0e4OnT6UGNVsg196eRziTsbG8k7by5dfS4s5AGxkRJfnYrcvzlm9xEmly0wLpBOWWKcVvGp+US2z0NzIqx7jv8clnbqg6bjv+fTt2E/Qpl4tyahXj8eGFE6Pxzb8c6pXL1gBvoQdE16d73Ccvdfgs19i09Ku4z7nQ+iHBwAALkQFHoWq92rAm+lBzntTF/OQYjh/VI8fP964cWMFXrtK1OlYhznIYOSqUuuduzsSSpeZB3pnWmJtPo81PG93R0lmoa0fZa1XR/svPHb3FpFXA0c1fVsXw7ERDA0evbgvXVtHS7tOb9Olr2KNQg0ePfeMur0lPlsAAIDSIMADlRRfeC9uI30hz1bv1bGOhNhj8qhnX6kajy9ZAwsPekvy/OuIV+c71H/VZlqBpAZfbEF4vJZ2HZf9XoDGIfYy9V8UV8suteTYnVHvVcCrQN4vWaEriQAAALYI8MAaFG3Lzy/DO27qvqSREd1sLf7ubrHy+zPMriuGctWrFzMtiwAAAEAREeCBikld914N0+wSxnR3xMJbdIPA+Sn1q8gZnvJ7KZShXp1uAzYAAAAUG0PsgMpwmlpX+DS7pLb83A5e1kUrvR8/mlB6NfaBj446my7sJBNYG4k7zbF3tUePHj169KjSZwEAAIC1gAAPICa6Sbj9JLk6HWs1v7w1V7QXjW4kzvB5AAAAIA1a6IEKSF8YL6SRvlht+Y57wnnVMJUwUj5hlziHQeXp55zdMmr+DtuMp3eeAWMAAABYN6jAA2tH6dry06kz++qddonLsM+c1T+/e1vRzwwAAABYUwjwQLllE6dLG7mz4JjG51LK6XXaIkmaD2vR7pApa1H9k3YBPto/X559yAAAAAD3ooUeKLcSzZkvSlt+tEP++lU9e9Smp90cF5+Yt5/16XpYWtLZ28nT6Rdva8TYk8yhQ/5Xxr0etVZNgH/tw3T30rQPAACASqECDyBOnZ7zmF+e+VDBuVhRfXFO/R+a7e7yqTsub7e0xKbT94/HDpke1ykr8Pc4LHBfsAL82ps/DwAAABQXFXhgLciyLT+bInz3Pt0cMfvkr1+1Enui4+2J/67Tiz5z9/j5sE6FUw5IDPwxy1qQJDV47O4FAAAAEIcAD6wF6ZN5boPo6zTQo+CXur5kd69Hx/fZNMO3tOu4zAyfpMGnY+02t0uZB9SvAZs2bZIUiUQqfSIAAABwPQI8sPZF9k/mmuEDh3RwTme/0rwV4xs82vKMDnode91b2nV6my59FUv+DR4994y6vY6vs+gwKg8AAABAKgI8sC7knOGleq8GvLm9Sr1XAa8C2T9+l87vyvwwAAAAAGKIHQAAAAAArkCAB9YLowhf6bMAAAAAkCcCPLCOkOEBAAAA9yLAA+sLGR4AAABwKQI8sO6Q4QEAAAA3Ygo91q+xO3u6FhXYOXluc/YHPRiafPnEilT/XmTHXqfHjIU/eufhldCK8c9mf/333va90rmh4DMunjyG0q8f548W89kePXpUzKcDAADAOkYFHuvVw4GuxZwPmg3/8MRK2kesftL2xctd96LpXdLd0OIHXaE9bXcmZnN+wRKiDg8AAAC4CwEe69LDgbavr+RxVNO9u2kfMdEb+iDkcF9o8WTTnYmcX7SUyPAAAACAixDgse7Mho/UfH3FKWY7m+jNlPnH7pwMGl/VHhj1fxrZPxnZPxnZ/+no9mbzEYs/GVrN+YUBAAAAQAR4rC+rE0OTezJV0e3FwrmjiYtGT37tGzN7+js3bLVu39rpG54xM/zdX6TvwC87ivAAAACAWxDgsU48GLtzpCZ00lzBXntgdPuBHI42F8w3D+58w+/4mC+NhO/f/EJjyp2NG3w5nW45keEBAAAAV2AKPdaLuytG4b05sP31N317Gx8OZHvk6ifGgnn/9h/11f7sM6eHbe6P7O93unN2NWy8+lO1WZ9xGTGUHtXptQ8zPKC4WwYAAABUOQI81o9mf/3rwzv2ppbH03ow9PUHIUm1bwz7tir3FeyzqxOXwz85sXhXkupf76umzeTikeEBAACAKkeAxzqxtW/PcF/uh1n7xh0Y3fNKjsl/oveLhGXz/u3vDfucto6vCqT3Uti0aZOkSCRS6RMBAACA6xHgAWfWvnGBnf2duR67OvfzhH8351G9R1WZvq2LYc0vmf9s8OnFFrXUOT4++KGuW1+ntoI3tGpgV6ZXHNeZsHZ3KODN54QBAACwxhDgASfWvnH1753bnNcT1Db7JeluaEXS3dDiyaaVA6N7cr8WgIpbVv+I5hNvmw/rTNg5h8/F0nue5nQmXOBTAAAAYE0hwAP2rH3jDozuyKvvfcMr1/a8Yv3jwdidl7sWpZUrXZO+mZy78VFRduk9an5K/bLJ8IvLhb3onPqvFvYMAAAAWHMI8ICN2fARc984f1EK5ls7d3w6uPLyiRVp5a8ur75StaPskOryl7H0vrtDB72ql2R01E9pXpqf0mWvuhN76X+9lPDPnIalL97Wqan8TxgAAABrFfvAAym++fzIvbsy9o0rWtLe2uczdp6/+9nDB8V6UpTcsm5aUbynRwErvUtq2aWBHjVIkkamk4/7lXGUL+eXu3yB9A4AAAB767oC//jx40qfAirn7//J+N9v/v7x499OuCe8PBGSJIXuvVxzz+HwxZM1i5Ikz9uPvM9n9Yr/vPlZ6Zb0z//w/x4//t28TjqDq3P/+U+W9Oq2v/yvzpPV8jnkmxvnFn/6F/8YvvWNecOz32r/4+8e7q37/aQHhhf7nv91Vuu2n/3u2dH65MOr0G/+xjOv35b03T9cev5f/jX1M2Pflo3DC1L4n3624+//KHbzE/eWvi3pu//WTP9ZfNr89v/53783vGD9Ln77n45s0fBfPyHpm79bz59VG9PfvZ6/Nev5vaMU+I1CcfEbVVIbN2b4/0esYes6wPOrv6796xPG/37r28m/COHFXJ7nid/L9hdpdcPvSJJ+53f/fUl+9x4O/MmSZPeOCjlkNnzEGMUf79Y347fuj79d+0bSev7lv8v2I6VU34Ri+5dfml/4/8iz0e4axwt/qOEFSU/8zcoTL3itW+d02zrKuCGbN7vyD+YXu1t1cNcT9XMa/mtJ+lbWv2Lr0Lr91jx+/HjdvncUnRG0+I1CEfEZBZTOug7wQBFFg25g56Tt1PrZh39lFPaf3rC1+C//cKDNmJlf1ENs03vMygdNk2Imn2EhbmpddILdk3X6n//rm/+x8IS5jZxHu306uCvWh5+kwadj7Y73AgAAYJ0jwAPJfPVDkacdLhuvftIW+iAkqf69SOJ0+sYNPumupGD4kzc3p2Ta1U+OmEm4+anaIp9whpid/yETP7Ye469/b9i3t9GcCPBgLPzDLuOulQ+OhF+45jMvSTT6hiNpVn3Hffeih7jFwrJkV4G3nTZvTrDz6OIFzS89EbtjSdendD2snn3JQ+8kdR9Sd5HOds3IafgfAADAmkeAB4pk8/cHa6+cWDHq0uHRnd/vNCvtD8bCH71z74pRflf968UcQb86MfT1yRMrJTlkNvyToCTJv/3TxLy9tdM3HNkwUPP1FUmhhz+b9WVThJ/oNdJ77Rsz+e3MVwn1Vsy+/lVs/nzMss7aDZwzJ9gtOWw+t6SRET15VC1FO808Td/WxbDmrSl9DT692KKWlCsL2U/Fb2i12VEv+VU8eu4ZtaZ+MwEAAJAJAR4olq19O9/4zMioK1e6Qnbd6cXMrg/G7vywa9GqotceGN2srnvpW+JzO2Rm1Xjkgbdtq+WxCxbhGSljgB+7czIoSc2DO13Vcu9Vj0cjS9KSTl1QzzPq9pr3LM7p7FW7iB43uH53q/7Tv3v8nW+bi0vjDzkzrvPtZXgDDuw2t58P60y4qG38ywp+qeuJO+rNL2n+qkY8On6o8pcwAAAA3IUADxTPhleu+WV2iadKGflWoLsrZk9+YPvrb/r2Nj4cKO4hnTsmIzvS3L+1uVbKsvj/cKBrUSryznxl0r1PN42su6SRqxpJutujhqRKe50G4hq/46fw1ns10KPgiK5LCutyi00jfXkEU9J71HxYp1SciwvmO7W1pDMXdPoQdXgAAIAcEOCBotrwyrX9L4yFP3rn4ZWQFW79tQcO+77ft7noq76b/fWvD+/Ym8tFgTwOcfLgrvEGa31NGR450WtOy3Mo5le5Og10qN+u2N7g07EWnU3O9Bme7WCrrk9J0s05dac0nJfB9LiVqz06vi/WMz99W2eMVvnEiwv1u3Q+zXlGi/m+hP75xdux9L67QwGvdXu0DWFJZ2/btNwDAADACQEe69Xm/sj+/pyP2vDKtf2vZHrQ1k5ff6cv9yfPzda+PcN9JT/E2cOPjIX0/s0vpL8cEF1LH9jZ31msVy8zrwZ6ND2ti2EzxhsLubu9kt0Qu/TqvWqYciyAl8GtsCTJk1wAb9ml0zKXuzsN7UtlFvM9Op1YtJ8Km1/09CQ0GhhtCEbmn0/srgcAAEB6BHgAeYgW1ZsPZ+gssEbZ177xpt3ueq5Rp5Z2taQ2li+bUXxLhZrhczZnFsYbfDbt6/U5votoMb9nn0MzvEetqc9Zpy2q5CUMAAAAlyLAA8jVg6HJk9aA+gxr2mPl96wm1bvP9H3zC6cAv2nTJkmRSKRcZ5SJN93ebNFd8bK6HjGnM2FJami1Wcz/pEdakpY0tZxy77IWsj5fAAAARBHgAeTkwdDky+YudJm3c3d/+T1ugbfNXLdlXbTa0aN15uima0mt41GLc9VYtF9c1tS0Roy348tqul7wqvnFi3br2Fta1BDWvDQyInXYT+/vYQw9AABALgjwALK2OtH79cmgObsuiy3xHn5pFuozrZOvXnV6zqP5JSms6fbkbc+mp60l8XHt6NEu9JEv1Xoo5Qnjto5/1luCE85d8MOEWfENrTqWxWC56Iy63R0Ou8HV6ViHmdVtpvdLuzsqNoQfAADApX6r0icAwCVWP2kLmendX/9eNlvijf3GzcPnLa0+84szFzQdHVm3rOAFs4FcSSVor3o8ksyt4+NN347tvt7QWh27oKd2s2c3WO6ScRnCo4Nex8fUe3WsQ7s9KXd41NMTm0sPAACALFGBB5DZbPhIk9EML/m3f5qpc94wcXFRklS/z63D5yVJ9bu0e0rXJS3pjN2Ocakl6O5nNGK0l1th+LUPEx/hyarKXSYeNUiyZsLPh3VqSccPpbu+ECu/P5NuI/fp8dg1jgRLGhnRzVb2kAMAAMgNAR5ABmN3jnQtGum9ObDzR+ey3NDe6p8PfCdTp33VC/RoYcR+anr8DucxXp132Dpexu7x7elyb1nVaSCuz9+M3Es6cyF5k7l42ZTf49N7j90a+Pkp9YsMDwAAkANa6AGkE0vvtQdG/cPZpvdY/3zzU7WlOrfyqdNAj477zEq1JHm0u1Wnjzr3gXs1cFTHWxNua/DoeI8Gqie9p2hpj/X/TzltcZ92IzpTdLyfdPxoLL3L2gferPlPabrQUwYAAFhHqMADcDQbjqb3N7JZ9B7nwV1z1t33utPuM+caTvvAp9VilZfT7NzmKO1+b6UT7f+/Oaduu/J4dOc82+HzhuikffsRd3U61mrO6r81pxZvQScMAACwflCBB+Bg9ZMj9/JL75L+9hdmgPe6df58kTx69OjRo0eVPotc1MU1Gti5ZW01l80QPqet8uq95qssONX5AQAAkIIKPAB7Y+EPQsZXKx80ffFBmkcGdk6eS9rmfXXu55Ik/4Y/KM3ZoUKs/vnd2yp8IgAAAOsQAR6ALWuGfH5Wwkb4f3qDizeQW5MWb5u96/bj9+K6322L59H+eafSepKFZcnukelfBQAAALZooQdgxyqh52d21Xb3MFRevRWYr38lm0s0yzo7ZX5pG61/ZWyM51Fr2uAd7ZC/ftV+TN2ltK8CAAAAWzWRSKTS5wBUl8ePH2/cuLHSZ4E14vHjx5Kq6jfq8gWNWDn8+D61WBF6+rYuTllb3/l03m5iX/BDXXe+1/5VpN0dOug1R9ZHt5FL8yrIiI8pFFEVfkzB7fiMAkqHFnoAWF+69+mmsa39ks6M2D3Co9O2uXpZC5KkBk8uryJdv2qunE9ynPQOAACQC1roAWCdqYvtxG7Do9OHHDZ4X85l4XqdBnq02ynqe3S8J6s59gAAAIiiAg8A60+dBo5q+rYuhjVvNbo3ePTcM+r2Oh60mOuWb3UKHNLBOZ39KuFVtjwT66gHAABA9lgDDyRj4RaKqKamRhKftCguPqZQRKyBR9HxGQWUDi30AAAAAAC4AAEeAAAAAAAXIMADAAAAAOACBHgAAAAAAFyAAA8AAAAAgAsQ4AEAAAAAcAECPAAAAAAALsA+8ABQQuwDD6DK8TEFAC5CBR4AAAAAABcgwAMAAAAA4AIEeAAAAAAAXIAADwAAAACACxDgAQAAAABwAQI8AAAAAAAuQIAHAAAAAMAF2AceAAAAAAAXoAIPAAAAAIALEOABAAAAAHABAjwAAAAAAC5AgAcAAAAAwAUI8AAAAAAAuAABHgAAAAAAFyDAAwAAAADgAv+m0icAAGvSwufvvzcxfv++JGlb+6t/evil57dU+JwAwHLj/YPvjtvc3v7WpR88X/azAQBkiQo8ABTdjfcPHvvYSu+S7o9//O6x929U8pQAIM7C/FylTwEAkAcq8ABQZDfef3dc0rZX3zr50vNbpIUbn7/37sf3x9/tazg79BJleACV98v5+6LcDgDuQwUeAIpq4fOfjktqf2vI6pnf8vxLQ2+1S7o/MblQ0XMDAEnSjdC4pG0Nv1/pEwEA5IYADwDFtDA5cV9Suz+xqvX84Ve3keABVAejgX7b3j20BAGAy9BCDwDFZPal+pO7Urc0eKX79+d/KfEXM4DK+uX8fWnb3oZffv7+ex+P35ekbdva//TkD5i1CQBVjgo8ABSRWdey6Uv9/YZtkubmKcEDqDDjg+r+x+++a6Z3Sffvj7977CDDNgGgyhHgAQAA1hOjU0ja1v7W2UuXLl26dOns2Vfbt0kaf7fvc64yAkAVI8ADQBndn/9lpU8BwDpnbiHX/tZQtGWU2sZvAAAJkUlEQVR+y5aXfsCwTQBwAQI8AJQRQ58BVNqWl4YuXbqUuoHc834SPABUOwI8AAAArFEdNAoBQBUjwANAEW1p8Mr+719j0am3gRnPAKoajUIAUMUI8ABQTE7D5p3H0wNAOS183nfw4EG7gfNcZwSAqkeAB4Bi2rJn7zbp/sefJf5tfOOzj+9L2/bu4Q9jAJVlNAppPJSU4Bc+/+m4pHZ/8tp4AED1IMADQFEZCV7j7/a9f8Mowy/c+Lzv3XGR3wFUhecPv5r0KaWFG+/3Hfv4vrTt1cPkdwCoYjWRSKTS5wAAa8vCjfePvTuefGv7W6lDnwGgEhY+N/J6kva3zkZ3lgMAVCMCPACUwMKNzz/76cfj5t/H29pfPfmDl/irGEAVWbjx/ns/Hb9vfExt29b+pycJ7wBQ9QjwAAAAAAC4AGvgAQAAAABwAQI8AAAAAAAuQIAHAAAAAMAFCPAAAAAAALgAAR4AAAAAABcgwAMAAAAA4AIEeAAAAAAAXIAADwAAAACACxDgAQAAAABwAQI8AAAAAAAuQIAHAAAAAMAFCPAAAAAAALgAAR4AUExjvTVptLW1tfUOjc1mOrxtyPkhxTY71FZTU9M7VvRnmB0b6m1ra4t7871DY7NZvzHjWXM+s7Q/AJvv6+xYb/Qc29p6nX82xhM7/2QK/z4CAIAMCPAAgPIJhUKh4Imuppq23jJG9HRmh46cCBX0DGO9TSdCCoye64x/2rHetqauE8FQKPbkxltvassq4+Z7XrN3f57Lo4famrqC0XMMhYJdDuc3O/ROUFLg7b5Gh+dq7Bse9CvYVc6LLwAArDMEeABABYSCJ5oqn/Rmh9qaCo7vXUHJP/hmZ8KNTV1Bp+cNZZFx87+sMPOLHI4b+7HxKoHRmUgkEpkZ9BvnlxrhjUcmvc1kjX1vB6TQiSMV/8ECALBGEeABAKUQGI2kmpmZGR0M+M2HhE40pSTFznORSCQSueZY5y2a2bHegtO7WZf2Dw7Hn69ZrJbkD4zOzETffOyth078OF0V3qjp53dCZgHe9tuf9H21zjMweq6zUbJq6JKCFxNPz7pKMZzpx9L55qA/49sDAAD5IsADAMqmsbGxs+/cNaPSK0nBdypRrJ0dG+ptS1Mjz/p5jDp5Ulv57OXPQpLkH5y5dq6zMXpXY2ffuWujAeMfyRE5jpWWBwN5nJJZgA+8mK5SnvhY/1NN0Zsam5+WJP38btyPJXP3fIxRhJddER8AABSMAA8AKLfGvmiQLX+xdnbIWJwuSf7BmdjFhJyZDejJYdnKxYe7bfKuUaJWUkSOf9Josbs5n1O6GJQSM3nBsuqejzHfYWUuzQAAsMYR4AEAFdB5zr4WbTeFPmEc++zYUG/CYPfY2HRj6nvsvrTj7v2B0ZnCOvXNsJxS7E6/CsCqcduaHWrrCkqB0TxPzGqgf7q5aCsQcim/Gxq7D/slhT67TIIHAKDICPAAgIpoesosfTvVolPdHeutiVbPJZlj02t6x6To1PfYfcETXXaD8poPD47ORK6Z677zFV1Ank2zehwz9ttlbKsjP3GefS7imuLjd4dzuJZh/