Metropolis algorithm
ggplot2 is used for plotting, tidyr for manipulating data frames
library(ggplot2)
theme_set(theme_minimal())
library(tidyr)
library(gganimate)
library(ggforce)
library(MASS)
library(posterior)
library(rprojroot)
root<-has_file(".BDA_R_demos_root")$make_fix_file()
Parameters of a normal distribution used as a toy target distribution
y1 <- 0
y2 <- 0
r <- 0.8
Sigma <- diag(2)
Sigma[1, 2] <- r
Sigma[2, 1] <- r
Metropolis proposal distribution scale
sp <- 0.3
Sample from the toy distribution to visualize 90% HPD interval with ggplot’s stat_ellipse()
dft <- data.frame(mvrnorm(100000, c(0, 0), Sigma))
see BDA3 p. 85 for how to compute HPD for multivariate normal in 2d-case contour for 90% HPD is an ellipse, whose semimajor axes can be computed from the eigenvalues of the covariance matrix scaled by a value selected to get ellipse match the density at the edge of 90% HPD. Angle of the ellipse could be computed from the eigenvectors, but since the marginals are same we know that angle is pi/4 Starting value of the chain
t1 <- -2.5
t2 <- 2.5
Number of iterations.
M <- 5000
Insert your own Metropolis sampling here
# Allocate memory for the sample
tt <- matrix(rep(0, 2*M), ncol = 2)
tt[1,] <- c(t1, t2) # Save starting point
# For demonstration load pre-computed values
# Replace this with your algorithm!
# tt is a M x 2 array, with M draws of both theta_1 and theta_2
load(root("demos_ch11","demo11_2a.RData"))
The rest is for illustration Take the first 200 draws to illustrate how the sampler works
df100 <- data.frame(id=rep(1,100),
iter=1:100,
th1 = tt[1:100, 1],
th2 = tt[1:100, 2],
th1l = c(tt[1, 1], tt[1:(100-1), 1]),
th2l = c(tt[1, 2], tt[1:(100-1), 2]))
Take the first 5000 observations after warmup of 50
S <- 5000
warm <- 500
dfs <- data.frame(th1 = tt[(warm+1):S, 1], th2 = tt[(warm+1):S, 2])
Remove warm-up period of 50 first draws later
# labels and frame indices for the plot
labs1 <- c('Draws', 'Steps of the sampler', '90% HPD')
p1 <- ggplot() +
geom_jitter(data = df100, width=0.05, height=0.05,
aes(th1, th2, group=id, color ='1'), alpha=0.3) +
geom_segment(data = df100, aes(x = th1, xend = th1l, color = '2',
y = th2, yend = th2l)) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '3'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('red', 'forestgreen','blue'), labels = labs1) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA, NA), linetype = c(0, 1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
The following generates a gif animation of the steps of the sampler (might take 10 seconds).
anim <- animate(p1 +
transition_reveal(along=iter) +
shadow_trail(0.01))
Show the animation
anim
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Plot the final frame
p1
![](data:image/png;base64,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)
show 1000 draws after the warm-up
labs2 <- c('Draws', '90% HPD')
ggplot() +
geom_point(data = dfs[1:1000,],
aes(th1, th2, color = '1'), alpha = 0.3) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
show 4500 draws after the warm-up
labs2 <- c('Draws', '90% HPD')
ggplot() +
geom_point(data = dfs,
aes(th1, th2, color = '1'), alpha = 0.3) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Convergence diagnostics
summarise_draws(dfs, Rhat=rhat_basic, ESS=ess_basic)
## # A tibble: 2 × 3
## variable Rhat ESS
## <chr> <num> <num>
## 1 th1 1.00 223.
## 2 th2 1.00 191.
neff <- apply(dfs, 2, ess_basic)
# both theta have own neff, but for plotting these are so close to each
# other, so that single relative efficiency value is used
reff <- mean(neff/S)
Visual convergence diagnostics
Collapse the data frame with row numbers augmented into key-value pairs for visualizing the chains
dfb <- dfs
Sb <- S-warm
dfch <- within(dfb, iter <- 1:Sb) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
Another data frame for visualizing the estimate of the autocorrelation function
nlags <- 50
dfa <- sapply(dfb, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
data.frame(iter = 0:(nlags)) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
A third data frame to visualize the cumulative averages and the 95% intervals
dfca <- (cumsum(dfb) / (1:Sb)) %>%
within({iter <- 1:Sb
uppi <- 1.96/sqrt(1:Sb)
upp <- 1.96/(sqrt(1:Sb*reff))}) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
Visualize the chains
ggplot(data = dfch) +
geom_line(aes(iter, value, color = grp)) +
labs(title = 'Trends') +
scale_color_discrete(labels = c('theta1','theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Visualize the estimate of the autocorrelation function
ggplot(data = dfa) +
geom_line(aes(iter, value, color = grp)) +
geom_hline(aes(yintercept = 0)) +
labs(title = 'Autocorrelation function') +
scale_color_discrete(labels = c('theta1', 'theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
![](data:image/png;base64,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)
Visualize the estimate of the Monte Carlo error estimates
# labels
labs3 <- c('theta1', 'theta2',
'95% interval for MCMC error',
'95% interval for independent MC')
ggplot() +
geom_line(data = dfca, aes(iter, value, color = grp, linetype = grp)) +
geom_line(aes(1:Sb, -1.96/sqrt(1:Sb*reff)), linetype = 2) +
geom_line(aes(1:Sb, -1.96/sqrt(1:Sb)), linetype = 3) +
geom_hline(aes(yintercept = 0)) +
coord_cartesian(ylim = c(-1.5, 1.5), xlim = c(0,4000)) +
labs(title = 'Cumulative averages') +
scale_color_manual(values = c('red','blue',rep('black', 2)), labels = labs3) +
scale_linetype_manual(values = c(1, 1, 2, 3), labels = labs3) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Same again with r=0.99 Parameters of a normal distribution used as a toy target distribution
y1 <- 0
y2 <- 0
r <- 0.99
Sigma <- diag(2)
Sigma[1, 2] <- r
Sigma[2, 1] <- r
Metropolis proposal distribution scale
sp <- 0.3
Sample from the toy distribution to visualize 90% HPD interval with ggplot’s stat_ellipse()
dft <- data.frame(mvrnorm(100000, c(0, 0), Sigma))
see BDA3 p. 85 for how to compute HPD for multivariate normal in 2d-case contour for 90% HPD is an ellipse, whose semimajor axes can be computed from the eigenvalues of the covariance matrix scaled by a value selected to get ellipse match the density at the edge of 90% HPD. Angle of the ellipse could be computed from the eigenvectors, but since the marginals are same we know that angle is pi/4 Starting value of the chain
t1 <- -2.5
t2 <- 2.5
Number of iterations.
M <- 5000
Insert your own Metropolis sampling here
# Allocate memory for the sample
tt <- matrix(rep(0, 2*M), ncol = 2)
tt[1,] <- c(t1, t2) # Save starting point
# For demonstration load pre-computed values
# Replace this with your algorithm!
# tt is a M x 2 array, with M draws of both theta_1 and theta_2
load(root("demos_ch11","demo11_2b.RData"))
The rest is for illustration Take the first 200 draws to illustrate how the sampler works
df100 <- data.frame(id=rep(1,100),
iter=1:100,
th1 = tt[1:100, 1],
th2 = tt[1:100, 2],
th1l = c(tt[1, 1], tt[1:(100-1), 1]),
th2l = c(tt[1, 2], tt[1:(100-1), 2]))
Take the first 5000 observations after warmup of 50
S <- 5000
warm <- 500
dfs <- data.frame(th1 = tt[(warm+1):S, 1], th2 = tt[(warm+1):S, 2])
Remove warm-up period of 50 first draws later
# labels and frame indices for the plot
labs1 <- c('Draws', 'Steps of the sampler', '90% HPD')
p1 <- ggplot() +
geom_jitter(data = df100, width=0.05, height=0.05,
aes(th1, th2, group=id, color ='1'), alpha=0.3) +
geom_segment(data = df100, aes(x = th1, xend = th1l, color = '2',
y = th2, yend = th2l)) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '3'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('red', 'forestgreen','blue'), labels = labs1) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA, NA), linetype = c(0, 1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
The following generates a gif animation of the steps of the sampler (might take 10 seconds).
anim <- animate(p1 +
transition_reveal(along=iter) +
shadow_trail(0.01))
Show the animation
anim
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Plot the final frame
p1
![](data:image/png;base64,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)
show 1000 draws after the warm-up
labs2 <- c('Draws', '90% HPD')
ggplot() +
geom_point(data = dfs[1:1000,],
aes(th1, th2, color = '1'), alpha = 0.3) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
show 4500 draws after the warm-up
labs2 <- c('Draws', '90% HPD')
ggplot() +
geom_point(data = dfs,
aes(th1, th2, color = '1'), alpha = 0.3) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Convergence diagnostics
summarise_draws(dfs, Rhat=rhat_basic, ESS=ess_basic)
## # A tibble: 2 × 3
## variable Rhat ESS
## <chr> <num> <num>
## 1 th1 1.02 38.9
## 2 th2 1.02 39.1
neff <- apply(dfs, 2, ess_basic)
# both theta have own neff, but for plotting these are so close to each
# other, so that single relative efficiency value is used
reff <- mean(neff/S)
Visual convergence diagnostics
Collapse the data frame with row numbers augmented into key-value pairs for visualizing the chains
dfb <- dfs
Sb <- S-warm
dfch <- within(dfb, iter <- 1:Sb) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
Another data frame for visualizing the estimate of the autocorrelation function
nlags <- 100
dfa <- sapply(dfb, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
data.frame(iter = 0:(nlags)) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
A third data frame to visualize the cumulative averages and the 95% intervals
dfca <- (cumsum(dfb) / (1:Sb)) %>%
within({iter <- 1:Sb
uppi <- 1.96/sqrt(1:Sb)
upp <- 1.96/(sqrt(1:Sb*reff))}) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
Visualize the chains
ggplot(data = dfch) +
geom_line(aes(iter, value, color = grp)) +
labs(title = 'Trends') +
scale_color_discrete(labels = c('theta1','theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Visualize the estimate of the autocorrelation function
ggplot(data = dfa) +
geom_line(aes(iter, value, color = grp)) +
geom_hline(aes(yintercept = 0)) +
labs(title = 'Autocorrelation function') +
scale_color_discrete(labels = c('theta1', 'theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
![](data:image/png;base64,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)
Visualize the estimate of the Monte Carlo error estimates
# labels
labs3 <- c('theta1', 'theta2',
'95% interval for MCMC error',
'95% interval for independent MC')
ggplot() +
geom_line(data = dfca, aes(iter, value, color = grp, linetype = grp)) +
geom_line(aes(1:Sb, -1.96/sqrt(1:Sb*reff)), linetype = 2) +
geom_line(aes(1:Sb, -1.96/sqrt(1:Sb)), linetype = 3) +
geom_hline(aes(yintercept = 0)) +
coord_cartesian(ylim = c(-1.5, 1.5), xlim = c(0,4000)) +
labs(title = 'Cumulative averages') +
scale_color_manual(values = c('red','blue',rep('black', 2)), labels = labs3) +
scale_linetype_manual(values = c(1, 1, 2, 3), labels = labs3) +
theme(legend.position = 'bottom', legend.title = element_blank())
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6de2t/uUc0atQoX19fX1/f+fPnF7tLZGSkcuSCgoLLly+XdGQAAABAuyjg/2vChAnW6cHHH3983rx5Jc1XHzly5OGHH87KyhIRg8Ewffr0wu9a792l3N+uiAMHDnz11VeVmbsMKj2S9d7jp06dKnaDffv2ffzxx6UfpBw3AqhTp07fvn1FJC0tbeHChTt27BCRfv361a9fv8iWbm5uI0aMUNpPPfWUcrKK2Lx5s3LrQaPR+Oijj5YxQ8XHbgujqOBY2rdv36NHDxEpKCh44403bt1g/vz5xR6z3CPq2LGj0ijpS4o9e/ZkZ2crexV7/zwAAABA6yjg/8vZ2Xn58uXKQvqCgoLnnnuue/fuixYtUu53rXTu379/0qRJ4eHhx48fVzrfeeedInett1YaX3/9dZHZwpUrV0ZGRlbFU9ZKV+mRrN90rFu3bsGCBYXfyszMnDZtWvfu3ZW12SJy8uTJYg+Smpqak5NzR58rhdafT5w4UfkKoMiN36xeffXV2rVri8jevXu7deu2fft261v5+fnz589/4IEHlIFHR0fXqVOnjAEqZeyqj6LiY/noo4+UG+Z/++23I0aMsN5ePicn57333nvuueeMRqPSU2Ruv3wjuvvuu5XGH3/8ERUVdebMGeteZrN5zZo1gwYNUl4OGTLEycnpjn4OAAAAgDZY8L8OHjzYtGnTIj+lWrVq+fr6OjgU/b7j73//+61HSEpKatCggXWbkJCQ4cOHR0VFBQYGKj0Gg6FJkyYi4u7uXmTfSZMmKdso8/+3atmypbJBYmLire9aS6x27dpVVqTo6GhlmyVLlhTuj4qKsh4wNDR0+PDhTz75ZJcuXdzd3ZXOYcOGKQ2dTjdkyJDCI1LqNxGJiIh4/vnnlbugK6wzrhs2bCj2J5CWlmatDEXEy8srJyen2C0tFsuvv/5a+Jlqfn5+vXr1ioiIKHzJQ9++ffPy8ko6QrEqMvbqHMXYsWOVdxcsWFAVY/nss8+s++p0utDQ0PDwcGvUr7/+WmkEBARUyoisfxSVj/Pz87v77rsjIiIKPzcuNDQ0NTW19NMHAAAAaBQFfDGuXr06ZsyYwo/jvlWTJk1+/PHHko6wZcuWUp68PXfu3IcffliqsYCvSKSSCvjU1NTu3bsXezRfX1/lh1P4q5DWrVtb97UuolZ4enpa37ptAW+xWJSoiueee66kzRTr169v3LhxsTn1ev3o0aPT0tJKP8KtKjL26hxFWQr4Co5l9uzZhb+JUBgMhrlz5166dEl5GRISUikjyszMHDx4cCmPxLv33nvPnDlT+k8SAAAA0C6W0BfD29t7/vz5x48f/+CDD+67776mTZt6eHg4OjrWq1evdevW0dHRP/30U0JCQuGpyyJ69uyZkJAwbdq0Hj16FL6w2cfHZ+nSpc8++2y1jKNqI9WuXXvbtm0//fTTgw8+2KJFC6PR6OPjc/fdd3/yyScnTpxQfjhLly7t1q2bq6urh4dH27Ztrft+8cUXEyZMCAgIcHR0dHd3L3INwm0VvtK7pJXnVn379j1+/PjcuXP79+/fuHFjo9HYqFGjyMjIF154IT4+/ptvvvHw8LijT5eKjd12RlEpYxk7dmxcXNyzzz4bEBBgNBobN2786KOP7t69+9lnn01LS1O2KTxDXpERubq6/vzzz7GxsWPGjOnZs6e/v7/RaPT394+MjHzqqaf27t27bt06f3//8v0cAAAAANuns9z5jcRwp9LT048dO+bk5NS6detb1+GrwgYjwc6sWbNmwIABIhIdHW1dTg8AAACg3EpbJY7KUqtWrfDwcLVT/A8bjAQNSU9Pf/rpp0XE09Oz2MfFiciWLVuURrELEAAAAADcKWbgAZRHUFCQcs+Fo0eP3noRRGZmZvPmzS9fvqzT6c6dO1fS5e4AAAAAyo610wDKQ1keLyJPPvmk9XJ3RWJiYp8+fS5fviwiDz30ENU7AAAAUCmYgQdQHunp6REREYcPHxaR2rVrDxo0KCAgID09/ejRo9u3b1ceC1+nTp2//vqLG8sBAAAAlYICHkA5JSQkDBs2bO/evcW+GxISsnTp0latWlVzKgAAAMBeUcADqJBff/110aJFJ0+eTEhI0Ol0Pj4+ERERAwcOHDx4MA84AAAAACoRBTwAAAAAABrA/BgAAAAAABpAAQ8AAAAAgAZQwAMAAAAAoAEU8AAAAAAAaAAFPAAAAAAAGkABDwAAAACABlDAAwAAAACgARTwAAAAAABoAAU8AAAAAAAaQAEPAAAAAIAGUMADAAAAAKABFPAAAAAAAGgABTwAAAAAABpAAQ8AAAAAgAYY1A6AMklPTzeZTCLi6empdhaUJj093WAwuLi4qB0EJSooKMjIyBARo9HImbJlypny8PBwcOC7ZtuVmZmZn58vIpwpG5eZmWmxWNzd3dUOghKZzeYbN26IiMFg4EzZMuVMubm5OTo6qp0FJcrOzs7NzRUR+ztTFPDaUFBQoBTwNis1NZUvF0SkoKBAp9OpnQKlsVgsBQUFImIw8AvQpilnymKxqB0EpTGZTMpfKM6UjTOZTJwj26f8beK7MBvH/540wWw22+v/nvgFoQ1//PHH4MGDBw8e/Msvv6id5X+YTKYpU6a0atUqPDxc7SwAAAAAYM+YgNKG8+fPb9myRUQGDhyodpb/odfrf//99yNHjojIkSNHQkJC1E4EAAAAAPaJGXiNscFFIA888IDSWL16tbpJAAAAAMCOUcBrwyOPPBITExMTExMdHa12lqKsBfyqVavUTQIAAAAAdowl9Nrg7u6u3C67du3aamcpqlOnTg0bNrx48eKOHTuuXr1ar149tRMBAAAAgB1iBh4VpdPplEl4k8nEKnoAAAAAqCIU8KgE1lvrrVixQt0kAAAAAGCvKOBRCfr06VOrVi0R+f3337OystSOAwAAAAB2iAIelcBoNPbv319EsrKy1q5dq3YcAAAAALBDFPCoHA8//LDSWLZsmbpJAAAAAMAuUcCjcgwYMMBoNIrI2bNn1c4CAAAAAHaIx8hpw7lz5/bt2yci3bp1a9mypdpxiuHh4bFw4cL27dsHBQWpnQUAAAAA7BAz8Nqwffv2MWPGjBkzZvny5WpnKVFUVBTVOwAAAABUEQp4AAAAAAA0gCX02tCqVatx48aJSEREhNpZAAAAAAAqoIDXhrCwsNatW4uIt7e32lkAAAAAACpgCT0AAAAAABpAAQ8AAAAAgAZQwAMAAAAAoAEU8AAAAAAAaAAFPAAAAAAAGkABj6oSGxv79ddfq50CAAAAAOwEj5FDlejRo8f27dsNBsNDDz3k4+OjdhwAAAAA0Dxm4LVh1apVQUFBQUFBH3zwgdpZyiQ0NFRECgoKlixZonYWAAAAALAHFPDakJ+fn5qampqamp2drXaWMhkxYoTS+P7779VNAgAAAAD2gQJeG5ycnDw9PT09PY1Go9pZyqR79+7NmjUTkZiYmMOHD6sdBwAAAAA0jwJeGx544IETJ06cOHHilVdeUTtLmeh0Ousk/HfffaduGAAAAACwAxTwqCojR47U6XQismjRooKCArXjAAAAAIC2UcCjqjRt2rRnz54icvHixXXr1qkdBwAAAAC0jcfIiSZuC2exWJSGJtJaDR8+fMuWLSIyf/783r17qx2nOlgsloKCAm2dpprGZDIpDc6UjVPOVE5OjoMD3zXbLutfKM6UjVPOFL/0bJn1H3smk4kzZcvMZrOI5OXlWX8BwgZZ1/9q4kw5OjoaDGUtzHXWXxY11vXr1/khVJHs7OzQ0ND09HQnJ6e4uDhvb2+1EwEAAACADXF3d3d2di7jxszAS926ddWOcHspKSnKV0eaq4Efe+yxL7/8Mi8vb/Xq1ZMmTVI7TpVLSUlxdHR0d3dXOwhKlJ+fn5aWJiLOzs6cKVumnCkvLy+9Xq92FpToxo0beXl5IsKZsnE3btywWCy1a9dWOwhKZDabk5OTRcTJycnDw0PtOCiRyWRKSUnx8PBwcnJSOwtKlJmZqaxksb8zxWo3VK0xY8YEBwd/+OGHTzzxhNpZAAAAAEDDmIFH1erUqdPRo0eV29EDAAAAAMqNAl4bjhw58uOPP4rI/ffff99996kd585QvQMAAABAxVHAa0NCQsKsWbNExM3NTXMFPAAAAACg4rgGHgAAAAAADWAGXhsiIiKWLl0qImFhYWpnAQAAAACogAJeG7y9ve+++27R4GPkAAAAAACVgiX0AAAAAABoAAU8AAAAAAAaQAEPAAAAAIAGUMCjuplMpuXLl6elpakdBAAAAAC0hAIe1WrNmjVBQUGPPPLIN998o3YWAAAAANASCnhUqzp16pw+fVpEZs2aVVBQoHYcAAAAANAMCnhtuHHjRlxcXFxcXGJiotpZKiQiIqJr164icvbs2WXLlqkdBwAAAAA0gwJeG3bt2tWnT58+ffp8+umnamepqJdeeklp/POf/1Q3CQAAAABoCAW8Nuh0OqWxb59F3SQVN2jQoMDAQBHZs2fPli1b1I4DAAAAANpAAa8Nvr6+AQGPiAw5dqyt2lkqSq/XT5gwQWl/8MEH6oYBAAAAAK2ggNeGNm3aXL68VOQnR8cn1M5SCUaPHl23bl0R+e233w4ePKh2HAAAAADQAAp4zXByEhHJy1M7R2VwdXV98cUXRcRiscycOVPtOAAAAACgARTwmuHkZBGR3Fy1c1SSsWPHurm5iciPP/546tQpteMAAAAAgK2jgNcMo1HEjgr4unXrPv300yJSUFDwzTffqB0HAAAAAGydQe0AKCtHR7uagReRiRMnbt26deLEiUOHDlU7CwAAAADYOgp4zVBm4E0mMZlEr1c7TWVo1KhRTEyM2ikAAAAAQBtYQq8ZyjXwYl+T8AAAAACAMqKA1wxlBl7s5Ub0AAAAAIA7QgGvDbGxsUePdhEJF5nJDDwAAAAA1EBcA68NGRkZGRl/iYhIZwp4AAAAAKiBmIHXBp1O95+mJSdHzSQAAAAAAFVQwGtDRERE//6XRJJF/skMPAAAAADUQCyh1waDwVCrloeIUUSYgQcAAACAGogZeM2wPkbO7gv4