Rejection sampling example
ggplot2 is used for plotting, tidyr for manipulating data frames
library(ggplot2)
theme_set(theme_minimal())
library(tidyr)
Fake interesting distribution
x <- seq(-4, 4, length.out = 200)
r <- c(1.1, 1.3, -0.1, -0.7, 0.2, -0.4, 0.06, -1.7,
1.7, 0.3, 0.7, 1.6, -2.06, -0.74, 0.2, 0.5)
Compute unnormalized target density (named q, to emphesize that it does not need to be normalized).
q <- density(r, bw = 0.5, n = 200, from = -4, to = 4)$y
Gaussian proposal distribution
g_mean <- 0
g_sd <- 1.1
g <- dnorm(x, g_mean, g_sd)
M is computed by discrete approximation
M <- max(q/g)
g <- g*M
One draw at -0.8
r1 = -0.8
zi = which.min(abs(x - r1)) # find the closest grid point
r21 = 0.3 * g[zi]
r22 = 0.8 * g[zi]
Visualize one accepted and one rejected draw:
df1 <- data.frame(x, q, g) %>%
pivot_longer(cols = !x, names_to = "grp", values_to = "p")
# subset with only target distribution
dfq <- subset(df1 , grp == "q")
# labels
labs1 <- c('Mg(theta)','q(theta|y)')
ggplot() +
geom_line(data = df1, aes(x, p, color = grp, linetype = grp)) +
geom_area(data = dfq, aes(x, p), fill = 'lightblue', alpha = 0.3) +
geom_point(aes(x[zi], r21), col = 'forestgreen', size = 2) +
geom_point(aes(x[zi], r22), col = 'red', size = 2) +
geom_segment(aes(x = x[zi], xend = x[zi], y = 0, yend = q[zi])) +
geom_segment(aes(x = x[zi], xend = x[zi], y = q[zi], yend = g[zi]),
linetype = 'dashed') +
scale_y_continuous(breaks = NULL) +
labs(y = '') +
theme(legend.position = 'bottom', legend.title = element_blank()) +
scale_linetype_manual(values = c('dashed', 'solid'), labels = labs1) +
scale_color_discrete(labels = labs1) +
annotate('text', x = x[zi] + 0.1, y = c(r21, r22),
label = c('accepted', 'rejected'), hjust = 0)
![](data:image/png;base64,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)
200 draws from the proposal distribution
nsamp <- 200
r1s <- rnorm(nsamp, g_mean, g_sd)
zis <- sapply(r1s, function(r) which.min(abs(x - r)))
r2s <- runif(nsamp) * g[zis]
acc <- ifelse(r2s < q[zis], 'a', 'r')
Visualize 200 draws, only some of which are accepted
df2 <- data.frame(r1s, r2s, acc)
# labels
labs2 <- c('Accepted', 'Rejected', 'Mg(theta)', 'q(theta|y)')
ggplot() +
geom_line(data = df1, aes(x, p, color = grp, linetype = grp)) +
geom_area(data = dfq, aes(x, p), fill = 'lightblue', alpha = 0.3) +
geom_point(data = df2, aes(r1s, r2s, color = acc), size = 2) +
geom_rug(data = subset(df2, acc== 'a'), aes(x = r1s, r2s),
col = 'forestgreen', sides = 'b') +
labs(y = '') +
scale_y_continuous(breaks = NULL) +
scale_linetype_manual(values = c(2, 1, 0, 0), labels = labs2) +
scale_color_manual(values=c('forestgreen','red','#00BFC4','red'), labels = labs2) +
guides(color=guide_legend(override.aes=list(
shape = c(16, 16, NA, NA), linetype = c(0, 0, 2, 1),
color=c('forestgreen', 'red', 'red', '#00BFC4'), labels = labs2)),
linetype="none") +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Rejection sampling for truncated distribution
q <- g
q[x < -1.5] <- 0
df1 <- data.frame(x, q, g) %>%
pivot_longer(cols = !x, names_to = "grp", values_to = "p")
acc <- ifelse(r1s > -1.5, 'a', 'r')
df2 <- data.frame(r1s, r2s, acc)
dfq <- subset(df1 , grp == "q")
# labels
labs2 <- c('Accepted', 'Rejected', 'Mg(theta)', 'q(theta|y)')
ggplot() +
geom_line(data = df1, aes(x, p, color = grp, linetype = grp)) +
geom_area(data = dfq, aes(x, p), fill = 'lightblue', alpha = 0.3) +
geom_point(data = df2, aes(r1s, r2s, color = acc), size = 2) +
geom_rug(data = subset(df2, acc== 'a'), aes(x = r1s, r2s),
col = 'forestgreen', sides = 'b') +
labs(y = '') +
scale_y_continuous(breaks = NULL) +
scale_linetype_manual(values = c(2, 1, 0, 0), labels = labs2) +
scale_color_manual(values=c('forestgreen','red','#00BFC4','red'), labels = labs2) +
guides(color=guide_legend(override.aes=list(
shape = c(16, 16, NA, NA), linetype = c(0, 0, 2, 1),
color=c('forestgreen', 'red', 'red', '#00BFC4'), labels = labs2)),
linetype="none") +
theme(legend.position = 'bottom', legend.title = element_blank())
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zcpG0eAAC6Bg08AABB9rfX31iXla3KSmpD/RXjjw/09ryE3jnxPf0snpg3JdDxo8MYVZ1aWqzKisNovOzHbW2tvFUOABD9aOABAAimNau+fzinpxBC8npuiY2xWK0dGOTSkVf7U6Zmjh2aHtjyfjS58vhxKY0NqqxsyMp+4M23tI4DAEDI0cADABA0zra2q/YVuPR6VVZOLy8bOnRIx8aZ0e/0yb2mtV8TZ46/Y/LfOzZ+dLDaYm6OsUherxDiwaycnzZt1joRAAChRQMPAEDQPPbW25szMlVZ6VFfe9nE8R0eRxLS3Sc9eFKv6UcrSI1Jf2LWSxm2rA5PER2GHXfczLISVVbaDMZrN27xejxaJwIAIIRo4AEACI6CnbvuTznwurjrbTEms7kzo5mNlr9Pf+y+qY/0Tup/+OexctxFwy//z7nv900e0Jnxo8Zlx49LampUZWVFbt687Tu1jgMAQAgZtA4AAECUuGHFd829+qiyclJpyfDpQThbThLSlD4zp/SZWdpYXFiX3+ZxJFvS+iYP0OsCeCld1FNsMVcapH8KIYT4U03daY62DNmkcSYAAEKDBh4AgCBYUF65uFcfVVZsrfYrRgX5YLketswetszgjhlNJowe/VVBoWgQ6xz22/bkLxjUT+tEAACEBFvoAQDorHqX+097833XVyQkxCUmahqnO7qmR7pZp1Nl5Y2Kyo+ra7SOAwBASNDAAwDQWbft2VfiaFNlZYjVcnKfXlrH6Y5STMaL0pJ91zfu2tvsdmubBwCAUKCBBwCgU76tb3iptFyVFaMkXZ+ZIWmdp9s6Iymxt8WsykpBq+PvBYVaxwEAIPho4AEA6Lg2j/fanXu8QgghzktNzub4NO3oJOmGzB46SQghHiss2dDUrHUiAACCjAYeAICOe6yoeGuzXZWVLNl0dkqS1nG6u74W86ykRFVWXF7vjbsO/GIFAICoQQMPAEAHlTja/q+gSAghCXFDZrpRYvu89i5JS0k2GlRZ+a6+8fXySq3jAAAQTDTwAAB00O1785vcblVWJsXHDrFatY4DIYSw6HSX90j1Xf9pT36Di9PsAADRgwYeAICO+K6+cUF5pSorsk66LC1V6zj42aS4uCFWRZWVsra2B996W+s4AAAEDQ08AAAB87g9t/y07cDZdSnJKSajxoHwv65KSdJ5vUKIx9LSd27brnUcAACCw6B1AAAAIs+8d979IS1DlZV0o+FMzq4LJ17hXV/8/ar935h3r+tvkqsNsVftTlne7z6TnhcEAAAiHg08AACBqa2uvtsS47u+srnRxNl1YWNH5daHv/nrjsqtB/65WcQKUSTE+Gc+f2jWg1N6T9E0HQAAncUWegAAAvO3DxZVxsaqsjKsomysOlLrODhg9f5vb1h06c/d+2FqnNXXvH/NK+te6fpUAAAEEQ08AAAB2Lp5y79ze6myove4r+rVU+s4OKCovuCvy29rdbYcrcArvA989cDX+77uylQAAAQXDTwAAAH4w7oNToNBCDGrojy3Z57GaXDQc6sfbXY2tV/j8Xru/+J+t4cXywEAIhUNPAAA/vrok6XLevZWZSXO3nzhuDFax8EB1faqFflf+lO5r3bfqsJVoc4DAECI0MADAOAXl9N5R/2BNd7fOB1Wm03bPDhkY8kPHq/Hz+JV+2ngAQCRigYeAAC/vPTu+9vSe6iykl1bM3XcWK3j4GcVzeX+F5c1loUuCQAAIUUDDwDAsTU1NNwnK77r31kVvYH3sIaRgN7xXuXitX8AgEhFAw8AwLE9sur70oQEVVaGVpSNUkdoHQf/Iysux//ita4Yjzd0WQAACCEaeAAAjqGizfmYYhNCSF7v77KztI6DXxqZMcZqjPGzeJdl0BsVlSHNAwBAiNDAAwBwDPfk7290u1VZOTEhrk+/vlrHwS8Z9abzh13mV2XiGKcl8+59Ba0efw+9AwAgfNDAAwDQnh32lpdLy1VZMUji4rQUrePgyM4/7tJ4c0L7NUlK8rAhN6iykt/qeKa4tGuCAQAQRDTwAAC05/a9+S6vVwhxelJSuimAw9LQlR5f+X91rbXtFBh0hvunP35V7iDfP/5fQVG109Ul0QAACBoaeAAAjuqbuoZFVTWqrMTodeemJGkdB0f22e4lS3csar/G5XEt3v7+YKsyNjZGlZU6l+vB/UVdEw8AgGChgQcA4Mi8Qty+N993fV5qss2g1zQOjmreD8/4U7Z0x4cljUWXpafpJSGEeKa4NL/VEdpkAAAEFQ08AABH9kFV9fcNjaqspJoMs5IStY6DI9tVtb2ovuDYdV7h9rq/2rM8WzZNS4hXZcXh8fwtf3/oAwIAEDQ08AAAHIHHK+7dd6C7uzg11ShJ2ubB0eyt2eVXnSSEEHtrdwohLkxLkXWSKiuvlVdut7eEMh0AAMFEAw8AwBG8UVH5Y7NdlZVM2XRifKzWcXBUTW2NARQ7moQQiQbDaYmJQgi31/vXd98PVTIAAIKNBh4AgF9yt7Xdv2uP7/rStFQ9y+9hLMESwOGCiQeLz0lKUNocqqy8nZWzYd360EQDACDIaOABAPillz9YtMPlVmUlz2g4PtamdRy0Z2jacEn4+xuWIenDfRc2k3F2Xa0QwitJ9276MVThAAAIKhp4AAD+h6Ol5X79gfe9/7almdX3MJcSkzYyc4w/lTEm28S8kw/945ljRtta7KqsfNyr96rvVoUsIAAAQUMDDwDA/3j+vQ8Kk5JUWRlYWaGOGK51HBzbtWP/YNAZjll2mXqtTf75OAOrLeas5gPPz9+zc3eowgEAEDw08AAA/Ky5oeHBmAM93iUpATxcDQ0NTB1yy4Q7299IP6X3KRcMu+wXH84+flxSU6MqK5/n9frii69CGBEAgGCggQcA4GdPfbCoPC5elZXh5WUDBvbdW7NrQ8kP+2p2u9xOraOhPWcOOv++aY/GmuN+/SWDzvCbEVfdO/XhX3f4JrP5bKfDd/2X4hKv1xvyoAAAdMKx95sBANBN1NfUPpKYLIRwt5S0NLxz2vzbW1x235diTLaTes24fNR1qTHpmmbEUZ3ce8aY7BM+2vbudwVfFdYXuD2uZGvq6KwTZg88Jysu92h3zRw37sM169S4uDXZuUuWLT/tlOldmRkAgIDQwAMAcMAjH35U07P3kLrVjXteWO11H/6lprbGj7a/89nuJXdPefDEnlO1Soj2xZhsFw777YXDfuv/LQaT8TzhfloIIcRfaupmuj06PfsTAQBhih9RAAAIIURNReWT6RkxNd/Zd//b63WLI22mbnHZ7/30D6v3f9uxKVqdLZvL1n+1d/mawpVVzRWdiovgmTJubEZdrSorWzIy31/yidZxAAA4KlbgAQAQQojHF39iz0rMK5jv9fXuRzkQze113//Fn9+6aGmMKYD3w5c2Fr+09pkv93zqcLX6PpGENDj1uMtHXz82e0Jno6Nz9AbDhXrdo0IIIe6PjT/rqN98AAA0xgo8AACivtn+TGp6fNlSr7v12MWtde//9Kb/g68s+OqyhXOW7lh0qHsXQniF98eKTX9cfM0TKx90/+92fXS9SWNHZ0pClZVNXrGoqkbrOAAAHBkNPAAA4vHKqjqrNaFurZ/1X+9b7mflptJ1d316i93ZfLSCd7a89vzqx/wcDSGi0+vPzczwXd+Xv5/D6AEA4YkGHgDQ3TW43E8VlUoeh8dR6ect+bV7/Slzutv+74s7j/kKujc2zd9StsHPqREiJ8XHZphMqqxsaGpeXM0iPAAgHNHAAwC6uyeLS2pdruGGAB58djhbXR7XMcuW715S0ljkz4D/Wf+C/7MjFHSSdE5Kku/6b/mFLMIDAMIQDTwAoFtrcrufKioVQkjGWJ1O7+ddcZZ4g+7YB8F+s+9zPwdcW7y6nW326BonJcSlmYyqrKxrbFpaU6t1HAAAfokGHgDQrT1VVFrldKqyMtYWOzRtuJ93HZc+0p+yovoCPwd0uZ2lDX6t1SN0DJJ0bkqy7/rv+YXahgEA4Ndo4AEA3Vez2/1EUYnv+oK0lFP7n+nnjacO8Kuy1dXif5gWPw7AR6hNSYhLNRlUWVnd0Li8tk7rOAAA/A8aeABA9/VMcWml06nKyihbTF+L+ZT+Z/RLGXjMu9TMcRNyT/Zn/GRLiv9hUiyp/hcjRAySdPbBRfi/7tuvbRgAAH6BBh4A0E3Z3Z7HDi6/n5eSJITQS/oHpj+VbG2vkc6Ky71v6iN+TjEic4wQQvhxHlpmbHaarYefwyKkpifE+xbhVzU0flFbr3UcAAB+RgMPAOim/l1SWtHmVGVlhM060Kr4Pky3Zcw76y01c9wRb5nUc8rcs96ItyT4OcXM/mfodXrhx/H2swae7eeYCDWDJJ2VfOA4+r+vXqNtGAAADnfsE3QBAIg+Do/n0cIDy+8XHtwy7ZNsTX3y9JfWFa/+fPfSndVbG1rqEyyJA1KHTu972uC0YQHNkhPf85whF7+1+dX2y7Lj8s4dcklAIyOkpiUmLCwsVmXlayFWfLtiwsQJWicCAEAIGngAQPc0/933S1PSVVk5zqocWn4/nJo57mjr8AG5btwf99fnryr45mgFSUryQzOfNhstnZ8LwWKSpLPqauclpQghHtq152MaeABAeGALPQCg23G7XI96DuxrP9fdFtK5DDrDQzOeuXTE1SaD/OuvjskeP++shbnxvUKaAR1wypjRsS12VVYW9+qzYf0GreMAACAEK/AAgG5o4ceLd6WlqbLSq7pq2IkhX1zV6/RXj715zuALlu9Zsrl0fa29yirbeib0ntxr+tD0EaGeHR0jK5ZZjQ0LLIoQ4l/rNy0YyXcKAKA9GngAQLfzr6YWES+EEOdbLZLkxxFzwZASk3bRsMsvGnZ510yHzps1auT7u/epsrKwV+/7tm3rO/DYrxgEACCk2EIPAOheFi/9dENWtiormXW1x6uq1nEQvmxxcTNqqoUQbp3u0e++1zoOAAA08ACAbuah8krfxTl6SdJ10fI7ItRZI4aZXE4hxPycvJL9hVrHAQB0dzTwAIBu5NtvV6zIzVNlJbmxYfKoUVrHQbhLSE6eXFmhyorDaHzisy+0jgMA6O5o4AEA3ciDu/b6Lua0OQwmo7ZhEBHOGTxQ5/UIIZ7vkVlbVaV1HABAt0YDDwDoLjat37C0Zy9VVmwt9uljR2sdB5GhR2bmCeVlqqw0WizPrvhO6zgAgG6NBh4A0F08uGGTV5KEELMbG8wWi9ZxEDHO65kneb1CiCdS0prcbq3jAAC6Lxp4AEC3sNfe8m6vPqqsmJ3O00aN1DoOIknPPr1HxtpUWal2ul4urdA6DgCg+6KBBwB0Cw8XlbgkSQgxUydscXFax0GEOSclyXfxaFGx0+vVNgwAoNuigQcARL+KNud/yiqEEAZJnDl4kNZxEHmGWJWBVosqK/tbHQsrOMoOAKANGngAQPR7pri01eNRZeWkhPhEo0HrOIhIc5IPLMI/XFjMEjwAQBM08ACAKGd3e/5dUiaEkIQ4MylR6ziIVONstizZpMrK5qbmz2vrtI4DAOiOaOABAFHu5bLyKqdTlRXVFpNjlrWOg0glSWJ28oFfAD1SWKxtGABA90QDDwCIZm6v98miEt/1nBSW39EpUxLi4w16VVaW1dRtbGrWOg4AoNuhgQcARLP3q2p2t7SqstLHYj7OatU6DiKbSZJOPfgUxuMHfzEEAECXoYEHAESzRw9udZ5z8DVgQGfMSkww63SqrLxRXlnocGgdBwDQvdDAAwCi1rf1DasbGlVZSTUZxsfatI6DaGAz6E+OjxVCOL3epxe+q3UcAED3QgMPAIhaj+zY5bs4IylJL0nahkHUmGOWdV6PEOKF5JR6jqMHAHQhGngAQHTa+dPWj5vsqqzECDE9MV7rOIge6UmJ48rLVFlpsCjzFi/ROg4AoBuhgQcARKdHVn3v0emEEDPLSsw6ft4hmM7OzvJdPKHEtLXyJDwAoIvwFxoAQBSqKCl9LTtXCGF0u2aNGKZ1HESbfgP6D6ysUGWlKDFp4ZJPtI4DAOguaG0UEVwAACAASURBVOABAFHouU+Xt8iyKisnVpQnJidrHQdRaI7twFsJH29hBR4A0EVo4AEA0cbR0vJ8QpIQQvJ65/Tto3UcRKdxqppRV6vKyvrMrG++/lbrOACAboEGHgAQbV7/eEl5XLwqKyMqynJ65mkdB9FJ0kmne92+68d379U2DACgm6CBBwBEm6ecB9qq2UmJ2iZBdJs2erSt1a7KyqKevfbs2Kl1HABA9KOBBwBElc+/+HJTRqYqK5n1tSOHcXwdQki2mKfV1QkhPDrd0yu+0zoOACD60cADAKLKE/mFvoszPR5JJ2kbBlHv9KFDDG63EOLlnLx6l1vrOACAKEcDDwCIHru2bVuS11OVlZjWlsmjVa3jIPolp6eNczpUWWk0Gl8uK9c6DgAgytHAAwCix5Mur0enE0LMrKs1Wyxax0G3cMbgQb6LJ4tK3F6vtmEAANGNBh4AECXqXK7/1DUIIQySOHXsGK3joLsYoFj6KxZVVgpaHR9W1WgdBwAQzWjgAQBRYm5JeZPbrcrK+LjY5Fhb10zq8ri6ZiKEs9nJB9538ERRibZJAADRzaB1AAAAgsDl9T5bUuq7np2UFOrp1hev+XDbwg3Fa2paqg16Y1ZszoS8k84d+pskJTnUUyMMjY+1vWI0qEL5tr5hTUPTmNgYrRMBAKITK/AAgGjwbmX1/laHKisDrZZ+ijl0E7W47Pd8euvvP7r8892f1LRUCyFcbmd+7Z7XNsy7YMHMJTveD93UCFt6STotKcF3/XQxi/AAgFChgQcARINDW5fPCOXyu8PVesuiK77c++kRv9risj/w5d1vb/lv6AIgbJ2SmGDW6VRZeauiqsjRpnUcAEB0ooEHAES8NQ1NqxsaVVlJNRnGhXL38nOrH/2pYnP7Nc98969tFT+GLgPCU4xef3J8rBDC6fU+f/BpDgAAgosGHgAQ8Z46uGl5VlKiXpJCNEtJY9EHW986Zpnb65675skQZUA4m52c5PuPb25JeavHo3EaAEA0ooEHAES2ijbnO5XVqqzIOmlqfHzoJvpyzzK3x+1P5bri1TUt1W6Pe3f19jWFK7eUbahvrQtdMISJTNk0wmZVZaXS6XyrvFLrOACAKMQp9ACAyPbvkjKHxyOEOCk+zmbQh26i7X5vjPd4PQ9//dfNpesbHPW+T/SSfliGerl6/YiM0SELCO3NSkpc39gshHjyy68vu+g8reMAAKINK/AAgAjmdDhezC/wXR86BjxE6h0BrKKvyP/yUPcuhHB73euL19y06LfPrvqX2+vXMj4i0agYa2ZdrSorGzIyv1vxndZxAADRhgYeABDB3l6ytFhIqqwc53XnmUP49jghRKwc1/lB3tg0/4XvH+/8OAhPkiTNdLt8109v36FtGABA9GELPQAggj3d2CwSkoUQpztaQz1Xv+RBX+1d3vlxFmx8ZXzuScN6qB0eobSxePH299YWrS5vLjXp5IzYrAm5k2cOOFMxWjsf75D9dfu+L1xR2lgshMiwZY3NmZAdlxfE8aPV9NHqgu27VFl5N69XUX5BVl6u1okAANGDBh4AEKnW/7B2dU6uKispjQ1jxo4K9XQn9Z7+0g/PBGUD/Cvr/v3ErHkduNHj9cxf9/x/N7zodP/8pvHihv0/FH03f/3zt59438S8kzsfb3/dvidXPvR94Yr/+XSlOD530s0n/Dkrjo60PRardXJN9ZL0DKfBMPfLr/9++aVaJwIARA+20AMAItWTm7b4Lk5ztOr0ITy+zic7Lm9m/zODMtSGkjWNjoZA7/IK7wNf3vXy2mcP794PqW2puWvZzR9tf6eT2TaW/nD1exf+snsXQgixquCbK989f0PJD52cIurNHtBP8nqFEM8npbTa7VrHAQBEDxp4AEBEqiwrW5iTp8qKyemcPmJ410x684Q/907q3/lx3B53YX1BoHe9s+W1pTsXtVPg8Xoe/eb+HZVbOxysuHH/X7+8ramt8WgFTW2Ndy77fXHD/g5P0R1kZmcPqyhXZaUyNvbtpcu0jgMAiB408ACAiPTCsuWtJpMQYnJVhS0+CMfL+cNiUJ6e/crorBOO+FVJkvwfqsUZ2MJsU1vjy2ufO2aZy+N6bvWjAY18uBfXPdXc1iS87dU0OhqeXvmvDk/RTcxKOPDf5BMtR9guAQBAx9DAAwAij8vpfMF2oEGa1btXV04dK8c9PuvFB2Y8NTZngskg+z5MtqbOGXzBwNSh/o+TpCQHNO/K/K/83HW/vvj7yqbygAb3KW0qWlOyUgghjvWLiBUFX5Q0FnVgiu5jzIgR6Q31qqysz8z6/rtVWscBAEQJDrEDAESed5csLUpMUmVlSEV5zymTuz7ApJ5TJvWcIoSoa6k1G8xmo0UI8dIPz2wt3+zP7UlKck58z4Bm/LF8o5+VXuHdXL5hSswpAY0vhFhbstr/4jWFK88cdH6gU3Qfkk46tc3xshBCiKe3bh97wvEaBwIARAVW4AEAkefp+gMPaZ8eE8wXp3VAvCXB170LIWb0O92g8+s346f0O0MnBfYjuLal2v/iOnsAxYdU2gNYty9rLOnAFN3K9FEjzW1tqqws7NWn2MFGegBAENDAAwAizKb1G1bm5KqyktzYMFYdoXWcn2XF5Z4z9OJjliVbU38z8spAB1eMMQEUmwIoPiSg3ylIx9xn3+1ZbbbJRr0QwqnTvVTakYcaAAD4BRp4AECEeU4+sOI9s8WuN4TXs2DXjv3D2OwJ7RTEmGwPzXgmxhQb6Mg9E/v4X9wrsW+g4wsh0pQe/hf3iM3swBTdzax+B74Rc0vLXN52zwYEAMAPNPAAgEhS53K9XlMnhDBIYvr4I58GryGDzvDPmc9eNPzyI+6lH5Q6dO5ZbwxIHdyBkU/sNVUv+fWu+wxbVr+UgR2YQs0Y5+e6uiSkcdkTOzBFd5NrlodYFVVWih1tH1bVaB0HABDxwmvhAgCA9s0vq2h2u1VZmRAXG2+WtY5zBAad4fpxt505+IJlOz/aWLK22l4ZY7LlJvSa3HPauNyJHd55nmHLmtFv9pId7x+z8nejbujYLKnW9BNyJq/c/+UxK0/uPSM1Jr0DU3RDpyUl/NhsF0I8V1J6dkqS1nEAAJGNBh4AEDG8QjxfUua7PjUxUdsw7cuwZV2uXifUYI75+/G3/1i+cX/dvnZqpvSZOaP/6R2e4qoRv99SvqHBUddOTYIl8Ybj/9ThKbqb42NtSUaDKpQvaut/bLYPsSpaJwIARDC20AMAIsZntXU77C2qrPQ0ywOtFq3jdLUYU+xTp788MHXI0QpOG3DW3Sc90Jnj5VKt6f+Y+kS8JeFoBQmWxH/OfI7ld//pJWlaYrzveu7BXz8BANAxNPAAgIjxXPGB/ue0pLBefg+dZGvq82cuuG3Svb2T+h/6UK/Tq5njHp/14l8m32/Umzo5xaCUoS+d9faU3qf84hcBOkk3tc+pL5/9zqDUoZ2coruZmZhgkIQQYn5ZRYPLrXUcAEAEYws9ACAyFDocH1fXqLJi1etOjA/4FPeoodfpzxx0/pmDzq9tqalsKjfoDem2DMVoDeIUabYe90179KYT7lhTtNL3vvd0W+aYrBOSralBnKX7SDQYxsTaXF6xzmFfUFF5bQb7FwAAHUQDDwCIDC+UHHgR19SEeLMuXHaQ7anZWVS/v6XNnmxNGZw+zGLouiecEyyJCZYQ7kRItqae2n9O6MbvVk5LTPiuvlEI8Uxx6TUZ6R1/yAEA0L3RwAMAIkCbxzuvtFwIIQkxM/GoT2h3GY/X88mOD15dP7e4ofDQhyaDPLX3qVeNviklJk3DbAhDx8VYc82yEGJds31Fbd3EhHitEwEAIlK4rGAAANCOdyqrytucqqwMi7Fmyp19zLuTWlz2O5fe/OBX9xzevQsh2lyOJTvev+ztOeuL12iVDWHrlINN+3PvfaBtEgBA5KKBBwBEgOe2bvddnJak8fK7x+v5+2d3rCj44mgFDY76Oz65YXf19q5MdTQOV+vG0rWf7V6youCLfTW7tY7TrU2xyEqbQ5WVd3N7lhQWaR0HABCR2EIPAAh3m9dvWCnpVFlJdrtG22K0DbN81+Jv84/avQshhFe0uOwPfHX3vLMW6iTNflFeZa98Ze1zn+78uMVlP/RhVlzupSOvPqXfbA2DdVsWq/XE6qpPemQ6DYaXvvzqnksv0ToRACDy8PMbABDunt2wyXcxs7pKL2l8/td/N7x4jApJCCF2Vm5bU7iyC/Ic0ZayDb99e86HWxce3r0LIYrqCx748q47l938i8/RNU7v10fyeoUQz8fGO9vatI4DAIg8NPAAgLDWUFu3IDNbCGFwu6YPH6ZtmOKG/fm1e/wsXpH/ZUjDHE1+7Z7bFl9b11J7tIIV+V/c99kdHq+nK1NBCJGdlzeoskKVlZL4hI+Xf6Z1HABA5KGBBwCEtdeWLmsym1VZOaGiIj4phG9N80dhXUEAxfUBFAeLV3gf+vKeZmdT+2Ur8r/4dOfHXRMJhzvVavFdPF9RpW0SAEAkooEHAIS1570H9szPzEjXNokQos0dwLZnh6s1dEmOZn3xmh8rNvlT+Z/1L4Q6DH7thJEj4+1Nqqwsz+u1a9s2reMAACIMDTwAIHyt+HbFloxMVVaya2sGDx6kdRyRbE31vzhVi7fBH+OAvcMU1ucX1O0NaRj8msFknNrQIITwStK81bxuEAAQGBp4AED4emHHLt/FTOGRtD6+TgjRL3lgjMnmZ/HIzLEhDXNERYHs2y+szw9ZEBzVKYMHSl6PEOLl5LRWO6cJAgACQAMPAAhT1eUV7+TkqbJicjpP0vr4Oh+DznDagDn+VMaYbCf3PiXUeX4toH37DqcjdElwNGkZGSPLy1VZqbLZ3lu2XOs4AIBIwnvgAQBh6uXln7Vm5QohTqyqiBl5XED3/lixafnOj7eUb6hvrbMaY3on9ZvS+5TxeSdJorPL+JeNvPbzPUurmivaL7t67M2xclwn5+qAgDb5B1SMIJoZH7dOCCHECxblIo2zAAAiCQ08ACAceb3eeUbZdz0zN8f/G5vaGv/51b1f7v308A/31uxavmvxgNTBf5vyr6y43M4EizXH/fOUZ29dfGVDa/3Ras4ecvFZgy/szCwdpmaOXb5rsT+VFoMyMGVIqPPgiEaPGJa6dbsqK98I8WOzfYhV0ToRACAysIUeABCOPqup3ZmWrspKr5rqvv37+XlXU1vDdR9c8ovu/ZDtFT9d/d6Fe2t2dTJb/5RBL5715oiM0b/+Uqw57vYT/3brhDs7OUWHTe41zc+V/5n9zzAZ5FDnwRHpDIap6QfeqjC3pEzbMACACMIKPAAgHD1fdmCP+mmDBvh/1z8+v2tfze52Choc9X/+5Mb/nv+hbDB3Jl5mbM7Ts+dvKdvw7b7PC+ry29yOJGvyyIwxk3pO9f+Uu1CIMcVePfbmR775e/tlSUry5aOu75pIOKIZifELKyqFEK+WVzzYK9eq12udCAAQAWjgAQBhp7St7aOqGlVWrHrdpKREP+/aUPLDioJjv0StpLHo3R8XXDT8d53LKIQQQ9NHDE0f0flxguvMQefvq93z7pbXj1YQY7I9MOOpBIu//2IRCokGw5hYm8sr1jnsb1ZUXdFDg5cOAgAiDlvoAQBh58WScqfXK4Q4OT7OrPP3R9UnOz7ws3KJ35UR6tbxd/5x4j1H3Es/NH3E3LPeGJwWFqf6d3OnJCT4Lp4pLtU2CQAgUrACDwAIL26v9+Wyct/1jMQE/2/cVLrez8r82j0NjnpNTonvMnMGXzCt76lf7V2+oeSHiqYyi0HJis+ZmDfl8Ef399bsWrpz0abSdbX2atlgzrLlnpB94hQt3n7XPQ23WTNlkxBiXVPz2samUbYYrRMBAMIdDTwAILx8XF1b0OpQZWWw1ZJrDuCUtbqWGv+La+xV0d3ACyFiTLGzBpw9a8DZv/6S0932xMoHP9r2jsfrOfThvtrd3+7//M2fXvnb1Ef6Jgdw9AA6RhJiemL8K6UVQogXSspG9e+jdSIAQLhjCz0AILy8cPBQ7pmBLL8LIRTZ6n+xtkfNacvpbvvD4qs/3Lrw8O79kIK6fdd9eMnG0rVdH6wbmhofZ5QkIcQbFVV1LpfWcQAA4Y4GHgAQRvJbHctqalVZiTPoT4iLDejeXgl9/ayMNcclKEmBp4sST3/38IaSH9opaHW23LXs5rqW2i6L1G3FGgzj42yqrDS73a+XV2odBwAQ7mjgAQBhZF5pmW9ReEp8vG9l0n8n9prqZ+WkvKl6qZu+taugbu+HWxces6y+tW7++ue7IA8OHfTwAi+EBwAcCw08ACBcuLzeV8oqxMFngwO9fWa/MzJsWccsM+pNl6pXdyRfVPh058dur1t4/ajc9ZHb4w59ou5uiFXJNhlVWdnSbF/93Sqt4wAAwhoNPAAgXHy0bXuJo02VlaFWxXc6d0CMetO90x42GY5x7t2tE+70p8+PVpvL1gshhB+bGxpa6wvq9oY6T6QrbihcV/z9msKV+bV7OjzIjLIS38XcrduDlAsAEJ04hR4AEC7mrv5B9OothJihWDo2wpDUYY/MfP7u5bc0tNb/+qsGneGWCXfOHnhup1JGuNpAzuqvbakWwt+TBboVt8e9eMd7b276z/66fYc+TLdlnDX4onOGXHTM3yL9wsnDh726t0AI8WZ27qPV1QlJ3feABgBA+1iBBwCEhf179y3P66nKSmyL/fjA988fMjJzzBsXLLlg2GWJlp+7IItBmdb3tFfP++DMQecHI2wEU4xKIMW8mfwIGhz1ty6+8uGv/3Z49y6EKGsseW71I9d8cFF5Y2lAA9ri4k6oqlRlpUWWFyxbHtSwAICowgo8ACAszP36G3fPPkKIqfV1RlPA++cPF2eOv/H4268fd1tJQ2Fda22MyZZhywp0UTRa5SX02VqxxZ9Kg86QHZ8b6jwRx+luu+OTG7aUbThawa6q7bcuvmruWQtiTAG8RmFGj/SvvEII8YLQ3dD5lACAKMUKPABAey6n85WEJCGE5PVOH9AvKGPqJF1WXO6QtOF5Cb3p3g+Z3Huan5Vq1rgYky2kYSLR6xtfbqd799lft++5VY8FNOyQIYNzaqtVWdmSkclRdgCAo6GBBwBob9HST0viE1RZGVpZnpmdrXWcaHZ8zqRBqUOPWSYJ6fJR13dBnsjS5nK8uWm+P5WLd7xX1VwR0ODTPb5XKHKUHQDgqGjgAQDam1tV7buYEWPVNknUk4R0z5SHjrm0/lv12iGpw7omUgRZW7K6qa3Rn0q3x72i4MuABp+qjjA5nUKIN7Nza6uqOpIPABDtaOABABrbv3