Gibbs sampling
ggplot2 is used for plotting, tidyr for manipulating data frames
library(ggplot2)
theme_set(theme_minimal())
library(tidyr)
library(gganimate)
library(MASS)
library(posterior)
library(rprojroot)
root<-has_file(".BDA_R_demos_root")$make_fix_file()
Parameters of a normal distribution used as a toy target distribution
y1 <- 0
y2 <- 0
r <- 0.8
Sigma <- diag(2)
Sigma[1, 2] <- r
Sigma[2, 1] <- r
Sample from the toy distribution to visualize 90% HPD interval with ggplot’s stat_ellipse()
dft <- data.frame(mvrnorm(100000, c(0, 0), Sigma))
see BDA3 p. 85 for how to compute HPD for multivariate normal in 2d-case contour for 90% HPD is an ellipse, whose semimajor axes can be computed from the eigenvalues of the covariance matrix scaled by a value selected to get ellipse match the density at the edge of 90% HPD. Angle of the ellipse could be computed from the eigenvectors, but since the marginals are same we know that angle is pi/4 Starting value of the chain
t1 <- -2.5
t2 <- 2.5
Number of iterations.
M <- 2*2500
N.B. In this implementation one iteration updates only one parameter and one complete iteration updating both parameters takes two basic iterations. This implementation was used to make plotting of Gibbs sampler’s zig-zagging. In plots You can implement this also by saving only the final state of complete iteration updating all parameters. Insert your own Gibbs sampling here
# Allocate memory for the sample
tt <- matrix(rep(0, 2*M), ncol = 2)
tt[1,] <- c(t1, t2) # Save starting point
# For demonstration load pre-computed values
# Replace this with your algorithm!
# tt is a M x 2 array, with M draws of both theta_1 and theta_2
load(root("demos_ch11","demo11_1.RData"))
The rest is for illustration Take the first 50 draws to illustrate how the sampler works
df100 <- data.frame(id=rep(1,100),
iter=1:100,
th1 = tt[1:100, 1],
th2 = tt[1:100, 2],
th1l = c(tt[1, 1], tt[1:(100-1), 1]),
th2l = c(tt[1, 2], tt[1:(100-1), 2]))
Take the first 1000 observations
S <- 1000
dfs <- data.frame(th1 = tt[1:S, 1], th2 = tt[1:S, 2])
Remove warm-up period of 50 first draws later
warm <- 50
# labels and frame indices for the plot
labs1 <- c('Draws', 'Steps of the sampler', '90% HPD')
ind1 <- (1:50)*2-1
df100s <- df100
df100s[ind1+1,3:4]=df100s[ind1,3:4]
p1 <- ggplot() +
geom_point(data = df100s,
aes(th1, th2, group=id, color ='1')) +
geom_segment(data = df100, aes(x = th1, xend = th1l, color = '2',
y = th2, yend = th2l)) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '3'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('red', 'forestgreen','blue'), labels = labs1) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA, NA), linetype = c(0, 1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
The following generates a gif animation of the steps of the sampler (might take 10 seconds).
anim <- animate(p1 +
transition_reveal(along=iter) +
shadow_trail(0.01))
Show the animation
anim
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GgC6BwC3IQAhZhkquHkhqhkuvhk9kmlQchlLvkfIXUEJKgBEwQA0AgCmBwlhJQATZgBkDgB1GwCTGACFrQCUzABFkQA0MwBa1wB4p5AozgCcQwEXT5f3aZEXjZH3q5bnxpEH55U4A5SQiBB76QB7HAAp+ZCn7QDKCgCmSglBFBDG/gC5mACRIgBG0QDIMAEaU5g6eJEamZJKvpdK1ZEK85VbEZSgNBDLiQBX5gA2cpBET/gAyVIAej6RGKkAeikAEVQAil4BDNmYTPeRHRiTjTSXfVSRDXGVfZWURkMAvCAAgVsJhPEAWgoAjAWRKDsAYZkASC0BDxCZHzaRH1eTX3eXn5ORD72WH9GRPF4AOZcARneQRDwAyvIAMuIQhJkAExgKIKEaElOaEVUaHHB5XHk6ECQZXNZpUeEQKCkAfUMKAn4AqcsJwzUQqEUAGt8AgvypSj5JTFZKPZg6MAoKPfxqMaQQag4AoocJxm0AmKkAIkyRBW0AFD0KRv2CNxuDoXOntUuqFh1qElEQJFgAwiKgGAsAZK4KICMaYMEQwSYAcJAaMZkTg8OWpSuj5vSpQY/2GUCPEFqrAJuAkGQ8AJhoAQfroQKdAGYGCkfeGkwwSl5ZSo+7OocuoRJqAEUXACEnACm6AKCYqpOjEIKNAGCEGoGGGoohpSpNpApsqHK1EKt8AIXcoCtMALctkQmfqnEiAJB4GrF6Gr5heBVzh6vxp8KdEDSpAJrNoEmVAEyfoQy7oQbyABPvCsoDpOuxpUvVpC18qGJhECSjAEnokJa/AKKUAR46oQISAEeYCuaQooa9o7bXqAbzqwy8eoF4F6sEAITSABmIAIq4AR+6oQqQAEAPuHxUelYdKuX0SBNzQSMmAHUyABHAAESpCvGVGxCREFNpCxHgSI8VSwG4GAZP/3rrf3ESlQBIzQARKQCMHgBUfIE1kABuE6ENA6lzJKETRqODSrETa7Ygi7fgprEZomCVoAniyQCYqQejyBCGAAs0cms0nmsVGEs9enET3gA0BQARzQBnZgAkTHE6dABGJ7b2Sbb9VafWuYsxdhC7TQpU/ADHgwbzzRCsJwtwWXtweXht/Xt2lLESHgA2YgASiADF2bkzphAhUgDYr7cIwbcWMSZHuIrRHxCEwgokeQBefphTpRrrfwuTU3rRu4txMIueEXEYogDEJQAUDAC1mnE54gAbAgu58XuqFnux0IslX0ECZgB0TQqojgrB6nE37QBCp7Gen6UevaVcobhGj/m7sLYQha8LBPwAR8Wr04MQYc8K/Gu3vI23t5qIalC68IsQpR0LsoG045kQcVcKnvu33x232Om37MW0cIkQI+kAgSwAK64Kn7hBNf0AR+MKjb+1Pdu1dmm0sHPEgGUQqc0AoS8ASV8J6yeRM+IAFFYMEByxNNmzlPmxFRe2NTe39VWxHX0QOzAJ6J4APZe8I2YQZJgKYaC4cci4ejq4dn8mt4kAdgkAGn8KA7ZhN7kAGoQMQxu7Ezu8Hb1MGRJAlr0AEVwAhvMFg2AQQoUAxYPLZaXLbfO5NefBPcsAlCIASZQAbtVBO+IAGgsBBJWxHSOsDnV8BYGMc0YQVDUAEo/0AIetCHMyEDNpAIPxzA5SfI1ErI1mrIMaEKldsE4TAGFsgSiFABmbvGeNvGeovJfFu/O1EE0fsCs1AKjkqxNSEHFRADEHrBW5XBJ8bF9aTJLPEKlfsCdpCss3wRLJsCRIAJrWvKi4vKjTu/j8vKNiEHQACxTBCrx2wRLAsK5gqfupxXvJwTDkAA5nzO6JzO6qzOtLjO7vzO8BzP8izPC9AA83zP+JzP8LyP9qzP/vzP87wB1wjQBI3P3HAKaakNA43OAmCPBf3QD60BED3R5qwJKBAL+FyKFL3R+ezQHP3R+ywA/QzRN5yEMYwRM9xkNfyBJV0QezAEackMJmwQ2/9cEfsaAmZwB9Sbyy18NCt9Rid9ESl9aj+thS0tEGSQCRwABlqQvjSNpTEnE4ggAdbAnOFcYuMscr5cUMAcEmMQAxzQATEgtAtR0/oaEylMCBHxxxQRyNAsuk1Dukv8EnoQA0Ig1kzaEGY9Ecv6BndgBrHK00Wspkcck28clV3NEcRACB0gBDHQyA+x1xKRqaHwAjZQuGt91SCX1V231RWV2BkRAqDAAhVACxDsEJIdEX6aAqcgBKVs1T29OEUdTUFtEUM9a7ONkCCpCoAgAVPw2hCR2hDhp3kgAZXQ1pq9dZw9eJ5dU+E7Em9wzU+gClYL1XPLEkqQAWsAyMkdeMv/XXm1XRG3nWy53ZH6NwabUAEsMAtHOxHCLa4s8QYoQA1yi9yx3TnlnVXhTRHjXXX5HZRn1wOdcAcdoAvNjMPWrXYrQQZNYAMAbN+DLbCFbXT7PRH9vXf/PZVB5wM2kAFDcNrVHcofMQZHwALFO5fdPXnfPX/NHVXPvRGCEL1TYAUvmOBeixKP8ARgIAe5muLxt+In2OJv9eIYQQZDIAFHIKj7Z+P9hxLEQAR3MLE9ft+vk+FVVuESceGNZ+WuiWnE0AwccAKoUN9LLuIb0QNmIAQrXKg+XoJA/mdYHhFavnxcbp2G5gOYUAFrQNZox+QxaBImEAsVELsl2eZg+OY9/ynkG0bkEiEJR04EwH16fj60JJECjJABxw2Rhr6TiI6oh32joF0QpZAFHYACTDDJfW7mGIEMEhAMM7jpbneo1xbnEDHn61fn+ilXSnAEGbAJeX2lqm4RMSABnvvqVB48uJ6Riv5ljM4Qg+AHEiAKUlyVwT4RIUALEuC+xh7hLpzs0UbrD2Hr9+ftVcpMIcAEd3AHWRDYwN6GHPEFjCABncB2sN56sp5u4O4Q4v6B5I5RqyAKEjAED86F1Q4RPYDQfUzvxz495N6xnz6lwIwHmZABR6AEV1fwDlEMU8ABVW109R6A974QGgAHHgAMBLEMfXBE+d4Q+76C/c49KQAKKP/QAZ0w04+H8QwxBk/QAdQ9cwtfPiw3AitAAUgwAY4wEFwwASq/7HHW7ANBBpULBDt98e5+EWRwBGAw7R7/8/XDcm6gDAeQAM5AASkPAEm/9A+vqB2cAkzQASfQ8WOF8wnxBk3AApG+lFx/QCwXCVAwEH8QCVtg9koP1Ew/aM2uCSULBKCcUHJ/EKtwAjawB9H28TUY8gmxA84wEAlAAkEg+GivyrdLzQTB9m7vCa3U+AXBC3eQBFM/cHm/RCy3BFVwCHQIAL8ACaTgBIMfTCvPEC2vhS+fEHsQvYzw6/mE+gPBCRxABMZfb6+/Riz3AcowAT8wEFBABxOw+7Rd+JX/Fr4hkAVC0ASE/knIHwJT7QpO7fzc7tNMJgZloJ9n4AGfL80GDLl7QA0Bj9mRhPrEcAoSEAMAEQLAQIIFDR5EmPBgAQMKHT6EGFFiAQcSLV7EeJCBgAAZPUYU8OPjyIcFFpBEmfJAx5QtMw7g6FKmxQERCoZgIqSJkpk9CT6A4FNowgYjJT3hwGkoRIZLnQ6k+HTpRpZSD474gUMrDgpUrFo0+VXoSrE9YVYt27ImwT1EJEQJlfYjULkyi3p8dYKFoLpQG/ZNGRUwSap9c+QwJqIFnCqBBi88+XgkWckez1a2bDNFJw42VGGOSBc0xrsYOXEQNWhw09EXBbeOWLgu/6RDANScAeBk0uiwsCVS9v3wcnDhEQaZkbCJGHGEopkrLC0xRAwJfmQ8Zv084WvtBmXLRVJ72jMAYnDwjtz9IHD1BIe3d++DBRgf8Ac6tw8gOsRisSTESEGy7PLjDr7v0nKhl18o+cEAFVZALz+C2IPvPfhkWCODKSSRED/79nPoKCGswWxA+wps78CyPhnGgw+uuWACUyKUEAAK27NQPTmSqCAPgToMqkYQEyrihCasAM1E+FBUT8W0EgCgAGd4aK03CW9UL0ftUBHChldsqtFD+IY0aLMKUlEtyb8kZLI7J7+awyAD1IDIEkdoUKEip6zMD8vutCTuEVckGKKYtf/CDFJCMgl6BIi3eqhyTQL1zO/NPT3wYAJMN13iPIcCoGGED+qobc/0+kSrwpi6U4WFO5QC4FAga9TPIUFs6KAS35Rsr03tLF1qBhJImGBYY3NQ4SEQbhhoERie4tM+P7UDtDUTCMlAlD3cA3NWIRViogJAtt1V0hMptQ/Yp0TCqJpdBrJgCYQSGKBee+/FN998G9BAX3//BThggQUmQIGBD0Y4YYAjEMBghR+G+N49EslgjQjujaCAiDfmON8HCOg4ZI430FcPR/3wQmSV911gZZcPboCBl2f+F4KGVUYgIweNAGCEVBGiJFkAtigEoQAEQDpppZdmummnn4Y6aqn/p6a6aquvxjprrbPOpgMWwNk6bLHHJrtsqsdpooNszGa7bbffhjvurBdNSAwqVpgAgGSosOAhd+GtJaEABie8cMMPP5yABRBnvHHHH4cccgIYiLxyyy93XAEBBsC8c88HZ4C6NsZAXIGVPkc9dcMfKEB111PfwPAsOEjCltdvb1xx3HevHGTef2/8AwEofx3diJTBIoALAEgjh0aUrWMgKJ41ldZpn6v2MT2Qi+HHg2TNT8z2Sgtl0CGW045X9Xx9Tl2nIAEGgOUBuESEh0D9xQEYSl0qWviuZ072AGMFG9yBRAoBn33Ep567EFAIoOiVuZZkvBStSi50WIT8BlKN/ypAJBA1KIEKoFS9GgGQOAKsCyeEkIQ3FIdWC+xOA1KACtrZYkkS7BUFm2TBtJSgFwZYXiDigA0aXelnWeLhY0pBCwm4An0OSSB8YKidcshCAox44vpwuD4duimJYtlAL2KENzUkqjL+a48Jg4NCsYxhChnQQoAgEsX2TJE5dkABGA54oi12h33Mcd9ToNACJ1wBNmhUjxp9w0arCKIJYOCJROioHjv65hFRkMCGaqQ+P3bxV18UCwMsMEpSFhFVNWLkU8IFCE1cZJLdqWRrlMCCDjCBbs/hZPo82T5QWoUSFJhAMIVpSmkd8U+9/IoMGHHF67iyW+Ez43OIsQkJEP8BFrXaZB91WaNADmUHbPjFFsQpTmL+z5jUQqZU9JCICqAiMy+MJnFecQQOdOJHt2ROLnG5S0Cm0ymRcAxxENkdRcImlT6BxRFQwIuPvFI7sVRiM8SliILgU6Da3Cc3/bmUXDghn6cqJio3KhRBnAATNmzoMxUYz9bI4QkZyASkKkorfeaTn8Tp5kx4sFNK0OEYl9jpTsuZxnNib6Q98UUHksChkTj0ORCtSwpyggmGHsSiwampQG8anJzK5AJfBWtY51cikJpTpEUVCioyIItioMSpzIFqWt7glihkcabZpOlWfdNVWn1koNopaGsOmpIUUCcKJkjJW4kT16+UIg//HGjCLRxy1XLlVaNoXUqcCjKnoSYSs2s8akp64AcJEMIlig0OY6WCiyRkAC4PoewhMWrTy6alAJjS1KY80KnOEvSziwwtSfBAhArASi0qlSJL+0KMGGQgCa+ISGwjZVkJ8bUlwiKWsYaFrN4C9rcGDe5HNPGCDvhiJqj1jWqH4oMmCIEQpZCIdHkzW63Wti7sEmhZiXrWp1jBSBQ9L3LrqNyySOIUmSRXfGlKX6zqFTbW7StG/vqcwI5msBlZBQqW6hP0wka9MgkBKu6AglnI0SLyVRN1KxXeCLtGv57l71CsgAJAjEEoHW7Nh1vyBmpIAAiG8AiKS8TgXTm4NRBu//FEXuzbGPskw4DQw1BwPBodk6QUWuAAJsz7ESGfkciHNPJokJxkpizZu02eySvu8AQ8LGXKoKnyR3hxhAqswa6kWbCK08ViMpfZet8VLJ8fomZRPMIpb8ZMnDEiCdI+AUko6bKAvlylMINmzH1WyISZU2HQXBgiuLhDoZ+C6MooWiIyyIMQUICKL7Qk0tiZNG8qjZlLYxohmiYOpzHjaYeAms1SIbVkTA0RH9ggA0OwsUtevZpYJ2nWlam1rQ2C6+DoujK8TgguOpAIL1gl2I8ZtkLeYEUiANgued7ksyUTbWkThNq+sbZksH2QImw7Lt4WMCUJnJJHZKICTbCDUP+WDZisNti+7UbJu2ET78fMuyBWuEMi7o1veAolBMEAg3ub6ZOB96XgRT44wkei8NYwfDAOH4gkmtAKQ4vl24MJN0EEkQoJtKGVS+l4XT4O5pCL3CMkH43JAYPyUACCBWRIy8sBE3NJDEECR9iyU3Iul51Tuuc+l7CZKQxoCwt6IF9ogxCgm/R8w3LfFylFFjqAgiwgVipTt22zS6Tux7Ab4UAHjdD74nBhZKA+clF6XxQdAk5gIgObiPJX4F6Wqsv66lgHi9Y3zfVOe10LEnBnXQJflzjfIgkSkIW5FY9uNtF9MHZvN94xo3fNC9oOFRt62R96doe8osei+IxcFi//lsY7+/GQj4jqK8N6wPO5CBw4hfcAL/un0h4hb3DUEexg4rTs/iu9n/vvgV8Syeea8rtm8RtQkIqNa575cHV+QSQhjAqwIBhu74v1rYL9M5oeMKiXtvAlQ/ykh1cGSbCBZIu9ipOIR4gBIbgDLbgz3SO9SdG+7cu07qu277u28PK3sTu581ss5ysFJjiBCogCIKsM+ZMK+hMQ++sL/LM1/XsM/iuLwVICCciDa9PA1Dq7ELADwwOCawINEoQWuau/B4TAW5NAeKNAeQutMWABImg1eavB9CKwFPCEVpCAWJAD2PDBPQHCExRC+0gABADDMBTDMSRDMuSXMkTDNFTD/zVkQzacnDaEwziUQzUUHgaIw1i4gz2Ywz2Mww84AD4ExEBMQ9YpQwaohM9LhCIQxEVcww1gxEcExAZYAEikRDmMmUrExDVkGDt8xCOciQQ4gFAUxVEkxVIsxQV4AFNUxVVkxVZ0RVc0gAJ4xVmkxVpkRQIQAFl8RW2QAHKwxV+sRQLYAGAkxmJcRQEwAFIkgG0ABAlIhW0wxmh8xQWQxmokRgPQAGvUxlpcAF3cxm9cxQbIRWtUgBUswoXzxJMbqT3oAD+wsCf0sETBwReQgET4O+bIwv7ZQuxAwbpQQUxjwcFwQZfbKBNIBRZos06DxxwLChw8gnqMJO3Ix6EwQf9+7MIhLIiABIyB/Ao2yoMMqCqFfCFzAAUbAD1cGJMGPJeLxEioOMeSS8eh8yc9uIMoMKiFBI1SkIYmqDkMHB+VnCCWbEmN7AuO9DZ/igEOYKp3zI9SmAWTlAW+UBSgzCGhxEiirAujBLZ0GgQhWINFwsnBIIYsYIEMAAJxSD/fmEihqMjV6Ee5+Mc+w0q50MpRSyda6AABZMrukIQYQIEMcIUrjLnqo0oussohnMu0qMtDQyYy4ADTAkvtsIIo4AAOGAKUAoDBLIu19Im2JLi3TIu4JLPELIvFdDNkYgQUaLmbZI4iaAMJOAFCSLyfSEssLMxOOkwIJE2xME0p66X/N6iATjihsJSKHpgFKkwCJig/2qQVzuwJz/Q40CwL0Uyy3fyK3ryxXqIFMFjAXSPOpTAEQjgB0IvI5qjN1nDOmYBOnZPOUPI6rLNOq8BODuslTBCGAPpOn9iDTBCCChgC0UsIzRSL9JSJ9aS69vwK6myx+JSK+TQLUJIDCdijyJQMJbAiMCAEEYQIAR09vEq33Nw+Bn0KBz0vUMKyiaPQvtCDLKDHF1DOi+BQqyBQlzBQ20JQq1DQCBNRpyBRmQAUIjAD7MlPksCFIeCADIiFW6A+iYjRt7vNbaqu9/S5HV2KHj2tL8KDCsgCIU0LL2CCZmSBGEC6uTjP0ZjRlqhR/8a7UanI0b6i0qGwUrX4okqQgARboyG9CFzoBiHIgDbwgSYciSZ9ijMNjH10SxAFvjcdi5jcuy9qhhOgFjyFiEdghs9jAUIY05QQVKl70oyKUkZNvZcMOlAtvp9BBBaIVKdYhSjoAA2xA/iSiU3FuU6lrU9tSSX7MzQbiFNNVZ8YhCwA02bI1JmQ1aEg1IQz1M9EVMhTVJ+I08T6Il7lUpnwglkwgwxYK2uAP58oVoGj1fqy1Vv1sxIi1f4zVVSdVpToAR8YAiGQgFbQgjRxim7luG81uHAVV4do1p54VreKVnTFT5IIAVUQBhR4Ol2w06eg1544VpJIU95b06doU/+aEtW8K9cX/CImyIBhTVGMsII1YAEJYAFkWAW5WNiZaNiRS9boXFb4rNjVu1iC/JlH6IBmSFeJ2IM8oMc7YARVUL6yONlz89DSa9kpfdnhi9mOBKUoOAFYvdOI+IIiiAEqRD5rkKmlK9MetFeQw9d83Y6j3b+kPcojsgIJ0JXhdIhQsIMhAAMJQAE/qITVBLesxYyU9auVZc+iFbl9nYl+JYlqSQVRcFrWPAhNYAYzqAAJsIE1UIVtLTW6HcGt5bmu9VrIyFUJqRZfqIA2WE6RHIgQeAVE+LwMIIJOaCEbbE7JtTrKrdyMBNsWFNutPCcf4IApaCuDggBFQAVXGM//OwACTpjNDUzdoXVA1m1dl7zc/BAgJRCCRJDbxzABQZCGNjDYDAAEZFCCwW2+4WUTvD1Qvb271xXI2LVLtCqCOziCWdDespCBIsgDM+gACTiTNfCB59U37iUQ77VR8A3V5LUPNrKCKRBZLbDfoSgFRagERCACDpAAIZgCQlAFYtg8k4VcybDbn9NfNeXf/BPfjSRfxvwtK/CDCugAZFAEQHWJENgDa8gDV+ARCXDbNtACXBjcCU6LoFU21XU84z1evpUJv22q4CKDNbiDBk6FTQgGQbhaqDUERVCFSuiEbngCd5WADhAFYcgCJZDX75FUwavgx7jgjHjY64tYp5jY/03q4KL84NOkvGK4hTwAApOU3ySYglgAAj+IgiiIgRjQBUKgBSAgglYYTxiGYQ4AhCHQAh/QhCVFoC7mvC8ejDCWsAyG2A02R/9VlXR8BF7IAkaIhSmYgid4giOwARbIoyMgglPYBEJghkrgBTkwBEaWJEemYPzlIz0zEClNCyhwBCyAgRmAljTOyjX2TWK+MVq+YUgGDEl2DUomY0t+ii0Igiv4gD7gGRIyIl3FEWQGWmWOPx32PR72jUOYEebBgmDGZBzR5b3jZrHAYVcD5+wTZ9j4gAIYCC6gnv4RZro0ZvrsZ7No569455RgZrBw5vkr46lY57RYBBoIKINwAP8DkOiJpuiKtmiLfgBkvOiN5uiO9uiP9mgNWACQJumSNumOXgCNPumVZmmQXgANaOmYlmmLFgCYnumbjukHwOmdXmkN0GmeBmqQtumgJuqNTumRxukDGAo+WIIlKAMAIAAjqIG+QQgHIICrxuqs1uqt3mqf5uqvBuuwFuuxHusFaACyRuu0Vuuw3gABOOu1huu4JusNMAC5tuu73moBWAC85uu