HLsfIQAAAADcOQp4zXB2vtmw4/I2Ly9v9uzZ/v7+u3fvVjsLAAAAANgWCnjNMBrtfwZ+7ty548aNu3Llyssvv6x2FgAAAACwLRTwmlETCvinnnqqYcOGIrJ169aVK1eqHQcAAAAAbAgFvGYYjTcbdlzAu7q6vvXWW0p7ypQpBQUF6uYBAAAAANtBAa8Z1hl4+36M3KhRo1q3bi0iR48e/fLLL9WOAwAAAAC2ggJeG65fv37gwLciX4lsys5WO01V0uv1H374odJ+8803U1NT1c0DAAAAADaCAl4bEhMTly0bJ/KMyDdZWWqnqWL9+vXr16+fiFy7ds26oh4AAAAAajgKeG3Q6XT/aVoyM9VMUj0+/vhjg8EgIl988cWRI0fUjgMAAAAA6qOA14YGDRqMGPGeyJciY+x+Bl5EQkJCnn/+eRHJz8+fMGGC2nEAAAAAQH0U8NpQr169QYOeE3la5J6aMAMvIm+++aa3t7eIrFu3bs+ePWrHAQAAAACVUcBrhqvrzbvQ14QZeBHx8vJ69913W7du/ccff3Tu3FntOAAAAACgMoPaAVBW1gK+hszAi0h0dPTo0aOVi+EBAAAAoIajNNIMN7ebjfR0VXNUIwcHBwcHFokAAAAAgAhL6DXEw8OsNNLS1A0CAAAAAFABBbxm1KplUZ4lRwEPAAAAADUQBbxm6PU3L4OngAcAAACAGogCXjMsFou7e7JIBgU8AAAAANRAFPDacPr0aR8fn6Qkb5FHs7PFYlE7EAAAAACgelHAa4NOufxdRMRisUhenpphAAAAAADVjwJeG4xGY1hYmKtrB5HmIpKbq3YgVZ08efKTTz5ROwUAAAAAVCsKeG1o0KDBhg0b2rbdJfKZ1OwCfs6cOWFhYRMnTly/fr3aWQAAAACg+lDAa4nReLORk6NqDlWlpKRkZWVZLJbo6OjU1FS14wAAAABANaGA1xInp5s3r6vJMwF8nnwAACAASURBVPBTpkzp1KmTiJw/f378+PFqxwEAAACAakIBryVGIwW8GAyGBQsWODs7i8jChQuXLVumdiIAAAAAqA4U8FrCEnpFq1atZsyYobSfeeaZixcvqpsHAAAAAKoBBbyWMANvNX78+N69e4vItWvXRo0aZbFY1E4EAAAAAFWLAl5LmIG3cnBwWLBggZeXl4isX7+ep8oBAAAAsHsU8Fri7Hxznjk7W90gNsHPz2/evHlKe+rUqX/99Ze6eQAAAACgSlHAa0N6evqYMWM2bhwu8rpQwP9HVFTUqFGjRCQvL+/dd99VOw4AAAAAVCGD2gFQJnl5eStXrhQRkSsikpWlbhwbMmvWrB07dvTq1evjjz9WOwsAAAAAVCEKeG3Q6XT/aVqEGfhC3N3d9+7dW6tWLbWDAAAAAEDVYgm9Nnh4eGzYsGH8+K0i3wgF/P+iegcAAABQEzADrw0GgyEsLOzIEaNILWEJPQAAAADUPMzAa4mr680GM/AAAAAAUNNQwGuJi8vNx8hlZqobBAAAAABQ3SjgtcTVlQIeAAAAAGooCngtcXO7WcBnZKgbBAAAAABQ3SjgtYQC/k79+eefaWlpaqcAAAAAgEpAAa8lFPB3ZN68effcc8+jjz5qMpnUzgIAAAAAFUUBrw1ms3nLli37928W2SUU8GVw4cKFyZMn5+fnr127dtKkSWrHAQAAAICKooDXBpPJNHjw4Cee+JvI0yKSnq52IJvXqFGjhQsXOjg4iMinn346b948tRMBAAAAQIVQwGuDTqdTGg4OFhG5cUPVNBoxaNCg6dOnK+0XX3xx7dq16uYBAAAAgIqggNcGvV4/cuTIkSNHuroOFgr4Mps6deqTTz4pIgUFBUOHDo2Li1M7EQAAAACUk0HtACgTnU73z3/+U0R27/Y+dkwyMsRkEr1e7Vha8OWXX549e/aPP/64cePGgAEDdu7c6efnp3YoAAAAALhjzMBrjIeHiIjFwmXwZeXk5PTLL7+0atVKRC5cuNC/f/+UlBS1QwEAAADAHaOA1xhPz5sNnm5edl5eXmvWrGnQoIGIxMfHP/TQQ9nZ2WqHAgAAAIA7QwGvMV5eNxvMIt8Rf3//NWvWeHh4iIin9VsQAAAAANAOCniNqVPnZoMC/k61a9du+fLlzzzzzLJly1xcXNSOAwAAAAB3hpvYaQwz8BXRu3fv3r17q50CAAAAAMqDGXiNsRbwycmq5gAAAAAAVC8KeI3x9r7ZuHpV1RwAAAAAgOrFEnrNiIyMzMjIcHT0FokRkWvX1A4EAAAAAKhGFPCakZiYmJaWVqdOjvKSGXgAAAAAqFEo4DXDy8tLp9N5eHgoV78nJakdCAAAAABQjbgGXjP27t179pNPDnk3VF5SwFe6TZs2zZkzR+0UAAAAAFA8ZuC1xG3GDP2JE7UkPV1qXb6sdhr7smnTpgcffDA7OzsnJ+ell15SOw4AAAAAFMUMvJY4XLggIg3kkohcvSr5+WoHsiMrV67MysqyWCwTJ05899131Y4DAAAAAEVRwGuG7sYNXVaWiDSWRBExm+XSJbUz2ZFPPvlk7NixSnvatGlTp05VNw8AAAAAFEEBrxkO/7nvfCO5oDQSE9VLY3d0Ot2sWbMmT56svHz//feff/55s9msbioAAAAAsKKA1wydcvd5kSZyTmmcPateGnuk0+k++OCDt956S3k5d+7c4cOH53OhAgAAAADbQAGvGQ6pqUojQM4ojTNn1Mpiz15//fVPP/1Up9OJyA8//DBw4MDMzEy1QwEAAAAABbx2OFy5ojSaymmlkZCgXhq7Nn78+AULFhgMBhFZu3Zt7969r1+/rnYoAAAAADUdj5HTjM9Xr1am4J+Vm4V7wvbLIr4qRrJjI0eO9PLyGjp0aHZ2tsFgcHV1VTsRAAAAgJqOGXjN+L/Tp2eKzBRp/N7zRskVkZMn1c5k1x588MHff/+9a9euK1eudHFxUTsOAAAAgJqOAl4zHBwdlYZu8kvNjIkicqGgfuZJHiVXhbp3775jx466deuqHQQAAAAAWEKvHW+//XZ6enqtWrV0Ol2LRhmHT4lFdMcW7e3w5kC1owEAAAAAqpydzMBv2rQpKirq8uXLagepQr169Ro4cOCQIUMcHBxCO7spnfGrTqmbCgAAAABQPeykgP/9999zcnLUTlF9Qu/3VxoHDurEZFI3DAAAAACgGmi+gM/Kyvr222/j4+PVDlKt2na8eT38/vxQOXxY3TAAAAAAgGqg4WvgN2zYsH79+tOnT+fm5qqdpbq1aCFujnmZ+U4HpK3sXilt2qidqIbauHFjSkrK4MGD1Q4CAAAAwP5peAb+zJkzFy9eNBqNHh4eOp1O7TjVSq+XRt65InJNvM3HTqgdp4Y6efJkVFRUVFTUP/7xDxMXMgAAAACoYhqegY+Ojo6Ojlbaw4cPv3Hjhrp5qpmXl8glMYtDWmK6l9phaqZZs2YlJyeLyHvvvbdv377FixfzwDkAAAAAVUfDBXxlycvLs1gsaqe4DWtC6/UCnnVvLjq4fiHLteZdRGALZs6c6erq+sEHH1gslvXr13fo0GHx4sUhISEmk6kGXtahIdblEpwpG6ecqby8PAcHDS8Ws3tms1lpcKZsnNlstlgs/NKzZdZ/7JnNZs6ULVN+7+Xn59t+BVGTWf+9p4kzZTAY9Hp9WTeu0iiakJ6ebvsnVUSSkpKUO+03btxYr9e713FR+q9fyvVMT1c1Ws01adKkkJCQF198MT09/dy5c717937nnXdGjx6dn5+vdjTcXn5+PmfK9mVmZqodAWXCmdKEdP7BoAUFBQWcKduXnZ2tdgSUiSbOlLu7e9kLeL4s14znnnsuPDw8PDz86tWrIuJV7+Y5Tr3K1ddqGjBgwPr160NCQkQkLy9vypQp0dHR/H8XAAAAQKVjBl5cXV3VjnB72dnZ1qWJzs7Obm5u9evfPHfJNxzdjEYxcCpVExYWtnXr1vHjxy9evFhEVqxYcejQoYULF7Zv317taCiGyWRSFrMYDAaj0ah2HJRIOVMuLi4szLZlOTk5yjJFzpSNy83NtVgszs7OagdBiSwWS1ZWlojo9XrOlC0zm83Z2dnOzs5lnzJF9cvLy1MWWmriTBnupJSj6hMXFxe1I9xeTk5OWFiYiDg6Onp4eLi4uNSvf/Ot65Y6LllZYn0NNbi4uPzrX/+KjIwcN25cTk5OQkLCvHnzFi5cqHYuFCM/P99awGvir3+NpZwpTfx/tybLz89XCnjOlI1TrgLll54tM5vN1gKeM2XLTCZTdna2k5OTk5OT2llQIrPZrBTw9nemKOA147XXXhMRb29v5WW9ejf7L0pDSUmhgLcFTz31VEhIyJgxY0wm0+eff652HAAAAAB2hQJeq1q1utmIkXBJTVU1C/4rNDT0zz//TE1N9fDwUDsLAAAAALvC5WpaFRoqHk45IrJLIkzXKeBtiKura3BwsNopAAAAANgbCnit0uulU+NLIpIutU4f51FYAAAAAGDnKOA1rEWjDKVx/Li6QQAAAAAAVY4CXsMCGhcojfOJOnWT4I5YLJZjx46pnQIAAACAxthJAb9o0aKVK1f6+vqqHaRa+Ta6+cCey1d5co+WfPPNN23atHnttddyc3PVzgIAAABAM+ykgK+ZfP2NSiMp2VHdJCi78+fPT5o0KT8/f/r06R07dty1a5faiQAAAABoAwW8ZsyZM2fw4MF9+/aNi4tTenybuSmNyzdc1cuFO1OnTp2RI0c6ODiISHx8fPfu3cePH5+RkaF2LgAAAAC2jgJeM06ePLlly5YNGzbcuHFD6WkYUltpXMzgkeOa4ebmNmvWrM2bNyuPmjObzbNmzQoNDV21apXa0QAAAADYNAp4zdDrb17objKZlEYd/1rOkiMil3LrqBYL5XLXXXft37//lVdeMRgMInLu3LmBAwf+7W9/S0xMVDsaAAAAABtFAa8ZU6dOjY+PT05O7tGjh9Kj00k9fbKIXC3wUjUaysPFxeW9996LiYnp1KmT0rNs2bJWrVp9//336gYDAAAAYJso4DWjTp06Pj4+Xl5eypytoq5Tuohki0tWUrp60VB+YWFhO3fu/Oyzzzw8PEQkPT29YcOGaocCAAAAYIso4LWtrmu20rh+9Kq6SVBuer1+3Lhxhw8fHjJkyGOPPXbPPfeonQgAAACALTLcfhPYMG8vk1wXEUnal+h3d6DacVB+jRo1+umnn/Lz89UOAgAAAMBGMQOvbc2Db57B+C3X1E2CSuHo6Kh2BAAAAAA2igJe28J611Uaf/2lbhAAAAAAQNWigNe2jg81Vhr7LjUUVl/XAMuXL7948aLaKQAAAACogAJe25o2c1BuRB9raluwK0btOKha586de/zxx4ODg9944430dJ47AAAAANQsFPCaceLEiaVLl3711VfHjx+3dup00jnwmohkiWvcooPqpUN1eP3117OzszMzM99+++3mzZt/8cUX3PQOAAAAqDko4DVj7dq1zz333DPPPLN9+/bC/V16uSqNuI3cx87Ovf3228OHD3dwcBCRK1eujB07tmXLlv/617/MZrPa0QAAAABUOQp4zdDr9UrDZDIV7m/Z00dpnDjrJP/7FuxMkyZNvv/++5iYmL59+yo9p06dGj58ePv27VetWqVuNgAAAABVjQJeM7p16/baa6+9//774eHhhfuDgnVK41hBMym0uh72qn379uvXr1+/fn3Hjh2VngMHDgwcODAiIiI2NlbdbAAAAACqjkHtACirdu3atWvXztvbu0h/cLDoxGIR3XEJlk2bJCRElXioZn379u3Tp8/SpUtfe+21Y8eOiUhMTIybm5vauQAAAABUFWbgNc/dXep75YnIGQmQPXvUjoPqo9PphgwZcujQoW+//dbf33/EiBHBwcFqhwIAAABQVZiBtweN/fWXUyRT3C7tON1A7TCoZgaDYdSoUY8//nhmZqbaWQAAAABUIWbg7UGTwJtfxEw9OUZSUtQNA1U4OTl5eXmpnQIAAABAFaKAtwdjxohRXyAiC2Xk2s9Pqh0HNio5ObmgoEDtFAAAAADKiQLeHtx/v7wxMFZELKJ74v2QHTuE54LjVs8//3yLFi3mzJmTnZ2tdhYAAAAAd4wC3k5Mnl67m+wQkStZ7t27y4gRageCjTlx4sTSpUtPnTr1wgsv+Pv7v/3229euXVM7FAAAAIA7QAFvJwytgn/0edFbbpZkixfL3LnqJoJtSUtL69Chg9K+evXqG2+84e/v/8ILL5w4cULdYAAAAADKiAJeMzZs2FCvXj2dTjdx4sRiN2h8b6vvZUS4xCgv/z7esnkDFzzjpvDw8D179mzatKlfv346nU5EsrKy5syZ07Jly4cffnjLli1qBwQAAABwGxTwmqHX65VGfn5+8Vvce28/WbtXOo2Q70UkL183pH9Gego1PP6rV69ev/322/79+0eMGOHo6CgiZrN5xYoVkZGRvXr1UjsdAAAAgNJQwGtGrVq1/P39AwMDS3xaWL9+YjSKyFfydBfZLSLXCjxXvH+kOkNCE9q2bbtw4cLTp0+//PLLnp6eSqd1gT0AAAAA20QBrxnh4eExMTEJCQlvvfVW8VvUqyf//KeIOEvOq/Ku0vf9Il21JYS2NGrUaObMmefPn589e3ZISMiLL76odiIAAAAApaGAty9DhohOJyL9ZG09uSoiGy62SjyWqXYs2C53d/exY8cePnw4ICBA7SwAAAAASkMBb198fGTUKHFwcJw6aXDgXyJiFoe9SxLUjgV7kJGRoXYEAAAAoEajgLc733wjGRkyY0ZYa5PScexgnrqJYB/uueeebt26LViwICsrS+0sAAAAQE1EAW+PXFxEpFlLR+XVmbNcBo+KiomJ2bNnz86dO0eNGtWwYcMXXnghNjZW7VAAAABAzUIBb7f8WropjfNXjOomgR24fPmyv7+/0k5LS5szZ06HDh06duw4Z86clJQUdbMBAAAANQQFvN1q0qa2XkwiEpPkV9KT44EyeuCBB06dOrVmzZpBgwYZDAal86+//nrhhRcaNmz42GOPrV+/3mKxqBsSAAAAsG8U8HbLxc+7t2wSkSu5tX/9Ve000D4HB4f+/fsvW7bs/Pnz7733XlBQkNKfk5Pzww8/jB8/XqfjYg0AAACgClHAa0ZmZubEiROfeeaZd999t0w71Kv3tPE7pblsWRUGQ03j6+v7yiuvHDt2bMuWLSNHjnRzcxORUaNGqZ0LAAAAsHMU8JpRUFCwcOHCr776avXq1WXawcHh3jaXdGIRkUOxrKFHJdPpdD179vzuu+8uXbo0f/78kSNHqp0IAAAAsHMU8Jrh5OSkNPLyyvpYOI9OLRrJBRE5nqAvKKiqYKjhatWqNWbMGF9f39I3S09PN5lM1RMJAAAAsEsU8JphNBqXLl26bdu277//vqz7dOzYSg6LSF6Bw4kTVZgNuK0ZM2Y0atRo3Lhx27dv53Z3AAAAQDlQwGuGg4PD3Xff3b1791atWpV1nw4dWsshpXnwYFUFA27LYrH89NNPSUlJs2fP7tGjR0BAwOTJk/fu3at2LgAAAEBLKODtWrNmbeRm4X7okLpRUKOlpKT4+/vr9Xrl5blz5z766KPOnTsHBgZOmTIlJiZG3XgAAACAJlDA2zUPj9a1zipNZuChojp16mzatOncuXOffvppRESE9YFzp0+f/uCDDzp16hQYGLhlyxZ1QwIAAAA2jgLezoUGZOrFJCIH9pvVzoKarmHDhuPHj9+5c6dSt4eHh1vfOnPmTJMmTVTMBgAAANg+Cng75xLYIEhOiMjpsw43bqidBhAREX9/f+Ua+ISEhPfffz88PDw8PLxp06Zq5wIAAABsGgW8vQsIaCf7RcRikbg4tcMA/0u5Bn7v3r2bN2++7ca5ublVnwgAAACwXRTw9u4/BbyI/PWXulGAErm6upa+gcViCQ4O7tWr18cff3zy5MnqSQUAAADYFAp4LTl27NiOHTs2bNhgNpf5gvbAwPYSqzRjY6sqGFDV9u3bd+7cuc2bN0+cODEoKCgkJOTll1/evHlzQUGB2tEAAACAamJQOwDuwPPPP3/gwAERyczMvO2M5U1Nm3aQmzPvzMBDuxITE+vXr5+UlKS8PHr06NGjRz/88ENPT8/77rvv/vvv79evn4+Pj7ohAQAAgCrFDLyWGI1GpXEHFwM3beot1/zlrIgcPiyZmVUUDahaDz/88MWLF3fu3Dl16tTWrVtb+1NTU3/88ccnnniiUaNGqampKiYEAAAAqhoz8FrSp0+f9u3bi4hery/rPu7u4uPT6cres+JvMklsrPToUYUJgarj4OAQERERERExY8aMM2fOrF69evXq1Vu2bMnJyRGR8PBwT09PtTMCAAAAVYgCXkteeuklb2/vO96tWbPOV/YslcEisncvBTzsQUBAwNixY8eOHZuZmblx48Y1a9a0bdtW7VAAAABA1aKArwGaNQvfGaM0Y2LUjQJUMjc3t4EDBw4cOPC2W+bn50dFRfXs2bNXr16NGzeuhmwAAABA5aKArwGaN+8gqxzEbBaHvXvVDgOoZNeuXb/++uuvv/4qIj4+Pnffffc999xz//33+/n5qR0NAAAAKBMK+BqgefPaktZCjh2RkJMnJTlZ6tRROxJQ7TZu3GhtX7ly5eeff/75559FJDg4uHfv3r179+7Vq1d5LlEBAAAAqgt3oa8BgoJEpLPsERGLRfbsUTsPoIZp06Zt27btjTfe6Natm8Hw3+8ujx8/Pm/evKioqCZNmtzB8x0AAACAakcBXwMUKuBFZPduVcMAKjEYDN27d3/zzTc3b9584sSJRYsWPf/8861bt9bpdMoGXbt2tT6pEQAAALBBLKGvAby8pF69iKu7lFc7d4qIbNsmu3bJo48KN/NCDeTu7n7fffc99NBD7u7uSUlJmzZt2rRpU5cuXW67Y2pqKg+rAwAAgFoo4GuG4OC2V3e7S0aGuO/aJRs2SL9+YjLJV19JTIx4eKgdD1BP/fr1hw0bNmzYsNtumZGR4ePj07x58x49etx11109e/b09/evhoQAAACAgiX0WrJ48eIWLVo0a9Zs2bJld7ZnixYGKVBW0aelyaOPiskkInLihEycWAVBAXu0ffv2/Pz8I0eOfP311yNHjgwICPDz83vssce++OKLuLg4k/KXCgAAAKgyFPBakpKScvz48VOnTiUnJ9/Zni1bikgP2aa8un79v+98842sX19pCQE7lpWV1bJly8I9iYmJP/zww9ixY9u1a+fl5dWvX787/rsJAAAAlBkFvJa4uLiIiKOjo9lsvrM9O3cWkYdkhU4s1j5fXxERi0XefbcSMwJ2a9CgQUeOHElKSvrll1/+/ve/d+zYsfDd7NPT0/fs2ePl5aViQgAAANg3ncViuf1WUFtKSorJZLJYLPXq1SvP/haLdOwosbFPyoLv5Aml7+eWr/396qsXrjvrdHL2rPj5VWbgGislJcXR0dHd3V3tIChRfn5+WlqaiDg7O1fwTGVkZOzatWvbtm3bt2/ftWtXjx49fvvtt9t+uqOjY0U+tOZQzpSXl5der1c7C0p048aNvLw8EeFM2bgbN25YLJbatWurHQQlMpvNyjIuJycnD25QZMNMJlNKSoqHh4eTk5PaWVCizMzM7OxsEbG/M8VN7LTE+ryrcuwpr70mjzwyQ/7xb4cHr5u9PpTJg4/+c4fU+UQmWCyyZIlMnlypWYEawN3dvU+fPn369BGRgoKCsqyfb9eunV6v79y5c0REROfOnUNDQ6l5AAAAUEbMwGuDMgMvIt7e3uU8hMUinTtLTEyKeKWIV6CcEpEYCe8ke0WkbWtz3EGup6gEzMDbvkqcgb9TycnJ3t7ehX/ruru7d+jQoXPnzp07d+7UqVNAQEB15rFxzMBrAjPwWsEMvO1jBl4rmIHXBDuegadmqzF0OnnnHRHxkhSlepcePcIDrrWQYyJy4JCD8nx4AFXn/PnzRZ48l5GRsXXr1o8++igqKqpp06Y+Pj6bN29WKR0AAABsHQV8TXLffdK79812jx7y55+ydOkYh/9TOsY9k1tQoFo0oCYICws7ffr05cuXV6xY8eqrr/bp06fIbNjVq1cbNWqkVjwAAADYOK6Br0l0OvnxR+nRQ86dk9dfFxHp2HHs0//6Yt7Zs+Ifc9D40UfyyitqhwTsXf369QcOHDhw4EARsVgsx44d27t37549e/bu3Xvu3LnmzZuXvvvOnTtTUlI6dOjgqzxJAgAAADUG18BrQyVcA29lMkl+vjg733x54MDasCn95TcRMRolJkZat67oJ9RkXANv+1S8Bv62zGazg8NtFkYNGzZsyZIlItKwYcP2hTRt2rRaMlYfroHXBK6B1wqugbd9XAOvFVwDrwl2fA08M/A1j14vhf+N1bZtvy4p0bvnz5fo3Fx5801ZulS9bEDNdtvqXURiY2OVxsWLFy9evPjvf/9beenp6dmuXbt27drdf//9ffv2rcKUAAAAUIn+zTffVDsDbi8nJ8diseTl5c2ZM2fLli3x8fGdOnWqtKMbjXcvnzBXnssV56NHpUED6dix0o5d0+Tk5Oj1ejv7ns/OmM3m3NxcETEYDFo8U46Ojsri+evXrysLcxQ5OTlnzpzZtWtX/fr17733XvUCVhrlTLm4uJTlew2oJTc3V/lzyJmyccrvPWfr+jvYHovFokwY6vV6o9GodhyUyGKx5OTkGI1Glh3Zsvz8/IKCAhGxvzPFEnptUJbQZ2ZmKk+Z6tixY0xMTKUdPTdXAgLeuzzqHzJD6Rg0SPr3l1GjxMASjTvEEnrbZ8tL6O9IXl5efHx8bGxsbGzs/v374+Li0tPTReT7778fPnx4KTtmZ2cnJCS0aNHC0dGxusKWB0voNYEl9FrBEnrbxxJ6rWAJvSawhB42wcXFRafTWSyWjIyMyjyu0SgvvDDltTf2SqflMkhEli+X5cvl0CH57LPK/BwAlcjJyUm5+l15abFYTp48uX///m7dupW+4+7du3v16uXk5BQSEtKmTZs2bdq0bt26TZs2fn5+VZ8aAAAA5UcBryUODg5ff/21i4tLnTp1KvnQL77o8Ouvv+z729vy+rvyar44isj8L00jRuj37ZPOneU/NQIAG6XT6YKCgoKCgm675YEDB0QkLy8vLi4uLi7O2u/p6dm6devQ0NA2bdo888wzBlbgAAAA2BiW0GtDZd6FviQFBTJnjnz22Y1T18bIN0tlsPUdV6eCIycMTZpU1SfbE5bQ2z67WUJfbr/88sv8+fMPHjx44cKFYjfw9PRMSUmp5lS3Ygm9JrCEXitYQm/7WEKvFSyh1wQ7XkLP/WbwHwaDjBsnR496bPp1Yt0Fhd/JyjPMnHxNpVgAKtnf/va33377LTEx8fr163/88cfs2bOffvrprl27Wv9lHxISctuDrF27dsuWLdeu8ZsBAACg+rBCEv/L0VF69YoYtqzn51u3Ss8Gcumy+FpEt2ltntrJAFSyOnXqREZGRkZGWnvOnDlz+PDhstxLfPz48cePHxeRunXrhoaGtmzZMiQkJCQkpGXLlk2aNNHpdFUXGwAAoMaigEdxhg9f93nkX9IhXGLayoFj0uLYjQYpKeLlpXYwAFUpICBAedRF6XJychISEpT29evXt27dunXrVuu7bm5uLVu2fPnll6OioqooJwAAQM3EEnoUp0sX57s6dZMdTpLXVXaKiEV0u34+r3YsADYhLy9v+vTpI0aM6Nixo5ubW5F3MzMz9+3bpzx8FQAAAJWIGXiUYM0amTpV/vorIi19QbyIyI5fr/R/mqdMARAPD49XXnlFaVsslnPnzh09evTw4cNHjx5VGteuXWvVqlXpB/n999+nTp0aFBTUokWL4ODg4ODgoKAg7rAFAABQCgp4lMDdXWbPFpGuX+6UZ0VEtu9zVjkSANuj0+n8/f39KM5fWQAAIABJREFU/f3vu+8+a+f169c9PT1L3/HgwYP79u3bt29f4U4fH58WLVooz8MLDAzs1atXlYQGAADQJgp4jcnOzk5LS8vIyKhXr171TFW1fqyt17MpKeK1+2pgXq7Fyfife1Pl58ubb0pmpowfL02bVkMSAFpRt27d225z9uzZWzuvXLly5cqVP//8U0R8fHzi4+MrPxwAAIBmcQ28xkyfPr1BgwZBQUG///579XyiQy237nWOiEiWxWXnv079942//11mzJDPPpPgYPn3v6snDAC78dlnn127dm3Hjh3/93//N3Xq1MGDB4eFhbm6ulo3CA4Ovu1BZs6cOX369CVLluzdu1d5fjIAAIAdYwZeY2rVqqU0bty4UW0f2rNj5urfRUQmTHP7a7SIiPzwQ+ac776T53PEeVDB8qaffioDBlRbHgD2oW7dul27du3atau1x2KxJCYmnjhx4sSJE2VZZDRnzpxz585ZX3p5eTVr1qxZs2aBgYGBgYHNmjULDQ318fGpkvQAAADVjgJeYwIDA3v27Fm7du0GDRpU24dGv+U3+/fz58Uv9pLv8SOmIKezc0bve0cSkqS+iEyT6Rs29+uWmiq3u+QVAEqn0+n8/Pz8/Px69+6dn5+flpZWysa5ubmJiYmFe1JSUmJiYmJiYqw977///pQpU6oqLgAAQPWigNeYqKio6n+0slfXlsMbf/9e4ggRWTH94KE/ri7M+cj6bra4TCl4989162To0GoOBqAmc3Bw2LhxY0JCwsmTJxMSEhISEk6dOpWamlp4m8DAwNIPcubMmS+++CIgIKBp06bKf11cXKowNAAAQAVQwKNMBjzr9940EZF/LG5d8J8/Nn165h2NNyVed9kmPeIXvRJKAQ+gGjk6OkZGRkZGRhbuvH79ulLJK/8NCwsr/SCxsbEfffRR4R5fX9+A/9W7d29HR8dKzw8AAHCnKOBRJhGT7/J54/oVU12leteLad7oPdHfdH3rH7lvviciMv93/0/y8sTJSeWgAGq2unXr1q1bt3PnzmXcPiEhoUjP5cuXL1++vGvXLuWlg4NDVlZWZUYEAAAoLwp4lIneST+q36WZ/64rIkbJXRz67iPz3xKR0c8Z33nfbLI4LMwd+t7G7c79eWgzAC0ZMmRIYGDgmTNnTp8+rfz39OnThSt2X19fo9FY+kFef/31uLg4f3//Jk2aNGnSxM/Pz9/fv0GDBjqdrvQdAQAA7ggFPMpq+vLQBl2+y4o9NtDxt9Al34tOJyJ+ftI/9NzqQwHJUuePn6/17692SgC4E/7+/v7+/kU6r1y5cvbs2dOnT589e7YsRfjmzZuVZ9cX5uTk1LhxYz8/vyZNmvTt23fEiBGVFhoAANRUFPAoK4Ojbvyex+XnnyX4b9K6tbX/gf6m1YdERHbusFC/A7ADPj4+Pj4+nTp1KuP2Z8+evbUzLy/v1KlTp06dEhF3d/fSC3iLxXLs2DF/f39uoff/7N13WFPXGwfwbwYh7C1TRXDvLW6lbkXrHnX83HsPrKt1V0WrVXFvW/deFfceqNW6cIvIkBUSVvb9/XEpOCABGcmF9/P04UluLue+aQzJ955zzyGEEEKIDhTgSU4Ihejd+6ttDXoWxzIAuPy2BBgGNGSUEFLEPH36NDQ0NDQ09MN/2NsRERFqtRqAp6en7hZiY2MrVKgAwMHBwd3dvXjx4h4eHu7u7iVKlHBzc2N78i0tLQvguRBCCCHEmFGAJ7lVuabIySQhRmV7R1Uz+X6IRe0Khq6IEEIKlKWlZaVKlSpVqvTVdo1GExkZGRoaWrx4cd0tpC9oHxcXFxcX9++//367z8WLF5s3p3lGCCGEkCKNAjz3TJo06Z9//omLi7t//74xrGzE48G37Md9T22VEJ0LfPXjVgrwhBACAAKBwMPDw8PDIzt7tm/fPjQ0NDw8XCKRZLqP3nZOnDixa9cutsfe1dXVw8PDxcXFw8PDwsLie6onhBBCiPGhAM899+7dY2dLio+Pd3Z2NnQ5ANChi2jfUwA4HiT+0dDFEEII51StWvXkyZPs7ZSUFDbJh4eHh4WFhYeHf/z4MSwszN3dXXcjwcHBBw4c+Ha7tbU1G+bLlSsXGBiY99UTQgghpKBQgOceBwcH9kZcXJyRBPj2Y72E89VqCE9G1NQkpQosaRImQgj5Tubm5hUqVGAvic+R9HH4X5HJZM+ePXv27Fl0dLTeRg4ePKjRaNzc3FxdXd3c3MzNzXNaBiGEEELyD49hGEPXQPSTSCQajQaAo6NjeHg4j8ezt7cXi8WGrivDD8UeX4ypAuDKsrtNptQ1dDkGI5FITExMaK4pY6ZSqaRSKQCxWEyvlDFjXyk7OzuBQGDoWrghLi7uw4cPbNd9REREeHh4VFRUWFjYp0+fPn36BKBNmzZnzpzR3UjFihWfP3+eftfS0tLd3d3Z2dnNzc3Z2dnV1bVJkyb169dP30EmkymVSgD0Shk5mUzGMIyNjY2hCyFZ0mq18fHxAEQikbW1taHLIVnSaDQSicTa2lokEhm6FpKl5OTk1NRUAIXvlaIAj4SEBOP/n8CmdwBG+/Vo65BHUw43AzCx2rnZl2obuhyD0Wg0PB6Pz+cbuhCiC/uGolfK+Gk0GqP9o8ctCoUiJiZGrVbrnQ/fy8srISFBxw7+/v7+/v7pd7VaLfsZmv5KKRSK+/fvOzk5OTs7UwgxHuwrRW8oI0cfT5zAMIxWq+Xz+TxaesmIpX88ceKVMjc3NzU1zebONIQeIpHI+AO8XC5nizTaE0htR5WYchgALoYUn2+sRRYAuVzO5/ON9mUiALRaLfsNiV4pI8e+UiYmJsb/uWv8RCKRlZWV3t0Yhpk9e3Z0dHR4eHh0dHRkZGR0dHRMTIxWq03fx93d/fM3jlKpZN9Q6a/UmzdvOnTowD4qFoudnJxcXV0dHR2dnZ2dnZ3ZG76+vtQVXMCUSiXDMPRHz5gxDEMfT5yg1WoVCoVQKKQzYsZMpVKxK7ly4pXKUYUU4MGJC/zSvyEZ7WTCFX/w8haFvVEW/1dRLvHZR5c6etZMKqyUSqWJiYnRvkwEgEqlUigUAOiVMnLsK2VmZmb8n7uFyaRJk77aolaro6Ojo6KiIiIioqOjGzZs+PkbR6PRsB9P6a8Ue4kKSy6Xh4WFhYWFfdXm48eP3dzcdJQRFhYmkUicnJyKFStG/wDyhEajYRiG/ugZM61WK5fLAQgEAnqljJlGo1EoFGKxmM6zGLPk5GQ2wBe+V4oCPMkzrSqErXtUnAHv3NqX/bYX0QBPCCGFjFAodHNzc3Nzq1mzZnb2d3JyGjRoEJv5o6KioqOj2YvkP+fq6qq7kS1btsydOxcAj8dzdHR0cnJix+QXK1aMve3p6dm2bdvve0aEEEIId1GAJ3mmdVfLdY8A4Ox5QT9DF0MIIcQgqlatumXLls+3xMfHsxPpRUZGxsTExMTE2Nvb624kJiaGvcEwDPsrX+1QsWJFvQH+2rVrbP5n5fB5EEIIIcaIAjzJM81HljeZo1LB5GxEFVVCsoktjf4ihBACe3t7e3v7HC2MV7NmzS5durDR/dOnTxKJ5KsdnJyc9DYyatSoJ0+esLeFQmF6kmdH5js6OjZr1qxZs2bZr4oQQggxOArwJM9YO4qaOz8K+lQtlnE4sfBWl2X19f8OIYQQ8o3BgwcPHjw4/a5SqYyNjWWH5cfExMTGxmanR/3zfnu1Ws0O6f98B61WqzvAy2SyNWvWsGnfwcHBwcGBvUGX5RNCCDEUCvCcFBQU9Pr169jY2Dlz5hi6li8M7JUatAoAtv5p2mWZoashhBBSKIhEIvY6/Bz91qBBgyIjI2NjY2NjY2NiYqKjoxMTEz/fQW83fkRExMyZM7/dbm9vnx7ply5dmqPBBYQQQkhu0Drw3CCRSNhpftk+h5o1a/7zzz8AZDJZdlYGKjDy2CSPYso4xl4AzdvnihLlOTDDf96SSCQmJiaWlpaGLoRkSaVSsbNki8VieqWMGftK2dnZUW+nMZPJZOwcdZx4pRQKRUxMTFxcHLs8Xu3atcuWLatj/1u3bjVo0EB3mw8fPqxWrZqOHQ4dOrRx40aH/7AXFKTfdnR0tLW1/Z4