ffZ7kHj68bMVzrONEvOy7v6dnzU2PSj/hVSUi/G3XD70bzIPYR7K/N97+4oHbfsYsOY7XZTqg+cJTd68s/DywZAKB74BA7AIDGDh1fd1z5xpc3fFtUX9Dmbku2pqqZ48bnnigbzFoHjEJ9kwf89/wP39j4ypIdH1Q0lfk+NOlNI9PHXjbymqGZI7SNF7ZaXS0BFDsDKPY5dJTdXK90Y6A3AwC6ARp4AICWfMfXGVtLm3a9+lH9T6L45y99uHVhsjX198ffcXKfU7QLGLWsxpgrR990xegbSxuLq5srzXpLnD7BbLCYOvcKgOiWZE0OUbHPkCGDc75ZIRKS1mVkri7YPy43J9ARAADRjS30AAAtLVq2vMZQnbP9fmf9T7/+alVzxb2f/fHltc91fbBuQhJShi1raPqIngl9zAaL1nHC3YgeowMozgig+JDpsQeOJ5jb4ujA7QCA6EYDDwDQ0r+turTdT3pdTe3UvLz22c93f9JlkSKOy+3cVLpu2c6PPt318Y8Vm9xet9aJolZWXO6wHqo/lZmx2cN6jOrAFCcPGWKSJCHEW5VVdS5XB0YAAEQxttADADRT0OrYtP8dm6v+mJVPr3p4fO5ks5El4v/R1Nbw6voXF219+/Cj0ePM8ecdd+n5Qy/lX1co3Hj87dd9eInL7WynRhLSTeNvN+g68rcsm0F/Qpytzetd57C/Xl55Q2aPjiYFAEQhVuABAJp5obAgpvo7fyqrmitWFnwV4jgRpqBu7xXvnLdg48u/eLFZfWvdi2ueuu7DSyqbyrXKFsUGpg65fdJf9ZK+nZorx9w0IffkDk8xPTHedzG3lO8gAOB/0MADALTh9noX7Fkpefx90Hdt0eqQ5oksNS3Vf1h8dXFD4dEKdlVt/+OSa+zO5q5M1U2c2n/OP2c+m2Y7wtp4vCXh3in/vGzkNZ0Zf6jVmiWbVFnZ3NS8trG9p0sAAN0NW+gBANr4pKa2prkyxe/6CntZCNNEmmdX/au8sbT9mr01u+av+/f1427rmkjdyriciW+cv/iLvcu+2/91eUOJy+tKj8kYmzNhSp+ZVmNM58efmhA/v6xCCPFiafkoWxAGBABEBxp4AIA2Xiwt90oB/Bgy6Xi9mdhTveP9n95atf/r8ia/fp3xzo8LfqtepxitoQ7WDZkM8in9Zp/Sb3YoBp+WEPd6eaUQYkF55SO982z69nbsAwC6D7bQAwA0UNbW9kl1bR9brv+3ZMcHUBx93B73kysfuvydcz7Y+paf3bsQos3l+KFoVUiDIRRiDYbRsTGqrDS53QsrqrSOAwAIFzTwAAANvFRa4fR69TE9LeZkP28Zn3tSSCOFM4/Xc+/yP7y95b8eryfQe4vqC0IRCaE2IyHBd/EiR9kBAA6igQcAdDWvEK+U+XoS6Zxhv/PnluPSR/r5/u2o9Oam/3y977OO3etw+XtMIMLKiBhrqsmgysr3DY0bmziMEAAgBA08AKDrfVZbt6elVZWVvhbzFcMuHpk5pv16qzHm9hP/1iXRwlGzs+nV9S90+PaUmNQghkGXkSQx7eAi/MsfLdY2DAAgTNDAAwC62osFRb6LGYkJBp3hH9OfGJEx+mjF8ZaEh099Li+hd1elCzurCr75xZveA6JmjuvM7CWNRV/v+2zRtre/2fd5WWNJZ4ZCoKbJRp3XI4T4b2y8nUV4AACn0AMAulhVWdmiyio1Js4sxMS4WCFErBz3+Kx57/34xoKNL1XZKw9Vmgzy1N6nXj3m98nWbr2GvK1iS4fvHZ11QoYtq2P3ri1aNXfNk1v/d/ah6SOuGXvL8B6jOhwJ/kuKi1PL13nSe6wT4r1Pl19y1plaJwIAaIwGHgDQpeZ/9oUjK1cIMam0WBk60PehQWc477jfnDP04u2VPxXW5bs8zmQl9biMkRaD0oEpXB5Xg6M+xhhjMsjBjK6R+ta6jt1oNlpuPOFPHbv3xTVPvbp+rld4f/H5lrINv190+ZWjb7p05NUdGxkBmZEQ94MQQogXG5su0TgLAEB7NPAAgC71suHA69xn5GT/4ks6STcodeig1KEdG9npbvtw68Jluz7aXvGTr/PMjss7ufeM84ddFivHdSaztmLk2A7cZdSb7j7pwd6J/Tpw74KNL//n6E/de7yeuWuetJpizh5yUQcGR0BGDR+W9MN6Ncb2TW7PbT/+NHDIYK0TAQC0xDPwAICu8+23K7al91BlJa+mut+A/kEceV/N7kveOuOJlQ9uq/jx0LpxYX3+f9a/cP6CU1bv/zaIc3WxfskDA72ld2K/Z2bPn9xrWgemK27YP3fNk8cse3b1I+WNpR0YHwHRGwxTmg+cgPDymrXahgEAaI4GHgDQdV7asct3MV365d7sziio23vdB5cUN+w/4lcbHQ13fHLDyoKvgjhjVxqfO9lstPhTaTaYzx560SOnPv/Kue8OThvWsene+ek1l8d1zLI2l+PtH//bsSkQkOmDBkpejxDi1eQUZ1ub1nEAAFqigQcAdJH6mtq3s3OEECaX86ThHWwvf83tdd/76R/bP6fd7XXf//mfa1tqgjVpV4ozx58/9FJ/Ku848e+3jr9rXM5EndTxn++rCr/xs3JF/lcdngX+S8vIGFZRocpKRWzcR8uWax0HAKAlnoEHAHSRBZ8ut6dnqrIyvrQ4ZsRxwRr2892f7KnZecyyprbG1zfOu/H424M1b1e6XL1uY+naTaXr2qk5tf+caX1P6+REDrfj8BcBtK+0scjtdeslfScnjT4er2dlwVdf71ueX7un2dGcpCQflz5yRv/Tc+N7dWzA6TbrRiGEEC9VVp0VxKAAgEjDCjwAoIu85PL4Lqb1SA/isJ/t/sTPyi/2LPv1seoRwaA3PnLa8yf2nHrEr0pCumDYZXdMvq/zEzk9AezQ9ng8Ho+785NGmX01u69499y/LL1p6Y5F2yt+KqzP31i69tUNcy9968zHVzzgdHdkD/zxI0bE2e2qrCzN67V/776gZwYARAoaeABAV9i8bv26rGxVVtIb6ocE7yTtBkf92qLv/CyuaCqrb+ngK9k0ZzEo/zfjyUdOff743ElG/YGT/K3GmCl9Zs47e+GNx98elJXwGKPNbPDreXshRLwl4VAS+Gyt2HLt+xfvqtr+6y+5ve53f3z9D4uv7kAPbzAZJzfUCSE8Ot389RuDEBQAEJnYQg8A6ApzN24WvfsKIWY4WiRJCsqYLrfzz5/c2BZIO9TgqIu3JARldk2My5k4Lmeix+upaanWS/oES2LQpxiZMea7/V/7U6lmjgv67BGt0dFw59Kbmp1N7dRsKPnhmVX/unXCXYEOfkrfPh822oUQ8zKz7/J69UH6HxEAILKwAg8ACLkWj2dBTp4QQu9xn3xcB1/z/msLt/x3c9n6gG6JNwe/4+16OkmXrKSEonsXQszqf46flWcMOi8UASLXaxvm+XOCwAc/vZVfuyfQwbPycgcoFlVWCh2Oz2vrOxQQABDxaOABACH3bmV1rdGoysoonZSYnByUMd0e9+sbXwrolszY7FhzXFBmj2JjMk+YkHfyMcum9T1tRMboLsgTKTxez7Kdi/ypdHvdy3Z+1IEppifE+y5eKivvwO0AgChAAw8ACLmXQXzA7AAAIABJREFUSg/0G9PzcoI15uay9fWtfj/Q7hVCiM4f0t5N3DPlwUGp7W2UGNZDvWNSEM7MiybFDfv9P8C//RcKHM3E+FiLTqfKygdV1ZVOZwdGAABEOhp4AEBo7W1p/bquXpWVBINBjYkJ1rBFDQUBVEsiwZJ4wbDLgjV7dLMaY56ePf+coZcYdL88K8eoN1007PInZ71kNvp71l03UW2vClHxIWadbmJ8rBCizeN9rdzfXxYAAKIJh9gBAELrxdJy36vbpiXGBfHkrTanw/9inaT7x/QnYkyxwZo96skG8y3j/3LRsMu/3Pvprqptta01CebEgSlDTuw1LdmaqnW6cGQ1BvDLKcWkdGyW6Qnxn9bUCSHmlpTdmpXRsUEAAJGLBh4AEEIur/fV8gohhCTE1INP8AZFUiBt5Em9Z6THZCzdsaimtdqkM2bH5Y3MHMMr0I4pNSb9/OMu1TpFZMiIyzLojS63Xzvb8xJ6d2yW/oqlp1kWQqyz21c1NKpmuWPjAAAiFA08ACCEPq6uKXG0qbJyXIzSwxTMhnl4j1F6Se/2uv0p3l+ff/brUw//JMZku3D45RcNu5w2HkFhNcaMzjp+VcE3/hRP6jn12EVHMSUhfl5puRDipdJytWfQDpUAAEQEnoEHAITQS6UVvovpicFcfhdCxFsSJvY89mHpQghJSLsqt/3iw6a2xhfXPHXjot8GcBIe0K7L1GslceyHRHon9Z/Uc0qHZzk5Ps4kSUKINyuqGlx+/QILABA1aOABAKFS0uZcWlOryorNoBsXG/znz68b9wd/Hjz2+s6gP5Kfyjfduez3Lo8rqLnQTQ1JHXbpyKvbr7EYlHunPKSX9B2exWbQj4uzqbLS7Ha/XV3T4XEAAJGIBh4AECqvV9e6vF4hxOS4A2uGwZUZm3PftEdkg7kzg2wqXffh1oXBioRu7soxN1028pqjrcMnKcmPn/5i78R+nZxl2sHjJOZv/rGTQwEAIgsNPAAgJLxCvFZV7bueGuz984eMy5n47OxX+yQN+PWXbHKcn4O8uWl+MDMhnLjczs1l6z/bveSbfZ/vqtreznaMoJCEdNWY3z8/5/X/Z+++A5o61z+Av9nkhIQk7A0iSxxA3FsUQWvVTmtb29rW9naPX/e4t7u2vb23dtm6a7XTatW6UdwDxW0VBUGQFUaAhOzx+wPrpQjhJGTz/fyVnvOc930KijznvOd5h8WMbr8Jn4QvvTt97vezNvQPTe/5LIP8BeHqVhmPKhD4X/iz4+shAADgw9DEDgAAnOLQocOXKZGMRyX68fr49eghuXUpIWnLbv+1oOLAgSu7q5RX9UZdqDB8SOTIgqsHt13cQGeEamXl5cZLfaSJzksSXK9F27zi+MJN59e1GlTXD4b4h92T/uCMfrNu3OLegdJCB3069VuVXnm1qVxtaJVSgdHiuJ4sm++AQUiWSrmaEhBCfjlfNGLUSEeNDAAAHg4FPAAAOMXqq1UkSUQIya6uIol9nDoXk8EcHjNmeMyY9gc3Fa2lP0KVsgIFvC+5VH/h5a1PyFU1HY7LVTX/3f/B7ss73s9ZIKK9RsM+/lxhSkiakwaflNbvR3k9IeSHiMj5Wi0lEDhpIgAA8Cgo4AEAwPGaGxXrY+NkPIprMIzNGOSWHExmGxp0m8xm52UCLlajrHp+0zyFpssGbyeqjr669akF05ayWRzHTn1OfnrP5R1XFKVqg0pCBQ4Kk2Ul5Er4UsfOQggJCgtNP3vOHBpeSMimvF13zLjZ4VMAAIAHQgEPAACOt3rbdnV4FCFkVH2dIHOgW3II9Q+3IVhgQzB4uP/se89K9d7mVHXhL2dW3Z0+11GTylU18/f8s6DiQPuDu4q3fnP4v/fJHrkn/SEmw8GNh7KF/scJIYQsa1Dc4dihAQDAU6GJHQAAON7Sv55nT44IdVcOQ6Lovhgs5ksSgztpgwfeqLjhwsHyPXQifzi11KZlGlaUKUrmrZ3VoXpvozGqvz3y2dt5L5otDl7lMTwjI0CtlvGo7XHx5ZdLHTs4AAB4JhTwAADgYKePnzgeGSXjUWHNTWlpznoHuFvjE7IDqSA6kbf0u8uBDcbAvfaX7aYZ2aRRnKk90fMZNUb1y1ueaFDXW4nZWbJ12bGvej5Xe2wuZ1yzghBiZjK/27ffsYMDAIBnQgEPAAAOtvjEqbYPk7RqhhO2f6eJz6aeGflqVztyXxcjjr8740HXpAQucLX5ipOCu/LzqZWVLRXdhq0+uaxGWdXz6dqbGB/X9mGZQGg2oY8DAIDvQwEPAACOpFWrfwgNI4SwzKaxKW5el57VN/eRYc9YqeHDhBEfT/mKz6ZcmRU4lc6otSHYYENwpyzEsvHCGjpxBpN+K719DemLiY9LrJfLeFRZUHD+HlovDgAAgFdDAQ8AAI60bvuORn+hjEdl1tZKggLdnQ6ZkzFv/pQvIkXRHY4zGcycpJuX3PpLVECsWxIDJwkUhNAPDvLvaY+GqpaKWmV193EMQgg5XnWkh9PdaMJfr9YvveyA1QQAAODh0IUeAAAcaWlTCxEHEULGC/juzuWaUbEThkWPOV555HhVQX2rnM+hogPiRsdPiBBGuTs1cLzBkcPWnFlFJ5LFZGWED+nhdPWtdfSD61TyHk53o+H9UldWyWU8am1iUr3BEMRx8MZ4AADgUVDAAwCAw5Q2NubHxMl4lFitGpTWz93p/A+byR4aPWpo9Ch3JwJONzRqVKgwnM5T8fHx2SK/gB5Ox2P52RDMtiGY7pgUNTI4cFdTi85i+VFe/1QkNkQEAPBlWEIPAAAOs6xZZWYyCSFZDAaLjXvE4AZcNu/JES9127zQnyt8dPhzPZ8uIiCK/hYGMWKnvK+RLRG3fVhcVeOM8QEAwHOggAcAAMcwW8jK2msrhCcNGujeZKA3m9Bn8oNDnrAS4Mfhv539b4e8QyHiBQwMz6QZPDouq+cz3qgfxY/icWU86kyrulCpcsYUAADgIVDAAwCAY2xXKMq1OhmPShXwo3lcd6cDvdpc2WNvTfokiAq+8VRScOrCGauGRY921Fz3ZT5CJywqIDYrIddRk3Yw6a+H8Eura500BQAAeAKsbwQAAMdYVn3t8ftkicS9mQAQQib1nToqbvzeyzuPVR6qVVVzWbxIUfTI2HFDokYyGY58gDEkauSMfneu//MXKzEcFveNrA/YTGf93pUlCfi+Vk4I+VFe/2nfeD4TT2gAAHwTCngAAHCABoNxQ0OjjEf5MZmjAoTuTgeAEEL4bCon6eacpJudPdFzo183mAybi9Z1elbA8f9X9sf9Q9Odl4CEzR4s9DdZSKFOvbau4Z7QTpYeAACAD8ANWgAAcIDva+U6s5kQMkYswtM/6G3YTPZrE957P2dB38CU9se5bN7kxGkr7lw7Mmacs3O43spuWQ1W0QMA+Cw8gQcAAAdYUXNt/Xy2WOzeTADcZVz8pHHxkypbKsoUxWq9WkoF9QsdwGdTrpl9sNBfymbLCJWvaC7RaBP4jt+yDgAA3A4FPAAA9NRRpeqUqlXGoyJ53BQB393pALhTpCg6UhTt+nlZDMYEScBvdQ0WQr6rkb8TH+P6HAAAwNmwyhEAAHpq2V+Nr3Ok4m523wYA22kNmjJFyVn5qSrlVQuxdBWWLbn2F3D5lXKT0eiy9AAAwGXwBB4AAHpEYzb/JK8nhLAYZLw4wN3pAPiUS/UXVhQuPFyxX2fUth0J9g+dmjRzdvpcf27HbpGRPG6K0WDhUYU69Y5d+bmTs12eLwAAOBcKeAAA6JE1O/KaeAIZjxoiFErY+GelG2WKklJFiVqvklCB/UPSRX645QGdsxDL98cXLzn6hdlibn+8TlX73fFvNxWt+zDni0RpSoersltV5wMkhJBl5ZXO2nQeAADcB79pAQBAjyyrlpO4eEJItrbV3bl4tJ3FW5YXLixTlFw/wmKwRsaOe3TYs3GSBDcm5i61yupqVaXJbAwWhMaI492djsdZeXzR4oLPuzpb3yp/duNDX01fGcILb398TGb64vMXZTxqfVxcXW1tcGio8zMFAADXQQEPAAD2K710aU9snIxHSVpVmakZ7k7HQxlNhvl7/rn14oYOx00W076yXQVXD7424f2JCb3lcanZYt5+6Y8fTy4vabx4/WCYMOLWtNm397+Hy+a5MTfPUVT359KjX1qLsJBWg+q9/Fc/y1nW/rAfRY1uqN8RHqlnc1bn7Xr2ntnOTRQAAFwLTewAAMB+S/cftDAYhJCJyhY21s934dN9791YvV+nM2rf2fnS0asHXZmSu7QaVC9tefy9Xa+2r94JITXKqq8Pfzpv3exqZaW7cvMoywsXdlg53xGDEEKKG4sOX93b4Ux2VGTbh6VM/JUEAPA1KOABAMBOZpN5pUjS9nliUqJ7k/FYBRUHNl5YYz3GZDZ9uPvN613KfJXJbHpt6zOHy/d1FVDSUPTsxodbdM2uzMoDaYzqgqsHaAbvr8jvcCS1X2q0olHGo86GRxw9UuDo7AAAwJ1QwAMAgJ227sirCAyU8ag0eW1ULDad7tyqk0vohMlVNduL/3B2Mu7165lVhZWHrcdUtpR/cfAj1+TjsaqaK/RGHc3g8qbSGw9OMl3bQ27ZmXMOSwsAADwACngAALDTssqqtg/Zflz3ZuKxVPqWU1WFNIMPlO5xajLuZTQbvz+xiE7ktosbe/lC+laDDf0gW42qGw9mDRzANpkIIT9GRKqVnQQAAICXwstRAABgj/ra2o2xcTIexdfrRmWkuzsdp1DpWw6X7y9uKFLqWqT8wLTQQbLIYRyWDXcrqluqTBYTzeCrLVfsStM7nKoubNY20Yk0W8z7y3bdMWCOs1PyWFJ+IP1gCa+TYHGgdPDxE8awiEJCftuxY86ttzguOwAAcCcU8AAAYI9Vebv0kTGEkDEN9X6UrxXwRpNhxfFvfj61UmNUtz8eJAh5ZOgzU5Nn0hxHZ6a7EJoQQn/VtDe6ttLbcq37mnVXFJ0sC+89IkTRgVRQg7qeTnBayKBOj2dLxW2vKyxrae2990IAAHwOltADAIA9Vvz1L0h2dJR7M3E4taH1mT8eWlH4TYfqnRBS3yr/IP/1T/a+bSEWOkOFUDbswh3s78tbdmuMGkJoVe+EkBu/8r0Kk8HMSbyZZmRWfOcbEMoGDZK2qmQ8ak9cfLHGx/sjAgD0HijgAQDAZgXHjp+KjJLxqMgmRXJqirvTcbC3814+VW3txfX1f/6y8jit17lD/MOiA+JoziuLHEYz0hvZtCw8kB/kvEy8wr2Z8+h8xaYmzYwX9+30FIvNzgoPI4RYCPmuRu7g/AAAwE1QwAMAgM2WiwLaPuQwLPQeqXqNfWW7DlzpuC/XjVYUflOlvEpnwOn97qATxmFxp9Beme+N0sMHM2g+fydkUITMqcl4PhEv4IPcz/lsykpMWuigp0a+bCVgUlho21d8eU2tyUJrzQgAAHg4FPAAAGAbjdn8k7yeEMJikPHDfe2h8a9nvqcTZjDp15/7hU7kbWmz+0gTuw27N/2hcGEknQG9VJgwIpPeEoNg/9AhkSOdnY/n6x+avvCW7+OlnTxgZzKY01Ju+/zmZTyWn5URInncVAFfxqMqdfodClodBAEAwMOhgAcAANusqatvMhplPGqIUChh+1QzVK1BY33xfHsFVw/QCeOyefOnfBkqDLcSM7HvlLmDH6c5r/d6csSLdHr4Pzn8RS6b54J8PF/fwJQVd6x9Z9KnWQk58dK+If5hqSH97xp0/9Lbfn1l/Ds8trXqvc0ksbjtw7JqrKIHAPAFPvWLFwAAuMDyvyqBbGmAezNxuAZNvclMd9e3WmU1zcgIYdTiW3/+dO87e0t3duh+J+D43y/7x+z0B+gvL/deiUEpL497+8P8N6xsrXdP+kMT+05xZVYejsVgZfXNzerbeae6bo0RixZX18p41PqGhjqDIZjDcWx6AADgYijgAQDABqVa7Z6mZhmPErNZmf7+7k7HwRgMG6pom4Kl/MD3cxaUNBTtKd1Zpihu1bdKqcABYRnj4yeL/HztPogVuUnTJXzpJ3vfrlFWdTgl5IkeG/789FRaLQOAJj8mc7RYtKOxSW+2/FBb90xUhLszAgCAHkEBDwAANlhWLTcTQgiZJBGzbalgvUIQP5jD4hpMejrBESKb989LCExOCEy2PS+fMix69A+z/thVsu1Q+Z4q5VW9yRDmHzE0ekR24jQRrxfdy3CZbHHAjsYmQsiS6loU8AAA3g4FPAAA0GW2kJW119bPZ0nE7k3GGbhsXmbk0CPl++kED48e4+x8fBWXzctNnp6bPN3difQKqQIqmsclhBS2qo8pVYOFvrZwBgCgV0ETOwAAoGu7QlGu1cl4VD8Bv60k8D13DbyfThifTc3od6ezkwFwiIl/3W5bjg3hAQC8HAp4AACg63oj6+utrX3PkKiRuUndPxn+x/DnggQhLsgHoOcmSgLYDEIIWV0rV2t17k4HAADshwIeAABoaTAYNzQ0ynhUW1ssd6fjRC+NfWtU7ISOR/9qHs8gjPszH72t/90uzgrAbmI2W8blyHhUs9G0bvMWd6cDAAD2QwEPAAC0rDpSoDObCSFjxCI+05f/+eCyeR/mfv7sqFfFfMn/jjIIISRW3Gf+lC/nDX3aXbkB2Ce7ubntw/LmFvdmAgAAPYEmdgAAQMvy8qskIpIQks3z/a2kmQzm7QPundlv1vGqgpLGSy3aJikV2D80IyUkrTds2G4rC7E0qOubtYoAnlhKBTEZvnx/x0sNzhgkOXZCJvDfFden9NKl+MREd2cEAAD2QAEPAADdKyw4eioiUsajIpsUKf1T3J2Oi7BZnKHRo4ZGj3J3Ip6rSaNYfXLJjuLN9a3X+iMEUcETEnLvzXg4kApyb250aA2aTUVr95TmlStKNQaNhApMDx98U8otA8Iy3J2ag7HY7AnKlrUCfwuDsXz/oXdQwAMAeCcU8AAA0L2lp8+SvkmEkGyjgeFz27+DfQoqDvwr7wWl7m9LsuvVdb+e+X7zhXX/nDS/k1YCnuR4ZcE7u16+fuuBENLarLrafOWPC79l9c19Zdw7FEfgxvQcbnJy0romJSFkeYD4X0Yji41fAgEAvA8WuQEAQDe0avVPYRGEEJbZNGFAmrvTAY9wvLLgpS2Pd6jer2s1qF7b+szh8n0uzoq+A1d2P79pXvvqvb1dxVuf2vCAxqh2cVZOFRkTnVIvl/Goq9LAnfl73J0OAADYAwU8AAB047et2xX+/jIeNVheKw3ygnXR4GxqQ+tbeS8YzUYrMSaL6Z2dL3dV4buXXFXzdt5L1vMvqvvzv/s+cFlKrjGJe62BxbLyCvdmAgAA9kEBDwAA3VjWomz7kO2727+DTdad+6lR09BtWIuu+ZfTK12Qj62WH1uoNrR2G7b14vqSxosuyMdlxmZm8PU6GY9aFxtXX1vr7nQAAMBmKOABAMCasuKS3TFxMh4lVqtkGYPcnQ54hF0lW2lG5l/e7tRM7GAw6Wnmb7aYt1/8w9n5uJIfRY1qqCeE6NmcH3ftdnc6AABgMxTwAABgzbJ9B8xMJiEkq6WFja5XPdCiaz5Tc+Jg+Z5z8tM6o9bd6djPQiyXG4tpBpc3lRpNBqfmY6syxeVWg4pm8J/y005NxvUmRUa0fVhsQTdKAADvg1/FAACgS2aT+buAa8vmJyVh3yk7nZWfWn7062OVh0xmU9sRPpsan5D94OAnwoWR7s3NDgaj3mDS0ww2W8ythtYAlge9fNGkbaQfrNDYEOwV0vqlRu07SCTSwojI47XyzNAQd2cEAAA2QAEPAABd2rErv1waKONRqXW10QPGuzsdr/Td8W+XFHxhIZb2BzVG9Zai9btLdvxz0kdj4rLclZt9uGwexRHQeYecEMJgMF/Z+mSztknIE/UNTM5KyJVFDnN2htb5c0X0g716rUTnGIyJgdLvzIQQsqxFhQIeAMC7YAk9AAB0aZlE2vYh+6/m1WCTH04uW1zweYfq/TqNUf3G9mePXT3k4qx6bkBYBs1Ii8V8puZEeVPpudpT6//85ZmNDz69cW6dyp3t02IkcWwW3T/P1crK745/69R8XG9iciKLQQghq2rlGrPZ3ekAAIANUMADAEDnGg3G9WqtjEf5MZmjhw5xdzrep0xR8u2Rz6zHmMym9/Jf87r9xicnTrP72uOVBfPWzqpscds2ZgKO//CoMfTjlx798lR1ofPycT0Jm53p7y/jUc1G0+/13e8mAAAAngMFPAAAdG5VbZ3ObCaEjA4Q8rlcm641W8x7r+x8J//l2T/eNHXFyHt/nv5+/mtHrx50TqYeatWJJSaLqduw+lb5pvNrXZCPA2Un3pQSkmb35fXqule2PunG5nYPDXmCxWDRDDZbzIsKFjg1H9fLll7rSrCsWu7eTAAAwCYo4AEAoHPLa66tc86W2NaBrKK57KHf7vhg32t7r+RVNJe1aJvLFCVbitY/98e85zc90qRROCFZj2Mym/aX5dMM3lu206nJOByTwXwv+7MgKtjuEUobi9ef/9WBKdkkMSjl0WHPXfuPzt9v+JvT1cfdu+zf4YYK/SVstoxH7VQ0Xdb43Hv+AAC+CwU8AAB0olCpOqlqlfGoSB43VUDRv/By46VH1s6+VH+h07MFFQceWXtXo8b3V+0qNA0qvZJmcLmi1KnJOEOYMGLRrT/Rfxn+RpuL1jkwH1vdnT43MSiVEEJobKZmIZaihnPOTsmVWAzGeHEAIcRCyMpaPIQHAPAaKOABAKATy2qu/U4/SRJAf7dovVH36tanlLoWKzFVyqtv5b3Qs+y8gE2vtasNXvYOfJsQ/7CvZ37/0ZQvJ/adEhUQK+SJIkUxfA6f5uUX68679+V/sZ+EfnCLttl5mZQ0Xvzt7A+LCz5ffXLp/rJdWoPGeXNdly0JaPuwokZuprEMAQAAPAG2kQMAgI40ZvOPtXWEEBaDZNmyfn7tuZ/oNCc7Xllw4Er+qNgJ9qfo8aRUEIMwuuo/30FgD9aiuxeDMEbFTmj/rcxakknzWguxNKobIkU2rO9wLJFfAP3gAD+nbGV/qrrwi0MfXZD/7fE+n03NTp87J+NhDsu23hM2ifbjpVB8QkihVr2zqcnWN2UAAMAt8AQeAAA6WlfXoDAaZTxqsNBfyrbhVu/WixtoRm6/+IddqXkNAce/b1AyzeCMCN9p8k9xbCjIKY7AeZl0KzmIbh8+BmHQD6bvt7M/PL1hbofqnRCiMaqXHfvqyQ0PtOic+NifEDJJcr2VnU+94Q8A4MNQwAMAQEdL7WpfpzGqixs6f/X9RqdrT9iclreZlnIbnTAGYUxNvcXZybhMnDiBZqSYL3HSY22aJiRMZjNp3Z8aFC4LEoQ4dva9pTs/2/+BlX0KztWeemP7s3Q2MrDbOLHIj8mU8ai19Q31BrdtCgAAAPShgAcAgL8p0+p2K5plPErMZsmE/vQvtKm9vELt+33sZqTekSBN6jZsctK0/iGDXJCPa4zrM4lm5Ni4SUyGO38PCRdGzkib1W0Yk8F8dNizjp1aY1T/Z9+73b5hcbyyYEvR746duj0/JnNUgJAQojdbfly/0XkTAQCAo6CABwCAv1l2qcRMCCEkSyxmM+g3sCM27bPlzxPamJf3YbM4H075wvqT2/4hg14Y+0+XpeQC01Jvo7O9HIfFvTfzYRfkY93jw57vFzLAesyjw57tSbP9TuUVb65X19GJ/OnUd46duoNs5bWWk0sMTnzUDwAAjoICHgAA/sdsMn938VLb50kSG1p8EUIOXNlNPzhe0temwb1UhDBqya0/D40edeMpFoM1s9+sz6cv57Pd1sXNGfhs6s2JH7GYLOthz4x6JUIY5ZqUrOCx/T67eenY+Ildnf2/MW/ek/6Qw+c9fGUfzcgyRUmNssrhCVyXlpIcpWiU8ajT4RHHjx5z3kQAAOAQ6EIPAAD/s33nzvLAIBmPSq2TRw9ItenaP+Wn6Qf3D0u3MTVvFSQI+c9Ni07XHM8v2V7ccEGlV0r4gWkhAyclTo0V93F3dk4hixz2Qc6Ct/NeVhtabzzLYrKeHvHyzH7dr113DYoj+CDn84KKAxvO/3rs6mGVXskgjAhR9Oi48bMG3h/iH+aMSatVlTYEKyvDhBHOSIMQQhiMiUZ921P+ZafPZg4Z7KyJAADAEVDAAwDA/ywrryR9Ewkh2VyOrdc2aW14B96X3vqmY2BY5sAwuvur+YBRsRNWz9q4vHDhrpKtKr2y7SCXzRsRPeahIU/2kSa6N70bDY0e1bZQQmvQcFjcblcQ9JDFYsPG62aL2XmZEEImDhyw+moNIWRVeMTHShVlS+cLAABwMRTwAABwTUOtfENsnIxH+RkMozNsLrCFXBH9YAkVZOv44F2C/UNfGvfW86Nfv9JcqlA3CHkBMZI4z39fwI/Dd8Esof4Rl+rpbtngxMfvhBBCJEFBmSdOGcMiCgn5PW/n3bfMcOp0AADQE3gHHgAArlmVt1PH4RBCxjTU8QU2b9CdGJRCM5LD4sZJfHP1OHTAZnESpEmDo0YkB/fz/OrdZYZ11hahU5GimEhRtFOTIYRki681vFjW3OLsuQAAoCdQwAMAwDXLGdeWDWdH2vPEb3yfyTQjh0WNpjg23yAA8BnZiTcF+InpRN454F5nJ0MIGZKRLlWpZDxqV2x8SdFFF8wIAAD2QQEPAACEEHL0SMGpiEgZj4psVqSk0n2W3l5GxJAhUSO7DWMxWA8NecKO8QF8hj9X+NTIl7sNSwsZOKPfnS7Ih8Vmj1e1EEIsDMbKQ4ddMCMAANgHBTwAABBCyLIz59o+TDYYGLZs/97e6xPet77tOSHk8REv0F9sD+CrcpOmzxv6NIN0+XctQZr0fu7nbJbN7STtMzk5iWGxEEKWicQmo9E1kwIAgK1QwAMAANG0tv4UHkkIYZlN4wek2T1OkCDk65nfJ0jUsLOGAAAgAElEQVSTOj3LZnGeG/36rIH32T0+gC+5P/PR+VO+jA6I63CczeLcMWDON7euDqKCXZZMZEx0Sr1cxqOuSgPzTtqwJSQAALgSutADAAD5bduOJmmwjEcNrqmSDurfk6EihFFLb/914/k1G/5cU9xwwUIshJAAP/HYuEn3Zj7sgnZcAF5kVOz44TFjTlcfP1Vd2KCu43P4cZKEkTHjxXyJ65PJDgg4TwghZClfkOP66QEAgAYU8AAAQJYKr/WgzpbQaqxlHZvJviXtruzYaUZiVFtUPJaflAq0slQYoDdjMVgZEUMyIoa4OxEyJmPQovOXZDxqfUNDvcEQxHHR6n0AAKAPS+gBAHq7yxrtHg5XxqMkDCJLt3n7dyv82H4RwqhAKgjVO4Dn82Myx4hFhBC92bKqts7d6QAAQCdQwAMA9HZLqmsthBBCJgYFstlYmQXQe2WLr63BWVpd695MAACgUyjgAQB6NaPF8l2tvO3zREesnwcA75Uq4Ef78WQ86myruqBF5e50AACgIxTwAAC92tZGRZVOL+NR/QX8KB7X3enA3zRpFFXKqxqj2t2JQC+SLbnWEWNpDR7CAwB4HCyVBADo1ZZWX3v8ni1xQ9dr6JRcVbP65NI9l3fUq6+9h9w3MCUn6ebb0mZz2Tz35uYzLMSi0DSazSYJP5DFZLk7HQ+SJQ5YWSMnhPxQW/dpQpw/C18cAAAPggIeAKD3qtUbNjU0yniUgMUcFSBydzpACCHbLm78eO9bOqO2/cHihgvFhy78fu7n+blfxEv7uis333BOfvrnUysOl+9XG1oJIWwWRxY57Lb+d4+MGefu1DxCAJs9VCQ0WkihTr2mruGBsBB3ZwQAAP+DJfQAAL3XdzVyg8VCCBkbIOIx0Sje/bYUrX931ys6o5ZYOjlb2VL++Po5V5uvuDwvH2Eymz478OE/1t69q2RbW/VOCDGaDEfK97+0+fFXtz51/WAvd307SbSyAwDwNCjgAQB6rxV/veOaLcX6eferUl79ZN/b1/6ji9spSl3LP/P+z2wxuywrX/LhnjfWnFll6fTuCCH7yna9sOkfRpPBxVl5IJm/fxCHLeNR+5tbzqs17k4HAAD+BwU8AEAv1faruYxHxfnxEvl+7k4HyHeF3+qNum7DLtad31u60wX5+JitRRu2Fm2wHnO65viyY1+7Jh/XKG64sLd05/ZLf5yoOkrnT1cbBoNk/dXKbkUe/rABAHgQvAMPANBLXV8cOxm7x3kAo9m4tzSPZvCuy1vH98l2aj4+xmwxLzn2BZ3In8+snDXo/gA/7/5LYTKb/rjw26oTS6qVldcP8tnUlOQZcwc/LuFLux1hMsX/1WImhHxnYbyn13O42KICAMAj4Ak8AEBvpGppWXOlghDCZpBxYrSvcz95a41S10IzuKT+olOT8T3n5WdqlFV0InVG7YEru52cjnOp9MoXtzz2yd6321fvhBCNUb323I9zf731nPx0t4OECoUD6uQyHlUbIN60g+6tJQAAcDYU8AAAvdEPW7apeDwZjxpZVSliYzWW+6m0SvrBSl2z8zLxSZcaLtgQXG9DsKcxmU3/3PF/BRUHugqoV9e9sOlROq0Qsymq7cPS2nqH5QcAAD2DAh4AoDdaqr/WqSs7FHtEeQSb1myLaSyBhvbor24gXn5/ZMP5X61U722UupaP9vyr26FGZqb7azUyHrU1Nq6qvMJBCQIAQI+ggAcA6HXOnjpdEB0r41EhLc2DBgxwdzpACCEhwrAgAd2bKf1CBjo1Gd9j4/0Rb92UwUIsq04uoRN5ouro2dqT1mO4PN64JgUhxMhircjf44D8AACgx1DAAwD0OsuOHW/7kK3VMNy0/XtpY/Ge0rwtResLKg60GlRuycGjMAhjct+baAZPTpzm1GR8T5ottzxSvfb+yKW6C7XKaprBdPYymBwX2/ZhOZ+yWDrffg8AAFwJ7z0CAPQueq1uVXAoIYRhMU9M6+fi2S3Esq1o44rj37R/BZfD4k7oM3ne0KfDhZEuzsej3Jsxb1PRumZtk/WwkTHjMiOHuiYln5EQmJwgTSpp7L75n5AnGhEzxgUpOUNFS/dvtl9H5zX4Pol9++bvJUHBhSGhe/bsHT9+XA+yAwAAB8ATeACA3mXdtu11IpGMR8lqa4LDQl05tc6ofXP7c+/lv/q/ysFCCCEGk377pT/m/nrbkfL9rszH04j8At6b/BmHZW2/rkhRzBtZH7osJV/y2PDnGaT79SZzMh6mOAIX5OMM9Hd6J4ToTLSCs1nXfldcWnzZnpwAAMChUMADAPQuSxuvPeDNDnDp7nEWYvkg//Xdl3f87Wi7ekqlV766/ek/5WdcmZWnyYgY8uX0FWHCiE7P9gsZ8EbWBwKuv4uz8g3DY8bcl/lIt2Hr/1xTpihxQT7OECQIph8cTNG6fzcuI51n0Mt41JqYOEU92tEDALgZ66233nJ3Dt7NaDTq9XpCCJfL5XA47k4HaGn7rlF/bZADnk+r1ba9fonvWg+VFZc8y2Bl+gnEatUTsgwm04m3cfV6PZPJZP+1R11+yfZlx76yfonJbDpTc2JG2p1MRu+9vxziHzaz36xAQbDOpNUaNQaTnsf2sxBisZjrWuWbLqz97ezqamVlUmCqYyt5s9lsMBgIISwWi+2jOwvKIocJeaJjlYctFnNXMUpd8+7L27MScv15QlfmZp+27xqXy2UwGIQQKRX48+mVJrOJzrWzB81NCEy68fjpmuO/nVn929kft1xcX1h52EAM3ErlFZG0gpijTp8e2j/Nwf8PvYxOpzOZTIQQPp/v1J/A4EA6nY4QwuPx3J0I0GKxWLRaLSGExWL