71oC+Bmy4funAJmy0NuvCRmywbuu35uuALogBIAURmr99Vsx/LlHL9lHHloqBhrR4DsJ5bg0uiAbeo+zSxOwrPe3jIsCpJN6VBO3RUAEXkG0XOGdsPiXMXejlW+3//CjoiTjoEkzooThjNilt3kxtaD1ut9JshfXmuujt4PttaAluoRhuAinu60zuv81tstvtD/FsLnxtcfVhlwDihtruF1zueW1uBmztoAzvWx3vlihvyzhvl0vvpeBsknhupojuPZlun6juE7lu+czuIC7wlOrulGzvqnzvoRzwBj1w+o7wl7jvocjvkdjvkujv/vnvngjwJXnwEZ1wjEC5AUQUW74hXK6gEe+urdPmLKlwobhwLvtui2zwqwxxHmVxmqjvjoxxbl1vwlxww7xxxMzxKt1xSepxijvxbxly3Cxy3TxyOE3yiChxdk7wn3xyKF2xKheQKV/UF/+TH++J/xkPsho/1CgPUTB3Vi8XjiUHNjIn1iDfTDRXVjVPVDbnVzeHIjgfNTmPVTofUDtnWTxnVj3vWz5HID8/NEB3CTPPiAzX1w2nyA6fiQ/vFUT/YUVPiCs3vyxnIELPW0N32XRGIk5HCBvuZhSPIBXfIVSnOk0nb1g3CE/X7SZn7e51dS+idcaTdfnudfdgdDdz9JaAdDzbck/t8uMlQlM/pmAfCFV3Z0HvUF3/UFI3WmdHJ2iPlWLXVGqXUVH/Xmzf219XCW63de7Gdd4W9/0l9/DVdqNCd29HiWO/CEnPNEpnS0uXCUxfH3NHifl+iWGXMnonCXs/sXbX4HfvX3IV8/9e9ZZcz99d/yRuL0GAJwmBJ3GCP2ZQjyGFr2SG5+B4DyCO5zCDD1Rwd9Jkr9VlZ/Zpw/jJQHeTB2iPl0iQf2aRv2SHx+15t/nnwPft0PfO5HeX8Hc/ivmP0HhXovkA+3l8xHmEhma5THqPWHoe9/l1926WB1eXf3l3q/qMuHolz/qIZ3euv1ev//ooCXuMGHsrb/rMfnriCPpbG/rnLPqWOPr0afuLePs5ivvTQnkyZXUtonhesnh05nnlDXzV1noFt3ai1XmA7HuL+Ps3L3toKnw/unv1zPuU2HtcqvzfmPnMX6nNT5/OL9DPR4nQ/yiSP6HGT6zB9wiEVzC051r/tW8xqwZsr07s39fqwwb+4V/s4Sf+ujZ+4Nfr5Af+v2b+xB7s50fsvZb+wi7+vh78BND+7ef+7vd+7zeJ7xf/8Sf/8jd/8//D81f/9Wd/8t8IBGj/+Jd/9WcACJj/+8d/70/F/Od//G+A/geIBAIHEixo8CBChAUMJGzo8CHEiAUCRKxo8aJBBQIQYEwI4CPIkCJHkixp8iRKlAUWpGzp8uXLAwFg0qxJc4CAmTZ38iQ5IELPoEIfQBBqdGeDo0phLlzqNGUBB0+nkmSQkyrWrCJXas0qsytVnDrBOv1JdirRs0+Tql3atK3SqHCPWh07965LrniDft3LU6zfv0AD/+9MS9gm28M03ypmKrXxy7qQFeud3LKvZZSAM2sezPmk4c8mE4smybj0SLmoR0pe3baya5CYYwPYTLu259uhb5Omfdr349utb3eFTXt2bNu0zRIHsJt279i/pQenPbw5VuOxkbtWnjw37eexo7ueXr567OvYp2p3zX219+7gY4t3TX61efzoXatf77T9au+hFh9887lW32r3oZbfgvut1p9/cbHUnIClETiggashiJqCpTHooYOoQRihUQCiVqFoF1qYIWobltahaB/GGGJpI5IYlImlofiZiimyWJqLosH4mYxE0iiajTfylKNoO3LWI48/ihbkZ0NyVuSVR36WpP+SNjH5mZOZQfmklJ9RyZmVmWGpppaccdnlYhMSF6ZlY4pZJmdnZpamZWv22WZmb8L50pec0TmZnXXimZmelvE5mZ+QAmqZoIO2VGhmh0KWKKKLWtboZI9CFumok05WqaUqyXmbpo1xuqmnk4EKmaiNkWqrqZChmqpJmFrWqmKvuhorZLM2VitlBmCnmnBX8dqTr5MBe5iwwRLbmLGKIXvYrZTl2tiuz6a26nF2JefsbcwRl+1h2xLWLbffKhauuCFFC9m0hFVL7bWKsUuYu4HB+668h9Fb70f3NpZvYPvq2+9h/wYWsF8DC1wwYQcjrLBiDPvlcMMQEyaxXxTvZXH/xRgHpnG9HB/m8V4gfyxyYCTvZTJeKJ+ssl8si+syYTDjJXPMNPtlM14436Vzzjzv5fOzQAcm9F1ED230XkjfpfRcTC/tNF5Q8yq1X1TPZXXVWOOl9Vxcw+V112DfJXaqZO9lNlxon632XWzD5fZryjbHrHXoIswUuduZ253h32Hnd1uAqwX323LPRbelduOFd1t65833XJCrJflZlL9mOVyYD6r5XZyr5XnnoMMl+lmkk2X65Ki3pTqcrM/l+lmwvy57W7STZTtYuJeuu1q8d+k7XMCTJXzwxKtlPFjIFyc4cYSn1/jhlybu3uLwgV/g40U1p71Wyt/O/FnOKwl9/1vSg0X99NafhX1X7GflfvLgRxb53Yh+arFfV/B3P/2RhX9a8V92uHcb7/HnfKL5wBmKM74AlW9AFlxR+rADQaoAsDgCBAsBtbKLEmgQOwjUigITyECwODArI2SPBIHTnBRiBQo1YGH7NniiDlrogz4K4fqWlUPq7NCIk1lADSwBxJEkYABWvCIWs6hFLTZAA1v8IhjDKMYxjpEACiAjGtOoxjBGQABnXCMc40jGCBRAjna8oxYfQAA88vGOG+gjIOHYgAUEspBobAADDKlIMELAjYBEQFcSAIMyiGGKIgmAADKpyU1yspOe/CQoQynKUZKylKY8JSpTqcpVsrKVrv98JSxjKctZ0rKWtrwlLnMZS9vxYQlLKMMZ/gCASpokAMY8JjKTqUxlEmABy3wmNKMpzWlOkwAMoCY2s6nNaGpkANv8JjixqQCZhLOc5kzmAyZyznWWcwPsfOc3mwnPeWJzj/S8JzQ/IIBrsvOEIRlFEIIwCRcEYQP/E6KOiJgiJ5IJicS54VNK2D5/aoWHWCFmEF2oUB4x9E4O5Y0Sl0XRrFiUKhg9qEabE0MYzrArNcQKRP+zxPM0caPhG1dKibPSrKhLN+p7aEgHN1KslHRZCG2STcXUUUV9FDpB7d5QqVLUwR0VTEmt01I71dTxPHWCUZ3KVLtXVUNdFVFZhdX/Vu3TVR0SJ6wTHGumyrqpsw4rrQlaKxPbStfwGfAsL+TpXvllVw7hlaZ6letN+0qWv2Jlp41tqVZeSpWYumWm+qnpTRGX03QF9mGDfVFhL3vYzBIKrr9CbLA6G7LPCim0DcIsacW32eWodmasrZJrQQTb2KpqtudCrWCbI9mpUDYuln3taHnbWwoBV1+1Ldpt0ZTbGe1WuSVhAGRJ+tWnBOAA23VKAAaAHQiItzkfwA520ZuA5nR3vdZ9L3zjK9/50re+9r0vfvOr3/3yt7/+/S+AAyzgARO4wAY+MIITrOAFM7jBDn4whCPMYAxKmCRQcAQWYDCDCoPEEo6ggQq+/xvfC2d4wxwWCYX1u8ITg2QLQbjCB/pghBMHgAYj+EAdDsHij7gYxjLeMUhWnF8fWpLDhzDFR9KAhROD4AYfWQQMgHzkJC8ZyETOLxSlCOQPFOAjXIgyh6uxi49YYAlb7jIAvgzkLBd5vpKkZJtPvAgaBOLElFABjwsBZJDMuc4sfvNJ49vLXwZzmHFu8KDLAAACGKEGFmCxmMlciz0z2tFALnSg6QtQgRLUoCceAClU4F4m1+EjUAAzi0Et6j1veqAFzW+mK8yFaOy5xr9wAAx0vONZ71kksa7vryOsAhcQ2wVV5nAgfrjqHQ+72MfecbB7Le1pU7va1r42trOt7f9tc7vb3v42uMMt7nGTu9zmPje6063udbO73e5+N7zBPQM0X4AHLpl3S+qA5njzu98IJoEHPlJvlwA8JTyYwAP8rfCFB7jgABh4SxxekkuogQIIZzjGM37fH0xgAnN4uBNyEYkdUOIjDShBFSKhjDQAgOMeB8AnoIEESORgBB/hgQdqcHGN87zn1nX4BejghECwgQIMAEAvcsAFYGCBCspy+DB6cYhD5OAHIQHBzn2u9a3XC+jH+MgvJmABKFxAcAFYAZ4LngAP/OIjxsDB1bPO9bnT/UZAvwSPxd6CCVyg7xeYwIwd/gFKTEMNIoA7SLCe8LozvvHEAbq9AbAFsTv/YQUkKXgBuvCDZ5yhBYj/iOIdL/rRiwbyebfAFSbg5zQkw+YFd8YFJgSHzwMg9KS/Pe4JkwNsKAvik3+0GuJQDapTYSa7N8DBVSAGJ1SBAgJIvNxzL/3pg0UFOFDDwyP/ewBAYAl0EEEjHg0A62PfFCvAwSQCMQyrgz761H8//OMv//nTv/72vz/+86///fO///7/PwAGoAAOIAEWoAEeIAImoAIuIAM2oAM+IARGoAROIAVWoAVeIAZmoAZuIAd2oAd+IAiGoAiOIAmWoAmeIAqmoAquIAu2oAu+IAzGoAzOIA3WoA3eIA7moA7uIA/2oA/+IBAGoRAOIREWoREe/yFWUIASRoIbWEJsgEAv4MAOlABQOMAkUEU07IBOWCEAjIAO4AUIfOFhGMMO0EEN6MQiUMEKkEIHAYNIKMAEeBoA3ICTicAFKGEcOAMAKCEFMKETIqGAUcCjEUAf4MDiAcDRcQYCoB0EiMESYF8AUABVQEIiAkAkdqEYzkUYokQlasUIiMAnRIAb9EFt0MEhHAArwAEAXAEJDEMJzMQZfF1IwKEc0iEAiECdQYAHQEIDCOKiFeIhAiJpYQAG1IQvfkQQGAEIKEMNuAEAHEMViEAObEEX6FgdVMFHrMAI0AASrMAonMUvUMB5OceSQcMEJAMAXAIVVAEbKAAAtMAkUP+BCMzBFtQGN3qjSMBBGdLAAQAAFkxAF+iEObbeDzjCDuSAoqXjOrZjSAzAPX7jM0bjNHbhD5AAEsyBE3QByb1jPM5jPW6iQrKjOy5jM5LFMVSZE+QAAFQDK3wEJXxcLTgBAAQBFyDAHIwjSNAiSNgiLn6EAlxAGRzjTM6YMGYWMR4lTQhlCzQCCFDAHwTAFUCCBTBAEBwDKSBZDkTCFvzCCsABK0BAIFBAP5JFHPSCEyTGJW6BCKBBjZnZ3vEBAtQA9nklWIolSFwBEgTCAEwCrQGAJILEJY7ABMBBAiwBDUjeWrZlSNBlWB5AVE5lVXbhBCwCBMTBDzCAE1zDO07/AFzKZe19oVqyJQ2YWVM+JVkYQRB8hDNg4x+wwUegwTAAQCCQABWwAQL0gSq+YRzuZB3W2QeMAgUsgFI2QlEa5VEWI0wI5RnoAAjQwUcMgAZIXhDUgTPkQgBUQSE4gzEEwSXEARSMmkmgQxiMJ3mWp3mO5zecRAPAwA9cwBw44SWqAPbVHty1gEoCQC86QHd+p0h4gCN8RBnEpl+GRGBCgnidAXHKJ+jR3n66F3RKZ6mNwA58RCF8YwOIwDveZ35uooLSZ+0550lkQQWMKImWqImSKC+YBBSIwAhsQVYCgCmQAtghgUhsQC6Ap09OAB9SwAXUIQVAwgVUgUwqZyYW/yfCHCdyvsRwggA61kYN0IEOsEIdbAAOjIAy9EEdLMFTwkAVIAGqlYQUhKmYjimZiuk5tMQW1EEkKMAlwsAKdA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p1
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)
Highlight warm-up period of the 30 first draws with purple
p1 + geom_point(data = df100[ind1[1:30],],
aes(th1, th2), color = 'green')
![](data:image/png;base64,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)
show 950 draws after a warm-up period of 50 draws is removed
labs2 <- c('Draws', '90% HPD')
ggplot() +
geom_point(data = dfs[-(1:warm),],
aes(th1, th2, color = '1'), alpha = 0.5) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Convergence diagnostics
summarise_draws(dfs, Rhat=rhat_basic, ESS=ess_basic)
## # A tibble: 2 × 3
## variable Rhat ESS
## <chr> <num> <num>
## 1 th1 0.999 136.
## 2 th2 1.00 139.
neff <- apply(dfs, 2, ess_basic)
# both theta have own neff, but for plotting these are so close to each
# other, so that single relative efficiency value is used
reff <- mean(neff/S)
Visual convergence diagnostics
Collapse the data frame with row numbers augmented into key-value pairs for visualizing the chains
dfb <- dfs[-(1:warm),]
Sb <- S-warm
dfch <- within(dfb, iter <- 1:Sb) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
Another data frame for visualizing the estimate of the autocorrelation function
nlags <- 20
dfa <- sapply(dfb, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
data.frame(iter = 0:(nlags)) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
A third data frame to visualize the cumulative averages and the 95% intervals
dfca <- (cumsum(dfb) / (1:Sb)) %>%
within({iter <- 1:Sb
uppi <- 1.96/sqrt(1:Sb)
upp <- 1.96/(sqrt(1:Sb*reff))}) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
Visualize the chains
ggplot(data = dfch) +
geom_line(aes(iter, value, color = grp)) +
labs(title = 'Trends') +
scale_color_discrete(labels = c('theta1','theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Visualize the estimate of the autocorrelation function
ggplot(data = dfa) +
geom_line(aes(iter, value, color = grp)) +
geom_hline(aes(yintercept = 0)) +
labs(title = 'Autocorrelation function') +
scale_color_discrete(labels = c('theta1', 'theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
![](data:image/png;base64,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SWlr7//vslJSUjR478i/knTJiwaNGiEMK11177r3/969ChQ2vXrl27du3ChQsnTJhQv4bCwsLCwsK6P3fu3LmioqJp3pYWpSXvUU1NTbdu3fr27XvOmusmqa2tbeT3BoAGkgQAYnD69OkQQseOHetHli9fXvdpftNNN+3Zs6ducOPGjXVVtmnTprqR6urqrl27hhCmTZtWXV2dTCZPnjw5c+bMRCLRqlWrXbt2nW/+r776KoTQpk2bjz/+uG6kpqZmwYIFIYRu3bqdb50ZGRkhhO+++65Bzz4OsexRvenTp4cQBg8e3BBnD0CjcwUegCva6Q//J3nieJO93NWj8kND32GeSCRWrFhxww031P313nvvHTp06MqVK7/99ts77rgjhFBYWFheXv7UU0/Nnj277jFpaWkvvvji/v37i4uLX3vttcWLF//pzFu3bm3Xrt3TTz/98MMP142kpqZOnDhx1qxZBw8ePHHixDl3iTeG0p+O/O8v595q3nj++59dB7Zv1+DTtsw92rBhw5w5c0IIU6ZMacCTBaDxCHgArmhndm5PVvzcdK83Kr/Bp8zKyrrtttvOHunevXsIoe5qbQjho48+CiH88XePjRkzpri4eOPGjeebedy4cePGjTtn8Keffjp+/HgI4cyZM5e79Iuw7f+qV/7cdDfkj/pHRmMEfEvbo+rq6lmzZr366qu1tbUzZ8687777Lul0AGguAh4A4tarV69zRuq/Vl1n9+7dIYQlS5aUlpaePV5VVRVC2Ldv31/Pn0wmv/nmm+3bt+/du3fnzp3r168/efLk5S/7itKi9mjVqlUFBQUHDhxo167d66+//uyzz17KqQDQnAQ8AFe0q5/9r9AkV5L/rRF+Qnt6evpfHD116tSRI0dCCG+//fb5HnD69Olzfjh5vfnz58+ePfvw4cP1r3XPPfdUVVX9+uuvl7fqi/X8P7uNv/66pnmtEMI/0q5ujGlbyB5VVFSMHz9+5cqVIYQRI0bMnTs3MzPzUs8FgGYk4AG4oiU6/lVZ/Q2kpaVdc801R48e/f3339PS0i7puXPnzp02bVqHDh2ef/75Bx54oH///nU/oK5Hjx5NFvDXXJ16zdV/83+uNM0e/fDDDzk5OeXl5TfffPNbb7111113NeQ5ANAk/uafiADAjTfeuGnTpl27dvXr1+/s8crKyq1bt6anp/fv3/9Pn1hUVBRCWLVqVV5e3tnj9d/cpqE09h4dP378oYceKi8vHzt27KJFi87+FXcARCTlwg8BAGJ2//33hxDmzZt3zviMGTMGDRq0evXq8z3x559/DiFkZWWdPbhnz57y8vJGWOYVrbH3aNmyZTt37hwyZMjSpUvVO0C8BDwAxKSqqqq6uvqSnjJ16tROnTq98847kyZNOnbsWAihtrZ24cKFRUVFbdu2HT169Pnm79u3bwhhyZIl9Uc3bNiQl5eXTCZDCHVT8UctcI+Ki4tDCAUFBbXn8Z+fLQBNSMADQByuuuqq9PT006dPDxgwYPDgwRf/xI4dO5aWlnbs2LGoqCgjI6N3796dO3eeOHFiSkpKSUlJjx49zjf/Sy+9FEKYNm1a7969c3NzMzMz8/LyevToMXDgwBDCgw8+uHz58oY/z5i1zD2qqanZsWNHCCE3Nzf1z/Tp06fB3woAGoOAB4BovPnmm5mZmd9///2ePXsu6YlDhgzZsmXLuHHjbr311oMHD2ZkZIwaNaqsrGz48OF/Mf+wYcPWrVs3aNCgX375Zfv27f369SsuLl63bt2cOXOysrIOHDjgXvo/aoF7tH//ftfYAf4eEnV3WAEAAAAtmSvwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEAEBDwAAABEQ8AAAABABAQ8AAAAREPAAAAAQAQEPAAAAERDwAAAAEIH/B3duHgEs8J6rAAAAAElFTkSuQmCC)
Visualize the estimate of the Monte Carlo error estimates
# labels
labs3 <- c('theta1', 'theta2',
'95% interval for MCMC error',
'95% interval for independent MC')
ggplot() +
geom_line(data = dfca, aes(iter, value, color = grp, linetype = grp)) +
geom_line(aes(1:Sb, -1.96/sqrt(1:Sb*reff)), linetype = 2) +
geom_line(aes(1:Sb, -1.96/sqrt(1:Sb)), linetype = 3) +
geom_hline(aes(yintercept = 0)) +
coord_cartesian(ylim = c(-1.5, 1.5)) +
labs(title = 'Cumulative averages') +
scale_color_manual(values = c('red','blue',rep('black', 2)), labels = labs3) +
scale_linetype_manual(values = c(1, 1, 2, 3), labels = labs3) +
theme(legend.position = 'bottom', legend.title = element_blank())