nk0MymYxhGFq9z5hptdr4+HgAIpHI2tra0OWQLGk0GolEYm1tXcjmNi9kkpOTU1NTARS+V4p64DnJzc2NDfDh4eHly5c3dDkZxI6W/UqfWvmqvQaCrbPf/XqgkqErIoQQQtKYmpp6eHh4eHhkc38vL6+tW7fGxcWx4/ZjY2PjPqPVagHonZDvxYsXQUFBOnZwdHT8dpa+r0RFRYnF4oKJ+oQQQowZBXhOGjBgwA8//ODq6qp3JZ6CN3S0aOUEANh80mWGEoXrhBchhJAixNnZeeDAgZk+xDAMG+P1fhDrDed2dnZ6K+nXr9/58+f5fL6dnZ39Z9i7dnZ21apVa968ud52CCGEcB0FeE7q3r27oUvIUsVhjZpOvn5F0yhc7jBmiHzjTrGhKyKEEELyWPoCdXr3XLhw4fjx4z/vuo+Pj//8Z3ZGBLDz8Gu1WraFb3cYOnSo7gDPMMzMmTNdXFzs7OxsbW3t7e1tbW3Z/G9ra1vIxpcSQkghRgGe5DUzs3mtrv9wxkcN4aZd4ip1MHasoUsihBBCDMTc3NzT09PT0zM3jVSrVk0oFMbHx0skkvj4eHb0/uf0duMnJSWtXbs2q0ctLCzs7OwCAwP9/Px0NKJSqeRyuVFNvkMIIUUNBXiS95qs6rrs3M8T1csATJzAeHnx2rc3dE2EEEIIZ23ZsuXzu2yM//yn7on08F8fflaSk5OTk5NNTEx0N3Ly5MkuXboIhUIbGxu2J59lZ2dnY2PD3hgyZAj15xNCSP6hAE/yQZkyE342ezp/82YM0Wh5ffvixQsUK2boqgghhJBCwc7OLjtXzn/O0dFx3759CoUiISGBzfzsjXQJCQl625TJZADUanVWI/kBDBkyRHcjmzdvvnXrlq2tLZv52Z/W1tbppwBsbGz4fH6Onh0hhBQdFOBJ/pgxI3BPzTevvS+heUICZszA5s2GLokQQggpqszNzVu3bp3LZeRsbW1r1arFpv2EhIRvR/KLxWK93e9Xr17dtWuXjh0aN2589epV3Y1cunSJz+fb2NiknwWgzE8IKSIowJP8IRabbArc7DukEvNEDvG2bRg5ErVqGboqQgghhHyvTp06derUKf2uTCaTSCRSqZSN9FKpVC6X622E7cbXITtLoPfr1y88PPzzLZaWlmw3vrW1tbW19bBhw7p166a3HUII4RwK8CTfNGvmNbDplK0BCzBLq8WGDdi40dAlEUIIISSPsFE5p78VEBAwZcqUhISE9PwvlUrZ/M/+rFixot5Gvj0LkJSUlJSUFBERwd5t06aN7hZevHhRsWJFtg/f2traysqK/cn257N3e/Xq5ezsnNMnSAgh+YoCPIdJpdJXr14VL17ceD9d5s0b91f9JXJ/FUwO7tcGBPBz/kFPCCGEkMKjdOnSpUuXzmUjI0aMYIfxS/+TmJgolUqTkpLYHfSeWZDJZFqtlr3+P6t9mjZtqvsr1pEjRwIDA21tba2srNghAOwpAEtLS3aLnZ1djRo1vuMJEkJIVijAc1VAQMDUqVMBbNiwYdiwYYYuJwvu7k6jurdbcfoYOkmk/CVLsHChoUsihBBCCMctXbo00+0ajUYmkyUkJNjb2+tugWEYLy8vmUwmk8mUSmWm++g9C/Dy5cvz58/r2MHOzi4+Pl53I1u3bn316pWtra2FhQWPx7OwsLC3t3dxcbG0tGRPBNja2vJ4PN2NEEKKDgrwXFWyZEn2xqtXrwxbiR7Dhs1d0fME/LTg/76CGT6cV6KEoUsihBBCSGEkEAiyOUV/3bp137x5w95WKBQymSwxMVEikbA32J96RzgmJibq3iE7lxjs37//7NmzOnbo2bPn3r17dTeydetWExMTCwsL9roGCwsLCwsL9loAoZC+7RNSqNBbmqsqVKhQrVq1smXLVq9e3dC16FSuXLVWzgOCdmzDwFQ5r0tH9dWbQnNzQ1dFCCGEEAIAMDU1dXJycnJyyukvzpw5c/DgwUlJSTKZjP0plUrZ20lJSVKpNDsBXu+sfubZ+No0fPhwtVqd6UOmpqYWFharV6/u06ePjhbi4uJu3bplbm5uY2NjaWlpbm5uaWlJ0/sTYoQowHNV5cqVHz58aOgqsmfLlgW1Ox7+1EUKm/uPhEsWa+fOpw+DAqXVIjwcJiZISYGdHXK4eDAhhBBCMmFmZlaqVKlcNrJixYqwsLDExMTExMSYmJjExMSkpCSlUpmcnJyYmJiQkFCmTBndLaSkpGSV3gEoFAqFQsEwjO5G/v33Xz8/v2+3i8Vic3NzdoT/iRMn0keAZur9+/eRkZHm5uZWVlZWVlZmZmaWlpa6j0sIySkK8CT/eXi4/b31ZKOeTZLPMOBtXZs651cLgcDQVRUN8fHYsgUbNuC/cYIAUL48WrSAszM8PdG8OdzdDVcfIYQQUrT5+Pj4+PgA0Gq17AXzIpEoR9P78/n833//Pb3bPzk5OTk5mb28Pzk5OSUlJTuTAqSkpGS6XS6Xy+VytjATExPdjWzfvn3u3LlfbbSysjI3N2eH9Ht6eh4+fFh3I0+fPpXL5ba2tuy5AxoFQMhXKMCTAlG9eqO9Yxr7XbuKJh8lFvv3o3dvQ5dU2IWGYuFC/PUXkpO/figkBCEhGXfLlMGIEejeHcWLF2SBhBBCCMkDYrF4woQJuWykZMmSkydPZgcCpKSkJCcnJyQksPmfvShApVJlZ27/bzeybbK35XK53kqGDRt28+bNz7eIRCI2/4vFYgsLi+7du/v7++tu5OrVq+yMAKamplZWVhYWFiKRSO+hCeEECvCkoLRvP9JtytWIJgAmjFS0bGnq6GjokgqvzZsxYcIX0b0CnjshRgTlR3iEoPznO796hcmTMWUKunXDxo2wtS3oagkhhBBiWJUrVw4ICNCxg0ql0tsDX7NmzYEDB7LTAaSkpLCd/6mpqampqexyfRYWFnorSf6m50GpVCqVyvQF/+rXr6+7Bblc3rRp06828vl8GxsbMzMzsVhsY2OzcOHCtm3b6mgkOjr633//NTU1NTc3Tz8RwP663qdASL6iAE8KCo/XY0qJdZOuXkWTaKnpmN5xe885GLqmwmnZMvj7g73YzQSqbjg4Eb/XQXD6Du9Q6ikqSWFzGz6X0ewJKgNgGBw4gNevERQEOrdCCCGEkM/pTe8A+vbt27dv36weTU1N1XGtfjo/P7+yZcuysT8hIUEul6ffYMf5653V79tTAAC0Wq1EIkk/C6B3LMC9e/fat2+f6UM2NjYmJiZWVlZ37tzRPfdhcHDwu3fvRCIROy+gqampjY2NSCSicwEkNyjAk4LDHzl8y4Fh1W7VToH5vvMOrTepBw6lf4F5SaOBvz+WL0+72xWHVmOsKyJhbg7fDihTBmXKICqq1LVrpeI+4M2bn5L/BHAL9Xej7070T4LlP/+ga1ecP49sfEwTQgghhGSXmZlZdnabP3++jkcTEhJMTU11tyAQCIYNG5ae+WUymVKpZGcEUCgUCQkJ+N6zACypVAogNjZW77D8vXv3rlixQscOderUuXv3ru5Gdu3aFRkZaWtrKxQK05O/tbW1UChkNzo6OmZnqQJSaFB8IgVILC59bl1AycWj4uYDWOCfOGCwHc1LkldkMvTqhTNn0u5OwMoVmMRr2gSjVqJDB3z7l10ux/37ePq0/rlz9YN+/p9seysEJcD26lWMG4d16wq4fEIIIYQQPWyzcaWfra3thg0bdOwgl8uFQj0hyNvbe+zYsQqFQiKRKBSKlJSUxMRElUqVfl4gKSlJ7xUBWU0NmE7v6gAAVqxYoXvlqTFjxqxevVrHDkqlcvTo0QKBIP0sAHtpADsowNraWiAQ1KpVy46WKeIICvCFgUwmEwgE2bmsyPAsLEbua7atRXAw6ryV2J1a+95vrKehayoMgoPx00949QoAeGAWYNYMi1UI3I7+/bP8HbEYDRuiYUMMGwatts7Eifv+6NkOpzUQrF+PGjUwbFiBlU8IIYQQUkCyM3a9Zs2aNWvWzPQhjUYjkUjYPnDdjfj5+Tk7O8vlcplMplKppFIpey6AnRRQIpF4e3vrrUTvWQC93e9JSUmbN2/Wvc/Ro0c7deqkY4crV65MmzaNfdZWVlbszIJisdjMzIydI9Da2nrQoEF6x0eQ3KMAz2379u2bN29eSEjIjh07dFx0ZFx++GGM744BF+sAWDo70W+soevhOIUCEyZg40ZotQBgiaSd6N/Z9TaOX0bt2tlthc/HypWtovss3TttMpYDGD+OqVOHV6NGvtVNCCGEEFKotWvXrl27drlsZMmSJdHR0ampqeyJALVanZCQoFKpkpKS2I3lypXT3YLeUwAA9Abv6OhovaP9+/btq7udyZMnBwYGmpmZsZ3/lpaW7GwCQqGQHQhQvnz5efPm6T5KSEiIXC5n90//qftXChkK8NzG5/OfPXsG4NatW5wJ8EDPfV1muESFa1yuS6ucGnKk/ebOhq6IqyIj0bULc+s2j71bDi/2o0fVmkIcuY0SJXLWFo+HzZsnPa1///Fff6GPXMHr1g137tCEdoQQQgghBvPjjz/msgUnJ6ebN28mJyezgT8xMVGtVkulUo1Gk34uwNPTU3cjCoVC74H0ngVISUmRy+VyuTx9NsGv1K5dW2+A792797fXFLDjAtifAwcOnDVrlo4WVCrVypUrbWxseDyera0t+xMAexEBu8Xd3d1oRxNQgOe2Bg0aAChTpoyzs7Oha8kBU0eruf0eDdnuAmDetuLtF8dA5xyeJFMpKWjXPPXhCzMAQqinYekM4VKL8UOwaBG+b7FTCwscObKhdrMHCTVDUP7tW3TpgosXoW+AGCGEEEIIMVKmpqZ6197Tq0ePHu3bt09JSVEoFOwlAOmnADQaDTs0QO+sfhYWFl5eXgkJCVqtlp1N8CvZmY0v0wEFarWaPSkQExOTlJSkuwWZTDZt2jTd+xw/ftzPz0/HDrdv316wYIG5uTl7NQF77iD9XAB7FmDAgAH5cRaAvphzm7u7e1RUFLfSO2vApkaLDka/TSp2V1v70ex11daPNHRF3DNjjOzhC2sAjojdh56+TdRYfRVVq+aqUW9vy52BRzt1rs/clMDu2jXMn4+5c/OmYEIIIYQQwkUikUgkEuVyoruAgICAgID0u2zyZ3+yAwGsrKz0NtKmTZtq1aqxpxLYn8nJyUqlMv223sysY4mBdHpPRnz48OHUqVO69+nTp4/uYiZNmrRy5UpbW9tVq1b169dPb1UsCvCcx8X0DkAoxODBmLkKALbuEKxakZLJNOkka/fuYc12SwBCqE8UH+WzZjw6dsybpv38yv18e8+i3m1xhgFv0SI0a4bmzfOmbUJIvkpIgI0NeLz8aj8pCdHRMDODRoP4eEilEAgELi48a2v9EykTQgghnxMIBOwZAcecXLG5atWqXB7XxsZmw4YNcrk8NTWVPQvA3lYqley5gOTkZBcXF92N5MnMAikpKQzDsCsdZL9+CvDEYPpPKTbnD62G4W+W9/1l82H7cZy5ht/gVCoM7SnTMNYAJokDfe6tQbFieXmAefNa32415uKa1RirVqNbN1y/jgoV8vIIhJDvFhWFCxfw5AkkkXJGKkuKlYd+FLyLsYxKsdYyPBOe2tVCJhSCJ+AzfIE0xYQPrbdzko2V1t2NadTcpFEHW/eSQt2nTKOj8eoV3r2DJFIe9jjh2UPlyzCziCTrZPW330UsAIsaHp8GjEzpN8LK3j7fnjYhhBCSF2xsbIblerGlLl26NGnShL2agP3JDgH4/FyAiYmJ7kasrKy8vLxUKlWORtrzsrP8IDE4iUSi0WiQwxNUxq/fDxG7L7oB+M11lX/EeEOXkwckEomJiYmlpWW+HmXeTMUvi0wBlMK7JwF/m0/OhwsQwsIUlWs1lx27hfoAXFxw/jwqVcr74xQ89qotAGKxOG9fKa0WERH48AFXriA8HBEREAjAMKhaFeXLg2GgUsHFBSVLokyZPDxsocW+UnZ2dgKBwNC1GF5kJG7cwJUruHBK/vyd/gWQss9amGJlIlczAmszlZ2lSqvFq1g7qeJ7DiHgaX9qHhGw14NmNTFCMpmMYRgbGxtDF0KypNVq4+PjAbArchm6HJKl9GXk9I6yJgbETtoHoPC9UhTguaGwBvgH95latXkAXBH55tIHs2b1DF1RbhVAgA8JQfXKaoVGyANzvtRQ35fr82uWuQMHonuPb6i5+hqlATg6IigIhWBhuVwGeIYBw4DPR0wMXr/G+fMICkJ0NJKSEB8PuTxbjTg5oVQpFC8OLy/UrIkmTeDmltNCCj8K8AyDa9dw8iTOHpM/fiXW/XEthtwDH20gjYVjBNw0EGjBF0FpgWQFTFOQ22uUhFAXQ7QzPjkgDgADnj3ibSBNgO0D1HwLr/Q9i4kSNqxM/XGkay6PSPIWBXjjRwGeKyjAc0IhDvA0hJ4YUs1aPN8yYRdfFY+E65HFQX24H+DzlUKBv//GL1OSFRoLAEME23yPjsvHOeK7dy8WF3d5ZLMfcOEFysXG4gdfJvgez9s7vw5otJRKnD+Pa9dw8ybu30c2pj7RIyYGMTFIX05VIECjRhgwAP37o6hmVfIFlQo7d2L5Us3zl+w/iC/6wyvgeXNcamYRbFfc0sTNybqknWt5G5cqTihRAk7FIZUi4ibi4hAXh/h4iMWMyFQSpYj/pAp5Z3rhuduzGKc4uQXblAR2KTBXwFQLvhRp0c4OkjJ4VQavSpuGOTrxnN0E5WtZlGvuJipdAk5OsPBEairUalhZwcYmMTJSc/PWg217914p+WdK5xSYRyttO4+y7bv95brzZSyt8u1yfEIIIaRIoh54biisPfAAjm6TdB5lGgFPAAAgAElEQVRkB6C16NLfiQ2/c/0zo/H4sXTPHrOPH0XVq+N//0NeXQ766hUOH8a6QCb0Q9q3YRdEPZu6zW7pz3lzAB3Wrfs0bmFL9ZnHqAKgRhX1jTtCM7N8P2z+yVEPfFISAgKwZg3i4vQ0a22msjRVeZtHFte8r5Z0o3ryDTdEmCMlnudw263LR+daFg5iRqP9FKm9L/F6KvVISs0kqVeqhN9+Q4cO3/vcCpei2QPPMDh0CP6TVG/DvrhwrgxetcD5BoI7vjUT3Lr4oGNHVKz4/YdJSoJKlXE7Ph7JyYiJSYhM5TMa62JiuLigRAl4eOidEE8mkymVSgB2VlahAYcHzvW8qkpbrKi0Wfhfe/l1OlJXvFGgHnjjRz3wXEE98JxQiHvgKcBzQzYD/LNnz9zd3bn18axUwsNKGqO04UP70H9Pld9+MnRF3yk0FGvXYvVqRi5P+77r7Y3Tp1G2bK6avXYNi+Zr/j73RYBxReTh4uN9Xu6EOC8vhc3S+fPR3UfXSLgUATcAXX/U7Nkv0Dcrh/HKfoAPC0Pbtnj69IuNtoJEb/47jZYnhryE9n0t5l4b/F0V/+a0jFie00eHak8t693S1jsY1/xTckYlPXrgt99QqlROmyxsilqAVypx8CCW/6Z68Djj3VUFj4diU3uv5179GqJNG1SvXkDv+mzLCPB2dgKBQBsTt7rNqekPesghBmAC1bxez6b9WY3PN3ShRR4FeONHAZ4rKMBzAgV4YmB6A/zp06f9/f2fPHmybt26ESNGFGx1uTWn96v5e8sA6Mg7cWy/At26GbqiHFu5EtOmZXRopXOw1Rw5Lmjc+Hva3LsX8+bh+fMvNtbDnTFY08njvtXfBwp0TrmQkJv1JjaXHVNCBKCjH7P/AC8n82UakWwG+OfP0bIlwsMBgAemteB8V83+hrhRHiE86PuzaWWFYsVgawsA8fF490737hoITqH9dJPlz1Wl2S18PurXR/fu6NEDrkW1/7LoBPgXL7B3LzYFqsKjM6J7LdyfK5zfro8tb/Qo1K1rwPJ0+yrAsxsfLg36aUbJZ5py7N0mzi92XnAvWSl/Z/ckulGAN34U4LmCAjwnUIAnBqY3wF+6dMnX1xdAo0aNrl27VqDF5Vp0NMp4pMpUZgDWmU8e8Woyt2b0WrcOo0al3eZDOwA7uuHgGKx5h1IATIWazdsEfXOyRp5Uih5d1EEXMy5ud0LMEGzuyj9Sq70L+vVDq1Yo+C9hV6781WLrAPUWNYQA+vdjduzk5NWt2Qnw9++jbVvExACAGy/yMNO5Hu5kPGxrCx4PpqYwN4e3Nxo2zOgULVsWVarAywufdziGhuKffxAfDx4PJUvizRscP443b/D+PVJT0/fSgr8K4+fw5icxFukbRSJ06oRu3dChA3Sv+1X4FIUAf+4cFszVXL3xxRP0xpvZwsX9xtjwp3Lgj2GmAR5AyrtPE5vc3/ixHXvXhp+4/teoXrNpAQaDoQBv/CjAcwUFeE4oxAEeDOGC+Pj4mJiYmJiYrHbQaDQeHh7ly5dfsmSJVqstyNryxLYtGoABGDFSHzQexygUhq4ou44eZQQChi2+H3a+QFnGzIwZMSLKuWpd3GG386Dt2yV53z5GqdTVlEbDPH/O7N7N1CkvY38RYCrj8SqMS2zYmtmxg3n3roCeVVb++usAv4cJlGxtf/xh4HK+j1KpZN9NiYmJme6wdStjbp72/78sXrxHSQZgzMyYzp2ZDRvy+FWQSpl//2WWL2fq1GEP+RHuU7DMgx+e/m+A/c/JiVmyhEPvjDzAvlJqtdrQheS9lBRm9WqmcunUr17lJrhyVNRdNWQE8/atoWvMLqlUyr6hMnmltNqjg4878WLSn2DXCk8/vi1K/4iNiVQqTUhIMHQVRBeNRsO+m6RSqaFrIbqo1eqYmBhFkfpI5qCkpCT2DVX4XikK8NygN8AzDPPx48cCqyc/9OqYzH7D88S77TbjNJevGroi/Y4fZ8zM0r6YDsZmralY0bNn8pMnDMMw0dHJ7bp1x/7Pv53XKhEdFZV5U6Ev5VVdoz/f2QqyzRisbdSY2buXMZ6TMlu3ruWNZis0EWovXTJ0PTmnI8CHhDBdumS8BNXwMArODMC0bcvofPfljRs3mK5dGR6PATTgX0fD4VhvyU/+/F9FlSpMcHC+F2IkCmWAV6uZbVu1xe2TPn9Z3fFxFuY/s/FhZs9msvobYax0BXiGYRgm8tLzNpbX0p+sNT9xTu+XMZ80BVwnoQBv/CjAcwUFeE4oxAGehtBzQyGehT5dUhLqlJWGRKaN7mvL+3tC3Zu+gd2ENasatrCsBAWhfXuo1QDQFmeOm3QVnj4uqVUrYx14hmHWb1gwIXa+0l+FtEtbKzl+OnjZsXylL0bMxkWpmniHP0vxTN/ijE/7K/zSZNtA1DO+pfVmzRq00HsbBgKwt9XeuMUvX97QJeVEpkPoHz7EqlXYtQsaTdpu3XBwCwZbQ4YxY7ByZcEt7/boEebOxalTUCoBpMD8NNptxaAzaMs+LhRi6lTMmWNsc5nlvcI0hD4uDtev48a5lIP7NO9irdK3V8Szsfy1AzvGmfbrgbZtwcEFHrIaQv85JiV1bduTM662SUTac7fmJ/3k86bryGJ1OrrSSOGCQUPojR8NoecKGkLPCYV4CD0FeG4oCgEe7LRhjeXhcRm5pAIv5K8/YquPaWTAqjIVH4+qFdJmnGqNs4cEPSz+3IiePSUSSUaAZ715E71g47mLggkfJsXCEYA5X7584sfhy0ozSlXI2dATe5M3H3N6neIGwAVRfbG7Nu9+u55WVltXGem3ebVa7tvO99rcW6gPwKuE+lawsFgxQ1eVbZ8HeAsLy6NHsWIFrl/P2MFamLJYPXUUAgFg0SL8nP9r9X0rLg7792PjRjx8yG64hObDsPE10ma58/LCvHn4iauLNmQLpwO8Wo137xASgtvX1ZdPJt15bq1hvpiHvQFuLvTc1GyQF/r1g6engcrMA9kJ8KzwQ7fHD5QdTmzJIGP6DB4YT9PI2u6RfQaJ20+taCLi5MwanEAB3vhRgOcKCvCcQAGeGFgRCfAAlEpsXZs62V+YokrrsraG7PIf/9YYa7AMr1JBLofVf31mqamIiMCggczVazwAPrh9xbSVaNsG9O4NIJMA/5+HwwI7berwASXYu2WFb6PUjjJkfELbQHp1eXDVrmVgb59xPOMUGRldq239yMNv4QWgmY/8wg0xV5aJSg/wDx9azJplduezyenMBMrRWOuvWeSIWPD5WL4cEyYYrFAADIPbt3HsGA4cwNu3KTCfiYV/YJwWaf+vu3XD+vVwcDBkjfmHowH+1Sv8sVy1axekKZmvteiD29OK7+m8sik6d9a7yrrxy36ABwCV6umSk/MDzA5JW7DTYX7OWRDbr/7r/rNLVmlVVJdeyE8U4I0fBXiuoADPCRTgiYEVnQDPkkpx6E/5kqmxL1M8AJQXvLr/3Ny8jPu3e0ZFwcEBeb4mOcPgzh2cOIGTJ/H4MXg8NGqEpCSEhaXNTM6yhux2iR4V/v4dFSqwW3QEeACSPX8PH6o9kNzu24eqCx5vmBtVd2bLPH4m+efVqxeNBjeIPhoPewArA9TjJ3/9ddw4qVSqBw+SFiywOHVKlP73rzg/fJR2zUBsc8YnALC0xK5d+PFHA9b5BY0GmzZh+nRIpTfRYAJWBqMO+4izMwID0aWLYevLF8Yf4NVqxMSAx4OjI16+xN9/49wZddAFgZb5Opa7IrItzjR0fdu0Gc97UFP4+oIrZ7z0yVmA/0/02X8OBry//o/FQ0nJV1rvz8M8D0w713/855g2HlGAK2UWARTgjR8FeK6gAM8JFOCJgRW1AM9KiFb6eEa9SC0BoJ/Zwe13KvCrZHyfi4jAiBE4cQJmZhg5EvPmwcIi67ayjWGwezd++w3PnunZUwz5CX6nFhd+RrNm6Rt1B3gAkMv3DDo342DN9yp3K15SLbu3DcvGdG6vrDW8Npyc8uAJFKSXL4/UX9olfjMAS5Hy7kPRf+cxjNr8+Zr58wUqVdrdkgidj9m9sNcEKgCwtETv3vj5Z5QqZcAiMxcRgYkTsX8/A94mDJ2EFclI+0ffsye2bMmbt4DxKPgAL5FAIvlii60tUlMRF4fQUISH4+NHhIcjMjLtXJ5EkjYLxrdMoGqCq2XwqpbZswYNeRV6VuV1aA8XlwJ4FgXs+wL851LeRh1f+HjLQZuLstrpo0sAtLW9tWwZKg2pn2e1Fm0U4I0fBXiuoADPCRTgiYF9X4BPSUkx5/jK0cHHIxt2cmRngPM1ubZu2ruy8/qCz5dKUaem5tXbjC+L3t44eBDVq+fqcJ8+4aefcOHCFxu98PYjPJQQAbCGrDjCXBBli4SpWFZvSRdMm/b5zvoDPABAq4VUCmvrgpsZLb9cvdqraeQ+9ARQtpTq7j8mxvzlkGEwbhzWrEm7a8uT+jO/TcBKMeQQCPDDD+jVC927Q9/LZ2Bnz2LiRDx//gplhmDzVTRhN/v64vRpmJoatri8VAAB/sUL7NiBe/fw4QPCw5GUlAdt2iN+CG/L2BbPPYa0Qe3aKFWqEIyT1yH3AT5daNCL7b+8W32nbhxjz24RQDO4xLnF21zsfXP3x51QgOcCCvBcQQGeEyjAEwPLaYCPjIycM2fOuXPnnj59asHxXrkNC2NHznJgJz0SQdnT+bLdDzUPXXYIj+ABsEJiKszY4ZcCARo3Rp8+aNsWHh45PlBwMLr8qP0Ykdb/UxlP/oftHXG8DF5FwC0e9sURZgNp2t4uLvD3x/jxX301z2aAL0ziuw6te3j6G3gD6NRefeSE0DjTikKBoUOxa1fa3RFYvwCzHBAHGxuMHo0RI1C8uEELzAm1GitXYsYMrUqzFqOnYakcYgD9+mHnTkPXlnfyKcCr1QgOxsWLuHwZFy9Cq/3OdmyR4IA4D3zUgh8LRxtIW+Jca5OLdfxcRHOmo1q1PKzZmOVhgGclRyVuHPFg0Ykqsdq0GG8HyazqJ8ceaGJSumTu2y+yKMAbPwrwXEEBnhMowBMDy2mAb926dVBQEIDp06cvXrw4f4vLf0e3xA0eYRKv/vrDzAqJV9FEC35f7H6OL0Zv162LPXvg5ZXdQ+zahWGDNXKVAIAdJIEY1dPiJK91K7Rpg5o18f49lEq4usLKCnZ2sLZGFi9EEQzw+PTpcdWf6kcfY4dzz52jmTPXuMYVaDTYuBG//YYPHwCAByYAUyZhBQD06oWVK+HsbNgKv9O9exgyBI8enUVrP5xgB6qsXInx4w1dWB7J2wCvVOLAAezahZs3kZj49aM8MMUQ7Yn3jog1Rwq7MQmWSoh4YKyQWBKh7ggvjjA3RLghwh3hYisTODnBxiZtFkF7e/j5oWNHFLGv3Xke4FmSKMXSfo9XXqgiZ9JGlZTjvfy9+822m7sa+xyfxooCvPGjAM8VFOA5gQI8MbCcBvj79+/Xq1dPJBLNnTt36tSp+VxdQYiNxa/9327+20PBpL0Dm+Dqav74qgdmIzw80X/BnNSf96D3J2QkMUdHHD2K4sXBMCiZdbfN69eYNw+7dzFsJ38VPD7C7+o95ydMm/Ydq7gVxQAP4O7dPxuv76vcCoAHZvYc3pw5xnJ1QEgIBg7E7dtpd4VQr8eIwdiiLVZMuWaNuHt3g1aXa2o1tm2Dv/8GSY8RWA/AxAQXLqBxY0MXlhfyKsCHh+OPP7B9O6Kjv37IHvHDsLE/dpbBKyGyuJwdgFCIkiXh7Q0PD3h6ompV1KkDN7fcVFVo5FOAZ724l+jfP/LY87LpW1qJLs/q/6Hx/FaFckKBfEUB3vhRgOcKCvCcQAGeGNh3XAO/fv36Fi1alC5dOj/rKmixrxOC551JOnerfPTVKhU1mDQJAwcCwPXr+OknzYfwC/jhNNodQPcIZHy35vHQvDk6dcKQIWDnBJBI8OefsLSEQIDhQ7Wpiv8W5cLB7S12WwTM/e7hr0U0wAM4ccL/xxdLtVPYe76+2LXLwAFHq8Xy5ZgzB3J52pYGvFtLmakNcUNdvbrszz9FJUoUklfqxg00bz5EtW4LBgNwcsLdu5xeWTxNngT4ffswYgQSEjK2WCGxAW62xLlmuFwNj4RlSsHPDxUrwtERFSvC1RXsDIcJCWAYJCXBwgIlS0LIjUUWCl6+BnjW+f3xE0bIn0oy/qD48O9OaXT7x/m1BE0a5scRCyUK8MaPAjxXUIDnBArwxMCK5iz0uqSmZtI9HhqKoCBs3PjpXpgfTqSvs5XOwpypWo0nleLt24xQl/YQkidj+S8rbPgTczX+uOgGeIBZv+HnkQlLMY0dy1C6NG7cQLFihinm6VOMGIHr19Puugk+rdcM9cMJAEzbtvHr1zPm5mKxuPC8UkuWyKf/2hRX7qIugGrVcPMmOD6FZW4DfGIixo7Fjh1pd/nQtsD5kVjnhxMCAVC1Knx90a0b6tUr3JPM5bcCCPAA1Gps/CX81wDLGGVG/vTE+yklDwz7s6lJw7r5dNzChAK88aMAzxUU4DmhEAf4QrIOLSlyMh3cXrIkhg5FcLDzic0X7bsNwWYvvG2May6IYh9PTuHduoVnz75O721x5q197bmb3XOZ3os43ojhv81VHEFne8QDeP0abdtCJivoMlJSMGMGatTISO//w/anmvJ+OAEeD6NHqw8dYrgebb81bZq4Y6sj6OyGCACPHqFfv++fnq0QuHcPNWpkpPdWCHqJsmfR+sfGcYKjhxAfjwcPEBAAHx9K75wgFGLUQvc3sTYrp0WUtIxjN76H55jQqZUb2R5tFYjYWMNWSAghhBQMCvCkMOrQwfLyyU0/nnrj1fJqg+mhJZucQvvWOJs+N5UrIrvi0ASsbIHzv+LX4+3WF3t/F4MHG7bqwmDOnE6/N7vOb+KIWAAPHqBXL2g0BXf8w4dRsSIWL04bBO0qiD6Cztsw0BYJqFsXt25hzZrCORaax8OOHW6lzQ+hqykUAA4fhr+/oasykMBANGyIN28AwBSK3zHxb7TxbuCMc+dw9So6dSpq88wVGlZWGL/E7bXEYe+W5Hol087MvkTZzudGtXB7dnf8n3mzEiAhhBBixGgIPTfQEPrcunsX27ZpbtwO/8gU00aJpZ8gFqNNG8THo25dLFiQV8tnF+Uh9Bm2bLk7ZKMvLrLz0g8divXrwc/ns4VRURg8GKdPp93l85iRTOBCzLSBFKammDsXkyez0Z0dmA2gUA2hZz1+jIYN/0r064vd7IUMgYEYOdLQVX2v7xhC//49RozA2bNpdyvg+V70qmr1DsuXY8gQ6mzPDwUzhD5T504qpg6RPPqUMZtdK5NLS4e9rrawB2ig+DdoCL3xoyH0XEFD6DmhEA+hpwDPDXkV4JOTk1Uqla2tbR7VxVnR0TA3Rz6ENwrwaebPPzznYXcc0IIPoE8f/PZbPq6zfuAAxozJmGO8Du/eGmZ0XdwFgMqVsXcvKlVK37kwB3gAR4+iS5cFzMzZmA9AIMDJk2jTxtBVfZecBviLF9GjB+LShldjAHYEYpR5o5rYsSMHS0qSHDJggAeg1WLbkugZv4qilWmfawJoeggOjW33pv6yLihXroDrMWYU4I0fBXiuoADPCYU4wNMQ+iJEKpW2adOmdevWCZ/PyFw0FSuWH+mdZJg9u8sol1UYzwMD4K+/4OmJYcMgkeTxcWJi0LUrevRIS+82PNlGDLvN1KuLu7CxwcKFuHv38/Re+P34IxYvnoUFA7ENgEaDXr0QEmLoqvJZaiqmT0erVmnp3QFxWzB4O2+g+cyJuHyZ0nshxudj8M/FXsfaLhn5vpipFIAGgj2aHg1O/FyrfPK6Cn+ETViOAwcQElKgF/MQQggh+YZ64LkhT3rgfX19L126BOCHH344f/58nhVHPkM98BnUavj57fjbeRg2KpF24tPeHrNmYfRo5MmZ0OfP4eeXdqkzgCa4uhP9SyIUIhFGjsSsWcjs/VLIe+BZEyaoVgW2QtBlNANQujSuXOHesuXZ7IG/exd9++LVq7S7DXDzMLo4iyTYtg19+hREoUWbYXvgv6wEC8dGrf3LLln9xSVRroishkfVTZ7WKBFXraagnK87mjRBxYqGqtNQqAfe+FEPPFdQDzwnFOIeeArw3JAnAf7mzZtt27bVaDTnz5/38fHJu+pIBgrwX0hORuvWT28kbMSw9RiRHuNLlcKvv+Knn/Dd3/YjI7FsGdavR2oqAFjxkpYyU4djAw8M2rXDqlUoXTqr3y0SAV6rRf/+sX+erYc7b+EFoFQpHD2KqlUNXVhOZCfAnzyJ7t3T1pXgQzsRvy/ETNPqFbBxI+p8vZAkyQ/GE+BZUim2rkpct0r5Kt4h0x1KIrQzjnR0udu4g43Qpzbat4eLS6Z7FjIU4I0fBXiuoADPCRTgiYHl1TXwwcHBEomkVatWeVQX+RoF+K8lJmLkSOzd+1xTdhqWnkSH9EeqVcOaNWjUKGftKRT47Tf89lvGWoBeeHsa7crhBSwssHw5hg/X3UKRCPAAlEq0a/f8QkRzXPoEZwBiMZYuxZgxnJnKTW+AP3kSXbtCqQSASni6GUN8cBv9+2PTprwZ40GywdgCPIthcOWi5uiWuKs3BM/CbRSaTNaesEVCY1zz45/q2V1r/ctEVKhQ8HUWJArwxo8CPFdQgOcECvDEwGgWeq6gAJ+5jx8xfTr277+sajgNS4OR1jXK46FfPwQEwMlJTwMMg5AQBAVh6VJERKRtFPI0/ZkdAZhiBwl8fLBzJ8qU0VtLUQnwABISULv2qzf8Djj5EmXZbe3aYcsWbvQ46g7wp06ha1coFADQCkGH0cXCVI3FizFhAmdOURQKxhngP6dW49kzPHyIRzeSrl9WB7+0YddoSGeLhLG8NRM7v7ebNBANGxqqzvxGAd74UYDnCgrwnEABnhgYBXiuoACvS2QkNm9mNm46+rH2NCx9jbRR7i4uGD0alSvDwwNubnBxyVhzTiLBkSM4cgT37yMyMqMlHpgB2DELC7zxBgBGjsTKldnsdC1CAR7A48do2jRRoh6NtbvQj93m4IAVK9C/v2Er009HgN+5E0OHpvW9t0LQMXQSlyuJPXtQo4YBCi3ajD/AfyUsDCdP4tgB5bWbghRFRsFWSByIbWPL/F16TBsMGQJzcwMWmR8owBs/CvBcQQGeEyjAEwMrgAD/8uXL0qVL8/N7te7CjgK8fnI5pkyRr92yDFMX4+dUmH31uEAADw84OiI+Hh8+ZDJ1dGNcm4tfmuMSAIjFCAjA6NHZP37RCvAAHj5Ehw4ID/8LfUYhUIq0r+99+2L9elhYGLY4XTIN8EolpkzB6tVpd9PSe71qOHuWlv42CM4F+HRKJa5cwbpVymOnTbRMWp88H1pfXJzpsL6Zfz0MG1aY/lFRgDd+FOC5ggI8JxTiAE9pjQBAfHx848aNfXx87t69a+haSGEnFmPNGvG2dbPFyx6jSgPc/OpxjQahobh/H+/eZaR3ATQNcHMKAq6h8VU0ac6/glatsHIlXr/OUXoviqpXx4MH6NixD/76F1VbIYjdvHs36tXD48eGLS5nnj9HgwYZ6b0H9h9HR3G9avj778IUtEjBEInQsiUOnxQ9fMTr0Vkl5GsBaME/jxbN4w42nlb/tOtgZtRojr1JCCGEFHbUA88N+d0DP2TIkC1btgDw8/M7fvx4fhyiiKAe+BwIDkbXrkzYx/uodQ+1X6JsFFw+wiMc7mEoroIJAE+8b4KrvbHHFxdFUAKAlRX69cOYMd8941SR64FPt3kzJk5EUtI6jJyI3xUwBSAWY/t29Oxp6Noy83kPfEwMVq7E8uVpF70LoJmP2dPxG69RQ5w6BeqqMhzu9sB/5cMHBAZixyZlVHxGR01V/DsJK3rVe2fqPwGdOoHLg9SoB974UQ88V1APPCcU4h54CvDckN8B/tixY+PGjYuMjHz8+HG5cuXy4xBFBAX4nImLw6hROHAAX/4h0kAgh9gCyV/sXKcO+vTBgAGws8vNMYtugAfw5g2GDMHly3dRtzf2sCvM8XiYPBmLFsHEpOAKiY1FUBBOnsT9+5DLkZgIKyvY2KBKFfj4wNsbZcuiZEmVVCp99sw+MJB/7FjGugPuCP8TPzXFFXTsiL/+MurLAIqAQhPgWXI5Nm5EwCJl2KeMb3suiJqO3/oXv2Q3uAv690epUgas8LtRgDd+FOC5ggI8J1CAJwZWANfAp6SkXLlypW3btvnUfhFBAf57fPiAM2cQEgKJBBIJYmLSbvN4qFgR9eujb1/UqoU8+r9apAM8AIbBH39g6lSZyqw/dh5DJ3ZzgwbYswclSuT78e/dw6pV2L8/bQq6HOGBGYpNv2G6nTAR8+fD358mnDe4QhbgWUoldu/GssXqkNcZ68+JoPwBF7rxDvX0S7FYPAsVKxqwwu9AAd74UYDnCgrwnEABnhiYwWehDw8Pd3Nz49F3ZX0owBu/oh7gWbduYcAA7as3v+LXhZipBR+AvT22bUPHjvl1zDNnsGgRrl//ejsfWhueTAWTJCbLvnRLJPXEvvFYVQWP4e2N3bvh45NfhZKcKJQBnqXV4vRp/L6CuXjpi88+J8RM5q0Y2uKd/bBuaNMmr84t5rdCEuBlMqSkICUFABQKpKTAxgZiMezsCsFgHArwXEEBnhMowBMDM2yAZximXLlyPB5v6NChkyZNopnqdaAAb/wowKeRyzFxItavP4eWfbE7GsXYzX36YMwY+PjkZd/2mTOYOxd37mRsMUdKL+xtjbPtcSr9WokkWN5Aw39RNRQl76MWW5IbInpg/0Bss0QSLC3x88+YOBFmXy9eQAylEAf4dNeuYetWHDuskcgynqApFJ1xpJvgSFPvj45e1mjUCA0aoE4do83zXA3woaG4ehW3b2sePHr7TP5G5pQA2yRYasGXwoY9+SiC0g6SYqKE0h5y72bFBaNHoGZNQ3NGEIYAACAASURBVNf9PSjAcwUFeE6gAJ9jarVaKBTq349kj2ED/NmzZ9u0aQPAx8fn1q1bBV8Ah1CAN34U4L+wZQsmToxItPoJf15Gs/TNJUqgd2+MHQt391w1f/Mm/P2/6HUvzg8frV09FJvsEZ+2iceDrS0YBgkJWTZkY4PhwzFlCpycclUQyWtFIcCzVCpcvIiVy1R/X/h6uohSeNcaZxvgZl3B/bKVRbzGjdCrFxo0MKpLPDgW4B8+xPHjqfuOX39mfx2NbqDhXdRNhJXe37NFQn/sHNvgfullw9GgQQFUmocowHMFBXhOoACvX2ho6KZNm27cuPHkyZP4+HitVsswjFarnTNnzsCBA729vfPkKEWWYQN8UFDQ9OnT//nnn/Xr1w8fPrzgC+AQCvDGjwL8196+xYABmuu3fsfEOZiXiozObbEYv/yCqVOR01z2+DG2bsW5c3j6NGNjScHHGZr5/8N2EZQQCtGnDzp2RJs2GQNfY2Nx4QKePEFkJF6/ZmJitGo1v2JFXqdO6N69EIyPLZSKToBPFxyM9Ws1+/YyyYpMOirsIPHBbV9c9HN/UG5CW/zvfzDQtW9f4UCAl8lw7RpOn44+evNERK0T8DuHlikw/46W+NB2w8H5ra+XXT8Jnp55XWh+oQDPFRTgOYECvB6LFy+eP38++/8oHcMwGo1GKBTyeLwZM2YsWLAg9wcqsgx+DTyAe/fulS1bNtNPFKVSuWnTpjZt2tCZGgrwxo8CfCY0GgQE4JdfohR2e9B7P3rcQT0GaZ2HtWvj11/Rvr3+ZhgGDx9i2TLs2wetNmO7Bz9itnZuWnQH0KEDlizROwfY58vIfe8TI/muCAZ4VmIiTp/G2bMIvss8e877/B98uga4+RN/T89mnxz6t8cPP8DDo8DLzGCkAV6rxYMHOH1ae+bs/bua69oGx9HxGhpr8PW/JWtLbe26/AoV4OQEsRh8PmxsYGcHiQRaLeLiEBWFZ49UV28I1Nq0C/1EUI4TrJ09PNp6wbRcLl9SMCjAcwUFeE6gAK/LokWLZs6cyd4uU6ZMhQoV2IXE2QBvZ2eXmJgIYNy4catWrcrlsYosYwjwOly4cKFFixYAhg8fvn79ekOXY0gU4I0fBfgsvXyJMWNw7hyA1yg9H7N3on/6gzVqYOJEdOmS1hEeEoInT/DyJcLC0rJ6RAQuX0ZS0hdNlhO+GazeMAZrzJAKAM2b49df0aRJdsqhAM8JRTbAfy4qCtev4/Zt3LmDB/eZlNQvRs6bQtEWZ1riXFmryEqV4FrHA02bonXrAr5a3ogCfEQEzp7F5cuakFcfQ5KuyqqfResgtIrB1xfIWFloW7Xh+/qicWNUrJitoUBhYVi9QrVhnVamMGW3uCBqtd2cbptao2vXPH8qeYsCPFdQgOcECvBZCgkJqVixIjvJ2bp165o3bw6AnaucbTk2NnbQoEEnTpzg8/mPHz+uyLVlV4yEkQf4yZMnr1ixAkBgYODIkSMNXY4hUYA3fhTg9bhxAwsX4swZAMfRcTxWvYdn+oMiEdzdodUiNFRXG5a85HHMqpFY54GPaZtatsScOWjUKPuFUIDnBArwX1GrERyM06exa7MiNMr02x0cEdsKQV3NTncc5SGcPqXABtgbRYC/ckWzeOmVIMVBput5tHgPTxW+nlAAgLOTtnNXfqdOaN4cppn8L9QvNhazJ6ds2iXWMGm98b2xZ0270/ablsDNLTfPIF9RgOcKCvCcQAE+S8OHD9+4caONjc3Dhw89/7vK6PMAD0CpVFarVi0kJGTQoEFbtmzJXcFFlJEH+ODg4IMHD549e/bw4cNeXl7f7hAbGzthwoR69eo1bdq0atWqBV9hgaEAb/wowGfLrVsYPRr//KOCyU70X8Kb/ooprfeXLISKmnjQVn1iKDY5IhYAeDy0bIl581CvXk5LoADPCRTgs6LV4to17NyuPXRAK03O5Gp5b7xZaLGox7I6vOHDkP/LuxgywKtUOHQoKWD9uvt1V2JCBDKJ0CZCpnETnq8vmjRBgwY5nncjU48eYezglGv3066id0XkJqtJ7fcPQJs2edB6PqAAzxUU4DmBAnyWqlSp8uTJk2nTpi1ZsiSj0S8DPIDff/990qRJtWvXDg4Ozs3hiiwjD/B6nTx50s/PD8DQoUM3btxo6HLyEQV440cBPrs0GgQGYtYsyGRa8E+j3W70vSFq/kntoGV4lU1etFCeLocXJfDBBlI5xHaQVMDztKvcATRqhKlT4eODYsW+7/gU4DmBArxeqam4cAHPn+PFCzy+p/jniYlKkxHX6+HO75U2198zDlWq5GsZBgjwGg2uXMGBA5JDF1fH9PoD4+LgkP6ggM8Ud9eW9BJUroyWLeHrCyv9c8znGMNg9R/Mz9M0KUohAB6YMby1KzZZCQcPyPuD5RoFeK6gAM8JhTjA53alt3fv3gGoVauW7t3Kli0L4OXLl7k8HOGo9MXn6tSpk9U+8+fPL1euXNWqVcuXL19QdRFCsiYQYOxYdO2KGTP4e/Z0UJ7sgJPp8TzjxldMTNCqFcaORevWBVQnIcbNzAwdOqBDB/aeaWIiTp1CwAL5/adiAHdQr+HTugOr75jXa5f7/BHIbBQb97x+jTVrmL/23IwpswWD9yMgGRmrSDRuqO3Tl9+5M8/ZOd/P+PB4GDee16atcOBPypv3RAx4q5kxb4ec2he10mLmhPw+OiGE5IfcBniRSJScnMx2Z+nw4cMH/NczT4ogf3//Zs2a3b1719fXN9MdwsPD58yZA6B+/fo3b94s2OoIIVlzc8P27Vi0COvXY/duvHuXtp3HQ6VKqFgRFSrA3h4aDfh8VKiAevVgDLNkEWKsrKzQqxd69hTv2YMZE1JCY8wZ8LZq//fXX/Ihe7f+MjLacfnP33nlt8FptTh/HmvXRpx8sFk7aDtuv0Op9Ad5PLRvx8yYyatfP9+vF/hK2bK4elu0eIHm17k8DcM/hfY/zLpzMnSG47r5eTNYnxBCClBuA3yZMmXu3r178eLFoUOH6tjt9u3bADy5sxQnyVvW1tYtW7Zs2bJlVjs8/W+1aB3THA4dOjQxMdHb23v27NlisTjvqySEZMXNDfPmYd48fPiAN2+QnIwaNeDubuiyCOEqHg99+qBzZ/Ml8xRLAgRytVAO8RrtqENrI3efHu17aDRq1DB0jTkRFoYdO7Tbdlx5W3wDhh/Gwc9npzMVMd2686ZORbVqBuvIEQgw6xdBpSrMTz1VqWqTO6jXaJPtqeeDvY+tgL29oaoihJDvkNuToF27dgWwd+9edum4TF25cmXPnj0A2rZtm8vDkcKqSpUqW7dunTJlSvusF5s+efLkvn37Vq5caZpF18Tjx4+DgoKeP3+uUCjyrVJCirYSJdC8OTp0oPROSO6ZmeHXxaYhr4WDeyWb8DUAIuHa4t2mobX/kc1eBpXK0AVmw+PH6N491LPpr7M1Xm/P++LiPvRMT+916uCPPxAewdu9G9WqGbZQAOjchXfusom9uRzAC5Srd335xUpjcf++oesihJAcyO0kdsnJyeXLl//48aNQKJwwYcKECRPc3d3TJ7FjGOb48eODBg2Kj4/38PD4999/7ezs8qjyooXrk9jlXlJSkrW1NcMwlStXfvz4cab7jBs3bvXq1QCOHTvWsWPHb3dQKpWxsbHFihUTCnM79iQrNImd8aNJ7LiCJrHjBJrELq+8fo3efkn3QtL+KJXAh83llrU8MQ5lyuRJ+3k/id3bt5g37+WuO3O0vx5Ad+1nfUKWFkz/AbzRo2Gcawc/fYr2vqmh0WYAhFDP5c+dMlQq8p+IUqX0/m6+oknsuIImseOEQjyJXW574C0sLI4fP25nZ6dWqwMCAjw8PEqUKME+1KBBA1dX1x9//DE+Pp7H423fvp3SO/lulpaWMTExd+7cWbt2bVb7fPyYtuJ0VhdrBAcHu7u7i0Si8ePHZ9VIdHQ0+2WUEEIIKTClS+PGI8t5s5SmAjWADyjR+sUfoyteSlq2zui64j9+RP/+/5bp2mdH6wrap/vQMz29+/ggMBAfw3lr1xppegdQqRLu/GvWoEYqADWEM7Xzy2+YuKb0ysReQ0HTLRNCjF4e9EPWqFEjJCRkwYIFGzZsUCqVYWFh7Pb0icfr1q27atUqHx+f3B+LFGUODg4ODg46dujUqZOLi0tYWFhWAZ5N+AzD6Oh3rVKlSnR0dIkSJUJDQ7NqJDk52f7/7N1nXFRH1wDws4XdhS0sS0eqNEVpgliDDWtUYsGaWBNbbLGb+GjymsQSTYwm8VFjbIkpxl6CUaPGEhsKClZEpfdtbGHr+2ES4iP33kVBAT3/D/kZOMy9u0vZM3PmjEwmk8lwuQkhhFBd4fHgP0t5A4fBmIGqK3clVmB9Y5pwbN69T1ZMf2NWU7t3J9R/h0idDlaturls/1zd//0G26zw9552scg6YSJr/Hho3rx+76+m3N3hj7/sp08xbfyOCwAPIGCa5cuPfi6dveuLyX0eOc55Bzp1qu97rG9aLVy7Zk5JvXeu+NYtyC4WPCwTa818Lp/j6mRylLKcREZ3R71rE553sL3EU+gg5shLTOU5mvJcrVJuMVvZehO3pJxjsbJYYBXxjUEh7MhenrzO7cHdvb4fG0KNW21L6B/34MGD33777d69e5mZmUVFRQEBAaGhoTExMf3798f+87WEJfR14siRIytWrCguLp41axZl20WLxcLj8cxmc1BQ0L179ygHmTJlyvr16wHg2LFjCQkJT3xWLpcrlcrjx49LpdJmzZq1bNmyzh8FqiUsoW8ssIS+UcAS+ufBZIKl7+uWreYZLX8/pe5QNJa/c8JYY8B/3gQvr2cYs7Yl9CYTfP+9YvHnH+aM/wamVO1yFwmtk6ew5swBN7dnHLh+nToF898zXEr9t7xWDOpRsH1a2InQ+W/AkCHwApvm1nMJvdEIt24Vnb5942Rp6iVDRoEs3RKWAS10YF9XVxCCJh7+7NXkxoi3HVzG9IVG29waS+gbhZe4hL4uE3j0/GAC/2Ko1eq+ffuWlpYGBAQcOnSIMmbYsGE///wzAKSkpLRq1eqJz8rl8osXL5J+je+8887GjRspBxk3bpxGo3F2dv7mm28oA7RarcFgkEqlz/5gEA1M4BsLTOAbBUzgn59r12DUAHX6I3HVR9hgGcDev+j1a1H/NxCiop5qtGdP4K1W+PVX/aKPN97t/DEsKgFX8mEXmWXaDPa77wJjbVzjcOYMLP8/w5Hj/77FZ4G1OxwbJ/x50Hgpd+L4F7MfoB4SeK22YNfZ03vKzl2ySyv2zLA0L4cX0ZPfDozd4VhS4NV+o5ycx/SDf7bfNhaYwDcKmMCjeoYJfMOxevXq06dPl5WV/fLLL02qNeKWy+XJyckjRowAgHnz5q1YsYJyEA8Pj6KiIqlUKpfLKQP+85//fPzxxwCwb9++xMTE6gGlpaVffvmlSCSKiIjA8x2eCibwjQUm8I0CJvDPlcUCu3fDhs9Uf1wWV9WrA0ACHJ8TeazHsi6s3r1qONSzJPBWKxw/rlywbP3VNl/CjELwIB/mcqxT3mV9+CG8ZK2NrlyBVctNe/axjeZ/W0R5Q+4I2DkuMiU0sRn4+YGbG3h5gacnuLn9zxnylZVw9y7cugXZ2aBSgUQCTZpARAQ0bw7smjacenEJvEKRv+nwnh2an25GnDMzbXF1FWojQ3QRMXZ+YcKAII5UCjodlD6sUBXrSwtNpcWWonxzdh6n0sg2GFkivlHqaJXJQOLCkwjNLLNJ6szhCrgmC1tdZkhLtf5500Vl+J+KBi6YusGJvn43eiQ5hkxJqPc+gjWECXyjgAk8Lbp9wnT8/Pxqc7lXFibwjYVcLs/Ozv7999/lcnnnzp179OhBGebg4KDT6Rh22s+YMWPt2rUAkJyc3LNnz+oBN27ciIiIAIDBgwfv2rWLcpA2bdpcv37d3t7+4cOHlG8F/vrrr4MHDzo6Onbr1i02NrZ6gMViKSoqEggEQqHwpfndhwl8Y4EJfKOACfyLkZkJG5bLN+0QKA3/1jPHwaUvWu1ov3UChIfbHOHpEniLBQ4eLFryzfq09l/CDAX8Ww6WkABr1kCLFk//GBqJvDxY/41109eGYuX/nFnbHG4FQaY7FHlBviuUeNiVSZ05YLWqlNZSvcgAvIfgfwdCC8CTxItBHQWpHYXX4jtaXLuGQ4cOEBsLNOfgEs83gTeb4cKFR/tTDx2wHLoXetzS1VStE5aYq2vmWtYi1BQZ7xjRyallyzreGWEywV9/wfdflOz6TSTXP1mZHwY3JzU7NXy6q8u4/sxPVL3DBL5RwASe/uufcnM7Lvg/G0zgG4saHiOXlZWlUChMJlNcXBxlwKpVq3766SeVSvXDDz+0bt26esDFixdJY8jRo0dv3bqVcpDw8PD09HQAMBgMdnZ21QO++OKLWbNmAcA333wzefLk6gFKpZKU8cfFxV28eJHyKh9//PH169dZLNbq1au9vb2rBxQUFJw9e1YoFAYHBwfX0XlItYEJfGOBCXyjgAn8iySXwzertOvWWosqhOQjLLCOZW9bNuaO29JpzHvja5rAK5WwefOlz89+lTfgFxhSCf/mUd26Whf9h9W5c20fRaNgNML+/fDV6so/L/Aer314BiywNodbr8GZjtwL8VEq365B0LEjREWBj88Tkc8lgb9/v/K3Py7tzkm+6LRf1yMDnpx68XUo7dum5LW+jm0Her2wPekGAxw/Zt2zsXTf7w5leuHjn7ID4yD7I2P6l3ed3tIuLhqe27m/tYEJfKOACTz912MC/0JgAt9YvLBz4EtKSk6dOiWXy0NDQzvRNMvt3r17VlZWRUVFUVERZcDy5csXLlwIANu2bRs1alT1gOLiYnd3dwB47bXX/vzzT8pB+vfvf/DgQQC4c+dOSEhI9YC9e/cOHDgQABYsWLBs2TLKQWQyGSlJuHPnDmXAjh07Dh48aG9vP2fOnHCqtSa5XL5//36hUOjt7d2uXTvKQUpLSzkcjtFoZLFYLBYLE/gGDhP4RgET+BevshJ2bDF9skj3sOzv7fFC0Ezl/nfuRJXz4nfp1kxtJPAqFSQn6/b8tncfa23lxIvQpuozLBYk9rN88B82VZ3Wy+/BA9iyBX7epr+bXTfd7JpAXlu4EA9/dnJMDe8kY/dIgO7dISQE6jCBl8vh/Plr228kH+f+UR51HtprweGJEBlfM6JX+dAZHu072dW4xr/uGY1w7hz8vr1w/wHWzbL/6U4vBnUC91R7v7yYDoLINwJkveLAvs7a6dXSK5fAFxdDdjYUFEBpKZSUAMnmJBIQi0EqhYAACAx8ke0eawgTeFr79++n+1R5efmdO3d++eWXBw8esNnsFStWjB07lvkYMEQHE/jG4oUl8HXi7t27aWlpWq22Y8eOgYGB1QNKSkpGjBghl8vj4uLo+u1169btjz/+AIDc3NzqTQEA4Keffho+fDgALFmy5MMPP6QcRCgUarVaHx+f7OxsyoDp06evW7cOAI4ePUq5MSE1NTU6OhoAhg4d+tNPP1EOEhsbm5KSAgCPHj1ycHConsBv27Zt7dq1LBZr7ty5Q4cOrT6CwWCYNm2aWCz29/efOnUq5VUuXLhATtPs0aMH5XtlrVZbWFgoEAicnJzsG8zbkQYIE/hGARP4+qLXw4r/q1y+kq03/9MQHiom2307e7zC/aMp1dN46gReo4HDh0u2/7bnd1GysdsJ6KaGf3vmOfBMI99iT5/JxgNVAKCiAnJyoLgY8vKgpAQKC6G8HABAJgMXF3BwAA8PCAyEoCCwtweTCR49gosX4fRJy+nfK+/mUP+qd4ayXpDcDw6+5nbHKz7IGhmpcXS0slh25eUCnQ6sVnB0BBcXaNkSWrYEsZhykH/v78YNU0ra2Z3Z+y56Hrb0zoSg6lHN3Mpf72HsO9a1Yzy7oa1tnzlp2rE878cTbhVmiqcrkJUVLClyc6z0cLP4+bMCmgv82jcJ7uJtx6+H6YeXJIF/8ABu3vy7a0NJCRQVgcEAUik4OACfr1EYM28ZMx9w7heJsgzej8CvCNzLQaaCv6eW+FApggpHULpCSTgrvYVzYbCfwb+F0DPCldU0AIKCoFkzoCr/fGEwgX92lZWVixYtWrVqFQBs3779rbfeeq6Xe1lhAt9YNK4Evk7k5+crFAqdThcZGcmlejtw/fr1nTt3AkCnTp3o+u2FhISYzWZnZ+dLly5RBkycOJG09D916hRlxUHVnoJRo0Zt27aNcpCqPQUFBQVcLrd6Al+1p+C///3vxIkTq4+gUCicnJwAoE2bNhcuXKC8yuDBg3fv3g0AGRkZYVSNiw8ePNi/f38AmDt37sqVKykHCQ4O1ul07u7uZMahuk2bNv3666+Ojo7z5s2j7F9QXFz8+eefs9ns2NhYUgFR3alTp0pKSgAgMTGR8m9baWmpXC7ncDgymezFn4mACXyjgAl8/crMhI/mVvy438Fs/TuNEYJmJu+bCf0Lfcd2g06dQPh3ffK/CXxpKVy8aLycmnq89Oxl/hFDwino/MR2aH/Pyndn8cePf9na1NWXwkI4dw7OnIGzx/Vpt3gmC0XO6QM5TSHLDYorQJQPXgXgaQaOJxQ0gbzmcCsGUvxEZe5NuF5NBaJAd5DJwMEBAKC4WJdTejNFd/ZBkxPWrqeg8+NTMISUr4tvVdH5DWnfAXYNYB+bDSoV/Lq+ZPcW1alMb63Zxk54e9A1c8gOcSkP9tY1C2M3aysN6uDuGPy//QWfg8aawOt0kJoKly7dT7535bzhlqpJNvgWg1s5yMpBVgz/M+unAOmzbR7hgcEXsgPgQTT3RruAwg6duK4DX4OuXV98X4OXOIF/7pNvfD5/5cqVN27cOHr06LRp04YNG0a5Fxch1Eh5eXl5MW68jIiIIP32GNy9e5c54MMPP5wwYQIAhIaGUgY0adJk+fLler2+Jf1SUUxMjEQiMRgMlBMNAGAymcg/+DR/ZiorK8k/6EaoSQyZjAMAhmynrKxMLpcbjUa6gNu3b//+++8AQLn3AQBKSkrIIQgDBw6kS+Dff//9v/76CwAUCgXl37bdu3dPmjQJAFatWjV79uzqAQaDgTxX4eHh169fp7zKrFmzjh07xufzt2/fTjmjcf36dXLmQs+ePcePH085yPLlyxUKhZ2d3dKlSykDUlJSyGRHt27dKMtJ9Hr92bNnAUAmk1U/AJIoKCggf+x9fX0ZXmKEGo6gINixV7TwJnw8X/3LYaHZytaA8BPD3E9/tUb/eq0Ta9NrPg+j4+zc/QRqtbU8V3ftmt2lAp8rEJsGs/XwZMmrA9/cs4d1zNvc11/n42xMHfLwgEGDYNAgABBotXDpEpw+DadPWs6fh0rj38l8DvjkwJO74svAOR1aHoWeAAAVAHcA7oAjKJ2hjARowaHqdIAnRPuWDXmTlzBAHB1tz+E0mmoviQTGzXcdN99Vp4PLl6yXDxWlnlZevSO8pWpSPZ/Ugf01bei1bIBsgPMA3wIAOENZlPBeM3d5eJi5U3/HZkMj4cWcydcwGY1w6pRm37FjhypP5zS9Zo26DqPk8Iwzc3yu2cmh0oFn0hq4OiNXqaN452AAXiYEZULQMVN3uAfse5bW317uzVvdo42y9dCm3N7doWnT2j0k9PwTeABgsVijR48+evSoUqm8deuWzbfyCCH0BE9PT09PT4YAb2/v+fPnMw9Cuv1VNbGrbu7cuXPmzFEoFEKhkDJAKpUeO3YMAAT0e71GjhzZokULAKDbMeTk5JSQkAAAlC0DCLFYDAAMeyCrZgFsTkbUZK6Bbiqh6ip0Mxo2bwMACgoKSOFD1eWeUFhYSE5S8PCgfhsKAF9//XVubq5IJKJL4Pfv308+9fPPP1Mm8AUFBd27dweAnj17JicnUw4ycuTIkydPAkBeXh7ltNT3339P6sg+/vjjDz74gHKQ0NBQk8kUEBBw/PhxyoClS5ceOXJEJBKtXr2a8g/ivXv3yOCdOnV69913KQf5/PPPi4uLAWDZsmWUzWguXbp08uRJPp/fp08fyu80vV5Pulc4Ozt37dqV8ippaWklJSVisTgyMpLye16j0Tx8+NBoNEokEieatVqFQmG1Wtls9rOcQI5qJiwMdh4Uf3gXls5T/7BfZAWWFVhXodVVa6svSG7DyFVSOWAwJ2k497XXOA27+ffLwMEBOneGzp0BlrDVakhOhpMn4fxZS8ZNlsn878+y2N7EZlmVWopFLyU4KoH6p0nIM74Woez3lrT/QK63d+PetWpvD/GdWPGdPAA8AECng4LbysIbJQUZ5Vl3TTkPTHdz7K/J/Yutrk98YRk4n9A4n8gCyAI4BJ4TChJcznXvoO3xtq9794gG3t/+2RmNf29Qz8uDR4/KMwoeZGgfPbDczHM8ZexwFpY+3pCyOjbL6igys9nAZllZYLWYrW5OxuAga1C4fWAoNzAQmjYFDw8QiTjwv/0UKirg4UNIT4ebN8wPb+ke3DVm53PzFMKqmiALsC9Cm4uGNh+eAckZVTz82cfj+779WD5vxEB8PLxKJat16AWtMFStuuAeeIRQQ8ZisejyEADg8/kk92YwbNiwYcOGMQR06tSJru9gFZsndC5atGj69OkA4Or65HsXws/P75dffgEAn2qNjquMHTuW5LR0+XlAQEBSUhJJRykDLBZL06ZNAcDX15fuKlVTCTbrqxkCyEyBzQCoQeEDw1xDnUyL3Lt3z2q1MgQ8evSI7L9Qq9WUAcXFxWRGQ0y/5XXjxo137txhsVjLly+nDDh58uSCBQsAwMnJiTKBVygUQ4YMAYDXXnuNLoFftGjRoUOHyIMKCqLYT3v06NFBgwYBwMyZM8leuer8/PxUKlWTJk1yc3MpA2bNmkUm13bv3t2lS5fqAXfu3OnTpw8A9O3b98svv6QcZNSoUTdv3gSAP//808Hhm/wtDgAAIABJREFUyX5dALBv376vv/5aLBZPmjSJso+G0WgkjS18fHwWLVpEeZUff/wxLS0NAKZPn045xZOVlUVeu9atW9M9qz/88INGo+HxeGPGjKEMuHHjxu3btwGgbdu2lD+/Wq32/PnzAODs7Ex6fxAhIbBjn3jeDdi+Uf/zzps55WSPZAQARRLoIixpGZrXKl7Yvadr9+5Syp8tuVwOABwO5/meSf4KE4shKQmSkgCAbTZDfr6luFjJYoGXF9fDQwwAej08fAipqXDjBuTnQ3GBuSDbmJPPKVXaAQCXYxXbmzxdTSHNOVFxvC5doG1bOx7v5dxraW8PTaMdm0Y/OXMhzyy7e6bobor6drrpzgPe/XKnexovjfXfXwIF4Lmj1HPHfoD90Ix1p4N7ZptwbZdBsqAhrRrfFhG9HsrLQa8HACgthdzcwuvFV08q0zK4mWVO5SCTg1Mp+OZAh6qd6tWJ+YaIYF1sJ2FkDDcwEDw8wMUFJBJWtT9bNZrpEIn+btEAwzgAf2fjRiNkZsKFC3DuaMXvx1g55f9s5AHJIeh7qLDvlE3QfNOtbuztrzXNa92G7d/WgxXYFPz9ISCgATbDa4BeUAL/8OFDABAKhZQ9rhBCCD0VFxcX5o4YUqk0KSmJeRC6PnxVevfuTde2gBAKhffv32cehOQzAGCxWCgDXnvttfv371dUVMhkMrpBtmzZolKpGPaw9ejRg+QYlIcUAIBYLCa7MBiqwFq1akUuQVdh4eTkFBQUZLFY6G7VYrFIpVK6R/oEm4UPdTKj8cy3UZM7qcmt2nw2yG5SAKDbM6LVarOysgCAFB1QSk9Pv3btGtAfjpOdnU1qIhISEigTeIPBQBptxMTE0CXw+/btI/NiI0aMoEzgb9++TeZN3nvvPboEft68efn5+VKplC6B//HHH8mBHbt27aJM4PPy8sjUW58+fQ4fPvzEZ8PD4bN1ggupM3LOngWAUUMe5GU6KhTAszOLxdawGFHH7vaxsXDq1JExY8acugqu7st69VpQ/SpWq5V8nzdv3pxMjlT39ttvb968GQDOnDnTsWPH6gHnz5/v27cvAIwePfqLL76gHCQhIeHBgwcsFiszM5My4LvvviNdVJcsWdKvX7/qAWVlZWTaNDw8/PPPP6cc5NNPP01NTQWAtWvXUhb7XLlyZdOmTQDQu3fvN954g3KQ6dOnV1ZWMkzx7N+/n+xLGjt2LOWGr6KiIjJdFRYW9sRj4XCgSROwtzcfOnTo7FmVQCAYP368QMBp1gyaNYN/poU5AJyMjAzyirRq1SowMLD6BI3RaNy3bx8AyGSybt26Ud7q9evXyQ9U27ZtKRv3qFSqe/fuAYCbmxvdRHBaWprFYnFycvKnOYCuvLxcoVAAgLu7O2Vpm9lsVqlUAMDQP0itVnM4HMqJOQBwCnJuE+TcZuy/H7FY4F6a9u6p/L+SlSevOl4p9a9q8XDbGnq7MHRzIcAx8J2UHSu81NJbEdbcGh7LD+7obtfUBzw96+fgusJCyMmBggLQ6UCp1KlNFaX6/Bzzw7uG/DK+SmnVVbK1Bm6ZQUx6HJiBkwve96FTGdRoZVQmrOzRzfx6kkPbttC0KY/Nfr4bwu3soHlzaN4cxo4VAcD16/D7EdOJPcozqWKN8e9L34LmtyzNv8oEyAT7H3QB8MAPHvrCn37ich93g4+XuVmM0L1VE/DxAT8/8PWFejwsoeF5Ed+jJpNp9erVwFgv+mz0ev33339/4cIFlUoVGBgYFRU1ePBgbKKDEEINEJvmr6+9vX1TWzvievbsyRxgs67B3d19w4YNzIPQJRhVEhMTExMTGQLYbDY5BYrB2rVrP/vsM6BfYI+Ojr5y5QrQl1cAwNatW0tKShiy9F69epEpHrpTFcVi8eLFiysrKymX1omePXuSN+501e9eXl6JiYkKhYLhFYyIiKisrHSjOdsMAJydncmX071BBwAej0da5dGpyVQCs5qMUPNyEgZVg9hksxEDQ0BVi+LVX4tcXJzg3yZ2f++Frv0zBjV4QkwmE5md0Wq1dIM8fPgwKyuLeRsO6XBBUsHqKisryewMw3N75swZsneGNAep7v79+2QGx83NjS6B/+677zQajbe3N10Cf/z48a+++goAunbtSpnA5+XlkSmeESNGUE5GAMCqVasyMjIAYPTo0ZRP7PHjx2fOnAkA33zzzeTJk6sH6HQ6Ul8TFxd38eJFyqssXbr0119/BYAbN25Q9o45f/48mcCdOXMm3e/GHj16FBcXSyQSuo1pn332GakS2rt3L+WzmpmZ2axZMwDo378/3clWvXv3PnfuHACUlpZSVvJu3bp17NixALBy5cq5c+ey2RAa7RAaHdTvPQAAlQpO7sgdOrOlyQxma3OAv8hXZYNvtsZ3zx2AOwD7gA2TAH7igGWI04L+7Zp06OPYpHsYBAVV5Y0pKSnkWR0+fPhHH31EeauJiYl5eXlcLpeuze3WrVu/+uorMBiWDhgQbXa9cVl/+w4rLdc5x+xVCB7FEKcFrQpID90ogM8oBwFYCHAFgAuwnfLTUsEfLO5aoZAV3WpQn/5vxsZCdPSTXS1mzJih1+tlMhnd+b4//vjjqVOnAGDmzJnNmzevHlBQUEBKoqKiougKD9etW5eXlwcAH3/88ZwFzkYjnDkDh3aqko9YbhWQzrhXAE7oAG5C95vQGwBADaAGyAT4E5xAHgg3rTDPm1MQ5mY3OyHSOS4QOnSAiIjH+xQeO3bswYMHAJCUlERZRJmbm0t+RURERJCGx9UdOHCgsrKSx+PR/ZVPT0+/desWALRr187b27t6gE6nI9+oLi4uUVFRlIOkpKSQX4nx8fG16atX2wSeNFumY7Vac3Nzd+zYcfXqVQCgmwV8NqWlpUuXLiUvmKOjY0ZGRkZGRlpa2sKFCxnKDhFCCKF65ODgwJCpAoBYLI6JiWEepEOHDswBrVq1ouvVRwiFQrr3oFVmzJhh8zbCw8OZU2vyhobB4sWLFy9ezBAQHR1N10ChypkzZ0hGSveWaPTo0WQpmK50RSgUknkTuhYY5FbHjBmj1+vp9oyEh4eTeSK6ShAA+OCDD3Q6Hd2+FQCIj48nZQt0PTsdHR1JOQnde0QA6NSpE6kRoDur0sPDg2wIYph8Id+HdDto4LHJF7onjcvlkvfTDN/zNstJqtiMoau/eOKWahlQJ7fa8NVkx1ANA5435kkxiQT6TfaqnKoEgNAQ1apZeWcOyE9cFKWW+Zjh35fJAnoApQXgB3nXH460hSPgAzntuXvb+BVGRlijOjlWmEtIKVBpaSndtdLT07Oysp5s111RAdevF5x/cO+qet+JwynFKQAw9MZkNVBMvgDkARz/+45oXSMxQjtFc09rRAtzTHdZyxi+iws4OYFMBnv3Fg8fvl9eAeNaR0yaRD3E5s2bNRqNr68vXQJ/7tw5MqWVlJREl8CT6bCRI0fSJfCbN28m244++ugjLpdrZwddu0LXrpLPAfLz4eRJ2LD2xJlLpAJIAvDk3yw5OF2BlgC7UsywvyBu2Y4vPHYURsO19vzDEYGasJbsgBgZp1nwhvXrdycnA0CHDh0oE/j09HRytNDs2bPpEvh33nmnuLhYJpOVlZVRBuzcuZM8V7t376ZM4HNzc0ltVN++fUmLmepmzpxJ+ukWFxczzNHbVNsfucGDB9cw0tXVdeHChbW83OO++OKLBw8etGjRYvbs2S4uLvn5+Z988kl6evrmzZvJxCRCCCGEXgU2N2k7Ojoyd9HjcDg2500iIyMjIyMZAnx8fEhqzYB0r2DQq1evXr16MQS4ubnZLCf55JNPmAP69OlDOgvQYbFYZEaDwerVq0mJJZ327dvbrEkhKzEMZs+ePWXKFKCfJvDw8MjJyTEYDHSzFQCwZcsWrVar0WjommX26NGDPF6Gc1UOHjxoNpsZrjJu3Lj4+Hig36rj6+tLXjuGypc5c+aUlpaazWa6xLhDhw5kWZsuFeHz+aSrK0MPlISEBLJFgm5DUNU3c1xcHN0g/fr1U6lUDMtmQUFBZJ6IrgZHKBQmJCTodDrK5qNEaGioXq8H+pkCoVBIJpLojjs1m80kwNVN1ndik74TmwCAVgsZ1wzpxwpuXdWlZthdzGGpjCT3+/sqOeDzs8nn5/sA9wH2giPsJR9P3371zK2P3Pw5BXqWwcQFABZYpTwtiETGUgUAWM2Wo72+UJRbiuS828Wy2+omKdZWKmgPAABFAIcAoPppfwAgsqsUCSoK1QAAjg6GrpGFAcFcn1AHBxcHR0dwcACpFBwdYfJk8/nzAAAZ93h+frTFTVBH26xqMwJDjJcXjBwJJSX8M5cAAL7+mpOQAI8eQXY25NzVPbypvXXTeidPpPzfydtC8PgNev9W2RtuAtwE3i8Gf3hYAX8XgJwevE7vLZXJwCNYbB/gwfH05EgkVldXM02FCLXKSsjMhKwsKC4GsxkcHKBJEwgKsjml9VStdmo5x1fbc+BrMtkpEok6deq0fv16ht8jT+v27dvz5s0TiUQbNmyo+sVRVFQ0adIki8Xy7bff1mZWowHCc+Abi1fwHPhGp6oLffVz4FGDgufANwp4Dnxj8e858KihslgsZL6Dx+Nh48AXz2yGBw/g4pGyvw6VnUsT3SjxqGqlXnd0AHoAENrZhXlpI1qYm8UIwztIgoPBwwMcHMBisSiVSrVabWdnR3f4js0TT8vLy8m8mJeXF90gV69etVqtPB6Prlzo9u3bpPNoq1atKGd5lErl5cuXAcDDw4PuBN+jR4+SHgeDBg2i3EZ379490pwiNjaWstgnL8+wYsXW3FwoL5SqS3rdfOigN1V/yMcAyDxgEvxzQp4nFDSFLBFUSEBlgEeFcF7ErYxwdOkd5BsY7uAb48ptFgShoWAyQUUF3Lq14r/bHt1RlJfaeev6pFtbPAK/InAHAHco8oXsULgjECZr3HLF3o5jRo5s1q8fVJvpKyoqIptNWrZs+eabb1I+IcuWLSON4dasWcMwFWhTbRP4oqIimzGurq50Wx+f2Xfffbdv377OnTvPmjXr8Y+///776enp77zzDt3OokYKE/jGAhP4hg8T+MYCE/hGARP4xgIT+IYPE/gGpaICLl+yphwrv/6XJv0u716pU4XxGY+gE3H1EV6lgf7m0Ah+RDfX8CiOnx/UYA0UPclohOvX4dIlyLigvn3DeO+hXa5CZLE+9VPJA0Mw3AuCTDco1oDwKrS6A6FWsD2OF+RHw7VISAt1yGkeZIxozefHhkNEBISHwwvcwV3bEnp3d/c6uY+nRfoeV9/g16pVq/T0dJtdkRFCCCGEEEKIkkgEXbqyunR1hn86vRcVwfXrcO2i4cY5ZWGRRcBne3qydJXsSq0ZyHEbFguw2SJ7s1gMYpmds4ddSIy4eUuOv7+AzabYNY2elp0dxMRATAzA5L+zZZ0Obt6E+/chL9v8MENTkGtWq6zZeZysIiHVWv3fDMDLgBYZ0IIugM2ySu0rWSwo1woeX+zOB6988DoMr4MW4Dpwr5siN6e1h/ORrC3BHurmkTzXdkEQEwNRUeDl9fwmaeq57cQzy8/PB6rlaPIR0vAQIYQQQgghhGrP3R26d4fu3Xlms0wul0skkto0Ekd1wt7+n5QeOAD/1q1YrZCToy0pqVQqWQ4OQo3GrrQUHmaaslJV9++Y7mYLcpT/BrPAGuqhjI4wt+ggDWnOadkSAgNZPJ4AAAwGyM6GlBQ4e9p87oQ+I8veYPq3rtwE3BSISYEYsAIUABSAR3JhJKRFwg/erLxQN3lwkNUr3JnvKQM+H8Ri8PSEgABo1qyWx9031gReo9EA1Rk8pCCW4bSS6uLj49VqdR3e2/NQtdOhJk0HUD0irxS+TA0c/kA1FlarFV+jBg5/mhoL/PPUKOAPVGOBf54aPtqfJg44B4DUDAYDkBAeD7hcuFUMt/bCP80KqThA8xag00FlJUuvB73WqtWxjKb/2SdeCFAIcBQArABFAEUA54ADZjZYrMDigokHBnvQCbgmAd/MF7AtLI7ZZDWbYPa4yRO+/E8NH9rTJfDMvUZrYvbs2bUcgTAajUB1OAo5p8TmeTOPS09PJyfyIYQQQgghhBBCdcUMQLrPmwD0ACryLxOA5t+Ys5fUNo4weczTJfBz5sx5qvjq6iqBF4vFCoWC9GB8HFl7x3PgEUIIIYQQQgi9ZBprCb1MJlMoFBUVFU98nHzEycmp5kPdv3+/lq34XwClUkm60NMd14kaCKVSaWdnRypBUMNkNBrJrhmBQICvVENGXilHR0fsbd6QVVRUkC70+Eo1cBUVFVarFVc4GjKLxaJQKACAx+PhISkNmdlsViqVIpEI98A3ZDqdjqz1NpxXymiE+/fhzh24c9N8+6pOUWIAi8VRypLK2G+/+xTZ69Ml8FVH2Nc7qVQKAOSwjceRYnhnZ+eaD/VU2X59YbFYmMA3CiwWC4+Ra+CMRiNJM/AYuQaOvFJ4OFkDx+Vy8Ri5RoHL5eIxcg2chXQyx2PkGjyz2cxisbCJXQOn0Wj4fD4ANKhXyt0d2rev7SBPdzw7p9Zqe7//8PX1BYDU1NQnPp6WlgYAAQEBdXUhhBBCCCGEEEKoIXhBJfRqtXrUqFF+fn5r1qypkwHj4uL27dt35cqVyspKMrkCACqV6saNGzwer1OnTnVyFYQQQgghhBBCdU6v15MqdwcHh6qE7nFWq5XsK9Hr9Z6enpSDFBUVkePJvL29KVfatVptbm6uVquVSqXe3t6Ug6SmpprNZi6XGxkZSRmQl5dXWFhoMBiCgoJcXV2rB2g0mr/++gsAXF1d6Qa5fPmyUqkEgE6dOtnZ2VHG1MTTrcA/s3Pnzu3bt2/Tpk11NWDLli1DQ0PlcvnatWtJbXllZeXy5cuNRmN8fLxQKKyrCyGEEEIIIVQTVqtVLpeTw5KqM5vNcrlcLpeTfINSfn7+w4cPs7Ky6Do0FRUVpaSkpKSklJaWUgaYTKY//vjj+PHjV65cobvK9evXjx8/fvz4cbo7KSgo2LVr165du0hxK6UdO3Zs3Lhx27ZtdAEXL17cuHHjxo0bs7KyKANKS0tXrFixYsWKPXv20A2yfv36BQsWLFiwQK/XUwZcvnyZBPz555+UARaLZeLEiRMnTvzwww/prvL1118PGTJkyJAhdLeakZFBAjZu3Eg3yKhRo7p37963b1+6gB9++KF79+5xcXG///47ZUBxcXFsbGxsbOzUqVPpBhk9enRgYGBgYGBhYSFlwKFDh0jAl19+STeIl5eXTCaLjo6mC5g1a5ZMJpPJZHTP6pUrV1gsFovFevPNN+kGiYyMJDFkp1V169evJ1fZsmULZYBKpSIBAwYMoLvKlClTyOO9d+8eZcCpU6cCAwPDw8MZnpBu3brFxsZ27dqVLmDdunWxsbHt27c/f/48ZUBOTk737t27d+++ZMkSukFmzpxJYmp5hHkdrMCbzea1a9eeOnWK7jvebDbfuXMHAChnVp7ZrFmz5s2bd+bMmZSUFF9f36ysLIPB4OXlNXbs2Dq8CkIIIYRQTRiNRtJMVyAQVD/plnj06JHZbLZarYGBgZQBubm5RUVFarU6LCzMzc2tegBZ55HL5V5eXh06dKAc5MSJE/fv3weAUaNGCQSC6gF37tzZv3+/1Wrt0qVLXFxc9QCr1bpixQqFQuHm5jZr1izKq+zatevSpUsqlWrBggWUuxdv3779xRdfAEBcXNz48eMpB5k2bVpRURGHw/nxxx8pA3bs2LF9+3YAmD9/fkJCQvWAwsJCkjK1bt16/fr1lIO89dZb5G336dOnKZfg9u7dS+5w3rx5CxYsoBxEKBRqtVpfX99Hjx7RPZavvvoKAI4dO0Z5q6mpqbGxsQAwatQourx32LBht27dAgC9Xk/5zvmHH34ghzpt3LjxnXfeqR6gVqu7desGAG3btiVLgtX93//93+7duwEgPT29RYsW1QNSUlKGDBkCALNnz6ZbTpwzZ05xcbFMJhs9ejRlwN69e1esWEH+0bRp0+oBpaWl5NlOTEwcOHAg5SDff/89ee3mzZtH+c2clpZGruLi4hIfH189wGq1kqw7LCyMLoe/fPnyrl27yIOivNWSkhISIJPJ6L6Zz507l5WVxZDvZGVlHT9+nIxGGWA0GlNSUuCfbl+UCgsLSc5Fd2x2RUUFCWA4J5sc5sXQ1dJgMJAvp5uNeslwuY2ps3tt79VisfTr1++3336rSfDQoUNrebnHeXp6fvnllzt37kxJScnMzJTJZO3btx82bBi2lUYIIfSKU6vV5A2im5sbZbNGg8Fw48YNABCLxSEhIZSDnDlzhqzw9OnTh7K0LTMz88iRIyaTKSoqim7z2ueff65SqQQCAV1StHPnztOnTwPAe++916xZs+oBDx48mD9/PgDEx8fTrUpNmjTp/v37crn83LlzlO+ev/vuu08++QQAPvnkk2HDhlUPqKioIO11oqOjT5w4QXmVpKSkX3/9FQCuX78eHh5ePSA5Obl///4AMGfOnM8++4xykDZt2hQVFUmlUrr31uvWrVu5ciUA7Nmzh3LRiazzAEC/fv0OHDhAOcjixYtJzjNw4EDKnOfs2bPkWV25ciVdAr9w4UIAaN68OV0Cf+TIka1btwLA2LFjKRP4wsJCkjixWCy6nOe33367f/8+QzXpo0ePSM4zatQoygCLxUJyHoYWfcXFxSSloevHXJWu0C3z1i2GttA2O0ZVBdANUhVAalQbsqdqj/ViHk7tr1KTnt82Y2pyG3QxPB6PtOimm0YEAKlUytzK183NjUxk0A3C5/ObNm0qEAgo5xmJsLAw8qPNYrEoA7y9vePi4jgcDmVROgBwuVwyF0b514GIiIjQ6/VWq5Xu4Xh6eiYlJZFIukHeeOMNrVbLkEXGxcVNmDABAPz9/SkDpFLp9OnTrVYrw62++eabr732GgBQ/lquudom8Pv37yfZu7+/f+fOnUtKSg4fPgwA48aN4/F4JpPpypUrqampIpFoy5YtgwYNquXlniCTyRgqTBBCCL1MjEYj3bv88vJyhUJhNBrd3d0pFy60Wu358+dNJpNYLKZbtNy/f39RUZHRaBw3bhzlW5bLly+TNatevXp17tyZcpChQ4darVZvb+/PP/+cMmDJkiXkD+XWrVtbtmxZPeDixYsjRozQ6XTDhg2jGyQkJOTevXscDofuXeC6des++OADANixYwdlfWNpaSlZCezcufPJkycpB1m2bBn5E3///n3KJamrV6/OmDEDAObMmUOXwC9ZsqSiosLHx4cugT9//jzJ8QYPHkz5vkehUJCFLy6XS/dH/+LFi6SvbVUf7yfYXJIilc8AUJvKxqo1nNrkADYXgmqS87DZL2iPJLOqx1KbY4xqntAy4PF4AoGA4TZIziMQCBjeWAcEBOh0Oi8vL7oAHx+fmJgYAKDrIS+RSEg2EhYWRjdIu3bt3N3deTwe3YsYGhqalJTEZrPp8gQ+n08yDTInRemNN94ICgoCABcXF8qAkJCQJUuWmM3mtm3b0g2yaNEirVbL8IwNGDCA/OqIioqiDHB3d9+8ebPFYvHx8aEbZOnSpWVlZQBAt1zcu3fvY8eOAUBwcDBlAJvNPn36tMViYUjPPvzww2nTpgFAaGgoZUCbNm1IVQvDAQGnTp1is9mkxIYyZZ07dy75JUa329fT01OlUlmtVobfA0ePHqX7FDFw4EC6coYq+fn5zAGLFy9evHgxQ0B4eDh5QhjQldVUSUpKIqk1HaFQSF5cBgwl60R0dPQvv/zCHLNhwwbmAJvPqoeHB0OJPjF58mTmgBqqbQK/efNmAAgJCbl8+TL5hh40aNCePXuGDh3ao0cPALBardOmTfv666+vXLkyePDg2t8xQgihmrBYLEqlksfj0b1RuHnzpk6n02g0HTt2pHynmJ6eThbxOnbsSPl2s7KycsmSJSaTydnZmSzWVbd06VKyg27Tpk2U89anTp0iS3Pjx49///33KQfx8PAoKioSi8UqlYoyYNWqVcuWLQP6Rcu8vDybi5arVq06e/YsAAwZMoQygU9PTyeFmlKplC6B37VrF5mAp8u9c3JyyGoh3WMxGo0k1azlHjmCLpOsk3Nhar7QxxBQ86S3TrJiuhSOxWI5OTlJJBKG41p9fHxCQ0MZyuOdnJy6dOnC4XBIakSpX79+SqWSoVlPmzZtSPZFd6SOs7MzWTxv3rw53SCTJk0iVeV0F+rYsSN5w9qmTRvKABaLRd7yMqQrc+bMGTlyJMOdREVFkW3YDOf7njx50mg00i3QAcB77703adIkhsfi5uamVCr5fD5D6fLBgwfpPkUMGDCAYZMtkZ6ezhwwb968efPmMQQEBwfbzEY+/fRT5mPkevXq1atXL4YR+Hy+zWyEYd8yERISwrBjnCAZL4M2bdrQfYMREolk3LhxzIMwbEsmmjRp0qRJE4YAFotFWVr/OH9/f7qVVcLe3r5qHpPudxHDNATBPEMEAGw2m6GsHSGitgl8ZmYmALz99ttVv2h69uy5Z8+ec+fOkQSexWKtWrXqt99+W7Vq1Ztvvkm52oAQQi+NzMxMpVKp1Wpbt25N+Xc6KysrOTlZrVa3b9+eVFJVN3HiRLlcLpPJ/vvf/1IGrFy5krw/27p1K+UgKSkpZH112LBhdFPgb7755rVr1wBAo9FQrkucPHly+vTpAPDVV19RJvAmk4kktK1ataJL4DMyMkj5K+m8Wl1lZSXJV4uLiykDoE5rSmtSuUoXU/M9cgxXsZlJ8vl8Uv3IkI0EBARwOByG93kBAQFkoc/d3Z0ywMHBYejQoY6OjnT18wCQlJRECg7pdmNGRUUtW7bMarWSVUdK27dvN5lMDO9Zp0yZ0rdvXz6fT1mUDgBhYWGpqalisZgh6T19+jR5S013oSlTpkyZMoXuywFAJBKVl5czBADA559/TjcvQ7Rt2/ZI5SeGAAAgAElEQVSPP/5gHsRmQ9/+/fuTOnw6Mpls+fLlzIOQvJpBaGgo3UojwWKxmFfGAKBFixaU26eriEQihu8NovY5DzmRm3kQhBB6adQ2gc/NzYX/LVkhs7B3796t+ohAIJgxY8aMGTPWrl3L0LkRIYSemU6nu3nzJgC4uLj4+flRxmzatKm8vFyr1dItGuzcuZP0QX3vvff69OlTPaC0tNTHx0ev1zNUHb/33nuHDh0C+qrjtLS0d999FwAWLlxIl8D/8ssvCoXCw8ODLoGv6mFDt0hblfvVJJOkW0ywGVCHWbFAIKA8/YUICAjw8PBgyN+aN29Okg26dRgnJyeyaMmQr06dOnXEiBFAv+TYuXPnAwcO2NvbM6yvXr58mcfjMew8XLNmDZn1oNuv27p1a5uZpM0SyuHDhw8fPpwhQCwW//TTT8yD2GwKGxgYOGXKFLr2woTNVc2QkBCGFwUA+Hw+XQ+tKpi/IYQQekXUNoEXCoVPnD9BKr6e6ONPptXJIgxC6JVSVlaWmZmpVquDg4PpUuv58+eTXsdLly6lDFi4cOHOnTvVavWRI0co9+Olpqa2b98eAMaMGUN3GMmaNWtIkj958mTKpdT8/Hzya4qu4yabzSb9jehav8JjSS9dTE2qjklMbXJviURCFr4YagK7d+9OjpChW1hu164dWeij297M4/GSk5M5HA5DI5wvvviCvKx0qXW3bt3oTkuqQirbGYwYMYLk3nScnJxsLlra3Ofl4+Njc7XQ5nqjg4MDNltFCCGE0LOpbQLfrFmz4uLix3sYeHl5CQSCGzduGAyGquUUsqOsoKCglpdDCNUtjUZDflQp1zZVKtX69etNJhPDAY1jxow5c+aMRqO5evUqZWufo0ePkmLOpUuXLlq0iHKQtWvX6vV6Pz8/ugRepVJlZ2eTG6YMqFpwrklqTdfmyuaqtZ2dHVlU9/T0pLtKx44dZTIZl8ulK2+Oiooi1e90BcMAcOLECZPJxFCwvXLlStKnmo6vry/DCcAEacrNICoqiq7zEMFms3v27Mk8iJubG0OLWoQQQgghVHN1kMD/+eefGzdunDBhAnm3ymazQ0ND09LSjh079vrrr5OwjIwMAMD3cAjVIbVardFouFwuXQvZFStWZGVlWSwWui2XS5cuJS1Gt2/f/tZbb1UPqKioII2ju3TpQpfAl5SUkFpunU5HGVCVFWu1WrrHwufz9Xo9Q+5dtSuYLvd2cXFJSkricrl0a8UAsHjxYrVaLRAI6DZUjx49+vXXXxeJRHS1zWKx2GbPVXI8LwNfX1/SoYqBzYJhhBBCCCH0CqptAp+UlLRx48a7d+/GxcVNmTKF7Czt2LFjWlrawoULW7du7ebmVlRU9OmnnwL9wQwIoSccPnz48uXLarV66tSplI2Iz50717FjRwAYN24cOQyiuq1bt96+fZvFYm3YsIGyx3hVHS9d5lwVQLfuDQB8Pp+sNtOtWvv7+7/99ttsNrt169Z0g+zdu9dsNjN05LLZO8rX19fmGSHkJEuj0UjXTU0ikeBOWoQQQggh1GDVNoFPSEgYPnz4jz/+ePv27ZUrV5IEfvLkyf/9739v3Ljh7+/ftGnT+/fvk12jeGY7ehVUVFTk5OTI5XJPT0+6Q4DCw8PLy8tdXFzS0tIoAw4fPrx+/XoA6NOnD+UgNUmtSYzVatVqtZRblD09PWNiYng8Hl11jFgs3rBhg0gkcnV1pbvKnj176D5FxMTE2Oy63KVLF+YAhBBCCCGEUG0TeADYtm1bZGTk+vXrq0pbW7Ro8cknnyxYsECn05HieQAYP34887EoCDUKp0+fvnXrVnl5+dSpUylXa48ePTpmzBgAeP/99+n2GOfl5cnlcqPRSHeVqpHpTop2cnKKiYkRi8UMhS1ffvmlXq+XSCR0B/DY7PvF4XBsFnsjhBBCCCGEXow6SODt7Ozmz58/f/78x6tw58+fHxsbu23bttzc3KCgoNdffz0xMbH210LoudLpdF9//XVhYaGrqys5caq6NWvW7Nu3DwDeeOMNypOxyVZtoM+9AUAikRiNRoaK8SFDhkRFRYlEInKUd3X+/v42W5SRGnuEEEIIIYTQy6G2CXxJSUlVbW1VqyqiW7du3bp1q+X4CNWh9PT05OTkvLy8xMTEzp07Vw9gs9lz584FgJYtW9Il8FXf8CUlJZQB3t7eiYmJTk5OlKedEQ8fPmS+1VatWrVq1Yo5BiGEEEIIIfRKqW0C36RJk969e48ePbpv375Vh8YhVC/u3r179+7dnJycsWPHUhaNX716leTnMpmMMoHn8/kSiUSlUtEl5wAwePDgZs2aOTs7BwcHUwaEhISQJXqEEEIIIYQQqkO1TeCNRuOBAwcOHDggk8mGDRs2atSoNm3a1MmdIUSJHFpO+ampU6ceO3YMABISEiizaw8PD/KPwsJCuvE3bNhgb2/PcORhjx49evTo8XQ3jRBCCCGEEEK1RnGy1FMZMGAAWeosLy//5ptv2rZtGxoa+umnn2ZnZ9fF7SH0N6VS2bZtWzc3t/j4eLoYf39/8o/c3FzKgIiIiA0bNhw8eHDmzJl0gwwbNiwxMbFdu3a1u1+EEEIIIYQQqmMsq9VayyHUavXBgwd37dqVnJxMjosDABaL1aVLl9GjRw8cOJDy/Cr0VORyudlsBgAXF5f6vpfnpaSkJD093d3dnbIznNVqdXR0VKvVLi4udPXtv/7669mzZ318fAYOHEh3ftvzJpfL7ezs8Hu+Ias6B14gEOAr1ZCRV8rJyYnD4dT3vSBaKpXKYDAAAL5SDZxKpSJ/Sev7RhAti8VSXl4OADwej/KYG9RAmM1muVwukUhw+3BDptFodDodALx8r1RtV+ABQCwWjxgxYu/evcXFxT/88ENiYqJAILBarX/88cfo0aM9PDxGjx594sSJqkPmEKpu9+7dbm5uXbt2/fbbbykDWCxWSEiISCTy8vKqmid6wuDBg9esWTN79uz6yt4RQgghhBBC6PmpgwS+Csnk9+3bV1xc/P333ycmJvL5fI1Gs3379oSEBD8/v/fff78OL4caF5PJlJqaqlAoKD9btep+8+ZNuhFOnjypVqvT0tLoTjVHCCGEEEIIoZdYXSbwVcRi8ciRI6syedLxKzc3d9myZc/jcqjhW716tVQqjY6O/v333ykDQkJC2rVrN2rUqIEDB9INwnBqOkIIIYQQQgi99GrbhZ6BUqk8cuTI/v37z58///yughoFV1dXjUYDAFeuXBkyZEj1AA6Hg98nCCGEEEIIIcSg7hP4goKCAwcO7N27948//jAajVUfDw8PHzp0aJ1fDjUEJpPp/PnzycnJ8+bNk0ql1QPatWsnlUrbtGlD2aAOIYQQQgghhJBNdZbA3717d9++ffv27btw4cLjne3DwsKGDBkydOjQZs2a1dW1UEMzadKkzZs3A0BMTMygQYOqBwQHB5eXl7NYrBd+awghhBBCCCH0kqhtAp+SkrJ37959+/ZlZGQ8/vHQ0NAhQ4YMGTKkZcuWtbwEavi6detGEvijR49SJvAAgNk7QgghhBBCCNVGbRP42NjYx/83MDCQrLdHRkbWcmTU0JjNZhaLxWZTND7s2bNnr169evXq1bdv3xd/YwghhBBCCCH0KqibEnp/f3+y3h4TE1MnA6IGJScnZ8OGDVu2bNm8eXOvXr2qB8hkst9+++3F3xhCCCGEEEIIvTpqm8DPnj17yJAhcXFxdXI3qGE6cuTIJ598AgDffvstZQKPEEIIIYQQQuh5q+058KtWrcLs/aU3cuRIR0dHFoulUqksFkt93w5CCCGEEEIIvYqe4znw6KUhEom2bNkSFhYWGhpa3/eCEEIIIYQQQq8oTODRvxQKBeUp7gAwYMCAF3wzCCGEEEIIIYQeV9sSevRyKC4uHjNmTPPmzVUqVX3fC0IIIYQQQgghCpjAIwCAUaNGbdu2rbCw8NNPP63ve0EIIYQQQgghRAETeAQAsGLFCi6Xa29v7+joWN/3ghBCCCGEEEKIAu6BRwAAkZGR3377bXx8fEBAQH3fC0IIIYQQQgghCpjAo7+NHj26vm8BIYQQQgghhBAtLKFHCCGEEEIIIYQaAUzgXy1KpTIvL6++7wIhhBBCCCGE0FPDBP4VUl5e3q1btx49epSXl9f3vSCEEEIIIYQQejqYwL9CBg0alJKScvPmzREjRtT3vSCEEEIIIYQQejqYwL9CVq5cKZPJpFLpRx99VN/3ghBCCCGEEELo6WAX+ldI69atT548qdfr4+Li6vteEEIIIYQQQgg9HUzgXy0RERH1fQsIIYQQQgghhJ4FltAjhBBCCCGEEEKNACbwCCGEEEIIIYRQI4AJPEIIIYQQQggh1AhgAv/SunHjhslkqu+7QAghhBBCCCFUNzCBfzmVlJR07ty5bdu2165dq+97QQghhBBCCCFUBzCBfzl98MEH5eXlKSkpS5Ysqe97QQghhBBCCCFUBzCBfzl16dLFz89PIBCsWbOmvu8FIYQQQgghhFAdwAT+5TR8+PDbt28fPXq0adOm9X0vCCGEEEIIIYTqACbwLy2BQBAfH1/fd4EQQgghhBBCqG5gAo8QQgghhBBCCDUCmMAjhBBCCCGEEEKNACbwCCGEEEIIIYRQI4AJPEIIIYQQQggh1AhgAo8QQgghhBBCCDUCmMC/PPr37z979uz09PT6vhGEEEIIIYQQQnWPW983gOrGnTt3Dh48CAB79+69f/8+i8Wq7ztCCCGEEEIIIVSXcAX+JXHq1CmStL/55puYvSOEEEIIIYTQywdX4F8SEydO7Nmz565duxITE+v7XhBCCCGEEEII1T1M4F8e/v7+c+fOre+7QAghhBBCCCH0XGAJPUIIIYQQQggh1AhgAo8QQgghhBBCCDUCmMAjhBBCCCGEEEKNAO6BRwghhBBCCCGEakWj0RgMBq1WW1lZqdfrw8LCmON37dr1559/GgyGt956q2PHjjW8CibwCCGEEEIIIYReCRaLJTc312QykXz78axbp9Pp9Xq9Xv/GG2/4+voyDHLo0KEZM2YAgFKptFgsarXaZDI9EWMymTgcDsMgx44d27RpEwC0bt0aE3iEEEIIIYQQQi+Vw4cPFxUVmUwmkjM//l+VSmU2mwcOHDhs2DCGEXJzc/38/JivEhYWxpzAV1RUZGVlMQ9SWVnp4ODAEMDn85lHoIQJfOOmVqsTEhLat2/fu3fvHj161PftIIQQQgghhF4VJHkmK9gBAQHMwb/88suJEyfMZrNKpar6wqplcL1eHxsbu3//fuZBZs6cmZmZyRAQHBzMnMDXJG2urKxkDiCD2NvbCwQCPp/v4OBgZ2cnEok4HI5EImGz2Y6OjjavMmnSpMTERDabHRERYTO4CibwjdvFixcvXbp06dKloqIiTOARQgghhBBCdMhKtUKhMJvNSqWSZM46na5du3YuLi4MX5icnPzRRx8ZjUayyq1QKCwWi0KhqApgsVgmk4nNZmqRfvz4cVIxTqe4uNjmQ7CZfms0GuYAoVCYkJDA5XLFYvHj/yVZN4vFkkqlLVq0YB5kwIABVqvV5t0ya9Gihc0LVYcJfOOWkpJC/tG+ffv6vROEEEIIIYRQ3VIqlRUVFZWVlWq12mg0KhQKo9FYUVFB9myrVKr27dszJwJ5eXnh4eEkni7m+PHj3bp1YxhELpdfuHCBIcBqtep0OqFQyBDDnHs7OTkx7xgnpk6dqlQqeTyeUCgkS99P/NfDw4N5BJFIdOzYMZsXarAwgW/c5s+fP2TIkAsXLmACjxBCCCGEUMORnZ1dUlKiUqmMRqNSqaysrNRqtRUVFUajUS6XG41GLy+v2bNnMw/SqlUr5r3W77//PnMiYGdnJ5fLma+i1WqZAx7PzEnduFAo5PF4ZPna0dGRzWZbLBbmQaZNm5aYmEi+RCKRcDgc8oVOTk7MX/i4SZMm1Tz4pYQJfKMXEBBgc8MJQgghhBBCqIYKCgoyMjIUCkVlZaVGo9FoNJWVlQqFQq/Xa7XasrIyq9W6e/duFovFMMjSpUu//fZbhoA2bdrYTOCZu6BBDXJvgUDg7Ozs6OhICsUFAoG9vT1Jvx0dHTkcjlQq9ff3Zx6kV69e5eXlZN2bOZJBSEhISEjIM385IjCBRwghhBBCCL0k9Hr94cOHKysrKyoq1Go1qTMnx4NVZeDLly+PiYlhGOTUqVMjRoxgvpBWq2XOZmufewNAq1atPDw8SIM0svRN1q6dnJxIOt2yZUvmESQSSWlpqc0LMePxeDwer5aDoDqBCTxCCCGEEEKoQThy5EhZWZlOp6ta/SbF5yQb1+l0SUlJ7777LsMISqVy8ODBzFfJz89nTuBrss5sM4GPi4sbPny4WCwmibdUKrWzs6v6X4lEIhaLbV5l27ZtNmPQKwUTeIQQQgghhFBtpaen37p1i/RXI/m2VqvVaDQqlUqr1Wq1Wn9/f+Ym5AAwZ86cW7duMQRER0czj1CT3Ntmo/KgoKBp06Y5ODiIxWJSak4qz0nNOQC4urra3Lk9cuTIkSNH2rwZhJ4KJvAIIYQQQgi90uRyeUpKCkmzVSqVWq3WaDRarVYul2u1Wp1Op1QqDxw4YG9vzzDIpk2b1q5dyxBQk8OuJRIJc4DN3NvBwWH+/PkikYjP5zs6OpLO5E5OTqRLuaOjI4/Hs9moPCwsjO6xmM1muVwukUi4XMykUD3AbzuEEEIIIYQaK7PZ/OjRI7lcTnqtVVRUKBQKsgyuVquVSqVWq506dWrr1q0ZBjlz5kxiYiLzhSoqKpgTeJtbvlUqFXMAAIwbN65///4CgUAkEpGOa2KxuOofIpHI5gI7m81evny5zQsh1EhhAo8QQgghhFC90ev1JNPOzs4mh3VbLBaFQkGWwaOjo/v27cvw5RqNJjAwkPkSvXv3Zk7gbebe5EKurq4MAeQgcalU6uDg4ODgIJFIhEIhqUInG79trq4DwIQJE2zGIPQqwwS+sSooKFi3bl1oaGjr1q3DwsLq+3YQQgghhF5pGo1GrVZXVFQolUqlUllRUcHlcvv06cP8VbGxsSkpKQwBEyZMYE7gRSKRzSO4bXY79/f3nzBhAsm9hUIh6a9G/i2VSu3t7R0cHHx9fZkHSUhISEhIYI5BCNUSJvCN1bVr15YtWwYAkydP/uabb+r7dhBCCCGEXgYWi0WpVCoUCl9fX9KujM66des2btyoVqtVKpVSqayeQgcGBtpM4G0uStssO2ez2QMGDGCz2U5OTkKhUCgUikQiR0dHkUhElsElEklAQADzIEFBQRs2bGCOQQg1BJjAN1Z3794l/wgJCanfO0EIIYQQalwyMzPXrl1Lcm+VSqVQKEjnNpVKVdUj7dGjR8xrzkqlMj09nSHAZrs1AAgODpbL5STZJkeLSSQSmUwmEolIQu7v729zkF9//dVmDELo5YAJfGOVmJjo6up67969+Pj4+r4XhBBCCKEX5+TJk6RMnSx9k38oFAryb7Va/eGHHzKfBF5SUrJu3Trmq9hc+iaL53w+XywWSyQSqVRKuqxV/a+Li4vNx1K17m2xWMrLywGAx+PVZK84QujVhAl8YxUQEGCzGgohhBBCqGFSKBQk5a5KvMkyeGBg4LBhw5i/tk+fPnq9niEgPz+feQTKDJls/K76L5/PZx5k4sSJkyZN4vF4zGEIIVSHMIFHCCGEEEK1YjabydFlfn5+zJGjRo06cOCAUqmkC0hMTLSZwEskEuYEvqKignkEf3//5OTkxzN2Jycn5i+pzmaGjxBCdQ4TeIQQQgghZNulS5cOHz5MVs7lcrniH6SCHQAcHR0VCgXzIEajkSF7h5odFf7222+bTCbHf0j+IZVKpVKpRCLhcm28xRUKhT179rR5IYTQ/7N353FRV4v/x8+w7+uAoAIqbrih5pqhXZdKS8w0s2vdzFxuZdrNyuyWWmbpt9Ts2k3NpdIyyszK8mreylxTc8ddAWNRQJZhEWaYmd8fn9+dy0UZUIEzB17PP3x8+MxheMOHM+Ob85nPwNFQ4AEAABqE3Nzc3NzcnJwcrYGXl5eXN3fu3JYtW9r59MOHD7/++ut2BhgMBrPZbP/K7eHh4aGhoQEBAf7+/lrfDgwM9PPz0z709/ev8r3KhBBz586tcgwA1EsUeAAAAFUVFRXl5OR4eXkFBwfbGZaUlNS5c2f7dzVp0iT7BT4oKOjanV5eXrY2HhgYWFJS4u3tbedOFi5cuHDhQvtJAACVocADAAA4tE8++SQlJSUnJycnJ0dbQrdtGI1GIcSrr75qf228Olc11y6BbkfPnj3XrVsXGBioNfagoCB/f39eBw4AdYkCDwAAUBcKCgpycnKys7Ov/Edubm5gYODkyZPtf+I777xz7NgxOwOq7N7+/v4tW7YMDg4ODAwMCgrSVsttG1ont7/8