55HcNPzgAAHqRZfsOmJlMQsjElhYXF2nfn1hEJ6xMUbKvdJezk/FwXDbv1rTZn9+8/PHhLzCZLK1RYzIbr59V6lrW//nLPT/fvP9Kb/9C2SE6IK79F7NTjZqGD3a/4Zp8HIvPprLptUKU8gNHx0/ocLCiuezJ9fc//vucH04t339l15GK/ZuLfn8v/9W8yvd0tTsJIYsTEh2fNAAA2AIFPABAb2G2kO+Cr21UNjG5kydvziNX1Vyqv0Az+MCVfKcm4y12XNr0Qf7rBpO+07NqQ+vr257tdsdv6GD5sa/phBVWHj5dc9zZyTjDvCFP0dkz7/ERL/DZf1vQdE5++pG1s09WH7sxWGVQqosX9qv+9XSr+pgSe0YAALgTCngAgN5iS6Oi3F8o41H9dZromGhXTn21uZx+cHlTmdMS8Rr16rqP97xlIdY27jKZTe/uegWb8NFXp6ql32RhT4d+DV4iSBDyfs4C63347s14ODdpevsjCk3ja1ufUuparFylrdworMtfWl3rmEQBAMAuKOABAHqL6795ZyckuHhqPb1+13YE+6qfTi3XGNXdhik0jb+f+9kF+fiGsqYS6/dE2iv12lZ26eGDv7lldf+QQTeekvClb0z48B/DnutwfEXhwgZ19w3qpJW//lh9pdVE6x17AABwBt/sUgMAAB3U6g1/NDTKeJSAxRzl2v7zhJBgQQj94BBBuPMy8RYd2/V3bc/lHfekP+TUZHxGq76VfrBa5ylLGzRGdbOmScKX8th+NC/pI01ceOvq45UF+8p2VTVX6EzaYP/QwREjxvaZeOPDeb1Rt6VoPZ1hWUaVue7Ir3X9Hwiz4W80AAA4EAp4AIBeYUVNrcFiIYSMEwfwmN3vhu1Y8dJECV+q0DTSCZZFDnN2Ph5OY1TXKKtoBpc2euuDYteTUoH0gyW2BDtDs7bph5PL8ku2VSmvth1JCEzOSZx2a9psPw6/28sZhCGLHEbnb9P5urNqA91bG/yWc0ura1HAAwC4Cwp4AIBeYUWNvO3DZEn3Da46UBtaj149VNFUpjNqAwXBsshh0QFxNo3AZDBvTrl9JY1G9BRHkJ1Iq422D1Pru188f53WqNlbljcwVCbmS5yXkm9ICkz14/C1Bg2d4IHhMmfnY8XB8j3v5L2s0ivbHyxpKPq6oWjtuR8/zPkiMSjFUXM1tNbRD5aYWvY3t/zZqu4nwKaeAABugAIeAMD37WlqvqDWyHhUnB8vgU93FS4hRGNULz/69W/nftQZte2Pp4cPfnrkK0nBqfSHujvjwR3Fm6qVldbDHhrypIQvpT+sTxL7SVgMlslC601jC7G8tvUZFoM1PGbMP4Y9Fy/t6+z0vJcfhz+hz2Q6y8W5bN6khCkuSKlTB67sfm3r0139AahRVj2x/r6FM79PCEx2yHRcNteGaAaHELK8Rv5JQpxDZgcAAJugiR0AgO9bWn3t8fsUqQ2P3+tb5f9Yd+8Pp5Z3qN4JISerjz36+907Lm2iP5o/Vzh/ypfWi/PpqXfMGngf/TF9FYvJ6hc60KZLTBbTgSu7H1p7Z17xZidl5RseHvyUgOPfbdjsgQ8E+4e6IJ8bNWkU7+58xfrtG7Wh9c0d/2fsbkN7mqICYukHs6hwQsiKGrnObHbI7AAAYBMU8AAAPq7JaFxTVy/jUVwGY5w4gOZVeqPu5a1PlDQUdRVgMOnfz3/tRNVR+pkkSJOW3PrLsOjRN54S8kTPjX79pXFv0R/Nt01NmWnHVXqj7t2drxyp2O/wfLxas7Zpa9GGxQWfLzgwf2fJloeGPMlhWXvmPDJm3INDnnBZeh38cHJph5XznSpvKt12cYNDZoyTJESKYmgGp0aOkfGoeoNhY4PCIbMDAIBNsIQeAMDHraqt05jNhJBRASIBi0XzqjVnVxfV/Wk9xmg2frznre9nrWcz6f5rEioM//Smb8/Lz+4r3XlZUaw36QKpoPTwweP6TPLnuro3viebmnTLb2d+LG64YOuFJotp/p5//nTXZvody31Yq0G16Mjn68//YjQZ2h+PEsVqTZr6VnmHeDaTfefAOY8OfY7FoPs3xeF2Xd5GN7JkW07f6d3H0XBf5rwPd7/ZbVhayMBZfSd8VF5JCFl8+sztE8c7ZHYAAKAPBTwAgI+7vv37ZNrr580W8y+nV9KJrGguO1S+d0xclk0ppYb0Tw3pb9MlvQ2Lyfogd8Hj6+6tV9vQYKxNnap226WN01PvcEZiXqROVfvcpnllnW3nfrXlCovByk2arjGoy5vLdAZtoCA4I3zI1JSZNq0ndzilroX+BgSX6s87at4pyTP3XM47WL7HSgzFEbw8/p0YkTDAaJDxqB3a1pJLxQmJ6LkAAOBSWEIPAODLCgqOnVS1ynhUJI+bRrtr9KX6C/TrxkNX9tqbHVgTIYxafOvPGRFD7Lj2YFlv/6bojbqXtj7eafXexmQxbb/0x5SUGd/fuf6Xe7YtnLnqkWHPuLd6J4Qo9S30g1tsCbaOyWC+lf3JiNixXQUE+Ik/nvp1H2kim8HIqq8jhFgYjBX7DzoqAQAAoAkFPACAL1t85mzbh5z6Ovqbv9eo6D4DJIR021ge7BbsH/rF9BX/uWnRTSm3xojj6V94teWK87LyCmvO/XCpvpsXEMwW83/2vX9jj0Y3EvvZsBegTcHdojiC+blfvjTurQhhVPvjPLbftJTbvrtjXXr44LYjOclJDIuFELJUEmg0GDoZCwAAnAZL6AEAfJaqpeXniChCCNtkzEpJon+h2WJDf2mbgsEOQ6NHDY0eda721KPr7qZ5icGkd2pKHs5CLL+e+Z5OpFxVs/vyjpykm52dEk0URxAnSbCycKC9fiEDHDs7i8GannrH9NQ7ihsulDdd0Rm1QYLg/mHpfPbfFu9ExkT3u7TbEhJaKCZb8nbePCXXsWkAAIAVeAIPAOCzfty6Xcnny3jUcLk8QGrD5uqh/uH0g8OEEbanBjYLFtiwq1mIf5jzMvF8lxsv1alqaQZ7WtP+7MSbaEdOc1IOfQNTshJypiTPGBI1skP13iaHz2v7sLiK7tcZAAAcAgU8AIDPWqy7tro1JzTYpguTg/sF+NHteDcsapRtaYFdQvzDogPiaAbLIoc7MxdPR78PnK3BLnDnwDlBgpBuw/qHDBrfJ9sF+XRqVGaGUKuW8ajN8X0qSkvdlQYAQC+EAh4AwDftOpR3nqpIq9/BvbxWL1V22EbLOhaDdVt/Wqu1w4QRo+Mm2Jsj2GZm2iw6YVw2b0rSDGcn48kYDPoNHzwOn029n7PAj8O3EhNEBb8z+T8M4rb/Ta6f3/imJkKIicn8bq9nLWEAAPBteAceAMDXFNUXzd89f2/ZvhBi0RCiIeT5TT/4c4V3pz84e9ADHBaXziCz0+fuKtlm/V1cJoP53OjXuWyegxL3biWNF49WHKpVVbOZrAhR9PCYMeHCSMdOcWvaXZuLfi9pKLIedn/mo6FCG16C8D3h/jZ85cNFDv429VxayMCvp3//xvZnq5RXOz37TvZ/3P6WxOSEPhtbtYSQxcKAV41GFhu/UgIAuAJ+2gIA+JTNRZtf3PKi9obG2iq9clHBgkPlez/K/UrkF9DtOHw29dGUr57b+HCnJQQhhMVgPT3qlVGx43ues7e7VH9hwYEPT1Yfa3+QQRhZCTlPjngp2N+Gd9et47C483O/eGbDg119UwghucnT78t8xFEzeqk4aUKoMLxWWU0neHj0GGfnY4ek4NQf7vrjj6K1+SXbihuKWrTNUiowNXhgdtJNWQk5bnz2fl1cn/jk/L0kKLhQSvLy9+RkT3R3RgAAvQLDYrG4OwfvptVqVSoVIUQgEPD51ha8gedo+64FBQW5OxGgS6FQmEwmQgi+a9YdqThy36/3Gc1GKzEZEUM+m7aUxWTRGbBF2/zV4X9vLVpvspjaH0+QJj0z6tXMyKFWrlWpVGw228/Pj85E3mtf2a638l7saiuyQCrokynfJAWnOnDGZm3Tp/vfzS/eZiF/+xdcyBM9NPiJ2wbcY191ZzQa1Wo1IYTL5frAd+3n0yu/OPhRt2FhwogfZv3hvatI2r5r/v7+TKYbXorcsf/A5wHSQp36tpJLax56wPUJeKOWlha9Xk8IkUgkLBatn8Pgdi0tLYQQkUjk7kSAFpPJpFAoCCFcLtcnv2so4HsKBbw3QgHvdVDA02E0G3OX55Yqum8o9fyYN25Nm01/5PpW+cHyPeVNpXqjPlAQLIsc1i9kIJPRTcHQGwr4C/Jzj2+YozfqrMQECUKW3vZrIOXgP7plipI9pXllihKVXhnIDx4Ynjk2Psufa/9vKj5WwBtM+ifW3/en/IyVGCaD+fGUr4fHeOITeJrcW8Br1er7z19Uc3mndOrykUPCubRez+nlUMB7IxTw3sXnC3gsoQcA8BF5xXl0qndCyE8nV9hUwAcJQqan3mFvXj7LQiz/3f+e9eqdEFLfKl9UsODV8e86dvY4SUKcJMGxY/oSDov7Qe4X/7fp0a5aBrCYrP8b86ZXV+92KG0sPlJxoEZVxSCMcGHk8JjRMeJ4u0fzo6ixIcFbm1qMhHxfU/dSjMd1EwAA8D0o4AEAfET+5XyakVXKq2WKEpR/PXROfvqc/DSdyG0XNzw54kUhzwefA3iyICr4m1tWLTv61W/nfuxwnyU1pP8zo17tH5rurtxcr7Sx+LMDHxZWHm5/8PODZGTMuGdGvxIpirFv2MlBgVubWgghi6prXoyJdP+r+QAAvg4FPACAj6horqAfXKW8igK+hwrK6e6eZTQbj1UentBnslPzgRvx2dQTI168X/bokfIDV5pKtQZ1sH9oeviQxKAUd6fmUkcq9r+x7TmNUX3jqYPle878dmJ+7peDwmV2jJzI9+vjxyOEFGrUe5qax4u7b5AJAAA9gQIeAMBHmMym7oPsCgZCiMliOlZx6HDF/uqWSguxhAkjrigu07+8RlnlvNzsZraYD5Xv3V+aX95cqjPqRNyAASEZ2YnTovyi3Z2aI/lzRRP7TnF3Fm5T2ljcVfXeRqlreXXrU0tu/yVCGGXH+DmBkoWVNYSQRVW1KOABAJwNBTwAgI8It2Xr71BBr94n3FZnak58svfty42X7B7BE/b96qCkoei9/Ncu1V9of7Cg8sDqM0vmZD5yX+YjHpgz2GHBwflWqvc2Lbrmrw5+8n7OAjvGnyAOWF4tl/Go3+rr6wzxwRyOXWkCAAAtbuhZCgAAzjAmjm47LglfmhCU5NRkfMnOkq1PbZzbk+qdEBIhsufZpvOcrD72j3X3dqje22iN2sUFn7+z8+UO29SBNypTlBy7eohO5N7SnXJVjR1T8JnMMWIRIURvtnxfU2fHCAAAQB8KeAAAHzEleYofT0In8pa0u1gMbF9Ey6X6C+/nv2Y0GXoyCIfFlUUNc1RKPdegrn992zPWn8ruuLRp1YklLksJnORIxQGakRZiOXKVbluHDnIk4rYPi6prcNcHAMCpUMADAPgINovfFHtvt2Ex4vjZ6XNdkI9v+Pzg/G43iuvWzSm3CTj+DsnHIVYULmzWNnUbtrJwUYO63gX5gPPUqmxovlCrrLZvlmSK38ePJ+NRRWrN3qZm+wYBAAA68A48AICPWFffUCUa0i9mtrb8J9LF4ucwYcTHU77isykX5+alyptKT1Qd7eEg4cLIh4c85ZB8HMJg0m+7uJFOpMao3lWy5Y4Bc5ydEnTlRNXRvaU7y5tKVXplEBU8KHxwVt/cICqY/ghMhg2PamwK7iBHKl5YVUsIWVxdOw6t7AAAnAYFPACAj1hUXUMI4UffNis2Y8fJz6uUV9ufZTKYk/pOfXrkK2I+rWX2QAg59vdNs+0QJoz4eMrXIj8Pqmcu1p9XG1ppBp+oOooC3i0qWyo+zH/jZPWx9gf3lOYtOrpgTsa8ORnzaBbb4f6R9CcNt6sLfZtxYvHymjoZj1ojr/9vSGBwYKDdQwEAgBUo4AEAfEGJRpuvaJbxKAmbPTdl6tzUnMLKw8crC+rVcj6bihbHjYnPsm+PqN6sodX+jlwsBmtq8i2PDnvW0+6Y2LQqvidfAbDbpfoLz/zxYIu2k7XoWoNmccHnJQ1Fb036N50afnjsGELvLXgmgzk0epStqV4nYDHHsBg7zERnsXy/Zfvz9862eygAALACBTwAgC9YlLfTIhQTQrKlAWwGgzDYw6JHD4se7e68vBuHxaUfPKPfncnB/eSqGiaDFSGKGh49xtNK9zZ+bD8bgjl852UCnVLpW17e+kSn1ft1u0q2xYr7PDTkyW5HixTFjI7L2l+2q9vIyYnTAqkgGxK9QQ6x7CCEELKIw33OYmEwsA0hAIDjoYAHAPB6eq1uhYVBCGFYLJMovN/uMFEBMfSDk4P7TU+9w3nJOEqMOJ5+cJwkwXmZQKdWn1hGZzu31aeWTUu5LZDf/fvwT496+XRNofU7AkGCkH8Mf96GLDuTnJLcJ38vCQouDA3bt2ff2PFjezggAADcCF3oAQC83rpt2+WiABmPypDXhAs9qNu5txsWPZrN4tCJZDFYI2PGOTsfhwgTRiQFp9IMHhOX5dRkoAOzxby5aB2dSL1Rt+0SrWaEEcKoj6d8HeAn7iogSBDyyZSFNvXG68pk1rWn7ouKS3o+GgAA3AgFPACA11usuLYlWI5I6N5MfIyQJ5rR7046kTlJ04MEIc7Ox1EeyHyMTlj/0HRZ1HBnJwPtXVFcpt+kgP4WCf1D05fe9mtW39wOr80zGcwpyTOW3PZLYlCKbYl2YXxGhp9eL+NRa2Lj62q6X0cAAAC2whJ6AADvVlJ0MT8mTsajJK2qoYMz3J2Or5k35MmjFQfLm0qtxIQLI58Y8YJj5zWY9FeaLjdpFP5cUaw03rE7/42NnzglecaWovVWYvy5wtez3mcQvMbsUg1qG7oG1rXW0g8OE0a8M+nT+hHygqsHa5RVDAYjXBg5LHq0hC+1Pc0uCYT+oxvq8sIjdRzOqp35z92DVnYAAA6GAh4AwLstOnjIHN+XEJKtamGz8VPdwfy5on/f9M3LW54obSzuNCAqIPaTqdbWJ9uqVlm9rPDr3SXbWw2qtiMcFnd49OiHhzyZEJjsqFleHvs2gzA2F/3e6dkgQciHOV9EB8Q5ajpnU+paqlsqtSZNkCDEUbstnKg6uqVo/anqY43qBgFXECOJHxefPS3lVp4tXQBtZVPXQL7tLQaDBCFTk2faepVNcqOj8owWQsi3bO6zaGUHAOBo+FUPAMCL6bW6FYHBhBCGxZydSvfFZrBJhDBq0a0/rj6x9LezPyh1LdePCzj+M9Nm3Sd7RMBxWN+BfWW73sl7WWNUtz9oMOn3le06WL7nyREvOmpXdjaL89qE98f2mbiycNF5+VkLsbQdF3JFOYnTHxz6uIjnQXvXW3H06sHvTyw+VVVospjajoQLI29Ovf3OAXPsbqGv0is/yH99b+nO60c0RnW9uu54ZcGqk0v+NfHj9PDBDki9M1GiWCaDabaY6QTb1I/QZZJTU+L37CfSwMLQsL179o4b7x29IQAAvAUKeAAAL7Zu23Z5gFTGo9Jrq8MGprk7HZ/FZ1MPD3nqAdlj52pPVbdUWoglkAqW8CVKnbJWWR0dEGvThnNdKag48Mb2Z01mU6dnTWbTggPz2UzOLWl39XyuNqNjs0bHZtWpaiuar6h0Sn+msI840c+P78dz4kNmRzGajf/d//76P3/pcLxaWbmoYMGWovUfTfnSjhJXbWh9cv0DxQ0XOj1bp6p99o+H5+d8MTxmjD1Jd0fMl/QPTT9dc5xO8GhPbTGYw7B8Qwgh5JviyyjgAQAcCwU8AIAX+0bRTAKkhJApASJ35+L72Ez2oHBZIBW0vHDh3ss7rz8nF3D8x/XJnjv4sXBhpN2Da4zq93a92lX1ft2Cg/OHxYx21CrxNsH+ocH+oUajUa1Wdx/tMT7Z+/amC2u7OlvRXPb0xgeX3Pqzrc0FP9n7dlfVexujyfBW3ourZm1wUtvC+2WP/t+mR7sNi5f2HRs/0WKyOCOHHhovy1xRVCLjUWvj4uVV1SER4e7OCADAd6ALPQCAt7pw9tye2DgZj5K2qoZkpLs7nV5hS9H6Ob/M3M4cVFoAACAASURBVHZxY/tV7q0G1eaidXN+mbGrZJvdI68/92ujpqHbMKPJsOr4Ertn8Rl7SvOsVO9t6lvlH+39l03DXqw7n3dpc7dhKr3yu+Pf2jQyfcOiR09PvcN6jB+H/+aE+SwGy0k59JBAIBhbLyeE6Nmc5X/tkQEAAA6BAh4AwFt9e7TQwmAQQnJalWhf5wI7i7d8kP+6waTv5JyFaA2at/JeOHAl377B95bm0Y0sy7v+ynqvtfzYQjphh67sPS8/S3/Y7cUbaX5t84o3G81G+iPb5Pkxb9yccntXZ0W8gI9yv0oKdmfPC7mqZnnhwsd/n3P76uzZP970/KZHfjuzWm1ovR6Q+9ctxUUqtbm3/2kFAHAkFPAAAF5JYzavTEwihDAtlkn9+7s7Hd/XqGmYv/ufXVZ3DEIIMVvM7+96vX2jO/rKmkpoRjZpFM2aXv1Us7Kl3Poq9/Z2X95Of+SzNadoRip1LdY3F+wJNpP98vi350/5IiXkb40t+GxqeuodK+/8XRY5zElTd8tCLCuPL7rrp6lLj355uuZ4jbKqormsoOLAfw98MOuH3Oud/xKDg/ry/WQ86rJGm4eH8AAAjoMnNgAAXulneX2j0STjUUNE/iGhTnkXF9r76dSKDs3hO9Wia15zdvVc2WO2jq8xaOgHq42tYiKxdQqfUaage7ODEFKmuEw/uEmroB+s0DTSD7ZDW4vBWmV1maJEY9QEUkHJQf24bJ5TJ+3WJ3ve3nD+105PKTSNr2975oWx/5zR705CSK5U8mVlNSHk2+qayVKH7bMIANDL4Qk8AIBX+raqpu1DrrT3FnKutOfyDtqRdBfDtxdIBdGMZBCG1C/Qjil8Rqu+tfugv6gNKvrBQp6QfrBrdtoLFYYPixk9vk/2gLAMt1fv6//8pavqvY2FWP67//0/5WcIIePEIgGLKeNRG+obK3WdvXgCAAC2QwEPAOB9TqtaD7coZTwqmMvO9Bc4da4WbfNvZ1e/svWph36749F1d7+986W84s1Gk8Gpk7qAxqi+0nS5sqVcb9R1G2ww6atartIcuaypxI531OlvLZ4Skmb3Due+gf7NDkKIhLLhZkdfaQrNSC6bFyWOoT+yD9AY1YuPft5tmNFsXHj4U0KIH5M5XhxACDFaLEura52eHwBA74Al9AAA3ueb64/fJRImg+G8idad++nbI5+p9MrrR87VntpxaVOkKPqV8e9mRAxx3tROYiGWXcVb15xdfa72lNliJoSwWRxZ5LC7B82VRQ7v6iqNQUO/JjeaDHqjjse2bSv1qcm3bL24gWakTSP7npSQ/hwWt/NugjcYFCajP/KEhMkbL6yhEzkyZiyfTdEf2QccurKvSUPrFYMTVUerlFcjhFG5UsmmBgUhZHF1zeuxUSxn/rACAOgl8AQeAMDLqEym1fI6QgibQSZJnPhm6VeHPvl037vtq/frKlsqnvvj4Z7smuYWSl3Lc3/M+1feC2dqTrRV74QQo8lwpHz/Mxsf+nD3m13VhEI/EZvFoTmLP1doa/VOCMmMHDomLqvbsITA5JtTu+xP3ksIOP7j4ifRieSzqQkJOfRHHho9alB49wU/i8maO/hx+sN6O41RvfL4ok/3vUP/kjPVJwghcX68VAFfxqOu6vSbG23oLwAAAF1BAQ8A4GVW19a1GE0yHjU8QCTlOGsh1Zai9T+eWmElwGg2vp//WmljsZMScDidUfv8pnnHrh7qKmDThbXv7Hy50yftDMIYFJZJc6JBtBfDd/B61gd9A60t4Q4ShHyY+zmbidVzZN7Qp+k8AL9P9oiUb1u/gDez5kv4UusxT454MUGaZNOw3utc7anZP960qGBBs9aGZvKNmoa2D7mSa006rrftAACAnkABDwDgZRb99TbpFKc9ftcaNN8e+W+3YTqjduHh/zgpB4dbcvSLbrcEz7+8feP5zldQT0maSXOiqSl0Izvw5wq/nrkyJ+lmBulkpfHgqBFLbv05Qhhl3+A+JlIU/a/sj6wvi8hKyLkn/SFbRw4TRnw1Y2WMOL7Ts2wW5/kxb9wxYI6tw3qpc/LTT298sL5VbuuFAu613hyjxSIhmynjUVsaFGXa7vtNAACAdSjgAQC8yZEW5XGlSsajwrmcAU5rX3e4Yn+9uo5e5D6ake6l0DSuOfsDnchlx742WUw3Hp+cNC01pH+3l2dEDBkbP9Hm/P5CcQRvZs1fdvuauwfNHRQuixX36R+aPrPfrC+mr/hs2pIgAfYL/J/RsVmfTVvS6R0NDov7gOwfb036N5Nhz+85MeL47+5Y+/TIV9oviBD5BUxLuW31rI23ps22P2mvojNq39z+nM6otePa6ysUuAzGRLGYEGImZMnlUkfmBwDQK2EZHgCAN7m+DHVKoMR5/aBOVB+lGWm2mE9VF05MyHVaLo6x/8oumj3P6lvlZ2tO3vgiNJPBfH/ygsfW31urrO7q2khRzDvZ/+n0+blNEoNSEoPotkPvzdLDB/9w1x87ijfvL9tV3lxmMBmCqODMyGFTkmeECyN7MjKHxb1z4Jw7B85pNaga1fV8jkDKD7TvdoD3Wv/nr3KVPeveg/1DU0MGXP/PXKlkfX0jIWTpxZJ/9e3D4XIdliIAQO+DAh4AwGso6up+qq4lDAaXwZgkdmL7OoW6nn5wozc8gS9puEQrzkIIg5Q0Xuy0k1mIf9iiW376IP/1IxX7bzw7Oi7rtfHvifxcsTc4XMdmcaYkz5iSPMNJ4ws4/oIAfycN7uHyijfbd+Fc2WPtb3ZE8rgD5DWWkLBCMVm3ZdudM252UIIAAL0RCngAAK+xbNsOTVSsjEeN1mmFbJbzJvKzZX8sr9iTvLWzXvqdYBBCiFLX0tX5QCro05u+PVF1NK9486X6800ahZQfmBySlp14U//QdAclC+B+Kr3yQl03PSM6NS5+0o0bJUzxF5wmhBCyUNF8Z49zAwDozVDAAwB4B4vFsoh7bXOyqZTNu5TZJE7Sx4ZgcYLzMnEUiV83fcWvsRDCIFKqm77lGRFDMiKGOCAtAI9kspje2Pbs9a0W6ctJuvnlsW/f+BbJCFlm4NHjMn/h7rj4s6dO9x800EGZAgD0OijgAQC8w468XRdDQmU8Kr6xIXncaKfONTpuwsLD/+l0Q7UOAqmgfqFe8Lt4/7AMcmp593EMQgjpH4Jn6dC5amXlxj/XHK08WKeqJQxGlChmZOy4aam3iXg+9erEpgtrj1UetumS9IjB9wx6aETs2E7PstjsbLXqJ38hIWTRseOfo4AHALBX72rHAgDgvRaWX237cBPL6T+6Y8TxE/rm0Im8L/MRFsOJi/kdZWjUyG43926TFJwaL+3r7HzA61iIZXnhwtk/3bTyxKLz8rP16rr6VvnJ6mNfH/70ztU52y5udHeCjrT6xFKb4lOC076c/l1X1XubKQMHsk0mQsiKiChlc3OP8gMA6MVQwAMAeIGrpWV/xMXLeJRApx2X6Yrnw8+Nej1UGG49ZljM6Jlpd7kgmZ7z4/AfHvJUt2FMBvPJ4S+5IB/wOh/mv7n06JdGk+HGUyq98t1dr/x06jvXZ+UMZYqSypYKmy6ZktR9E0FpcNCQuloZj1Ly+T9u3W5vdgAAvR0KeAAAL7Bo914ji0UIyVI0+FE2dJizm4QvXTBtaay4y5fhR8VOeDf7P17x+L3NjH53Tk2+xXrMo8OezYwc6pp8wIv8/ufPm4vWWY/5+vC/T1Yfc00+TlXZUm5TfKQoZnq/O+hETg0Jbvvwtan713MAAKBTKOABADydUa9fKrm2/Du3r+tWd0cFxC65/ed5Q58OEoS0P54gTfrnxI8+zP2c4ghcloxDvDrh3QcHP85mcW485c8VvjbhvXvSH3J9VuDhNEb1kqNfdBtmtpi/PvRvF+TjbAaTkX4wk8H6IHcBh0Vra/dBAwdENilkPOpUROShg4fsTRAAoFdDEzsAAE+3dsu2KrFUxqMGymtiBkxw5dR8NnV/5qP3ZT5yRXG5RlnFZfEiRFFhwghX5uBADMJ4cPATuckz1p/7peDqgbrWWhaDFSaMHBk7bma/WQF+YncnCJ7oSPmBJo2CTuSf8jPlTaUx4nhnp+RUQf4h3Qf9ZXj06ARpEs1gBoMxxWRcQgghZOGfRSNGjrA9OwCA3g4FPACAp1uoaCYBUkLIFH/3PPFmEEacJCFO4gXbxdERIYx6bPjzj5Hn3Z0IeIeztSdsCT7p7QV8SlCakCdS6lroBI/rM8mmwSdlpn9fXCrjUb8k9P233hDC7WQ5DAAAWIEl9AAAHu382XN7YuNkPErSqhouy3R3OgC9jkLT6KRgz8Rmsm9OvY1OpJgvGZ8w2abBBSLRGL4fIUTHYKyokduTHwBA74YCHgDAoy3k+lkYDEJITquKzcayKbCmUdNQWHk4//L2k9XHWg0qd6fjI/y5QvrBAq6/8zJxmTkZj9B5U+bx4S8IODb//94cH9v24euqapMF3ewAAGyD3wUBADyX2mReJa8nhLAYJGfsGHenA57rVHXhkqNfnKouNFvMbUc4LO7o2PHzhj7t7Su63a6PNJF+MP0Xwj2ZkCean/vFc3/Ms7KgYE7GvKnJM+0YvI+fXyLfjxBS+P/s3WdAU2cXAOCTTUISdthbEUFxREXc4sK9WutsbT/baltXq9ZVtbZqbW3rrls73Nq66hb3BhUnypC9IRAgIfv7EUqpQHITktwA5/kV7z1536PRyLnvqpCcFxUPdHQwPlGEEGp6cAQeIYSs1968fJFSKWRxOvJ4zgx85GrVFCp5TMbtY88PHnnyx/WUaIJLiOtPA5qd9zd+dvy9h1n3q6p3bT6Xk89PPjL6QsLflsmkserq17vWkwtqcrYVhLiGmTsfy2jmFLx91MEI3x41bznbCpb2+f7j8FlGNz7IqfJYjV8yc4xuBCGEmib8cRAhhKzX5sxs7YtBOEhlxaRKyR8Pdhx5srf6rHU6ld632aCPOs0UcN3M2vsfD3fsjv2lrrtypeyb6PkcJqerr0XPL2hMnDkuI0LeOfLkD72RH3T4hEahWSAly3Djefww8JeEgvhrry+ml6RKFVIB17WdR6cuPj1sGOz6tNzDnr8zO0fI4pwuEr2uqPC3sTFVzggh1OhhAY8QQlbqeon4UVm5kMXxYDLbkrT/PNIrvyx37plPEgvj37iuVCvPvjpxO+3aqqgNYW7m2n0wRZS0456eI8rVGvXKy4sPTThnxHJlpPVx+My47JiEgjc/5ep6B/Qf2vIti6VkMc2dg5s7B5u2TSaF0s/B4a+CQpVGsyUrZ3WAn2nbRwihRgyn0COEkJXa9M/w+xAnBwqF3FxQ7aRKSa3Ve5WSiuJ5pz9JK35tpgT+eLhDpVHpDSupKD727JCZcmgK2HTO2iE723l0rCtgUIsRS/qspgD+QyVqoJO99g9re1auRKXWE40QQugfWMAjhJA1ypbL/yooFLI4NlRqpIM92emg2u19uFNH9Q4AoIEyeemP178xR+8qjep6SjTB4JMvjpgjh6bDzsZ+3dBdiyNXhQhaVxXqdCq9o1eXn4dsX9h7BYPGJDfDhsWdyRTyuEIWR6RUHswvIDsdhBBqMHAKPUIIWaOtWTlytQYAIu35tjR82GqNFCr54cf61kVTAABiM+/G5z0LFoSaNgGRtKhcTvSsuOzSDNP23gRRKdSooGFRQcPK5OK8slwqherG9ajnavCmbLCTQ0xpGQBsyMh6301AdjoIIdQwYAGPEEJWR6nR7MjO1b4e+M92zcjaGHTW+q20qyYv4GXKCuLBKrVKJC1yYBvw16lMXno37UZi4UuxrMSB7RjiGtbBozOTzjI808aGy+RzHflkZ9HgCXlcTxYTAGLLyu9kZXf2cCc7I4QQagCwgEcIIatzNL8wUyYXsjitbTl+NlgvWans0kziwVnidJMn4MhxMig+tzSbYAGvVCt/e7Bt/6PdUqWk+nUnjvOUTtOHBjfCrdqMJlNWiCtK+DZ2LDpupW4YCkAUj7tTVgQAm06f7TzlfbIzQgihBgALeIQQsjqbHjwCGzYADMbhdyumUMmJB8vVBgQTxKZzmDSWXCUjGE+lEFqLIVVKl174/EHmvZq3CiUFq68sfZoT92XPrwm21liVyUsPPf79UuKZ1OJk7RV/x2Z9mw0aEzaJTeeQm1sD0s+WvTdLLmRxDvn5r8nMcvX0IDsjhBCydk36f1+EELJCzx7FXbdhC1kcR4U8nI/nflkvV64BM37dDAkmzp3vSTCSQqG48QlVR6uvL6m1eq/yd/yfu2I2Eey3UXqYdX/c/kG7YjZVVe8A8Loocfu99eP2D36WG0dibg2LLZ/fszAfAOR0xo6LRHdkRAihpgwLeIQQsi7rYx9qXwwSFdHx+Dgr1tajA51KdCKb0LOzOXIY0mI0wcgQQRifZac37H7WrRup+uuoPx7uyChJJdh1I/MoO2b23x+KpEW13i0oz5tx8oNneY8tnFUDpVKrWrtSFMWPbMoSfuEyFHLTT1RBCKFGBqfQI4SQFSkuLNzr6Q0AdJWyf5vWZKfT8GhA8zDz/p20azllWSq1yo3nEe7dTejVmUahmbwvLpPfr/ngMy+P6430sffv4Blh8gQAYEjLUb8+2FImL9UbOa4NoQXGJ14e1h+kAaVa+dezA9O7fEmkzcZEoihfcv5zpUqhI0amrFhy4fN975zCVfE6iKRFvz7Yev7VSbGsBAA8AACog3fs/mbo1+He4SQnhxBCVgwLeIQQsiK7z54v9/QRsjjdsjMd2mIBb5gXeU9/uL7sVf6L6hcPPv7NzyFwTo8lbd07mLzH/3X47OrrixJ5uY4YGoX2ebdFNKrpnyAAAI/Fn9Vt4bfRC3SHdfeL7BnQV29rSrUyLjdGf68UAIB7GbcIpdi4HHmyt0haqDcstzT7+PPDY8ImWSClhuhxzoOF52YUS0X/vaxOkiSMPzh+Socp83rOM8dDN4QQagSwgEcIIWuh0Wi2MCr3nB/s7WXQezPF6XfSrmeXZmg0GneeZ7hPN287P9OnaMVupEYvuTBHrqxlR7cUUdKsk/+b3+ubqKBh1a8rVYpzCSevJl9MEr2SyMsd2c6t3NpGBQ1r59GRSI8F5XlfXZitt3qf3X1RBy+zDL9rRQUNK5IUbLn7s1qj/s8NTWWl3cEr4qs+31FAz3IMtUb9uiRBqVYS7DdHnGVMug1ZXlnOsecHCQZHJ57BAr5WCQXxX5z6+I0DDqrbEbODQqHM7znfklkhhFBDgQU8QghZi0sXLr4SuApZnICC/ODePQi+K1Ocvv7m6pupl/9z9SaE+3Sb2WW+j72/6RO1Pq+LEr++8GWt1buWUq387uoSL3vfVoI22ivxec+WXpyTKU6riimViVOLk/+O/7O7X+SiyBVcpq6DvsUVJZ8ef6/622vis+yX91tj1upda3zbD4KcW268vSaxMP7fqxTgsfiT2n/0Tut3dY//JxbG//Fw5+20a+VyosfaA+E97RuHTHHaxls/3Ei5rAENwbe8KorXgEbvc5OmRqVRfRu9QEf1rrX9/vY+gX06ehF6lIYQQk0KFvAIIWQt4m7dhl59ACCSSfTL+XHOg/lnPtMuIq0acdW6m3bjw+yxK6PWmWn7NKuy8fYPUqXkjT+BNyhVinU3Vm4bdYAClMc5D2af+lCmrKg18npK9LRjk34Z8QeXyaurtR+vL9ddvQOAWFZMvN6rpw5eEXvePppQEP84J7ZIUmjL5AU4Nmvv0YlJZ+l4lwY0O+9v/O3BtjdH7wlw5xs2SaThepB5b+G5GUQ2GqhOrpTJFBU2DLaZsmqgrr+OTip6RSRy4+2Nv779q7nzQQihBqcJPT5HCCGrlpAgT0rSvuQFBRF5R1Zpxvyz/1TvUEvtWq4oW3h2Zlrxa5MlaZWySjPupt8A0FW9a73Ie/oy77lYVrLo3My6qnet10WJ3135qq67SUWvopPOEcltx70NRMJMpblz8OhWEz7sNGN82/c7+3TXXb0DwKbbP+yJ3WJE9Q4AnX26GZVjA5MiSlpwdrqh1TsAsOkcrN5ruvb6IsHI2+m3xTKxWZNBCKGGCAt4hBCyDhs3ymmVA+90JoPIOzbfXiOuKNEdU64oW3fzu/rmZt1iMm4bEJx5e+/DnXWdAVbdleQLT3Mf1XrrctI5gkPrz/Oe5JRa6VrxO2nXD8QZOcLJotuMCh1n2nys0883VpYrDFhZUKWlayuTJ9MIpBYnE4xUqVUpohRz5oIQQg0SFvAIIWQFJBLYs0dBr1yoTCPw5ZxXlnM1mdBY1t30G417EL6gPI94cF55zrmEkwSDz72qPTKpkNAcYADQgIbghGHL2xFj/OyAjzvNEnDdTJiMdUosjI/NvGPce/s1H2zaZBoHqUJKPFgi17NUHiGEmiAs4BFCyApwOHDtmqJ9e+2v6AT2vbqXcZP4+urKGeaNFJ1KaMKCllwpJ17wP8mpfQTeoAnVpVY5DThTnB6f98yAN1T7uzah7f+ayP7qt9OuG/dGf8dmg4JGmjaZxsGJ40w82IXrYr5MEEKogcJN7BBCyDq0aaOw5UNGFgDQKforeIMmZlvtLG6T8LTzIR5sZ2NPPLi4jhO/HdiOxBsxKNhiiE8iqEQBAPCx9/8k4vNuvpHmSMkKGfcPh8+yW9F/re6d/5ustu4dHmbdJxLpwHH2d2gSh2gghJBBcAQeIYSshVxTOcpJI1DAG3SIF4VAgw1XuHcXOo3QIDyVQo3wIXo+HwBwWbWfJBfq2pZgCzQqraWgNfEeLaZMbsC8AA+e16yuC7aNOrB37MmmU70DgEZj8CECgU4tto7a10SObzTCgKChdCqh0SN7jz5N6qhChBAiCL8ZEULIWij+qRaITKF343kQalQDAODO9TQ6K+vHZfJHhLxDJLJvs0GtXNvYMrgEWw50bF7r9ciAAQwak0gLEd49+Sw7gt1ZkkEzEVq5tX2r9cQQQeumdqq5K8+deHBzp+DFvVfteuuwt52f2TJq8LzsfN9qPUFvmJLhcMe+T5FCaYGUEEKoYcECHiGErIVCXXmaF53AuFMnr66EhqcoAACdfbvXKzOrN6Xjp3rHPF24rp9GzKXTGN39iY4h9wocUFdTY1rrXwTOoDE/Dp9JsC8LaykIIz68GSoIM2syVivci+hReTQKbe3QnVEthtEoOHNej6nhn4d76/qDZTBsHUPml4PN7pxci2WFEEINBRbwCCFkLRSGTKF3thVEBkYRabarb29PvgGrxBsiLpO/ZvAWP4fAugI8eF4/Ddqm3UDrPeHHRKbcN3cO7unft667H3aaIfTsrOPtVAr1yx5f+zs209sRKRzZTh28IohEMumsngH9zJ2PdQoWhLYitlyiX/PBBk1qaMroVPrqgZvGtZlc61z6EEHrZYN+o3EDAWBDZrbK8FUMCCHUuGEBjxBC1kJuyBR6APi08xxHtpPuGD7Lbma3+fVMrEHw4HltG7V/UrsP35ghb8NgjwmbtOOtQ1W1tLed3+yuC3W3xmXyvu67RscYNZ1KXzPol2Et3641xp7tsDJqXVSLYYb/PiynuVMLImHdfSOdbQXmTsZqfdH9KxbdRneMI9tpavhsy+TTONCp9E8j5u4de2pKx+kdvCICHJu3cm07OHjUDwN/2Tpqf0/34CCOjZDFSa2QnSoUkZ0sQghZF9yFHiGErIVCXVXAE3q66sJ1XT1w87wz00TSoloD+DZ230Vt9OB5mSxF68Zh2H4cPuuDDp88znmYW5al0qhcbd3buAtrFmDDQ8ZQKJSfbqxQqhQ123Hnea6KWq93Tj6DxpzXc9nI0LEnXhx+kHkvryyHzWB72vl09+szPPRt4ivtSSFVSk7F/0kk8rUo0dzJWLPmzsHL+v6w7OJcmbLiPzc0letT7NkOqwZubMrPOIzmyfeeLJxa660hTo4/SbIAYENm1nBnazzHASGEyIIFPEIIWQuDNrHTailotXP04U131kQnnq1+LDwFKD0D+n4SMafpVO9VGDSm0DNcb9iwlm8LPTv/9mDb9deXxLIS7UVvO7+BLYa/HTaRTecQ7K65c/AX3b8yPl2S3E27WVJRTCQyuSghoSC+uXOwuVOyWt39IreM2Lv25sq47Nh/r1IAAHr495nRZT7RHSUbLJVGZeG1/d3t+Luz84TAuSQqeZyRGebVmLfhRAghg2ABjxBC1kKhqdzEjmbIXt8CrtvXfddMj5h3J/269thqAdets3d3AdfNLFk2Ip587wW9vpnXY1mRpEAsL3Fiu9izHchOykKe58YZEJz3uCkX8ADQ3Dl40/DfEgri72fezi3LpgLVk+8V4dujEe8uUSYXH326/+rrC6mi1zJlBd/Gro2bcHDwyG5+ljhHkE6hRHHZ+4tLAWDTuQtb/zfZAp0ihFCDgAU8QgiRZO1aGDgQWvy7DrnaCLzBh3U52wqGBI82WW5NCY1Kc+G6uoAr2YlYVDGx4XetutZoNDXNnYObyIOMm6lXVlxeKK4oqboirii5nhJ9PSVa6Bn+dd8fLfCoayDb5kihCAB+9/JZkZvr7Nq0/oUihFBdcBM7hBAiw+PHMHs2tGwJH3xQdU2uNngKPULG4dvwCcVpAAB4LJ5Zk0FWJTrp3IKz06tX79XFZt6ddmxi1aoT83Fwdu6RlytkcaQs1razF8zdHUIINRRYwCOEEBnWrgUA0GggIKDqmrxqCj3hA7oRMk6gI6Et6LWLOZo7tzRrMsh6ZJdmrryySP3Pd1Gt0ktSVl1ebIFkRjQLpGg0ALDJzl5eIbNAjwghZP3wZ0SEELK4vDzYvx8AgMWCDz+suly1Cz2DikPwyLy6+vayYbCJRLpwXUNd25g7H2Qldsf8UqGQ6g27nhL9zJBtFIzjF+DfKj9XyOJk2TscOnPW3N0hhFCDgAU8QghZ3ObNUFEBADBpElRb2Fm1Bt6i2z2jJolvYzem1SQikR92nG7hHcgRt/gpIAAAIABJREFUWRQq+dVkopPVzyf+bdZktIbzK9d6/Cyp0B2JEEJNBBbwCCFkWTIZbN1a+Xr69Op3tAU8BYBm+CZ2CBnqgw6ftHZrpzumb7NBA1uMsEw+iHRpJSnlijKCwfF5T82ajFYnYXvPYpGQxXng6XX9+g0L9IgQQlYOC3iEELKsffsgJwcAoF8/CAurfke7iR0Ni3dkEXQaY83gLV19e9cV0MGzs79js/1xe6KTzpXJxZbMDZGiRGrA2QTFUpH5MqlCoVIGq5Xa12tfJVqgR4QQsnJ4jBxCCFnW+vWVL2bPfuOO9hx4Ou5ghyzFlsFdPXDjjZToI0/3Pcy6r1IrAYBFY/Ft7Ask+TGZd2Iy72gj6TTGsOC3pnSczrexIzVlI2WXZp54fvhuxo38slwKUNx4Hp19egwPGePEcSY7NStC9GwCAACwt7E3XybV9esg3Pv8ldCGc9w/MOlVQmBQc8v0ixBC1gkLeIQQsqDoaHj0CAAgKAgGDHjjpnYKvVWNwBdLRecSTsZk3s4tzaZRaV58nwjfnn0DBzLpLLJTQybTzS+ym1+kVCbJKspMKHqx7t53+eW5b8QoVYo/n+2/k3b9h8G/+NoH1NqOddKA5rcH2/bEblGo5FUXi6SFz/Oe7H+0+5OIL0aGjiUxPaviY+fPpnOkSgmR4CCXEHPno2Vja9u/uOgvNw8Vlbrp+s2fsIBHCDVtOM6DEEIWtG5d5YtZs4D65jewXK0Rsjh0q1kAf/Tp3nf2RW24tfp26rXkooSEgvjLyedXXl407uDgu+m4GLWxYdCYcrVs7Z2VpXUf8Z1VmjH372l1nRBueeWKMrlSz+lia64t335vffXqvYpUKfnx+jc77280T3YND5PO6ubfGwBAoz84MjDK3PlUGdIqhKZWAcCOwOYlSpXF+kUIISuEBTxCCFlKfj6cPw8A4OgI775b8752BN5KCvgNt1b/fGNlrTta5ZZmzzv9ydlXJyyfFTKrLTE/lylKdcdklWbsjCG54r2REj3v9Cd9d3YYsDM8ckf7UX/0+fnGiuzSzJqRp1/+dfz5Id2t7YndcivtqnkybXg+6PAJg8YEfV9C4d7d2nl0tEhGAAACd/fOthwhi1MKsDvnzekhCCHUpGABjxBCluLiAklJsGABzJ0LtrY171vPFPozL48ffPybjgCVRrX66tKEgniLpYTMLVmUEJt9h0jk8ReHy+R66nwzKZWJv/j74/lnp99Ku1p1XHleWc7Rp/vGHxhy9One6sEKlXzbvfW1NfMfGtBsvv2jhsigcxPgbec3p/tXumMEXLeFvVdYJp8qw93dtS/WZWSpNPhhIYSaLizgEULIgjw8YOVKmD+/1psKtRoA6GR/M8uUFVvv/qw3TKGSb7qzxgL5IMu4m0Z0WYRSpYjJIFTqm5ZUKZl+4v26lm8oVPKfb6z8/eH2qisxGXcKyvOItJwiSnqZ99w0WTZ8g4NHLemzmk3n1Ho3WBC6ZcRey2/+19KWHcSxEbI4KRWy4wVFFu4dIYSsBxbwCCFkFVQajRoAAGhUkofg76bfLJDkE4mMzbiTW5pt7nyQZdQ6Bb0uWaUZ5sukLutufJdYqGfSx/Z765/mPtK+rnpBxDNDghu9/s2H7B9/emyb99x5ntorNCqtnUfHhb1XbB25X8B1IyWr4c6O2hc/ZWSRkgBCCFkD3IUeIYSsguKfSaEMcvMAiMuOIRipAU1cTmx/3hCz5oMsQwNq4sFqtaU3EssoST3z8pjeMLVGvfXu2g3D9gBAcYUBB5UXSQuNzq1Rcua4fBYx77OIeTJlRbmi3N7GgUr2CZdd+fw9zDwhcG6WiG+LSyP4PHLzQQghUuAIPEIIWQW5urKAp5G9iV2hpIB4cEE5obF6ZP1cbA0YVnXlupsvk1pdSjqr0hB6ahCXHaudQsJlGlDgcVkGHIHepLDoNo5sJ9KrdwCgUShDnSoH4X9MN2DCCEIINSbkfx0jhBCCaiPwdLKn0HMYtWywVxdbpgHByJp18IwgGEmj0Dp4EQ02lYSCFwQj1Rp1Qv4LAAh0CiLefjNDghFZohwdbGlUIYtzrKAoUVpBdjoIIUQCLOARQsgqKCqXwANd7wlOZubrEABA6CDof4NRw9dS0CrYKZRIZGSzKAe2o7nzeYO47tPpayqRFQNAhE+PunZiewOdxthw8/upf45ffunLy8nnVRZfIIAIYlOp/R0cAECl0azDlfAIoSYJC3iEELIK1jOFvrt/JJVCJfIYwZHt1NqtnfkzQpZAAcrUDl8waUzdYXY29tPCP7dMSv/pl2VPPNjexgEAeCz+O23eJRKvVCmSRQlP8+LOJ5z66vzsdw+NeJb32MhEkZkNd3akUwAAduXkFiqUZKeDEEKWhgU8QghZhX83sSO7gPfgefUPIrQv3XvtP6ZRaObOB1lMkFPLOV2W6qjh+Sy776I2krIJebCgFcFIKoUa5BKifT25/dQwt/aG9pVanDz9xOQ7adcNfSOyACcGvZsdX8jiSFTqrTdvk50OQghZGhbwCCFkFaoKeNJH4AFgRpf5nnxv3THhPt1GtBprmXyQxXTzjlw7cGeoIKzmrQjfHjveOkTWnIvegQNoVEJPi4SenR3ZTtrXdBrjh8G/dPXtZWh3cqVs6YU5Bh2tV09qjfpxzoOd9zeuuLzwuytLfnuwTe+ZeU3WaEd7ikYDAOtLxBVSKdnpIISQRdGWLVtGdg4Nm1KplMvlAMBkMhkM0o9/QoRoPzUOh9DaSGQNKioqNBoNADSwTy0rCyZPBg8P8PXVHyuTb8nK8aAz/GxsutmRvCE2i27Tza/3g6x7ojrO1urmF7m83xomjaWjEblcTqVS6XQ8r7RhUKvVCoUCAAQ8txGt3+ni09ON5+HF9wlxDYtsFjWz6/wxrSfxyNuqncfiF0uLXuQ90R1Go9CW9v3BxVZQdYVJY/ZrPriZU3CRtCC/LFdDcHcHAIVaXlIh6hnQz/ikCXua+2j+2c9+f7D9UXZMYuHLVwUvYjPvHnt+6HHOwxBBazsbh7reqP3UmEwmxQoe/FmMPZP59OlTmp1DAp0WGPeoXUhLsjMygEwmU6lUAMBms6lUHEhrGGQyGQCwWLr+y0PWQ6PRVFRUAACNRmuUnxr+XIUQQmazcSP8+Sf8+SesWAELF+qO/XcXeuv4Odyd57l95P4jT/cde3YgqzSj6nqQS8uJbab0bjaAQvZme8h8KEBpKWjVkvCsdcv4pPMXz/Mev8h7qiPmsy5za027h3+fHv59KhTSvPKcK8nnt91bT6THy8nn5/RYYtC5DEa4mHj628sLlSpFzVsxGbc/+nPcqqgN7Tw6mjWHBmekvb12l4LvVZrJGk2Ten6BEGrisIBHCCHzKC+HbdsAACgUGDlSb7ipptBrQBOf9yyp6KVYJnawcWwpaOXnEGhcU0w6a3zb98e3fT9TnJZXlkuj0jx4Xs7VxjYRsiQW3Wbd0F3fRi+49vpSzbtsOmdWtwWDg0fpaMGGwfax908RJRPsUaGSP899bNYz857lxtVVvQMAaKBMXrro3Mydbx1253maL40GR9i+rc/1m+DgFOvqdvbCxYH9LTFRAiGErAEW8AghZB47d0JhIQDAsGHQUv8Mz6pd6On1KODPJ5zacW9D9QFzAGjhEvJJ5zlCz3Cjm/Xk+3jyfYx+O0KmwmHYrhywPibj9okXh2My74grSmhUmgfPu7t/5Jiwd505LkQaKZQUEO+xQJJvbLL6aUDz041v66zeAbTTXMSyki13fvq634/my6TBoVAoI6gU7TyKH7NyBpKcDkIIWQ4W8AghZAYqFaxbV/n6c0JnbinrNwKvUqtWX11y+uWxmrde5j+fdfJ/H3aa8W77j4xoGSFr08ErQjsqLlNWMGhMKsWwhcRshgFbaag0ZjwT/nnu45f5z4lEXk4+P1NaWLU5HwKAXp06/v4gTmjLveQX8Cj2QVuhwccNIIRQQ4SbZyCEkBkcOQLJyQAAHTtCjx5E3iHXqLUvjBuB33j7h1qrdy0NaLbdW3f8+SEjWq5Srii7knxhf9ye3x9uP/fqpEHDmAiZA4tuY2j1DgB+DgHEg7fc+SmhwFy7wd9Nv0kwUq1Rx2bcMVMaDRSDyRxSXqZ9/f3Dx+QmgxBCFoMj8AghZAbff1/5Yv58gu/4dxM7wzeHe5b3+MiTP/SGbbz1Q1e/3gSnGVdXKhPviNl44vlhhUpedZFKofb07zst4gsPnpehDaI3FEtF11IuPs15JKoo4rPs/B2a9Qro52Wn//ACZIQe/n3/eLiDYLBIWjT3zLQdow8Z8Q9Hr/yyXOLBuWXZJk+goRvUUXgkIVnI4hwKCPzm5avAFkFkZ4QQQmaHI/AIIWRqFy7AgwcAAIGBMHw4wTf9uwbe8C/mA492EzkcS6qUHHt2wNDGM0pSpxx95+iTvdWrdwBQa9SXk89POTLmYdZ9Q9tEVVQa1Z7YLW/v7f/91WWnXx67nXrt3KuTW+7+PP7AkJWXF5XJS8lOsBEKEbQO9+5GPL6gPG/r3Z/NkQnBk+3/CcZBlzdx+fz+RYUAoKJS1964RXY6CCFkCVjAI4SQqVUNv8+bBzSiP6AbvQu9SqO6k3aDYPDN1CsGNV4qE3/x99RMcVpdAWJZyYKz01OLiW7rjapTqpULz87ccX+DVCl545Zaoz798tjUvybgUgVzmNdjmUHryc+/OiWSFpk8DQ87b+LBnnwDgpuOEWGt6SolAOzy8s4XichOByGEzA4LeIQQMqnYWLh4EQDAzQ3efZf4+xRVa+ANnEIvkhbVLP/qki3ONKjxXTGbdVTvWmXy0p+uf2tQs0hr0+01N1Mv6whIESUtOjfTrPuoNU2uPPe1Q3fyWfYE41Ua1f0M0w/wdvEhtEEGADBoTKGX8QdJNGLOroKe+XlCFkfCstlUgjNWEEKNHxbwCCFkUklJ4OAAADBzJtjYEH9ftSn0Bo7Aq5TEg5UaA4KlSsnxF4T2vYvNvPsq/wXxlhEAvC5K/PPpPr1hT3MfnXt10gL5NDUBjs0jm0URj88uNezhFxF+DoERvoRq+OEhY2wZXJMn0Di81aO79ktzQ2Z2mQqfdiGEGjks4BFCyKTGjIHUVPjpJ5g61aD3/TuF3sAReCeOM53w4liBrRvxlmMz78iVMoLBt9OvEW8ZAcCJF0cIDq0ff3bQ3Mk0TTSKAUvQNRr920wYYVbXhXyWne4YLzvfKR0/NUfvjYMXi9mBxxWyOEUK5a7sPLLTQQgh88ICHiGETI3Hg9mzwZ7o7FytqgKeYeAm9HQao61HR4LBHb26EG/ZoPn2WeIM4sEIAGIziZ4K9jzviURRbtZkmiZXrjvxYDeuhzly8OR7/zDoF3u2Q10BXna+awb9wmXyzdF7o/GWS+WOBmvSMxXmedSCEEJWAgt4hBCyCnJ15Rp4muHnWo9uNZ5IGI1CGxEyhnizakN+DlbjOm0D5ZcTPUJMAxriwYi4cJ+uBCOpFGoH7wgzpRHq2mb36KMDgoa+MSOASWe9E/bujtEH8EBBvUJsOS1t2UIWJ10mO5iH+z4ihBozPJIEIYSswr/nwBu4Cz0AdPeL7OLT81baVd1hY8Im+Ts2I96sgGvAfHuDBjMRADBpTOLBDEOCEUGBjkFCz/DYzLt6I3sF9jfHOfBVXLiuX0V+N6PL/NiMO3nluVQK1YPvKfTqzKZzzNdpIzPa2enb8gwA+D4tY4Kri8Ffowgh1EDgCDxCCFmFagW8MW9f0nd1qCBMR0DvgP5Twz83qE2hZzjxc6o7eRMdzERannwfgpE2DLaA42rWZJqsWV0X6i2S7dkOn4bPsUAydjb2kc2ixrZ5b0zYpG5+kVi9G6QTn+djwxKyOE/KJWeL8Dw5hFCjhQU8QghZBYXayHPgtbhM3oZhe8a1mVxzqJbL5H0WMW95/5+IV+NafJZdv+aDiUQGubRs5drWoMZRN7/eBCM7eXWh0xhmTabJ8nds9m3/n3WUynwbu9VRm1x5OMHE2lEARjpXroT/Ps30RwYghJCVwCn0CCFkFeozhV6LSWd9GjF3bJv3b6REJxa+FFcU23OcWgnaRPj24DJ5xrU5tdPsu2k3RNIiHTF0GuPz7l9RDV+638QNC3nrj4c7xLIS3WEUoExoN8UyKTVN4T7dto3av/bmqprbCnb3i5zRdb47z5OUxJChetnz/8jNEwLnSnHJbXFpBN/I7z2EELJmWMAjhJBV+PcYOWMLeC0njvNwQ3aq083ZVrBq4MZ5p6eJK2qvMxk05qLeK1oJ2piqx6aDy+TP6bF06YUvNKBrs8BxbSfrXhyB6s/fsdm6oTtfFyXey7iVU5pFpVA8+N6dfbp78r3JTg0ZgE6hDHd21J4ktzI142TrlmRnhBBCpocFPEIIWYWqXegZ9SvgTa6VoM2O0YfW3Vh1M/XKG7daClrN6rYIy0ujRQYOKJWV/HxjhVKtrDVgRMg7H4fPtnBWTZa/YzODdnlEVmigo8OR/EIhcP4uKHwQ+6C9sD3ZGSGEkIlhAY8QQvWTnw8uJtieutoIfP0bMzEPntfqgZtSREm3Uq/llGYqVApXnnsH74hQQRgFrC/dBmV4yJhgl1a/3P3pQeZdtUZddT3AsfmHnWZ094skMTeEGhwbKnVwWel+G46GQvnhYdx+LOARQo0OFvAIIVQPGg306QM0GsyeDRMmAM2wXeKqk1etgbfWktjPIdDPIZDsLBqhFi4ha4fsKCjPi89/WiQt5DJ4gc5BvvYBZOeFUIM0NKjZscTXQhbncECzr5+/CArBifQIoUYFC3iEEKqHEyfgyRMAgFWrYOLE+rRUtQs9nYq7wb1JJC2KTjwTm3W3qLyAyWD52Pl394vs5NO1MY3/O9sKutnieDtC9cWzs4sqKvzLzUNFpf5w6852LOARQo0LFvAIIVQP339f+WL+fKhf4a34Z/q0FU6hJ5EGNPvj9uy+v1mqlFRdfJB579jzg8GC0EW9VuKiZYTQG0a2a/N3WpaQxfnVL2Bx8mvfAH+yM0IIIZPBcR6EEDLWpUtw6xYAgI8PjBtXz8asfwq95WlAs/Lyos2311Sv3qvE5z37+K/xj3MeWD4xhJA1c3B27luQBwAKOv3ny1fJTgchhEwJC3iEEDLWypWVL778EpjMejZWbQo9FvCV9sftOfPyuI4AiaJ84bkZhZICi6WEEGoQRrUKoalVALDdyzsvK5vsdBBCyGSwgEcIIaPcuwfR0QAArq7w/vv1b0+BI/D/VSwV7Yn5hVBYrP4wRCKpUpJbmi1XyshOBDUhrh4ePXJzhSyOhGWz/tx5stNBCCGTwTXwCCFklBUrKl98/jmw2fVvr9oaeCzgAQAuJZ2WKMqJRJ57dXJGly8ZtPpOgkCmVVJRfCBuT3TS2UxxuvZKM6fg/kFDRoWMtWGY4J8MQrq93aL5lZJSANjg5jGnsNDeyYnsjBBCyARwBB4hhAz3/DmcOgUA4OgI06aZpEl51RR6rN8BAOBh1n2CkRJF+auCF2ZNBhnqduq1d/ZF/f5we1X1DgCJhfGbb6+ZdGh4QkF8XW9UaVQF5XmvixKLpSKLZIoaLW9fn4jcHCGLI2Zzfvn7DNnpIISQaeAIPEIIGe6bb0CtBgD47DPg8UzSpPKfKfQ4Aq9l0Mr2/PI882WCDHUr7eqCs9NVGlWtd7NLMz89/u4vI/8IdAyqfj2rNOP32O1XUy6IK0q0V7zsfAe2GD4mbBKbzjF70qgxesvX55ZMCQA/u3nOUKlsaTSyM0IIofrCEXiEEDJQfDwcPgwAwOXCjBmmavXfXeixgAcAABu6AbOsbeg25ssEGaRYKlp+8cu6qnctiaL8q/OfK9XKqit/x/854cDQk/FHqqp3AMgoSd1+b/2EA0Nf5eMMC2SM5kHN21dIhCxOPpO5JSuH7HQQQsgEsIBHCCEDBQTA5s3g5QWffgqmW1QpV1eugccCXsvH3oCjm30c8Jxna7EvbleZvFRvWFrx63OvTmhfn4o/uurKVwqVvNbIvLKc6Scmvy5KNGWWqMkYFxqiffFDeqZEpSY3GYQQqj8s4BFCyEBMJnz0ESQmwqJFJmxVgVPo/6uHfyTByECnFh48L7Mmg4iLTjpLOPIcAGSK03+8/q3uyHJF2bKLc3WP6iNUq2AOuw2XI2RxcuWK7dk4CI8QavCwgEcIIaOwWKZa/a6lLeBpFDxErlJ7z/BQ1zZEIjt6RdxJu55TmmXulJBepTIx8Q8ioeAFAPwau7WusffqkopeXUnCw8CQMSYIXLQvVqdlStU4CI8QatiwgEcIIaug3YUe589XoQBlUe8VXKb+pyQH4vbMOT31rb393j8y+kryBQvkhupSKhcTDxbLxUq18trriwTjiY/tI1RdS1tOK1uOkMXJlst3ZueSnQ5CCNULFvAIIWQVtCPwWMBX52Pv/+OQbc4cF4LxCQXxi8/P+vbyAiIjusgc7G0cDArOK88hsmBeK6nolVFJIQRjBc7aF6vTMmQ4CI8QasjwGDmEELIKCo1ayOLgAvg3hArCfh1zbE/sljMvjxGs9M6+PEEByqLeK82dG6qJw7D1cwhMESURCQ4RtC6XlRFvPKs080HmvfaenYzNDgEAlCvKrr+OjsuKLZTkc5i2Pvb+Pf37BDq1IDsv82rDtQ21ZQNArEyyOydvqocb2RkhhJCRcAQeIYSsQuUUelwCX4Odjf3MrvNPTb6xbdSBlQPWe/C8AQA0ut5y5uXxG6nRlkkPvaFf88GEI4c4sB2Jt6xWq2b/PeXsyxNG5YUAAP58tv/tP/p/G73gZPyRW2lXLyae3hWz6b3DoxacnV4gySc7O/Ma41I5l2dVWob2+xYhhBoiLOARQohMxRXFSUVJuWW5SrUKAOj4rVwHOpUeImhNpVKyStMBQO+Djt9it1kgK1TTmLBJzrYCvWGtBG16BfRzsnVx43kQb1ylVn139auneXH1SLCJ0oDm+6vLfrr+rVhWUvPu9ZToKUfHpBW/tnxiFtOeZ9vSli1kcdIqZL/l5pGdDkIIGQl/VEQIIRJUKCu23dsWtSdKuFHYf1f/Llu6CB5+Ikn8RS3FDZZ0uZZMdFz9Rd7TgnL8GZ0EbDpnxYB1Ngy2jhhnjsvy/j9RgEIByoDmQw1qX6lWrr+xSqN7Doa1UmvUWaUZz/OepIiSLLxTw/5He068OKwjoKA878szn0mVEuJtphW/vpESffbViXvpN4nvZUCiMS6VK+G/TUhSyHGnDIRQg4Rr4BFCyNJeFbz66K+P0kvSq1+kKctkuZcS868eZy4aHjKGrNysXEZJKsFIDWjSS1KJDAUjkwsVhG0e9vvi87OySjNqvbu8308CbuUi5HFtJ5+KP1ooKSDe/vO8Jwn58UEuLU2TrkWUVBT/8XD7+YRTVb9TNp3T3T9ysnCqj72/uXsvlBTsjtmsNyy9JOVA3K/vC6fpjbyUdHZP7C+vixKrrtBpjJ7+fT/qNNOT712vXM2pA4/bnEoBFidWJtl74tTkt0aRnRFCCBkMR+ARQkif1ath714w0cbFKaKUcQfGvVG9V9GolT9c+/rPZ/tN0lfjU6GSGhCsMCAYmVaQS8t9Y0/N6bGkvWcnPssOABzZTt18I7/u9+OWUftcee5VkVwmX++IfU0xmXdMnLE5Pcy6P/7A4P1xe6o/p5AqJecTTr17aMSx5wfNncD5hFMEh9aPPz+ke3aDUqX49vKCpRe+qF69a69fSjwz+dAoK99+YmxFufbFtxoKDsIjhBoiLOARQkin9HRYuhQmToT27UGhqGdjGtDM+ntWcUWx7rB1N1cR3Me7qXHhuBIPxuF3ctFpjBEh76wfuvv0+7duTH124r1r3w3c0CcwilJjA4NWrm03D/tdW+cTlF/eYBabPMt7/MXpj0vq+FevVCvXXFuue3J7/cUSft5RUJ6XKkrWEbDm+jc69hGUKiWLz38elx1rWH4W1LF9+8DCAiGLk+Qi+O0YboiIEGp4sIBHCCGdVqwAmQwAoHNnYDDq2dilxEtPcp7oDVOpVXtit9Szr0aprUdHgpF2NvYBTs3NmgwyoSCXlqNbTyAez6QxzZeMCSlU8q8vzJUrZbrDfrqxIlNc+6wck8g3ZD8IHQ9H7qbfOBV/VPfblSrFysuLlKr6Pu40EwqFMoHH0b7+hsaQV+j5aBBCyNpgAY8QQnVLTYXduwEAmEyYP7/+7Z1+eZpg5M2UK3p/6G+C+jUbRHCu9eDgkTQKzdz5IBPyNWQpuLe9r/kyMaEzr47XuhHAG5Qqxe8PtpsvDSbNgIePjLofjhBMMlOcfinpLPEeLayjUNiiIF/I4qQ6Oe86joPwCKEGBgt4hBCq2/LloF0k+eGH4OdX//ZeFrwkGClVSoj83N/UONsK3m33kd4wF67rxHYfWiAfZEKdvLvSidWZNAqts08Pc+djEleTLxKMvJZyUaVRmSkNT74PwUgKULzqCBZXlDzJeUiwnRspVr0Sfpw9X/viGxZbWl5ObjIIIWQQLOARQqgOSUnw228AADY2Jhl+BwCxTEw8uEEcy2R5k9p/2K/5YB0BPBb/uwEbDVpQjawBn2VH8PyFQS1GOnNczJ2PSbwWJeoPAgAAcUWJSFJopjS6+fUmGNlCEFLX5hGZ4nTijxjSS9IIRpJC2K5tq7wcIYuTZe+w88QpstNBCCEDYAGPEEJ1WL4clEoAgKlTwcvLJE06cZyIBzuwHU3SaSNDAcqSPqunhs9m0zk174a5td8+6kALlxDLJ4bq78OOn+k9U82D5zWt8+eWyaf+JHIDRnfN98yuV0B/LztCiw4m1T3DRa4yYFGPTFlBPJgUY10qv41X2thKSsvITQYhhIjDAh4hhGqTkAD79gEAsNkwd66pWm3n3o5gpCPbyZ1nmqcGjQ8FKBPbTTk44eysrgt6+vcNdW3T0avL6NYT1g/dvXnE7wQLFWSFuEz+msGpLo7NAAAgAElEQVRb/B2b1RXgY+//05BtfJsGM73C3pDHcI4cZzOlQafSF/b+Vu8KhchmUT38+9R116BjHVy41n4GRJuwsNZ5OUIWJ9vBYeuJk2SngxBCRNHJTgAhhKzS0qWVw++ffgoeHqZqdXjI8N8e/kYksl/zwVQKPmPVxZHt9FbriW+1nkh2IsiUPHhe20bt3/tw59Gn+0qrLTnhMnkjQ8dObD/FlsElMT1Dhbm1zyhJJRLp5xBo1nUfYW7tv+n30/KLX9Z1IHyvgH6Leq2oechfFU++tzvPM7s0k0h3Qs/ORiZqQZNcXeZpAABW2jl+qFRy6fhTMUKoAcCvKoQQquHZMzh4EACAy4V580zYcFv3toNbDP775d+6w/g2djomsiLT0oCmSFKoUMkd2I4sug3Z6SBg0zlTOk5/X/jJs7y4LHEGALjzPEMFYQS3uLMqA1sMP/3yL4KR5k6mu1/krrcPb7u77lrKJZX639XsHjyvyR2mDWwxXEf1rjW05Vvb7q3T2xGTzopqPqy+6Zpfy1at2kZfBRdBLMDmrNx5Pp5kZ4QQQvphAY8QQjUUFEBgICQkwGefgYuJ98pa0X9FQmHCq4JXdQUw6axv+621ZzuYtl9UU4ooae+jnTdTrohlJQBApVBDXFoPCRk9sMUIPIKOdDQqLcytfZhbe7ITqZd2Hh27+UXq3ZLdg+c1OnS8BfLxtvP7pv/P4oqSJ7kPi6QFLJpNgGOzZk7BBN8+pvWkMy+Pp5ek6A6b1O5DV557fXO1iAmdOz1KSgGA79Mzpnm68Wj4Dx8hZO0oGo2G7BwatoqKirKyMgCwtbVlswmdToxIp/3UnJ3NtdoQmZxIJFKpVABguU9NqYQ//oChQ8HJgG3nCBLLxPPOzLuQeKHmLS7HfU3Uj60EbUzeKRFKtfJR1v3kosRSWYk927G1a7sgl5ZGt1ZWVkan021srHRMe9+jXVvvra0+DlklWBC6qv8GF65rfdrXgCa9OKVQUsCkMb3t/Kx/2bakovzW62svC5+VKsQOHMfmTsHhvt3MMV9dqpQkFMSLpEVcJtfXIbCh7CdvtDK5eNqxSa+L6tyOnsfibxz+a6BjkBGNK5VKiUTC5XKpVAutuEkrfj3j5AcF5Xl1BfRtNmhJn9UNaAXQspT02NKyWJnkW3/fRb5m33lELBbL5XIAcHBwoOHzggZCLBYDAJ/PJzsRRIhKpRKJRADAZDIb5aeGBXx9YQHfEGEB3+CQUMAbrawMTp2CK1cgOxt4PAgKgpEjoXXrmoF30+/++ezPmMyYgvICOp2dTXd3FnQZ0XLENE9vy2et1qj/erp/z4MtImlR9ev+js0+6zw33KebEW1acwG/O/aXnfc36gjw4HltG3XAuHkQ5Yqy/Y92n4r/s6rIoVKoYW7t323/USfvrsaka34nXhzefm+DSPqfY8w4DNsJ7f43se0UGtU0ZUZWacaOexuuvr5YtUU5lUJt5dr2fx0/E3qGm6QL61QmL119Zcnl5PM1bwULQpf1+cHonRctX8ADQEF53uprS2+nXnvjOodhO7nDtHFtJuudim9VEqQVXyS+jpFJ7On0pHChI8O8s1OxgG+IsIBvWLCAR3pgAd8QYQHf4DSYAn7nTli4EPJqjE0NHw6bN+vYDO9UYdHQJy+ELM5IZ6cP3C29e7NcKVtyYc6N1Npn+VKA8kHHT98XTjO0Wast4J/kPPzk2CQN6Pnvr7tf5KqoDYY2nlT0av6Zz+ra6Gt4yJjZ3RbRqVa0fk2tUa+6svjMy+N1BQg9O6+O2mjDqO9/cNdeX/rm0vy6dlAb3/aDqeGzG9CwLXEqjUokLbKh26QUJ59/efJJ7sPiChGXyWvm1CIyMKqbX+/6lLukFPBa8XnPrr2+mCxKlCokzrYuYW7tewX0t7Oxt3AaJrEyNeO2uDRWJpnn47k6wM+sfWEB3xBhAd+wNPoC3op+hkAIoYZt1ixYV8f2TsePw/37cPEitKx9Rrrin2epdDIGrr67uqSu6h0ANKDZeX+jA9txRMg7lszKfHbc36i3egeA6ynRL/OfG3SkfHZp5syTHxRLRXUFHH9+SKVWze+1nHib5rb93nod1TsAxGbeWXVl8df9fqxPL7GZd766MLvWBQta+x7tYlAZH3aaUZ9erIoGNNGJZ0+8OPIo+772N27Pduju22d5vx+97fzIzs4EggWhwYJQsrMwjffcBPdKSwFgfUb2dE8PLxaT7IwQQqhOjfBRN0IIkWDz5jqrd62sLBg6FEpLa70pV1fWkzSqpSv4u+k3ziec0hu26daaov/OryZRgST/Wd7jV/kvSiqKDX2vSFr0MOseweDopLMGNf7dla90VO9ap+KP6t3SzGJSi5P3xe3SG3Yp6ezd9BtG9yJTVnx7eaGO6l3rtwfb4vOeGd2LVSmWiqYfn7z04pzYzDtVv/Fiqehk/JFJB4fve7Sb3PTQGzxZzF72dkIWp0KtXpGaTnY6CCGkCxbwCCFUb4WFsGiR/rCkJPj++1rv/DsCb/G1owcfEzqXXqqUHH9+yNzJ6KZSq449P/jeoZEjfuv18Z/jPjj61tBfu3/81/irry8SGVHXSi5KUGvUBIMTi14ST+9xzoPYzLtEInfFbiberFn99eyg3rpa68jTvUb3cubV8fyyXL1hGtD89nCr0b1YjzJ56Wcn3nuUHVPrXaVaufnOml0x1vJ3AGmNF7gwKBQhi7MzOzdRWkF2OgghVCcs4BFCqN4OHIBiYkPB27eDupbqsdoUeosW8BUK6QNiNScA3KmxZ5UlFUoKPj02ac215UlF/57Ap9aon+XGLTo3c/G5WXUtrn5Dmbz2SRC1Kq0oIR58NbmWYwVq9Sr/RV2L5C3sXvpNgpExGXcIlvo1XX9NdMbB3fSbcqXMuF6sx883VqSIknTH7I7ZXFeFj8xEJC3KLc2u6y+YgMmIcrIHAIVGszQlzbKpIYSQAbCARwihert4kWhkbi48fVrzsuKfqt7CBXyhNF+pVhIMzirNMGsyOkgU5bNPTXmaF1dXwNXXFxefn63S6K8wDdpky4FtwCGCKcXJxINTRQYEm09uWTbBSIVKXiQpMK6X9OIUgpEyZUVuOdGUrFOKKOlCwt96wzSg2XHP4C0SkRFSi5NXXl40aE+Xob92H723b9+dHaYdm3j65V81vy7ecXFmU6lCFudAbv6j3DrPyUMIIXJhAY8QQvWWachoanotCyzl/4zA0yw7g96gMVXiM89N7pc7PyUXJeiOuZt248+n+/Q2FeTckkEjukNViGsYwUgAkMoJTQHQKleUEw82H6ohPwZQjH26VKGUGhCsaNizl6OTzqk1aiJLOuKyY3Wcpo4MogFNpjg9Ljs2oSC++iybfY92vXtoxOmXx8T/zKZRa9RPch6uvLz4k78mvvHnb0enD3N2BAA1wFd/G7b/BUIIWQwW8AihJq+iArZsAVk9Ju6yWPUMJmsKvQvXlUYheo6RK8/drMnUpaA87+SLI0Qif32wVe+EAg7DtrtfbyKt0ai0PoFRRCK1nDgGnHHozHEhHmw+7nxPgpE2DLYDx4D5CNU52Rrwm3W2tfQxiqaVUPACAIjsZaEBTWKhAZssoFpJFOW7YjaN/qPvO/uiPj3+7vtHRg/e0/Xzvz96lB2zO/aXzXd+rOsx5bO8x58ef1f832UyI/k8nlQiZHFOBQRevUF0gQlCCFkSFvAIoSZv0yaYNg1atICzxg65BAYaENysWc1rCnVVAW/Rr2U2ndParR3B4HCvbmZNpi43Ui8TnOdfLBXFZcfqDZvScTqTrv+Zy4iQd7zsfIn0q9XGXUgw0obBbuFswOl05tPZm+hn2smrC/FnPW9o59GRYKSfQ6AD29G4XqyEQZssiGUGbLKAakoqfPneoZG7YjbnleVUXVSpVffSb352/L2d9zfpfnumOP2Ha8uqX7Fl27xVXqZ9vTg51dT5IoSQCWABjxBq2kpKYNUqAIDUVLC1NbKRoUOJRrZqBX5+NS8rSJpCDwCjW08gEsaks4aHjDF3MrV6rW8/sOpSRIl6Y3zs/ef3XE7V+awk1LXNp53nEO8XAHoHRrHpHCKRkQEDbBhsgxo3k1GtxhN5lgEA49q8b3Qvg1uM1P2nXWVoy7eM7sVKGLTJgr2Ng/kyafSySjNmnPxA536Q+lcyXEm+kFAQX/3KkIhwx/IyIYtzw8f3zHmiO1MihJDFYAGPEGraVq+GwkIAgEGDoHt3IxsZPhyCgwlFzp9f62WFhpxN7ACgV0C/CN8eesPeF05z43lYIJ+apHIDlouXEwvu33zIyqh1ddVaA4KGrh26g2BlW8WJ4zyx/RS9YVwmb0rH6Qa1bD5uPA8iyQwPGUN8pkZNgU4tiDz98XMIHBU61uherESIIAyASOUINAqthUuoufNpxFZGLyqpIHb8R900oLmUdKb6FaaNzThF5Yqq+QUitYq0vT8QQqhWWMAjhJqwzExYtw4AgEqFFSuMb4dOh5079a+EHz4cxo2r9Y5cTc4aeACgAGVpn+9bubbVETMi5J2J7fSXpmZi0FbwxBeid/ONPDj+7Cedvwh1bWNnY8+kszx4XkOCR28due+ryO8IjqW/YVK7DyMDB1T+orYSjklnfd1vjYDrZkTjZjK+zfvj2kzWERAZOGB214X17GVGly+Fnp0rf1Hbn4yzrWD1wI3E9xe0Wr0C+9OpdCJr4Dt6dzFouB5V9yDznqnO4au5E0H/LhHeoiIhi/PYw/O3v46ZpBeEEDIVLOARQk3Y4sUgkQAATJ4MbXVVsPp16QKHDgGXW2fAoEHwxx9Arf1bt9omdvXKwjhcJm/DsN3vtvuo5rxuZ1vBot4r5/RYQiFSkZhHmHt7MwVzmbzxbT/YOnLf35NvRk95cGjCufm9loe6tjE8x0pUCnVp3x8mC6cyaMyaf2C+9gEbh/0aTnjZucV8GjF3xYB1XnY+b1x34jjP7bH0634/0mmMenbBoDF/HLx1fNv36TRGzT+Zzj7dd4w66Ml/M4GGyIPnNYLAPAI6lf5xp1kWyKexuvraZJPbSyve3ImASqNNYlc+kF1MY0hKy0zVF0II1R+d7AQQQogkT57A778DALDZsGyZCRocNgxiY2HBAjh+HFTV9j328oLFi2HKFKDVuQeY/J8p9DSSnqsyaMyPwmeObTv5duq1pKKXZbIyB7ZjqFubjp4RpA+KdvSMcLYVEDlwK0TQWqVWPcuNs7Oxd+d7Gb3pWn3QKLQpHacPCR59LuHkg8y7BeX5TDrTx96/p1/fngH9aFQSUiKip3/fCK8ejzJiXhY8L5WXOPFcmjkFtXXvaMKE6VT6J53njAwddynxzJOcRyJpAZfFD3Bs1jtgQH0emlihT8I/f5H35FluXF0BFKDM6rawuTOxdTeoNimGbI2hm31tc3wiOnYIuXQFBK6xDrDur2ML3p1oqu4QQqiesIBHCDVV8+ZVltmzZ4O3t2naDAqCo0ehoABu3oTMTOByITgYOnSoa+C9yr+70JM6L4rPshsQNBSA8J58FsGks6aFf/5NdO3bB1ShUChJha8mHhym/aUD27Ff88GT2n1Eyq7mbjyP99p//F77jy3ftdGoFGqwU6tgp1ZMJtPGxsZMvbjzPElcjmEZTDpr7dAd311ZcinxTM27XCbvi+5f9Ws+2PKJNSYShQFbY+gW4tq61usfeLrPlasAYJWL2/+ysgUe5JyjiRBCb8ACHiHUJF26VHlonLMzzJtn4sadnWH4cIPe8e8UevJmqluzAUFDXxY8O/T4dx0xGo1GppJV/VIkLTr0+PezL08s7/djB68I8+eI0L/YdM7XfdeMDB176sXR2Ky7ReUFDDrT2863m2/vt1pPxKXv9efIJrrbhW40Kq1vs4G13moR3CLiwiWNm0cswMpLl9dOGm+SHhFCqJ6wgEcINT1qNXz5ZeXrJUvAzo7UbAAA5P8eI4cFfO1mdJnvxvXcfm+9VCkh/i6xrGTumU/WD91Vn03UETJOW/cObd07kJ1F49TGXXgz9Ur92xkRMlbH5gvvh7S8l18IAJt9/D6TVjRjm2tmCkIIEYeb2CGEmp6CAqDTAQCaNYOPrWKSs4K8XegbkDFhkw6MPzM1fHY7j46efG9f+4C2Hh31LnRXqOTLLs2VK2W6wxBCZqJQye+m3Tj85PdfH2w9FX80oyS1/m32CRxY/+05Ql3bfNr5Cx0Bbp4eUc5OQhZHodEsfm2CtBFCqP5wBB4h1PQIBHD7Nhw+DDweMK3i2CoSz4FvWJw4zhPbTalaRP391WWPsu7rfVduafbfL/8a2fDPGEeoYVGqFPsf79n3aFepTFz9ephb+8+6zAsR1L74nAhXnvvYsPd+f7hddxibwaFT6W/0rtW/+ZC5PZcy6XqO/xzrJogWlwpZnEN5BTO9PCL4PKNzRgghk8AReIRQk0ShwJgxMLD2pY+WV+0YOSzgiVJr1NdSLhIMvpJsskOnEEJElMnFs05N2Xp3bc36+XHOg0+OTTwVf7Q+7U/pOL2LT08dAUw6a9WA9YcnnJsaPjtUEMZj8ek0hjvPc1CLkVtG7l3SZzWbztHbix2dPsrZCQA0APOTU+qTMEIImQSOwCOEEPkU/66BJzeRhqS4QlQsFREMTjXdoVMIIb1UGtWSC3MeZcfUFaBUK7+/usyB7dTVt5dxXdCotFVRG7bc/enwkz+UauUbd33s/RdHrtIO8leftmOEEc5Op4tEQuBcKxYfLyga7kzCwRYIIVQFC3iEECIfroE3gkReRjy4TGFAMEKons69Onkv/abuGLVGveb68g6enVl0IzeHo1Fpn0bMHR4y5szL44+yYwolBSway9cxoLtvZGRgFI2qZ4MMglhUykSBy/rMbACYm5Qy0NGBScUvaoQQabCARwgh8slxCr3hHDhOxIMdbQwIRgjV04G4PUTC8styLyWdGdRiZH368rLz/bDTjPq0oFdfB/vTRSIAiJVKNmRmfeHtadbuEEJIB1wDjxBC5JOrKzexo+E58ITZMriBTi0IBod5tDdrMgihKrml2clFCQSDb6deM2syJkGhwAfuAu3r5anpuXIFufkghJoyLOARQoh8VWvgGTgz0xADg4abPBIhVE9ZpRlmCiZRa1vbCD5PyOKIlaqvU9LITgch1HRhAY8QQuSrtokdFvAGGBU61svOV29YV9/eQs/OFsgHIQQA6n/OxSRCpTYgmFwfuAsYFIqQxdmWnfskI5PsdBBCTRQW8AghRL6qKfR0nEJvCCad9V3UBr6NnY4YP4fAxZErLZYSQsiN50482JVrQDC53JjMoU6OAKDSaGZdjCY7HYRQE4UFPEKosROJYPFiKCkhOw9dtCPwVAoQH4AXV5RklWaUyUvNmFZD4OcQuH3UQe1hUTVFBg7YMnIvj8UHAKVamVqc/DQvLr0kRaVRWTZNhJoQT76PB8+LYHAn7wizJmNaY+24DuVlQhYn2i/g1NlzZKeDEGqKcBd6hFBjt3w5rF0L27fDnj0wcCDZ2dROW8ATGX4XSYv2x+26lHQ2tzRbe8Xbzq9f88HvtHnXlsE1b5bWypPvvXXU/lupVy4nnU8oiC9XlNmzHUIFbfsFDW4laAMAWaUZe2J+ufb6UtXzDr6NXd/AQe+2/8jZVkBq7gg1TqNbT9hwa7XeMD7Lrn/zoRbIx1TYHM54hWwTcAFgdqmkv0zOZDHJTgoh1LRQNP8svETGqaioKCsrAwBbW1s2m012OogQ7afm7OxMdiKIKJFIpFKpAMDgT+3lS2jdGhQKoNPh0SMIDTVLfvXmeft+lkzejc09FKprW/WbqVe+uTS/1lF3Z47LigHrQl3bmC1Hg5WVldHpdBsbI094NpVzr06uvrZUrpTVvGXL4C7pu7qrby+LJ2WNlEqlRCIBACaTSfqnhgjSfmpcLpdKta45lQqV/ONj41/lv9AdtqDXN4ODR1kmJVNRq1Qzb9xOcXSKlUnWZqbNnDDOoLeLxWK5XA4ADg4ONJppTqpH5iYWiwGAz+eTnQgiRKVSiUQiAGAymY3yU7Our3uEEDKxOXNAoQAAmDrVaqt3AFCoNQBA1/mVfCvt6sKzM+qaM18gyZ9x8oMXeU/NkV7DFZ149tvoBbVW7wBQrihbeG5GTMZti+VToZAWlOcpVHKL9YgQKRg05ncDNvrY++uImSyc2uCqdwCg0mj/s68sCb62cyzIzSU3H4RQU4MFPEKo8Tp9Gk6dAgBwcoJly0hORieFRiNkceh1fyeXVBQvv/il7pXbMmXFkguf11WsNkGFkoJVV77SgK6JZiq1avmlLyWKcrNmIq4o2XZ33Tv7Bvbd2WHE7717b2/3wdG3DsT9KlNWmLVfhEgk4LptG7VvWMu3adQ3x5ndeZ4rBqyb0nE6KYnVX9s2YeE5WUIWR8TlLjp1hux0EEJNC66BRwg1UjIZzJxZ+XrZMnByIjUbPeQaNQDQ6l4CfyBuD5H96rJLM0/GHx3darwJc2u4DsTtliolesOKpIXHnh0c3/YDM6VxJ+36sotz3/j4XuW/eJX/4s+n+1ZGrWvmFGymrhEiF5fJn9dz2fvCaTdSL6cWv5bIy505Lm09OrT3DKdTG8CPoE/z4i4lnHlV8LxMVspj8UNcW/cJHNTCJQQA/tcy+EFBkZDF2eEf+NG9+8JOHclOFiHUVDSAb0+EEDLGjz9CYiIAQKtWMHUq2dnoIVdrAIBR9x70lxKJDvJcST6PBbzWleQLBCOvJl+oKuBVatWlpDNXks+nFaeUyUsd2I5t3DsMChoR5NLSiBxupV1dcGZ6XVMnskozPj323paRe/0dmxnROEINggvXdWToWLKzMEyxVLTqylc3Uy9Xv/goO2b/oz2RgQPm/p+9+w5o6uoCAH6yyWIT9gYnuFAc4MBdV52to9W2btuqtfZzVa22tdZutbZqq9VWrVr3xIEW90BBEZQhe+8EspP3/YEiVUheIJvz+wtfTu47Go05ufee23e1u5fnmMePD7h6qKnUOSnpt8LCqDRc1ooQMgZ8r0EIWaPcXPjqKwAACgU2bwa6WX9ZSQCoCAIAaI0U8BKlOF+US3K0tLInesvMkkkVkgJRHsngp+VptT+klCS/feD1tReXxGZczKxIL60pTi19/M/Dv6YfmvDFpWVShUSnHColFVo3PtQoqleeX6RS47F2CJmL0priWYcnvlS91yKAuJh+ds6Rt4TSqjciIgQiYRiLc9fLe/eRo8bPEyHUMmEBjxCyRh9/DNXVAACTJ0PfvqbORguF+tlxIPRGCvhqqQ6HvdfIq9WEWh95WbYaXba1S5USlVr1oPDevONvZ1dmvBpAAHH2yfH5J97VqYbfG/87mY0PmRXp0aknyA+LEDIcNaH+NHqh5u9MMyvSV19YzGLbvPt849MSDq9SqTRKggihlg4LeISQ1bl0CQ4cAADg82HDBlNno53ieb3dWAFvz3agkDgivpatjR2Vgu/tYG/jQKOQPaLJjm1fLRctj56vuT5PKn74/dUvyOcQ8zSabGT6WfLDIoQM50La6cTiBK1hd3KvX8u6FNk9vHNpcRiLU8zhrsnMMUJ6CCGEH/IQQlbH1xeGDwcAWLkSPDxMnY12imcT8I0uoWfQmEHOms6Hr6+9oJN+0rJwNCqtrSCUZHCoa+e/7m+vlFRojTybcjyt7DGZMUUyYaEon2QCaaWkxkQIGdqpx4dJRp5MPgwAM3v2oFMAADbnFTyoNux5FgghBFjAI4SsUEAAnDwJ0dEvutCbt7oCnt74LPuQ4FEkRxvcakTzU7IOw9qMJhk5tPXr0SmkFrGrCTXJSKGsiuTdAaBKl2CEkIGoCXVC4T2SwQkFcQDgbcMa7uQYxuIoCeKD1KeaTq1ECCF9wAIeIWSlBg8GJtPUSZBS24IeGp+BB4Ax7d/04HtpHaq9oENUwGC9ZWbhhrceG+jYSmtYZ49u/o6B5ZIyksM+LLhPJszOxp7kgLoGI4QMpFomUqoUJIOFsiqFSg4AkwUujnR6GItzpUp4oLjUkAkihBAW8AghZGr1ZuAbLeBZdJuvhm7kMngaxnHmCtYO+h43wNehUWlfvbbJieOsIcbT1nvNoO/ILJ6vQ7LU5zH5Pvb+JMdsR3q1P0JGIJIJTz85+tXllZ+cmbvm4v923dua8fykButmQ7chH0ynMeg0BgBwaNSpboLai4vTM0QqPFQCIWRA+DkPIYRM7EUTO42d6gKdWv86Zo+fQ2CDj4a4dto+5m9Xvrv+87NkHnyv7WP3d3Dr0uCjvXz6bhv7tyPbicvgkh+Ty9L0NUp9g4KHk47EjQ/ILBBA7H+we8KewesurTj1+PCNrNjzqae239449cDo1ec/1umrLkvEpLPIrHWq5WsfUNdetL+DXRsOO4zFyZXJV2VkGyxBhBACsz4bGSGEWoK6JfR0qpZW8/6OQbsmHDmfeuri0zOppY+rpJV2NvYhrh0HB4/s7d+ffKf6FkXAc9sy+s+b2Vcupp9JKUkWyqvsWA7tBKGDgod39uhWG+Nh582ks+RKGZkB/R2CSN76zQ5Tjz3aXyou0RzWXtChX8AgkmMiZDhqQv3lpeUNdnmoPf88qfjhT6N2kC9xLVGfgAF/J+wiE9nXf0DdzxSA9z3dP0p7CgCb8gqmugk683T4WhAhhMjDAh4hhEyMzBL6OjQqbWjrUUNbk+1ph2r18Ondw6d3Y4+y6Zwe3pGxGRfJDNWPdJcBDoP75ZCf5p94T6aUNhbjxHFeO+h7/PIFmYM/4n7V3KOxQJS37MyHv43bz6BZRoeRJpjY4Z2jSQc0nygJADwmf3zoW/Wv+NmwRjg5KkshTiae/STtRpcOGtqaIIRQk+ESeoQQMrEXx8hhFWc674bNI9M+oJVL20i/KPLDtnftuHnULne+Z4OPthWEbB2zDzc+IHNQKMr/K/43rWHp5Sn/JO41Qj6m4swVLI5cpTmGAi6AMX8AACAASURBVJTlUV/asuxeuv6Wq0DApIexOHdE1VvzCw2WI0KoRcMCHiGETEyufr4HXtsSemQ4wc5tZndfqDmGx+SvHrBB1zaBbQUhe9488VHkis4e3XhMPgDYsx0ifPutGfjt1jH73PgeTU8aIf05k3JMrpQBiWPQjiUdMHw6pjS09ahP+qymUxtepsqks1YOWN+n3vr5OiwqZYa7W+3Pyx6n5OfkGjBLhFBLhUvoEUIWrrwcHB1NnUSzvFhCb9o8WrwpnaYDwLZbP6mIBppIC3hu64ds9rUPaMLITDprXMjkcSGTm5siQgYTl3sTAMgsA8qtyioSFVj3ypHX273R0T3stzubrmfH1nXHsGGwe/v1n9HtA09bn8ae2NOW350KwOLEycSLoy/snfGOkTJGCLUY+HERIWTJhEIIDYWICNi8GQQCU2fTRDrtgUcGNaXT9G5ePb+JXfOkNEn9fGUEm8Hu6z9oUe9PObo0q0eoOXKqMi+knUkuelguLbVl2Qc5tYoKGNpWEGK4O5bUFOkQLC6y7gIeAPwcAr8Y/KNEKU4vT62Rivg2dgEOQTYMttYnznZyTMgrDGNx9gUFv3X23LChZLtmIIQQGVjAI4Qs2bJlkJ8PBw+CVArHj5s6myaq60KPHY9MLqUkedWFxblVWfUvShSSsynHq2SVK6PW29q8vOsVIf2SKaWbrm84kfxP/ZUgt3Ou7Y3fGenbf2m/tfZsB0PcV6e+dAyq1TaxewmbzgkRdNTpKS5urhOTH//hLACABcLq/mKxDYdjmOwQQi0RFvAIIYt1+zb8+isAAIMBX31l6myaTokz8OYhsSh+4ckZjXWfvpEVO+folF9H78EavsWSKiQX08/cyI7NE+ao1Wo3vme4V89BrUa82sysySRK8cLj0x8VP2jw0atZMTMPP/n59d0CnttLDyUUxEWnnHhUlFApLeez7AIcg6ICh/b1H0i+ZYOXrW9mRTqZSBqF5mFrzSfJNd/rvSMuX7sJjk5xAtevDvyz5p2pps4IIWQ9sIBHCFkmhQJmzIDaRc4ffwzt25s6oaaTE8+WauMMvAlVy4XLz86XKiRANLoNOLsy44uYZRuGbTFuasgsXM2K+Tb289Ka4ror6eUp17Iu/XZ38/s9F49oM04vd1l/eVVj1XutAlHesugPt435m0al1V4RyYVfRi+7lnW5LqZMXJpZkR6THh3s3GbNwG997P3J3DrCv+/VrBgykR3cu/BZtmQiWyw6nT7PxWmJkgCA9V4+ExIehHTsYOqkEEJWArvQI4Qs0/r18PAhAEBgIKxcaepsmkWhxhl409sX/0e5pAxASxOv69n/3su7bZyUkPk4nnxw+dkF9av3OiKZcP3lVdtvb2z+XR4W3r+YdkZr2JOSpNMpR2p/FkqrFp+bXb96ry+19PGsw5PSy56QufvgoBGvTuw36K3OM8iEtXBt27UdUlQQxuLI6YwZDx6plEpTZ4QQshJYwCOELNCTJ7BuHQAAhQK//goWvr1Q/mIJvWkTabkIIM6mku2hEJ16wqDJIHOTWJzw/ZUv1M9XyjRo172tl5+eb+aNTiQfIhl5MulZ5JeXl+cIMzVEVstFS89+2NjGkPpYdJulfdfSKDTNYcPbjO3uHUkyzxbu3Z49nEXCMBbnlrfPpv0HTZ0OQshKYAGPELI0ajXMmAFSKQDAjBkwcKCpE2quui70uITeVMpqSopEBSSDHxUlGDQZZG5+vv6NUq19+vTnG98oVYrm3Cg+/w7JyKTih1KF5G7ujVu5V7UGF4jy/kncQ2bYcO+IlQPWM+msxgIGBQ9f3NuyVzwZE4fHnWfz7A9zhbMg/UmKafNBCFkHLOARQpZm82a4ehUAwMMDNmwwdTZ6oHh+XBkuoTeVSmk5+eCK2pX2qGXIrsx4WHifTGSBKC8u/1Zz7lUmKSUZSQBRJik9m0J22Qj5yIFBw34feyDCN+qlqXgvO9/VAzasGvC1Ts3qUbcunXoX5oexOGKWzczbcYSp80EIWQFsYocQsihZWfDpp89+3rwZ7O1Nmo1+yLELvalxmXzywTwmtu9qQRIK43QIzo9rzvJyFp0lU0pJBtvQ2SS/WQCAzIp0kUxIsvOcv2PQ169trpRUJBbfLxeXcRhcf8egQMdWJO+FXjKnW9iDJ+lhHM4lb58/CovHcWxMnRFCyLJhAY8QsiiPHwONBgAwYQKMGWPqbPSjbgk9XXP/NGQwAq6bLctOKKsiExzkhJVMC1Iu1mHBRam4pDn38rHzT5TGk4m0Zdk5sB0rJDqsHCmXlOrUOt6e7RDp2598PGqMrb39dFen70USAPgo7WnPNsHOpk4JIWTRcAk9QsiiDBkCSUkwdSps1EPPZzPxogs9FQt406BRaX38yTZT6B841KDJILPCpuvQI5PD5DbnXn0CyP4ljPSLolKoOt1Op2UmSL+i/PzC+bwwFqdKqVqam2/qdBBClg0LeISQpXF3h127wI3UcUcWoV4TO9Mm0qJNDZuloXdXnUDHVv0CBxshH2QmfB1IHaJey88hoDn3er3dBHu2g9YwGpVWe5Ab+WXt9mwHR7ZTc3JDzTTbw82GSg1jcY5VCk8JRaZOByFkwbCARwghE1M8P56K3sLek6uklSRXrRuBB99rce9VmmO4DN6aQd9qPWcLWZMuHuEkV57TqLRI36jm3IvL4C3r9wWVouV9YE73RT72/gDQl/SMfR+/gVqHRQYlYDKmurnU/vxJflG5SmXafBBClgvfzRFCyMRa2gz8/fw7K6IXDPqt2/A/Iobt7DXk9+6rLnz8qPiBqfOCYa1Hr4ha19g8vBvfY/Pru/wcAo2cFTItBo05pdN0MpEj24x35gqaebsI336rBnzNojfc54xKoc4Mnz+p4zu1vxzWarQ731PrmEw6a2qXWc1MDDXfCEfHdlx2GItTolR9kldk6nQQQpYKC3iEEDIxubqldKGXK2VfxCz78Pg7/2ZckCjFtRdrFNUxaWfnHJ78w9V1KrWJZ6Vea/363jdPvt7ujformX3s/WeFL/jzzWPBzm1MmBsylYkd3+ns0U1zjJ9D4Nyei/Ryu4FBw/6YcKh/0ND63yXRKLRuXr22jPlrWpfZdRfpNMbq/huY2s51W9x7pRvfQy+5oeagUGCRl4cNhRLG4hwXig6U4IGUCKGmoBAEnknZLFKptLq6GgC4XC6bzTZ1OoiU2lfN2RkbwVqMiooKlUoFAFb5qn2Q+vTnvIIwFucLf5+OvGY1wTIr1dXVdDrdxubZXKKKUC058/7N7CsanjIwaNjqgRsoZtCNX0WoKsRl1XKRA9vJzsYaTivUSqlUisViAGAymXWvGqpVLReuPv/JrZyrDT7aRtD+q8GbXHiu+r2pRClOLX1cLi6zs7H3dwhqcHu8Uqm8lXntq2srKiUVrz7KoDEX9145vM1Y/SaGyEspSb6Yfiat7EmVrMKB7dTGuT1hF35Mxo+TiZ0Y9MRund2YWr5/QeZAKBQCgK0tniFqGVQqVUVFBQAwmUyrfNXwGDmEEDIxufrZHniaVc/A74vfqbl6B4ALaae7eIaPajvBOClpQKPQnLmC5q+IRtaBx7T9Ztgv51JO7kvYmV6eUnfd09Z7fOiUMe0m0mkMvd+UTed0cOuiNSxU0PmvN07sTdhxLvVkaU3x84T5vf37vxM219PWW++JITKE0qoNsasvPz1f/+KNrFgqZaur+8AuPlPvKZSznqQfD21rqgwRQhYKZ+CbC2fgLRHOwFsc656Bf/dx6h+FxWEszreBfq051vM2Un8GXqIUj9ndv1quvfeyM8fl0FsXaVRsFGdsOANPUnF1YYEoT02oBTw3k5fHta8aj8ejUqkEECXVRRWSch6L58rzoFNxksZkSsUl7x99O0+Y01gAgxfADVlzT0n8USOcNvw1Y+aGmgBn4C0LzsAjhJBxpabC8eOQkgI1NeDkBEOGwECynZYtVL0mdlY7A38j6wqZ6h0ASsUl8QV3wzy7GzolA5EqJCllyeXiMi6T6+8QhHP41kfAcxPwzPEYSwpQzDa3FkVNqFdEL9BQvQOAovppTeom8P9gAYUWlZHp4+9npOQQQpYPC3iEkNkoLISFC+HAAai/MmjjRvDzY6xdq3rNauco6jWxM20iBpRW+ph8cGrpY0ss4PNFub/f2Xz56XmZUlp7hQKU9q4d3+s6L9w7wrS5IYSM5nzqqUdFCVrDFGW3O7qnJ3ACp1++cs7Pl2K9X+AihPQLu9AjhMzDkycQHg7798Or+3oyM3nTpnG++84UaRmD8sUMvNW+J4vkQvLBQmml4TIxkGtZl6btHxOdcqKuegcAAojEovhFp2ZtvL5eReCxzwi1CCcfHyIZqco7F8biXPAP2Lr/oEFTQghZE5yBRwiZAaEQRoyAnMYXHBIEZ/16la8vzJljxLSMRE48a2JnxTPwOjVyt2c7NuEWQmnVlcyLScUPRbIqDoMX7Nymr/9A46xgv59/Z0X0QqVa2VjAgQd/0in0eT0XGzSNnKrMR0UPqqSVtiy7IKfWeOgdQsanUqseFN4jGUwTJdf+8LGDU7/ER21C2hssL4SQ9cACHiFkBjZsgLQ0rVHcVatgyhTg842QkTG9WEJvBsenGUhbQYiBggFARaj+vLd9z/3f686Wr7Xpxoax7SfODl/IohuwJZtCJV93aYWG6r3WvoQ/+gYMau/asfl3lCjFhcJ8saLGnu3oYetFAUpc3q1fb32fXJxYP8zH3n9m+PyogMHNvyNC9cmVsgpJOZ3GcOQ4mcOhj2alQlquUpNdblOjEo4oyAF37ziAKQmJN4KCmDYsg6aHELICWMAjhExNpYKtW8kEUktK4J9/4N13DZ2RQdTUAIMBDR35W9fEjk612o/CXT17OrAdKyTlWiM9+F46VblKlWJ59ILr2f82+NCBB38mFsZ/P2I7j2mo733OpZ4sEOVpDSOA2BW3dcOwLc25V0pJ8h/3frmVc61uob4zV+Bt6xtfcJeAl/eeZFdmrDz30eh2by7q/SnVendnIKNRE+pzqSdPJP+TWBhfuyWEx+T38u07pfP0QMdWps7OXNjo8nUhk856v2fPxw+Twvi2cZ5eq/btX//uVMPlhhCyDvg/OkLI1O7fh9JSssHnz2uPMStnzsDYsWBnBzwesFgQEAALFkBWVv2QFwW89c5lseg273V9n0zk7B4f6VRt/njtqwar9zpJxQ/XXlhCfkBdxWbEkIy8k3fjpTUC5BFA7Lq3dcbhN2IzLtbfZl9aU3y/4M6r1Xudo0n7f731Q9NuilCdcknZ+8emfhGzLKEgrq6hQ7VcdC715HsHx++M+0XDX8IWhcfkO3NcSAb72Ptx+fyP7fhUQg0A3/j6x8RcNmByCCGrgAU8QsjUcnN1CNawT97cCIUwahQMGwZHjoDweQu3jAzYuBFat4ZNm+oCFc/3wFvxMXIAMLr9m4OChzf82PNP/uNCpgwIHEp+zJSS5OPJ2ps/Xc/+92om2TJbVzlVmSQjFSp5oTC/aXfZfW/b9tsb1c//qujk74Q/UkqSm3ZfhACgWi788Ng7DwvvN/ioilD9fmfzLze/N3JWZivSrz/JyD5+AwGgfft2Y4oLw1gcNZU6tUpUXlxiyOwQQhYPC3iEkKnRddnLo1PwSzIz4fhx2LkTTp6EwsKmj0OGWAwDBsCJEw0/KpPB/Pnw5Ze1v3qxB956l9ADAAUon/b/anKnd2kU2quP0an0meHzF0Yu02nMo0n7Sda0Rx7t12lk8qRKiS7BUu1Br3hSkvT7nc1NeGItNaHem7CjyU9H6MerX2VVPtUcszd+x53c68bJx8xN7vwencbQGsZn2Y4NmVT781t9+7QqLQ5jcfIcHGdexT9GhJAmWMAjhEwtIECH4MDAptzi/Hno0QP8/eH11+G992DkSPD0hEGD4O7dpoxGxuLF2gdftQquXIH/LKG3cjQKbV6PxTsnHHq93RsefC8alUanMTxtfcaHvrVn4olpXWbr2hDrbu4NkpFx+bfId5bSCfnlsgDg0qSu+Dvjfmna3Hudm9lXmjkCarGyKp+eSz1JJvK325u0B7UAHnyvD3t+ojmGApQlfdbYsuxqf0lnMBYHB9nI5WEszmFH512FxYZPEyFkqaz+4yJCyOy1awcBAfBUy/TOM8MbWYPdGIKA5cth/fqXr6vVcOECXL4MP/wAH3yg25haZWTA9u3aw9RqWLECYmNrC3gKANWql9DXCXAM/qTPagAggGhOC2sCiGJxEclgpUpRISkzxKlynT3Ck4ofkon0svNtQgISpfhWztUXvyagCX9m1XJRlbTSoUnn86EW7lL6OZLf/jwqflAoynfjexg6JfM3LmSKTCXfevOHun4B9TGojPndl/bxH1j/oruX53t0xpaSMgD4MPVphJ1tENuAx2cghCwXzsAjhMzAJ1omK2qpWrWCkSN1G3ndugaq9zpKJXz4Ifz1l25janXwICi1HCr2zNWrkJurUBMAQG8Z1Xt9zTyAigIUBkX7OtU6dKoOweQNazOaRn1lU0BDRrYd14Tx86tyFCr5i1839c9Mpe2gO4QalF72hHxwWvljw2ViWSZ3fPfXMXt7+PSu//7AoDF7+w7YPGz3AP9hrz7lNTdBd1teGIsjUqkmJj2RqXHVDEKoATgDjxAyAzNmwIEDcOmSphgms/qHH+x02gOflASrV2sPe/99GDIEXHRYCK3FvXtkIwkC7t1TuLiDtXewMxAPO2+S1QWPybdj2xsiB1/7gLHtJx98+KfmMB97//EhU5owfo2ipkl5/QedxnBgOzV/HNQCCWVC7UHPiaQiw2VizlRq1c2cK7dzrhWK8gHAje8R7h3Rw7v3t8N+FUqrnlakVkoqHDlOQU6tQUFRNv4N74ee7mmSjDDgxImqP0nP3BisyxYzhFDLgAU8QsgM0Onwzz/w+utw9WqDjxMcjmjLFkV4uG7DfvMNqEhsexYK4eef4bPPdBtcg3Ltp52/UFYmd3YDADrW77qL8OlLsoDv5du3mRP+Grzfc3F2Vcat7Ib/9gKAM8dl/dBNLF0OiK7jqI/Cu4tHOMllAgi9xJ7toEOwjQ7B+lItF2ZVZNTIqx3YTv4OgWQayOnXvbzb315Zm12ZUf/iocS9vvYBi/us6uzRrZN717rrYoWmsyTt6PTF3p6fZmSFsTib8gr62duNdcGv3hBC/4FL6BFC5sHRES5ehPXrwfG/23QpFBg+XBQTI2/C7vfGmsC/6vhx3QbXzEmXz1vOznI1EcbitMAl9M03NnQym87RGkalUCd3etdwadCp9A1Dt7zVeQaDxnz10e7ekdvH7vex92/a4B623nWdrppsbPuJzRwBtVjtBR1JRtIotLaCUIMm85LE4oSPT88e/kfk7COTF52a9e4/40bs6r3h389Ka4zXBO5syvGPTs14qXqvlVX59KOTM0i2AKwTwuVMEjxbETb9SVqGtClHVyCErBgW8Aghs8FkwpIlUFgIFy/C5s3w7bewZw/k5sLJk6pWrXQeraICysrIBqem6jy+BmFhZCMpFOjSpbaJHRbwTeDMcfmgl/YGCm91mhHk1MagmdCotDndP9o/6cy8Hh9H+vZvL+gQ7h0xseO0X8fs+W74Vheea5NHplKoXby6Nye3CN9+5A+mRuglUQGDG/xm6lXdvHvpNF3fHAQQO+N+mXt4yq3sq/UPmKiWi44nH3xr/ygNK2L0KLE4Yf2/qzSccKFUK9dd/jS5OFGnYd9wce7M54axOJVK5ZuPntQdNYoQQgBAIQh8U2gWqVRaXV0NAFwul81mmzodRErtq+bs7GzqRBBZFRUVKpUKAHR41fLzwdOTbDCDATIZ6KuEzsyEVq1AodAe2acP/PsvK/Z6KIPtymT81jpIPwmYh+rqajqdbmNj8EbKf97fvu3WTwQ0/N/ZuJDJCyKWUSkm+MI6oSDu7JPjD4vul0tKuQxegGNw34BBg4NH0Km67V9LLX387j9NaYAHAO0FHb4bsY3H5GuNVCqVYrEYAJhMphFeNaQXta8aj8ejUg34N3zLze/2xu/QHEOn0reP3R/sbNhvyursvrdt2+2fNOVDY2wcuaODWxeDpjH78KRHxQ+0hoW4dvp1zJ7an8Vice0e+AZfNQKIcnEZm8FWUFjz0zLKFco4mfgjL4/vg5q4hAfphVAoBABbW1tTJ4JIUalUFRUVAMBkMq3yVcM98AghKyUQAINBqooGAA8PvVXvAODnB3PmwCZtRyJTqbBuHQC02C70+vJ255khrp1+vfn9S5+k/RwCZ3df2NsUk8/VcuGXMSuuZMbUXRFKqwpEedeyLv95b/uagd+2cmlLfrRg5zZedr65VVk65cCgMceFTJrVbQGTztLpiQi9pKtXzzMpxyrEja5pogBlUe9PjVa9p5c9+e2OljdYpUrx+cWleyeeJLl8oAnSyh6Tqd4BILEoPr08JdCx0aVkBBD/Pr1wPPngvfzbSpUCAOzZDqFefcts+4fZePyYm98H1KODAvWWOkLIkmEBjxCyUnQ69OkDFy+SCu6v7xrv66/h1i24fVtTzLp1EBGhfL4OCrvQN0dnj25bx+7LE2Y/KnpQJa3gs+yCndto+LhsUNVy0byjU5+WN7wvI6cqc97xt38Yvj3UrTP5MWeFL1h1fpHWMEeOUyf3rjymbbBzm97+A5w5+jtbAbVIYkXNlzHL/824oCGGz7Jd3Gf1gMChRstq1/1tZI6mLxDlnUk5NqrtBAOlEZen8R3+peDcW429IwmlVSvPL4rLu1n/YqWk4krqUSrlBMtnMuEyaPrj1I6E2j84uFkZI4SsAhbwCCGjW7MG2rSBN980+I1mzSJVwFMoMGuWnm/NZsOFCzBtGhw50vCj330Hc+cCgOL5PiZ8O24+T1sfT1sfU2cB6y+vbKx6BwAgQKqQrIhesGfiST6L7NK+qMDBAzOGXUg7rSGGy+D9NGKHv6NVbcRAJiRVSBaceE/z/u3e/v2X9fui+X0WyVOo5DcyY0kGX8mMMVwBX1pTpEOwuOFgsaLmw+PvpJenNPiomlBJsv5sp5YkuY4adyvumocHm8ttSq4IISuCTewQQsZ1+DCsWQMTJ8LixQa/14QJpKbWp02DHj30f3c+Hw4fhnPnYPx4sLcHAKBQIDAQPvoInjyprd4BoK47EZ3aUmbgpQrJocS9C05MH/1n1NAdPSbtG/715dUPC++bOi/9SCyKv/z0vKYICgBAuaRsT/zv5IelAGV5vy8GBL3WWIAD2/Hb4b9i9W4qSrVSrpSZOgs923Rjg9buazeyYkuqC42TT63imiKJUtNJbPVllT81XCZMmg6bUxjUhlfy/3RtfWPVex1pzqGO0qf3vbzn7jugQ34IISuFUz4IISNKSYH33oPaOWcjNH2kUGD/foiKgsTGP4P26wdbthgwh0GDYNAgAACxGBgMYLx8QLHi+UJQ69gDr1QrYzMu3syOzRPmKJRyF65bd9+IAUGvcRm82oB7ebfXxiypf8hTtVyUU5V54vE/A4JeW9pvLZlj4czZ2SdkjySMTj0xu/tC8qfTM+mszwZ+08d/4O64rfU/8XMY3Ndav/5O2FwHtqOGpyNDyKxIP/jwr5s5V4pEBQDgyHbq5t1rbMjk9oIOpk6tuXKrsk4mH9IaplQrt93e9PVrm42QUi2pxnPUXyJW1hguEy87X/LB3nZ+r17Mrco6++QYiWcTkqw9YR2+2hXUqvvfB+ZOfIP8fRFC1gcLeISQsVRXw5gxUFUFADBwIHz2mTFu6uwM16/DwoXwxx+g/u+eSRYLFiyAzz8HpqFaHP0Hp+G6tN4Seosv4O/n3/n639X/6bVW8vDfzPNbb/34Yc8lQ1uPupZ1eUX0AqVa2eDTL6adyRNmbxr1h0XX8IlFCSQjS6qLikWFrnx38oNTgDIgcOiAwKH5otzMinSFSuHEcW7t3M5wbbpQYwggdtz5eff9bfWPECuXlEWnnDiXcnJk2/GLIlfQaS9/YWdBLqafVRGNno5W362cKyKZkPx+kGZy1KWzgxNHYLhMevj0plFpGs6Qq0On0nv49H71ekx6NMk/ZJUoTS0rBeAscHYNvXI1snekzukihKwFFvAIIaMgCHjvPUhKAgDw9YV9+4BGM9Kt+Xz4/XdYsgT++Qfi46GiAlxcIDwcxo8HLy8j5dC4uiX0NAtfQh+THr324v8aLM6rpJVfXFqWWpZ8MvlwY9V7rcfFj364sm551BcGS9PgKiWNdup+VbmkTKcCvo4H38uDb/q/vS3Zj1fXHUrc2+BDBBDHkw+WiUu/GrrRJOcX6kVyEdmjy5VqZUppcphnd4PmU8eB7ehrH5BVSWptfCf3rgbNZESbcceStC9rH9l2vD3b4dXraWWPSd6LAKJ9Thw1aEgciCeUVcZl53j4eOuWLkLIWljq/ysIIQvzzTdw8CAAgI0NHDoE5I9z15dWrWD5cjhwAM6fh717YeFCc6jewVpm4J+Wp355abnm4nz/g901imqtQ51NOaZ1R6g54+kyD8lnaT+eHZmhi+lnG6ve61zLuvR3wh9GSccgqmQVOgRLdAhuvuFtx5IJowBlWOvRBs1kdveFWhtnetv5zQpf0OBDQpmQ/L0igz0Dy0rDWJxCe/sJl2MVcrkOiSKErAgW8Aghw4uJgRUrnv28ZQuEhZk0G/NSV8DrdIxcuaTsaXlqaU0xyeWXhrbl5ncypVQvQ6kJ9fnUU3oZyiQCHcme88Rl8Nx4HgZNBhkCAcS2Wz+Ridx9bxuZL63Mky3Lnnww38ZI6+drjWs/icz+89dav97apZ1BM7Fl2X0/YpufQ6MntPs5BH43Ymtj+wvsbHT4Q3biuywJDuBJJWEsznUfv6V/afkKCSFkrbCARwgZ2NOn8MYboFQCAMyZA+++a+qEzIvi+c58Ml3oq+Wi3+9sfmPPkFG7+kw9MHr0n1GjdvX5EpyGDgAAIABJREFUNnZtbQMtUymtKb6VfVWPAz4ivY3cDPUNGEwyMtI/yqL3SLdYScUP84TZZCKr5aJbWfr8p2FMrZzbkIykUWhBTmSD9YJFt1k/dFODi9LrhLh2+rj3SiMk42nrvW3svmldZr9UpfNZtu+Ezdk+7m8Nu13auoSSvAuVQm3jEuLu6bmISqEQ6jAW5/uA4N03bjUrdYSQZcI98AghQxIKYdQoKCsDAOjZE378sbkDVlVBXByUlQGPBx07gofFT2DKVEpu5b0aUeJtdeXCBIaA69bdJ7K3bxST/vIBRY+KEpZHzy8Tl9a/WCWtPJq0/0zKsSV91wwOHmHExF+4n3+HAEKPA