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PZbJ4/f/6t26s9osceeywoKCgoKGjhwoVlviQuLk45clFRUXp6enlHBgAAALSLAv4306dPt00Pjhs3bsGCBeXNV6ekpAwfPjw3N1dE9Hr9G2+8UXKv7d5dyv3tSjl48OCnn35qz9yVYPdItnuPnzp1qswO+/bte++99yo+SDVuBBAQENC/f38RycrK+uqrr3788UcRGThwYJMmTUr19PLyGj9+vNJ+4oknlDerlC1btii3HjQajWPGjKlkhpqPvS6MooZj6dKlS0xMjIgUFRW9+uqrt3ZYuHBhmces9oi6du2qNMr7kGLPnj15eXnKq8q8fx4AAACgdRTwv3F3d//3v/+tLKQvKiqaMmVK7969Fy9erNzvWtl44MCBmTNnRkVFHT9+XNn4+uuvl7prva3S+Oyzz0rNFn733XdxcXG18ZS1itk9ku2TjvXr13/xxRcld+Xk5MyePbt3797K2mwROXnyZJkHuX79en5+fpXOKyXWnz///PPKRwClbvxmM2vWLD8/PxHZu3dvr169du7cadtlMpkWLlz4wAMPKAOfNGlSQEBAJQPYZeyqj6LmY3n33XeVG+YvWrRo/PjxttvL5+fn/+1vf5syZYrRaFS2lJrbr96I+vbtqzQ2b948atSoM2fO2F5lsVjWrVsXHx+vfDly5EiDwVCl7wMAAACgDVb83qFDh1q2bFnqu+Tj4xMUFOTiUvrzjueee+7WI2RkZNxxxx22Pu3atUtISBg1alSrVq2ULXq9vnnz5iLi7e1d6rUzZ85U+ijz/7dq27at0uH8+fO37rWVWJ07d7ZXpEmTJil9li5dWnL7qFGjbAeMjIxMSEh49NFHe/To4e3trWwcO3as0tDpdCNHjiw5IqV+E5Ho6Oinn35auQu6wjbjunHjxjK/A1lZWbbKUEQaNGiQn59fZk+r1bpq1aqSz1Rr1qzZ3XffHR0dXfKSh/79+xcWFpZ3hDLVZOyOHMXUqVOVvV988UVtjOXDDz+0vVan00VGRkZFRdmifvbZZ0ojNDTULiOy/Sgqp2vWrFnfvn2jo6NLPjcuMjLy+vXrFb99AAAAgEZRwJfh8uXLEydOLPk47ls1b9582bJl5R1h69atFTx5e/78+cOHDxcHFvA1iVReAX/9+vXevXuXebSgoCDlm1Pyo5D27dvbXmtbRK3w9/e37bptAW+1WpWoiilTppTXTbFhw4aQkJAyc7q6uj7++ONZWVkVH+FWNRm7I0dRmQK+hmOZO3duyU8iFHq9fv78+RcvXlS+bNeunV1GlJOT89BDD1XwSLwBAwacOXOm4u8kAAAAoF0soS9Do0aNFi5cePz48bfffvu+++5r2bKlr6+vm5tb48aN27dvP2nSpOXLl6emppacuiwlNjY2NTV19uzZMTExJS9sDgwMXLFixVNPPeWQcdRuJD8/vx07dixfvnzIkCERERFGozEwMLBv377vv//+iRMnlG/OihUrevXq5enp6evr27FjR9tr582bN3369NDQUDc3N29v71LXINxWySu9y1t5btO/f//jx4/Pnz9/0KBBISEhRqMxODg4Li7u//2//5ecnPz555/7+vpW6exSs7HXnVHYZSxTp05NSkp66qmnQkNDjUZjSEjImDFjdu/e/dRTT2VlZSl9Ss6Q12REnp6e33777f79+ydOnBgbG9uiRQuj0diiRYu4uLgnnnhi796969evb9GiRfW+DwAAAEDdp7NW/UZiqKrs7Oxjx44ZDIb27dvfug5fFXUwEpzMunXrBg8eLCKTJk2yLacHAAAAUG0VrRKHvfj4+ERFRamd4nfqYCRoSHZ29pNPPiki/v7+ZT4uTkS2bt2qNMpcgAAAAACgqpiBB1Adbdq0Ue65cPTo0VsvgsjJyQkLC0tPT9fpdOfOnSvvcncAAAAAlcfaaQDVoSyPF5FHH33Udrm74vz58/369UtPTxeRYcOGUb0DAAAAdsEMPIDqyM7Ojo6OPnLkiIj4+fnFx8eHhoZmZ2cfPXp0586dymPhAwICfv75Z24sBwAAANgFBTyAakpNTR07duzevXvL3NuuXbsVK1bceeedDk4FAAAAOCsKeAA1smrVqsWLF588eTI1NVWn0wUGBkZHRw8dOvShhx7iAQcAAACAHVHAAwAAAACgAcyPAQAAAACgARTwAAAAAABoAAU8AAAAAAAaQAEPAAAAAIAGUMADAAAAAKABFPAAAAAAAGgABTwAAAAAABpAAQ8AAAAAgAZQwAMAAAAAoAEU8AAAAAAAaAAFPAAAAAAAGkABDwAAAACABlDAAwAAAACgARTwAAAAAABogF7tALi969evi4irq6uPj095fR555JHk5GQR2bx5cwXd4HgFBQV5eXn+/v5qB0GVFRUV3bx5U0SMRqOHh4facVBlOTk5VqvV29tb7SCosvz8/Pz8fBHx8vJyc3NTOw6qLCsry2g0uru7qx0EVXbz5s2ioiIR8fPz0+l0asdB1ZjN5uzsbG9vb72eKs9p8dbWdVarVfkzWrH09PR9+/aJyNWrVyng6xSLxVKZdxB1kO23j/pBo8xms9VqVTsFqsP2l9NisaidBdVhNpt57zTKbDYrv31Wq5UCXouKior4f59zYwm9NqSlpT366KP9+/d/7bXXyuzQsGFDpXH16lUH5gIAAAAAOAgz8Npw8+bN1atXi4ivr2+ZHQICApRGZmam42IBAAAAAByFGXhtcHEpfqfKW5Bmm4GngAcAAAAAp8QMvDaEhobu37/f19fX09OzzA4NGjRQGiyhBwAAAACnRAGvDW5ubqGhoRXcyZwZeAAAAABwbiyhdxJcAw8AAAAAzo0C3kkwAw8AAAAAzo0l9E4iKCiof//+AQEBPXr0UDsLAAAAAMD+KOCdRGho6IYNG9ROAQAAAACoLSyhBwAAAABAAyjgAQAAAADQAJbQa0NhYeHatWu9vLwaNmx4zz33qB0HAAAAAOBoFPDakJ+f/9hjj4lIjx49du3apXYcAAAAAICjsYReG1xcit8pi8WibhIAAAAAgCqYgdcGg8Hw3HPPGY3G4OBgtbMAAAAAAFRAAa8NBoPh1Vdf9ff3VzsIAAAAAEAdLKEHAAAAAEADKOABAAAAANAACnhnY7FYcnNz1U4BAAAAALAzCnjnceTIkSZNmuj1+scff1ztLAAAAAAAO+Mmds7Dx8fn0qVLInL58mW1swAAAAAA7IwZeOfRuHFjpUEBDwAAAADOhwLeebi7u3t7ewsFPAAAAAA4Iwp4zYiMjAwICGjfvn0FfZRJ+CtXrlitVkflAgAAAAA4AgW8ZmRnZ1+7di0zM7OCPoGBgSJSVFR07do1R+UCAAAAADgCBbxmNGzYMDAwMCQkpII+SgEvIhkZGQ4JBQAAAABwEO5Crxn79+/39/evuE9QUJDSSE9Pb9euXe2HAgAAAAA4CDPwTqVJkyZKIz09Xd0kAAAAAAD7ooB3KhTwAAAAAOCsWEIveXl5akeoiO1+8haL5bZRAwIClEZaWlodH1f9YTKZpM7/mKFMZrNZaRQVFfEOapHyDvLeaVFRUZHSKCwstFgs6oZBNVitVv5yapTtNy4/P1+n06kbBlWlvH0FBQW2v6LQBDc3N72+soW5jueNXb161Wm+Cb/88sv69eubNGnSrl27sLAwteMAAAAAACri7e3t7u5eyc4U8HWd1Wq9evWqiOj1+tvexA51UF5eXk5OTqNGjdQOgiozmUxZWVki4uHh4eXlpXYcVNmNGzesVqufn5/aQVBlubm5ubm5IuLj42M0GtWOgyrLzMx0d3f39PRUOwiqLCsrS1k8GBAQ4OLCxbYaYzabr1275ufn5+bmpnYW1BZ+LQEAAAAA0AAKeAAAAAAANICb2GnGvHnzbty4cf369U8++UTtLAAAAAAAR6OA14x//vOfx44dE5H58+dzSRIAAAAA1DfUgZphK9p5oA4AAAAA1EPMwGvGnDlzlAbT7wAAAABQD1HAa0ZUVBSPkQMAAACAeou5XAAAAAAANIACHgAAAAAADWAJvbMpLCzcu3dvWlqa0WgcNmyY2nEAAAAAAPZBAe9s8vLyYmJiRKRr164U8AAAAADgNFhC72z8/Py8vb1FJC0tTe0sAAAAAAC7oYB3Qk2bNhWRS5cumUwmtbMAAAAAAOyDAl4zUlNT9+3bt2/fvsLCwop7BgcHi4jFYklPT3dINAAAAABAraOA14wXXnghKioqKioqIyOj4p5KAS8iFy5cqP1cAAAAAABHoIDXDBeX4jfLYrFU3FNZQi9cBg8AAAAAToS70GtG7969AwICRMTd3b3inrYZeAp4AAAAAHAaFPCaMX36dH9//8r0tBXw58+fr81EAAAAAADHYQm9E2rWrJnSOHfunLpJAAAAAAD2QgHvhJo3b640KOABAAAAwGlQwDuhJk2aGI1GV1dXngMPAAAAAE6Da+CdkE6nO3XqVGBgoF7P+wsAAAAAToICzznZniQHAAAAAHAOLKEHAAAAAEADKOABAAAAANAACnjN+OCDD6KioqKiovbu3at2FgAAAACAo3ENvGakp6fv27dPRDIzM9XOAgAAAABwNGbgNcNgMCgNHg4HAAAAAPUQBbxm/N///V9mZmZBQcEDDzygdhYAAAAAgKOxhF4z3N3d/f391U4BAAAAAFAHM/AAAAAAAGgABTwAAAAAABpAAe+0Nm7cOG7cuF69eq1evVrtLAAAAACAmqKAd1pnz55dsmTJTz/9lJycrHYWAAAAAEBNUcA7rZYtWyqN06dPq5sEAAAAAFBzFPBOiwIeAAAAAJwJj5HTjNOnT+/duzc3NzcqKiomJua2/Zs1a6bX64uKik6dOuWAeAAAAACAWsUMvGYcOnRo8uTJ06dP//777yvTX6/XN2/eXETOnTtXWFhYy+kAAAAAALWLAl4z3NzclEblq/GwsDARMZvNZ86cqaVUAAAAAADHYAm9ZrRr1+69997z8vLq0KFDJV8SFha2YcMGETlx4kR4eHhtpgMAAAAA1C4KeM0IDQ2dPn16lV6izMCLyMmTJ2shEQAAAADAcVhC78wo4AEAAADAaVDAOzMKeAAAAABwGiyhd2atWrUaPHhwWFhYt27d1M4CAAAAAKgRCnhnZjQa165dq3YKAAAAAIAdsIQeAAAAAAANoIAHAAAAAEADWEKvJSaT6ebNm3q93sfHR+0sAAAAAACHYgZeM65cuWIwGAICAgYPHqx2FgAAAACAo1HAa4abm5vSKCwsVDcJAAAAAMDxWEKvGUajsWvXriLSpk0btbMAAAAAAByNAl4z3N3dExMT1U4BAAAAAFAHS+gBAAAAANAACngAAAAAADSAJfT1wrVr15KTk11cXHr16qV2FgAAAABAdVDAO7/U1NSwsDARuffeezdu3Kh2HAAAAABAdbCE3vmFhoZ6eHiIyJEjR9TOAgAAAACoJgp45+fq6hoeHi4iFy9ezMzMVDsOAAAAAKA6KODrhcjISKXBJDwAAAAAaBQFvJbMmDFj1KhRo0aNslqtVXph+/btlcbhw4drIRcAAAAAoNZxEzst2bRp08GDB0Vk8eLFBoOh8i/s0KGD0jh06FCtJAMAAAAA1DJm4LXEzc1NaRQWFlbphbYCPikpyc6ZAAAAAAAOwQy8lixevDgnJ8ff39/T07NKL2zevHmDBg2uXbt28OBBq9Wq0+lqKSEAAAAAoJYwA68lbdu27dq1a+vWrV1cqvbG6XQ6ZRI+Ozv7zJkztRIOAAAAAFCbKODri44dOyoNVtEDAAAAgBZRwNcXSgHv5eV1+fJltbMAAAAAAKqMa+DrixEjRsTFxVVj+T0AAAAAoC6ggK8vGjZs2LBhQ7VTAAAAAACqiclYAAAAAAA0gAIeAAAAAAANYAm9lhw9evT8+fM5OTk9e/YMDAxUOw4AAAAAwHGYgdeSefPm9e/ff/jw4QcPHlQ7CwAAAADAoSjgtcTNzU1pFBYWqpsEAAAAAOBgLKHXkpiYGBExGAyhoaFqZwEAAAAAOBQFvJaMGDFixIgRaqcAAAAAAKiAJfQAAJxdcQ0AACAASURBVAAAAGgABXw9VVBQoHYEAAAAAEAVUMDXO0899VRkZGTLli3VDgIAAAAAqAIK+HonKSnpyJEjFy9ePHXqlNpZAAAAAACVRQFf7/Ts2VNp/PTTT+omAQAAAABUHgV8vUMBDwAAAABaRAFf7/Tu3Vtp/Pjjj+omAQAAAABUHgW8luzatatFixYBAQHPP/98tQ/StGnT5s2bi8jBgwdv3rxpv3QAAAAAgFpEAa8x586du3bt2tWrV2tykF69eomI2WzetWuXnXIBAAAAAGoXBbyWeHp6+vj4NGjQwNvbuybHsa2i37Fjhz1yAQAAAABqnV7tAKiCjh073rhxo+bHiY2NVRrbtm2r+dEAAAAAAA7ADHx91KFDh4CAABHZtWtXYWGh2nEAAAAAALdHAV8f6XQ6ZRV9Xl7evn371I4DAAAAALg9ltDXU1OmTBk+fHhMTEx4eLjaWQAAAAAAt0cBX08NGjRI7QgAAAAAgCpgCT0AAAAAABpAAQ8AAAAAgAZQwAMAAAAAoAFcA68xc+fOTUtLy8nJmTNnjk6nUzsOAAAAAMBBKOA15vPPP09KShKRd955x93dXe04AAAAAAAHYQm9xnh4eCiNvLw8dZMAAAAAAByJGXiN+dvf/paZmenr6+vl5aV2FgAAAACA4zhJAf+///1vwYIFc+bMCQoKUjtL7YqLi1M7AgAAAABABU6yhP6HH37Iz89XO4WGWa3WgoICtVMAAAAAAMql+QI+Nzd30aJFycnJagfRqkOHDk2cODE4OPjjjz9WOwsAAAAAoFwaXkK/cePGDRs2nD59mqnjmsjKylq0aJGIfP/999OnT1c7DgAAAACgbBqegT9z5syFCxeMRqOvry9PRK+2nj17BgQEiMjWrVuzs7PVjgMAAAAAKJuGC/hJkyYt/pWPj4/acbTK1dV10KBBIlJQULBhwwa14wAAAAAAyqbhJfT2UlhYaLVa1U5RLlu22rvP3MCBA7/++msRWbVq1QMPPFAbp6jPioqKRIQLPbTIbDbbGryDWmSxWLhDp0bZfvtMJpO6SVA9Vqu1qKiI3z4tslgsSqOwsJAlrpqjvH0mk8n2PkIT9Hq9q6trZTvXahRNyM7OrssFvI3ZbM7Ozr5x40ZmZmZWVlZISEjDhg3tcuTevXsbDIbCwsJ169Zdu3ZNr+enwv64PEHTCgsLCwsL1U6BauK3T9Py8/N5yoxG8ZdT627evKl2BFRTbm6u2hFQNd7e3pUv4DW8hL5+WrlyZbdu3fr167dixQp7HdPHx6dnz54ikpmZuWfPHnsdFgAAAABgR8y1iqenp9oRKmK1WpVP0VxcXDw8PPz8/JTtZrPZy8vLXmcZPnz41q1bRWT9+vX9+/e312EhIiaTqbCw0I5vFhzGbDYrU39ubm4Gg0HtOKiygoICq9Xq7u6udhBUmfKXU0SMRiPrwrQoNzfXzc3Nzc1N7SCosvz8fOUaFk9PT5bQa47FYsnLy3N3d6/8dC7qgir9n47/KYqHh4faESpSqoBv06bN0KFDjUZj+/bt7Zh8zJgxzz//vMViWb169UcffcTfa/sqLCys4z9mKJPJZFIKeL1ezzuoRSaTyWq18t5pkdVqVQp4g8FgNBrVjoMqy8vL4y+nRhUWFioFvLu7u4sLa3U1xmw25+XlGY1GPj5zYhTwGhMXFxcXF2f3wwYFBfXo0eOnn35KS0vbs2dPjx497H4KAAAAAEBN8Lkaij344IMiotfrk5KS1M4CAAAAACiNGXgUGz16tK+vb3x8fKNGjdTOAgAAAAAojQIexUJCQp544gm1UwAAAAAAysYSegAAAAAANIACHgAAAAAADXCSJfSLFy9WOwIAAAAAALWIGXgAAAAAADTASWbg65WEhISjR4/m5+cfPnxY7SwAAAAAAAehgNeeAwcOJCcni0hhYaHBYFA7DgAAAADAEVhCrz2+vr5KIzs7W90kAAAAAACHYQZee9asWaPX6/38/NQOAgAAAABwHAp47WnYsKEDzlJUVPTf//43KysrISHBAacDAAAAAFSMAh5luHHjxp133pmWlnbHHXeMGTNGr+fnBAAAAABUxjXwKIOvr294eLiIXLx4cfXq1WrHAQAAAABQwKMckydPVhoLFixQNwkAAAAAQCjgUZ74+PigoCAR2bRp0/Hjx9WOAwAAAAD1HQU8ymYwGCZOnCgiVqt13rx5ascBAAAAgPqOAh7lmjJlipubm4j84x//uHHjhtpxAAAAAKBeo4DXnvT09E8//fSdd975/vvva/VEwcHBw4YNE5Hs7OwvvviiVs8FAAAAAKgYBbz2nDhxYvLkyS+++OK3335b2+d69tlnlcaHH35oNptr+3QAAAAAgPJQwGuPr6+v0sjOzq7tc/Xp06d79+4icurUKZ4nBwAAAAAqooDXnubNm7/zzjuffPKJbXq8Vk2bNk1pfPPNNw44HQAAAACgTHq1A6DKGjRoMHPmTIedbuTIkUuWLHn44YdHjRrlsJMCAAAAAEqhgMdtuLm5rV27Vu0UAAAAAFDfsYQeAAAAAAANoIAHAAAAAEADKOABAAAAANAACngAAAAAADSAAh4AAAAAAA2ggNeqmzdvnj17NisrS+0gAAAAAABHoIDXpNdff93Hxyc0NHTNmjVqZwEAAAAAOAIFvCY1bNhQaVy9elWtDDk5OWqdGgAAAADqIQp4TWrWrNldd901YMCA4OBgx5/dZDLNnz+/devWq1atcvzZAQAAAKB+0qsdANUxZMiQIUOGqHX2FStWPP300yLy0ksvDR482M3NTa0kAAAAAFB/MAOPKhs1alTHjh1F5Pjx4x9//LHacQAAAACgXqCAR5W5urr+/e9/V9p//vOfr1y5om4eAAAAAKgPKOBRHf369Rs2bJiIXLt2bfbs2WrHAQAAAADnRwGPavr73/9uNBpF5LPPPtu7d6/acQAAAADAyVHAo5pat279/PPPi4jFYnn66afNZrPaiQAAAADAmVHAo/pmzZoVGhoqIomJifPnz1c7DgAAAAA4Mwp4VJ+np+eHH36otGfNmpWWlqZuHgAAAABwYhTwWrVo0aIhQ4Z069YtMTFRxRhDhw6Nj48Xkezs7FWrVqmYBAAAAACcm17tAKimY8eOrV27VkTOnj0bFRWlYpK5c+eePn367bff7t+/v4oxAAAAAMC5UcBrVZMmTZRGenq6ukmCg4P379+vbgYAAAAAcHoU8Fo1YcKE+++/v2nTpr6+vmpnAQAAAADUOgp4rWrUqFGjRo3UTgEAAAAAcBBuYgcAAAAAgAZQwAMAAAAAoAEU8AAAAAAAaAAFPAAAAAAAGkABj1pUVFSUmZmpdgoAAAAAcAYU8KgtFy5cuPfee4cMGWIymdTOAgAAAACax2PkNOzEiRO7du365Zdfhg0bFhkZqXac37FYLAMGDEhOThaR6dOnf/TRR2onAgAAAABtYwZew/79739PmDBh1qxZ27dvVztLaS4uLh988IGrq6uIzJs37x//+IfaiQAAAABA2yjgNax58+ZK45dfflE3SZn69ev3l7/8RWlPmTLlxx9/VDcPAAAAAGgaBbyGde3a9dVXX/3888/HjBmjdpayvfjii6NHjxaRgoKCESNGnDlzRu1EAAAAAKBVXAOvYW3atPnTn/6kdoqK6HS6RYsWnTx5ct++fRkZGUOGDNmxY4efn5/auQAAAABAe5iBR+3y9PRcvXp1cHCwiBw+fPihhx7ipvQAAAAAUA0U8Kh1wcHB3333nbe3t4hs3Lhx4sSJVqtV7VAAAAAAoDEU8HCEu+66a9myZXq9XkRWrVp14sQJtRMBAAAAgMZQwMNB7r///gULFjRu3HjTpk3h4eFqxwEAAAAAjaGAh+NMnDjx6NGj3bp1UzsIAAAAAGgPBTwcKiAgQO0IAAAAAKBJFPCaZzKZTp48efjwYbWDAAAAAABqEQW8tl24cMHT07NNmzZPP/202lkAAAAAALWIAl7bgoKC3NzcRCQ1NVXtLAAAAACAWqRXOwBqxMXFJTY21mKxtGnTxmKxuLjwiQwAAAAAOCcKeM37/vvv1Y5gHzk5OcuWLXv88cfVDgIAAAAAdRETtqgTCgoK4uPjJ06cOG3aNIvFonYcAAAAAKhzKOBRJyxfvvyHH34QkTlz5owdO7agoEDtRAAAAABQt1DAo04YP37822+/rdPpRGT58uX9+/fPzMxUOxQAAAAA1CEU8KgrXnjhha+++spgMIjI9u3be/bseeLECbVDAQAAAEBdQQGPOiQhIWHdunV+fn4icvz48ejo6M2bN6sdCgAAAADqBAp41C333nvvzp07Q0NDRSQzM/O+++6bN2+e2qEAAAAAQH0U8E6lsLBQ7Qh2EBkZuXv37piYGBExmUxTp0598cUX1Q4FAAAAACqjgHcGGzdujI6O9vPzmzt3rtpZ7CMwMHDjxo2PPfaYiLi5uQ0ZMkTtRAAAAACgMr3aAWAHVqt19+7dIpKSkqJ2FrsxGo2LFi3q0qWLi4tLnz591I4DAAAAACqjgHcGHTp0EBF/f3+j0ah2Fjt75pln1I4AAAAAAHUCBbwzCAoKOnXqVMuWLdUOAgAAAACoLVwD7ySo3gEAAADAuVHAAwAAAACgARTw0Lbk5OQ1a9aonQIAAAAAah0FPDTMZDJNmDBh6NCh48ePv3r1qtpxAAAAAKAWUcBDw/7xj3/8/PPPIrJ48eLIyMjly5ernQgAAAAAagsFPDRs4sSJ7777roeHh4hkZGSMHj166NCh586dUzsXAAAAANgfBTzUUFAg330nNa60XV1dn3/++QMHDsTGxipb1qxZc+edd77zzjsmk6nGKQEAAACgDqGAdx6XLl2aOXNmTEzM5MmT1c5yO889J8OGSUSEzJ4tN2/W8GDh4eFbtmxZsGCBv7+/iOTk5Lz44ot33XXX1q1b7ZEVAAAAAOoECnjnYTAY3n///Z07d27evFntLBWyWmXlShGR/Hz5y18kLEyef1727avJIXU63eTJk48cOTJmzBhly+HDh+Pi4tatW1fzvAAAAABQF1DAOw9/f/+IiAgRycnJyc3NVTtO+Q4flkuXfvsyI0Pee0+iouSll2p44DvuuOObb77ZsGGD8n1o3779gAEDanhMAAAAAKgjKOCdyvz581NSUtLS0jw9PdXOUj7bAoGxY+W++8Tl1x/CTz8Vi6Xmh+/fv//BgwfffPPNuXPn6vX6mh8QAAAAAOoCyhun0rdvX7UjVML//lfcePJJiYuTX36R+HjZt0+uX5ekJOnSpeZnMBgML9V4Ph8AAAAA6hRm4OFYFots2yYi4uEhPXuKiDRrJkOHFu/ltnMAAAAAUA4KeDjWwYNy7ZqISK9eYjQWb/z1IXDFtb2jXFOSAAAAAIAWUMDDsbZsKW6UXO0fHV1czG/bJlarY4Lk5uZGRkYOHz78559/dswZAQAAAKAmKODhWLZF8iULeHd36dFDROTqVTl0yDFBPv7444sXL65evToqKmrIkCG7d+92zHkBAAAAoHoo4OFAVqts3y4i4u4u3bv/btfddxc3bFP0tcxoNDZo0EBErFbr2rVro6Oj+/fvv2nTJsecHQAAAACqigLemVkdtRy9shIT5epVEZGePcXd/Xe7bAW87SFzteyZZ545c+bMa6+9FhAQoGzZuHFjv379unfvvmLFCos9HmgHAAAAAHZEAe+ETp8+/fLLL3fu3PnNN99UO8vvrVpV3Bg0qPSu6Gjx8BAR2bJFzGbHxPH19X3llVfOnDnz1ltvNWnSRNm4d+/ekSNHhoeHr1u3zjExAAAAAKAyKOCd0PXr1996662kpKRVtoK5jvjuu+KG7blxNkZj8VPlrl+XgwcdGcrHx+fFF188c+bMvHnzWrVqpWxMTU318vJyZAwAAAAAqBgFvBPq0qVLaGioiOTk5OTm5qod51epqXL4sIhI27YSEVFGh7i44oZynbxjubu7P/3008ePH1+6dGnXrl2joqL6lrzNHgAAAACojQLeOS1cuPDYsWOHDx/29PRUO8uv1qwpbgwbVnaHmJjixo4djshTFldX19GjRycmJq5fv16tDAAAAABQJr3aAVAr7r33XrUj3MJWwN+6fl4RHS0GgxQWqjIDX4rtznYAAAAAUEfo6tyNyh3u+vXrdfybYDabRUSn07m4aHXFhC47279NGykstAYEXD92TFxdy+zmM2CAPjFRRLISEy2/Xo5eN509e/bxxx9PSEh48MEHfX19K+hptVotFotrOUNGHaf89rm4uOh0OrWzoMqUx0lo9y9nfab85RR++zTLYrHodDreOy2yWCzKP4z5p4tGmc1m/nJqjqenp9ForGRnZuDFYDDU5QLearXaCniDwaB2nGrSb9smhYUiYr7vPoNyt/myWGNiJDFRRNz37Clq29Zx+apuyZIl+/fv379//yuvvDJ8+PDx48f37t27zDqhqKjIYrFo972rzywWi62Ad3NzUzsOqqygoEBE+O3TIuUvp4jo9XqqCC3Kz893dXXV6/l3pvYUFBQo/zB2c3OjCNQcpXBwc3Pjw2ttqdL/6fjDKnXoKvGyWK3W/Px8EXFxcdHwfdHXrlX+q4+P11cwinvukQ8+EBHjrl3GKVMcE616du3apTRyc3OXLFmyZMmS0NDQCRMmJCQktGnTpmTPvLw8k8mk4feuHjOZTEoF6ObmxjuoRWaz2Wq18t5pUW5urslkEhGj0Vj5SQnUHQUFBW5ubnX8n1gok+3jM09PT4pAzTGbzfn5+e7u7kw8ODF+LVH7cnOLC3hPzzKeAF9STIwo/6vYts0RwWpg69atmzZtevjhh93d3ZUtZ86cee2118LDw3v27Dlv3rwrV66omxAAAACAk6GAR+1bvVpyckREhg4Vb2/b5hMn5NKl3/ds0EA6dBAROXNGzp1zYMQq0+l099xzz9dff33x4sWPP/64R48etl27du2aOnXqvHnzVIwHAAAAwPlQwNcL27dvV9YiqmPZsuLG6NG2bd9+KxEREhEhKSm/72x7+vrWrQ4JV1P+/v5TpkzZtWvX0aNH//CHPzRv3lzZ/vDDD6sbDAAAAICToYB3citWrGjXrl1sbOzKlSvVSZCdLcoz1X19ZeBA2+YvvhCrVa5fl4cfloKCEv1tBXydX0VfSkRExF//+tfTp09v3br1jTfeKHUlPAAAAADUEAW8k3NxcTl69KiIqLaie80ayc8XEXngAfn1cvH8fNmypXj/gQPy0ksl+sfEiHLL0x07HJjSblxcXGJjY2fNmnXbnnv37uU6eQAAAACVRwHv5IYOHRoSEtKxY8dx48ap87Q82/r5kSNt23bskNzc37rMmSOrVv36RWCghIeLiBw7JpcvOyajKsaOHRsUFBQXF/f++++npqaqHQcAAABAXUcB7+T0ev2uXbuSkpImT56swsM8v/9e1qwREfHxkfvus21W1tSLSMeOIiJWq0yYIAcP/ro7JqZ4686djovqWElJSampqWazeevWrTNmzAgLC2vfvv3LL7+8Y8cO5cHjAAAAAFAKBbzzCw4OVufEmZkycaIo0/4vvyweHrY9GzYUN/71LxkwQEQkO1uGDJGLF0Xk1wJetLqKvjI8PDyefPLJJk2a2LYkJye/9dZbffr0adKkybhx45YsWXLz5k0VEwIAAACoayjgUWumTZMLF0REoqPlxRdtm9PT5dAhEZGwMAkLk2XLpG1bEZFz535dZV8PCvjw8PBPPvnkwoULO3fufOmll9q1a2fbdfXq1SVLliQkJNy4cUPFhAAAAADqGgp41IL8fHnsMVm8WETEw0O++EL0etvOTZuKZ+X79RMR8feX//xHGjcWEdm5Uw4fFgkLkzvuEBH5+efiB8g7KRcXl169er355ptHjhw5efLk+++/369fP4PBICKdOnVq2rSp2gEBAAAA1CEU8LC3o0clNla++KL4y7/9TSIiSu7/4YfiRv/+xY1WreTpp4vb69aJiEhsrIiIySQ//VS7aeuM1q1bP/fccz/88MOVK1dWrlz56quv3vYlOU796QYAAACAUijgYT9XrsjTT0uHDrJ3r4iIwSAffSTTppXssny5fPutiIirq9x992/bBw0qbhQX8H36FH+ttafB15yPj098fPzw4cMr7mY2m5s3b965c+cZM2asWbMmKyvLMfEAAAAAqEV/+y5wOmlpafa/s11hofTqJSdOFH/ZpImsWPHb1ewiIvL66/Lqq8Xr5++7Txo0+G1Xt24SGCiXLsmPP0pWlvgpM/AiMm+erFsnERHy3ntS4pZvOHDgQGZmZmZmZlJS0vvvv+/q6tqlS5fY2Ni+ffv26dOnQclvLgAAAACnwAx8/XLx4sXJkye3atXqkHIfOTv65z+Lq3eDQaZPl+TkUtX75s3yxz8WV+9Dhsg33/zu1S4uMnCgiIjJJOvXi0RGSsOGIiKZmbJvnyxZIl27yo8/2jmzll2+fLlly5a2L81mc2Ji4nvvvTds2LBGjRp16tTpmWeeuXz5sooJAQAAANgXBXz98sEHH3z66aeFhYUzZ86053HNZnnrreL2ihXy3nvF5XcJS5cWN6ZOlVWrxNe39DEeeKC4sXatiIvLb5fFK9LSJC5Oli2zZ2wtGzhw4KlTp06fPr1o0aIJEyY0a9bMtstisRw8ePCTTz7x9PRUMSEAAAAA+6KAr1/+8Ic/NGrUyMPDIyYmxmKx2O24K1cWT7936fJbIV6CxSLffSci4uoqf/yjuJT1c3fffWIwiIj85z9iNou89ppkZUlmphw5Il26iIiYTPLCC1JUZLfY2hcaGvrYY499+eWX586dS01NXbRo0SOPPNKqVSsR6dKli5eXl9oBAQAAANgN18DXL/7+/l9//XVYWJhS49nNO+8UN15+WXS6W/fv3i3p6SIivXsXPzHuVr6+0qePbNokmZmya5f07i3F0/QNGsiPP0rfvrJnj/zyi6xeLQ8+aM/wzqJVq1atWrV67LHHRCQtLa0y6+fHjx+v1+t79OgRHR3dvn17vZ4/CAAAAEDdxb/X650BAwbY+Yg7dhTfdr5Vq/JK69WrixvDhlV0pMGDZdMmEZFt26R37xI73N1lxgwZM0ZE5KOPKOBvKzg4+Lb3KSwsLFyxYkV+fv4XX3whIp6enl26dOnevXtUVFRUVFSbNm10ZX0WAwAAAEAtFPCosR07ihtPP20W10MHpG1bcXf/XZc1a4obQ4dWdKTu3YsbSUm37BsxQpo2lQsXZMsWSUqSTp1qmBopKSn5+fm2L3Nzc3fu3Llz507lSz8/v6ioqNdff71nz54qBQQAAADwO1wDjxpLS1P+a70zctQo6dJFuncvXjBvscjFi5KaKkeOiIi0aydhYRUdqUOH4gX4ZRTwbm4yZUpx+8MP7Ze+/urUqdOVK1f+85///PGPfxw4cGDD3993MCsra9OmTUzCAwAAAHUHM/CosQsXlP9+tK3jypUiIocOSZ8+MnGifPKJnDkjtgurhwy5zZF8faVlSzl1Sk6ckLw88fD4/e7Jk+Uvf5H8fPnmG3nzTQkMtO846qGGDRvef//9999/v/Jlamrqnj179u7dm5iYuH///oKCgk63W+mQkpKSlZXVoUMHbpgHAAAA1DYKeNTYhQsikiLtXvrgDtu2kyflD38obttuG1/W/elL69RJTp0Ss1kOH5Zu3X6/r3FjGTdOPv9c8vPl009l9mx7pMdvWrdu3bp167Fjx4qI2Ww+e/asR+kPUUr76KOPPv74YxcXl7CwsI4dO3bq1Kl9+/YdO3Zs2bIls/cAAACAfbGEHpKZmTly5Mjk5ORqvv78ebO4jnf5Oi9fJyL33y/Nm/+2MyJCmjQREYmLk169bn8w24xvGavoReS554oX2X/8sRQWVjMwKsHV1bUyjyo4cOCAiFgsluPHj69YseKVV16Jj49v3bq1r69vdHT0k08++e2339Z+WAAAAKBeYAa+vktJSRk8ePDp06cPHjy4e/duf3//qr3eYpGMjG0Su8/SRURCQuTrryUnR555RgwGmTZNlDug5eRIJVdYd+xY3Ci7gG/fXuLiZPNmuXhRli+XhISqpYW9Pfjgg02bNj1w4MCpU6csFott+82bN3fv3r17926LxTJy5EgVEwIAAABOgwK+vrvjjjtcXFxEJCMjIyUlpcq3HL90SUymXRKtfPX88+LvL/7+olwMb1P566NtM/AHDpTTY9o02bxZROT99yngVTdjxgylcfPmzeTk5KSkpIMHDx46dOjQoUPXrl0Tkfbt21d8hLy8vM8++6xdu3Zt27Zt1qxZrScGAAAANIsCvr7z9/dfs2ZNQkLCP//5zzvvvLPKr79wQURsBXzNnzjWsqU0aCDXrsmBA2KxiMutF3kMGSJhYXLypPz8s8ydK1OnCtda1wHe3t49evTo0aOHbcv58+eTk5MjIiIqfuGxY8emTZumtH18fCIiItq2bduuXbvw8PCIiIjw8HCj0ViLuQEAAADtoICHtGvXLjExsZq3HEtLE5G90k1EDAbp3LmmYXQ66dhRtm6Vmzfl1KmyHjvn4iLPPSdTp4qIPPusLF0qn38ubdvW9MSwt5CQkJCQkNt2S0lJsbWzs7MTExMTExNtW1xcXFq0aLFly5bmJe+sAAAAANRL3MQOIiLVv2H4hQtnpcVFuUNEOncWu8yV2j4F2L+/nB6TJv12R/sff5QhQ8RstsOJoYa77rrrnXfemThxYq9evQICAkrttVgs586da6LcCLF82dnZJa/ABwAAAJwSM/CombS0PdJdaXbvbp9D2gr4Awek7NufGY2yZo0sXy7Tpkl6upw8KStXltMVdV1ERETJZfaXL18+cuTI8ePHjx07duzYsaNHj7q6ut52Ff3UqVOXLVvWqlWrsLCw1iWEhoYaDIZaHgEAAADgIBTwqJkLF5T181ILBXy5M/CKUaNEp5NRo0RE3n2XAt45VKo/LgAAIABJREFUNG7cuG/fvn379rVtqczU+smTJwsKClJSUkouyBcRV1fXkJCQVq1axcfHP/PMM/aPCwAAADgQS+hRrszMzMWLF9+m08WLiRKlNKOi7HPeO+8Ub28Rkc2bJSurwq4jRojyrPI9e+R//7PP6VHHuJRxJ8PSmjRp0rRp01u3m83ms2fPbt68+cSJE7c9iHLbfAAAAKDOYgYeZbtx48bAgQP37t17/PjxP//5z+VdJG+5mLFPuoqIj7c1IsI+d4M3GGT4cFm8WPLzZcUKmTix/K6urjJjRvEN7d56S+65xy4BoDkrV64Ukdzc3NTfO3Xq1NmzZ00mU8uWLSs+wuXLlwMDA/38/Fq0aNGiRYuWLVs2b948JCSkQYMGISEhLVq0cMg4AAAAgIrorFar2hlQEavVevXqVRHR6/X+/v4OO+8HH3wwffp0EWnUqNGhQ4eCgoLK7Ha0UUy7qztEpG9f2bLFbmffsEHuu09EJDZWtm6tsGtenoSGyqVLIiIHDvz2HPk6Iy8vLycnp1GjRmoHqafMZvMvv/zi4+PTsGHDCrrt3bu3e/kXgbi7u7do0WLp0qWda/6gBTjQjRs3rFarn5+f2kFQZbm5ubm5uSLi4+PDsyS1KDMz093d3dPTU+0gqLKsrCyTySQiAQEBlVkEhzrFbDZfu3bNz8/Pzc1N7SyoLfxaomzTpk2bPXu2u7v76tWry6vepagoMbOV0uzWzZ5nv/deURZEb98up09LZqacOVNOVw8PsV3bvHChPUPAKbi6uoaGhlZcvYuIyWTq2rVreZ+z5OfnHzt2zMfHp+KD/Pzzz4sX/3/27jusqfOLA/g3jBBm2AoiAhUXrgr6U9vitta9rbO1ztY6qnVWq60Vxbr3qFarrXW0jtq6rVpL1ap10AqiLGXPJBACGff3xxsjQu5NEFDR83l8fG5uTt57Awo57zjv7gsXLty/f7+wsPAp75gQQgghhBAeNAL/onteI/BMfHy8n58f79MPH35S88AqTAHw448YNKgiLz1zJpYuBYA33sCNG1AqsXw5PvnEWGhqKmrWhEYDV1ckJUEiqcj7KDcaga9a8vLyEhIS4uLi2N+xsbEPHz58+PBhenq6UqkUrmk/Z86cxYsXGx56enp6e3v7+Pj4+Ph4e3v7+vr6+fkVr89HKhuNwFddNAJf1dEIfNVFI/BVGo3AvwpoDTwRIpS9A0hJuYfa7LBRowq+9Hvv6RP4P//Un5k6FRyHqVNLhVavji5dcPQosrNx6BDefbeCb4W8ShwcHIKCgoKCggCo1WqZTAbA1tZWLBab/F348OHD4g/T09PT09Nv3LhhONO0adN/TGyuALVaTb90CSGEEEKIUZTAk3JISUmEHzv09a3gths0QIsWuHLliZPTpgEwlsN/8AGOHgWAb76hBJ5UBnOS6kGDBgUEBCQmJiYlJbFxe7lcXjygRo0aJhsJCgrKzMz08vLy8vLy9vauXr264W9PT8+aNWva29s//dsghBBCCCFVGSXw5Gn8888/GRkZnVNSEhEKwNVO5eBQ8RPXv/gCAweifn2sWIG9e7F2LQDMmoVu3VC37pOh3bujenWkpuLsWbz5Ji5dQv/+2LMHPMXzCakM3bp169atW/EzeXl5Dx48SEpKSkpKevDgQUBAgMlGkpOT8/Pzc3Jy/vvvP6MBixcvnjVrVsXcMSGEEEIIqVIogSdlplKphg0bdufOnfebNM/FMAC+HgVAxSfwXbrAMH7ZujXy8vDtt1CrMXUqfv31yVBra7z3HsLDwXH6Ofd79+LttzFyZIXfFSHmc3BwqF+/fv369c2MLygo8Pf3T01NzczM5Ivx9PQUbiQyMnLgwIGenp5eXl6enp6GAw8PDy8vLw8PD1tb2zK8B0IIIYQQ8sKgBJ6U2YYNG9jY4PnYOPZPyLeGtrIvKhLh669x+DCys/Hbb/jtN3Tt+mTE6NFYvhwazeMzM2agRw9Q9ThSddja2t6+fRtAYWFhWlpaUlJSenr6w4cP09LSWCG95ORkk3vaJyUl3blz586dO3wBDg4Ot2/fNlHhghBCCCGEvHgogSdlNmnSpPz8/LCwsPE1us+Q2wDw9bd8Btd1c8PChZgwAQCmTEH79k/Wm69dG4cP4++/0bkz5s/HqVPIzMS0adi58xncGyEVy8bGxtfX1/epakvk5OQIB+Tl5bm4uAjHhIWF7dq1y93d3cPDg43es2N3d3dPT093d3d3d3fJC7bjAyGEEELIS4+2kXvRPd9t5ASkpKQc+t+Ojx7MBrD0S9X0ec/io7xWi+Bg3LwJAP37Y+9eGN/f5N49NG6MggKIRDh/Hm+99QzujQ9tI1d1Fa9CX7VKxxUVFWVkZKSmpqamprKDtLQ0dpCeni6Xy+Pj44VbGDNmzDfffCMQYE5F/aysLEdHR+G99yoVbSNXddE2clUdbSNXddE2clUabSP3KqARePKUvLy8HqTrP1T51nlGA3GWlti4EW3boqgIBw5g8mR9ZbuSatfGvHmYMwcch9Wrn28CT8izJxaLa9SoYU7Rez4FBQXCAeb0SbVq1SomJsbR0dHNzc3Dw8PNzc3Nzc3V1dVwEBwcXLdkRUpCCCGEEMKLEnjytFJSEgurscMS83w/+eSTpk2bDh061Mqq4v+BtWqF7dsxfDg4DuvW4eBBBAfjgw/Qq9eTcRMnYskSyOU4fBjJyfD2rvA7IeQltnv37h07dmQ+wurqMRkZGRkZGSEhISYbYbOHFAqFQqEwOua/aNGiOXPmCLQgk8l2797t6urq6urq4uJi+FtEG0wQQggh5JVECTx5WjExidAn7sUT+OvXr69evZrjuA0bNly+fLkyrjx0KFJSMH06ACQlISkJx4/jwQM8UZzbwQFDh2LjRmg0+PZbfPZZZdwJIS8xKyur6tWrV69e/eleznFc48aNMzIysrKysrKy2ITMElxdXYUbSUxM/Pjjj0ufd3Z2NmT1GzZsqF279tPdJCGEEEJI1UIJPHlad+8+QEcA1pY6L6/HS6R27drFCit079698i7+6aeQSPDtt7h9G2o1iopw8CDGjXsyaNw4bNwIAFu2YNYsWD6LSnuEEEYkEv3++++Gh3K5PCsrKzMzk+Xz2dnZWVlZLVu2FG6EjeGXlpubm5ubGxsbC0BTfO8JYzZs2LBs2TIXFxdnZ2f2twF76ObmZvJOCCGEEEJeBJTAE0FaLb76Cvfvw98fAQHo3RuPykHpomOS8B6AGq4FFhaP63utWLGibdu2q1atmjRpUqXe2scf4+OPcfYsOnQAgAMHSiXwTZqgdWtERCAxEb/+ip49K/V+CCECnJycnJycTO6BV4K/v//q1auzs7NzcnIMfxsOWOpusqJ+WlpaXFxcXFwcX4CXl1dycrJwI3v37k1JSZFKpVKp1MnJycXFRfrIc6zSRwghhJBXDSXwRNC+fViw4BB6X4TTdMys1nYHHg2ppd7OUMMagI/PE68QiUS9evXqVXJJ+mMqlaoCd58KDYWHBzIycO4cMjNLbfr+4YeIiACATZsogSekyqlVq5ZAV6BCocjOzvbw8BBupKioSCwWFxUV8QWYs8HH+vXr//jjD6NPSSQSqVQ6dOjQ5cuXCzcSFRXl6Ojo6Ojo5ORk8oqEEEIIIaVRAk8Ebd6cAq+B2KeGdRJq7Dk3GFevIiQEwMPofBZSM7Bs2fiCBQsOHz48ZsyYUaNGlX97Jysr9O6NrVuh0eDQIYwe/eTTAwbgk0+QmYkTJ5CYWLLaHiGkKmPJsMmwxYsXL168OD8/PycnJ/dJ7IzJLgAAubm5fE+pVCqVSlVYWCjcQlFRUf369Q0PXVxcnJycHBwcnJycHB0d2WD+6NGj//e//5m8GUIIIYS8siiBJ/yionDhwh8YwEbaD6G3DFLpmjX47jtotQ8e6qtA1/Qrw9pylUq1bdu2zMzM6dOn9+/fv0L2Zx4wAFu3AsC+faUSeBsbjBiBFSug02H7dixYUP7LEUKqInt7e3t7e58SU4bM9tVXXyUlJclkMpb5y+VyWTFyudzkoLpcLi/+MCcnJycnp0RMly5dhBP4M2fOvPvuu05OTlKp1MHBwdHR0cHBwdnZ2eERqVQ6bNgw2nybEEIIeVlRAk/4bdsGjotAa/ZIBckB9B+1dxeWLIFKlajRb8xWs2YZmkxMTPT29s7MzOzYsaNvBY2Ht28PT0+kp+PsWaSnP1mLHsCoUVixAgC+/Rbz5lEpO0LIU+hZ7jU4HMf16tVLoVCwXgC5XK5QKFQqVfEYk70A2dnZbDM/gZiBAwcKJ/CrVq06fPgw69Fgyb/h2N7e3s7OzsvLq1WrVua/NUIIIYQ8M5TAEx4aDXbvBnAJj4sz78awUUXbsHYt2rVLQg12skwDWnXq1Ll58+bly5cFtnFOSEjw9fU1f59nS0v06YPNm6HV4tAhjB375NMNGuCNN/Dnn0hMxPHj6NatDLdLCCEVxMPD49ChQyVOqtVqhUKRm5srk8kUCkXjxo2FG9HpdC4uLjKZTKfT8cU4ODgINxIdHX3u3DmBgGbNml27dk24kcmTJ6ekpDg7O9va2trZ2Tk7O9vZ2dna2kqlUnt7e4lEEhgYWLNM/buEEEIIMQMl8ITH8eNITVVB8o9FMB59UDyPNnHw99+0CS4uD+DHTj7FJzSBOaIajSYkJMTW1nbgwIHLli0zs8EBA7B5MwDs318qgQcwdiz+/BMAtmyhBJ4Q8uKwtrZmG9qbGT9o0KBBgwYBUCqVeXl5LPlXKBT5+fl5eXkymSw/P9/KysRv9ry8POEAcyoLHDt2LCYmRiBg+vTpS5cuFQhQKBSjRo2ys7OzsbFxcXGxtbWVSCQuLi42NjZ2dnYSiYTjuKCgIHNuhhBCCHl1UAJPeOzZA+Aagot0VgAsLKDTgYNoB97/Inc+wsMf4CgLfNolpcadO3eOzQ6NjIw0/1Vt2+pn0Z87h4wMlKxINWAApkxBTg5++w0JCahVqyLvmBBCnjk7Ozs7OzvPkkuGzLJp06avv/46Pz8/Nzc3Ly8vLy9PqVTm5OQolcr8/HyFQmHO+iaTvQAmJwLk5ubu379fOGbfvn3CZQvOnz+/fPlythGAtbW1k5OToUfA2trawcHBzs6uS5culrR4ihBCyMuCEnjC48YNAJdFLcEBwPvvY/t2ANiJ9xZggSg7+yF8ANiIOU9Pc+e6m6l169aXLl0S2IiO47gSE+wtLdG3LzZtgkaDn38utSG8rS3eew+rVkGjQViYfrCeEEJeSWzFezkbiYiIyMrKUiqVBQUFbORfqVQqFAq2sF+hUISEhAi3kJ+fb/IqJqvxxcfH//LLL8IxarVaOCAsLOzQoUNSqVQsFrMvjlgsNvQI2NjY+Pn59e7d2+TdEkIIIc8AJfDEGK0W9+8DuGLbBkoAGDECkZG4cgUJqHUPtX2RmAIvADVrwuy16mbp2LFjx44dU1JS+D63FRQU+Pv7t2zZslevXiNHjjScHzAAmzYBwN69pRJ4ANOmYeNGFBZixw7MmUOD8IQQUh5+fn5+fn7laSEgIODmzZsqlUoul+fn56tUKplMplQqCwsLc3Jy2AIBb29v4UZMTgSwsbExuaYgOjr677//FggIDQ01mcCHhIQkJCQ4OTmxXgCJRGJra8v6AhwdHa2srPr06dOlSxeBFrRabUJCAgt2dnY2vxAMIYSQVwol8MSY+HgUFgK4wjUHYGmJ4GC0bo0rVwDgBprmwlkDKwANgirlE4aXlxffUxEREWlpaYcPH7aysiqewLdpg2rVkJaGCxeQkoKSDfj4YNQobNiAoiIsWoQtWyrjtgkhhJhJLBYLFO1TKpVKpdJkI8OGDevSpUtubm5hYSGbAlBUVCSTyQoKCljXgMnsnV1LOMCcbfnS0tKENwioUaOGcAKflJT02muvFT/j4uLC/rawsJBKpVZWVhs2bGjWrJlAI4mJiZcvX2bLB1hXAqspwI7ZeZPvhRBCyIuMEnhiTHQ0gAx4xBVUBxAUBAcHNGmif/Lma33T719kx6bmSFa8+Ph4Ozs7pVLZvn374uctLdG/P9avh1aLZcuuLFzYsORHrtmzsW2bfhB+9mz4+z/T+yaEEFLRpFKpVCotZyPff//9li1b2OC/TCZTq9VyuZz1COTl5anVanNqDUil0vz8/Pz8/KKiIqMBtra2wi0UFBSUOJOTk2P4mzHZ13D27NniXdtGaTQa4aIAu3btunjxIpsLwCYRsBKDrC/AysrKx8enefPmwlchhBBSSSiBJ8bcvQvgb+h/PbNf002b6p+84fVOSmwBWxsfHPysb23UqFHDhg3766+/6tWrV+KpQYOwfj0A+YoVrdassejRo8fPP//8+GkfH4wZg3XroFZj/XqYXeLeLDExqFEDZozSEEIIeaGIxWKxWMyGu59a8cKrcrlcq9Xm5uZqtVqZTKbRaBQKRZ06dUzeRseOHVlwUVERW1bAphIYcnuJRCLciEqlMnkVkyX9Tp06tWvXLoGANm3aCO9ECKBjx465ubkWFhbOzs4AnJycLC0tWYlBNh2ga9euAsVuABQWFt64ccPKyop1H7BpCACkUqmFhYXw1Qkh5CVGCTwxJjoaxXaAZwl8gwYQi1FUhBtxUjffvkgAnscIPAAbG5u2bduWPv/GG/D3R1zcZUCn0eiMTHqcOhXr1gHAyZMVeUOffYawMAQG4u+/Ue6xIEIIIVWak5MTHk2AN5+/v/+pU6f4nmWZPGtZQEhIyNy5c9VqNZs7wLoSFAoF6xfQaDQcx5m8E5O9ACZnEwBITU1NSUkRCPDx8RFO4FNTU1u2bMn3LKsycOjQodDQUIFGLl++/N1337HNCNmcAjaPAI++QRKJpFu3btQjQAipQiiBJ8bcvQvgPNqwR61bA4BYjAYNcOMGkpKQYiEF4OuLp9rDqLJYWGDOHIwZ4wgMEIv/+t//Sv3i9/dHYCBiYoJv37Zv2TK4VauVK1eW96rh4QgLA4CYGCxcWMED+4QQQghga2trTtocEhJisv6/SV9++eXYsWN1Op1MJsOjOfy5ubkcx7FegNq1a5tsRCKRSCQSgb4Ak7MJCgsLBZ5VqVQqlcpk4v3ff/9t2LBBOEar1QoHjB079sCBAwDYggLDXAA2oQBAy5YtFy5cKNzIvn37WGFC1vWAR7MSDK25urqy2QqEECKMEnhiTHR0AWwv438APDzQsKH+dNOmbHc56HTAcxp+F/bee1iypOX9+/uKilC9urFfyZ06yWNi/gG4y5cz5fLyXm/dOsye/fjhmjUYPRql5vYTQgghVUW9evVKL1Irq6tXr0okEjs7O1ZNQKvVyuVyADKZTKfT5efnm9zFwN7efvTo0awTgXUcsKYMPQsKhcLkhojCvQAAWEIuHFNQUFC6HkFxGo1GuAUAs2fPjo2NFQiYO3eucC9ARkbGO++8IxKJWJ5vKElo6EdwcnIaO3ZsYGCgQCNpaWm3b99mfQcADPsdsPkIVOaQkCqBEnhSSn4+kpMj0L4QNgDatHm8Udzrr2PHjseBgqVwnw9ra8yfjxEjAGD+fMu+fVFyrV/HjrEbNjgBMqCJoS5fKcOGDbtz5079+vVXrlzp4eFhJCItDePG4fBh/UN/f8TFQa3G5Mk4caKi3g4hhBBSpdnY2LD00t3dvUwvrFGjxtatW8t59W7dup06dYotQOA4Ljc3FwCrNciWFYjFYpONODs716hRg1UQZB0QJQLYGxTGV93QwNraWjhAqVReu3ZNOOadd94RTuDPnDkzdOhQ4UbS0tKEOzXWrFnzyy+/GDoOHBwc2M2zRQoAAgMDR40aJXyVyMhI1r3CahwUP2BVEoRfTsirjBJ4Usr9++C439GOPWrX7vEzJUrWvf76M7wrsw0ZgvBw/Psv7tzB8uWYMePJp9u1a2pllaPRxHp6aubP52vk6tWr0dHRN27c2GJ0w7lbtzLbt9dkZVVnD0eNwtKlqFcPGRk4eRIHDqB//wp8R4QQQgh5CjVr1qxZs2Y5G1m7du3atWuLn2FVBvFoaoA5Gw3OnDlTJpMpFAo86kHAoyF9VrNAOPGGGV0AAEz2R5ickgDA2tpaeFnB7du3T58+LRDQqlUrkwl8//79o6OjBQKmT5++dOlSgQCZTNa/f38U6zgw9CkYKh2899579evXF2gkPT391q1bhnkNKFYl0bDYwTBPgZAXBCXwpJR791BsAXzxanFNmsDSEoaf6i/gCDwAS0ssXw622+78+ejeHQ0aFHva2RnNm4v++uu19HTwzHljJX8A+Pr6GvmtnJaGnj03ZmV9DjiKRDvHj++zfj1EIixahLFjAeDjj9GuHdzcKuHNEUIIIeQ5YzsXoCylCj/++ONyXjQwMDA3N1en0xnWIxj6EQw9Ag0Nix55vPbaa2PHjkWxqQSsE8GwMEGn01lYWAgn8Ca7EsyZ16BWq8vZiFKpFO5HANCmTRvhBP7ChQsDBgwQbkQmkwnXj1y2bNmPP/6IYl0JxScRODo6+vn5zZs3T/gqP//8s0ajYT0Fhg4IPKqVAMDT07P8vVHk5UAJPCklJkYFCdtDzsMDxX/uOTigTh3cuQMAXl6oXv053aEpb7+NkSPx7bdQqTBiBP76C09MTOvcGX/9BQAnT8LYrzpLS8ukpKSsrCwjFXSLitC/PxIS7gIAFBznPniwfo3BqFHYtQt//IG0NEycmLhkSXh4uL+//+uvvy4wV58QQgghxBzSRzvdlHU9gkFoaKhw3X4ALJMXsHz58vnz56NYxwGbiWA48DSjxPHAgQMfPHjAXq5UKtnUALbYAYBKpTLZiMkuAJjRC1AhjcTFxQmvbggODjaZwH/xxRe3bt0SCJg8efKqVasEAhQKRa1atQBwHOfk5MS6EqysrNguDABsbW3DwsLeeustgUaioqJ27NiBYtMZUKwTgU1V6Nmzp/CykezsbLZcpXgjht4NUn70dSSl3Lt3BS3YAvg330SJSUPBwfoE/sWcP2+wciXOnEFiIq5dQ1gYnpgs37kzvvgCAE6dwtSpfC24ubm5lR5Fnz0bFy8CqGtr26pevZgHDx7PebOwwPbtaNIESiX27PnXzm7Dtm0Axo0bx5fAX7t2zcPDw9vbm36iEUIIIaRKcHd3f+oeBIPFixeXswUfH5/4+Hg2WYDtmwhApVIVFBTg0cKExo0bCzfi7+/PpiSgWJFCQ38Em+NgsjyByV4Aky3AjFKI5tyG4S2w/Lm07Oxs4Ubu3r0bHh4uHJOZmSmcwIeHhwsvf2jevPmVK1eErzJ58uT//vuPHRvWNaBYR8Cbb745fPhwgRZ0Ot2ePXtMFn2oiihtIKXcu3cRb7LD0p10zZph9279wYtMKsX27