gRCv5iJnULSFYC8TokEDwBAqRDgAQAVYca8xACZVvBEV9ConFtT4cyhcMGutrauYMgfGLRGxs2Mmp3qqSPRGzv7+grL7pJyW2weE51vl3pc4fE9toXcZ0dq4neHk7l1X/J3wvwJBLvMNgZr9n20XT7H7vnoExtdBiR4AACKjQAPAHANcy6c+a/GznNvW0vpQwqMXjvXZ42Ma+yMLrPP+vpATvJabB6dLp+a0s27ConvsS3k4jefjxNK3rkvNnW+q6mmpqamyYzv5rD53LvnLZ0vBiQSPAAARUeABwBUWNY99KlR0kyKtlViq0c/+xb97OWx2Hyst63LrL7bxHdjct1MIfE9VoD3Bwbjtq9Lt39dY9+1+I39/P7A6Iy1/j6p/B7fk58wesCOTXc+AAAoHAEeAFBh2abgdOVum+dIOy6uQDY7sKUzO9Zb0xUdfO8U3zPusp5BY981c7f3c31x29dl2L+usbPv3DVrm/hYf0PiSc0OtcX35IdCwa6mtix2iivFxRMAANYxAjwAoDKshu+sFXG2ehnNjvW2NZm1d//gTPJ8eXPwfOHxPYPo2P80O9DHn1VC97y5YZ7M+QPG1nuhNJu9l/LiCQAA6xgBHgBQEbGG72JuWl5lzMq1ZOxbl7o73Ozlz0KSFDrRVJPEDP0KdtXEdtErQHTsf2aJ3fPRgfujZn0+tnY+m4sBAACgaAjwAIBKsJKr/Ie73VhYz2x2rNccC2eE9wL3rSsfI7DHegJs1gtYFXZa5AEAKCsCPACgAqymbLc2xmc01hvfN1+O8D7Wm7ZSb10xydTwYG1nl/vs+fgnsdorAABAMRHgAQDlNmtMSJPy2GO8OmSYsm4ubJf8gdFIat98nOjguVTW2LnAqPHvTBPqrRb54DtDqWVxa4v3jA0PeW797mCNXp0BAKBSCPAAgLKZnR0b6m2LznQrtM5bOWlbyKNhOTB6raB94XI8p763jcgfOtHU1js2a53Z7OxYb5vZy58pv9tu/W7t6h53tSLTNno5TukHAADZIcADAErBGr2WoKmp60RsM7JC9z2vJCvUfnY5JcHHVgfYfg8shcykmx1qs3uSzjcHrf3eg11N1lS8JmuMXuZZ98app+xTb77ZYJe5+3vsCsWL9j+/sYtG/8FaHW8AAEClEOABABVgP5PdRWzK0gYzvFZEY9+1mUGnWfM2e9glsrZ+T+2et64MBLuaampqzNF8ztdfzPo8+R0AgGIjwAMAysfv9wcGR2dmIu6Zye7EKksn7aRW6fFtjX3XIjOjgwF/LMcb3/P0a/EduufjnnVmdDBgPac/7fUXc1we+R0AgKKriUQilT4HAABcaKy3pisoBUYzzpdbV2aH2ppOhPi2AABQAlTgAQDIi9lYbjv1ff0q7hh7AAAQjwAPAEB+GvuGB/1S6MSPCxhIt7akbcQHAAAFIsADAJAvc+s2ivAmyu8AAJQUAR4AgPx1nhsNUIQ3GOX3THvVAQCAvBHgAQAoROe5mUG/gl2FbOy+Fhi7wwdGXb07IAAA1Y0p9AAAAAAAuAAVeAAAAAAAXIAADwAAAACACxDgAQAAAABwAQI8AAAAAAAuQIAHAAAAAMAFCPAAAAAAALgAAR4AAAAAABcgwAMAAAAA4AIEeAAAAAAAXIAADwAAAACACxDgAQAAAABwAQI8AAAAAAAuQIAHAAAAAMAF/j9fcyxP8lyY0AAAAABJRU5ErkJggg==)