1ZIyvU4mpH1CxgU5NRG69ZWOpX+Ttgc46SE9OtJySPywY9LE/sHDTVcMoYTFTjkj7hfyfzT7uwZbvwTEPwcAreP3f9lzPL4grsvPUSj0Ea1m/Bhz/+9+i5qIBwGd2b4/He7zksqflAgzAMAD1uvdoIONKqWVi/9A4f8evsHpUqh9RZdPLs7cZwBoFtY58kXL+0RuAHALIU6WCjqaYs7cRBqWbCARwgZEosF4eHw6BF4e8Phw8Bq+scpWkoK96uv4Nw5qNv4R6FAr16wdi2pw97N0q2cWx9HL3etzJQDFAEUAQDA6SdHXPnuiyJXRPhG1UWmlCQvODldqpA0MAoBMqX084tLKUAZFDzcSKnXUyou0e+APKYFfx6lUqifDdww+/BkzWunF0Qsa/BYKWT+RLrsW6407uZwPQpwDB4UPPxc6knNYVQKdUb4h409WiDKO/Jo3/Ws2AJRHgGEgOvW3TtiTPuJGtack+fO99z8+q67uTdi0qMzKtJEMqEjxynUtfPgViN87QOaP76u6FR6B7cuHdy6kH+KgOc2rv2k/Q92aw6jUWmzwxfW/fLN/v1ynqQCcOJk4jGJyXfCOno34/9WhJDFwQIeIWRILBbs2AEdOkDfvuDm1uRhmAcPcubPp8hk/7lKEHDtGgwcCEuWwLp1YGnnqJ96fGrR6UUNNn4rEhUsOzt/Qa+l40KnAIBSpVh5flHD1TtAbfM7AoivY1d3dA8T8Jr+59w0bAZbvwMGObXW74BG5ucQuGnUH0ujPyiuLnz1UTqN8VHE8tfb4UnOlkqn89J02uRsbhb1XvGkJElzv/fZ3ReGCDo2+NDe+B3b72xSqF70Wsutysqtyjr6aP/Eju/M6r6ARtHDWSRdvXp29erZ/HFMZU73j5KLEx8U3tMQ82HP/7UVhNT9kkKhLGgdXJCeCQBxMvGoh8lXO4dyjXawC0LI1GifGecoZuulVCrlcjkAMJlMBgN3M1qG2leN08i53Ej/evQA96aclfXMiRPMt9+mKBvvcH71KlAo0K9f029hdEnFSTOPzFQ0vnKSAOJO7vVQt04ett6nU46eeXJU65hKtVKhUvT07aM5TKIUX8u8fOrx4fNpp+7n3ykVFwm47jbNKMLFcvGZlGNNfvqr5vZY5GFrFmcENJkT12VUuwk2dHaRKL9uwpbPsh0Y9NraQd918+pl2vQapFarFQoFANBoNDodv99vlBqIk8mHSAaPD50SQLqvYVOSUasVCgWTyaQY4BtMJo3VP3BocvHDwur8Vx+l0xgLei19s+O0Bp/7841vdsb9om6oyyYBxMPC+/nCnD4BAymWfPpG0ygUCrVaDQC1rxqNSusfNLRQlP+0PPXVYDads6Tvmle/76NRKN34/CtVQnsK7b5E/FgieUPg3OL+KI1IJpMBAAtXOlgIgiCkUikA0Gg0q3zVKAShz42LLZBUKq2urgYALpfLZut5GgoZSO2r5mz8k8xQE4hEEBgIJdoWaVOpcO8edGx4IsgMvXXgrRvZN7SG+TsG/THh8P9Oz7uVQ6oVlhPH+ejUy419JiaAOJy4d8fdLVXSyvrXmXTW+JApM7t9yKAxydzlJUq1ctTuPkJpVROe+6ounuEbR+7Uy1BmokxcWiEp5TFtXbiuWvfEmpBSqRSLxQDAZDJtbGxMnY75IoCYuPe1PGGO1kgug3fo7QsG3RJS+6rxeDwq1VBtiQkgLqVFH0s+mFBwt3bFkBPHubffgMmd32usPVtsxsXl0fO1jvxR5IpxIZP1nK7ZE4vFSqUSAF561RIK4o4nH4zLu1UuLqXTGN62vpF+UeNCpziynRobKlUiXZqeKSeIOJl4tZ/3Z35aDrRDTSYUCgHA1taopy2gJlOpVBUVFQDAZDKt8lXDr9gRQuZt+3bt1TsAqNWwfj3s22f4hPQguzKbTPUOABnlaYmF8eTPRS8Tl1ZIyhv8wKcm1F9eWh6dcuLVh+RK2d74HQkFcd8N39qEYoNOpb/VeeaWG99qjQx2bptamqwhwJHt9GnUV7omYOacOM613aeQdaAAZXb4wlUXPtYaOTVslkU3dKhFAUr/oKH9g4aqCXW5pIzL5LLpmtavEUD8cvN7MiPvuPvz8NZjmrP8x5p0dA/r6B4GAGpCTaWQ+jommG3zvqf7D7n5ALA2M6c9lzPBBd9qELJ+eIwcQsi8HSO9NvvUKdCwzN6c3MghVb3Xupd/u0amw1HS1Y102Np+e2OD1XudR0UJay7+r2n95N8IfbuzRzfNMW58jx+Gb/+w15LGZqH9HAK3jP7T+Hv4EdJV/6Cho9u9qTmmp2+fiR3fMUo6RkKlUJ05LpqrdwBIKn6YU5VJZsAqaeWdPB3eDFsIktV7rf4OduNcnMJYHAJgWnLqDaHIcIkhhMwEFvAIIfOW2sC2wIaJRFBgyuPQySuuLiYfXFJdpNMRTY6cBqbfsysz9ibs0PrcG1mxsRkXyd+rDp1KXzdko4ZWUr72AT+O+M2e7fBmh6m73zg6tPWo+jOTgU6tF0Qs/WP8IS873ybcHSHjW9T702ldZjfWhm1Em3HrBv+klyZtFudx8UPywUlFDwyXSQsxzVUQzueFsTgStXrUw+Q0idTUGSGEDAuX0COEzJtYbKhg07Gh67DB2IZhE+LWKV+USybYzyGQx2xgu9expAMqdQPdpF51KHFPX/+B5NOrw2fZfjd866nHh/fG78ytyqq77sh2GhMyaWLHaXUTd772AZ9GfaXqq6qQlFXLRU4cF53aeiNkDqgU6szw+QODhu1/sPtmdmztYYq2NnbhXhHjQ6eEuHYydYIm81KLDc0s95g980GhwP98vFZkZAFAnEw85Mr1Gx3aC9xcTZ0XQshQsIBHCOlJWhoEBel/WA8PqCLXHY1CaVaveyPyc/AjH+xt59fdK1Lracy1hrQa2eD127nXSd4uoSBOppSydPmKoQ6NQhvVdsKothNyq7Jyq7KrxdXudp5t3UIaXBFKo9KcuQJnrqAJN0LITPg7Bi3ttxYA5EqZmlDjdm7Q8Zg9vg1+eacHLCplpa/XJ+kZYcCJAxhx4dLl0SM5PK6p80IIGQQuoUcI6cPOndC2LWzbpv+Ro6LIRoaFgYX0Go3wjSB5djqVQo3w7dfdJ1LLwWMEAIAr33186JQGHy+pLiKZm0qtqp1LbA4vO98ePr17ePUOdGil035OhCwUk87C6r1WkFMb8sGtnNsaLpMWxY5OX8nl8KSSMBbnjpf3xIOHVSpSq64QQhYHP1chhJrt/HmYPRuUSpg9G6Kj9Tz49OlA8nzjmTP1fGuD4TA473R5h0zkkFYja5u6rR6wwdPWu9E4CnAY3K8Gb2qsv5ROVXTL3LiLENKLDu5dSK6sYdM5PXx6GzqflsPby3OFDZOhUoaxOCf8A/63609TZ4QQMggs4BFCzRMfD+PHg0IBADBpEgwerOfxu3SB6dO1h3XtCu+9p+dbG9K8HvPaCdppjnHne37Q83+1P9uzHbaO2RfuHdFgZIBj8NYxe1u5NDqX5WHX8HHNr2LRbZw5LiSDkaVLLk78NnbtW/tHvbaz5/i9g5ZefP/4kwMSpcTUeSELRqPQZnT7gEzklM7TreCYPbMSEhqyQCKmEEQYi/N9QPBPeyzjaFWEkE5on332malzsGxKpVIulwMAk8lkMBimTgeRUvuqcThazsJB2qWlQf/+UF4OANC3L/zzD9AN0Flj8GBlbCw1O7vRAH9/OHsWHBz0f2uDYdAYA4MG3sm9U9TI4nYfe//vhv9a/0w1GwZ7SKuRIa6dKFSKXCVXE2onjnMnj27vhM35qPcKR40njZdUF8UX3CWTWE/vPoNbjdDp99IYuVxOpVLphvgrgZpNppSu/3flj1fXPS5JrJRWyFUysaKmqKbgbsHNc6nHg5xba1rxgcyGWq1WKBRMJpNCcqWSUQQ7t82tynparukMkTDPHv/r81kL3GKjUCjUajUAGOhV8/P2oj9KTODyClSKczx+4P37HdrqsKkBNUgmkwEAi8UydSKIFIIgpFIpANBoNKt81SgE0ZQjf1EdqVRaXV0NAFwul83G/W+WofZVc3bWVPAg7fLzITISMjIAAEJCIDbWcCV0RVGRzdq17N9+A7n8Pw9QKDBuHPzyC1jmqylTyqbGbLyV/DdN8aJvs62N3dj2k6Z0nq71vGXyysSlE/e+JlFq79K/ZfSfHdy66OWm1dXVdDrdxqYp/fCQQcmVsgUnpz8svN9YAI1KWzPwu34Bg4yZFWoCpVIpFot5PB6Val6VsFKt3Hht/ZFHfxPQwOfMAUGvLev7ecvsGiAWi5VKJQAY9FX75dyF0+6ecTIxQ6k8rJSOGDrEQDdqIYRCIQDYWkifHaRSqSoqKgCAyWRa5auGBXxzYQFvibCA14OqKujbFxISAAB8fODqVfA24HxdRUWFSqWi5uQ4XrgAN25AcTE4OEBoKLzxBnSy7OOaVmZkf5GZ1UlZPIqvCmYzXfnubV1CDLEL/WjS/m9j12qOeb3dG5/0Wa2vO2IBb7Z+uPrlocS9mmPYdM6uN4948MluvkAmYbYFfK3E4oQDCbtuZF2p/faQSWd18+w5PnRKXVfOlJLkC2mnkoofimRCHosf7Nx2UNCw9q4dTZq1YRmngCfUxLcXLsa6e8bJxGyZ7KwNo09fbDfQdFjAWxarL+BxZSNCSHc1NTB06LPq3c0NLl40aPVeR+3tDZ98YoQbGZOCIIBCpfECOvt4dbc14HbQ0e3erJCU77jzc4MTYgAwIOi1jyJXGC4BZCbyhNlHk/ZrDZMoxb/d3rRqwNdGSAlZqxBBx5BB3xNAlIvLCCAc2U51a+ar5aINsZ9dSouu/46UUBD3z8O/InyjlvX73J5tSbuizA2FSvkoqm/N5Vhw84gDGCkWX0p/2iUwwNR5IYT0AAt4hJCOFAqYMAFu3gQAsLOD06f/c/x7ejr88w/Ex0NpKbi4QFgYTJgAPj6mStb8ydXq2h9oht/C+m7Y3PaCDltufp9W9rj+dRee64yuHwxrM4YCZrSNFhnI+dTTKjWp86X+zbggVUha5jpnpEcUoDj9t0mHUFo179jbmRXpDcZfy7o08/Cbv4z+i2Q3e9QgOoOxLDJi1fWbIHCNAxhaWHrF3b01B/85I2TxsIBHCOlIpQImEwCAw4GTJ6Fz52fXa2pg0SL4/Xeof/bsvn2wfDnMmwfr14M19hFpPsXzfUx0o/SgCveOCPeOSC9PeVSUUCmp4DJ5rZzbtnPtgEfHtRyJRfEkI2VKaVr5kxBXy96lYmQPCu9Fp5xIKn5QJa3kMflBTq0HBA3t5dsPvx2r77OLnzRWvdcqEOWtiF7wy5g9zelyp1QpLj09dz373wJhnopQOnME4d4RA4OG8VlWuKS2QSy2zaddOy/LyAYWJ04mfu1B0pXOoZ4spqnzQgg1CxbwCCEd2djAP//A3LkwejRERj67WFEB/ftDfEOFgVwOP/4It2/DuXPA5RozU4tQV8DTjPjxPtCxVaBjK+Pdz4qo1KoKSRmXxdNji0Ejq5SWkw+ukOgQ3MIJZVVfxqy4lnWp7koxFD4tTz2XerK9oMPqQd9gQ4Fa17P/vZ1zTWvYo+IH51JPDm01qml3icu7+fXl1fmi3PoXr2TGbL+9cV7Pj0e0Gde0YS0O385ubfu2/3uaGQacOKl4QELi5U4hbkys4RGyYObY8gQhZO7odNi+HYYPf3Fl0qSGq/c616+TOs695XkxA49vyGZMpVYdTz449+hbUds7jf4zatBv3cb+NWDj9fWlNcWmTk1nPKYO0494TDdJVdLK2Ycn16/e63tU/GDmoTezKp8aOSvzdCr5MNnIx2QjX3Ih7fSiU7Neqt5rCWVV6y+v2nbrp6aNbIkcGfTP/X0c6PQwFueJWDIg4VGxXGHqpBBCTYefFxFCzXbsGERHaw/bvx8uXzZ4Mpambg88nYorbKG0pnjXva3vH5s6Yc/gifuGfXRy5sGHf1bLRabNKl+UO/3QGxv+/exh4X018ez1Kq4uPPDgz4l/DzuXetK06ekqyIns4gsahebvEKQ9DgGsufi/nKpMDQFV0sqlZz5UqOQaYlqI+IK7JCMfFt5XEaT6NdSXVvZ43eVPNTd62H1/W0zaWV1HtlzuTOZXAb61NXxSjXhgQmKpAmt4hCwVFvAIoWbbtk3/kS1GvT3wpk3ExAgg9ibsnPj3sO23NyYUxBWI8nKrsu7kXv/p2vo39w69mG6yj9qlNcXzjr79Utu/OlKFZO3FJaefHDFyVs0RFUD2ROhOHt2wEzgZt7KvklkTnlOVeeSR9v7/1k2lVgmlVSSDlWpllbRS11tsufm9XCnTGrb55jct6vsUTxZzrb+PLZ0WxuI8rBEPTHhUplCaOimEUFNgAY8Qah6CgEsNrxptQEyMDiOXlcHatdCtG/B4DgKBY6dO/Pffh9jYJuRozuTquiX0LbqC//7KF1tufCtVSF59qEpa+dn5xYcS9xg/KwBYG7NE6zr5b2LX5lZlGSef5mvv2rGnbx+tYRSgzOj2gRHysQKnU46SjDxDOtJa0ag0Jl2HhqZsHQ9BKBIV3Mm5TiayuLrwdq72r12siZ8N6wt/Hz6dGsbiJFTXDExILMcaHiELhAU8Qqh5KipA0kDR1bDiYpA3NONRXg6xsXDoEFy5ApWVAAAHDkBQEKxeDXfvQk0NKJXUvDzWgQPQty9MnAjV1XrL39SUdU3sWvAS+pOPDx159LeGAAKIjde+flh432gp1bqbe+Ne3m2tYQqVfMfdLUbIR1+W9F3rwnPVHPNu17mhbp01x6Ba5P9mppU+kSjFBk3G/PnY+5GMdOW769otMr7gbv2D5bUE55NdzG81/G1s1vj5cmnUMBYnvrpm+MOkKjHp/8ERQuYBC3iEUPPY2OgQTKcD/b+HX8TFwfDh4OoKffvC+PHQpw8IBNC5M0yc+KySf9X+/TBokA7fGpg3+fM91S12Bl6mlG6/vVFrmIpQbb7xjRHyqe9C2hmSkVcyYsis2jUTzhyXn1/f3dhJBDQKbXb3he92nWfkrCwX+V79BBDY2L+v/yDSkQN1HbxMXEo+uFRcouv4ViCYbbPGz4dDo4axODeFooGHjpYXFpk6KYSQDrCARwg1RK2GBQvg3DntkRwOCARkhw0KAmq9t50ff4Tu3eH0aVDWW8WnUEB8PBAap1Bu3oTFi8ne1LzVO0auhRbwt3Ovk/zM/agoQXOfML1LLUsmGSlRinOEFrOKHgA8+F6/jz/4UeTyYOc2dRc5DG5f30HbRv39dueZeG45eVymDgdk8hgtvbH/uJDJZE5it2GwJ3d8T9fBny25JzcHb7mHQTZTaw57ta83m1CHsTh3vX36x/xbnF9g6qQQQmThOfAIoVeoVDBzJuzcCdu3w6lTEBWlKTg7G0Skm4SPqnei77Zt8NFHTU+y9ulBFt8i+8Ue+JZaLj0svEc++EHBPW87P4Pl8jKRVEg+mHxrLjNBp9LHhUwZFzJFJBOW1hQzqSwOhUuj0Jl4RrSO/B2C7kvukIl05rjwbXQ4xs8q8Vm2y6O+XBG9oO5MhwYtivzUmUv62+HnfO0DAED7t08EAAV8HQJ0Hd+CEEBcy7p0LvVUSklylbTClmXf2qXtwKDhvf37U4DSjsv50oa5ukoYZsOJ8/Dsc+X6xR7dPH19TJ01Qkg7nIFHCP2XQgFvvQU7dwIASKWQrG0GctEisqvZuVxYsODZzzk5L35uGqUS9ltDP+d6Xehb6BtyubhMh2CJDsHNp1MPdge2o+EyMSg+y9bfMciV506j4Nf6TdEvgPSa8IBBuLQBAHr79V/Zf31j3ezoVPriPquGtR7dhJE7uHexs7HXHkcBKoUa6afx62lLViQqmHNkytIzH8aknc2tyhLJhHnC7Jj06OXR82cfnpQvygWA4FbBX9jb2YrFYSzOE1e3yLv3n6almzpxhJB2+F81QqgeuRwmTYLDhwEAKBTYtAnmadwHm5b2LJiM9evB3f3Zz999B1JpMxIFAIDb2ruLmb96BbxZfKyXK2W3cq/dy7tdJi6WKCTVcpFMKZUqpbYsuyCn1gOCXuvs0U2/d+QydVhRzGHosFa5+doKOiQVPyQTyWPyvex8DZ0PMk8j2ozbE7+juLpQcxiLbjOl03TjpGT+BgUPb+ca+vudn2MzL9YdP8Gks3r59Jne9QN/xyaurqJT6W91nvkziX4Zg4KHe9p6N+0uplWjqKYARcObYYEob+6RKY3t8E8qfjjr8MStY/Z62voEBAetz8r+tKAojMuLc3KOevDoolIZ1Ka1wXJHCOkBFvAIoeeqq2H8eIiOBgCg0WDnTnj7bS1POXVKy2b1+tzcXvx8RB/nZpdYQ/8hhfrZIlKaGdTvMenRm29saKwOSSyKP5q0P9w7YnnUl84cF33d1N8xkHxwgGOwvu5LxqDgYSSPr+sfOJROxf9SWygW3eazgd/MP/GeUqXQEPZJ79UCnpuGgJbG09Zn1YCvZUppRnl6layCz7Lzdwxs/r70CaFv3cj+V/P5ER58r/m9ljbzRkaWWJxw8MGft7KvVstFAMBj8nv49H6jw9R2gtD6YSpCtTx6vub+fJWSimVn5+8cf4hGpXn7+qyjUD7NzQ/j28Y5Qt/HqWel0tBOHQ37m0EINUMLXbGJEHpZSQkMGPCsemcwYN8+7dU7ADx9qsMt0p+vzZNKITtb9xRf4WjGK5YlEpKtAWpn4Clm0MTuj7hfV5//WOss4u2cazMPv1koytfXfSN9o0iWvk4c5w5uXfR1XzJCXDv19uuvNYzD4L4bNtcI+SCz1cGtyzevbWmsNxuDxlwe9cXQ1qMafLSFY9Ft2gjad/eObCcI1UtXOTqVvm7Ixu7ekY0F+DsG/Tjqd1Ir7c2DUqX4JnbN3MNTLqadqa3eAaBaLrqQdnr24Uk/XP1SqX7RCPZ86qnU0sdax3xannrqybMFdJ4+3l/5eguEVWEsTr69Q5+8oiuxVwzxG0EI6QUW8AghgMxMiIx8tiKdw4EjR2DCBFJPVGiabnpZ3QnwYj0dg9zZ/A6pTkqCGTPAzQ04HLC1BVtbGD8eYmI0PENOEABAM/W+2POpp367s4nk+ckl1UXLoj9UqVV6ubUzVzCqLam/b1O7zKZRaXq5KXnLor7Q3DaPRqGtGrBe67HqyOp18+q1d+KpCaFv1++GwGPyh7Ye9debx4e1HmPC3FoaHpP/zbBflkd96efwnwU+zlzB7O4Lt4/524PvZarcdKUm1KsvLD6WdKDB92cCiEOJez+/uKTu0eiUEyRHPpdysu5nN0+Pr4P8vSvKw1icSi53sFR59N795iePEDIEXO+HUIuXkgJRUZCfDwDg6AgnTkCvXtqfdfw47Nr1bMaeJO/nuw0fPgQaDVTNK/8oFHjjjWaNoF8EAZ99Bl9++Z/fl0gEhw7BoUMwaRL89htwGphckqvVYOoOdhKlmMyW0fpSSx+fTjkyss14vSQwt+eihIK49PIUDTERvlFj2k/Uy+10Ysuy+2X0X6svLI7Lu/nqow5sx5X914d7Rxg/MWSGHNiOCyKWftjrfwWivEppBY/J87T1abF7K1SE6kLq6YtpZ1LKkoWyKluWXVuXkIHBw6MCBlMN/45HpVCHtR49rPXofFFuflWOQqVw43v4OQaa+stSnR1O3PtvxgXNMRfTz3by6Fb7DplYGE9y5MTiBAKIuj8QZ1fXDTY2a+/eB4FrHMB4kWRzfuEcD9z0gZDZaaH/qSCEXvD0BG9vyM8Hb284exbatdMSX1ICEydqnlVuAIUCAwaAVAqzZ8Pu3U1O9oWJEyE0VHuY0SxYAJs2Nfrovn1QUADnzgGD8dIjiucz8CZ0JSNG84bJBp1+fFRfBTybzvlh5G/Lz85PLGr4o+eAoNeW9f3cCB/6G2TPdvhp5O/Xsi6deXIsoSCuQlJuw2AHOAT1DRg0pv1EI/fVQ+aPSqF62npbaIM0fcmqfLry3KKn5al1V0qVxVdqYq5kxuwTtF876HujzYF78L0saL79JXKlbGfcL2Qid9z9eUSbsWpCLVGSXeOmVClEMqEty67uCs/O7vNePb6OTwCebZxMPDclPVMqWx+A7TkRMi9YwCPU4nG5cPIkzJwJGze+mCRvTHk5REZCiqaZ0oaNGAHu7jBihG6T9o1p3Rq2bNHDOPpy+LCm6r3W5cuwZg188cVLl5UEEcbimLYF/d3cG014VlLRA6Vaqa/ZRUe208+jd59+cuRw4r66DZw0Ci3ErdPkTu9G+Jr+tKcI36jaNNSE2lRfJSBkETLK0+Yefatut/ZLHhc/mn140tax+yy3rjaaO3k3qqSVZCIrJOX38m6H+0QwaEyFSq79CQBUCpXL4L10kcW2WdEjfFNeAVRAnEz8dXZulVK5KTjATM5JQQgBFvAIIQAAZ2eybeHfe68p1butLXz3Haxfr5/qvXdvOHgQ7M2p/9CKFaTCfvgBFiwAl//0b5erCaCauINdcU1RE56lIlSVknJnrkBfadAotJFtxo9sM75CUl4kKqDTaK48j8a6gpkQVu+opckoT4svuFsmLmEzOD72/t08e9ow2I0FK1TyZdHzG6vea1XOQ/mHAAAgAElEQVRIyheemL4gYpm3na+Pvb8BUrYSZNrR1XlSmtTdJzLAMehJSRKZeF+HgAa7itAolAVeHg50OpQAAPyaX5gple1v19qWbuwWJAihBmEBjxAi7cYNOHZM52fxeHDwIAgEsGGDbk9s0wa6d4fTp58dF0ejKXr2ZMydCxMnAtWcKqj79+Exuc9YYjEcPw7T/3MQdO0SerpJ5zYYtJcX9pPEZuqhZfSrHNiO9duAIdOqUVRfSo++m3uzuLqQQWN62fn08u3b06ePHr/ISCxOuJH5b4EoT6lWuHBdu3n16urVs8VuHTcriUXxm659/aj4Qf2LbDpnYsdpb3eeyaSzXn3K8eSDuVVZWkfOF+YuOfM+AHjwvSZ2emdU2wn4ir9KKCM1/V4/OCpgCMkCPipgcGMPUQCmuQkc6PTfCorCWJyz5RWR9x+cCG3na9PAK44QMjJ8r0QIkbZ3r85PiYiAX36B0FDYs4fksWoAAFQqTJsGGzcCjwcAUFFRVVCgcHAABsPZ2VnnHAztvi6teu/de6mAf9bEzqRngng0abOuM1fw6vJLZGVOPT685eZ39RfxxuXdPJZ0INCx1dJ+n7cVhDRz/IzytG+vrE0oiKt/cf+D3d52fh9FLsfugKZ1PPngd1c+f/W8CYlSvDPul9s51zYM++XVw9jq9zYnI1+U+/2VL2LSzn455CcLOtrNOOxsHHQNHhsy6cCD3eWSMs3BtjZ2E0K1HBY7ytnRk8XckJMXxuLE1Yi7xiUcCWkTaWd2q6IQamnMaRYLIWTm7tzRIXjOHLhxA65efdZqTqcqd/ly2LHjWfUOAA4Oanf3V9u/mYvych2Cy/7zoUpFEGoAAKBRTTkFH+nbT7cnEAAAfQMGGSAXZEZ+vfXDV5dXNrgFN7085YPj025mN+uw6Pv5d+YcmfJS9V4rpyrzk9Nzjzz6uznjo+a4lnXp29i1Gk6LfFT8YEX0gpcCVITqccmjJtwuvuDuktPz5EpZE55rxdq4tCcf3NYlBAA4DO5nA7/VvJyBRqGt7r+BzAalMD7v6wBfFyY9jMUpVSgGJjzaW6Rzx1OEkH5hAY8QIq20VIfgiROhR48Xv9SpymUydQg2OScnHYL/u4Kgdv08GHg1lIpQXX56/vOYpbOPTJ52cOzi03P2JuwsrSmuC+jq1bO1i7bTB+qjAItuM6Xje/rPFZmN6JQTf93/TUOATCldfX5xnjCnaeMXiPJWRC+oUVQ3FqAiVD9eXde0DouomWRK6bdXPlc/+4KxUfEFd088/qf+FZFUqCKaeERoYnHCnoQdTXuutQrz6O7EIbXuzJkr6OTRrfbnLp7hX7/2M4/JbzCSx+SvG7qxu08kyRz8bGy+CfAPsGGFsTgytfqt5JQvdv1JEA0cSo8QMg4s4BFqGX74AS5oOUhWO0ddtiW/FNyMKtfcde2qQ3C3bvV/9aKAN1gTu+TixGkHxnx6bmF0yolHRQnpZU9uZl/ZcuPbiX8P+/P+dgIIAKAAZWnfzxvoStX4J7RFkSsEPGs4H1ipUqSVPb6be+NRUYLmtlstilQh+eXmd1qCCKhRVG+99UPTbvHrrR+EsirNMSpC9cPVdRomgZGBxKRHl1ST6m35d8Ku+r/kMXnNOWj97/g/ZEppk59ufeg0xozwD8lEzgpfUH/Wvbt35N+Tzkzq+E79PqPOXMEbHd7eO+lUBLlVVyq1qvZQOicG/etAv+62vDAWhwBY6RswbsduUZWWf78IIQPBPfAIWTuxGGbNgj17wMkJ7t4FP7+mD9W5M9lV9DweBAf/54pOVa5OwSYXGgqhofDwofZIHg9Gjqx/QaF+XsAbZgn97Zxry6LnN/iBWKqQbL31Y1bF0xX911GAEuzcZt3gn1ad//g/RWxDSdGp9IWRy4e3GWuIhI2ptKZ4Z9wvF9PO1P2W6VR6V6+e73ad117QwbS5mdz17NhSsbaFshQAgH8zLgilVbY2dlqC/6tKWnk5/RyZyKzKp/fzb3f16qnT+KiZbuTEkozMrcrKrcrysnt2VDidxvBzDMwoT2vafWsU1ffybvf07dO0p1ulkW3GJ+THnU05riFmWOsxw1qPfumiPdvh/Z6fzOu5uKympEpaYWfj4MR1IfP1SmlN8YGHu2MzYvKqsgkgOAxuZ4/wkW3HLveN+uNyLDgLAOBIYNCTM+ePdGjfql3b5vzuEEJNgDPwCFm1zMz/s3ffYU2dXQDAT/Zmhb2XuEBUEPdCURS1zloRbdVPrdZRrVat1l2t2jrq3lvrwj1w4AQVREBREQRkb8IM2ff7IxYRIbmBEJLw/p4+feDm3HtfSQg5977vOdCjB5w8CQBQWAj/VltQimEgwtUq9rOxY/FGfvMN0OlfbBk8GG/jNzc3HUvgAWD9elxhixbVmJgg+m+GKrkB96zqklOWtfzOL4pvZ91KuHI65oj8ax+77ofGnPd19a+1sRAA0Mh0X5eBR8YED2+D+5WgrZ6nPwk6M+zy27PVL1hIZJJnaY9/DA48ErUHUzD9oBmIycJb8EIqk8bm1LKIXbGozOf4J1pHoln0GpdbmoU/OKs0o/q3fZ0HNuTUaSUfG7K7XlrSd21g+8kkQq0t30gTO0xb3Gd1XfsSgGDKMnfhtjRlmePJ3m+8v/jdv4NPxRzOKEmVvw3yxRVhqfcX35q94Mb00d3aLywrpolFXjTmW0sr79TMi7fU0R0WQRBVoDvwCKK/Hj2CMWMgLw8AgEqFjRth7lxIT4dt2+DKFfj4EcRisLSEfv3gxx+hB47lcL6+0K8f3LunJIxGgxUram7kcOC33+DXX5WfZf16aNKm6PUREAC//qqkT56/PyxZUmNb1RT6xugDf+DFdjxzwo9E7Q5oNUJe/NmaY7u6/9+lgpKY7Bf55TkMKtOcbWVAMywVFBvQjOyMHRjkRukbp2Gvc6IX35otltZ+AQsD7EDkdiKBOLHjNA0PTHsU8POUB/0nvwLXXOsvjl/RuMdHGkgGSla/V1djOfS37YIuxJ2stfYhHgJJZf121GMkAmlml1/83Yadf33yWfpj+a+PGduii13PMR5BjsYu6jrRhbiTW56sq+vRiPSwWZe/3z3ixMbU3HU5+V6GhlEAozDs18PH1k0MIpLQTUEE0RCUwCOIPpLJYP16WLECpFIAAGtrOH8eunaFHTtg4UIQVLslm5MDJ0/CyZMQFAT79gHjq1XQNRw7Bj4+kJmpKGb37prz5+V++QWePIEriuYBwty5MFI352Zv2AAmJrB8eS3zGggEmDIFduwAUs37J5+n0Ks7ga+U8EOTcN0Y4YsrQpNujWj7XdUWA7phL6d+6h2P9hBLRavvLaore69yIHJ7d4feLtyWmhmVtqGTlb0V1DdYjkxS4eMHmaitHSj0lyXb+l1eHM5gC45V9W/ZVIOV/TctuPFj/YoXmDLN6rFXc+Bs0uLX3isBQP6DrWuqVL0lFsT/E75BcUxyUeKWx38s812/2ZS7ISoazC2jhPwNTi5xR48fDRjEtTBXvDuCIGqBrpYhiN7JywN/f1i27FP23q0bvHgBXbvC2rUwe/YX2Xt1J07AoEHKJ9VbW8OTJ9C+fe2Pslhw4gRMmlT7o0QinDsH06fXfoOdQoE1a2BLPQtiaYVFi+DtW5g9G5ydP+XqVlYwYQKEh8P+/UCjfb2H6PMdeDWP5V1uHP6GTDHZL9R8ei12K/FKdpnCK1AAACDDZMde7tPAeLSTnZEj/mAHIydVj29jYIc/2NbQXtXjIw3Uya4bzkhLjrWDsXPN3W27bRy0C0+Xsq9VlVJH6kIiktSevQPAgcjteK653E68llyUaGBktLp3z+E5WV40pheNed3ZtcOTZ2FPwtQ+KgRBvoYSeATRL/fvQ/v2cOfOp29nzYL798HKCh48gOXLlez78KHyGABwdITISDhwALp3B+J/7yH29jBvHiQkwPjxivalUmHPHnj2DCZOBCsrAAAiERwdYeZMiIuDZct0b/J8DS4u8M8/kJQEQiEIBJCVBceOfdFO70uNV4W+qFKFnn9FfFUaBOq4RynK1oD8Jzz1kdIb9fqqp2NfnJGmTLPW5h6qHr+DVScmhYUzuBsqaaZx/V0HGzNwtR0Z7R5U68rqznY9zoy7Nb79FCuODf7zdrTxUeniDqIupcKSZ+mP8UTKMFlo0i0AIJHJU/z6LawoZYiEXjRmOpfbR4z9mZbRrMuHIIhGoAQeQfTLrl2QnQ0AYGQE58/D9u2feqovWQJ4urZu2/Zpd8XIZJgyBZ48AaEQMjKgvBxSU2HzZrC2xjVIHx84ehSyskAgAKEQUlJg505wc8O1r64gkWq95V6DWPZfETt1J/CMr3vCKQjWi5XtOKUWJeOMrJTw85rr6mtXbiucjaY8LDrUY9EylUwb4xGEJ7KzfQ9XbitVj480EJPCmtu9Zs2Or7mZtR7lPq6uRw3ohjO6zD83/vaNH8J/7b1SaQU1Cok6u+silceKqENSYQL+JQ/vC95Wfd2rS+et5lznwgIvGlNCICxJTvWLjctRtUQugiCqQAk8guiX/fvByQk6dYKXL2HUqE8bk5Ph2TNcuwsEEByswunIZLCxARbeO2k10WhAbtaVOBrvDryDUc1JrQo4mqgQrOvkbY1x4osqGm8kWu6Xnr+bMLhKw+6n3B57yh//vIYqQR3/pzQzN6Ab/tLzd1WPjKhFf9fBM7rMV5B1Oxq7bBi4k0KiKj2UAd1wWOsx0zrPVRBDIpIW917dwhRdrGkapUIVmrqXVPKqf2ttZ7epq89gDks+nf4er8Q7KjaUh7rEI0hjQQk8gugXIyO4exeePAGnaqtSo1Rp8oSz0zuiDqJGq0Jva+jgbFJbKcHa9HLqr96zazMuU4UyS1xW862nZc623DJkvyVH+bQaXmXR0pC5V96dU+n4DDJz06BdChI2LtN00+A91hxblQ6LqNH49lM2Dtpl/1WNAzKRPMo9cO/IU2ZsC/xHm9Bh6qr+f9V6VcjGwG5zwL6BbkMbNFwcZJgsNjvq0Iudfz5YvuXJun9jj2aWpjX2SXWCAc0Qf7Ahw7jGFiqNNsPRfpG9DZNE9KIxM4Uiv9i4X5JSBDIV2hkgCIJTs773hSD6yfmru6mFhSrsXqDu5dACAURHQ04OcDjQqhXYoo/jn32uQt8IB//e68cVd35RGuZt29Xdoo6qhPrI09rrQ2E8nkh7Iyc8t6D1mAu35eHRF46/3Bf85l/F8+QxwDY/XtuC27q1uTv+45uxLXZ/c+JU7KGzr45Xb3lIIVH9Wwyb4jMLFSRvcl0devnYd3+dEx2T9aKIX0Aj0xyNXbo69Fb6q4EBllGSWlCRTyFT7Q0d5flhP9dB3Rx7h364FZERnluWTSQQrQ1tu9n17uXUj0xq9F4DLzMjtoatSy5KrL5x59NNfV0GzOm22JTVrCuou3JbkolkiUyCJ7ilaZtat/cwNHBh0DemfaoSujk963ZR8YnWbp7s+k7TQxCkNiiBR5BmwARXLaJPuOrLWDIzYdUqOH0ayss/bSEQwMcHfv8dAgLUdhZdJsL+WwNPVP98qH4u/uGpD0ISriqIMWIYL+69Wu2n1mYBbiOCX5/CQHlJiIBWIzQwHi3HoRn84D3j2vtgpQvdJTLJrmd/bR92RKXj0ymMyd4/TewwLTYnKrM0XSwVWXJs2lt7syjs+g8aUSsSgdTeyru9lTfO+EoJ/3TMkavx5/PLP5WQIBKIHpYdJnac1tmuB4PMDGg1MqCVptuFXnl37u9Ha6RYzWXeGGChSSGvcqL/Hryn2baNBAAOzaCzXY+w1AdKI4kEoq+Lf12PWlGpf7k4nskvOJNX4EVjRlXwO0XF/uZg+7uDndonmiFIs4Wm0CNIM9CxY2MFK3DvHnh4wP79n7N3AMAweP4chgyBH38ECa4r/fpNUjWFXll5p/pZ3Hu1f8thdT1qxbHZNuQgnjnS+sTNrPWglsOVhtkY2I92V9hSodl4mvqoVIBrOWtM1oucsqx6nIJMonjZdBnWeswo9/HdHfqg7F13pRR9+P7MiEMvdlZl7/DfxPVfrk/f+HAlznu86hWRHlZr9l6loCJv0a1ZOF/n+up/nWbj6U43wG2I4vVZJAIh0NxsvZODBZXiRWOKMWzVx/R+0a+TExIV7IUgCH4ogUcQXRMdjauefHWuruDlhSuSSoWR6rgx8uIFDB0KPF6dAXv3wpw5ajiRjhNVTaFvnDsTFBJ1Wd/1GwbtaGvernoxKi7T9PuO0498G9w87zj90nOZ4lUDRgzjDYN20Mh0jQ1Jm73KicYZiQEWlxvTqINBtFluWfbcq5OzyjLqCrjy7tzGhys1OCIAAIlMsvnJHwqyd7mcsqzDUbs1MyTt1MK01ZxuixXHOJu0mN9jGZ6jtWExt7dw7m9sKK9s97C0zCMlbevJ01J07R5BGgxNoUcQ3cHnw+rVsGkTHDwIP/yg2r7r1oG/v/LMf+ZMsGtwD16pFCZOhEplnaV274YRI8DPr6Gn02Wfq9ATG3FuYXeHvt0d+hbw8zNL0gTiSnO2pYOxM5HQfC/g0sj0f4Ye2hb+57V3F77+WN/eynup7zqVmlfrt+JKFYpoFPFVqbiB6Jc/Hy4vUvZqufH+YnfHPr3VXThTIpPcTLgU+iEkqfB9iaDYmGHSyszDzy2gr/OA5+lPMkpS8Rzk2rsLP3b+uTlfuRvlHsigMLY8Xldrt47Odj1W9N/IpOBd0M4gEufaWvsYcHamZnjRmFEA82zsz5w6e7C9R5t2HmodOII0LyiBRxAdceMG/PgjpKcDAMyfDwMHgpWVCrsPGACLFsGffyqK6dwZ1q