LoSIiIio8vJyAIBaRYFX0tmzZ81mc2RkpJeXl+wsAACgUosWLVq5cuWVK1dsq+UVtG/fvsoCf90LpPv5+QUFBQUFBQUGBrZp08b+Pbi4uBw4cMDf37/6yQEADogCr6QZM2Z89dVXQohDhw5V+ZI2AABwE8xms221XNvIysoqv36enZ29a9eukJAQO3eSn5+fmJhoZ0BWVlaVSV588cUJEyYE/Ye2eG7/WnEAgHqJAq+k9PR0baNp06ZykwAAoCKDweDs7Gz/cmu//PLLwIED7d9Pdna2/QKvLZ77+voGBweHhIQEBgYGBwcHBwcHBQVp/9r/dM29995b5RgAQENAgVdSv379goKCMjMz7V9yFgCABmvnzp1ZWVmXLl3K/o/MzMysrKysrKwrV66UlpYuW7Zs4sSJdu6hymrt5ORUUFBgf8xf//rXp556ytXV9Ya/AQAArkGBV9Jbb70lOwIAABLk5ORkZmY6Ozu3atXK/sj4+Pjc3Fw7A6o8dz08PLxPnz56vT44OFiv14eGhgYFBen1er1er21U58/oXKQdAFCDKPAAAMCx7N+/PzExMTMz89KlS9qaubaRnZ2tXQfunnvu2bx5s/07CQkJuW6B9/LyCgkJqU79DgkJ2blz501/FwAA1DgKPAAAqAtFRUUZGRmXL1/u06eP/ZEffPDB6tWr7Qy4dOlSlV/u8ccfz8/PDwkJ0eq6Xq9v1KiRXq/nDVwAAOqiwAMAgBpz+fLlPXv2ZGRkZGZmXr58OT09Xdu4dOlScXGxNsZgMPj6+tq5k7CwsGt3aivnYWFhISEhVZ4/L4R46aWXbu5bAADAYVHgAQBA1SwWy+XLl319fX18fOwMO3To0PDhw+3fVVZWlv0CP3jwYG9v7/DwcG39XCvt9q8YDwBAQ0CBFyaTSXaEqlmtVm1DibQNmdVqtVgsHCZHVlZWpm1wpBycdqTKysosFovsLA1ISkqKtmaelpZm+1c77/3y5csWi2XVqlWPPPKIbbzt6NiOlPauaRW4uLiEhISEhoY2btxYr9eLqp7OevXq1atXrwo7mbC3Qjs6/Awdme0/e1arlSPlyLTZVFZWptPpZGdBpco/PTn+kXJ2dnZycqrmYAq8MBgMtkdMx5efny87AqpgNBq1ayzBwXGklFDle3ShZnXs2LGkpMTOgKSkpOs+E9mOVEBAwOTJkxs1ahQcHBwWFma7eHuF/z/xdCYFP3YlmEwmjpTjs70mCA5OiSPl4+Pj4eFRzcEUeBEQECA7QtUMBoPZbBaVrGzAcRgMBhcXF66Q5MjKysq0puHu7s6RcmTakfLz83N2dpadRSVlZWWXL19OS0u7dOnSH3/8oW1nZGSkpqZ26dLl448/tv/p4eHhSUlJ1+739vZu0qRJSEhIs2bNyj8TFRYWakuFtiMVGBj47rvv1uj3hBpQWFhotVrtv3IBclksFq23u7q62n+hCuQym80Gg8HHx8fV1VV2FlTq6tWr2t+jlThS1V9+FxR4IYRa/zV0dnZ+5plndu3apdfrV6xYERkZKTsRKtLpdGr9UjU0tlOqOFIOTjtSzs7OHKZqevXVV1euXKmd6H7dAd7e3lX+MLX3Tm/UqFHjxo3Dw8MbN26sbVdWJ2zr6hwpB6cdKY6RI7PNJp6elODk5MRhcmS2CVX/jhQFXj0nTpw4dOiQuME/1QAA1JKVlZWWlvbHH3+kpqZmZGTMnDnTxcXes3ZJSUlGRoadAVevXq3yi7J4DgCAI6PAq8f2OsOgoCC5SQAANSIjI2PDhg1paWmpqakXL17UNiq8Fn3ChAkRERF27iQ8PNzT07Np06bh4eERERFhYWERERHaKrqm+q+vAwAAjokCr559+/YVFRVduXKFl+8CQP2QnJw8efJk+2NSU1PtF/ipU6c+99xzNZoLAAA4Fgq8kry9vXk7XABwKGazOT09PSUl5eLFi3/88cfFixcvXryYkpKSmpo6a9asqVOn2vncpk2blv/Q2dlZWz9v0qRJ06ZNIyIiGjdu3KpVK/sB6tlr/AAAwLUo8AAA3JJhw4YdOXIkPT29srduTk1NtX8P4eHhixYtaty4cdOmTSMjI8PCwuy/3B0AADRM/P8AAIDrKC4uTk5OLigo6Nmzp/2RaWlpKSkpld0aFBRU5TVHXVxcnn322ZtJCQAAGhIKPACgQSspKUlOTk5OTk5KSrJtpKSkZGZmCiFatWp15swZ+/fQrFmzo0ePaovnkZGRUVFRUVFRERERERERUVFRvOIJAADUFAo8AKDhWrhw4fPPP2+1WisbcPHiRYvFYn8JffXq1d7e3ry1JwAAqG0UeABAfVNQUHD+/PkLFy7ExcWFhITYGRkaGnrd9u7r6xsVFdWsWbPmzZuXlJTYf9cPX1/fW00MAABQDRR4AIDCLl26dO7cufP/ceHChQsXLmhnvwshNm3adO+999r59Ojo6JiYmObNm2td3fZvcHBw7WcHAAC4MRR4xezfv//nn38OCAi48847W7duLTsOAEhTWFgYFhZWVFRkZ9ilMmwAACAASURBVExycrL9O+ndu/eJEydqMhYAAECtocAr5tdff50+fboQYtmyZRR4APXVH3/8UVhYaP/sdx8fHw8Pj2sLvLe3d3R0dIsWLaKjo7t06VKbMQEAAOoUBV4xBoNB2/Dz85ObBABqRHZ29pkzZ06fPn22nOLi4kGDBn322Wf2P7dHjx65ubktW7aMLqdRo0Z1kxwAAKCOUeAVM2LEiKZNmxYUFHTr1k12FgC4ecuWLVu9evXZs2dzcnKuO+D8+fNV3skPP/xQ07kAAAAcFwVeMZ06derUqZPsFABwqzIzM3/77bfr3hQaGtq6des2bdrUcSQAAAAHR4EHANyqsrKypKSkEydOnDp16tSpUydPnvz000+jo6PtfIrWz/38/Fq3bt2qVas2bdpoG61atfL39xdCmEym/Pz8OvoGAAAAVECBBwDcGLPZnJiYePLkyRMnTpw8efLUqVOnT582Go3lx5w4ccJ+gR88eHBGRkZYWFgthwUAAKg/KPAAgBuTl5cXGxtrf8yFCxfsD/D19fX19a25UAAAAPUfBR4A8F8mkykvL8/++7cFBweHhYVdunTJtqdp06Zt27aNiYmJiYnRNlhaBwAAqHEUeABouKxWa3Jy8rFjxxITE48ePZqYmHjq1KkBAwZs3rzZ/ieOGzeurKysbdu27du3b9u2LW9sCQAAUAco8ADQsCQmJv7888/Hjh3TGntBQUGFAceOHavyTubOnVs76QAAAFApCrxi0tLSvLy8AgICdDqd7CwAlLRhw4aZM2dWdmtERET79u2NRqObm1tdpgIAAECVKPCKiYqKMpvNLVu2PHv2rOwsABxOYWGhm5ub/e7dqVMn23ZAQECnTp06dOig/du+ffuAgIDajwkAAICbQYFXSWlpqdlsFkJ4e3vLzgLAIWRmZh48ePDw4cOHDh06fPjwuXPnvv3223vvvdfOp/Ts2XPevHkdO3bs2LFjREREnUUFAADALaLAq8RkMg0YMCAvL69Dhw6yswCQ4+LFiwcPHjx06NDvv/9+6NCh9PT0CgMOHjxov8CHhYVNnz69NjMCAACgVlDgVeLj47Nt2zbZKQDI1KNHj8uXL1/3Jp1O17JlS09PzzqOBAAAgLpBgQcAlXTt2tX2Hm9ubm7t27fv8h+dOnXy9fWVGw8AAAC1hwIPAJJduXJl//79+/fvT0lJWbFihf3Bw4cPb968edeuXbt06dKxY0dXV9e6CQkAAADpKPAAUNdKSkoOHjy4b9++ffv27d+//9y5c7ab5s2bp9fr7XzuhAkTaj8gAAAAHBEFHgDqSHJy8oIFC/bu3XvkyBGTyXTdMfv37x88eHAdBwMAAIASKPAAUEcsFsuSJUsq7HRycmrTpk2PHj26d+/evXv3zp07S8kGAAAAx0eBB4A60qJFi9DQ0MzMzPDw8B49evTs2bNnz57dunXz8/OTHQ0AAAAKoMADwM0rKys7dOjQrl27du3aFRkZuWDBAvvj169fHxUVFRkZWTfxAAAAUJ9Q4FWyZcuWtWvX+vr6Pv7447xKFpClqKhoz549O3fu3LFjx2+//VZUVKTtb9asWZUFPi4urvYDAgAAoH6iwKvkwoUL//rXv4QQAwYMkJ0FaHCOHDmyZs2aHTt2HDx4sKys7NoBaWlpWVlZISEhdZ8NAAAADQEFXiWlpaXahqenp9wkQAN04sSJaxfY/f39b7/99j59+txxxx3du3f38vKSkg0AAAANAQVeJWPHjh03blxRUVGTJk1kZwEanDvuuEPbaNy4cd++ffv06dO3b98OHTo4OTnJDQYAAIAGggKvkoCAAL1eLzsFUN/k5eVt3749ODjYVtGvKyIiYt26dd27d4+Ojq6zbAAAAIANBR5AQ1RSUrJnz57du3f/+9//PnjwoNlsHjVqlP0CL4QYPXp03cQDAAAArkWBB9BQmM3mgwcPbtmyZevWrfv27bNdVEKzfft2q9Wq0+lkxQMAAADso8ADaBCWL18+Y8aMnJyca2+KiIjo379///79LRaLs7Nz3WcDAAAAqoMCD6BB0Ov15dt7UFBQ375977777gEDBrRq1UpiMAAAAKCaKPAAGoT+/ft7e3v36tXrT3/6U69evTp27Ojl5eXj4yM7FwAAAFBdFHgAaisqKvrpp58CAgLi4uLsDAsICMjJyXFzczOZTPn5+XUWDwAAAKgpFHiV7N69u7S01N/fv1+/fu7u7rLjADIlJSVt2rTp+++/3759e0lJSXx8vP0CL4Rwc3Orm2wAAABAbaDAq2Tu3Ln79u0TQmRnZ1Pg0QCZzeY9e/Zs2rRp06ZNiYmJ5W/66aefSktLmRcAAACoxyjwKjEajdoGLQUNze+//75kyZJNmzZlZ2dXuCkwMHDQoEFDhgyxWq1SsgEAAAB1gwKvkocffvjuu++2WCweHh6yswB1KiMj46OPPiq/JyYm5r777rv33nv79Onj4sJDGQAAAOo//terknHjxun1etkpAAkGDhzo7e1tNBr79u173333xcfHt2jRQnYoAAAAoE5R4AEowMPDY/PmzR07dgwICJCdBQAAAJCDAg9ApuPHj69fv95gMCxcuND+yCovMg8AAADUbxR4ABKcOHHiiy+++OKLL06ePCmE8PDwmD17tp+fn+xcAAAAgOOiwAOoO+fOnfv8888TEhKOHz9efn9JScm///3v4cOHywoGAAAAOD4KPIBaV1RUtGzZsnXr1h04cKDCTR06dBg5cuSDDz7Yrl07KdkAAAAAVVDgAdQ6Z2fn1157zWAw2PbExMSMGjVq1KhR9HYAAACgmijwAGqdh4fHsGHD1qxZ06JFi9GjRz/00EOdOnWSHQoAAABQDAVeGaWlpe3bt3dycurQocOvv/4qOw5wY6ZPn/7UU0/16tVLdhAAAABAVRR4ZRiNxvz8fCFEaWmp7CzA/0hLSwsKCvL09LQzpn379nWWBwAAAKiXnGQHQHWZzeaoqKigoKCgoCDZWQAhhCgtLf3yyy+HDBkSFRW1YcMG2XEAAACAeo4VeGUEBAQcOHBAr9fLDgKI48ePr1ixYu3atVeuXNH2rFmzZsyYMXJTAQAAAPUbBR5AdRUWFiYkJKxYsWLv3r3l9+v1+nbt2lmtVp1OJysbAAAAUO9R4AFU7fTp0+++++5nn31W/q3gnJ2d77777nHjxg0dOtTNzU1iPAAAAKAhoMADqFpiYuLSpUttHzZv3nzcuHGPP/54kyZNJKYCAAAAGhQKPICqDR06NDw8PDs7Oz4+fuLEiQMHDnRy4hKYAAAAQJ2iwAOomqur6+eff966deuwsDDZWQAAAIAGigIPoFr69u0rOwIAAADQoHESLNDQnTt3btq0aQUFBbKDAAAAALCHFXhlnD9//sMPP9Tr9T179hw+fLjsOKgPfv3110WLFn377bcWi6V58+aTJ0+WnQgAAABApViBV0ZqaurKlSvnz5//008/yc4CtZnN5oSEhB49evTr12/jxo0Wi0UIUf4i8wAAAAAcECvwyigrK9M2XF1d5SaBuoqLi1etWrVw4cKkpCTbzoCAgAkTJrD8DgAAADg4CrwyunTpsn79em9v7/DwcNlZoJ6cnJwlS5b84x//yM7Otu1s0aLF1KlTx40b5+PjIzEbAAAAgOqgwCsjKCioX79+er1edhAo6cCBA7NmzbJ92KNHj+eff/6BBx5wdnaWmAoAAABA9fEaeKBBuOuuu2677TadTjdkyJBffvnlt99+e/DBB2nvAAAAgEJYgQcaiiVLlnh5eXXq1El2EAAAAAA3gwIPNBS9evWSHQEAAADAzeMUegAAAAAAFECBB5R38eLFiRMnLliwQHYQAAAAALWIU+gBhWVmZr755ptLly4tLS0NDg6eMGGCn5+f7FAAAAAAagUr8MrIzs4+cuTIwYMHDQaD7CyQz2AwzJw5Mzo6evHixaWlpUKIoqKi3bt3y84FAAAAoLZQ4JXx5ZdfDhw48LbbbktISJCdBTIZjcbFixdHR0fPmTOnsLBQCOHq6jpx4sSzZ8/ec889stMBAAAAqC2cQq8Ms9msbfDe3Q2W1WpNSEj4+9//fuHCBW2Pk5PT6NGjX3vttZYtW8rNBgAAAKC2UeCV0aJFi/j4eHd39xYtWsjOAjkmTZr04Ycf2j4cPHjwm2++2blzZ4mRAAAAANQZCrwyhgwZMmTIEL1eLzsIpBkzZoxW4Lt16zZ//vz+/fvLTgQAAACg7lDgAWX069fvqaeeuuOOO0aPHq3T6WTHAQAAAFCnKPCASt5//33ZEQAAAADIwVXoAQAAAABQAAUeAAAAAAAFUOABh2C1Wj/++OOlS5fKDgIAAADAQfEaeEC+kydPPvnkk9u3b/f29h4yZEhkZKTsRAAAAAAcDivwgEylpaWzZs3q3Lnz9u3bhRBFRUWrV6+WHQoAAACAI6LAK2Px4sUDBw7s1q3bgQMHZGdBzdixY0dsbOzrr79uNBqFEGFhYZ9++umsWbNk5wIAAADgiDiFXhkXL148cuSIEKK4uFh2Ftwqg8Hw0ksvLV261Gq1CiGcnJwmTJgwb968gIAA2dEAAAAAOCgKvDLMZrO24ezsLDcJbtG//vWvSZMmXbx4UfuwXbt2y5cv79Onj9xUAAAAABwcp9ArY8GCBWfPns3JyenZs6fsLLh5J0+eHDJkiNbe3dzcZs6cefDgQdo7AAAAgCpR4JXh7OwcEBAQGBjo4sJ5EwqLiYmZNGmSEEK7nMFrr73m7u4uOxQAAAAABVAFgbr2f//3fzExMU899RR/iwEAAABQffVkBf6nn34aNWrUpUuXZAcBqubr6ztlyhTaOwAAAIAbUk8K/I8//lhSUiI7BQAAAAAAtUX5NcDi4uLPP/88MTFRdhAAAAAAAGqRwgV+27ZtW7duTUpKKi0tlZ0F+B8mk8nV1VV2CgAAAAD1isKn0CcnJ6enp7u7u/v5+el0OtlxACGEKCkpefbZZ0eMGGG1WmVnAQAAAFCvKLwCP378+PHjx2vbjzzyiMFgkJuntm3bti09Pd3Hx+fPf/6zj4+P7Di4jjNnzowYMeL48eNCiMWLFz/77LOyEwEAAACoPxQu8DWlrKxMdoSqWa3WpUuXbt++XQgxaNAgDw8P2YlQ0RdffPHXv/61oKBACOHq6lpWVqbEr1YDZDabtQ2LxcIxcmTakTKbzZzP4shsR4cj5eCsVqvVauVBz5FZLBZtgyPl4LQjZTabOUyOzDahlDhSTk5OTk7VPTWeAi/y8/OV+D+H7bewqKgoLy9PbhiUZzQaZ82atWLFCu3Dpk2bLl++vHv37hwmB2c0Go1Go+wUqEK9P7uq3uBIKYEnJiWYTCaOlOMrKiqSHQHVosSR8vHxqf4CLQVeGX/961/vv/9+o9Ho6+srOwv+Kz09/Yknnjhw4ID24aBBg5YsWRIUFCQ3FQAAAID6hwIv3N3dHX8F3mg03nXXXUIId3d32VnwXzt37hw7dmxmZqYQwtnZ+ZVXXpk8ebKzs7OLCzPLcVksFpPJJIRwcnLizQIcmXak3NzcuEypIzOZTNoJYhwpB6c97vGg5+C0d1bi6cnBWa1Wo9Ho6upa/XOeUffKysq01+IpcaScnZ2rP9jRa0aFq9PFxcW98MILNfsllLggXG5urvYryPK741i+fPnkyZO1/xKFhoauW7euf//+ubm5rq6uSvxSNVgmkyk/P18I4ebmxpFyZNqR8vb2vqFnNdQxg8GgvRSFI+XgDAaD1WrlfxGOzGKxaAXexcWFI+XIzGaz0Wj09PR0c3OTnQWVKioqunr1qhCi/h0pRy/wXbp0KS4utn0YHR0tMQxQXqNGjbRLYvTo0WP9+vURERGyEwEAAACozxy9wE+bNk12BOD6hg0bNnPmzD/++OP999/nfQEAAAAA1DZHL/CAI5s1axav+QQAAABQNxz9Bf2AI6O9AwAAAKgzFHgAAAAAABRAgVdGQUFBQUGB7BQAAAAAADnqyWvg165dKztCrbv33ntPnjwphDCZTLzNOAAAAAA0NKzAK0N7H3ghhJMTR62O5OTkzJ0712q1yg4CAAAAAPVlBb4haN26taenp4uLCwW+bqSmpt5zzz2JiYl5eXlvv/227DgAAAAAGjqqoDJWr169bdu2AwcOyA7SIJw+fbpPnz6JiYlCiA8//DA1NVV2IgAAAAANHQUeqOj333+Pi4u7ePGiECI8PHz79u1NmzaVHQoAAABAQ0eBB/7Hjh07+vfvn5WVJYRo2bLlrl27YmNjZYcCAAAAAAo8UM7WrVvvueceg8EghIiNjd2xY0fz5s1lhwIAAAAAISjwgM13330XHx9fXFwshOjdu/fPP/8cFhYmOxQAAAAA/H8UeEAIITZs2DBixIjS0lIhRP/+/bdu3RoYGCg7FAAAAAD8FwUeEEKII0eOmEwmIcTgwYM3bdrk4+MjOxEAAAAA/A/eBx4QQojXXnvNaDQmJiZ++eWX7u7usuMAAAAAQEUUeGVMnTq1sLAwJCRkxYoVsrPUT2+99VZZWZmLC5MCAAAAgCOiqyjjhx9+yMvLa9Sokewg9RntHQAAAIDD4jXwyrBYLEIIJycOGQAAAAA0RKw3KuObb74xm80hISGygwAAAAAAJKDAK6NDhw5CCL1eLzsIAAAAAEACzscGAAAAAEABFHg0IBkZGd98843sFAAAAABwMyjwaCgMBsOQIUMeeOCBf/7zn7KzAAAAAMANo8CjQTAajQ888MDhw4ctFsvs2bNzc3NlJwIAAACAG0OBR/1ntVqfeOKJf//730IIHx+f77//PjAwUHYoAAAAALgxFHjUfzNnzly7dq0QwsXF5YsvvujevbvsRAAAAABww3gbOTVYrdbt27cLIRo3bty7d2/ZcVTy0UcfvfHGG9r20qVLBw8eLDcPAAAAANwcCrwaLBbLyJEjhRDt27c/fvy47DjK2L59+6RJk7Ttl19++YknnpCbBwAAAABuGqfQq8FisWgbTk4csuo6d+7ciBEjjEajEGL06NG2dXgAAAAAUBEr8GpwcnJ68skni4qKoqOjZWdRQ35+fnx8/JUrV4QQvXr1Wr16tU6nkx0KAAAAAG4eBV4Nzs7Or7/+uhBCr9fLzqIGJyenli1bnjx5MjIycuPGjR4eHrITAQAAAMAt4Xxs1E++vr4bN278+9///s033zRq1Eh2HAAAAAC4VazAo95ycnLide8AAAAA6g1W4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABV4NeXl5sbGx3bp1e/DBB2VnAQAAAABIQIFXg9lsTk9PT0lJycjIkJ3F4UycOHHTpk2yUwAAAABA7aLAq0Gn0wUEBAQEBPj5+cnO4liWLl364YcfxsfH//3vf5edBQAAAABqkYvsAKiWoKCgs2fPCiH0er3sLA7kxIkT06ZNE0JYrdbo6GjZcQAAAACgFrECD1WVlpaOGTOmuLhYCPHQQw+NGzdOdiIAAAAAqEUUeKjqlVdeOXz4sBAiKipq6dKlsuMAAAAAQO2iwENJ27dvX7hwoRDC2dl5zZo1AQEBshMBAAAAQO2iwEM9BoNh7NixFotFCPHiiy/GxcXJTgQAAAAAtY4CD/U899xzycnJQojOnTvPnj1bchoAAAAAqBMUeChm8+bNq1atEkK4u7t/8sknbm5ushMBAAAAQF2gwEMxCQkJVqtVCDF79uyOHTvKjgMAAAAAdYT3gVdDbm7u4sWLhRCdO3d+/PHHZceRafXq1X369Pniiy9eeOEF2VkAAAAAoO6wAq+G/Pz8995777333lu/fr3sLJLpdLoJEyb8+OOPzs7OsrMAAAAAQN2hwKtBO2lcCKHT6eQmAQAAAABIwSn0aggNDV25cqUQonXr1rKzAAAAAAAkoMCrwdvbOz4+Xgih1+tlZwEAAAAASMAp9AAAAAAAKIACDwAAAACAAijwAAAAAAAogAIPAAAAAIACKPBwXLt3737xxRcLCgpkBwEAAAAA+SjwcFBms3ny5Mlvv/12mzZtjh49KjsOAAAAAEjG28ipwWg0pqamCiEsFktoaKjsOHVh5cqVhw4dEkJ4enq2bt1adhwAAAAAkIwVeDWcOnWqW7du3bp1e/bZZ2VnqQt5eXmvvPKKtr1w4UIPDw+5eQAAAABAOgq8GiwWi7ah0+nkJqkbb7zxRlZWlhBi0KBBw4YNkx0HAAAAAOTjFHo1+Pr69uvXTwjRsWNH2Vlq3fnz5//xj38IIVxcXBYtWiQ7DgAAAAA4BAq8GqKjo9evXy+E0Ov1srPUuunTpxuNRiHExIkT27dvLzsOAAAAADgETqGHY9m1a9dXX30lhPD39589e7bsOAAAAADgKCjwcCBWq/WFF17QtmfMmBESEiI3DwAAAAA4Dgo8HMjXX3+9Z88eIURkZOTUqVNlxwEAAAAAB0KBhwNp1arVXXfdJYSYM2cObx0HAAAAAOVxETs4kI4dO27ZsmXHjh19+vSRnQUAAAAAHAsFHg4nLi5OdgQAAAAAcDicQg8AAAAAgAIo8GpITEwcOXLkyJEjFy9eLDsLAAAAAEACTqFXQ05Ozvbt24UQ7dq1k50FAAAAACABK/BqsFqt2oZOp5ObBAAAAAAgBSvwarj99tvPnj0rhAgJCZGdBQAAAAAgAQVeDS4uLgEBAUIIf39/2VkAAAAAABJwCj0AAAAAAAqgwEOakpKS2bNnZ2Zmyg4CAAAAAAqgwEOaVatWvfbaa82bN1+2bJnsLAAAAADg6CjwkKOsrOztt98WQhQXF7dq1Up2HAAAAABwdBR4yPH5558nJycLIXr27Nm/f3/ZcQAAAADA0VHgIYHVap0/f762/dJLL8kNAwAAAABK4G3k1JCWlrZ161YhRO/evXv37i07zq3avHnz8ePHhRAxMTHx8fGy4wAAAACAAijwakhMTJw2bZoQYtq0afWgwL/zzjvaxvPPP+/kxGkgAAAAAFA1uhPq2u+///7zzz8LIcLDw8eMGSM7DgAAAACogRV4NbRq1erVV18VQtx5552ys9yqhQsXahtTpkxxd3eXGwYAAAAAVEGBV0Pz5s2nTJkihNDr9bKz3JLU1NQvv/xSCOHt7T1p0iTZcQAAAABAGZxCjzr1/fffm0wmIcTYsWMDAwNlxwEAAAAAZVDgUacmTZp05MiRJ554YurUqbKzAAAAAIBKOIUeda1Tp04rVqyQnQIAAAAAFMMKPAAAAAAACqDAAwAAAACgAAo8AAAAAAAKoMADAAAAAKAACrwavv/++5CQkJCQkBkzZsjOAgAAAACQgAKvBqvVqm3odDq5SQAAAAAAUvA2cmrw8vKKiooSQgQFBcnOAgAAAACQgAKvhv79+x84cEAIodfrZWcBAAAAAEjAKfSoXWlpac8999zJkydlBwEAAAAAtVHgUbtWr169aNGidu3aLVq0SHYWAAAAAFCYznZ1tAarsLDQ8X8IRqNRC+nu7i47yw2wWq2xsbHJyclCiN27d3fo0EF2olpnNBqdnJxcXHhxiuOyWCwmk0kI4eTk5OrqKjsOKmW1Wo1Go5ubGxfvdGQmk8lisQghOFIOzmQyWa1WNzc32UFgT2lpqeDpyeFpT0+urq5OTiyFOq6ysjKz2SyEUOJIeXh4VH/WUzOExWJx/AJvo/0/SRU7duzQ2vttt93Wrl07tcLfNKvV2kC+U0WVn+8cKUemHSmLxUItdGS2CcWRcnC2CSU7CKqFI+XImE1KKP/0JDdJddxQG6XACz8/P9kRqpabm6v9Dcnf3192lhuQkJCgbUyYMEGt5DctNzfX1dXVx8dHdhBUymQy5efnCyHc3Nw4Uo5MO1K+vr7Ozs6ys6BSBoPBaDQKIThSDs5gMFit1gbyXKwoi8WSk5MjhHBxcVHif6cNltlszs3N9fb25pQWR1ZUVHT16lUhRP07Uo5+OgHUZTAYNmzYIITw9PQcPXq07DgAAAAAoDYKPGrLl19+WVxcLIQYPnw4f/IHAAAAgFvEKfRqOHTo0McffyyEGDly5NChQ2XHqRYtsBDisccek5sEAAAAAOoBCrwakpKSPvnkEyFEixYtlCjwSUlJO3fuFEI0adJkwIABsuMAAAAAgPI4hV4NCl0nX7NmzRot85gxY7isEQAAAADcOlbg1RAXF7d+/XohRJcuXWRnqZbPPvtM23j00UflJgEAAACA+oECr4bQ0NB+/foJIfR6vews1fLDDz98+umnR44c6dChg+wsAAAAAFAfUOBRK1q0aPHqq6/KTgEAAAAA9QevgQcAAAAAQAEUeAAAAAAAFECBBwAAAABAARR4AAAAAAAUQIEHAAAAAEABXIVeDTk5OcnJyUKI9u3bh4WFyY4DAAAAAKhrrMCrYcuWLQMHDhw4cODq1atlZwEAAAAASECBBwAAAABAAZxCr4aWLVv+5S9/EUJ06dJFdpZKXb58uVGjRrJTAAAAAED9RIFXQ/fu3bt27SqE0Ov1srNcn9ls7tixY1BQ0KhRo15//XXZcQAAAACgvqHAo2b8+uuvWVlZWVlZe/bskZ0FAAAAAOohXgOPmrFx40ZtY/jw4XKTAAAAAEC9RIFHDbBarVqBd3Jyuv/++2XHAQAAAIB6iAKPGnDw4MGLFy8KIbp37964cWPZcQAAAACgHqLAowZ888032gbL7wAAAABQSyjwqAHffvuttkGBBwAAAIBaQoHHrUpJSTly5IgQolWrVm3btpUdBwAAAADqJwq8GjZu3NitW7du3bqtWLFCdpaKvvvuO20jPj5ebhIAAAAAqMd4H3g1GAyGlJQUbUN2loo2bdqkbQwdOlRuEgAAAACox1iBV4PVapUd4fosFsulS5eEEIGBgX369JEdBwAAAADqLVbg1fDYY4898sgjQgi9Xi87y/9wcnI6fPjw+fPnz5w54+LCrxMAAAAA1BYaF2pAdHR0dHS07BQAAAAA3+B6uQAAIABJREFUUJ/pHPbcbJRnO0w6nU5uEtinHSkOk4NjQqnCarVyjBwcs0kVPD0pgQmlCp6eHF89nk0UeAAAAAAAFMBF7AAAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFCAi+wAqEJJScnatWv37t1rMBiio6M7d+48cuRIZ2dn2bkA+X766aelS5e+9957YWFh195azblTs8MA5SQnJ2/cuPHYsWN5eXnBwcGRkZEjRoyIiYmpMIwJBVTp4MGD3333XWpqan5+flhYWJs2bUaPHh0cHFxhGLMJuFHJycnTpk1r167dnDlzKtzUACeUzmq1ys6ASmVnZ8+ZMycpKUkI4e/vn5+fL4To0KHDjBkzfH19ZacDJJsxY0ZiYuLy5cuvLfDVnDs1OwxQzs6dOxcsWGA2m4UQoaGheXl5RqNRp9M99NBDf/7zn23DmFBAlT766KMNGzYIIVxcXPR6fVZWltlsdnd3nzNnTtu2bW3DmE3AjTIajdOmTUtJSYmNja1Q4BvmhOIUeoe2aNGipKSk9u3br1q1as2aNUuXLo2IiDh+/PjKlStlRwNkKi4uXrVqVWJiYmUDqjl3anYYoJb8/Px3333XbDbHxcV99NFHK1asSEhIGDdunBAiISHh6NGjtpFMKMC+M2fOfP31187OzlOnTk1ISFi+fPnatWvvuOOO0tLSRYsWaX8j0zCbgBv18ccfp6SkXPemhjmhKPCO69SpU8eOHfPx8Xn55Zf1er0QonHjxjNnznR2dv7555+zsrJkBwQk2LZt24svvvjYY49t3LixsjHVnDs1OwxQzo8//mg0GmNiYp577rmgoCAhhLOz8/333z9s2DCr1bpp0yZtGBMKqNKPP/5otVpHjx49YMAAV1dXIYS3t/eUKVO8vLwyMjJSU1O1Ycwm4EYdPHhw06ZN/v7+197UYCcUBd5x7d69WwjRrVu38udsNGrUKCYmxmq17t27V140QJrk5OT09HR3d3c/Pz+dTnfdMdWcOzU7DFDOuXPnhBB33nlnhVf33X777bZbBRMKqIaLFy8KIWJjY8vv9PDwaNq0qRDCVuCZTcANMRgMixcvDggIKP+qLpsGO6Eo8I7r/PnzQoiuXbtW2K/t0W4FGprx48ev/Y/KXo9UzblTs8MA5ZSVlen1eq1glKetH9pO+mVCAVUaMWLECy+8EBkZWX6n1WrNyMgQQgQEBGh7mE3ADVmyZElubu4zzzxz3RX4BjuhuAq940pPTxdCaKdwlKftSUtLk5AJUEE1507NDgOU88orr1x3/2+//SaEiI6O1j5kQgFV6tGjR4U9JSUlq1atKigoiIqKateunbaT2QRU35YtW/bu3Tt48OBu3bppy+MVNNgJRYF3XEVFRUKIa9cYfXx8hBDFxcUSMgEqqObcqdlhQP1w5MiRr776SggxfPhwbQ8TCrgh8+fPT0pKunz5stls7tKlyzPPPGN7wRezCaim9PT0lStXNmnSRLu06nU12AlFgXdcJpNJCOHp6Vlhv5eXlxCitLRUQiZABdWcOzU7DFBdaWlpQkLChg0bLBbLmDFjOnbsqO1nQgE3pLCwsLCwUHsRSm5ublpamm1Nj9kEVIfZbF6wYIHJZPrb3/7m7u5e2bAGO6F4Dbzj0v4CdPXq1Qr7tb8AOdS7EQIOpZpzp2aHAUrbtWvXk08+uX79ejc3t6effvqhhx6y3cSEAm7InDlz1q5dm5CQMHbs2JSUlNmzZ588eVK7idkEVMe6devOnj07atSo1q1b2xnWYCcUBd5xaW/qU1hYWGG/ticwMFBCJkAF1Zw7NTsMUJTBYJg/f/78+fOzs7PvuOOOJUuW3H333eUHMKGAm+Dp6fnAAw8MGTLEbDZ/++232k5mE1Cl8+fPr1+/vnXr1qNGjbI/ssFOKE6hd1zaNUtzcnIq7M/NzRVCBAcHS8gEqKCac6dmhwEqyszMnD59+pUrVyIjIydPnty2bdtrxzChAPsKCgqOHTvm6enZpUuXCjd16tTp+++/1y6OJZhNQDWkp6dbLJYzZ87YLsVic+TIkfj4eCHEwoULW7Zs2WAnFCvwjkt7M5LDhw9X2H/kyBEhRPPmzSVkAlRQzblTs8MA5RQXF8+aNevKlSsDBw5ctGjRddu7YEIBVbl69eq8efPeeustq9Va4SbtdbN+fn7ah8wmoEqenp7h19AWwN3c3LQPtbc7bbATigLvuLS3JDlw4ED5qyYYDIZjx465ubn169dPXjTAoVVz7tTsMEA527ZtS0tL69at25QpU7T/DF0XEwqwLyQkxM/Pr6SkRPuPfnn79+8X5f7rz2wCqtStW7dl15g0aZIQIiYmRvswKipKNOAJRYF3XB06dGjTpk1ubu57772nXcu0tLR03rx5JpOpb9++3t7esgMCDqqac6dmhwHK2bp1qxDi/vvvt1RCG8aEAuzT6XTalSOWLFmSmJio7TQajZ999tmOHTs8PDyGDBmi7WQ2ATWowU4o3bVn+8BxZGRkvPjii/n5+V5eXpGRkRcuXDAajY0bN3777bcd6lqIgBSPPPKIwWBYvnx5WFhYhZuqOXdqdhigELPZPGLECFtLv1Z4ePiyZcu0bSYUYJ/JZJo5c6bW3r28vHx9fbOysiwWi7u7+5QpU+Li4mwjmU3ATdi9e/e8efNiY2PnzJlTfn/DnFDOs2fPlp0BlfL19b3zzjuLi4uzsrIyMjICAwMHDRo0bdo0Hx8f2dEA+TZs2FBaWjp06NBrZ0Q1507NDgMUkpmZabsy9nX5+voOHTrUts2EAuxwdnb+05/+5Ofnp70J/NWrV6Oiorp37z59+vSYmJjyI5lNwE34448/du7cGRYW1r9///L7G+aEYgUeAAAAAAAF8Bp4AAAAAAAUQIEHAAAAAEABFHgAAAAAABRAgQcAAAAAQAEUeAAAAAAAFECBBwAAAABAARR4AAAAAAAUQIEHAAAAAEABFHgAAAAAABRAgQcAAAAAQAEUeAAAAAAAFECBBwAAAABAARR4AAAgrly5otPpdDrdypUrZWcBAADX5yI7AAAAcFypqalpaWkuLi633Xab7CwAADR0rMADAIBKLVu2rFevXvfcc4/sIAAAgBV4AAAgRFBQ0KVLl4QQfn5+srMAAIDro8ADAACh0+kaNWokOwUAALCHU+gBAIAEZrM5MzNTdgoAAFRCgQcAAKKoqKjCVeiffPJJnU73xhtvCCGys7O1WxcvXlzhs95+++3evXsHBwf7+vrGxsY++eSTp0+fvvb+XV1ddTrdli1bhBBfffVV586dPTw8vv7669r/zgAAqD84hR4AANyMw4cPDx06NDU11bbn6NGjR48eXbZs2dy5c2fMmHHdz3r//fcnT55cVxkBAKhXKPAAAOA6Pvjggw8++ODVV19944039Hp9VlZW+VuzsrL69++fm5srhHjooYf69+8fEBBw4MCB5cuX5+fnv/zyyzqd7qWXXqpwn3v27HnjjTcaN248efLkli1b3nHHHXX3/QAAoD4KPAAAuGFz5szJzc11cXFZv379sGHDtJ2jRo166qmn7rnnntOnT7/++usPP/xwVFRU+c+aO3funXfe+dVXX/n7+8tIDQCA2ngNPAAAuDHJycnLli0TQkydOtXW3jXNmjX75z//KYS4evXqhx9+WOETLRbL4sWLae8AANwcCjwAALgxP/zwg9FoFEI8++yz197av3//Vq1aCSF27dpV4aY+ffq0b9++DhICAFAvUeABAMCNOXv2rBCiSZMmTZs2ve6Adu3aCSGOHz9eYX+LFi1qOxsAAPUYr4EHAAA35ty5c0KItLQ0nU5nZ1hOTk6FPREREbUYCwCA+o4VeAAAcGMuX75cnWEWi6WsrKz8Hg8Pj9pJBABAg0CBBwAAN6Z58+ZCiN69e1ur4uLCuX4AANQYnlYBAMCNadOmjRDiwoULVqv1umfRm81mIYROp3NyYqkAAIAaw9MqAAC4MbfddpsQ4vLly99+++21t2ZnZwcGBrq4uMycObPOowEAUJ9R4AEAQBW0FXWb+Pj47t27CyHGjRu3ffv28jcZjcZx48YVFBTodLrHH3+8TlMCAFDfcQo9AAColPYi9ry8vK+//rp169ZBQUHh4eE6nW7x4sV9+vTJyckZNGjQww8/3Lt374iIiLNnzy5btuzUqVNCiJdffjk6Olp2fAAA6hUKPAAAqFTXrl2FEFar9YEHHhBCvPvuu1OnThVC9O7d+8cff3zsscfS0tI++eSTTz75xPYpTk5OTz/99BtvvCErMwAA9RWn0AMAgEoNHTp07ty5UVFR7u7uTZo00ev1tpsGDBhw7NixF198sWPHjn5+fr6+vl27dh07duzRo0ffe+89iZkBAKivdFarVXYGAAAAAABQBVbgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEAAAAAUAAFHgAAAAAABVDgAQAAAABQAAUeAAAAAAAFUOABAAAAAFAABR4AAAAAAAVQ4AEADurUqVOnTp2SnQJAvcWDDADlUODRIFit1o8//njdunW2PZ9++qlOp3vmmWdq6f5vzieffOLr63vhwoUaSaUWBz9GR48eHTt2bFRUlIeHR3R0dHx8/K5du2okmFqOHz/+yCOPtGvXzsvLq1WrVi+88EJeXl6FMXPmzNFV4vTp07ZhBQUFy5Yte/rpp+fNm3fixIlrv1ZKSkpsbOwPP/xQzWwLFizQ6XSvvvrqDX1HNTV5a9yyZct0Ot3f/vY3+8MuX748atSooKCgwMDA4uLi2kiyfft27fAFBwebTKbKhiUkJGjDYmJirjtg69atjz76aIsWLby8vEJCQnr16vXkk08mJyfL/XJwNDzI1BnHeZC5uR9sZbQHhwkTJtTIvUlRq99C9X8heTR2XFagASgrKxNCBAQE2PasXbtWCDF58uRauv+bExcXJ4Q4d+5cjaRSiyMfo4SEBFdXV+0xU+vwQgidTjdz5swayaaKf/7zn25ubkIIT0/PZs2a2X4gqamp5YeNHTu2smecU6dOaWOOHTsWFRVl2+/q6vr+++9X+HKPPvpoZGRkSUlJNeO98847QohXXnnlhr6pmpq8NW7p0qVCiGeffdb+sAceeEAIERISMmDAgKtXr9ZGkl9++cV2pL7//nv7SYQQbdu2rXBTYWHhsGHDyh9u27abm9vChQslfjk4FB5k6pLjPMjc3A+2Mp9//rkQYvz48TVyb1LU6rdQ/V9IHo0dFivwgEMwGAzPP//8jh07ZAdBRZmZmWPHjjWZTKNHj05LS0tOTi4oKNCWC+bMmfPTTz/JDlhHjh49OmXKFKvV+o9//KOgoCApKSktLe3uu+9OSUl56qmnyo88f/68EGLfvn2F12jdurUQwmw2//nPf87JyUlISDAYDAcPHuzSpcvUqVMPHz5c/st9+umnc+bMcXd3r2bCuLi4efPm3XXXXTX3TStg586dQoijR49u27ZN+9NSLXFychJCJCQkXPfWwsLCzZs3a2MqKCsrGzp06DfffOPj47N48eKjR49evXrVYDDs3bv34YcfNplM06ZN+/bbb+V+OTgCHmQcUx08yDTMH6wqeDR2RLL/ggDUBUde3V25cuXtt9/u5eVlm5WswGsc5Bi9+eabQog+ffqYTKby+5977jkhxP33318j8RzfvffeK4R46aWXyu8sLi5u3ry5k5NTUlKSbWeTJk2EEIWFhZXd1ZEjR4QQb775pm2Pdipd+eWXwYMHd+zY0Ww211T+4uJii8Vy7f4aXBzLzc299TuxqebiWEBAQI08ldsJry3CtG/fXq/X+/n5XXcJ7rPPPhNC3HnnneKaRRjttNhmzZqdOHHi2k+cPXu2EKJp06a2o1PHX65mVfZjvMXfjZr91XJYPMhUqb4+yNhX2Q+2Mre+fG0ymYxG401/+rXq/luw80VvdAVe0Ufj+o0VeNR/Dz74oIuLixAiLy9Pp9P5+vqWvzUvL2/KlCkREREeHh6tW7d+7rnncnNzK9xDZmbm1KlTe/Xq5ePjEx0d/dhjjx07dqw6979ly5Zhw4a1bdvW09MzKipq8ODB3333XYU7P3bs2JkzZ7y8vPR6vU6nq9nvXRWOfIx+//13IcSYMWO0e7AZOXKkEOLAgQM18hNwfPv27RNCPP744+V3enp6jh071mKxLF++XNtTUlKSnp7eqFEjb2/vyu7qypUrQojGjRvb9jRq1MjFxSUzM1P78Jdfftm8efO8efOu+0f9yixevLj8qyi1aygsXrx47969sbGxXl5ebm5ubdq0ef75520vqbXzi2H/N0oIsXLlSp1O9/777+fn5z/66KO+vr7z58+fOHGiTqersFoohCgtLfXz89PpdLZfmOo8ONj3zDPP6HQ67XvRXn9YVFSk3XT06NFHH320Q4cOvr6+PXv2fPrppy9dulRlePtfztXVdcSIEQaD4V//+te1t37xxRdCiFGjRlXYf+XKlUWLFgkh3nnnneu+PHL69Ok+Pj6pqakVLipRx1/uum7ud8DOfk1tHJ36gQeZBvsgcxM/WJvPPvvsvvvuCw0NbdWq1V/+8hftbzfXqvKnPWjQIJ1Od/ny5WnTpgUHB7u5uUVERIwcOXLLli03cW9SvoVb/IWsjCM8GqMi2X9BAGrdBx98MG7cOCGEm5vb+PHjn376aet/VndHjx7dtm1bZ2fn2NjYzp07a5MiLi6u/J/kd+zYER4eLoRwcXGJjo7WXp7n5ua2bt06O/dvtVptz6+hoaFt27b18/PTPlyyZEllUfV6vWiQK/COfIzi4+ObNm36888/V8isFfvw8PBa/ck4CNtfTIqKiircpB2mAQMGaB9qV4rq3bu3nXvLz8/38vLq2rVrXl6etmfmzJlCiDVr1mgf9ujRo2/fvjca8t133xXlVti0YBMmTPD29nZycurUqVNsbKz2N7K4uLiysjJr5b8YVf5GWa3WFStWCCEWLlx4++23CyECAwMXLly4detWIUTjxo0rLCl88803Qog2bdpoH1bnF6/KxbFPP/10/PjxWrbx48ePHz9eeynv6tWrtdNcXV1dmzdvrn3LoaGhv/zyi/3wlX0hbRGmc+fO2gtGHnrooQoDDAaDh4dHy5Yt9+zZI/53EWbZsmVCiE6dOtlZY9myZcvatWuPHz8u5ctV5qZ/B+zst9bC0ak3eJBpyA8yN/GDtVqtFotl4sSJ2vfl5uam/Q/Kz89v0qRJ4n+Xr6vz0x44cKAQ4r777tPusFGjRs7OzkIIJyent956q3za6tyblG/hVn4hr8tBHo1xLQo8GoTKTs8WQrRr1+78+fPazl9++UV7Ldxvv/2m7SkuLtZO1Zv+/9q786Cqyv+B489lFSRRFrERI0lRwWU03MIFsU2tMA1x3MbUaiJ1tHGUdAozccHBdcbdLP06WjIqhcuIUpTrqOCSBJqYKxiKgMIICPf3xzPf87vfu3G5Fy6ceL/GP/Tcw3Oec87jw/O55zmfZ968srIyrVZbXl6+aNEijUbj6up67do1U+XLJwlubm6HDx+WWyorK9euXSuE8Pf3N1XPJhvAa9VzjxRyODh8+PC6OHsVkOM/w4lwixYtEkK88sor8p/yCc/IkSOXLVvWrVu35s2bd+7cOTo6OjMzU/en5MDRx8cnMjKyW7duQoiIiAj5pczevXuFEKdPn65tDY0OAYUQXbp0uX79utz466+/yiQ6v/32m9xi2DAsbFFyeBoQENCpU6czZ87IjZWVlfJ/sdI+pYkTJwohFi9erLW44Vk3u/XmzZsuLi4ajWbhwoVyuuPjx4+jo6NlVcvLy81U3hRlDFdVVdWmTRt3d3e9qcs7d+4UQixYsODMmTN6Yzj5WEa+2GwhOx/OKFvagJnt9XF3/k3oZJpsJ2PdhZWTt52dndevXy9rcv78eSX3oRL9Wni1ZQAvhOjTp48ccjx58kT+ohdCnDt3rlalNcgpWN0gTWkMvTGMIoCHDVat0kZF2e+PDWGtqeBQo9Ho/cqPiooSQnz33Xfyn/Hx8UKICRMm6BU4bdo0IcTHH39sqvwtW7Z4eHh8+umnej/o6+srhCgpKTFaz7oN4H//3a7354cfbKqtWu6RlJqaKr9HSEtLq+WJ/r+ysrKomtQ4xMzIyKixkDp5bVK+4TZ79mzdjU+ePHnppZeEEH5+fnLLmjVrxH+5uLgoU1idnJxWrVql+7MHDx4cMGBAixYtunTp8tVXX8kHO5WVlUFBQaNHj7aihkaHgBqNJiMjQ3c32X42btwo/2nYMCxsUXJ4qjuw091t/vz5ypby8nJPT0+NRpObm6u1uOFZN7aW2bmnTp2qu091dXWPHj2EEEoWblOVN0oZw2m1Wrms4549e3R3ePfdd4UQly9fNhzD9enTRwixevXqGo/SUIczysY2YGp7fdydGsXFxZnvB9LT0+UO+/btM1VIdHR0VFTUjBkzTO2wceNGWUhBQYHVVaWTabKdjBUXtqqqqkOHDkIIvQf72dnZ8rUIJfq18GrLAL5Vq1bFxcW6u8m5DO+8806tSmuQU7C6QZrSGHpjGEUADxtER2uFsN8fG4YypoLD3r176+0pM5Nt3bpV/jMsLEwIcerUKb3dZLr4oKAgU+UblZeXJ6M+ZVKfnroN4P/zH7veHxuXVFPLPSotLY2NjZUz6xYtWmT5CRoqKSkRNfnxxx/NF3Lw4MEaC8nLy7OlntKJEyc0Go2jo+OCBQtyc3OLi4uPHz/eq1cveQgfHx+528yZM+UYaP/+/fJRzOPHj+U6w46OjufPnzd/lA0bNjg6OioLQdWK0SFgr1699HabO3eu0JlHatgwLGxRcnhqWL58YTI4OFjZIu/RwIEDzVTesOFZN7aWoY7hjMRt27YJIT744APzlTdKdwwn81G///77yqdFRUUuLi5y3GY4huvYsaMQYu/evZYcqEEOZ5SNbcDU9vq4OzWSUbGZfuD777+XO8THx5sqRPZ4HTp0MLWDsmD1rVu3rK4qnUyT7WSsuLAyK6Gnp6d8Iq1LZkNUol8Lr7YM4OfMmaO3mzyQq6urnL5hYWkNcgpWN0hTGkNvDKP+JycT0NTI9WZ06eWzuX79uhBiy5YtO3bs0N3+9OlTIYTsfM3QarVXr17NysrKzc3NyclJTU0tLy+3vdpNSqO6R0lJSZ9//vmdO3c8PDxWrlypjFmbgrCwsMTExNjY2Pj4ePk0QAjh4uIyc+bMtWvXKtmkpkyZMnz48ODg4Hbt2sktLVu2XLlyZX5+/u7duxcvXrx//35ThygrK1u0aNHUqVM7deokhCguLp4/f/6RI0eKi4v79eu3dOlSOQ+2VuQYQleNOatq1aICAwP1fjwiIsLb2zsrK+v69evy6ElJSUIIOcFVUR+dQ3l5+d27d52cnDp37qz3kbx0ubm55itfo9dee61du3aHDh0qKSmRE56Tk5MrKirkBFpDMkPS/fv3a3ugBjmcwsY2YHS7He6O2tHJ0MnoMn9h//rrLyFEcHCwm5ub3m69e/fW/Wq7VldbSbWjCAgI8Pb2fvTo0f379/39/WtVWoOcghUN0hIN1RvDKAJ42GDtWrFkif0O17ZtnRfZqlUrM59WVFTIjLXbt283tcPz58/1kpMrVq9evWzZsgcPHijHGjRo0NOnT4uLi22rtaUiI8WNG/Y5lBBCmL2WthTbKO7Rw4cPY2Ji5JuTY8aMSUhICAgIqO256GnevPmNmu6Qn5+f+R3Cw8NrLEROm7Td7Nmzhw4dun379szMTEdHxz59+sh8uWvXrpWTR4QQPXr0kBMp9Xz00Ue7d+/OzMw0U/6qVauKi4vj4uKEEGVlZX379s3JyXn11VcDAwOPHTuWmpr6+++/y1l5lrMkxa6u2rao1q1b6+3g5OQ0cuTIbdu2JScnz5kz5/nz58nJya6urnLZAqmeOof8/Pzq6urWrVvL56W6ZPajO3fu6G40rHyNNBrNmDFjEhMTk5OTZbRgKgWx5O/vn5GRIceppmRmZqalpfn6+k6aNKlhDyfZ3gaMbrfD3TFq165dz549E6b7gVGjRg0YMEAI4eXlZaqQa9euCSHkm7RGxcfHx8bGiv9N/G4FOhnR5DsZhfkLK5PeG21vyjc7ovZXu02bNob7+Pv7P3r06Pbt261bt65VaQ1yCrVtkBZqkN4YphDAwwatW4s6GmE0Ti4uLt7e3oWFhc+ePZMJPy2XkJAwb968Fi1afPHFF6+//nr37t3l4KN9+/Z2C+A9PISHh319zkYSAAAJn0lEQVQO1WDsc49u3boVFhZ27969kJCQzZs3y5y6tnNwcLD9IZu7u7s9n9R1795dLgyjSElJEULIx1lmyErKSbxGl0t8+PBhQkLCrFmz5GhmxYoVOTk5mzZtkhl6r1692r9//5iYmPpet6+2Lcrok42oqChlbJ2WllZYWDh69Gjlq6j66xzatGnj4ODw8OHDqqoqveG1HP/pjU2teywzduzYxMTEPXv2TJw4saioKDU1tWvXrsHBwUZ3HjJkyE8//SRzU5taJnPTpk2bNm2aPHmy0TGcnQ8n6qgNGG63z90xVGNE7eHh4VHTr4oaOxlfX9+6+qKQTkZPE+xkLCFD3Ly8PMOPdF9Pq+3VVr7y0CUjbT8/P1uGHIbq6RTqj/17Y5jCOvCAOfKVP/nwQVdRUVF6evrly5dN/eC6deuEEElJSUuWLImIiFAeHchXj1CH6vselZSUvPXWW/fu3ZsyZcqFCxfqKnpXnWvXrl24cEFZ6kkh1y567733hBAlJSVr1qyRSYz0dpOPZYKDg039Io+Pj3d2dpav6gkh0tPT27dvr6yvExISMmnSpIyMjCdPntTdORlndYtSDB061MvL69SpU//884+c2jphwgTl0/rrHFxdXdu2bfv8+fPs7Gy9j/744w8hhEyYZKPQ0NDAwMDU1NTCwsIDBw6YmUIphBg9erSzs/OVK1dksmVDlZWVsgkNHTq0MRxOsr0NGLLP3VE1Ohk6GcvJ72uysrLkBBNdequj1+pqG178+/fvP3jwwMnJSU67q8POoZ5Oof40SG8MowjgAXMiIiKEEImJiXrb4+LiwsPDzbxoV1BQIIQIDQ3V3Xjjxo179+7VQzWbtPq+R99++21OTs6IESO2bdsmMwA1TVu2bAkNDf366691N168ePHkyZMvvvjiqFGjhBAvvPBCfHz89OnTjxw5ovfjcrGZ/v37Gy3877//Xr9+/YIFCzw9PZWNeqNw+bSnqqqqLs7GHKtblEJOcK2urj5w4MD+/fu9vLyGDx+ufFqvncOQIUOEEDIjlC6ZuFvJZ2aj6OjoysrKffv2/fDDD0IImeLYqHbt2slUEXPnzjU6tzk+Pj4/P9/Ly+vtt99uJIcTddEGjLLP3VEvOhk6Gcu1bdu2S5cuRUVFcr1xhUyFoLulVld769at8sVyRUJCghBi4MCBco56HXYO9XQK9cr+vTGMs3PSPKBByG+dnZycSktL5RaZq3P69Ol6e86ZM0foZDh//PixfC1wxowZhYWFsqh169ZpNBp3d3e5XovR8mUelOXLlyslp6amtm/fXv6/u3nzptF6sg58I7xHISEhQojjx48/N6G+rkgjI19JdXZ2lqvIVFdXnz59Ws6WXLZsmbKbHHz7+voeO3ZMbnn69OmXX36p0Wi8vLzy8/ONFj5hwoSAgAC5yJO0cOFC3bucnZ3dsmVLmQvXFKN5jJUsvgr5pq5ePl7dhmFhi5I5lg3bp3T48GHx35dC9RZzsrDhWZcgOjc3Vy7RHB8fLxN0FxcXjxs3Tgihe4XNV16PbiJi6dKlS0KI0NBQZ2dn3e2GiYi1Wm1paWnPnj2FEK6urkuXLs3MzKyoqKiurr58+fKHH34oz1p3tQU7H84oG9uAqe31cXf+TehkmmwnY92FlTGki4vL5s2bZU3+/PPPbt266a3BZuHVVtaBDwsLu337tlarLS0t/eabb+S3PCdOnKhVaQ1yClY3SFMaQ28Mowjg0VTId8M6deo0bNgwrcXBoVarTUlJkb+9HBwcgoKCZDmOjo56a2PolX/gwAHZNwUFBUVERMhlVyIiInr37i2E6Nix486dOw0r2ZQDeG2jvEcVFRWGqXp0mVlX6d9n6dKl8qx9fHy8vb3l38eNGycX15EqKyvlDRJCeHl5vfzyy3Ig4u3tfejQIaPFXrx40cHBYceOHbobS0tL5Suv/fr1GzZsmJubm4uLy+nTp81Uz7ohoNagYWgta1Hmh6cVFRXK+6gnT57U/cjCzsG6sbWsWLNmzeSYqWPHjrIB+/n5paenW1h5PYZjOK1Wq+SgXrJkibLR6BhOq9UWFBQMHjxY+V/j4uKipENzc3PTjc3sfzhTbGkDZi5vnd+dfxk6mabZyVh3Yaurqz/55BN5ps2aNZPfZTg4OCxfvlzvxy252jKAVxIB+vv7y0fuGo0mLi5OtxqWlNYgp2BLgzSqkfTGMMQUejQVGzZsCAgIuHnzZo0pu/WMGDHi4sWL06ZN69Gjx927d318fMaNG3flyhXddK+G5UdGRh49ejQ8PPzRo0dZWVldu3bdunXr0aNHly9fHhoaeufOHebSG2qE9+j27dt2mE6pFrGxsYcPHw4PD9dqtVVVVYMHD969e/euXbt00xQ5OTmtWLHi559/fvPNNzUaTUFBQWho6IwZM7KysoYNG2aq2JCQkPHjx+tudHd3P3v2bExMzIMHD86ePRseHn7u3Ll+/frVx3kZNjwLW5QZzs7OI0eOFEIEBgbq5U2o785h6tSpZ86cGT9+fIcOHfLy8nr27BkTE3Pp0qVBgwbZUqyesWPHyr+YSkGsy8fH55dffklKSpo8eXLfvn2bNWvm7e09aNCgzz77LDs7e968eY3tcKIu2oBR9rk76kUnQydjOY1Gs3Hjxl27do0YMcLT07O0tDQiIiItLc3wxWzLr/asWbNSUlLk6wm+vr6RkZEpKSlysoYVpTXIKVjC6uGWaIjeGIY0WoMsIAAAAADQRLzxxhvHjh07ceJEWFhYQ9cFqAFP4AEAAAAAUAECeAAAAAAAVIAAHgAAAAAAFXBq6AoAAAAAQIOJjIzs3LmzzAMPNHIksQMAAAAAQAWYQg8AAAAAgAoQwAMAAAAAoAIE8AAAAAAAqAABPAAAAAAAKkAADwAAAACAChDAAwAAAACgAgTwAAAAAACoAAE8AAAAAAAqQAAPAAAAAIAKEMADAAAAAKACBPAAAAAAAKgAATwAAAAAACpAAA8AAAAAgAoQwAMAAAAAoAIE8AAAAAAAqAABPAAAAAAAKkAADwAAAACAChDAAwAAAACgAgTwAAAAAACoAAE8AAAAAAAqQAAPAAAAAIAKEMADAAAAAKACBPAAAAAAAKgAATwAAAAAACpAAA8AAAAAgAoQwAMAAAAAoAIE8AAAAAAAqAABPAAAAAAAKkAADwAAAACAChDAAwAAAACgAgTwAAAAAACoAAE8AAAAAAAqQAAPAAAAAIAKEMADAAAAAKACBPAAAAAAAKgAATwAAAAAACpAAA8AAAAAgAoQwAMAAAAAoAL/B3Gk61mrIVlgAAAAAElFTkSuQmCC)
Same again with sp = 1.5
sp = 1.5
Insert your own Metropolis sampling here
# Allocate memory for the sample
tt <- matrix(rep(0, 2*M), ncol = 2)
tt[1,] <- c(t1, t2) # Save starting point
# For demonstration load pre-computed values
# Replace this with your algorithm!
# tt is a M x 2 array, with M draws of both theta_1 and theta_2
# See in the end how to manipulate R arrays for easy convergence diagnostics
load(root("demos_ch11","demo11_2c.RData"))
The rest is for illustration Take the first 200 draws to illustrate how the sampler works
df100 <- data.frame(id=rep(1,100),
iter=1:100,
th1 = tt[1:100, 1],
th2 = tt[1:100, 2],
th1l = c(tt[1, 1], tt[1:(100-1), 1]),
th2l = c(tt[1, 2], tt[1:(100-1), 2]))
Take the first 5000 observations after warmup of 50
S <- 5000
warm <- 500
dfs <- data.frame(th1 = tt[(warm+1):S, 1], th2 = tt[(warm+1):S, 2])
Remove warm-up period of 50 first draws later
# labels and frame indices for the plot
labs1 <- c('Draws', 'Steps of the sampler', '90% HPD')
p1 <- ggplot() +
geom_jitter(data = df100, width=0.05, height=0.05,
aes(th1, th2, group=id, color ='1'), alpha=0.3) +
geom_segment(data = df100, aes(x = th1, xend = th1l, color = '2',
y = th2, yend = th2l)) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '3'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('red', 'forestgreen','blue'), labels = labs1) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA, NA), linetype = c(0, 1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
The following generates a gif animation of the steps of the sampler (might take 10 seconds).
anim <- animate(p1 +
transition_reveal(along=iter) +
shadow_trail(0.01))
Show the animation
anim
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show 1000 draws after the warm-up
labs2 <- c('Draws', '90% HPD')
ggplot() +
geom_point(data = dfs[1:1000,],
aes(th1, th2, color = '1'), alpha = 0.3) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
show 4500 draws after the warm-up
labs2 <- c('Draws', '90% HPD')
ggplot() +
geom_point(data = dfs,
aes(th1, th2, color = '1'), alpha = 0.3) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Convergence diagnostics
summarise_draws(dfs)
## # A tibble: 2 × 10
## variable mean median sd mad q5 q95 rhat ess_bulk ess_tail
## <chr> <num> <num> <num> <num> <num> <num> <num> <num> <num>
## 1 th1 -0.294 -0.339 0.855 0.921 -1.60 1.11 1.03 62.9 81.4
## 2 th2 -0.293 -0.343 0.857 0.919 -1.47 1.24 1.03 64.2 74.3
neff <- apply(dfs, 2, ess_basic)
# both theta have own neff, but for plotting these are so close to each
# other, so that single relative efficiency value is used
reff <- mean(neff/S)
Visual convergence diagnostics
Collapse the data frame with row numbers augmented into key-value pairs for visualizing the chains
dfb <- dfs
Sb <- S-warm
dfch <- within(dfb, iter <- 1:Sb) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
Another data frame for visualizing the estimate of the autocorrelation function
nlags <- 100
dfa <- sapply(dfb, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
data.frame(iter = 0:(nlags)) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
A third data frame to visualize the cumulative averages and the 95% intervals
dfca <- (cumsum(dfb) / (1:Sb)) %>%
within({iter <- 1:Sb
uppi <- 1.96/sqrt(1:Sb)
upp <- 1.96/(sqrt(1:Sb*reff))}) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
Visualize the chains
ggplot(data = dfch) +
geom_line(aes(iter, value, color = grp)) +
labs(title = 'Trends') +
scale_color_discrete(labels = c('theta1','theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
![](data:image/png;base64,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)
Visualize the estimate of the autocorrelation function
ggplot(data = dfa) +
geom_line(aes(iter, value, color = grp)) +
geom_hline(aes(yintercept = 0)) +
labs(title = 'Autocorrelation function') +
scale_color_discrete(labels = c('theta1', 'theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
![](data:image/png;base64,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)
Visualize the estimate of the Monte Carlo error estimates
# labels
labs3 <- c('theta1', 'theta2',
'95% interval for MCMC error',
'95% interval for independent MC')
ggplot() +
geom_line(data = dfca, aes(iter, value, color = grp, linetype = grp)) +
geom_line(aes(1:Sb, -1.96/sqrt(1:Sb*reff)), linetype = 2) +
geom_line(aes(1:Sb, -1.96/sqrt(1:Sb)), linetype = 3) +
geom_hline(aes(yintercept = 0)) +
coord_cartesian(ylim = c(-1.5, 1.5), xlim = c(0,4000)) +
labs(title = 'Cumulative averages') +
scale_color_manual(values = c('red','blue',rep('black', 2)), labels = labs3) +
scale_linetype_manual(values = c(1, 1, 2, 3), labels = labs3) +
theme(legend.position = 'bottom', legend.title = element_blank())
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---
title: "Bayesian data analysis demo 11.2"
author: "Aki Vehtari, Markus Paasiniemi"
date: "`r format(Sys.Date())`"
output:
  html_document:
    theme: readable
    code_download: true
---
## Metropolis algorithm