ejUCRyHxYsxcGCxqQQtWkAqhUyG06dx4waaNjW30bw8bN4MAFZWc3/5ZW6HDiUDatfG4sWYPBlA3LZt7Fwtb2++9tq3by+Xy6tXry68WS4hhBBCCCnOwsKCDTiXR8uWLVu2LLXrcBlt3rzZkPQaZiWwKonspDnjNFOmTMnOzjb0RBR/OTv5uqmhM51OV7Nmzby8PI7jRCKRYV5DcSbvxJwtFcrfCOtkEXbp0iXhJN/CwkI4gVer1XPmzKEEnrwaYmL+wEx2WDqB79sXy5ahsBDvvvus76usOnTA6NHYuhWFhRg7FufPQ995Z2WFMWOwbBk0Gowbh4iIUqXqefz0E/LzAaBvX5TO3pmPP8bRozh1qh8QAMQBLbOyjAbm5uayNWw1atTgu+AHH3zw22+/Va9e/fvvvw8KCjLrJgkhhBBCyLMiEokM1RDML4tQwpgxY8p5G+7u7omJiVqtNicnRyqVFh+xN4zMm9wmsHXr1vv27WPHhukMKNYxAYDV9hNQr169jh07smO2+2OJY5O7SMKMeQ3m9CO8rFNcRRzHPe97IEI4jsvKygJgZWVlqJBZiZRKODh4cOmZcLe3R24uSv/LV6vBcTCjQMnzl5ODBg2QmgoAa9ficQWZvDwEBSExEQBWrsSUKWY11749fv8dAH79FV27XryIqCj064eSP6uLinD8OA4dwrffAuA8PbOvXnUrVXckPT19+vTpiYmJDRo0WL9+vdELdunS5cSJEwBiYmJq165dOuD333+fNGlS9erVhw8fPoLtnkcqjlqtZksBbW1taUubqkgul3McZ1g1SqoQpVLJPuc5Ojqas0cXedFkZ2ezfeCf942QMpPJZCx3cnV1Fd5PjryAjCbwVZFcLpfL5YZeA0N9BDzqCPD19a1Tp45AC4WFhTt37jQskXiZVFa3xEvc5/GSi48v5MRZcAPg62skewdQhX4guLhg3Tr9nm5Tp0IqhX6ujYMD1q1Dz54AMG8eOnd+slS9MYmJOH8eAKpXR+fOJ0+ia1dotZg4EX37Yt481Kv3KFIsRs+e6NkTDx/i1ClRerpk507MnVuiPU9Pz507dwpfUyKRODk5yeVyb555+PHx8ZGRkZGRke3bt+drJCQkxNHRMSgoaN26dSbeIyGEEEIIIc+bk5OTcPF/k2xsbF7K7B1AhfWrJSQkzJ07t127dh4eHpaWlqzXR6fTzZ079/79+xV1FVLp4uLSUI2DCHhxi8yXSb9++tn+ajXeew+Pa6b06IFBgwAgLw9vv42EBN4mzpzBtWvYvRs6HQAMGfIw1WrYMP12eioVfvgB7dvrJ9c/4VHFUdt162DGap/SDh06JJPJ8vLy+AYxsh7Nz69WrZrRgLy8vGvXrp07dy4iIoLvKpMnT27QoEFoaGhUVJTRAI1GQ1N1CCGEEEIIee4qJoFfvHhx/fr1Fy1adO7cuczMTLaxJACO4xYtWhQYGDi31PAjeUHFx6dCn7i/HAk8gJ079ak6x2HOHPz666Mn1q0Dm3vz8CE6dUJ8vJEXz5yJjh0REoLPPmMnNENGDB6MjAwAqFULLLNOSYGRWfBvvYX27QFYpKVh69anvn+ByduffvryrWbNAAAgAElEQVSpUqmMi4vr06eP0YD09HR24OHhwdfI/fv379y588cff1jy1AI4ceKEpaWlu7u7QM3Yv//++86dO2lpaXwBhBBCCCGEkHKqgAQ+LCxszpw5rMhBYGBgTzYt+RFHR0eWxk+ePLn81yKVLi4uBV7s0Mvr+d5KhRGL8cMPmDRJ/3DDhkdPuLvj5EmwGnIxMahXDxMnYvt2LF6MjRuRm4vt21FiG4xGjVaebXLxov7VFy/i1Cn9M0uXQi4vde3PP9cfPKoIUuFsbW39/Pz4iqYEBASoVKoHDx5s2rSJrwVDhRK+XWGysrJYLQZD31xpbdu2bdCgQUhICF/AsWPHVqxYsW3bNkOfAiGEEEIIIaRMypvAR0VFsdH1unXrnj179u7du4cPHzY8a2lpGRsb26NHDwDr1q0z7OZHXlwv4wg8AAsLhIfD1RUATpzAw4ePnqhVC6dOwdMTAAoLsW4dRo3CnDn46CP4+ODDD/VhDRvCygoiEaZONQylf/cdfHzQujW6dgWArCysWFHqwqGhHBv6/vvvp5tFX342NjY+Pj7+/v58AWfOnCkqKkpOTuarkmhtbV23bl13d3e+YXyVSsXKTQkUX927d++0adNGjx7Nt6bm5s2bLVu27Ny588aNG/kaiY2NffjwISssRwghhBBCyKumvAn8ypUrWY3f48ePt2vXrnSAu7v7gQMH6tWrp9Ppli9fXs7LkUoXF/dSJvAAJBIMGwYAWi127Cj2RP36uH4dY8eWrM6Xnw9W+nLIENy6hcxM3L9/uf77MTEA0KwZ3nlHH7hwIUQiAFixAklJT15VJNK98QYAFBXh0qWKf1cVxNra2svLS8TeRimDBw+OiorKyMjgqwWiVqtHjhzZq1cvgVp6ubm57ICvJHhKSsrly5dPnToVHR3N10ibNm1q1qzJV9IPwIkTJ2bNmhUeHi7QCCGEEEIIIVVUeRN4Vhlr3LhxAhv6icVi9rn/1q1b5bwcqXTFRuBfmin0BqNG6Q+2bcMTk8Fr1MDmzbh7FwsXYvFibN2KIUP0G+W1bIlt2yASQSqFv//33+tfMXTo41c3a6YvdK9QoEMH/a51Bro339QfXbhQCe/pheDo6Lh9+/ZDhw6tWrWKL+aTTz7ZvHnzkiVL+NJvkxk+ALlczi7HF3D69Onw8PBZs2bdvXvXaMDdu3etra1dXV0FNlzdvXv3xo0bd+zYYdi8hBBCCCGEkBdBeXd6i4uLAxAcHCwcxrbp4/tITV4UMhmysw1r4F+yEXgAjRujZUtcuoT4eJw6hbfffvJpP7/Hm72NHo0VK3D5Mjp0gETCzmk0+pXslpb6yvYGX3+NP/5Aaiqio/W7xRuqwr8KCbw52rRp06ZNG4GAgQMHvv322zk5OQL5eceOHXNzcwUCFAoFO+CLUSgUGo0mJyeHzfk3asWKFf/88w+A3r17Gw3YunXrzJkzHR0dv/zyy/fee690gFqtXrFiha2trY+PT9++fY02QnttEkIIIYSQsirvx0exWJyfn29ySWpiYiIAvgm65EURHw/gZZ1Cz4wZo5/J/tlnaNUKQhtMVquGJysynj0LVmS9TRuUGEWuVQunT6N9e6Sn484djBmDI0f0T+kaNuSkUpFMhkuXUFSkH9gnpVhYWLi4uAisogfw008/CTcyceLEDh065OXlNWjQwGiAVqsNCAiQyWQCZfnz8vLY/djZ2cmNVCZEbm5uTk5OTk6ORqMx2oJCoZg1axaAli1b8iXwAwcOPHjwoL29/bVr1+rWrVs64NatW+vXr3d2dm7Tpk1XVmihlJs3b0okEolEUqtWLb63QwghhBBCXhrlTeADAwOvXLly9uxZgfmoAC5dugRAYJo9eSEUS+DFYri5PefbqQyDBmHWLGRk4No1dOuGY8fg4GDua3ft0h8MHmzk2aAgnDmD0FDk5ODoUVy/jmbNAAAWFuqWLcUnTkCpxJUrMAzIk0oQFBQUFBQkENCiRQu+KnoGCxYsyMzM1Gg0fH2OYrHYzc1NpVLx7fBnGN63Y9sM8sfk5+eLefp07t69u2XLFgDW1tZ8CXxoaKhcLvfy8kpOTjYasGLFih9++MHZ2Xnx4sXNmzcvHZCRkbF3716xWBwYGGi0jgkAuVyu1WodHR1pygAhhBBCyPNV3k9j/fr1u3Llyo8//jh48OASG8gZnD9/fs+ePQDeMVT9Ii+m+HgOIpbAV6uGl3LChL09Dh5Ely7Iy8PFi+jaFb/8Av4113oREZg9Wz8FXixGv37Gwxo2xNSpmDcPHIdFi2AYLVa3aiU+cQIALlygBP7FN2TIEHagVquNBkyePFl4X0wXF5ft27cXFRW5sp0PjPH19X3ttde0Wi1fL4Bhez9bW1u+RlQqlXBATEzMtWvX8GhaQWkJCQkTJ04EMHToUL4EPjQ09ObNm+xyNjY2pQMOHjy4YcMGiUQyadKkTp06lQ4oKirasWMHgJo1a/L9IkhLSxOJRNbW1k5OTpaWlnzviBBCCCHkVVbeBH7ChAlr1659+PBhv379pkyZMmXKlBpsV20AAMdxR44c+eCDD9RqtY+Pz4wZM8p5OVK5EhNz4FIIG7yk8+eZN97AL7+gWzcolfjjD4SG4rffUOyfbUlr12LKlMdF7wYPhsAs748/xrJlkMlw8CBu30ajRgCgbt1a//T585gzp6LeCHlh2dvbjxw5UjiGja4L6Ny586lTp1QqVWBgoNEAjuN69eql1Wr59v/DowwfgORRKYeyBuBRV4JIJOKbLHDv3r3Tp08D6NOnj9EAhUIxbtw4AG+88QZfAj927NgjR44AuHPnTr169UoHnD9/ftq0aQDGjRvHN+friy++0Gq1Hh4erFeitLt37yYnJzs6OtauXVugXCIhhBBCyIupvAm8vb39kSNHOnTokJOTs2zZsmXLltWsWZM91bp169jY2LS0NAAikWjHjh3Cq1vJ8/fgQRr0tdde4gQeQNu2OHoUvXpBocCtW2jVCjt3wujo41dfYd48/bG3Nz77DIKLReDsjEmTsHAhOA4ffYT338frr1v4NmoEJyfI5YiIoGXwxEzVqlWrZqiFaIxIJNrHyiry27x584oVK9RqNV+yGhAQsGnTptzc3Ndff52vkaZNmzo6OorFYr41BYZeAKPj8+YEACgsLBSOSU9PZ7MJWFEVo5YvX65QKLy9vfkS+PXr169ZswbAsWPHunTpUjrg5s2bTZs2dXJy6t+//7Zt24w28tFHH8XExEil0u+//97o3V6/fv3UqVMAOnXq1Ey/luYJWq32999/l0qlDg4O9evX53s7hBBCCCElVMCCxtdffz0qKuqrr77avHlzUVHRgwcP2Pm//vqLHbRo0WL16tUtW7Ys/7VI5UpIMCTwgonDy6BdO5w7h27dkJqKBw/QoQMGDoSvL5KT4eGBLl1gYYEVK3D8uD5+zBisXg3+qcqPTZmCVaugUODiRVy8CJHIZtcuu6GhoTh6FHl5OHsWxtIGQiqDWCzmGzZnvL292di4gL179woHfPrpp0OHDgXAVxrQyclp7dq1+fn5/v7+fI00atRIq9Xm5OQ48NSlMJnh49GqB5MBAPi+LCxALpcLbCL4559/sl1Rf/jhB6MBFy5cYFUMpVKp0QQ+Pz+frTVo3rz5lStXjDYyYMCAAwcOALh9+3bDhg2N3sbkyZPFYvGIESPGjx9vtJHp06frdDonJ6f58+cbDbhy5cq9e/esra1bt25dw9hMJJVKFRsbK5FI7Ozsqr/cPbuEEEJIVVAxFYk8PT3XrFnzySefHDt2LCYm5t69e2lpaf7+/nXr1g0ODu7ZsyfVn68aEhLS0JYdvvQJPIBmzRARgT59cPMmOA7Fk5QS25nPnInFi80tCuDqirlzMXOm/iHHYeNG26Ef9MHRowDw00+UwJOXjK2tbUBAgECAo6Pjxx9/LNzI119/LRwwbNiw3r17q9VqgTX/u3bt4jhOIIFv1aqVVqtVq9VeXl5GAywsLNh7EahfYOgFsLa2Nhpg2J6AL8BkC8Vj+GoHZmVlsSkJb731Fl8jO3bsyMzMdHd350vgDxw4wL7yR44cMZrAx8XFscKQvXv3PnjwoNFGWrdufefOHZFIFBsba3RBx8GDBxctWuTo6DhhwoT+/fuXDtBqtR999BEAPz+/2bNnG73K77//HhMTw+7E09OzdEBOTs61a9dcXFw8PDx8fX2NNiKTyXQ6HQCaEkgIIaSKqsiSwv7+/uwXMKmSCguRnp4O/aeiVyGBB+Dvj7//xooVWLgQ+flGAtzdMX8+TKUeJc2YgZ49cesWpkxBSgoiIqxjVvULFH+IoiIcPIiNG0HVvAkpO77BeQOjyWFxw4cPHz58uEBAs2bNTO5TcOLECZZd8/VNd+/e3dPTU6VS8aXW1tbWY8eOBeDj48N3FT8/v8DAQK1Wy7eXgfm9AOXpJjDZGcEayc3NBcBXfTA1NZX1NfTu3ZuvBVYVokmTJnwJ/LZt277//nsAwcHBRhP469evs3kNEyZMWLdundFGGjdunJiYaGtra9gqooTw8PAVK1Y4ODisXr26e/fupQPS09PZfJPg4OAlS5YYbWTlypVRUVGWlpZLlixxMrZb6b///nvs2DEnJ6eQkBCjczQAsLoStra2b7zxhtGAzMxMts+ll5eXQK8WIYSQlwxlEeSRxERwnGEKvbFPRy8na2vMnImhQ3H8OFxc4O2NyEicOIG0NAwdihEjwL8RmJB69VCvHm7eRFgYOA7f7JeGt2mDU6eQlYVz59CxY0W/D0LIM2Io9cKnXr16RuvwGTg5OW3evFm4kVWrVq0qMRfoST169MjOzoZgAcKDBw9qtVqBRrp161a9evWCgoLatWsbDXB0dBwwYIBWq23atClfI9WqVQsICFAqlSanJJjsJhDYgMD8RgT2O2QxAgF5eXnp6enp6emGbSBKyM/PZ6m1QI/GkSNHzp07B+Dzzz83msBfu3Zt+vTpAMLCwvgS+C5dumi12tq1a7N5B6XNmTNn69atAM6fPx8aGlo64K+//mrdujWA999//9tvvzXaSKdOnWJjYwHcu3fPaIfUvn372FWmTZtmtGxEXl4eqy5Zu3Zt9qZK++mnn+7duwdg7NixRuc+JCUlRUREAKhXr14jVv21lH/++Uen01lbWzdu3NhoQFZWVlFRkUQicXBwEPjuEEJIVVfeBD4hIaFM8bVq1SrnFUllSUwE8OqsgS/BxwejR+uPW7UyUanOfKNGYckS6HTYsQML5w8UnzoFAPv3UwJPCCknkwUOAPBtDWjQsWPHjoI/jvz8/EzWSjzK1gfxGzt27LBhwwDwzSaQSCSs7J/RdJcZNWpUixYt1Gq10an+ALy9vdm8Br4hawAhISFJSUkCV7GysmIZJt+Ydpn6GvhiDL0qfAEcx7EYgasYGuHrjzAZACAhISE2NtbCwoJvOklsbCzrsGDfwdLy8/PZ7InQ0FC+BP7bb7/99ddfAfTv399oAn/p0qWBAwcC+Oyzz/gS+LZt28rlci8vr+TkZKMBX331Fevz4itReevWrSZNmgAYPHgwXwGL3r173759G8Dt27eN/nM9cuTI2rVrAUyYMMHojBKVSjVixAgA9erV+/LLL41e5YcffmB1NCZNmuTt7V06IC4u7vDhw3Z2dg0bNmxt2MjmSUePHi0oKLCysuLb/uP+/ftsakxAQIDRL7tGo2E1QQUqXOTl5Zmc+kQIecbKm8D7+fmVKZ7juHJekVSWhAQAbBN4vOxV6J+ZgAC0bas7e9YiPR2HbAYNtPoQGg1+/hnr19MsekLIK8LGxkagMAEAKysr4X4EAJ06dWIz5Pk0atTI5LyGw4cPCwfMnz+fr14AExAQkJ6erlAo+DojAKxcuZIlTnxbPLZq1YrdKl99X47jZs6cqVarHR0d+a4SHByclpZWWFjIV6/BxsaGFXQQ2M/C/G6Cp+6MqNhGKuQqAhITE9mUBL4ejYSEBOFdM9Vq9f79+wEEBwfzJfCHDh1iMUOGDDGawEdHR3/yyScApkyZwpfAjxs3Ljk52cnJie9Otm/fHhYWBuCnn37q27ev0ffCpt507979l19+MdpI165d//jjDwDp6elGy5R+//33bNePzz//fMqUKUYbYZuhNmrU6OeffzYasHz58uPHjwNYtWoVK7pRQlRU1Oeffw6gQ4cOfIVXP//887y8PLFYzLe25dKlS+fPn2dvymg/kVKp3L17NwAvL68ePXoYbeTixYspKSlisbhz585Gu/kyMzPZ6KaXl5fRby6A+Ph4nU5nZWXFV61DqVSyuq00nYQYRSkEeeTBAwAZ0P90fnWm0Fe2UaM0Z8+KAXyz13FgmzY4cwaZmTh9mkrZEUJIlWNpaenh4cG34QITEhIi3IjJRRYWFhZ8SYjBRx99JFx4qHnz5iYLOpgM+OijjwYPHgzAaN0BAG5ubmz2hEDdx2nTprEk093d3WhAo0aNvvzyy/z8fIGKjO+//75arRaYTRAYGMi6gfiuYmVlxXo0zNlPoTyzJ4QDzIkxXEWgCLTJHg1WrxGAhYWFcIDAVUzGqFSqnJwcAHw7d3AcxxZQCCSikZGRrFuElXUoLSMjg3V58HWKAdizZ8+9e/dY7QmjAWfPnv3ss88AeHl5GU3gZTIZ6x1o06YNXwIfFhZ27NgxALGxsUb3VTl79uygQYMAzJs3j68Hp1GjRnl5eT4+Poatu0qYNWsWm+hx4sSJzp07lw64ceMG2/z13Xff3bNnj9FG2rRpwyaS3Lt3z+hKq507d4aHh9vZ2c2cOXPAgAGlAwoKCnr27AmgTp0669evN3qVlStXsn3Hli1bZrQ/IjIykr2XDh06sIk2pS1atEihUEgkkgULFhgNuHDhArtKnz596tSpUzpALpf/+OOPAHx9fY1OwHnJlDeBP3ToEN9T2dnZ0dHR+/bti4uLs7CwCA8PHzlyZDkvRypRaioeTaEXi0EFeitK9+5aNzddVpbFuXNQLBvqeOYMAHzyCdq0MWtXOkIIIeQ5cXFxEa7Yb2NjY3L2hMmA+vXrz5s3TziGrzChwcSJE9lQMJ9GjRqZ7LC4fv26cMD48ePfe+89rVbLt4DF3t7+6tWr7ICvkblz57JMhq+gRsOGDdkcDb4F/wAmTJiQn58vMBMkJCSELSrh279TIpGwb41AhYu6deuqVCrwp98SiYT9C+F7v4bOCL5+BJjRYWGyMwJm9GiY7Dcxp/PF5J0YGhHoFmEx5vSbmOx8EfiCyGSynJwc1r3CF3Dnzh0AmZmZRgPUajXrWGFTioyKiIhgO56yKRKlJSYmslU29vb2fAn82rVr09LSnJ2d+RL4Y8eOsX6ZOnXqGE3g09LSWOdLjx49KIE3rVevXsIBX3zxxdy5c5ctWzZ9+vRq1aoJl/8lz1NKCh4l8J6e5m6ZRkyytka7duoDB2zUapyrMbRHvaWIikJUFD77DCtWPO+7I4QQQoi5JBKJQNlIAJaWlsHBwcKNNGnShK3G51OrVi2Wewsw2eXRr1+/fv36CQTUrFmTzZ4QsG3bNuGAoUOHsn0Z+FhZWZlcP7tx48bVq1fn5OTwVbho1qwZ6xYRmPzy3XffqVQqgYSWDd4qFIr//e9/RgMcHR1ZliiwQHjAgAGsv0MqlRoNCAgIYN87gZk4vXv3zsrKEpi0UrNmTfaviK9gh1gsNrlAxsHBgfWtPHUvgOEbJ/BVNdlhYc5ED9ZIea5iTr/Jy0T0DBalcxz3zjvvnDhxQiqVZmRk0FqOMuE4LisrC4CVlZXAxKEK0LKl/PIdKWQAgoNx9WolXuqVUlBQsG2bZuJERwATJ2LN0Mt4801oNLCwwJkzaNv2ed8g4aVWq2UyGQBbW1uBsRTywpLL5RzH8X3MIi8ypVLJdnpzdHQUXj9PXkzZ2dkSiURgfJi8sGQyGdtg0tXVVSCnIi8mrVabk5MjlUrLn3BxHMfG3q2srPjqcaSlpeXn5yuVytq1axvt22Lj/Hl5ebVq1WLVEEo7efKkTCYTi8V8A8OXL1++efMmgLfffttoQfSsrKxvvvkGQGBgoNGKDy+ZZ5HAA9izZ8+QIUMA3Lx5U2A6ECnt2SXwfn4xCeI6uAuga1f8+mslXuqVUlBQEBdX0LChK8ehbl1ERQFz52LRIgCoWxf//gv+mVrk+aIEvqqjBL7qogS+qqMEvuqiBL5Kq8AEnrywntF/ywYNGrADNze3Z3NFUjYch9TUV3AT+GfD01PXsCEAREcjPh74/HMYHu/a9VxvreqLisKWLfjoI/Tti++/h1r9vG+IEEIIIYSQyvKMEvj4+HgA9vb2fItbyHOWk4PCwhR4sUe0h1yFM2x+dPIkIBZj4UL94y+/BE/hVmJCQQGmTEFQEMaNw8aNOHgQw4bB3x9btz7vOyOEEEIIIaRSPIsEXqPRLF++HIDRsoHloVKpvvnmm9GjRw8cOHD27Nl79+41Z5NPYkRqKoBYBLBH/MU7yFN6+239wcmTAIBevdC8OQDExeGbb57XXVVhN27g9dexejUeFUfRS0rC2LE0r4EQQgghhLyUyluF/qeffhJ4luO4hw8f7tq1i23L0aFDh3JerrjMzMyFCxfGxcUBkEql//7777///nvz5s3Zs2fzFVogvFJSAMRBv9EIz4Yj5OmFhsLWFgUFOHMGGg2srET46it9Wr9oEUaOpC3lyuD6dXTsCLYzipUVJkxA+/bQaLBmDc6fB4Dx49GkCajcBiGEEEIIebmUN4Hv37+/mZEeHh6zZ88u5+WKW7lyZVxcXFBQ0LRp09zd3ZOTkxctWhQZGblt27YpU6ZU4IVeCampAOLhxx5RAl/hJBKEhuLECeTmYu9eDB0KdO6MNm1w/jySk7FnDz744HnfYxVx4wY6ddJn73XrYtcu/VwGAH36oF8/HDwIpRL9+uGvv+Du/hzvlBBCCCGEkIr1LKbQOzg4dOvW7dq1awIbHpZVVFTU7du3HRwc5syZ4+7uDsDb2/vzzz+3tLT8/fffMzIyKupCr4rUVDwagbewgLENGkh5DRmiP5g0CcnJAICZM/WnNm16LrdU9URGolMnZGcDQJMm+PPPx9k7AJEIO3aALdW5dw/NmuHChedzn4QQQgghhFSC8ibwqWaQyWRHjx6tWbNmhdwxExERASAkJKT4bPlq1arVr1+f47hLly5V4LVeCampOlgkoBaAGjUgFj/v+3kZDR+Ozp0BIDsbI0eC44C330ZAAAD8/Tf+/vv53l4VcOcOOnZEZiYANGyIU6dQelcLJyf8/DPYhosPHqB9e3z99bO+T0IIIYQQQipHeafQV6tWrULuo6zu378PoFmzZiXON2vWLDIykj1LyiAlJRnehbABzZ+vNCIRtm1D48bIycHJk9i6FWPHWmDcOP04/MaNTwwmV0V5eQgPR0wMdDpYWsLVFW5u6NkTISEV0Pjdu+jYEWlpAFC/Pk6fhoeH8cigIFy+jMGDcf06tFrMmAGNBhW6focQQgghhJDn4hltI1fhkpOTAbiXWuDKziQlJT2He6rS0tKogt0z4OODDRv0x+Hh0OmADz6ARAIAP/6onxledS1ciK++wt692L8fP/6IDRuwcCH+9z+MG6dfsl4mWi2ioxEdDQB37qBtW/3Cg8BAnDkD4a7DOnUQEYEJE/QP58zBF19ApSrzPRBCCCGEEPIiKe8I/POSn58PoHS1eQcHBwBKpdL8pkJDQxUKRQXeW4XjOI4diESiSrqERXR0NuyAEAAnTuhef52rpAu9gti3r/j3zs7OQqkUxcaidm2dVMpZ2NmJVCoUFOgaNuSe05SWCqDTWf73n9Hz2LIF27drX3vNrEr7arUoN1eUmysqKNBvEWdjA60WGg0AiMVaa2t07Vr6dQUFUCpF1tawt+csLfUnLTw9RenpALBgARYu5JydORsbWFtzjo6wMuun3zP430cqT+n/faSqMPzXA30Hqyb631d10S++qo7jOPreVTlz587t16+fmcFlS+DZdu7lMW3atHK2wKjVagC2pfIBOzs7AIWFheY3FRkZmfMUw4MvoQIgC0BqKitpRypdXNyTj1NS2H5+LyGNRj+W/hSK/3cuKoLRbgJzaLXIynrK1xJCCCGEEFI5ylSCvWwJ/KefflrGmympohJ4R0fH3NzcgoKCEufZ2DvtA08IIYQQQggh5CVTVafQu7q65ubm5uXllTjPzri4uJjf1P3794tP1XvRcBzHJghYWVk5OTlVyjUyM0V16/bGoQsIBfDPP5yvb6Vc59VUWFiYn59fYg/F8HAsXSoCMHw4Vq3iEBcneuMNFBbC0pL7/XcEBT2nm31a166JWIX9gADu8mVYPFlcIzZW1Lmzfhl8797cli0wzHFn5HLR5Mk4cgQArKwwfDg3cCCaNwebABYbi3//RWgopFIWrtPht9+wfr3oypXHbTRujI4d8eABzp7VD7SLRFiwgPv440cRmZm4ehVJSaKwMOTmAsDUqdxnnwm8LbVazdbX2Nralp7vQ158eXl5HMdRl25VpFKpWI+8g4OD2MydUe7fF+3bhz17ULwOjo0NmjRBUBDXqBGaNEGDBkb2WZHLUUm/Xl9hubm5EolEwoq8kCpFoVCwia7Ozs4WFlW1WtYrS6vVymQyR0dHa2vr530vpAzYLHIzlS2B17BlqC8AZ2dnANmlin6xXNet9OZS/MqU7T97HMex/gUrKyv2riteUhKAJDQEXCwtERQE+i9fgQoKCqytrUsk8FOnYvVqFBbiwAF8/TWqBbtiyhSEh0Orxfz5OHv2ed3tU9q5U38wYQJKlZaEqysOHECXLlCrcegQpFJs365P8lNTsXw5tmyBXA4AlpbYtQvvvlvy5cXq2CsU6NkT5849fr5pU2zYgFat9A8zMjBsGE6eBMfhiy/QrBm6d3/UDtsivl499OoFjsOKFfj9d/TujXHjjFbFU6vVlpaWAGxtbe3t7fpI5DAAACAASURBVMv2NYmMxLx5+PNPjBmD+fNL5gxFRdi2DYmJMPyntreHqyt8feHrCx8fFBXh55+xbx8ePoRKBVtbrFnz+E0S81hZWXEcJ33U9UOqEKVSyfJ2R0dHGxsb3riTJ7FuHSIjkZkJo+VsCgtx5QqK9/YBsLSEpye8vaHV4v59/QudndG8OebMQdu2FfhGXmUSiaRMH0nJC8LS0pIl8K6urpTAVzlarVYkEkmlUkrgX2KiF3nwWcD27dsPHTrUqVOniRMnFj+/YMGC69evjx8/vquxMldVEcdxWVlZqNQE/swZXcfOtigogrhmTSQmVspFXlkFBQX5+fmld0z44AN8+y0AzJ6NsDBAoUCdOvryA8eOoUuXZ36nT2vfPrz7LjgOdnZ48ABPdlU8tmsX3n9fX5euVy8MHIj//sOqVcjP1wdYWWHnTgwZInCpvDy88w4uXtQ/9PXFjBkYN65kQTqdDhMn6gv+S6W4dAn16j3Z0KxZCA9//NDNDRs2ICQEhw4hOxutWqFdO9jZqdVqmUyGsibwd+8iLAy7d0Or1Z9p0gQ7d6JJE/3DzEz064cLF3hbsLGBtTVKzDBycMDhw2jf3tzbIIBcLqcEvopSKpWGNXFGEniNBvv3Y+lS3Lhh5MVvvokJExAQgK1b8fPPZd7go3VrtG6NWrWQlISoKNy/j8REqFT48EN89RXK2pf3qsrOzqYEvoqSyWSUwFddWq02JyeHEviX2zNK4BUKxYgRI2rVqrVq1aoKaTAyMnLOnDkuLi5btmwx/GqXy+UjR44UiUQ7d+4s83DZi+pZJPA//JA0dIYPHgJ480388UelXOSVxZfAR0UhKAg6HaRSJCRAKgU2bcKHHwLA66/j6tWSE9FfTJGRaNVKn2p++SXmzRMK3roV48ah9M8cCwv07YvZs9GsmcCrCwrQpYs+7bWzw8aNGDKEt5a8RoMuXXDmDADUro1z51CjxpNPL16M777DvXvGXy+RYNAgzezZuW5uMD+Bf/AA06dj/359P0WJBjdtwnvv4c8/MXx4qQKG5pFIsH//oxkFxLSnTOA5Dr/+iitXkJIChQKNG6NNGzRvbmTqNak0vAk8x2H7doSFITb28UkrK7i7o1o1dO+O4cNRt+4TbSUk4NYtXL+Oq1dx7x6KisBxSEsD27DG3R0+PigoQFqafnGNgIAArF9flTpYnx9K4KsuSuCrNErgXwXPKIE/fvz4O++8Y2dnl28YbSu36dOnR0dHv/XWW1OnTrW0tCwsLPziiy8iIyM7duw4adKkirrKc/csEviVKyOmHngDfwIYOhS7d1fKRV5ZfAk8gP798dNPALBoEebMAdRqBAUhJgYAfvgBgwc/2zsti5QUrF+PGzdw+TIyMwGgWzccOWK602HjRkyaBMNiHAsLDB6M+fMRGJidDaUSPj68L33/ff1UfTs7HD2Kdu1MXCorCy1a6D/k166Nw4fx77+4cQODB6Nhw0dBt25h6lR9ol+atbWqf3/V+PHWwcGmE/iMDLRqhfv39Q9tbTFpEt58E5MmPU7Xg4Lw77/6Y2dnLFkCe3t9FqHRIDUVCQmIj0dcHDIyMtv0+7PZxD/zmohtRB/+MaTG5Z8BwNERd++ienUTN0MAPF0Cf+sWJk40Mj/CwQEdOqBTJzRujKAg3pkmpIIYT+Dv3MHYsY8n4QAIDMSnn2LECDzFWmvW8+jgoH+oUmHLFoSHIzm5ZKSbG2Syxz+4QkIwYwZ69Hiai74yKIGvuiiBr9IogX8VVEACr9Vq16xZc+7cudji3eFPBkRHR+t0OhcXl9Kr1p9aSkrKjBkzZDKZnZ2dr69vbGxsUVGRt7f3119//TKVLHoWCfzs2XuWJAzBDwDmzMGiRZVykVeWQAJ/7Zp+cbeHB+LjYWcH/PijPm9/7TX899+LNeJXUIDCQjg74+RJDB8Otr86U7s2/v4bZv77TEvD+fP4808olZg4EY0bA/oqddnZaNAAffqga1e0aPHE6PrWrRg7FgDEYhw7Zu5E8qgotGtXcltEGxuEh2PSJH2NPHAcNm7E3Llwd0e/fnjtNZw8iV9/1efVAADtm29azpiB7t3Bt7GqSoUOHRARAQBOTvjwQ3zyiX5dvUKBUaOwf/8T8XXq4MiRkuOEQG4u/vgDZ8/i7Fncvv14soKNDUZ5HFn4cKQrsjF+PDZuNOv9v8oyMxEZqbpxwyIyUhwTg4cPAUAkgr8/goPRvDk6dICzM65dw7ZtyMyEkxOUSvzzD+7eNTKBorQGDdC1K/z8kJCApCQkJyMtDYWFkErh5oZhwzBoEGV35VEygY+NxdKl+PZbFBXpI5o3x8yZ6NOngicraTT47z9ERyMhAd7eqFcPderAwQHXrmHUKNy8+TjSwQHdumHUKHTqVJE38LKgBL7qogS+SqME/lVQ3gRep9N179792LFj5gSPHz9+Y4V+7szOzv7hhx+uXbsmk8lcXV1bt2797rvvvmS/LZ5FAv/BB0u+rTYbiwFs3qxPk0hFEUjgAbzzDo4fB4BlyzBtGsBxCAnB9esAMHEi1qx5hnfKIysLW7bgt99w6RI0Gri5ISfncYZjYYGGDbFnDxo0KP6iggJERCAiAlevokEDzJ8vlMvk5qJFC/3MAwMnJ4SGokUL+Pnh/n2Eh0OlAoC1a/G4sLwZoqPRocMTRamZbt3w3Xf8w6ipqViyBJs366/KNGyIzz/HgAElgzkOgwdj714AcHFBRETJNfcch8WLMW8edDp4e+OTTzB+vGHcT6vFpUv47TccP44bN4SSx1YWly/qWltYWeD27VLL+quav//Ghg1wc0ODBmjRotikCH737+PECfz3H2Jj0bIlZs0y0sN1/Tr27MGJE7h920Rr1tbw98fdu8af9fLCZ5+hYUNYWuLSJZw7h3PnUKYZZK6uWLAAT1ZpqSxZWbh+Hf/+i06dhPawSE7Gjz8iKgp378LDA716oUcPlLNAgFyO48eRloY330STJhWWSxcWFp4+XeDkpKlb1ykzU/z119i9+/EAuJcX1qxB//4Vcy3zqdXYvh1Ll6LEcEXTppgxA4MGVY11T88KJfBVFyXwVRol8K8Ernx+/vln1o6fn9/777/frVs39vCDDz4YP3786NGjmzZtCsDBwWH//v06na6cl3sF6XS6jIyMjIyMnJycyrpG167jsRHgAO748cq6yCtLqVRmZGTwPXvxIse+8h4enELBcRzHnT/PWVjoz27Z8szuk1e7dvqbKfGnVSvu6lVOpSoRvnMn9847nK3tE7HBwVx8vPHmtVquWzd9mERi/FKGP++++zTv4N49rkEDztmZGzKEGzz4cWuvvcbdvCn0wqIHD/Jnz9Z6eT1xE127lnwzX3+tf0os5s6dy8ri1q7lQkI4Hx9u3DjuwgVO/5Pv8mVu/37DV0wu577/nnv3Xc7V1fibrV2bGzWK276dGzOGE4v1J7/BKA7gevZ8mi/ECyI1lRs9+vE/cvYnJIRbv57bt4/bt6/kd0Wr5U6c4Lp3L/mSJk2427cfhyUnc++/XzLG8MfWlrO2NvHPC+BEIq52bW7WLE4mK3nbKhV3+jS3aBE3ZAhXr57pptifMWO4oqIK+KLl5XFKJcdx3H//cdOmcY0acTVrci4unKXlE5cTi7mlSzmt9vELCwu57GwuI4MLC+Ps7Uveno0N17s3t3evvnHzZWVx333H9e79xH9aV1fujTe4YcO4sWO5wYO54cO5lSu5iAguO9tIC8nJ3E8/cdu2cX/+ycnlXG4ul5rKRUZyp09zc+Zwnp6sTZ1UyllZPXHDEyZwlffb0BxqNbd/P9e7d8kfc40acYcPc/Q555GsrKz8/PznfRfkaeTm5rJPntriP0xIFaHRaDIyMooq5FcPeVGVN4FnGXudOnVkjz7u9O3bF8CJEyfYQ51ON2HCBAAzZ84s57VeTc8igQ8J6Ypf2SeQO3cq6yKvLOEEnuO4t9/Wf/xbtOjRqcWL9aesrbmRI7nFi7mwMG7aNG7hQq6w8Bnc82NXrjz+eFqtGte0KefkxFlbc9OnG01LwsJ4Exk3N+7/7J1nXBRXF8afXXrvTekCdlFB7B27xgoaoxIbxt41xhZ9E0NsiSYmQjTGGE2ixq4gaKxYsaFY6B2l97Ls7nk/zLDLLrsUAWOZ/28/wMzZO3dnZ2bvc8+559y5I29fUkI+PqyBri49fkwvXtC2bTRoEGlry7fQrl3FHEf9OHSI9PTYNrW1af58undPsaVAIMjIyMhITS0NCKBWraRd0dWlHTtYmXT1qkRgiH/dt3Wr/KgeoL59ZRRHTAyNHq14tsLOjqZMoX375KcIjh5lDcx4GdkwIoAuXWqAc1FP8vLo0SMKDqaICKpxnBcTQ/v30/DhtRLStrY0ZQqtWEHz5lHTpkrNVFWpRw9aupQ8PeXPu4sLTZpU+uWXRYcOUUwMK6uEQoqIoN9/Jx8fMjNjD+TnR3fv0vXrdOVKHZRhbCzt3k3bt9ORI3TrFiUlsfemSERnztCQIdKe9O5Nz5+//km+dIlGjmQnJqreFQpfbm40fTrNnUseHrU62wBZWdHu3VReTkSUm0vZ2ZSYSFlZJBTKdCYlhX75hQYMkBHVtXnp6ZGjI7VuTW5u1KwZWVrW7e3MZ1+4kJKTX/9MNjiFheTvT82by/TT2Zk2b6bLl+nePar2yd/AZGZSaChdukTx8W/JJAIn4N9dOAH/TvO+CXihkO7coZAQCgmho0dpzx7y96fExP+6W/8x9RXwzZs3B7B582bJFn9/fwDr1q2TbCkpKXF0dFRRUXlc2VvCUTsaXcCXlZG+fitEAMTj1dkNw1EjNQr4O3eIxyOADA0rPFViMU2apHgUO3fum+k2y4QJ7HE3bKhxUPjXX+wHAcjAgMaOpZ076cgRkjiwmzWjysO55GTy8GB38Xh0+LBMawIB3b1Lu3bRmjW0dy9dv96QcxdPn8qPujt2JH9/ys+X64OAufsKCwtJJKI9e8jISPqebt3I15csLJh/UyevGDBAqfpo25aSkoiIUlPJwUFml4YGDRhA27fXoPIkjc/BLgKoTRtWbv0nhIdTjx5F0P4HY6biVxskDlS9mDPkY3r1Ssbs5k1atYqGDJGcJZmPvXo1HT5Ma9aQk1OtJJyxMS1fTidP0qlTZG+v2EZLi9aupdhY5vh5eXm5ubmKP4JIRHFxNc87vDY7d0rd42pqtGCBvPjMy6MrV+jgQdq+nX7+mc6epeho6d7ycjp4kDp2VHo2tLTIwoIcHcnRkdq3p08/pYkTaziBPB5NmEDBwRQbSydP0uTJpK8vY6CrK72HJS99fbKzo9atpfNecns/+YTWr6fevRXMXb32i8cT9u0r6N5drKlJ2tq0eDGlpdX1GygpoagoCgujsDB6+bLeX6gyRCI6fFhpUEbz5jRtGp0+3TCBGDk5dPAg+fvT7t305Zf06afk6UmtWsk8l5jvcdIkun9f5r1v/NedE/DvLpyAf6d5fwT8s2e0apXiSXwVFRoxgk6flp9l/mCor4BnMjMfP35csuXq1asAJsiGuu7YsQPAzJkz63m4D5BGF/DnzxOgg0KALC0b5QgfODUKeCIaOZJ9Ii1bVrGppIQUykEe7825XhMSWD+bnl6NnsmbN6Uu5QULZKRlaqrUe71gAbvx7FlJkCypqdHPPzfap1BCXh5NmqQgALlbN5o3j6ZNIy8vWr5cdOFCDivgGdLSyNu76vdS2KGHi7NYssHbm65epZcvaccOqUSysqL//Y/at5cRPv/8U9uwgufP2UB6FQjvwp0A2rat8c6PUoqKROu+PKI6YQz+0UZR5dPggdu57Xqyl0p5Oa1YoUANAmRkRL6+FBUlbVMsppAQWrWKVq6kpUvJw0MmEp7Hox49aM8ememfvDxauFBmXsDQkKZMobi4yp2tTsC/AQIDydRU2kNVVRo9mpYtoxkzyMND/uJjXi1b0rJlNH68vI/a0JDataMmTcjZmdavl/uYUv75h40skLyaNCE3N3Jzo8GD6epVefviYjpyhPr0qbPANjWl6dPp9GkqKZFpMDWV9QOHhdHFi7RpE40dSx07Su92ydXv6kqzZ9PGjeTlRR07kpsb9elDH31Es2bR119TZGRRUREb/1KXb1AopMBAmjiRnJzkT7CLC02dSnv30qNHdP06/fUX+fvTli20bh1Nn05jx9IXX9DNm687pVNeTvv2VTfhYmpKy5YpXk1QGwQC2rGDTEzq9jW1akV9+9LAgWRjQwCZm9PIkbRjx+t3oy5wAv7dhRPw7zTvvIAvLqbNm8nVtfLTrBjIBrIBgdxTrmlTWruWEhIEAkFMTExMTMzLRpyvfYuor4A3NzeXE/BJSUkA3NzcKpv9+++/ABwcHOp5uA+QRhfwc+akw4y5C7p0aZQjfODURsCHh7NjTT6fKlafEBFRcjJduEB79tC+fTRrFvu0cnBomFDyGlm6VF52KyE3l+zsWNuRIxWMgMPC2KkAPp82bKBp06TKztycrlxprE9QIykp9M035OJS3RjY3l64YIHg4kW6eJEOHKCbN4mOH6cmTaQWVlZzJuVJxKlcKMH9+wrihc3NZQRsLfn8c/bt7fGgHKqkp0cpKQ11KhQgFtOtW/ToERUVUWkphYe/XPX9H/qzW+KpsnPVGbdyOg2gb7+lbt1kdmhoUNeutGgRnTzJZAEQiejPP8nDg4YPpwcPqhz65Uu6eJGOH6fDh5WKVaaH9+/Tr7/S3bsKp+H/YwFPRFlZtGBBbePYFb6cnGjXLpJMIdWIQECRkXTlCh0/rjTzRFXOniUPDzI1JWdncnOjHj3I05O6daOWLcnKip2cMzGhzp1p1iwKDn796I9ajylZAZ+RUVol0YYcMTH07bc0cSL17y9zX9bnpaFBrq7k5UVDhpCLCzk60pQptH+/fJCOAu7epdWrydeXxo2jVq3k57BMTOjHH+VnPWokIkJmCU/Vl5ERdexIH39MM2ZQz541L7XQ0aHZs6u7sxqCD0LAv6fev/dVwBcXF2dnZ2dnZ5cpiegrLy9nRGASEzKniCdPnoSEhISEhJQouZETEhIOHz58+PDhiIgIZY3s2bPH39//0KFDygzOnz/v5+fn5+cXr+QxnpiYuHLlyjlz5uzdu1dul0TAL1++3MvLy8vLS6jkQj169Kinp6enp+eZM2cUGhQUFLi5ubm5ufn4+Cjr6meffebo6Ojo6BilZFgTFBRkZGRkZGS0du1aZY2YmZkBMDExodu35SMkeTzq1WuFqyuTZO2kjw8tWiQfdqSi8qxPH8Zg5MiRyo7yPlHfLPS9e/e+evXq1q1bly5dymwRi8U6OjpisbigoEC9IkXwo0eP2rdvr6mpWVJSUp/DfYBQo2ahJ4Kt7d1kKw/cATBhAv78s4GPwFF9FnoJy5dj61YAMDXF/fuwsaliIRDAw4MtYvQGConFxaFDB+TlQUUFkZFwdKzGdsoUHDgAAK6uCA2Fworpq1dj0yb5jT164NAhRR/2zUKEf//Fvn24cAGvXtVgzOfj5EkM75WPf/+FoSFMTS8kOA8coUEENTXcvAk3N/m3xMXBxwfXrrH/6uri0iW2gmCdKC5Gu3ZspXk/fL4S32L4cJw82Ri5ry8fTPFf8kIzPdEY2dkwfs5r+Zya50LmEaSrQ8OG8z76CMbG8B4rKihWAeCCyOMY3QpPAVzl9/ml5fY7ha0sbNRtbHl2dnBygro6oqJw4gTCw9l2+HxMmoQ1a+Ds3MCf4nXqwDcGUVHYuRMHDiAvT7rR2hq9esHJCRYWKCpCQgKuXMGTJ+xeVVV0744FCzBq1IeZ21xxHfhKPH2KEydw7Bju3VPwdj4fDg5o2RJaWlBXx4MHePYM9S6bCxsb/P47KgaKtSAzE4GBOHgQFy5AJGI3mpjAxwczZ9aqlsShQ/D1lVZAGDwY/ftDXx+amrCzg60tmjSB3PnJzsbu3di9G0lJ7BZ1dbbkYVmZ1ExLC8uWYfFiGBkBQFERMjNhaSnfmhy5ubh5E7dvIz4eGRkoK4ONDRwcYGQEDQ0YGEBPD4aG6Ngxu7j43chCLxQiLAwXLiAkBBER0NWFhgaMjGBoCH196OhARwfW1rCzg1CIxESkpSE9Ha9esSUkNTXRty/69AGfj7Iy6OnBygp2dujQQWnZ0VpQXFz88uVLAIbl5cZRUUhKQloaHB0xaBCsrBibR48eCYVCoVDYuXNnhY2Eh4e/ePECQPfu3Zs0aVLVIDc39/DhwwCsLC1HaGnh99+RmAgzM4GxsaBdu/IuXQw6dty9e3diYiKA9evXa2lpVW3k2rVrf/zxBwAvLy9PT8+qBiKRaPDgwQDs7Oz27NmjsKvr168/e/YsgN9//72VbFEbhps3b06aNEksFo8ZM2bbtm0KG3F0dIyLi1NXVy+rfJ1XYuPGjevXrwfwxx9/fPLJJ1UNkpOTbWxsAPTv3//ChQsKGxk0aFBwcDCAhIQEW1vbqgZ///33hAkTmA/15ZdfKmxEW1u7pKTE1tY2ISFBocHcuXN/+uknABcuXOjfv39Vg7CwsE6dOgGYOHHiwYMHK++SZKF3d3cPDw8HUFZWpq6oLPH333+/ePFiALt37541a1ZVg/z8fOYH1MPD4/bt2wq7Om7cuH/++QfAkydPWisqg3L27Nnhw4cDWLJkibLvzsLCIj093VhTM0solBYccXHBhAmYPBlOTkuWrPruOz8AmzYdnzt3lL5aCY4exS+/SIZWkQBTmHeEru6pTp1gZQUjIxgYwMICCxYoPOi7TT0nAHx9fQG4uLjkV5qXdnV1BVB5Ooe5tmxtbet5uA+QxvXAP3hAwGF4MRNYn3/e8EfgqI0HnogEAurenZ1JdHNTsmLz4UM2iprPp1u3GqZ/KSl09CgtW0Zr15LEV/n8OVlbs70ZO7b6Bo4cYQ01NenJE6VmpaXUtm3l2VJau/a/XMStjOfPKTiYrl2ju3fp66+Frq7lVd1XJibS/Ck5OWRry27/8svqWn70iBYsoJ4967UGIjiYPZYWiiPhTACtX//6zSnh4pIzmiipxoHXxrHor79k/IjXr5OBDnuu9JDfA9es+Sl18nny+TRqFN2925AfJCUl/86d/NcIdhAKaft2Gj+eVq2igwfpyZOG8LQVFtKpU3TiBF26RDExim2ePaNffqELF95QlM1bTDUe+OvXqWdPxVcRs97i118VuMozM+nkSVqxgoYNoylTaPVq2rKF/P3p0CG6coXCwmjbNhowgM0qUDlqhs+Xicbn82nFCqqza/npUxo8WL67XbsqyL0hISpKurwKIEdHCg6u20FLSigpieLi2EdtaSldvkwTJ8qHhKipSZ32fD7Z2VG/fjRjBq1aRdOn07BhNHgweXlR//5sKH5tXlpagn79ygICmIisgoKC7OzsrKysciUP/aysrLCwsLCwsNTUVGWf5p9//jl8+PDZs2eVGUiclgkJCQoNkpKSVqxY4evru/e77+jYMVqzhgYPJl3dyj1fCngBXoBQyUf7A3AD3IB/lBjkAbaAEZ8/wMZGWaWT0aNHM4NwBU7asjJ6+PD0smWMwbKql3i7dkw0k7mpKRinZXk5PX9OR47Qhg00bx59/DFNmEBz567s0YNp5MR339Hff9OBA3KZOJ7fucMYjFQWtWFr283SkrHJzMxU+Fl++eUXxmDLli0KDUQVU1ctW7ZU9t35+PgwNjdv3lRocPnyZcbA19dXWSPNmjUDoKampszgq6++Yhr5/fffFRqkpqYyBn379lXWyKBBgxib2IpkK3L8zdSUlU0HJgezALlp06bKDOZXlCANCQlRaHCfqTcMfPzxx3K7JB54phAYgGIlKTCYBc4AfvrpJ4UG+fn5jIG7u7uyro4bNw4An89/+vSpQoOQkBAjIyMzM7OvvvpKwW6hkIKCOpuYuPF4fSQXXosWdO1aWhp98QW1a8csRdwNeAKewDU+n1q0oM8+o3PnqOTBM8Yhn1px5/rJXcNNmijr+TtNfQV8SEgI89W2aNFi586dzEYm7Xzbtm1fvXpFRC9fvmSmZAYMGFDf/n54NK6A37SJgM1Yzlzkb34d8odALQU8ESUnS5f0NmlC164pMlq7Vqry6yMp0tJo+3bq1EnmMWdvT4GBtHOndPRqa1t9mOWJE9I13t9/X8Mxk5Npwwb6/nv6+2968eL1+/7GYJLY3b+ftWVL2YQJ5OtL7u7SgbdAQOXlNHCg9At5MyvOpkypUNF4nAd94vHoxIkGbD904wUmKYbcS1+1qJNl4pRhmUeOKF4n/PgxNbMurb1ib96cDh6k1atlAn75fJo6VT5h2YMHNGkS9ehB8+bRvn01ZCIXiejiRZoxQ2b5eatW9M03dO0aJSUp6DxTak0ywomJkV8BAJCODg0YUF2hzfJyevmyzsHRHMqQE/AiEQUF0bp1CupaOjrSihV05QolJDRkpracHLp/nyIiqLSUcnLoxAlyc5Me1M6OlN0I1REcTMOHk4pKPhADxAC5AOnp0axZFBgonRV4+FD82WchamohwE3meB99VHXh+r///uvv7+/v7/9KLnlkBTExMStXrly5cuWff/4psyM5mT79lAnvnwt4ASOU36i/AG5AG+C4EoNUwAgwAgYrNOjUie7cGThwIDNWVBYP/GdF+N965TOSjDO/GlcQM/gEcOHCBYUG986cYQwmKkzPAZCOjmtFwIuyZ9n3FQ6wn1RVycFBTv8TkF9h0EnyRKuy1onRPADCw8PZTRERNHcutWjBrDc7V9HIYuVfjQUAwJDPV7ZI54uKRmTmGtq2JU9P6tuXbG2jKgyGKz9KjwqbVzt3KvyR+/XXXxkDPz8/haddLBZLlIKy727q1KmMTWhoqEKDmzdvMmHY8+fPV9ZI3759HR0dnZ2dlRns27fPzc2ta9euwUrmwnJzc5mY8y+Vz8fv2LHD19fX19c3PT1doUF4eDhz3yk7siVIjwAAIABJREFUChFt377dz89v3759ygzu37/PxOErW9Gdn5/PRPJLL6EKJAL+6dOnzLyYsqUQubm5zJKBvKqVU4mISCwWM4sO8vLyKDubYmIoPp4aZGFaVhadO0ezZ8vnqFNTo0WLkqNLfH1JQ6PmgYSeHn38MR37W1B65BTNnKkgwa2LSwP09u2jvgKeiD7++GPmrrO2tma2PHnyREVFBYCWllbr1q01NTUZg5MnT9b/cB8ajSvge/YkYA52MRd5YGDDH4Gj9gKeiEJDpVXBVVVp9eoqeqC4WPp42rWr5hbLy2WkCRElJ9OCBTWXXAfIyamaNbR5ebR6tXSBp6fnW1K6qCGRyUJPREQpKdJsXF26SJP06+mR8sVuDUxmpvT3bgjOCaFCenqkxGtRV8IPPTbk5TKN9zJ7ev1s7unTdOkSKfeKyZCVJfUyqqlRhw7044+UlUUpKXT7Nv35J23cSGvX0v79dPu2dAIqLY0+/5wMDWV+wbt0oTlzaMYM6tNHfh0xn0/dutGuXfKDSZGI/vqLWras+fe+f39asoRmzqSRIyUD5tq+3NzIy4tGjiQvL/LyotGjydVV2nk1NerRgzZskM/Hz1FXKgv4lBTmx+plhewtBcjamtavp4cPpW9JT09nhrwPK2+VZefOnX5+fps2bVJmcPDgQWYEf6dK3cuyMlqxgvj8+AoX7BIzM5o8mU6elJ9NHTx4MBNsrPjhHx+/96OPmHHR5srXlqYmmZoyF5O4QjW1VFGhnTsVPl4//fRTxubGjRsKPwuTVBjKUgjfvk3jxjlpaABQ5fHI1ZX69SNnZzk1+HVFT/YDpK5OrVuTjw/t3k3XrtGLF5SYmHbsGGPQx9GR1q2jxYtp1CgyMJA2wuMNMTdnbJQ5LZlAbgBr1qxRaEBEenp6AJoo96ctqAiUDZKbaROL6c8/qXv3hxUx7ePlnghDh9LmzXT/PolEHTt2ZGyKIiLo/n26fZsCAykggNasoS+/pL17f5g9mzH4gfFalZXRpUv088/k70/+/rR9e9GSJUaqqkZAn8rf7OzZVOmzz58/v02bNm5ubi8uXaKffqJ+/eQec3crvI27TEzI15e2baP9+2nu3Mo1O5YDvsAC5U+r88BKYCUQrsQgD/AH/IFAgLp2pYAAioujR4+KDh0qnjOnvEMH4vMvAYeBw0AJQI6OtH+/3OWempp6586dsLCwNOWlIhiVmKi89FdRUVF2dnZh7ZN9cCinIZPYicUUHEwTJsiXz7Gzo8mT6aef6NKl2tbLzM2lv/+mxYupRw/F+Th1dWnRouzwpC++kM/jYWpKHTrQsGHk40Pjx5Ozs4IMuUx6XD8/WrlMuHJO/kqftJXj45Z/9Hytdz3KuL7FNICAFwgEfn5+dnZ2NjY2ko1+fn6QZfr06fU/1gdIIwr4nBxm3DpMI4S5+rki8I1BnQQ8EcXGymQydnKqkuPt1Cl2n4EB/fGHUt188qTUoa+mRqNGUUAAjR3LBuFLXvb2NGcOBQTIBLgzMkVJgrS7d2n8eJmKUQMH1qF+9jtEVQFPRMHBMinSGT35hicnw8KkP2+zsFsEPhka0r17VFJCKSlUU9IvZST/+8JaJZVp1sMoMi/nddIXicX09CmlpNTZOZmfT+vW1a0SWbt2xCgXsZiOHaN27WT2qqlRu3bCQYPKW7euQ5uSl4UFHTxIBw7QypXk6Skzv1Cbl5kZHTnyGuevscjLo99+oxEjyMSEmjWjBQsoKIiKiighIYFx0SjzwGRkZDBu3osXLyprfOPGjYxLStmQ8dixY506dXJzczui5KQUFBQYGRlpamp26tSJ2cII+MePs375pbxi1ox1Whoahn/7rQJn+7lzrNty0aJFyrpqaWkJQF9fX5nB6tWrmUaOHj2q0OCff6IrxjXDJF9306b0+ecUFETMWezVqxdjocx79ttvvzEG37RpI/9MrngxjmCXZs2UdXX69OlMI9euXRMKKSKC/vyTtm2jwEB2EVZoaChjMG3aNGWNMMWAeTyedFN5OcXG0sWLdPgwXbnybUUs969btigM+8rMzLS3t3d0dPT29q7cSMFvv4kr1hctAvoDnvr6KT/8ID/xlpJCQUG3tm71Gjp0xowZlZMiy7F+/fqVK1f6+flRSQmFhNC+fbRpE23YQPv30+XLFBZ248gR/02b/L/7LjEykn1PXh6dPCmJnSgAQoAQINzcnHx9ac8eundPbinX06dPIyMjY2JilDktS0tLGZ9kDekVX76kVavkn2jm5uThQZ07k5sbubgoSDfI45GDAw0bRitX0oEDpDAmOSGBfvuNpk2j1q2Jz2dXPQwYQIsX0549FBRE9+7RgwcUFER799KiRTRkCI0eTStW0Pz55Ows84hs04Y++YT27pX7uZcmsUtNpV9+kX+2tmxJBw68jUvgOIio/gJeLKaXL+nCBfr6a/mRobKXuTn1709eXuTrS76+NGECffwxbdhAZ87QuXO0dy9NmKDUb8TnU+/etHdv/JOChQtlIlo0NGjmTMUVdl++pL17adSomscMjo71OZdvL/VNYleZsrKyyplmLl68uH///uTkZCcnp2HDho0cObKhDvRBQY2XxC44GIMGAWhjmByR25THQ1ERFCUo4agXtUxiV5nSUqxciR9/BBN3pqaG77/HnDmVLEaOxKlT7N+9euHQITRtKtNEYCBGjYJAoPQYamqYNAm+vujcmU20U1qKNWtw6hR69YKPD3r0qJqAJzsbX3yBX36BWCzduHw5vvkGKiq1/3zvDOXl5Xl5eQC0tLR0KqXmO3wYy5cjMZH999tvsWLFm+7b8eMYN479Irxx+HdM0VAV5Ql1HsE1Cs4eprFtB1hixw6YmdWywfwff++5sGO4uA2AFhpx1yPNTWwVZSNsZOLisHEjgoLw8qV0o6kpFizA2LF49gxXr+L4cWlyLmavnh7i4qRb2rTBvHkYNw5qamwSu/v3cfYsoqMRH4+HD5GfLzXm8WBnB0tLCATIzYW6OnR00KYNNm9GhdcQAAQC7NuHb7+VOVDlPpibw8gI0dFMHsRSoAQoGz1a94cfdOXuTgACgSAwMFAgEJiZmfVRkhJt3759L168KC0tXbNmjcIHyNWrVzds2JCTk9ez54wWLT6ztUXr1tDURFYW0tORnIxXr7Bhg2lhYZaeXlM+P7lyBj0GdXWYmS1MSdkJIDAwkEk0JQeTgxaAt7e3ZG2nhBs38PIlPv/cLSrqPoAVKwr09HRNTCAWIy4OyclsDrmnT3+6fn0ugBkzdv744/yiIty+jfJytGwJR0eUlSEzs8TOThuAq2uH1avvh4QgMlIUE8NLTpYm8NPQmFhW9ieAu3fvu7t3qNrVkJAQJlR73rx5P/zwg8KzamNjk5ycrKOjU1hYqNBg/fr1GzduBPD33397e3tXNYiPj3dwcABgbDyooCCovFxmL5+Ppk0hEHxSXHxLXR3+/jdGjrRQVZVv5OLFi4yf49NPP/1k4ECcPIngYFy/jtJSADA3x5Qpc6KiROrqdnZ2X3whCYVGZCTOnkVBATQ08OjR+bi4iJIS3eLiEQkJVnLP+zZt4OWVbW5+Q0dH08KiSYsWrfT0YGAgnxIxJiaGx+MBcFSSqVQsFvNfK41idna2plisvWsXdu5EdrZ0h4kJ+vZFy5a4fx937iAjQ7pLXx8WFjAwABHy8sDjwcICTZrA1hYODtDURFoawsMRGIiCghoOr68PY2MkJUlzBwKwtsb48fD2RqdO9ckwV1DAPkyEQhgYwNgYLVsqzt6KpCR8+SX++KO6n2MGS0v4+mL2bFSsOZcQF4dnz6CjAxMTODjIHqi4GHw+KgJda0VODvuHjg6qJDZ7+RJPnyI9vbi4WNS8ubBrVwM+nw8inDmDjRsRFiY1tbaGhQUAqKvDxASmprC2hpUVPDzQseOHmXqzgcnJQWwsoqMRHQ1DQ7i6ok0bSIRAYSH4fChKEilJYqempqa45eJi5OWhoAAFBcjJQXw8IiMRG4vkZCQlIT1dmkZOgooKmjeHvT0EAmRm4vFjmTurrujrw8kJLVqgf38MGxaVb+HnhwMHIHmc8vmYMgUbN9ac5LigAGfO4NAhBAUp6DUAGxvpaO19or4CPiMjw6zWA0SO16ARBfwvv8DXF4CeelmhQN3cvOb82xyvwWsIeIZbtzBrljRTt68vfv654jfx5UtMmIArV9h9Xbvi2jVWQ5eW4uRJTJ0KpuKDvT3MzBAZKU1/ra+PiROxYgUcHGrZk5wcHDqEU6dw5Yo0h7GODkaNwsyZ6N27rp/snUGZgAdQVoY9e3DwIPr1Q0VanDfNzp1YtIhNrG2BVwKo58CI2aWFkn8wdoj9M5w8iXbtamhIJMr6dOnQPybegQcAS5WMm1cE9t2riM43S0wM4uLYbNDOzjKJsYlw/jzmz0d0tPy7mjfHsmU548apGBrqQ1EW+oiIiIiIp0lJMDXta29vamICOzvo6UlbSEhI2Lp1q0Ag6N69+5QpU+TaF4kQGYmFC8fExj4TCMqPH49WU4O9PfT1pX17+BBeXt/GxHwOAPhVV3fqmjWYN09m2J2RkcEUYe3Ro8c1SX0CWT766KPTp08DiIyMdHZ2BpCRgWPH8PAhxGKIxXj48HhY2BgAwOfAN0pOpDGQA1gA7IyItjZKSirnY18GbAOwb9/pkSOHGxnJvz8iIqJNmzYAxowZw6QaZnj4EMuW4eJF5r8uAJOgOAdQ+DsVADApjrfr6CwuLq6aEL4ccFFR4QPNRaJzVd/frRt69/72/v1L+vr633zzDZOtSo7o6Ggmx3WXLl1GjRql8HT8/ffffD5fRUVlzJgxCg3S0tKYRFYODg7GxsZVDcRicV5enq6urpqaWl4ezpxBQAAqYtUVYGGBjz/GnDn1LbJw6BD8/PD4cb0aMTJC//4YNAhDhsjP+jY42dnZbBb6oiLs24cdOxTcsW8MR0d89RXGj68qLMVixMfj6VOkpCA3F0IhWrdGt24wNkZGBjIykJWF5GSEheHGDcTFIT8fcrM2AHg8WFszU1EwMsLw4Rg5EkOHVjy4kpPx/fcIDkZ8vHTqQUUF5uZo2hS9e2PoUPTqBVXVjAyEh8PMDBYWuHIFR47gyhWZKQ4dHUyZggULFFcwSE5my5SYmUFTE9nZyM2VMVBXR4cO0ideaSlKSvDyJe7dw507+PdfRETI2Ds5YexYzJkDW1uACCdOYP36mq9CExP06IEOHdCuHZo2RdOmsLR8P6f5lVFcjMxM5OWxEzdqarC0lJkSliMxEeHhyM5GejqeP0d4OKKi5L88Bj4fBgYoLGSvQl1dNG2Ktm3RoQNatmSmukQGBqyAz8pCaCiuXMGzZ8jJgUCArCxkZ7MThbWkRQssWYKJE2V+w3JzERqKx4/x7BmePMHTpzW3yYwahw6FhwecnAAIBDh/Hrt3IyhI6hZSVYW3N1aurHnkIkd6Oqvh9fXZWY7iYmhrQ0MDPXvWral3gvoKeHV19SFDhvj4+AwfPlxhiQKOetKIAn71amzalA1jE2QBcHfH3bsN2TwHw2sLeABlZZg9G/v2sf/u2YOKkEmACAcPYvFiZGYCwObNGD8eK1fi9GlpwSFPT5w+DU1NlJTg+HFcv47OneHlpXDKViGJifjmGxw4IG0SgIYGlizBqlUysue9pBoB/5bwxx+YPl2xa0cdgr8xfpTuBWzdipkzlfpDBILk0fMHnVv4FK0A6KiWXQ4WuPdt4K9WKBQmJiaWl5fz+XxnJTrm6NGjMTExAObNm6fwbIeEhGzevLmgoGDmzJnTp08vKcGWLTh5ElFRKCiAkxPWrsX06WpCobBZs2bR0dFQJOBnzZoVEBAA4NKlSwpd33fu3GFqMk2ePPn3339X2NU2bdpEREQAEAgECl0c27ZtX7aMKa3qD/gCMDbGrFlYuhQmJgCQm5trZGQEoEuXLjdv3lR4lLFjxx47dgyAqmqEvn4rU1PExMj5PM4AIwAAS4GtChsBOgHZgCmff3v0aEybBk9PZGTg3DmEhODSJWRmHgROAmrAcqC95G3u7pg6FV5eUFHJZrJMt23bdsiQoVevIjAQV67gzp3KkTh3gTyAD/QCqribAaAMKAYAaAG19RaqqcHJSdS7Nzw9VT76CMqcSW8DMTEICsKNGwgLQ3y8gltSXR2LF2PNGujq1rlxInz5JTZuVGrAqMcWLdC+Pays8OQJrl9HZGQNzbZti0mTMHt2nZ/k2dnQ1Kz5Z0Qq4BnEYpw+jd27cemSdCZYUxNt26J9e6iqIjwckZHIypJeWHy+TLiXBC0tDBoEd3c0aQIeDwkJSEtDdjZKSlhJmp/PVnpzcEC3bujfH598UtnbHBqKn3/G5csoLpY6pBscMzNMm4aZMyEz3ZSfz97G+voSTSsU4uhR7N+PCxcUexGrYmMDd3dYWUFPDzk5CA9HRETNcQkAVFTQti0AxMWhalSOQtTU4O2NRYvg7g4Q4eRJ+PlBSVExxairw8EBrVqhVy/07Il27dj7OTYWBQVo0aKG4oUNTloaUlNha1v7ILUaEInw6BGuXMHNm7h/H7GxCqpWMqEKTMyGmRnMzNhr9eFDmaCy+mNiIrSyUk1LQ1ZWnd+rpQVLS1hZwcEBHh7o2hXu7vkFvL17cfMmHj9GVhbat0e3bujcGR07skEYEIkQH4/cXBQXQyyGri7KyhAejidPwOfD0hJOTvk9hp6+pBscjJISqKkhNRW3b6NybXFNTcyYgaVLYW/fQOfhvaa+Ap5XEYNkbGw8YcKEKVOmKCtHyfF6NKKAnzQJBw8+gmt7PAQwejQqMtFwNCT1EfAMW7awEdpNmyIqSnaZw9mzGD4cADQ0oKkp82vcoweCgpRE9dWKoiI0b46UFOkWIyMMG4a1a+Hi8tqtvku8/QIewMWL+OQTZGTAxATm5mjbFsnJuH4dAFQgGopz07F3iFu6+tZNCqpXl5Vd7rV8wp2PX8EMUDfStjgdrNG9u7zVzz//nJWVVVZW9r///U9hHwICAgICAnJycnbs2MGUe5UjMTHRzs4OgKenp6R2iRwDBw5kdikrrvvXX38xOVPXrVu3YcOGyrtyc6GvDz4furq6RUVFNjY2TOHiqgJ+wYIFTHB1cHDwgAEDqh7l4cOHHTp0ADBhwgRJZmw5Onbs+ODBAwBFRUUKy1z/9ddfO3bsUFPTJZp//fpHku02Njh2DG5uCAkp+/LL9RkZKChwtLf3tbBAu3aYNQvW1tJGTp++uXp19uPHGkAXQKHsKwcKzc3Rs6emu7tWfDyePQMAY2OYm6NJE5ibIzkZkZEwMcHChWjZUv79RPjhB6xaheJihR8UAAwN4eAABwdYWiIoCLGxMnstLPDJJ6wcs7WFjQ3Ky5GVxS5MaNoUPB7y8qCmBl1dvHiBP/5ASAgcHdG9O/T0EBGB+Hi22HZWFuLjoaKCYcMwbhxatSoxNi5SVVVaB/6tRSRCUhJevEBEBAID8e+/UhFqZYXVqzFzZtXIZaUIhZg5ExVL5tGiBcaNY31TPB5MTWFqCkdHBXL6zh0cOiTjUC0qwoMH8n4yExNMnAhzcwiFePgQz55BWxtt2kBfH0+fIjERhoawsWGH6dnZuH2b1Rq6urCwYMulMxgbs9Huzs5wcYGRUbaOjqI68CUluH4dSUlo0wYdOiiYmGGC5/X1IRYjPR2pqYiLQ2IihEKYmcHSEj17vt5PW0EBDh7Ezz9LQ9vqir4+TExgaAh7ezg7Q1UVBQVITcXjx4iJgY4OzMyQmCjjoufz4ekJHx+4uaFZM8itpyguxt9/Y9MmpdEJWlpo3x4dO0IgQHIyLlxQ4P9vQJo3R5cuMDIqKy0Vh4aqPX4s010PD8ydi/HjoaEBdrxhYIDMTGRmIiMDqamIjsbFi7hxA0oqsbNoaKBVK6SlsWultLTQuTN0dVFaCmNjuLujVSsUFyM3FzweDAygpcV68qs6sfPzoa0tPa1ZWbh0CZcvIz4eKSkoK0OTJjAzQ3o6EhNZQcvM8gDg89GpE/r1g4sLmjbFy5dISEBEBB4/ZuMxALi6YtgwjBqFTp0Uf5bcXDDrRNLT63Sqa8DQEI6OcHREs2Zo1gyZmXjwALGxyMlBXh67QkQgQEYG0tMVz3MphFmJYWwMfX0YGEBXF3p6sLGBiwucnWFjA9nBalYWdu/G9u0yi2Aq4+CAyZPxyScwNER+Pl6+RFISsrNReYlSfDzCw3HvntKLwtQU06Zh8eKqy0c4lFJfAT9mzJjAwMDSSj8ILi4uPj4+kyZNUjgC46grjSjge/bE9eunMeIjnAKwcCG+/77G93DUmfoLeAA9eoDJRuTnh5UrZfdNmyb10QPQ1cXAgRgxAuPH1zOlgZ8fVq0CAHV1eHlh5kx07y4/+Hi/eUsEPBHxFC3XJKI///yzsLBQX19/woQJku2lpRg3DmfPMv9tBk6poGg4xi1uFtt7TU/4+LCLP4l+6rx/0V3rcgwAoK0+9VbYr4xnRg5nZ+fo6GgVFRWhEt/QN998wyzT/e233yTlfCvz6tUrJnlYz549ryqJNh4xYsSZM2dQKWJcjuPHjzNhz6tWrdq0aZPCRvr165efn29ubs7kM6sq4M+ePXvt2jUejzdz5kyFi34LCwtv3boFwMrKiimAWhWhUKha6zshNBTffouzZ9khlqYmbGwQFaXAUl0dI0YgMxOPHsnETqqowNAQWVkwNcXYsRg2DFpa0NSEsTFsbV/HoytHVBTWr0dSktQZkpFR86LBpk0xdSpWrGisSJzi4uLi4mLg3RPwciQl4ZtvEBAgjZ6wtcWSJZg6VbryQhliMaZMwcGD7L+rVuHrr+uzdhvFxWBiKAIDFV+EDYiODnXsSH378idORPPmjXusGnn1Clu3wt9fxketrg5jY+jowNYWLVvCyQk6OlBTw82buHULAgHMzdmXiQlatUL37qjNwDY3F+fO4cABBAfLCyt1dZiawsSEDZLPycHlyzJTKiYmGDwYhYVITYWdHby9MWyYzOxMaip278apU4iIkPfVGxmhRQu0bAkeDxkZKC1ljyV5O7PeOTSUvbtNTGBtDW1tGBigdWt4eKB7d3ZhRV5eXnl5OYCcHOMff+Tv3SsThWdmBh8fdO8OV1fY2SmK7iotxePHePAAL17g1SskJSE2FikpCpzSdcXYGG3aAEBSEjIyoCSTRaPg6oqZM+HhwTqIs7Nx/z6CgnDihExWFQB8PiuGDQ3Z21UoxKtXSElBTo68MQBVVbi6oksXWFnBxASOjmjTBk2a1LZjRUV49AgPHyImBomJiI1lw9J0ddmwnD590KMH9PUrB30ogwjR0eyK+OBgBAfLxBPxeGxMZ4NgZISePeHlhXHj6pbGgQP1F/AACgoKTp8+feTIkaCgIImS5/F4ffv29fHxGTNmjG79xxcfMI0o4G1tkZT0k+qCucIdALZuxdKlDdk8B0ODCPjQUPToAQCGhoiOZqNwWfLy0K4d+4M8fDgCAmBlVZ9jSVp1dGTnXK9dY4/+ofHaAl4kEuXn5+fk5GhqajZR8jPs7+/PFF/dunWrniINdOjQoRkzZpSUlPj5+a2Un7ZhUVVVFYlETk5OUbKDcYEAa9bgl1+QmzsLCAAAXOah1yz4bx18QedgQFye8ez+kefjXIA7QGcAY8ZM/ucfxRHjbdu2ffLkCZRHjH/33XdLliwBsHv37lmzZlU1KCwsHD16tJGRkbOz89dff13VAEBwcHB8fLyuru7w4cP1FSmb4uLivLw8TU1NTU1NrdpNTlUV8P8VT59iwoTXWcBsaIhDhzBkCIjqpdzqBBGuXsUff0hdPhI6dcKUKRg4sNHDcN4bAc/w8CEWL8bly9ItenoYOxYDB6Jfv4owVFmIMGMGmBrbKirYtQuK7q3X584d/O9/OHtWRlXJBa2rqMhnqlJVRbt2EInw8iUyM2ubx6pzZyxZgnHjGiy1WUEBTpzArVt49AgZGXBxQfv2cHODh4e88ElLw5Yt8PeXCTNp0QKzZ2PKFDTsqEqO2FgEBGDfvlq5Zjt2xBdfYMSI2kZnlJTg8WPk57Me6Nata073JSEtDTo61c0fSQS8sbExn8/Pzsbevdi9Wz4AB4C6Oqyt0bw5PDzg4YE+fZSvrSguRliYNMj81SuoqcHdHSYmCA1txJUMElRU2M+soQEHBzRpgtu3kZys2NjaGurqKCuTiUKsBh4PvXrB0xO9e6NDh+omVsViNmAhI4N1gDdtyti/fInoaFaGp6UhORmJiUhNhbo69PRgbg4nJzRtitxc1unO48HSEu7u6NoVjo7Sm0skEuXGx+vb2paXq4WGIjIS2dkoKmJPgJ4ejIygrs7e6cySjsJCJCTgxQvcuaPgq+DxMGIEFi9Gx47Q0cGTJ7hxA/fv4+5dPHpUq9MDwNgYQ4di3Dg4OKC8HNraaN6cy3X4+jRkFnpGyR8+fPj8+fMSJa+jozN27NgpU6b07dv39RKZfuA0loAvL4eWFkSiVYY/++V+BuDwYXh5NVjzHBIaRMADGD0aJ04AwLJl2LJFdt+jR9i2DQMGYPLkeh5Fwvr17JLLESOkCe8/EDIzM/Pz8wsLC1u2bKlQwJ86derkyZMFBQWLFy/u2rVr1Rbi4uIY7+7AgQPPnz+v8CiSiPHExEQbRSMvScT4+vXrv/zyS4WN6OnpFRYWWltbJylaQVdaitGjFwYF7QQABAGDADRBqr5qcYLIuoSYGe9YK4MpnXqb9+3ba9GiRQqPcuzYMZFIBGD06NEKPc9lZWUqKiq1d0q/Md4eAQ+gsBBTp+LoUQBo3x4zZqBrV7RqhZISxMcjIAC//cb64vT0YGkJfX00bYotW/77FSu5uYiPR2IinJ0VxOE3Eu+ZgGe4cAHr1qFq0gNHR3TujCFDMHIkdHTw7BlOn8Yff+DpUwDg87F3LyqKvjcwL17g+XM2MVvr1nB1Zf15RUVo1QpjioQtAAAgAElEQVQODsjPR3IyysqQkwNtbbi6ykSv5+cjL48N6s7LQ3Iym9D6+XPcuUP5+TJzTm3bYulSfPQRmFyJYjGePsXNmygqgrY2G39uYoKyMhQWggi6uuxdIEkmmJSE0FCcP48jR2R8wpVhvIyamrC3h4UFzp+XOgxVVDBmDGbPRp8+b246TCDA6dO4fh0REYiORnq6TM8NDTFwIHx8MGTIm+tSjcgJeGajWIzAQPz4o4LIAglaWujXj81OYGOD5s1hZ6fE6fvqFfT0WLkvFkvrBaSk4P59pKRATY3V26WlyMlBWhqbbJDxuquqwtISWlrQ14dIJHVra2mhSxd4eqJ9e9jYQE0NaWnIzISxMaytFazXePwYjx4hJgapqbCygq0tXFzQti0kvxqRkThxAnv3Ks0qoaaGUaPwxRdoz+YQEQrZPHRxcUhNlclBCMDMDM2aoUkTvHqF1FSkpiIlBSkpSEysW2o5OVRVYW4OGxs4OMDMjNLSBKmp6vfu8apfylAjhoYYNw6zZ6NjR8UGz5/jt99w6RI0NKCjA3Nz2NrCygqqquydWFYGIyO0aQM7u3r1hEOOhhTwEgoKCk6dOsX45Msqrh1ra+vJkycri3vkUEZjCfi4ODg6AvjE4sKhV/0B3LyJLl0arHkOCQ0l4J8/R5s2EImgp4eEBFRNFt2AZGXB0RH5+eDxcP++5Ffp3aC0tLSoqEhXV1fhoD8mJua7774rLi7u1q3bjBkzFLbQrFmz2NhYdXX1wsJChQK+xojx9PR0CwsLVJtjfOTIkadOnQLw/Pnz5ooCTAMDA+fNm8fn8xcsWDB//nyFjXz//fdlZWVWVlZV86Uz5ObmElFBAf/3/fobN1C5SGYW1QRZ20dfm3JMcb7u94C3SsADIMLFizA0hLu7gr0ZGbh1Cy1bolmzt2go/1/xXgp4huvXsXMnTpxQsJhZUxOqqjJxwTwefvoJn332JjvYMGRlZcfHa588qXngAOLjpdtVVdG6NQoKkJmpIJpYIUwq6fr4aFVVMXEiVq/+76fDAJSUIDMT6ekoL4e7+9u4ME2hgJcQF4cLF/DwIZ48YVeaVxOIoaEBFxe0aMF6fY2N0bUrevRAXh6bGR2AujocHeHsXIs4aiKkpLCuZ+XR4MXFCA5mAx+Yi4fZmJ+PjAwkJODVK6iqQlsbdnbw9ETPnuxMQnY2Hj9GaipyctggdF1deHigZQvClSs4f571j6uqsjMC/fujf38YGoaGYutWhIcjPx8FBTVkAKgTenogenNrBbS14e6Otm3RrBlatEC/fm86vSBHLWkUAS8hPz//9OnTv//+e3BwMLOlUQ/3XtJYAv7yZfTtC6CnReT1V84AUlLqsOKGo/Y0lIAH8PHH+OsvAPjqK6xeXf/2lDJxIpjsXV5eOHy4EQ9UVwICAvLz8zU1NefNm6fQYPr06b/++iuAa9eu9VAU93/r1i3GZz5lypT9+/crbMTV1TU8PBxAYWFhSUkJqgj4nTt3Lly4EMCuXbvmzJlTtYWSkpIBAwZoaWl16NBh8+bNCo9y8+bNnJwcdXX1rl27vpkF9vfuwWdCWUS0BgAdFI0xvbp1Xrz5+tlv4ND/FW+bgOeoPe+xgGfIzsa//+LCBYSG4ulTxS7N1q3xxReYOPGNd64hkGShF4tx+DA2bMDz5w3WuKYmRo2Ctzc6dECTJnjyBA8fIiwMd+4gORkCgTRPmZoaJk3C6tVQVHmQQzHVC3g5hEI8ecJWoQsKqm1m+6ow9dEY5wRTTwCAnh4sLNChAzp0QK9eaNUKAgHCw5GUxGpsKytYW4PHQ1YWm0Ht8WOcP19dYk6F6OhAVVVx53k8DBmClSvRq5fM9vx8djXA+fPSqr6vB5Op3c4Ojo5wcoKjI6ys2JSQzAI7sRjJyYiORlYWdHVhbQ0+H6WlSEhAaCju3WPd+HKr001M0K8funWDqSn09VFWxpZ+z81lLSWL9HV0YG8Pe3u0aPE2zihxVKURBXxeXt65c+eOHz8eGBhYWDF3xAn4utJYAn7/fiYgz94wNyHXQE0NpaXcWpRGoQEF/IMHbBSTuTni4+uZok4esRhlZdDSwl9/4eOPAUBLC+HhTLXOBqCoqCg3NzcvL8/Z2VnhOuqLFy+uW7cuLy9v1qxZyhzOOjo6xcXFyiLGASxatGjHjh0Azp07N2TIkKoGkqLWo0ePPqak7sK8efOio6P19fUDAgKYtG1yAj4lJSUxMVFDQ6NZs2bvljgkQm5GueHL5zyX2jg73nk4Af/u8t4L+MoUFODSJRw+jFOnwOfD3R1dumDcuHcs+kkOuTJyIhHOn8exYzh1ChkZ4PFgYoK2bdG9O2xskJeHoiJkZiIrC5qa0NMDj4fCQmRlITWVXaespQVTU3TujG7dMGhQzWFoaWmIiYG9vUxxB47aUCcBXxmBAHfvIi4OL18iJgaRkXj2DGlpDdYxMzNpbfU3T/v2+OwzaGkhNhZXriA0VD6IRlUVenrQ0UHLlmxd9