9v0CDlgoPh3TtckWvXNvME/vMa+MaZQl+dKdMMlQSrQiXTFvZaMcYj6E7i9de50UX8Qg7NwMnY1ddloLdtVwAQS0X5/DyRRGjKMmdTOU093qbEVGVCO4uKqlU1U29yYyMzwvFEHn6xW70J/IfC+GW351fP0gv4+U9SQ5+khp4x93Awxtsms1LCf50TLX8HaLYGtxzhY9v97Otjj1JCM0vSMMCYFFYHa5+hbUb2cPCtxwG7GnA8bC2PPosAW3sAeGbv0D6vaP6J06vHjKLSlPcgRBDkayiBRxCtl5MDv/wCp059+pZKhTlz6lNqbt06MDSE5ctBLK7l0eHD4dgxoKvjzsOlS3gjw8KgsFCdZfN0TVUVelTdp0k4GrtM9am5lONNbuzx6AORGeFCiQAACEBoZd52eJux/i2/IRGULxDVP04mrqoE421eiOiZhyl3cEZ+KIzPLE23MWjwbC8AAHif/3bW5e9rvWMMAG/zXn8ofI//aLnl2WoZlU4zZZnP7LJgZpcFEplEJBXiv+VeF7ax8U+DBnaKitolknqxOVHA32Brf/PCpd32tt16dFPLmBGkWWm+UygRRAdIpbB9O7Rq9Tl779QJXryAlSuBqvp1awIBFi+GuDiYNg0sLT9tZDJh2DC4cQMuXgSOmm4zJiTgjZRKIbFZV7X5PIUeJfBaQIpJt4X9Of1i4JOPofLsHQAwwN7lxa1/8PvMSxMK+PlNO8Im0dPJF+eVCwuOVSuzto09HkQ7fSxKViGY90EtJxWIK3+7Paeu7F1OJBXhPyCxWV6kqwuZSG549l7Fx8trp3ubAdmZ3lSGF435ytqmh1g25eCRgtxc5TsjCFINugOPINrq2TOYOROi/ysfxWLBypUwbx6QGvbxws0N9u6FvXuBzweBQLUOczjxFX2WalCw3qmWwDftQBAAgL8frbny7lxdj77JjZ17ZfLekSfZVANNjqrJWXFsBrUcfi3+gtLIyV4zm3NthcbwJu9VWMr9jLI0oVhozrboaNO5u31vKpnW1OOqheIsuga+SD3v/BfenMotU+c9c2sDWzUeDamBxWHPHtC/16tXO0vKvQyNAeCQS4tLkdHraZT/9e/XmKVgEESvoAQeQbTS6tWwahXIPi2QhhEjYOtWsLdX5ymYTGAy1XnAKlZW8PYt3mDr5tXDrIaqBB5NoZdhsqbN/R4k31GQvculFidvC/tzad91mhmS9pjVbWFcbsxHXpKCGF+XgYNbjdDYkPReesnHTY9WvcyMqL7x4pt/zdgWs7su8nUZ2FQDq4sxU4XFUNvC//z78RpDurG7pefAFkN97LrX76S3E67Vb8daGdAM21p4qvGASK0827XbIRReeBJ+3oQrL243HeBgdOyuFi5eHNRCEkGUQ1fKEUQrde36KXt3doZr1yA4WM3Ze6Pq0wdvpJUVuLk14ki0nui/azSUZnnfslLCPxVz+MfgQL8DnXrt9Rh8pNuimz+FJoVgoGKjRHU4+GIHnrCQhKs4K1rrEzaVs3XIgTbmdRaOHtTym2V91xMavxZjMxGXFzsteFyN7F0uvzx3xZ1fjkTt0fyoFPO0xNesFAAAiiuLykVlmaVpIQlX51+f9sv16SWCYlXPKBBXJhXhXrGFw5h2E8hEdGdLE6g02rh+fXeam3rnZsv7zEWUlneKiv32zftUgbCpR4cg2q45fmREEB3g5wdBQbB8OcTFQUBAU49GRRMmAA3fDM/Jk4HYrN+FRJ/vwDftQJpAdFbkuFODdz37Ky4vVj75tlRQEpb6YPmd+TMuBhVU5GlyMB95SSlFuBblyjDZw5S7jT0eLWTKMt89/OSCXstduC2rNpIIpI42Pn8H7F3ad512zuvWRQX8/N9uzi4TltYVgAF2IHJ76IdbmhyVUr4u/gxyPWd1PU9/Mi14XHElT6W96pHzK9DCtNW4dj+o8YCIUpY21iv6+/7uYGtOJXvRmB1pzHP5BW0iXy5OTi2T1mzwiSBIFXShEUG01fHjTT2C+nJwgIULYe1a5WG//qqRAWkvSXMtYvc8/cmimz9JZJJaH43LjZl+KXDviNMa63uXXKhCMcWkQnXe9KuVDJOVi8qYFJZW3Q8kEUnD24wd3mZsUWVhfnkumUS2YFs18x57jeFQ5E6l3dQB4J+nG7o59CYTKBoYEh7GDJOJXtP2Pt9av90zS9PWhC7+O2Av/l04dBWqUTApLAzD6lqo72LitsF/J53CwH9ARF18DDjt2KwL+YUXCwq9aMwoIX9DWsbJ3Lx1zg5BFubN608jguCjRZ8MEATRHytXwtu3EBxcZwCXC5cvg0GzKQaGYfDgAdy8CampIJOBvT34+4Ovr6hZtpHjVRatuLOgruxdLrcse/W9X/8ZelgzQyoXl6kQLFQhWCUSqfhK/PmQhKvx+XFSmRQAnExc+zoP+LbdBK2qnGfC4Jowmm/3x0ZVKeGHJF7FE1lQkRee+rCXozobqjfQ+PZTPhTE30uq59SA5+lPIjPCO9ni7SvGpLBsDOwyS9PxBLc2d5/fc9mup3+Hpz6svkiHTmGMdh//vdf0ek8fQBqOTiSOtzAbaGJ0NCePUAwYQJSQP/Fd4pb0rLVODoO5xk09QATRLiiBRxCkEZBIcO4crF4NGzdCZWXNR3v3hkOHwNm5KUbWFCIiYMYMePnyi42bN4O7u+2yFWBhBdWq0IuloszS9ApRuQHd0NrATi8bj5+I3l8uUp4Dv8yMeJ72pLN9Dw0MyViVdNSI0Qi9GwA+8pJ+C5mbVpxSfWNK0YeUog8X4k6t6Lex3oW+EB3yJie2qoWhUi8yn2lVAk8kEFf032Rv5HQy9pBIUp+VzCGJV/En8ADg6+J/PHo/zkgHI+cNg3bmlee8zIzIKc+ikxk2hnbetl1Q6q4lTCmUX+xshnK5B3Jy5FuiyisCXr/twStaZ2rcs6cm/hYgiE5ACTyCaFx+PqxfD0ZGsHx5Uw+lMRGJsHIlTJsGp0/D48eQkwNsNrRpAyNHqlDlTg9cugTjxoGgtk/kcXE/Bo17uui3+IDhZCCml3w8ErXncUooX1whf9yIYdzPdfD3Hafr091OGSa79+EmzuA7H65rJoFvbe5BJBBlmEx5KIC7pfrrVGeUpM68NKFUWFLroyWC4oU3Z2zw39nFvqfaT41olXxVqj/kVeQ03kjqh0ggTuk0a0irUbcSr7zMfF5QkU8ikpKL8C5RicuJVel04zwnXXp7RkG9ADkbA/uAlp9aJJizLf1bDlPpLIgmuTHpG5wdw0pKj+XkeQETAJ4YQy8pDDp0bK1Hm46dvJt6gAjS9AgY1gTFfvWJQCAoLy8HABaLxWCg1VO6Qf6smZqaavrE+fmweTPs3AllZcBiQVISWFhoegy6icfjSaVSAGiCZ60hXr+GLl0U97oXkSlT9xx0aCU6E7FJIhV/HcCmclb5/dXZTvduPpSXl5PJZDqdXn1jXnnOyBP9cB7Bwcj55He4phM33LxrUyMzwpWGMcjMc+NvGzHUOaVThskmnx/zoTBecRibyvl33E31nro6iUTC5/MBgEql1njWEI25++HGyrsLcQb3dPRd038Ln89ns9lEbS0I+pGXFHQGb8LMpnJuTX6m0vGfpT1edPMnKVZnzTMGmblr+PEWpq1UOmzj4fP5EokEALT5WdMGEgy7yyv+NymlkM4AgCghn4Bhw5OTlrVrq/k0vrS0FAAMms+6Px0nlUp5PB4AUKlUvXzW0BsHgmhEVhbMnw+OjvDnn1BWBgAgFEJoaFMPC2lk8+crzt4BgCoRd7y27uTTdbVm7wBQLipbdGtWTPaLRhhfE1CpcDRPoLyUl7rM6DwfT8W4CR2nqj2Fvp8UojR7B4ByUdmpmIPqPTWibWwMVOgYamfk0HgjUReVyhyyaSrXROxi3/NP/x11ncWcbfnPsMPak70j+JEJBH8T430ebSYX5BlU8r1ozI501kUXV+9ywZBDR5+FP23qASJIk0EJPII0stRU+OkncHGBLVs+5XJEInz3HcTFwbhxTT04pDF9+AB3lfcbyzIi7+2sZLGoRCpeeXehQPxVNQEdxKGpcC2cRqKfe3386Mu9V96d+8hLarxRAYCbWev5PZcp7mTew9E3qMP/1H7qO7cojWkAACAASURBVIk3cEbeS75Vvf4Won9amrUxZZnjDO7m0Kcxx6IeJkxT/Ne8XExaKg/6SleHXmcDQ8a3n2LNsa3a6GjsMr3zzye/u9ra3L0ex0S0BJVOH9G39/42rQLzclgCgTyNv+7s2lUk8zt8/OHDR009QARpAmgNPII0mqgo+PtvOH8exP/dWSWTITAQfvsNWtbnMwqiY3Bk7wCwt6+RkKy8BH1BRd61+AujPYIaPKwmZsa2MGIY42z4nF+Ruy3sz6pv25q3+6nbwnaWHRtpbMNaj+HQDDc9WlkqqLkWnUQkjfEImtH5FyJB/Re+Ewrf4ozMLcsuFZQY0o3UPgZESxAJxPHtJ1d/2dfFw7JDeytv+WRsbUYkEPs4Dbj09gye4L7OA+p3FgO64Ywu82d0mV8uKisVlhgzTFBpOn3CZLPG9es7oqLi9tNn59kGXiw2ANx1cr6LQcc79+d6tA20MGtu3ViR5gwl8AjSaLZuhdOnP31NpcL338Pixc2o9DqSmak0BCPALQ8WzuM9SL6jBwk8iUDydfYPfnNaeehX3uS9mn35hzndF41yH6/2gcn1dR7QybbLlXcXwj7ezyxJE8lEZixLb5vOQ1uPdjR2aaSTlgmUlOCqrkTAo5Kpj1NCozKfF/LzyUSKvaFDd8e+nlZejTQ8RMNGtB33MPmu4lUzLAp7Ue9VGhtSA03oMPVmwmWl1fUdjV38WgQ08FxsKkelSfuIDqGzWMP69xvA5998HnmRwZSn8VEA38cnrvyYPtfWaoqVBZukh61bEKQGVMSuoVARO12koSJ2MTHQoQOw2TB5MixYAHZ2jXs6vaaTRezWrFHaaKCYSfJahXcVqyHd6PoPYQ0elubUWsQOAAoq8sadDqiUKKkOUBcCEFYP2FzvO3VaaPRJv5yyLJzBv/T4/VDUTl5lUY3tnlZei3qvsjdyqvcwUBE77VEqKFkSMjs2O+rT9xhUX9thSDf6Y+C29lbe8N+zpv3l0EISrq4JXawggEFm7hl50sXETWNDaiqoiJ1aiASCkIjIy2zDXAoFAKKEfAAwIpOnW1vOsLZ0oNPUezpUxE636H0RO9LKlSubegy6TSKRiEQiAKBSqRQKpamHg+Aif9aYzEaeX2dpCa6usHs3jBgBhoaNey59JxAI5FcbG/1ZU6OsLLhwQXFIPod0pCfe14ZUJvnBa0aDh6U5IpGISCSSyTWnejGpLDsjx4fJd+q9nDsmK3J427EUErXBY9QKr3JefuQl44lk0zgPU+4IJLVUQ8gtzw5JuNrBupM527J+w5DJZGKxGABIJNLXz1oTepP36vyr4+denwh+czo89UFeRa4l24pFZTf1uBoRjUwf6DaUTTX4UBhfKamsyt4pJOpAtyFr/La4cD8luvJnjUqlErR7/rArt6WNgf3z9CdSWS1z/s3YFn8P3udm2lrzA9M8sVgsk8kAQPufNW1GIpNbOjgMsTR3oNPyxWIaRrAmU1LEwrCS0u2Z2S/Ly03IFGcGXV0/X6FQCAA0mpqvCyCNBMMwgUAAACQSSS+fNXQHvqHQHXhd1GRt5JD60sk78EVFYGn5uQJCbfhUQru1Thi+jxjmbMvgoHvqGZtG1HUHXu7xx9A/Qn8rF5XV7+Dzeiwd5R7YgNHVX1xuzJ3E6+/yXhdX8th0Tgtua1+XgQ3p8/cg+c6y2z+rZWwmDO7hMcFcZn1+TbTwDnxBRd6fD5c/S3tcYzuVTPvO4/spnWaRiHo+XVaKSd/lx2UUp0pkYlOmuYdVBxbliysXunIHXi63LPt49P4HKberqmDYGjr4uw0b6zmx+SxZR3fgG8ObCv7FgsKI0nJ5ViO/Id+CwZhhaTaJzTTicht4fHQHXrfo/R14lMA3FErgdZEaEviEBLh3D2bo0u1QnaaTCTwA/PQT7NqlOGTYzzZvbHBdHu7vOnhl/03qGJaGKE7gAaC4kvfvqyP3k0IyS9MBgEggyjAZzoN3dei1adBu9QwUt1Jhyfr7yx5/rKUBZHsr7+X9NtTv7jcG2I/BgW/yXikOIxBw/cn+ps23C3utqMcwtC2BzyxN++ny9wUVeXUFyPuH4Wn+p8d0K4GXk2JSHr+wXFRmRDdRe1NG7YcS+MaTLRLdKOTd5RWXS2XwXxpPF4lGpX2c7OzUp3cvIqmeP3CUwOsWlMAjSqAEXhfVP4GvqIDz5+HgQXjyBAAgPh7c9H/BnjbQ1QSexwMfH/jwQUHItkG2//jimgq+OWCfj113NY1ME5Qm8FVEEmGZqCynLGv6Rby9FR2NXU6MvdKwAaqmRFA841JQWnFKXQFcpumu4SdsDOpT7SKnLGta8HdFlXX2vScSSTKZFM+h6BTGtYmP6RSV/x5pVQIvkggnXxijtHfgGI8Jc7srWlmt93QxgW/m8CTwLzMjrsafj86KLOIXUEhUeyPHno6+o9zHow4UeAhl2KPikutFvKRKAfyXxgOAU37+JH7ZD7162DmpXCsEJfC6Re8TePR2jyA4SKVw9y5MngzW1vDDD/D4MWAYYBgcOtTUI0O0m7ExTJgAdX+wzrK22f/tWhLDRumRujr00q3sXSVUMo3LNMUIKlxQltS2krZRrby7UEH2DgCF/ILfbs2p38AsOdZ7Rp5qYdqq1kdNWeY+tt1wHkogrlR6M1/7XXhzWmn2DgDBcafwhOk0oUTw5GPo3udbNz5cufPpppCEq2VCFdoWILqFL65YdvvnOVcn3Um8XlCRJ8NkQokgsSD+0ItdY0/5h3641dQD1AE0IsHPxGirq9Nfjra+OVldiRQvGtOLxkwxM1vu4OyYkjHg8PGj54NLecVNPVIEqadmPfEMQZR78QJOnYJ//4Xs7C+229jA99/D5MlNNCxERyxcCH/9VeejROKBSZPfOLq2l/1KfLdSQWt0R2OX332V94XWdZYsKxWCOdaNN5KvPU19FJkRrjQsqSjhWvyF4W3G1uMU1hzbA6PO3km4HpJ49U1uLF9cQSXTXE3c+rr4D2/77dIQFRbJ51fk1mMAWuXaOyUFIOWkmPRG/MWZXRc09niayqW3Zw5Ebq/x5sAgM8d6Tvyh449kEiqdq1cE4sq5Vye/y4ur9dFyUdmKuwvKxWXDWo/R8MB0VEsOp6Vfv2ll5Y9jYu5IpGBqLt9+x8n5DsCMiJdDMtLHu7fx7+RFQxNYEJ2CEngEqds338CVL+fokkjg7g7z5kFQEKBeo4hix48ryt4BQCZbtGnDBWdXUmuPvSPOrL73a1xuzNdRfZz9FvdZzabq4RywGkxZ5s4mLZKLEvEEa3g+ws2ESzgjb8Vfrl8CDwAkAsm/5TD/lsMAQCQRUsmfiyNQiSrU0aWSdLvobiG/ILUYV1l+AHiZHdGog2kqMky27sHSW+9rWSdSKeEfidoTk/ViU8BuCuhJLwYEALY/3VhX9i6HAbb58dq2Fp7Nod+eurA4bP+ePfwBUlM+3vmQ9NDAwIvJBgCgMc+50M5ViozDI0eYcUeZcvsbG1GJqC8AogPQBSekmSIIhZCaCklJwK+7GbWnZ80tUinExsLUqTBvHlTW0skJQT6prITFypfm0kSiTbt3kghgbWCze8SJjYN3DWr5jQu3pSXHuqVZm5Ftx+0dcWrtgK3NIXuXw1lYnkVhD3L7prEHU92r7Jc4I9/mv5ZIFbUewKl69g4AtkYqLK23M3Ro+ACaUGFFPv7gAlWCdcjByB21Zu9VYrJfrLnXrNf/65mMklQ8E08kMsn+59s1MB794+Dk+D+/fke8OqwQCfpkZ9JFIvnUep5Ecig7N+D1W4vwiInvEi8XFAlkeMupIkiTQHfgkebn/n3qpk200FAQCgEASCTo1QtmzYIRI6B6R1Y+H27erP0IYjFs3w7PnsGdO6jBO1K7W7cgKwtPoF9U5K68PIDWBCB0s+/dzb53Yw9Nmw1pNerm+8u1zkSobnqXn40ZJpoZEgBggPEqi3AGyzAZr7LIjG2h3jF0d+j7b+xRPJGWHGtX05bqPbsGiKUivpjPpnFIBBKNosIMApqOTzeoVXrJx5MxB5WGPUq59zTtkaeptwaGVBf5Cx7DZMZMLomAJqbV372kW1IMV6HKZ+mPyoSlHFpzubCrXiQy2durgzeAgM9/np75kEYnE0CCAQBECfnHc/OO5+axSaSBJkZDuCaDTYzNqWihCqJ1UAKPNCdCIcycCYcOfTHzRCqF+/fh/n0ICICTJz8n5NOmwYsXio4WGQlBQXD1aqMNF9Fljx7hDCRgWMdX0eDbrPP2KiQi6Y+B2+Zfm5pUlFBXTKDnpJFt8RarVwsCEBgUJv6W9Qyq+jtad7Du5G7RXumlDQCY0GEqAXRmFmiJoPhM7NH7ybfTSz4CAIlAam3u0d91MJVME0mEeI5gb6xyQWntd+nNGZzVEIPfnvbs1TQJfFxuzL+xR56nhVVK+ABAJdO8bDqPdh/f2a5Hk4xH173LVTR5vjqJTJJQ8M7LpnOjjkfv0ZnM3i1b9AYok0gjysrDSkopBIIYwwAgSsi/kF94Ib+QCNC5IH9IRXk/V+fWHu5NPWQE+QQl8EizgWEQGAjBwXUGXL8OgwdDaCjQaPD4MZw8qfyY167BtWswZIgah4noiZwc/LGmhQWNNxCdw2Wa7hl5cs+zrZff1sxhLDhWP3Ve4OvqX78jiyTCyMzw2Oyogop8JoXlYOzUw9HXiqO8BQAAOBq74EmeAcCMbcGmcuo3QsUW91k9PTiwQlyuIMbHrvuQ1qMa4+yN4Ulq6Np7v1W/MiLFpHG5MXG5MUwKSwS4Eviejr6NNsAm8zw9DGdkdHak5jsySGSSrU/WXXp7pvpGkUT4NPXR09RH/Vz8l/RZW49GhhogloooJC2tGlAswDvNBwBK6i56iqiKQyb1MzbsZ2zIl8oiysrCS8po5QSh7FNXlKemZk9NzZaKMet7Dwfk5gwwMujfvZuZXX3ahSKIuqAEHtF3MhnExsL9+3D4MMQpu7wdHg4rV8L69bB3L97j792LEnikFmw2/lgRU4Xg5oBBZs7r8dvEjtPCUu+nFCVViMq5TFNPKy9vmy71Lrt998ONnc/+yi//ojz79vCNA92Gzu62yICmZC1Mb2c/nAl8bye/+o1QKUdjl00Bu38LmVNXwwIfu+6r/f7WlWnMD1Pu/n57ngyrfa0pX1yB5yAWHCv/FsPUOi6tkFeO9wqgRCouqiwwMtBce3AMsNWhixT0M7uXdKtYULw5YB+JqBUvRYG48tLbs/eTbn0oShBKBAwys62l58AWQwe4DdGqXxal70LVceho/rz6MUnEPkaGfYwMRRgWW14eUVoeWVDoRfs0oyrKGI4YmxwBICZ+7PgwzE8k7Otg162TN0sf24wjWg4l8Ij+unED9u2DR4+Ap8qF6m3bYMECuHcPb3xoKGDYF4vnEQQAWtXe0LtWmU56OAe44bhMU3V1S9r9bHOtK4plmOzm+8uvsqO3Dj2g+Fb88Lbf/ht7uJCvZK4EncIIaj+lQWNVqJ1lxyOjgw9G7rz94ZpQIqjabsGxmtBh6tDWo7UqIVGgoCJv7b0ldWXvOJGJ5KV91tWo9qcfiAQVagyrFNxwV9+dV9qNPCrz2fHo/T94/aiZISnwOif69zvzCyryqrZUSvgvMp6+yHh65tWxPwZutTHQllupLUxbhac9xBNJJBBduSr8iUFURSUQOnE4nTgczNoy+cOHyLSMFwQi0dRU9t/v2gtbuxcA6wEoEdE+HHZfc7M+RgZdDQyYJFQdHNEEAoZhTT0G3SYQCMrLywGAxWIxGNo4Yaz52r4d5sypz44HD8LUqYC/BmlBAXC59TkRghuPx5NKpSCRmJqYAFVLJ0B+ISkJ3NzwvIqKTLiTboXuaa2HPYHKy8vJZDKdTm/aYVx+e3bTo1WKY1y4LfePOK04FYzKfDb/+jSpTFGVqWW+6/3dNHFDuFLCj8uJKajIp5FodkaOrqYtG77uXSKR8Pl8AKBSqY39rG158seFuFMNOQKDzFzef4Nezp8HgEnnRyUWxOOJpJHoF8bcNTAwJGqkkbVUJh11ol8BX3nlfwaZeXFiaCMtJ8EpOity/vVpYqmorgAjhvG+kf9ac2w1OSo+ny+RSACAzWZXf9aSihJ+ODsSA+Ufy71sumwbqrzGIaJGfD5fWFmZmpEZkZf3nMnOM/g8XSJK+KmZEZlAcGMyehgadDfg9DYydKDr4bVFXSGVSnk8HgBQqVQDfZwigS4UIfqrb18AAAYDfH0hIECFHePigKzK5BQaeo9uZO/eMefPN+nQwdTaGmg0sLGBSZMgKqqph6WQiwsE4uqIduj7yUSSbtw11UWlwpLdzzYrDUsqfH8+TknZCy+bLusG/sOksGp9lEKiLumzRjPZOwAwyMxOtt0GtfzG19W/hWkrHapaBwBSTBqapOQWbhVPa6+25u2q/wOpZJpfi4CjYy/qa/YOAF3teuGM9LbtQtTgTPXY7Cg82TsAVEr4z9IeN/Z4FCgXlf5+Z56C7B0Aiit5y+/Mb+BMEHVxMXHr5zpIaRiRQJzauV43J5CGoTEY7T3bTfPrf7B7lz2G7Bm8wh45WUbiT73ovGhMTyrjbQV/X1bO9/GJjs9euD6PmvgucXtm9vPXcULUeBhRKzSFHtEdGAbJyRAdDdHREBkJkyfDd98pim/bFh49Ah8foNFgzRq4fh3viXg8cHaGeFx3P8DSUqXVzohqMAyWL4c//6RJqlVpysqCI0fg6FGYORO2bAEK7kXRlZXA44GpqYbu4W/ZAmFhkJKiICSkU+ezo8baoyUYjeZOwjWc1eOD35wObD9ZcUx3hz6nvrt2JGpPaNKtUmGJfCODzOzl3G+S1wxbHe++rjEF5Xn42/IVVRSeHnc9vzw3qSiBL+abMLktzdowyOqv869VRrqPOxt3XCBW/qF/rMf3GhhPlQ+F7/EHJxS86+86uPEGo9i/sUfrqhZRXXzem/vJt/u51LM0pnot6PV7QsG7tGJFfzWm+cx1N/fU2JCQWtnY29nY28lf3OkC4auKitcV/LcVlV7w+a0pqpKfVCk4npsHAJTciPbZWZ1Ewo4cdgcnR3cPDyq6P480AErgES0mEMDbt/D6NcTEQHQ0xMRAScnnR52dlSTwBAL07PnpazMzFc5rbg5Dh+JN4IcOVeHIzRaGwfXrEBwM8fFQUgKWltCzJ4wfDy1aKNlx5kzYs6fOY+7cCdnZcO4cKJ47WlgImzfD2bPw4QMAAIEAHTtCUBD8+CM06jxhU1O4exeGDYM3b2p9XDJkyJgZc9yIRDJK4BusUsK/9f7Kk9T7WSUZAmmlOcvS26ZLQOuRERlPcR4hpywrveSjnaGj4jBTlvmCXsvn9ViaXvKRV1lkSDeyNbDXy2XYjafq2ge+4GIAMGNbmLEtGm1EWseUZf6jz89bw9YrDvumzbftLDvKFz5oRpkqz12ZoLTxRqLUnUS8V+3vJF7XkgSeTTXY8c3R32/Pi82uZYoZmUSZ1WXBaI8gzQ8MUcCOTrOj0wK4JgCQLRK9q6h8x+e/41cSoNpyCBpE2pEj5V9XCClPnrXNzelQye/AYnpYWXq0b881UqGEoVLZZdl3PtxJKEgoFZZymVwva68+zn3YVHS3SX+gBB7RVmPHwoULIK17uenr1yocrWtX1YK9vWHHDlA65YlCgQULVDhy8/TuHUyY8MWM97dvITQU/vgDZs2CjRvrvIV+6lSd2XuV4GDYtg3mzasz4Pp1CAqC4uLPWzAMoqIgKgp27oSLF8G9MTu7OjtDZCRs2wa7d0Na2uftnp7w669lY8aUhUUAAAkl8A0TnvZw44MV1Wf25pfnvsmNPRl7yICmwuK33LJspQm8HIlIcjR2cTR2UXWoCAAY0Y1VCTZpvJFos9EeQUX8wmPR++oK6OfiP6/7bzhWTKvTp+cOAzyLNowYKjzR6lUmLM0sTccZHJ+PtwG7BpgwuDu+OXrvw82r7y7EZEfKi25wmaY9HfsFdpis4eX6iKqsqFQrKtXX2BAAKqSyxMrKhJzchJSURI6BF6ta/kyDKBtyDMBh+bcxcVZUqjuL2Y7NastitmEyWjGZhuT6LI3hi/nrH6w/8/pM9XItx14eM6Ibze02d0LHCbq13gqpC0rgEW1laFgze+dwwNMTOnSADh2gUydo3VqFo3l6gocHrpzf3BwGDAAmE/7+G2bOVBK8ejW46WHtMXWKjAQ/vy+mTlSRSGDrVoiLg+vXa5nTLpPB0qW4TrFmDUybBqzaViZfvQojRtR5GejDB+jZE54+ValivMoYDFi8GBYtgvfvIS0NaDRwcgJ7ewAQi8TyEAr6e9oAtxKurL+/TIrV8ixLpOIifiH+Q5GI6G+iJpiyzU1Z5tULgyvQ2rwxL7Fpt2md57a19Nz9bPNHXlL17aYs88neM4e2Hk0AgkSi0SbwrS3aAeDK3gGgrTy4KcgnbuBUIlAhWAMIQOjvOri/62ApJuXxC5lUVl2lNxBtxiIR27NZ7V2dwdUZAAry8hJT05JKSpMxLKlGPg8QJeRni0R3eJ9fitY0amsmoyWT2YbJaFFR0YKA2Ts5kRRWaCrkF048NzE+v5YJpMWC4lWhq2JzYjcN2qThvhVIY0AfVpBGJpVCejqkpEByMqSkQFISJCbChw+QkaFk6biHBzg7g7s7uLt/yttdXJTMlFZs0yYYNAiUtl1YswaYTACAGTOguBiWLau9kDiBAIsWwaJF9R9Pc8DjwfDhtWfvVe7ehYULYdu2mtufPoWPH/Ge5dYtGDWq5vbcXAgKUjSJAwCKi+HbbyE6Ghq7jByBAK1a1bhSIP7v1aj2O/Cvcl4+TL7zsTi5XFjGZZq2s/Tq7zrIlGWu3rNog6TC9xserqg1e68H7Wkopd8IQPBzHXw69gie4CZcRK0Nujv06ebQOyH/XVxuTImAx6EZuHJbtbPq2FT9Alubu9sZOqaXfFQaacww6WTbrfFHVDuOKj3VDVUJ1iQSgaSX79vNk6m5uam5edV00JKioqS09GQeL1WGpdk7kAkg+fLzaZSQnyUU3eN9/gRFTc10LihoUVHhApgzk+FkbORsbe3k4sxgsQBAiklnXp5Za/Ze5dLbSzYGNvN7zFfXP0ogEZQJy0wYJiQNltJEACXwSKNIToZVqyA9HdLSIC0NxOJaYj58gPbtFR1k9myYPVudoxo4EFasgJUrFcVMmgTTpn3+dskS6N4dliyB8PAvwry9Yd068PNT5/D00saNkJWlPGzXLpg5E1q2/GLjixcqnCgqqpYEfuNGKMWxAvP1a/j3Xxg/XoXTqYnov9LHZPVdDs8py1r/YFlU5vPqGx+l3Nsf+U+g56QfvGfoSp9wnPY+36a4yjR+LiZu5mxLtRwKUWp8+/9diw8uEyr5De1g3amLfU/FMXqPAISWZm1amrVp6oEAABCAMLPrL0tuKf/r/L9Os2nkJmshaUAztObYZpVl4Al2M9WKny3SrBiamHQ0Men437dSDMsSilKFwlSBMEMoyhAKKQSCuMY9JxpEkSlfJOhFpVAUY8XjOUolTMOslEzlH5z2Re4b7T7a3si+IYMv4BcciDxwK+FWekk6ABAJRE8rz5FtR37r8S0ZTWTTCPRTRnATCiEvDzIywMoKHB0VRYrFcOyYogATEyhUYV6r2qxYAebmsHAhVFTUfIhKhSVLYPnymtt79YKwMPj4EV68gKIiMDaGjh3BBS18xUEmg6NHcUVKJHD8OKxd+8XGIrxFqgEACgpqbsEwOHsW7+5nzjRJAi+WffrbTFbTDfiUog9zrk6qtb63UCI4HLU7sfD9HwO26s2Vcl5l0fP0J+o6mtIS9IgaGTGMV/X/69ebMyWyOmeAm7EtVvTbqMlRIXj0dPQNbD/pVMxhBTH+bsO+afOtxoZUK19X/xPRB/BE4mnehiCNikQgyIvh9fhvOogMw3LF4jSBMEskynr7LksszmYwvdkc7Kspe1HGkA1g824XnmKqYql4V+jOZf2XsuvbHf3G+xuLbi3iiz/XzpRhsuis6Ois6OPRx/cM3+NghBqyNDqUwCNfuX4dUlMhPx/y8yEnB/LyID8f8vI+J1TLlsGaNYqOYGcHBAJgGJBIYGcHTk7g7Pzp/87O0KIFmDRdUaIZM2DECMmOHXDjBjk9HSQSsLeHgQNh+nRFabmjo5JrFsjXEhMhOxtv8KNHNbeo9CLhcmtuKSiADFz3XgAAoqNVOJf6qHcKfaWEv+jmT4q7cz35GLovYtuMLmqbPte03uTGqGvyfFeHXn4tAtRyKAQnH7vumwP2r7q3sJD/1QU4AHdzzzUDtqD5w9ppZpcFRgzu/oh/vp7/QiKSAj0nT/Vp+kblgZ6Tr7w9p7TlgQu3Zf8WzXqZBqKdiASCvCQeAECvHvKNIqEwKzMrt7Aop6IiVyzOAUIOjUZlc4REUXFFMs4jn8iN2vDyNVMoMC8rs+TzzcRiM8CsiAQzd3euvb0phWxKoZhRKKYUMuur1YVX3l2Zf30+VkfxzISChDGnxlwMumhjYFPPfzaCD0rg9VdZGZSWQmkplJVBcfGn/ygUmDRJyY6//64kn1GalTGZ8OQJ2NiAjQ0orLfRNCwtJcuWlf/8s6mpaVMPRa/l5qoQnJNTc4uXlwq7fx2s0g18lYLVR4RV3YFXQwJ/JvYYnvmiZ14dHdZmjH4s9i6qVGEiD4FAxLDa6lkAeNt2Xdkf1fVpAh1tfP4NvHnxzZkHSSFJRYlCiYBN5bSz7OjvNqyv60BULVmbBXpO8nUeGPzmVHjqo+yyTBkms2Rb+9h3H9n2Owcj56YeHQCAAd1wZf9NC2/OqF6OuwYOzWDtgM16trAI0WNUGs3R2cnR2anG9lfZb2fi7kjBEPG8aEygMaNo9I/VH6gQwLuE6hvoRKIJhWxCJptQyCZkCrMgOTLq17qyd7lCfuHP134+G3gWvYE3Ku1LrhA5oRD4fODzQSiEd8GCPAAAIABJREFU4mIQiaC8HHr2BJrCCTJbtsA//0BJCRQX116tzdVVeQL/9c1MADA1BQsLsLICKyvo3l35+Ls1WekaRFsoLlKoNLhrV7C3/6L1Wl2MjMD/qxa+Kl2daaJLOVVT6EkN/juHAXY1/jyeSIlMcuv95SmdZjXwjNqATeHgD/ax7SaRSaIyn1XfaEg3mthx+mj38XqzrEDnMMjMQM9JgZ6TAEAiFZNJdTSVRLSPJcd6ZpcFM7toby9VH7vufw/eu/LewuJK3teP2hs5rRu4DWfnSATRZsby6sv4UDBwKSzg0emd6QyJsgq+8lp68q/NPp7nYLWVtfrSy6yX7UMOmVt2YZNIbBKRSSIZk8kMIpFBJBqRScz0dFpujjGLRaNSmTQah82mUqmGRoYUKrXes/qbIZTAqwfl4UMinQ5i8aeCbeXln77g8QAAhEIYPBi8vRUd4vlzGDcOiotBIoGystpjkpPBqeZVty9UViop3F2Mo1fK//4HAQFgagpmZmBlBWZmYGamjTfSES3n4gIUSu0lDL/2dVNAEgnWroWJE5Xvu3RpLfk/lwsuLpCUVNsOX/HxwRWmbuKqInbEhibwWaUZuWV4FyxEZ0U28HRawsnEFX9wO6uO33ecnlOWFZsdVcgvoFPoTsau7Sw7otRde6DsHVE7b9uu/467ee71iftJISlFHzDASERSKzP3AS2GfNN6DHrJIfrBjGlBJlEkUlyfuFqbuW7t86k4aFlxSXFJSUlZWXFFRYmtXRmFUiqRlEqlpVJpiVhSJpN2J7IF8mZMmLS4OArnXf6crIevaHU36DUwAQCQAvBFwC8CAMj4NA2TLhIxZDKmoQGNSGQRiVQikUEk0olEOpHIIBKJBDAkkwGAExVFFggoAGwyCQBYZDKVSAQAY8anwpkGTk7lHI47g26Fb8A6B2Vl6nFvxy6p4rkrLdzAwVFRgFQGDo6guO4DrxjYtawV/MzWDvr7AYMBTCawWJ++YDCAxfr0H5sN+QqPAAC+/Wo5r34Ri8UCgYCDd7YRUk89e/a0DA3FE/m0v1/G169M/0HegYFOp04p2DFr4MDwCROx2l7VbYcPb/P333jOHj5kSKbS34tG8LaiUv5Fw9+IC/n5+IPzK1RZ3aDFnExcHYycU4uVL/wjAKGPsx8AWHKsLTnWjT80BEG0BZvKmeQ1Y5LXDIlMwhdVsGkctF4G0TN0CsPLpvPzNFxVXbs59qn6mmNkyDEyVLymToJhZVJpEu/jz5JynOMxrEyzo6kwKeAzGhMAooR8JWFWytbYF5ZAYckpB9sABqM+w9B6KIFXj/FLlgnkdSYUePNeScAKhZXhAKCUr+Qg9s6wdEVDh4EgatJt5Jgn9+8Tal3NUc1rZ5eeDi7S2l6ZpCk/rpMRFpw5Tfxq9TJGIBwIGDpr7jzRu8RaD2vY1+/9ocMWPCXr28PbevSwd8Ga9Pei4Wvg6SQV/kTRKfX6s6qVpnj/tPzuL0rD+rcYrCXrchEEaSpkItmArqUt3xGkgcZ7TsGTwBvQDIe2+qrtrkJkAsGYTGZilfh3MQTBoVaulTJMIJNVSKVCmUyIYXypVCjDhCkplSUlQgwTA5QDSAAEBKKASJQQCJUUspRArGAwejHZFdLaa9aohKK/y/BRAq8mytaQIEgzFN7WY8O48YtPnVAQU85gBC1dLiXWfj9ESiQumj7jpN+AeefODH721LyYBwBFHIMQH5/tI0Y/beuu4MglLPaYlWtuL5xHF9XZJzyLa/rd8lVfN2XRpCghfxzD3IrdoIbJLIoLiUhSUKupOjeucwNPhxNPXEmhkNmNea7x7YfHZIcFvwlWEGNvZP/nwNVG9CZrSa0rxGJxiUQAAAwGhcVCPy7dIBKJSiUCYxaNhD6H6IhSmUgkkgEAetZ0SKlMBAAGGvnTWT8BLXuFfRx75vUZBTEEIKz2W+XGrU93D4nUEn+wGdPEw7iOIjWOKkyC40kkAFAskWAYlEmlEgwTyjC+TAqvXvFKSgBAIJFUiiUAUCoWSzEMAHgSKQBgTk45Jia2FL1dI4MSePWYYWlGpFDJaKG4jpBIJGKxmKGn82q0Ssmq1Q/Z7N779tT6aDmXe2LXnkHenZQ04bW3jenSORrDqAIBg0YVMVkA0Augl9LT29sesrEOnPOTUVbW1w+mt29/cvuuQOumnFBNAHCg0yZbWjTwOAY0gy52XcJSw/AE93ft38DTaZX1A9fTyLTTsadrfbStRdu9w/ca0Y00PCoEQRAE0aRV/VdViCuuxV+r9VESgbS079KhrYbW7+A2BjZcJreQj6v5i6eVZ/3OUoMxmVz1/y/0VvIBUCqV8ni