ggplot2 is used for plotting, tidyr for manipulating data frames

```{r setup, message=FALSE, error=FALSE, warning=FALSE}
library(ggplot2)
theme_set(theme_minimal())
library(tidyr)
library(gganimate)
library(ggforce)
library(MASS)
library(posterior)
library(rprojroot)
root<-has_file(".BDA_R_demos_root")$make_fix_file()
```

Parameters of a normal distribution used as a toy target distribution

```{r }
y1 <- 0
y2 <- 0
r <- 0.8
Sigma <- diag(2)
Sigma[1, 2] <- r
Sigma[2, 1] <- r
```

Metropolis proposal distribution scale

```{r }
sp <- 0.3
```

Sample from the toy distribution to visualize 90% HPD
interval with ggplot's stat_ellipse()

```{r }
dft <- data.frame(mvrnorm(100000, c(0, 0), Sigma))
```

see BDA3 p. 85 for how to compute HPD for multivariate normal
in 2d-case contour for 90% HPD is an ellipse, whose semimajor
axes can be computed from the eigenvalues of the covariance
matrix scaled by a value selected to get ellipse match the
density at the edge of 90% HPD. Angle of the ellipse could be
computed from the eigenvectors, but since the marginals are same
we know that angle is pi/4
Starting value of the chain

```{r }
t1 <- -2.5
t2 <- 2.5
```

Number of iterations.

```{r }
M <- 5000
```

Insert your own Metropolis sampling here

```{r }
# Allocate memory for the sample
tt <- matrix(rep(0, 2*M), ncol = 2)
tt[1,] <- c(t1, t2)    # Save starting point
# For demonstration load pre-computed values
# Replace this with your algorithm!
# tt is a M x 2 array, with M draws of both theta_1 and theta_2
load(root("demos_ch11","demo11_2a.RData"))
```

The rest is for illustration
Take the first 200 draws
to illustrate how the sampler works

```{r }
df100 <- data.frame(id=rep(1,100),
                    iter=1:100, 
                    th1 = tt[1:100, 1],
                    th2 = tt[1:100, 2],
                    th1l = c(tt[1, 1], tt[1:(100-1), 1]),
                    th2l = c(tt[1, 2], tt[1:(100-1), 2]))
```

Take the first 5000 observations after warmup of 50

```{r }
S <- 5000
warm <- 500
dfs <- data.frame(th1 = tt[(warm+1):S, 1], th2 = tt[(warm+1):S, 2])
```

Remove warm-up period of 50 first draws later

```{r }
# labels and frame indices for the plot
labs1 <- c('Draws', 'Steps of the sampler', '90% HPD')
p1 <- ggplot() +
  geom_jitter(data = df100, width=0.05, height=0.05,
              aes(th1, th2, group=id, color ='1'), alpha=0.3) +
  geom_segment(data = df100, aes(x = th1, xend = th1l, color = '2',
                                 y = th2, yend = th2l)) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '3'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('red', 'forestgreen','blue'), labels = labs1) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA, NA), linetype = c(0, 1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

The following generates a gif animation
of the steps of the sampler (might take 10 seconds).

```{r Metropolis (1), results='hide', message=FALSE}
anim <- animate(p1 +   
                  transition_reveal(along=iter) + 
                  shadow_trail(0.01))
```

Show the animation

```{r }
anim
```

Plot the final frame

```{r }
p1
```

show 1000 draws after the warm-up

```{r }
labs2 <- c('Draws', '90% HPD')
ggplot() +
  geom_point(data = dfs[1:1000,],
             aes(th1, th2, color = '1'), alpha = 0.3) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

show 4500 draws after the warm-up

```{r }
labs2 <- c('Draws', '90% HPD')
ggplot() +
  geom_point(data = dfs,
             aes(th1, th2, color = '1'), alpha = 0.3) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

### Convergence diagnostics

```{r }
summarise_draws(dfs, Rhat=rhat_basic, ESS=ess_basic)
neff <- apply(dfs, 2, ess_basic)
# both theta have own neff, but for plotting these are so close to each
# other, so that single relative efficiency value is used
reff <- mean(neff/S)
```

### Visual convergence diagnostics
Collapse the data frame with row numbers augmented
into key-value pairs for visualizing the chains

```{r }
dfb <- dfs
Sb <- S-warm
dfch <- within(dfb, iter <- 1:Sb) %>% 
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

Another data frame for visualizing the estimate of
the autocorrelation function

```{r }
nlags <- 50
dfa <- sapply(dfb, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
  data.frame(iter = 0:(nlags)) %>% 
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

A third data frame to visualize the cumulative averages
and the 95% intervals

```{r }
dfca <- (cumsum(dfb) / (1:Sb)) %>%
  within({iter <- 1:Sb
  uppi <-  1.96/sqrt(1:Sb)
  upp <- 1.96/(sqrt(1:Sb*reff))}) %>%
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

Visualize the chains

```{r }
ggplot(data = dfch) +
  geom_line(aes(iter, value, color = grp)) +
  labs(title = 'Trends') +
  scale_color_discrete(labels = c('theta1','theta2')) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

Visualize the estimate of the autocorrelation function

```{r }
ggplot(data = dfa) +
  geom_line(aes(iter, value, color = grp)) +
  geom_hline(aes(yintercept = 0)) +
  labs(title = 'Autocorrelation function') +
  scale_color_discrete(labels = c('theta1', 'theta2')) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

Visualize the estimate of the Monte Carlo error estimates

```{r }
# labels
labs3 <- c('theta1', 'theta2',
           '95% interval for MCMC error',
           '95% interval for independent MC')
ggplot() +
  geom_line(data = dfca, aes(iter, value, color = grp, linetype = grp)) +
  geom_line(aes(1:Sb, -1.96/sqrt(1:Sb*reff)), linetype = 2) +
  geom_line(aes(1:Sb, -1.96/sqrt(1:Sb)), linetype = 3) +
  geom_hline(aes(yintercept = 0)) +
  coord_cartesian(ylim = c(-1.5, 1.5), xlim = c(0,4000)) +
  labs(title = 'Cumulative averages') +
  scale_color_manual(values = c('red','blue',rep('black', 2)), labels = labs3) +
  scale_linetype_manual(values = c(1, 1, 2, 3), labels = labs3) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

Same again with r=0.99
Parameters of a normal distribution used as a toy target distribution

```{r }
y1 <- 0
y2 <- 0
r <- 0.99
Sigma <- diag(2)
Sigma[1, 2] <- r
Sigma[2, 1] <- r
```

Metropolis proposal distribution scale

```{r }
sp <- 0.3
```

Sample from the toy distribution to visualize 90% HPD
interval with ggplot's stat_ellipse()

```{r }
dft <- data.frame(mvrnorm(100000, c(0, 0), Sigma))
```

see BDA3 p. 85 for how to compute HPD for multivariate normal
in 2d-case contour for 90% HPD is an ellipse, whose semimajor
axes can be computed from the eigenvalues of the covariance
matrix scaled by a value selected to get ellipse match the
density at the edge of 90% HPD. Angle of the ellipse could be
computed from the eigenvectors, but since the marginals are same
we know that angle is pi/4
Starting value of the chain

```{r }
t1 <- -2.5
t2 <- 2.5
```

Number of iterations.

```{r }
M <- 5000
```

Insert your own Metropolis sampling here

```{r }
# Allocate memory for the sample
tt <- matrix(rep(0, 2*M), ncol = 2)
tt[1,] <- c(t1, t2)    # Save starting point
# For demonstration load pre-computed values
# Replace this with your algorithm!
# tt is a M x 2 array, with M draws of both theta_1 and theta_2
load(root("demos_ch11","demo11_2b.RData"))
```

The rest is for illustration
Take the first 200 draws
to illustrate how the sampler works

```{r }
df100 <- data.frame(id=rep(1,100),
                    iter=1:100, 
                    th1 = tt[1:100, 1],
                    th2 = tt[1:100, 2],
                    th1l = c(tt[1, 1], tt[1:(100-1), 1]),
                    th2l = c(tt[1, 2], tt[1:(100-1), 2]))
```

Take the first 5000 observations after warmup of 50

```{r }
S <- 5000
warm <- 500
dfs <- data.frame(th1 = tt[(warm+1):S, 1], th2 = tt[(warm+1):S, 2])
```

Remove warm-up period of 50 first draws later

```{r }
# labels and frame indices for the plot
labs1 <- c('Draws', 'Steps of the sampler', '90% HPD')
p1 <- ggplot() +
  geom_jitter(data = df100, width=0.05, height=0.05,
             aes(th1, th2, group=id, color ='1'), alpha=0.3) +
  geom_segment(data = df100, aes(x = th1, xend = th1l, color = '2',
                                 y = th2, yend = th2l)) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '3'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('red', 'forestgreen','blue'), labels = labs1) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA, NA), linetype = c(0, 1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

The following generates a gif animation
of the steps of the sampler (might take 10 seconds).

```{r Metropolis (2), results='hide', message=FALSE}
anim <- animate(p1 +   
                  transition_reveal(along=iter) + 
                  shadow_trail(0.01))
```

Show the animation

```{r }
anim
```

Plot the final frame

```{r }
p1
```

show 1000 draws after the warm-up

```{r }
labs2 <- c('Draws', '90% HPD')
ggplot() +
  geom_point(data = dfs[1:1000,],
             aes(th1, th2, color = '1'), alpha = 0.3) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

show 4500 draws after the warm-up

```{r }
labs2 <- c('Draws', '90% HPD')
ggplot() +
  geom_point(data = dfs,
             aes(th1, th2, color = '1'), alpha = 0.3) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

### Convergence diagnostics

```{r }
summarise_draws(dfs, Rhat=rhat_basic, ESS=ess_basic)
neff <- apply(dfs, 2, ess_basic)
# both theta have own neff, but for plotting these are so close to each
# other, so that single relative efficiency value is used
reff <- mean(neff/S)
```

### Visual convergence diagnostics
Collapse the data frame with row numbers augmented
into key-value pairs for visualizing the chains

```{r }
dfb <- dfs
Sb <- S-warm
dfch <- within(dfb, iter <- 1:Sb) %>% 
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

Another data frame for visualizing the estimate of
the autocorrelation function

```{r }
nlags <- 100
dfa <- sapply(dfb, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
  data.frame(iter = 0:(nlags)) %>% 
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

A third data frame to visualize the cumulative averages
and the 95% intervals

```{r }
dfca <- (cumsum(dfb) / (1:Sb)) %>%
  within({iter <- 1:Sb
          uppi <-  1.96/sqrt(1:Sb)
          upp <- 1.96/(sqrt(1:Sb*reff))}) %>%
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

Visualize the chains

```{r }
ggplot(data = dfch) +
  geom_line(aes(iter, value, color = grp)) +
  labs(title = 'Trends') +
  scale_color_discrete(labels = c('theta1','theta2')) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

Visualize the estimate of the autocorrelation function

```{r }
ggplot(data = dfa) +
  geom_line(aes(iter, value, color = grp)) +
  geom_hline(aes(yintercept = 0)) +
  labs(title = 'Autocorrelation function') +
  scale_color_discrete(labels = c('theta1', 'theta2')) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

Visualize the estimate of the Monte Carlo error estimates

```{r }
# labels
labs3 <- c('theta1', 'theta2',
           '95% interval for MCMC error',
           '95% interval for independent MC')
ggplot() +
  geom_line(data = dfca, aes(iter, value, color = grp, linetype = grp)) +
  geom_line(aes(1:Sb, -1.96/sqrt(1:Sb*reff)), linetype = 2) +
  geom_line(aes(1:Sb, -1.96/sqrt(1:Sb)), linetype = 3) +
  geom_hline(aes(yintercept = 0)) +
  coord_cartesian(ylim = c(-1.5, 1.5), xlim = c(0,4000)) +
  labs(title = 'Cumulative averages') +
  scale_color_manual(values = c('red','blue',rep('black', 2)), labels = labs3) +
  scale_linetype_manual(values = c(1, 1, 2, 3), labels = labs3) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

Same again with sp = 1.5

```{r }
sp = 1.5
```

Insert your own Metropolis sampling here

```{r }
# Allocate memory for the sample
tt <- matrix(rep(0, 2*M), ncol = 2)
tt[1,] <- c(t1, t2)    # Save starting point
# For demonstration load pre-computed values
# Replace this with your algorithm!
# tt is a M x 2 array, with M draws of both theta_1 and theta_2
# See in the end how to manipulate R arrays for easy convergence diagnostics
load(root("demos_ch11","demo11_2c.RData"))
```

The rest is for illustration
Take the first 200 draws
to illustrate how the sampler works

```{r }
df100 <- data.frame(id=rep(1,100),
                    iter=1:100, 
                    th1 = tt[1:100, 1],
                    th2 = tt[1:100, 2],
                    th1l = c(tt[1, 1], tt[1:(100-1), 1]),
                    th2l = c(tt[1, 2], tt[1:(100-1), 2]))
```

Take the first 5000 observations after warmup of 50

```{r }
S <- 5000
warm <- 500
dfs <- data.frame(th1 = tt[(warm+1):S, 1], th2 = tt[(warm+1):S, 2])
```

Remove warm-up period of 50 first draws later

```{r }
# labels and frame indices for the plot
labs1 <- c('Draws', 'Steps of the sampler', '90% HPD')
p1 <- ggplot() +
  geom_jitter(data = df100, width=0.05, height=0.05,
             aes(th1, th2, group=id, color ='1'), alpha=0.3) +
  geom_segment(data = df100, aes(x = th1, xend = th1l, color = '2',
                                 y = th2, yend = th2l)) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '3'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('red', 'forestgreen','blue'), labels = labs1) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA, NA), linetype = c(0, 1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

The following generates a gif animation
of the steps of the sampler (might take 10 seconds).

```{r Metropolis (3), results='hide', message=FALSE}
anim <- animate(p1 +   
                  transition_reveal(along=iter) + 
                  shadow_trail(0.01))
```

Show the animation

```{r }
anim
```

show 1000 draws after the warm-up

```{r }
labs2 <- c('Draws', '90% HPD')
ggplot() +
  geom_point(data = dfs[1:1000,],
             aes(th1, th2, color = '1'), alpha = 0.3) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

show 4500 draws after the warm-up

```{r }
labs2 <- c('Draws', '90% HPD')
ggplot() +
  geom_point(data = dfs,
             aes(th1, th2, color = '1'), alpha = 0.3) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

### Convergence diagnostics

```{r }
summarise_draws(dfs)
neff <- apply(dfs, 2, ess_basic)
# both theta have own neff, but for plotting these are so close to each
# other, so that single relative efficiency value is used
reff <- mean(neff/S)
```

### Visual convergence diagnostics
Collapse the data frame with row numbers augmented
into key-value pairs for visualizing the chains

```{r }
dfb <- dfs
Sb <- S-warm
dfch <- within(dfb, iter <- 1:Sb) %>% 
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

Another data frame for visualizing the estimate of
the autocorrelation function

```{r }
nlags <- 100
dfa <- sapply(dfb, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
  data.frame(iter = 0:(nlags)) %>% 
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

A third data frame to visualize the cumulative averages
and the 95% intervals

```{r }
dfca <- (cumsum(dfb) / (1:Sb)) %>%
  within({iter <- 1:Sb
          uppi <-  1.96/sqrt(1:Sb)
          upp <- 1.96/(sqrt(1:Sb*reff))}) %>%
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

Visualize the chains

```{r }
ggplot(data = dfch) +
  geom_line(aes(iter, value, color = grp)) +
  labs(title = 'Trends') +
  scale_color_discrete(labels = c('theta1','theta2')) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

Visualize the estimate of the autocorrelation function

```{r }
ggplot(data = dfa) +
  geom_line(aes(iter, value, color = grp)) +
  geom_hline(aes(yintercept = 0)) +
  labs(title = 'Autocorrelation function') +
  scale_color_discrete(labels = c('theta1', 'theta2')) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

Visualize the estimate of the Monte Carlo error estimates

```{r }
# labels
labs3 <- c('theta1', 'theta2',
           '95% interval for MCMC error',
           '95% interval for independent MC')
ggplot() +
  geom_line(data = dfca, aes(iter, value, color = grp, linetype = grp)) +
  geom_line(aes(1:Sb, -1.96/sqrt(1:Sb*reff)), linetype = 2) +
  geom_line(aes(1:Sb, -1.96/sqrt(1:Sb)), linetype = 3) +
  geom_hline(aes(yintercept = 0)) +
  coord_cartesian(ylim = c(-1.5, 1.5), xlim = c(0,4000)) +
  labs(title = 'Cumulative averages') +
  scale_color_manual(values = c('red','blue',rep('black', 2)), labels = labs3) +
  scale_linetype_manual(values = c(1, 1, 2, 3), labels = labs3) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