1lK7UGwRM2exWRDGBQFBeXg4ALBYLJYS6Qv6soTZymvP4MaxeDffvg/S/W8RcLkyYAEuX4qwAz+PxpFIpANTnWaushAMH4Nw5iI6G8nLgcqFLF5gwAcaMgTru/Oui5+nPA88EKg1zNHYMmRRCJmriaiOPx6NQKGyV+hHU19O0p3ue73mW/kwik8i3tDBtEegZGOgZqJl/rB4Qi8UlJSUAwGAwWCxWUw8HwUUkEpWWlhobG6N7ubqitLRUJBIBAHrWdEhpaSkAGGh9mXQMsOC44G3h2zJLM6tv97LxWtJ7SQfrDg05+OrQ1UdfHsUTefLbk13suzTkXA1UlcBTqVTtf9bqASXwDYUSeF2EEvimweNBfDxUVIClJbRurdLCkwYl8NXJZPqUtNeg9I8rlUQ9NfZUA/+E46fJBF6uXFSeVZollAgtOZZmLDONnVc/oAReF6EEXuegBF4X6UoCL4cB9ir7VUJBQrGg2Ixl5mXjZaekUB0u+RX5fof8yoR1tMr6Ty+nXodHHW746RpC7xN4dF8CQRBNMTaGrl2beAz6m70DwNI+SyUyycmYk7U+yqFxtg3ZprHsvUmwqWw3U7emHgWCIAiCNBkCEDytPNU1j72KGcts25BtUy9OVVBwx87Q7u9BuBoAIQ2hz59lEQRBmhUSkbS6/+oDIw+0s2xXfTuDwhjlPurmDzd7O/VuqrEhCIIgCKLTejv1Pjr6aF0T3DrbdT4XeM6EaaLhUTVD6A48giCIXunr3Levc9/ssuyEggS+mG/GMmtr3pZBQQt8EARBEARpkK72XUP/F3oy5mRIQsj7gvd8Md+EaeJl7TWy7Ui/Fn4E0N/WbdoEJfAIgiB6yIpjZcWxaupRIAiCIAiiV5gU5tROU6d2mgoAMkxGJKAJ3ZqGfuIIgiAIgiAIgiCIalD23iTQDx1BEARBEARBEARBdACaQo8gCNKUUotTdz/f3cOhR3JRMl/M/7n7zy8yX1x+e3mS16Q25m3q2ut9wfs/H/4pkUp+7fWrh6WHfKNEJtn+dLtYKp7bbW5ERsSu57voZLoBzaCrfdfv2n0HACdjTsbnx//c/WcukxufH38o6lBAy4CvK9vdT75/6e0lDMM62Xaa0GFCXG7cwRcH+WJ+QkGCEcOom303oUQ4v8d8JoVZ1/AwwPY835PFy/q27bdbQrZUiCtW+K6o8c8RSoSjT43OLsveM3xPsaD4duLtaZ2muXJdAWB/5P7Lby/3de47r8e8mwk3H398PLPzTHsj+/yK/G3h29wt3Ie1HrY1bKsh3XBG5xl55Xn/hP/jZeM1yn0UBljAkYAUXsrYdmNfZL5wNHac7jP9ePTxQW6D+jr3BYCQxJD1D9ZzqJzJnSYPbDFQfpABLQbMvDKzQlixbei2TjadqkYYdDboTe6bSd6TItMjaRTawp4LW5q2/Mj7OOvqLBuOzfTO07c/3S6UCI0YRlQilUwkAwFambW6m3i3QlzRwrTFANcB3rbef9z/I7komUlh/uD1w8AWA3c83XHm9Rk2lc1lcv8Y8IeDkUP1n0lCQcKBFwcGuQ2yNrA++OKgu7n77Q+3SUTSct/lLiYua0LXPEx5uMJ3RU+nnsFvgzc92iSUCE0YJhwaZ8uQLZZsy61hW8tF5fH58VmlWZO8J031nio/bCG/cGvY1lZmrca3H1/r8xWbHTv90nQWlWVINiwXl7uaugZ2COzh0KNSXLn5yeaw1DC+mO9o7MimsT0tPad2mlouKt/yZIs523yaz7SqFY/R2dGnYk6N8RjjY+tT4/inXp3aH7F/iveUoPZB8i1JRUn7Ivb1c+n3ofBDUWXR/B7zw9LCdoTvcOW6ru6/+mn6U/nrwdHY8Z/wf6SYdG63uQ+SH9xLujfdZ7qzibP8IEX8oi1hW9xM3SZ0mFDj5Q0A+1/sD0kIaWPeZlGvRTJMtiVsS155HpvKppKpXCZ3VpdZBAJh9/PdxZXF9sb2sVmx6aXpMplsaZ+lv9/93Yxltn/EfhKRBADpJem7nu3q5tBtaKuhAFAprtwStiUuJ65cXO7r7Dun25zIjMg199cABp3tOi/ouUBeb2JPxJ5zr8/91OUnGol2N+kuYOBl6yX/51c9y/LXZJWs0qztT7d7WnumFKZwaJyZXWYSCcR3+e8OvTgUXxD/seijlYGVtYH1qn6rarxsqntf8P7gi4OD3Qb3ce5TtfHoy6PJRcnzus8zYhjJf/W2hW8TSAQVooou9l1GtBlR66FOxZ6KyIgAAC6DWyGuMKGbhCSG0Cg0Jpk5o8uMhykPXU1cR7mPmnV1Vnx+vK+z7+++v9PJ9OpHqHrhuXBd1oauZVKZDkYO87rPszawDkkI2Rq+tbNd5999f88uzV4TuqZEWDKv+7zOdp3r+qcpdjfp7uW3lzEMszG0KeIXfd/xe3cLd/lD8rejQn6hUCoMTw1f1X+Vh4XHlrAt9kb2k70m4zl4REbEudfnAtsHdrBS0sVDLBX/E/4PAMzpNodColRtf5b27MKbCxM6TKhRYfRrvEre1rCtLiYuEztOlL/jtTVvO85zXPVTbAvfRgBCjVMoEJ0VfSr21Lce33ay7aQ8upqzr8/GZsfO6TbHgm2h0o6INriXdC8kMaTqD2tjuJ14u8bbMqIZqA98Q6E+8LoI9YHXOWrrA699Zl6eGZIYQiKQpJgUANb4rfn78d/FguIOVh3Ojz9f116BZwKfpz8HgLYWba9MuCLfeOP9jdlXZwPABv8Nfzz4o1RQWhX/YOoDsVTsd8gPACZ7TV7ad+m4f8dFZESwqKzYObHVq85IMWn7f9rzxXz5tyGTQhbcXPA653WNAfzW57cp3lPqGt7TtKdBZ4MAoI1Zm7f5bwHA3cL98oTL1WN2PN2xJWwLAJixzEqFpUKJsJdjr8OjD7/Lfzfk6BB5zK7hu2ZfmS2VSQe5DdoxbMeq0FXHXh4DgNldZ29/uh0ADo86fCvh1pnXZwhACPsx7GHKwyUhS6qfxcnEKaUohUlhxsyJIRFIHts85P80IoH4c/efNz/ZDABupm4JBQkAYGNg82jao0//hPSnQWeCAIBA+PSHsrNd51NjT405NeZl1ksAsDawzirNqusnAAAUEmWsx9gTMSc+fUukvJz9st22dhh8+rPbz7XfvuH7qu8SdDboadpTJoXpbukekR5BJBBlmAwA+jj3WdJ7ycDDAwGAy+Te/999z388q44DAD52Pt+0/mbp7aVVWwgEwqs5r+QXWf64/8ehqEMAcGfynVo/ZvXe3zujJKP6FiO6UdSsqGPRx1bdW1Uj+Hzg+YiMiI2PNgLA6e9OV6Xr/kf8EwsSq/8Mq7Tc3FIik5AJ5Phf4uUvtskXJj9MeUghUcRSMQAs7r1485PNIqkIAH7t9eu28G3y18Noj9Fzrs4BgHV+61aGrhRJRX2d+x4YeUB+2D8f/rk/cj8AhEwKIRAIAw4NAIAp3lN+6/NbdHb06JOj5WFL+iwRS8V/Pf6r+pB2f7ObQWH8cP4HACAAoeqHyWVyC/mFALCs77JJXpMA4OdrP1+Nv0oikCJ+ijCiG9X4mRwZfWTBjQUF/AL5tyv6rZjYYWKpsLTDjg6AAZlExjCsquVSyKQQV65r1bMsf01WHWrhzYXBb4KJQJSBDAAOjTrU26n3t6e/jcqMqj5yfzf/ncN2Vn1bow+8/J2BSWHGzomVT22t+oWa0XnGgp4LAOB83PlFtxbJdycSiE9nPDVl1nxfTeGl9D/YH+rAorIqRBUAENQh6ET0p1f4Gr81gZ6B1cPW/b+9+46Pqsr7OP6bNJIQUkhIgBRKIAkhoUhEUUBAqqhBalAsLOAuLliIysLDqrssLvgIq6DCgqzwKCLKLmFBirEhqFgAQwARifTQ0numPn8cHceZJExCyHCTz/uVPzJnzj1z5p5zZ+Y79869nz6/+tvVIhLoE1hQXqAK7+l6z6LhixJeSlDDveqeVVuObvnv9/8VkVbNW+2dvre6B62B0WzstrRbpbHSWpLYOjFtUpr63/pypLRq3iqlW4p6AUmblGb9ArQG/Vf2P1d0rnNI5x0P7ai55ubvN896f5aILBm5JLlLsrW8z/I+l0ovxYfGb3lgS83Xgf/f3f+74qsVIvL+g++/m/nu2v1rReTjqR9bv7VJO5KWui1VRP4x8h93d7n7ip0XkWFvDDueezwyIPLTaZ86U185V3TutpW3WcRyX4/7/jr4r84v2Chp6zrwImIym7ot7VZhrOjbru/acWuvxUNUGit7LOuhN+kHRQ9adc+qa/EQddborwPPIfQA4EqFlYUiotK7iBRWFBZWFFrLq12qotDuHxEpqiyyFtqm95+b/aVB9Y9asFRfandBV4PJYE3vtv2prgM1d099yheRgooCuzrZxT+n3zJjmfrkrTpm2/OckhzVPdWg9a7LpZetz0UtZRFLUUXRhZILdo9SWlkqImWGMqPJKCKVpp8/4pst5pzSn0OXtVnbJ/5rOP8lJv/ch19WsvWpVcdgMuSV5/1602woriy2Td35Zfl2i6iHKDOUqbSj0rv8dhTKDeUl+hLbdqSqYbJYLNanYzf0jkoN9s/FboVX91i2FdT/VU4Mo9koIkaL0brPQFVW6V1E8sryVJwTkdyyXOt8sLafU5GjKti2b7sVWGs69ryoosixV7aL2K7MCmOF+sd2jomIyWIqqSxxXCdFFUW2M0HdW1JZopo0moy225eaPNZRtj5922VVerdWc+y546bk2EiZoUytc9sOV/miYbaYiyuLHdupeQO3RuXLJZdrWOTXSasv/7nIIkUVRUaT0TrchZW/Tqcqe+KMCmOFbXqXauaJtfIVtwg7NWwOVdZ0fNCfX9wqa9eC49hJVQPqZJvO17cupTaN2i6I60GlqVK9mjk5yeug3FDu+LKMhkGABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADTAw9Ud0DxPT08/Pz8R8fBgZWqGddSgFb6+vhaLxdW9uCam9JpyV9xdOWU5/s38vdy9urXuFuQTJCItmrWoYakZfWZ8lPWRxWK5rcNt1sKk8KQFQxeISM+2PZ+9/dmM8xmFlYWRAZGxIbHh/uFmi1nd2yGog4jMvGVmYUWhiLjpfvNNrqeb54KhC07knygzlHUN7RoVGJXaN/VoztGM8xllhjI/L7+IgIjEsMT40Pgautc1rOuCoQuMRqPerD986bCI9InsY1fnjpg7fsj5QUS6t+4eExIjIsG+wSLSPqj9H2/+47mic62at0qK+PkZhfmFici4hHE3RtwoIlEBUYmtE9WyQT5B/dr3E5FQv9B+7fttPrLZZDHpdLob2twgInGt4tSa9HD3UGs781KmwWgY2nloQlhCbKtYESkoL0jPShcR25XZvU33Hm17iIibuEUFRnm5e/Xv0F9EHrzhwX3n9olIx5YdT+WfulR2Kcg7yE3n5uvl6+PhYzAZLpVeKqgo6BjUsWtY1/AW4a2at/oh54cg76AbI270b+Y/Kn5UdnF2blluYlji4OjBjsOaX56vRr+4sjjjQobeqBeRETEjogKjRncdbbaYw/3D/Zv5T0masuvkrjJ9mae7Z5dWXQZ0GJDQOiHAOyDzQubRy0dFJ3EhcX5eP7/Kjek65oa2N6j1VuV4Teo+afep3cUVxQHeATrRdWzZUT33gR0Hmi3mXSd3GUwG/2b+EQERPdr0iG0VG+gTGBUYJSJdQrtYG3m6/9MVxgpPN0/H9id2n1huKPf29NbpdKrk9zf9PrcsN688L6BZgLube2xIrL+3//Hc4829mg/rPKxjy45qPnQI6qAmQELrhGCfYBEJ8Q2xNjsqflT3Nt1FJCowSqfT2U7vmJCY1H6pWblZrf1aD+402Gwxh/qFHr54OMAnwF3nHt0yuld4Lw83jwVDF5QZygrKC0r0Jcdzj7dq3srX07fMUCYiA6MHqkd56IaHhnUeJiJqwxzYcaBOpzuQfcDDzSMmJCaxdeLMPjMPnD+QV57XJ6rPwI4DRSTQJzCle0qFocLX07drWNcTeSf0Zn1sSKxaadZRtltX9/W8b2D0wOyi7Ja+Lb09vNVTe+yWx37K/2njoY060VnE0qttrzti77BdysPDw8/Pz83NzTqFCioKRMTdzV2VtA9qr9ZMdMtoVdK3fd8FQxccyz0W6B0Y2jzUdpVaRQZELhi64IecH9zEraCioHNw5+8ufFduKL9UcqlzcOdWzVt1DuksIkG+QSaLKacsp2NQR9vNRxnddXTPtj1FJLso+2TByQvFF/pE9ekV3svD3WNGnxlnC8/6evr2bNOzpU/LML8wvUnfs01Px544o5l7swVDF2TlZemN+lJDaXxofGjzUOu96uWozFC259SeIO+giICI/u37x4bEikjn4M7OtP/MoGcMZoO3h/cVa/aJ7KPWdq+2vWzLn7v9ObPF3NyruYh4e3t7eXmJiHXUbCV3SU4ISxCRDi07jE0YmxSRJCIR/hG/PkRU1Q9Rgz/d9qfqts0atG3RVj2QmrdNnLf3lUf/uuLl7qWGr6VPy2v0ED6ePuohQppX8RriWm5ubupzfpVbWSOga6yfiQEAAAAAaEwa59cSAAAAAAA0MgR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAD1d3oHE6efJkampqfHz8/PnzXd0XoPE4efJkWlpaZmZmQUFBcHBwVFTUmDFjunTp4up+AZpXUVHx1ltv7d27t6ioKDo6ukePHmPHjnV3d3d1v4DGg7cwoIE11kRGgK9/er1+8eLFBoPB1R0BGpU9e/YsXrzYZDKJSGhoaF5e3oULF7755psJEybce++9ru4doGE5OTnz588/ceKEiAQEBBw+fPjw4cMZGRlz5sxp0aKFq3sHNAa8hQENrBEnMgJ8/Vu7du2pU6dc3QugUSksLHzppZdMJlO/fv2mTJnSsmVLk8m0ZcuWN954Y8OGDQkJCd26dXN1HwGt+sc//nHixImuXbumpqaGhIRkZ2cvWLDg0KFDq1evfvzxx13dO0DzeAsDGl4jTmT8Br6e7d+/f+vWrQEBAa7uCNCopKen6/X6Ll26zJo1q2XLliLi7u4+atSo5ORki8WydetWV3cQ0KqjR49mZmb6+fnNnTs3JCRERNq2bfvMM8+4u7t/8sknly9fdnUHAc3jLQxoYI07kRHg61NRUdHLL78cGBjI0VBA/Tp+/LiIDBgwwO5Hubfccov1XgB18MUXX4hIUlKS7dHyYWFhXbp0sVgse/fudV3XgEaCtzCgITX6REaAr0+vvPJKfn7+zJkzG+v3PYCrGI3GkJCQiIgIu3JPT08RUb8qBFAHWVlZInLDDTfYlasSdS+Aq8FbGNCQGn0i4zfw9Wbnzp179+4dMWJEUlKS2qEBoL7MmzevyvKvvvpKRKKjoxu2O0DjkZ2dLSLq4HlbquTcuXMu6BPQuPAWBjSYppDI2ANfP7Kzs1evXh0eHv673/3O1X0BmoqMjIx///vfInLPPfe4ui+AVpWWloqI49nm/fz8RKSsrMwFfQKaAN7CgHrXRBIZe+DrgclkUlcpeOKJJ5o1a+bq7gCNX2Vl5YYNG/7zn/+Yzeb77rsvMTHR1T0CtEpdYsfHx8eu3NfXV0QqKytd0CegUeMtDLgWmk4iI8DXg/Xr1//4448TJ06MiYlxdV+Axu/zzz9fvXp1Tk6Ot7f3lClThg0b5uoeARrWokWLgoKC8vJyu3K1753rwAP1i7cw4BppOomMAF8LkyZNKioqst7s16/fU089lZWVtXHjxpiYmPHjx7uwb0DjUOVWZr1ZVFS0fPnyzz//XET69u370EMPhYaGuqCXQCPSsmXLgoKCkpISu3JVEhQU5IpOAY0Qb2HAtdOkEhkBvhZ69uxp+2tAddKR7Oxss9l87Ngxx58wZWRk3H333SKyZMmSTp06NWRXAY2qcitTLl26NHv27Nzc3KioqBkzZsTFxbmig0BjExgYKCJ5eXl25fn5+SISHBzsgj4BjQ5vYcA11aQSGQG+FlJTUx0LfXx82rRpY1dYUVGRn5/v5eWlPvqoy4QAuKIqtzIRKSsre/bZZ3NzcwcPHjx9+nS2KaC+REVF7d+//7vvvuvXr59teUZGhoh06NDBRf0CGg/ewoBrrUklMgL81UpKSkpKSrIr/OKLLxYuXNilS5f58+e7pFdAI/Phhx+eO3cuKSnp0UcfdXVfgEald+/eaWlp3377bWVlpfWsP0VFRZmZmV5eXrfddptruwc0AryFAddak0pkXEYOgAZ88MEHIjJq1ChzNVzdQUCrEhISYmNj8/Pzly5dajKZRKSysnJe3y/7AAAc8klEQVThwoUGg6F///7Nmzd3dQcBzeMtDEA9Yg88gOudyWQ6e/asiMybN6/KCm3atPnnP//ZsJ0CGo9Zs2Y9/fTTu3fv3rdvX1RU1E8//aTX69u2bTt58mRXdw3QPN7CANQv9sADuN5dvnyZHRTAtdOmTZuXX3556NChPj4+x48fDwwMHDVq1JIlS7iGHHD1eAsDUL90FovF1X0AAAAAAABXwB54AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAAAAAIAGEOABAAAAANAAAjwAAAAAABpAgAcAAAAAQAMI8AAAAAAAaAABHgAAAAAADSDAAwAAAACgAQR4AAAAAAA0gAAPAEBTVF5e3rlzZ51OFxsbW1lZaXfvm2++qdPpdDrdG2+84ZLuAQAARwR4AACaIh8fn9WrV+t0umPHjs2fP9/2rpycnFmzZonI8OHDJ0+e7KIOAgAAewR4AACaqP79+0+fPl1EXnjhhczMTGv5E088kZOTExAQsGrVKtf1DgAA2NNZLBZX9wEAALhGcXFxQkLC6dOne/fu/eWXX7q5uX3wwQfDhg0TkX/961/sfgcA4LrCHngAAJquFi1arFy5UkS+/vrrZcuWlZWV/eEPfxAOngcA4LrEHngAAJq6yZMnr1mzxs/PLzk5ed26dQEBAYcOHYqIiHB1vwAAwG8Q4AEAaOry8/O7du16/vx5dZOD5wEAuD5xCD0AAE1dUFDQsmXL1P99+/YlvQMAcH0iwAMAAMnIyFD/HDx48Ny5c67tDAAAqBKH0AMA0NQdOHCgd+/eRqPRzc3NbDbffffdmzdvdnWnAACAPfbAAwDQpOn1+oceeshoNN56660vvviiiPz3v//duHGjq/sFAADssQceAIAm7c9//vPf/vY3Ly+vAwcOxMbG3nTTTfv27QsLC/v++++DgoJc3TsAAPAr9sADANB07d+/f+HChSIyZ86c+Ph4d3f3lStXuru7X7x48amnnnJ17wAAwG+wBx4AgCZKr9cnJSVlZmbGxcVlZGR4eXmp8tTU1CVLlojIRx99NGjQIJf2EQAA/IoADwBAEzVv3rwFCxbodLpdu3b169fPWl5aWhofH3/69Ono6OjMzEwfHx8XdhIAAFhxCD0AAE3R/v37Fy1aJCIPP/ywbXoXkebNm7/66qsikpWV9dxzz7mkewAAwBF74AEAAAAA0AD2wAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwAMAAAAAoAEEeAAAAAAANIAADwAAAACABhDgAQAAAADQAAI8AAAAAAAaQIAHAAAAAEADCPAAAAAAAGgAAR4AAAAAAA0gwANoukaPHq3T6XQ63d/+9jdX98VZFotl7dq169evr68GN2zYoNPppk2bVl8NakJiYqKuKoGBgb169Xr88ccvXbpUh2bXrVun0+lmzpxZ7x1m3K/Srl271BAHBwcbDIbqqqnVotPpunTpUufHMpvNffr0eeKJJ9RNx7Gr33lSt7lhMpni4+MXLFhQL31o3DQxoMrEiRMHDhzofH2mAaBFBHgATVR+fv7777+v/l+3bp1rO+M8s9n80EMPPfLII67uSGPg6+sbaMPf37+wsHD//v0vv/xyp06djhw54uoO/opxry95eXnp6enV3fvuu+9e/UMsX7780KFDc+fOVTev9djVrX13d/f58+fPnz//2LFj16hjjYYmBrRumAaAFhHgAbhA9IvR1j9X9eG9997T6/WdO3d2d3c/evTogQMHXNWTJkqn+/XPRVauXJlvo7CwsLy8fOvWra1bty4uLp48eXJtG+zRo8fChQvvvvvua9FbXD03NzcR2bBhQ5X3lpSUbN++XdWps8uXL8+dO/exxx5r1arV1bTTAEaPHh0XFzdjxgxXd+S6pqEBrRumAaA5BHgADcoxtLsqxr/11lsiMn369Ntvv11E3n777YbvQ3WMRmMNR/lqnmNod2mMt+Xt7T1y5MilS5eKyNdff52fn1+rxbt27Tp79uwhQ4Zcm97hanXp0iUkJCQtLa2iosLx3i1btpSXl/fv3/9qHmLFihXFxcVTp069mkYahk6nmzp1anp6ekZGhqv7cv3S0IDWDdMA0BwCPICGU0NQb+AMf+rUqT179ri7u0+cODElJUVE1q9fbzabHWvu3bt30qRJMTExwcHBw4YNW7x4sclkqkOdS5cuPfbYYzfffLOfn190dPSDDz6YmZlpW2HIkCE6ne7ixYupqanBwcFeXl6RkZFjx47duXOntc64ceM8PDxEpKCgQKfTtWjRwvn2lbfffvvOO+8MDQ3t3LnzAw884IJPbDUE9esjw4uI9UekP/zwg235FVdylT+FdXJoaphFjWHcrw+enp5jxowpKirasWOH473q+Pnx48dXueynn346bty41q1bx8XFTZs2LTs7e86cOTqdznYLNRgMy5cv79evX/v27VVJDWOnCh999NHIyEhvb++YmJhZs2Y5fmdU8xDX0P7OnTuTk5Pj4uJ8fHzatWs3YsSILVu22DWekpLi6en58ssv17zeGqXNmzePHj26bdu27dq1Gz9+/LZt206dOmV3YgjNDaittWvX6nS6u+66y6784sWLHh4ePj4+RUVFqqQpTwNAkywA0CA6/m/Hmv8asjPqnD133HGHxWLJz8/38vISkU8++cSu2ooVK9Rdfn5+7du3V8fWDhkyJD8/v1Z1du/e3aZNGxHx8PCIjo5W9b28vNavX2+tM3jwYBG588471YtzWFiYu7u7iLi5uf39739XdZYvX/673/1OLTt16tQ//vGPzrdvNpsffvhh1biXl1dISIiI+Pv7//73vxeRqVOn1vMqrpLIlf8aREJCgoi89dZbVd57+fJltaIOHTpkLXRmJavDOmbMmFGrpSxXmkWaH/frwKeffioiPXr0+Pjjj0VkwoQJdhWKioq8vb07der05ZdfikhcXJztvf/61788PT1FJDAwUB1K3bZt2+HDh4vIjh07rNXS0tJE5JVXXrGWVDl2ap6kpKTExcW5u7t37969R48eaoz69etnMpmsi19xiKubG9ZfUIeGhsbFxfn7+6ubtn1Thg0b5u3tXVpaerWrWFOsP2j39PS0HhufnJxst1FobkBTUlIGDBig/s/Ly/P09GzWrFlxcbFtnVdeeUVExo4da1vYNKcBoFEEeAAN4YrpvYEzvDrF9DvvvKNuqn0U06ZNs61z6NAhNzc3Ly+vNWvWGI1Gi8Xy448/JiYmikhqaqrzdcrKysLDw0Vk9uzZZWVlFoulsrLyr3/9q06na9as2bFjx1Q1FeBFpHfv3llZWRaLpbi4+JlnnlGF33zzjapmNBpVirD208n21W8EPD09X3vttfLycovF8u2331p3KxHgbanzP7dp00av16sSJ1eyXYB3cilnZpG2x/06YA3wJpOpdevWvr6+JSUlthXefPNNEfmf//mfvXv32gX4kydPqiC0fv16FcY++uijoKAgtQ5tA7xKWd99951ty45jp+aJiMTHx6uNXfWwWbNmIvLVV1+pEieH2LH9r7/+WkR8fHy2b9+uSgwGg/phSEREhN2a+ctf/mL3LBq97du3q43i1VdfVSv24MGDsbGxjhuF5gbUNsBbLJahQ4eKyLvvvmtbp2/fviKyadMm28ImOA0A7SLAA2gI11WA37dvn4j4+/urj1CWXz5+BQUFVVZWWquNGjVKRObPn2+7rPpw3759e+frqL39kyZNsuuG+lHlww8/rG6qAB8UFFRYWGhbTX2CvPPOO9VNx892zrRvMpk6deokIkuWLLGtc/ToUbWztyGCnDPpvaEyfJUB3mw2nz9/fu3ata1atdLpdBs2bLDe5eQg2gV4J5dyZhZdj+N+8aJl3Lgr/NkcwlC1Xbuu3IjRWPdO/sIa4C0Wi/qNg/X7O0V9i3fw4EHHAK+OVnjmmWds67/xxhuOAT4mJqZ58+bG33a4uryn0+kOHDhgW3PcuHEismbNGnXTyfnj2P6qVav8/PymT59ut6Da1VxUVGRbqH4C8NRTTzmss9pJPX5i3KGjDfZXYbNbu7aSkpJEZPHixbaFp06dUseu224UmhtQuwD/z3/+U0QmTpxoLTlz5oy6XmZFRYVtU/U1DQA0AA8BgCZGfdgaP368j4+PKklOTvbx8cnPz9++fbs6itJsNm/bts3NzW369Om2y/bu3Xvp0qVms1m9hl6xjk6n27Ztm4g4XhPowQcffP3111WusJoyZYr12Ejl6aeffu2119LT081mc5Xnx3am/TNnzhw/fjwgIOAPf/iDbZ3Y2NgRI0ZYL6fX1EyaNGnSpEmO5W3atNmxY4faeaXUahBrtZQzM01X1dkBXD/upaXy3ntXqDN9unTtWlOFkyev3Eh9n2BywoQJy5Yt27Bhw4QJE1RJYWHhzp074+LiEhMTv/rqK7v66pfGU6ZMsS1MSUmZMWNGaWmptaSwsPDYsWO9evVSP365oqSkJOuB1kpkZKSIqPwmdZ11IjJ16lTHk65duHBB/ebZ7mQf6sssx2ddWx/k5WeWll1lI85bE9e5bgtevHjx22+/DQgIsNvioqKiRo8ebXsdQY0OqK1Ro0ZNnz79/fff1+v16nB9tTd+7Nix6ugAq/qaBgAaAAEeQNNiMpnUAdL333+/tdDPz2/kyJEbN258++23VYA/c+aMXq8PDw8PDg62Xdz2FGWnT5++Yh0R+fHHH0Vk1apV//d//2dbraSkREROnjxpW2j3+U9E2rVrFxwcnJubm52dHRER4fiMnGn/+PHjIhIfH2/9zsLqxhtvbLIB3tfXV32oVSwWS0lJiclkunjx4saNG2+//XbrB/daDaKVM0s5M9Pq3DjjXqVbbrklMjJy27ZtRUVF6vuyzZs36/V6a563VV5efv78eR8fn6ioKNtyb2/vdu3aHTlyxFpy4cIFEVFnGXBGTEyMXYndN3R1m3VWFovl8OHDR44c+emnn3744Yf09PTKykrHaqrDqvNNQQ0bRffu3W0DvEYH1FZoaGjfvn0/++yzjz/+WJ2y4Z133hGRe++9165mU5sGgKYR4AE0LR999JH6jHLbbbc53rtly5bi4uIWLVqcOnVKRNTZhqrjTB29Xn/p0iURsR5w61jBaDSqQzdFpHXr1o51IiIicnNzT58+7RjgnWxfPeW2bds6VlD7iBqCxeLUeeYtlmvflZ+tXLnyvvvusy0xGAyffPLJ/fffv2rVqpiYmCeffFJqP4jWQmeWcmYWVbms68c9MlKysq5Q54rPa/Ro6dv3CnWc2//pPJ1ON378+MWLF2/evFl9kVfD+efPnDljsViqTHGhoaGOAd7ui5gaWH9FX6W6zTqrl156aeHChRcvXrQ+Vv/+/UtKSgoLC+1qenl5+fn5XX1y29atq776XcH1zse9jtdRUltclRuFXaFGB9TOmDFjPvvss02bNg0fPjwrK+ubb74JDw93fPurr2kAoAEQ4AE0hKwns1xysXdH6vj5kJAQx0/kWVlZ5eXlmzZteuCBB0JDQ0UkNze3hqacqePl5RUcHJyXl1dRUWG7s7c61s9nttSHqrCwsDq3r9La+fPnHe+yXkkIIuLp6Tl06NB58+Y9+uijW7ZsUQG+toOoOLmUM7Oozo1f23H38JCOHa+2ET8/8fO72kZqLyUlZfHixe+88879999fUFCQnp6ekJAQHx/vWFMNUE5OjuNddqOmjmSu8vcOdVC3Wae88MILs2fP9vf3nzNnzuDBg7t166Ze7jp06FBl3nN3dzcYDFfZ4Yhmteukq6hVUeVGYffyq90BtTV69OjHH3988+bNy5cv37Bhg4hMnDixyl9j1cs0ANAAuA48gOtF1pNX2pt31crKyjZt2iQib7755vcO1LnE1Fm7O3bs6O7ufvbsWXVwo63JkyffddddeXl5ztQRkU6dOlkslmPHjtnVKSgo2LVr18GDB20L7W6KSHZ2trpsb7t27ap8Us6037FjRxE5cuRIRUWFXbUqLxt+rVxx73oD7n6vQc+ePeW3n+ZrNYi1WsrJWVTnxuV6GPfrT1JSUseOHdPT0/Py8tLS0qo7fl5EAgMDQ0JCysvLz549a1tuMBjsjnlWh89UN151ULdZJyLLli0TkY0bNz7//PODBg2yfllp/TG2LaPRWFhYWNtjQLQrOjpaqtko7FapRgfUTkRExI033njx4sUvv/xSBXjH4+el6U0DQNMI8AAaSM35vAHSu4ikpaWVlJSEhIRYr9lmKyUlRUQ+/PDDS5cueXl53XLLLQaDYeXKlbZ1Dh06tGbNmn379rVs2dKZOiIyaNAgEVm8eLHdwz377LMDBgxQXyhYvf7663ZB7oUXXhCRfv36VXdopTPth4eHd+nSpaCgQJ2U2OrChQvqjACwpX4ca7trq1aDWKulnJxFdWucca/BhAkTDAbDf/7zH5Vq1AnDqzRgwAARWb16tW3hu+++W1xcbFui8l5tD6aoQd1mnYhcvnxZRNS51q2ysrLOnTvnWFkF1Cp/vNMotWvXLjw83HGjOHv27MaNG21LNDqgjsaMGSMizz///MGDB+Pi4tQXlHaa2jQAtK2hT3sPoGlz7eXfR4wYISKOF+NRysvLW7RoISJLly61WCx79uwRER8fn/Xr16uTgZ86dUp99HnyySfVIs7Uyc/PVxls5syZeXl5FovFaDQuW7ZMp9P5+vr+9NNPqpr1O4Vbb7319OnTFoultLR0/vz56gDOPXv2qGpql4uHh0dpaWmt2lcpxcvLa+XKlepqed9//31iYmLDXUbOlosu/25V83Xg1YUGfXx8rJcbcHIl211GzsmlnJlFjWTcXcf2MnJKRkaGiCQlJXl6etqWO15G7scff/Ty8vL29t64caMq2b17d3BwsDrH4c6dO60127dv7+/vb/rtFc4cx85unlipn2y8/vrr6qaTQ+zYvjoX5qJFi6wtp6end+jQQb3CnDhxwnHNzJw509lVqX0rVqyw2yiOHDli/QGF7UahuQG1u4ycos7bp9hdrtKqCU4DQLsI8ACaCnUguoh89tln1dVRFxW7+eab1c358+ernOPv7x8TE6MW79mzZ3l5uXURZ+ps3bo1MDBQRNzc3GJiYtS5jtzd3d977z1rHRXgx44dqz5mRUREqKZ0Ot2zzz5r20m1uLoSmPPtm81mdTlrEfH29laHSrq5uS1atKhJBTml5gBvPVj6iy++sBY6s5IdP8c7s5TFuVnEuF8NxwBvsVji4uLUmnn++eethY4B3mKxvPrqqyquh4SEqHU4fPjwgQMHisju3but1dS1vg4fPmz36HZj52Teszg9f+zaT0tLU88rJiZm0KBB6vz5gwYNuvHGG0Wkc+fOb775pnXZhQsXisjmzZtrszq1Ta/XW19pvb291W5nd3d39fpvu1FobkCrDPAWi6V79+6qhaysrCrXSROcBoB2cQg9gKbinXfeMRqNERERfas/67U6in7v3r1ZWVkiMm/evPT09DFjxgQHB1+4cKFnz55///vf9+7d6+3tbV3EmTojR4787rvvpk6d2r1797Nnz4aEhNx7772ZmZnWD5FWjz/++NatW0eNGmU2m1u1apWcnLx169bnnnvOts7y5cvbtWt34sSJrF/OAe5M+zqdbsWKFevWrRs5cmRAQEBpaemgQYM+/vjj6n7625SFh4ervVu21152fhBtObmUM7OIca93anuXas4/b+uRRx7ZuXPn8OHDjUajTqebPXv25s2b8/PzRURdiE5RX8N9/vnndos7jp2TnJw/du0nJyd/8MEHAwYMyM3NPXLkSEJCwuuvv/7BBx8sWrQoKSnpzJkztodef/nllx4eHlVelaOx8vT0fO+991asWDFkyJDmzZv7+vpOnDhx165dd955p11NLQ5oldTlUfv06dOxmhNPNsFpAGiXznJ9nDEIAJq4IUOGfPjhh3v27Ln11ltd3RfU0bp16yZNmjRjxgx10ik0DpcvX9br9a1atbI9ebjZbA4LC8vJySkuLvb75UT65eXlkZGRSUlJO3bscFFna6e4uDgsLOyuu+5SP7Vo4jZs2JCSkjJ16tRVq1apEs0N6MSJEy9cuPDJJ5/Yld93331vv/32smXLZsyY4bgU0wDQFvbAAwBQP8wNeB1sNJg//elPERER6jBpqx07duTk5Nx0001+NpfB8/HxmTZt2ocffljlVcquQxs3biwvL3/sscdc3ZHrlOYGtEpFRUWbNm3y8PCo7kgTpgGgLQR4AADqx9GjR0XE9rh3NAIpKSk6nW7u3Lnbt28vKSm5dOnSv//978mTJ4vIrFmz7Co/8sgjnp6ea9ascUFHa2/16tU33XTTLbfc4uqOXL+0NaB2TCaTXq+fM2dOeXn5iBEjQkNDq6zGNAC0hQAPAMDVSktL69+/vzoRVA0nWYAWDRkyZOHChXl5eXfccUeLFi3CwsLGjh1bUlLy6quvOu7SjIyMnDdv3uLFi4uKilzSW+elp6fv3bv3tddec3VHrmsaGlBHI0aM8Pf3f+211zw8PObNm1dlHaYBoDkEeAC4LiQnJ8+YMUOd4Bqac+7cuW+++SYmJuall15S54tCY/L0008fPXp00aJF06ZNS01NfeONN44cOfLII49UV7lNmzYvvvhiA3eytubOnfvEE0/ccMMNru7I9SImJubPf/6z45cyWhlQR7GxsZ6enomJiZs2berdu3eVdZgGgOZwEjsAAID6VFpaWlFRERwc7OqOVMtsNl++fDk4OFhdsxA1u/4HVCksLDSbzeoqdM5gGgBaRIAHAAAAAEADOIQeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0AACPAAAAAAAGkCABwAAAABAAwjwAAAAAABoAAEeAAAAAAANIMADAAAAAKABBHgAAAAAADSAAA8AAAAAgAYQ4AEAAAAA0ID/B8WOG9+eyfc1AAAAAElFTkSuQmCC)
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