iZNZJMWAenpiIrCq1ewsICNDSwtYWMDc/M6VKaohowMxMUhN1dMlO/iomtnp8oN7N9XGn6aJS0t7dSpU8ePH//333/LK13abdu2HT9+fIMfjqNuHDyIoCAsWcLkPBNBJSVfD2An8zjecjp0wKBBOH8e6en49VfMndswzebmYs8e/PgjkpLg4YEXL9jtmzfXVr2XlZWdOXMmJydHT09P2W3u7e3NJAaPiopyUtRuUVHRjRs3ACQqz3+tr69fXFycrzzs0tbW1tXVVVdXV5lP297ePiQkREdHx0x59dcff/yR+UOSxE6Opk2bNmVy9b5r8HgwMleDuaJc8xwcHP8Renr46CN89FHNlu8uKioYOhRDh0IsRnFxA1RPqBErqwbJ6MpRB9TV0b075GqR5uXhxQt2uURsLC5dwr17MDZG69ZsFfayMjZ5W3o68vIgFEJfH+rqEIkgFMoUDpBbT64MbW0MGwY3N/ZfJhyDycLOFO+wtASfj4IC3LmD4GA8eYLCQhQVwcYGbdvC2RmGhtDSQlkZkpKwbx8yMwHg4UOli1msrLB8OXx9a1XfUJFzoWFgqsuLRJSTIzQwIG5g/x7TYAI+MjLyxIkTJ06cuHXrVmU3e6tWrby9vcePH9+iRYuGOhbH65CaimnTwOTTioyEqyuAFDQVivkAl1vineHzz9nvcMsWTJ/eAD7U06cxebI0bOzWLfaPAQOkEwQ3b948evRoVlbWpEmTPD09qzZSVlY2btw4AO7u7soEvCR+JLdygSxFBkXKchMBGzduJKJqQlGWLFnCpENXho6OjsKPwMHBwcHxBuDz34R653h7MDCAh4f0X1/fur09ORkPH+LmTfz7L8LCYGoKd3e0bAlTU+joIDkZSUlQUYGJCczNYW0Ne3t07Kg8Gb4sTG246lm/Hr/+ih9/lE9jZ2aGQYPQuTPc3ODuriBBHgdH41FfAX/v3r3jx4+fOHEiIiKi8vbmzZt7e3t7e3sz0aoc/zFxcejcWTp1GRbGrHqJBVsG2cHhv+oZR93o0wfduuHGDSQk4Ouv8b//1au1w4cxaRLKy1cD94EMQ8OrubnaAIyM8Ouv0jRaT5482b59O4DWrVsrVL96enqqqqpCoTCbqTuniLZt2/br18/Q0FBTyaxD586dMzIyDAwMFAbYM8ys8ZeWg4ODg4OD433B2hrW1hg+/D/rgI4O5s/HvHkICcGZMzA2hr09WreGmxsXu8rxn1FfAe8um0u3WbNmjL/d1dW1ni1zNCTMmjMJYjHu3EElAe/o+J90i+N12LYN3btDLMbmzZgwAa1bV2ecmprq4+Pz6tUrNze3ffv2Vd514ACmTmWSx94GLgJ49CgzO9v22jUMGCCzaNCkYgkXk46hKjweb/369ZqampaWlsp68vnnn3/++efVdFVDQ+O9X+nKwcHBwcHB8c7B42HgQAwc+F/3g4MDQEOF0Nvb2zP+djfJihOOt4qoKPaPsWPxzz8AQAQgVqs1SgBw2VnfJbp0waxZ+PlnCAQYO/YfK6td6emvvvrqq9GjR1c11tDQuHDhAgC5NeG7dmHBAjbvsbW1GZMiKCMjw83NtmrapO7du58+fdrY2NhBeajGmjVr6vm5ODg4ODg4ODg4ODiqp74CfunSpd7e3h6VV7dwvIVIFu7MmcMKeABAjCYr4DkP/NvJ5s2bw8PDk5OTL1y4oFqpssc33+DkSaSm4sWL9BcvLgGIr1xmtxLGxsZqamrl5eWSShDZ2fjuO3z1FWswfjy+/tqPz99kamqqx5QrqYKFhcXw/zB8jYODg4ODg4ODg4MDQP0F/NatWxukHxyNC+OBV1NDr15wdERsLLM5lliHKifg3zyFhYWBgYHJyckmJiZTpkxRaHPu3LkrV64AePXqVeW05wYG2LULo0cDYEPWU1IUZIZLScHBg7w5c2KbNzcxMtJat46t1CqpDjFjBnbvhooKl8OQg4ODg4ODg4Pj/UEsFkdHR7u4uPzXHWl4Gr6MHMdbR1kZUzQOjo5QVYWnJwICmD2xpU0A6OlBeUUtjtdHJBKlpKSoqakpzMqWn5/v7e0NoEePHsoEvES0p6amytUtGzUK/v6YO9dTKEwEzP39NTQ0sGQJW3H0+nVs24bTp5kl7opr4C5bhs2bpZnqODg4ODg4ODg4OEpKSkpLS5m/8/PzRSIR83dOTg6ADh068KvN4BcaGhoREVFYWCgpKF65kfz8/KZNm65evbr6PkycODEyMlJyUIbc3FxJsbOpU6du27atmhaKi4uHDh0aHR1d/YHeRTgB/wEQFcWudXZ2BoCBAxkBnw/9zFJdcO73xiEgIGD+/PkCgeD777//5JNPqhpYWlqqq6sLBIJqyp5/8cUXCxcutLa2trCwqLrX1xcODnre3nq5uSgsxKZN2LoVffqgrAxXrijtmJERRo/GpEno2/e1PhgHBwcHBwcHB0eD8vTp05KSEgACgUBST7egoEAoFAIQi8UODg7Vr1nOz89fvnw5EWVmZvL5fD6fLxaL8yoKBZeWlpaUlOzYsaN79+7VNHL06FEvL6/qu5qfn69s0SXDkSNHduzYUY1Bu3btahTwkZGR9+7dq8ZAMsWgDKZAUvU27yicgP8AkGSwY2JI+veHqiqEQi4FfX04f/58WFhYVFTUDz/8oPApZmJiIhAIoHx1Op/P37hxo66ubjWZ4VpXn2IeGDAA9+9j9Wr8/TfEYggECA6W7jUwgI8PPDyQlISCAjg5oV07tGvHVSvl4ODg4ODgeP8RCoWVUwhVJS0tLSIiQuLjLS4uLisrA1BWVlZcXMxsXLFiBa/aeMXt27cHBgYyChlAZdnMeKE9PDyCgoKq7+qYMWNevHhRjcHy5curF/Dl5eUBFTG2ylBWTkhCNaV8Kx+ono3URlfLNaKmpqarq8v8raKioq+vb2RkVGMLgwcPrvFA7yKcgP8AkAh4xgNvaAgPD9y4EQ97ZjNXBP412L1794kTJwAsXLiwQ4cOVQ2aNWtmZ2fn4OBgb2+vrJGVK1fWvycODjh0CF98ge++w4kTYAqxN2mCZcvg6wvZ3PMcHBwcHBwcHI1ISUmJSCSSaC1lnD17tri4WOJtFgqFBQUFAEQiUX5+PgBPT09PT89qWkhLSxsxYoQk2FsiuSUtALh48WK/fv2qaeTixYuTJ0+uvquLFy9WV1evxiAqKoqp+KOMykHgyqhR9NYom6ufqqhlI/r6+pIIeR6PZ2hoKOleZf1cfSPDhw93cnKSzHpIlDYjvAFoa2vX2NXg4GAVFZXaWCpDRUVl9+7dr/32txlOwH8AyAl4AJ9+ihs3EvTbIh8AlAvMDxShUPjZZ589efJERUUlNDRUoY0kJUZUVJRCAd++fXvG915SUiIJhWo82rTB3r3w98fVq8jKwogR0NRs7GNycHBwcHBwvEukpKQ8ePCAcRRLwrMl65Pz8vJ4PN6KFSuqb2TdunXHjx9n1LJEP0v8zwD69et38eLF6huZN2+eshBFBjU1teoFvFgsrj7EGg3hK2YaqV7AK2tEX1+f0brVB5wzDBkypGXLlpqamlpaWswWAwMDRkgz4rnGWt26urohISH6+voFBQW6urra2tqSEsI6OjrMR9CpybHTt2/f+/fv19jb6undu3fv3r3r2UhtTtoHCyfgPwDi4tg/JLHyM2eid+/47+3wM8AJ+CqoqqoGBgampqZqaGgoC74aN26ci4uLs7Ozq6vrm++hMlRVUe1EMwcHBwcHB8d/wOPHjwUCgcTPLNG9eXl5YrFYJBJ17Nixc+fO1bSQlJQ0bdo0JiSbiHJzc1HJcc00eP369epXOJ8/f3769OnVGNRGwCcnJz958qQaA2YJYfVUL4lRiyjryrJZontVVVUZ4cd4j2v03zZv3lwSDqmrq8u0qaWlpampCYDP5xsYGNTY1fXr169evZoxk3SgrmzevPk13lUZFRUVT09PkUiUk5NjYGBQm7kJjncUTsB/ADBF41RVYWMj3ejikvCS/dPuAysiFhMTs3bt2gcPHvTt2/enn35SaNOqVavU1FRt7f+zd+eBTZVp38evNOnetGlTaKELS5FF9lVAQVCRQdCB8VFcUFHHUZ4ZnXHf5hlBxxFcBmfUwV1fl1FBcEFHRfZBBBdkVdkLttC9Tbpma94/Tom1lDSFNKd3+v38oXdP7pxcEk/SH/dy4o4ePZrV+M/tmJEjR44cObKNKwUAAEHgC8zaZObq6mqn0+nxeKqrqye2tKfr888//+2337pcrqqqKjm2qtk3T7u6unrs2LEvvfSS/5NMnjz56NGjfjr89a9/9R/gXS6X/3naEowBZ6/X22Jy9gVaX2z2JV7tSE5Ojv8ziMhNN91UXl6uDQhHRUVpDd8Ua6PROHDgQP9n6NSpU11dXXR0dIuv5ceQIUOGDBlyKmcQEat2ByAgVAjw4c7tlp9+EhHJzpZfjiT7Ji51tAAfFRX11ltviUhSUtKJ+jzzzDMJCQldu3YNYV0AAKBBRUXF559/7htq1qZ5a+ucfeH5/vvvz87O9nOSF1988Xe/+53vvlPHi42N9e1VdiLr1q3797//7adDk/u8NqvFnKntndaqM/jibnR0tDbU3OIq6EGDBmkDznFxcdoJzWaz9izffG+DweDnT0xEnn766VNfWnzrrbee4hkMBsMppndAUQT4cHf4sGh/k3rcXvNagE9OlhPHWCUdPXp0xYoVmzZtuvDCCy+44ILjO2RlZXXq1KmkpKS6utrr9Ta7s6hviTsAAB2TNj3bl5a1sWubzWa1WltcPnbzzTfX1dXV1dU5nU4tdfsme2vneeCBB/74xz/6OcORI0cuvfRS/68ye/Zs/wG+xSzaYmyWYGRvEbnooosKCgq0LcF8A87anG1tnnaL48Dp6ekFBQXa6LdvdXRrDR48uMX3TpvV76dDIJulAWg7XIHhTps/L00DfGWlaDtiht8C+P/+97+zZ88WEaPR2GyAF5GVK1d269bNzwg8AADKKSwszMvLq6io8Hq9WgzT/qkNX9vt9sjIyLlz5/o/ydVXX71s2TI/269OnTr1o48+8n+SlStXFhUV+emgTUf3IyaAvVhbTM5Wq7Vnz56+ZcnaaLNvvFrbHLu+vt5/GL7zzjuvvPJKLXv75oprz/WdqkX+b4sdCKPRmJaWdoonARAGCPDhzhfgf3mzONXnz7vd7vr6+ma3FRkzZozW2Lx584mePmjQoLaqDACA1ispKXn77berq6u13by1+1FrS7W13cLtdvtrr73Wp08fPydZsmTJzTff7KdDbGxsiwFeWxnup4O2mNy/E41aa2POMTExLeZeq9V69913a/O6tZXVvhnj2sHY2NgWl0lPnz59+vTpLVbrX79+/fr163eKJwGAYCHAhzvfFvQnCPDKjcCvWrXqn//857p1655//vlmJ9dlZWXNmzdv0KBB/jeDAQDAD22vsoqKiri4uBZHPm+99dbi4mKn02mz2TweT0VFhTZjXLvNdW1t7cMPP3zbbbf5OUNhYaH/7C0iZWVl/jv4bkB1InV1dSdaO+aTkpLSo0cPg8GgzdPWRq2121BpQdr/XyJo3nrrraioKKvV6ruVtMVi8f+6TSQlJc2fPz/w/gDQQRDgw93x95ATkUb3hlduBL64uPjDDz8UkdWrV59oddxf/vKX0BYFANCftuGZtuK6srJSa0yYMMH/s+bNm7dixQqHw2Gz2Vwul91u157o6xDIjPG33367oKDATwffLbJPJJCZ2C0OfZ922mlXX321FrNjYmJ8jdjYWG2ydyCbfj311FNPPfVUi9380+5oHeD0cgBA4Ajw4e7HHxsav7ylx+efNzSGDw9tPafs3HPPjYiIiI2N9b/DCgBAIeXl5VpsttlsDoejtLS0pKTkrLPO8n9H5Xfeeee+++7TRrm1AfMmHQLZY3zPnj0bN27006HF7C0nHvpOSkoyGo0Wi6XFsfHU1NRFixZpnbVdzbSV25GRkQkJCdq2ZwkJCf5PMn78+PHjx7dYLQBAXQT4sFZZKTt3ioh06yYpKb7D1dWydq2ISFKSjB6tT2knkpub+9Zbby1btuy+++6bMWPG8R06deq0cePGoUOHNrsAHgAQYtqCbZvNpq3f1hr9+vXzfzuPPXv2TJ482Waz+W7QfbxPPvkkMzPTz0mqqqoO+LZ6aU4gM8YbjxJrE8UtFovJZEpMTNRGrYcNG+bn6Zq33nrLZDJpMVsb6PbdnStAZrP5pptuCrw/AKBjIsCHta+/Fo9HRJrE9FWrRPtlafJkiYzUo7AT++9//3vfffeJyAcffNBsgBcRFrcDQBBVVlZWV1dXV1dXVFRUV1cnJia2eEerUaNG5efn19bWarcEO97DDz+sfZifSGRkZK5vO5YTaHHwXLsXl9lsjo6OTkxM1OaKJyUlRUVFmc1mLUi73e5Iv1918+fPf/TRR3139jo5fDEBAEKDAB/WvvyyoTFmjIhs3iw7dsg118innzYcPsFN1vR00UUXRUdHOxyO77//Xu9aAEAZWvauqak57bTT/PecN2/e8uXLbTZbVVVVTU2Ndovvxs4999yVK1f6P0lJScmRI0f8dPC/jbmIJCQkaMuzLRaLtlhaS+AJCQkJCQkmkyk2NjY9Pd3/SS677LLLLrvMf58WWa3WUzwDAAAhQ4APa40C/JEjMn68OJ3y1VeyZo2IiMEgkyfrU5fL5aqsrExpNKvfJykp6YUXXhg4cGCL4z8A0NFs2LDhueeeq6ysrKqqqqiosNvt2tpvXwiPiIhwu93+Z4z/9NNP3377rZ8OLd6gW0QSEhISExNjY2Pj4+O1Bd6xsbHJyclaJk9OTj7zzDP9n6FTp05+BthrampaHH4HAKADIsCHta++EhGJiZHBg9e8K06niMiLL4rXKyIycKC0NLYRfMXFxQsXLnzllVemTZv2wgsvNNvnqquuCnFVANDWqqur33zzTbvdXllZ6ftneXm51tZ+/OCDD/xvmX748OE33njDT4f6+vqamhr/U8F928IlJSVpC7aTkpLMZrPWTk5OzvnlpqfN2r59e4t9AABA0BHgw9fhw1JcLCIyZIhER2/e3HBYS+8ict55OhTl8XieeOIJp9P5zjvvPPnkk6ey4BAAQsZms9lsNi1v236poqLCZrNdeOGFV1xxhZ8zVFZW3njjjf5f5fjZ7E0cvyV7YmJifHy82Ww2m80WiyU+Pt7tdvs/yd/+9rcHH3zQ/+7uAACgfSLAhy/fDMkRI+TYYHxjugT49PT0GTNmLF68eOTIkUVFRT169NChCAAdm3a38PLy8oqKioqKCpPJ1OKdt8aOHet/Y4709HT/AT4xMdHPo9oKcK/vb1hP4Mwzz/zqq68SEhLMZnNCQoLFYvHfv1kt3s8MAAC0WwT48PXddw2NoUMdDtm6VUQa7iVXViYxMaLXnWIffPDBhx56qMVtlgAgKF5//fX33nvPF9c1jTsMHjx4q/YReWJJSUn+O7Q4eB4XF7dgwQKLxZJ4jNlsTkxM1I4YjcZA/ltSUlKa3T0EAAB0EAT48LVlS0Nj2LBt28ThEBE56yy54w559FG54gppu9nrZWVlr7zyyq233hoREXH8o/7vDAwAPi6X6/Dhw2VlZWVlZeXl5Y0b5eXlWuO///2v/4HoH3744b333vPToUmeb9awYcPi4+OTk5MTExOTjvG1LRZLRkZGiye56667WuwDAADgBwE+fGkBPipKTj/9q+cbjo0aJePGybhxbfiyzz777N1332232zMzM2fOnNmGrwRATTabrbS0tLS0NDs7Oy0tzU/PNWvWTG7pbhmlpaX+A3xycrKvHR0dnZycbPmlLl26tFjz008/3WIfAACAtkaAV8a2bcZNm2TiRBk1KoDeBQVy9KiIyMCBEhXlm00/bFjbFdggMTFRm0r6yCOPEOCBDsvr9T7xxBNFRUWlx5SVlWkN3y5rL7300nXXXefnJIFMFy8vL/ffYfbs2VOnTtVyO8u/AQCA0gjwyvj6a9M990hUlBw+LH6HrEREJD+/odGrl/xiNn2b1XfMZZddtmDBgt69ez/wwANt/mIAQqK6urqkpKSwsLDkmKysrEsuucTPUwwGw9y5c6urq/30KS0t9f+6Xbp0mTJlSsoxycnJx/8zKirK/0k6derUqVMn/30AAACUQIBXxldfGUXE6ZS8vAACvM3W0LBYnE7R9k7OyAjgiacsIiJi06ZNDHMBSnv88cdXr15dVFRUVFRUUlJSW1vbpMPUqVP9B3gRSU1NbRLgExMTO3XqZLVaU1JSrFZriztiZGRk/Oc//zmJ+gEAAMISAV4ZpmPvVUu3+BUREd9+yElJO3eK0ykiMmRImxR2PNI70E54vd6ioqLi4uKioqKCgoLi4uLCwsLy8vJFixb5f+KOHTs++eQTPx1KSkpafPWFCxcaDAZrIyYTXzoAAAAnj9+llNCEfQ8AACAASURBVOG7x5DHE0Bv3wh8UpLvfvDDhwetmM2bN992221Llizp2rVr0E4KIBhWr1796KOPHj16VMvtnuY+Mp588sno6Gg/J+ncubPWiI6OTk1N7dSpU1pamtVq1cbPU1NTe/bs2WIlM2bMOLn/BAAAADSLAK8MX4APaATeF+ATE7/5pqEZrBH4V1999YYbbnC73TfffPPSpUuDc1IAzXE4HIWFhXl5ecXFxXl5eYWFhZdffnm/fv38PKWysvKzzz7zf9qioqKsrCw/HW677bYbb7wxLS3NbDafTN0AAABoAwR4ZRiNXq3R2hH4FStERCIi5Mwzg1PJhAkT4uLi7Hb7jh07ysrKAtkmGkAgHA7HvHnz8vPzjx49euTIEW3TuCZ9+vbt6z/A+27MFh8fn56enpaW1qlTp+Mb/isJ5M5qAAAACDECvDJaN4X+2Br4Hyozc3NFRIYPl2NTYk9V9+7dn3zyyW3btj3yyCMsdwcCUVxcfOTIkaioKP/ZOzIy8vHHH3e5XH76FBQU+H+tIUOG7N+/Pz09PS4u7mRqBQAAQHtFgFfGya2B/2RXttaYMiWYxVx77bXBPB0QFkpKSg4cOJCfn//TTz/l5eVpjfz8/Pz8fIfDISIXX3zxu+++6+cMERER6enpP/30k/ZjSkpKl2PS0tIyMjI6d+58xhln+C8jJiYmkAXqAAAAUA4BXhmt24X+WID/7LuGYffJk9uiKAA/mzNnjv98np+f3+JJXn311ejo6IyMjPT09JiYmOBVBwAAAOUR4JVxEpvYOSXqi20JIpKUJC0N2jXP6/UaDIaTeSagMrfbnZ+ff+DAgR9++CEvL6+goKCoqOjDDz+MiIjw86zMzMzjD5pMpvT09KysrK5duw4ePLjFlz7nnHNOvm4AAACENQK8MiIiWrOJnd0uIl/JqOoag4iMH/9z/g/c2rVr77zzzk8++SQ1NbXVTwaUsm/fvtdffz03N/fQoUO5ubn5+fnu4/6qrKCgwP99E0ePHn355ZdnZGRkZWVlZmZqjfT0dP+xHwAAAAgQAV4Zvin0ga+BXyMTtZ8mTGj1y3344YeXXnqpw+H49a9/vWrVKqbyIrzl5+c/+OCD/vscPnzYf4CfOXPmzJkzg1oXAAAA8DMCvDJOYhO7tcZzxSMiMnFiq18uOzs7NjbW4XAYDIba2loCPFThcDgOHjy4f//+AwcO7N+/f//+/QcPHrzjjjtmz57t51ndu3f3tSMjIzMzM7t165aZmdmlS5fMzMyePXv27t27R48ebV08AAAA4AcBXhknsYnd5vqRImKxSAALb5saMmTIf/7zn3/84x8vv/wyN6NCO/fPf/5z586d+/fv37dvX15eXn19fZMOP/zwg/8zZGRkvP766927d+/WrVtGRoY26d3lctlsNhGJjY2Nj49vo+IBAACAABHgldGKEXiPR6qrK8Vc7Y0TkZwcObkVuGPGjBkzZszJPBMIrZdeemn79u1+OpSWlvo/g8lkmjVrVlCLAgAAAIKMAK8M3yZ2LY/A2+3i9RZLJ+0ndqCDco4cObJ79+7du3fv2bOnrq7uX//6l//+vXr10gJ8ZGRk9+7dcxrp2bNnz549mUUCAACAMECAV0YrRuDtdhEpkYbg3qlT2xUFnCqXy7V///7vv//+xx9//OGHH7TcbrfbfR1iY2Offvpp/xu533nnnTfddFNOTk52drbJxMcaAAAAwhO/6SqjFbvQ22wiwgg8lPDKK6/ceOONfjrU1tbm5eVlZ2f76TN69Ohg1wUAAAC0OwR4ZfhG4FueQm+zSaMR+BYDfGVl5WOPPXb//fdHR0efUonAL7ndbrfb7f8WBv369WtyJDk5uU+fPn379u1zTEZGRluWCQAAAKiBAK8Mo7FhDXyAI/ABBniv13vVVVd98MEHK1euXLZsWXp6+ilXio4rPz9/x44d27dv3759+65du77//vtFixZdd911fp5y+umnn3/++f369evXr1+fPn1OP/30zp07h6xgAAAAQCEEeGW0YgS+NWvgN2/e/PHHH4vItm3bjhw5QoBHq2zbtu27777btm3b9u3bt27dWlZW1qTDzp07/Z/BarV+9tlnbVYgAAAAED4I8MpoxSZ2lZUS8Br40aNHr1ix4vLLL3/iiSeGDRt2qlWig5k1a5afiN61a1fWZQAAAADBQoBXRis2sauslNasgZ84ceKePXsSExNPqT50SEOGDPEF+Pj4+P79+w8ePHjgwIEDBgwYPHhwSkqKvuUBAAAA4YQAr4xWTKH/ZYAP5DZypHdobDbbt99++80333z99de7d+/eunWr//u3XXzxxd26dRs8ePCQIUNycnL8dwYAAABwKgjwymjFJnZVVXJsCn1EhDAICj9cLtfWrVs3b9781VdfffXVV3v27PF6vb5H9+zZ07dvXz9Pnz59+vTp09u+TAAAAAAEeHW0dg28NgKfnPzzE4HGdu/ePXv27O+++87hcDTbwWg07t6923+ABwAAABAyBHhltGoKvUeMFWKRwObPo2NKS0vbvHlz4/F2g8HQq1evESNGjBw5cuTIkUOHDo2Pj9exQgAAAACNEeCV0apN7EoktV4ipLkd7I4ePZqWlsZa5bDn8XiMfmdfWCyWvn37lpaWjho16owzzhg1atSoUaMsFkvIKgQAAADQKgR4ZfgCfCAj8KVi1ZpW6y8eqa+vnzZtmtFo/Ne//jVixIhg1widFRUVrT8mIyPj448/9t9/w4YNbBQPAAAAqIIAr4yIiIA3sWsU4JuMwL/66qtbtmwRkSuuuOKHH37wP0ILJRQWFq5bt27dunVr1679/vvvfcdzc3NbHIQnvQMAAAAKIcAroxWb2FVVlUm21mwS0KxWa3Z29uHDh+fPn096V9qOHTteeOGF1atXf//9943XsfukpKTk5+dnZ2eHvjYAAAAAbYEAr4xW7UJfLslaMzn5F4/8+te/Pv/8899+++3f/OY3wS4QIZWfn//UU081OdinT5/x48efffbZZ599dmZmpi6FAQAAAGgjBHhltGoNfJk0jLwfP0U6Njb22muvDWpp0MG4ceOioqKcTmfv3r0nTpw4YcKECRMmpKen610XAAAAgLZCgFdGoCPw9fVSU+MbgWeNs4qqqqqKiop69uzpp098fPz7778/aNCgjIyMkBUGAAAAQEfcS0wZRmPDOucWRuCrqsTr9TMCj3Zr3759CxcunDRpktVqnTNnTov9p0yZQnoHAAAAOg5G4JUR6Ah8ZaWIEOBV4fF4Nm7c+OGHHy5fvnz37t2+4+vXr6+uro6Pj9exNgAAAADtCgFeGYEG+KoqaRTgm2xih3aitrZ2xYoVH3zwwfLly0tKSpo8mpKSMnnyZJvNRoAHAAAA4EOAV0agm9gxAq+C9evXT58+vcnBgQMHTps27YILLhgzZgw3+QMAAADQBAFeGRERDWvgA59CbzKJ2SwXXnhh//79b7rppu7du7d1kQjQxIkTLRZLRUVFZGTk+PHjL7rooosuuog3CAAAAIAfBHhl+EZkAx+BT0mRLVu+/eijjz766KOlS5fu3bu3rYtEgKKioubNm2e1Wi+44IJk1jkAAAAACAABXhm+KfQtjsB7xGiXRBFJSZHPP//cYDB4vd4bbrihzUuEiIg4nc6tW7eOGjXKf7dbbrklNPUAAAAACA/cRk4ZgW9iVyGWeokQkZQUueeee3788ce77777uuuua/MSOzav17tx48Y5c+Z06dJl/Pjx5eXlelcEAAAAIKwwAq+MwDexa7IFfe/evefPn9+WpXV0hw4d+n//7/+9/vrr+/bt8x1cunTpb3/7Wx2rAgAAABBmCPDKCHwTO7agD426urply5a98sorq1evrq+v9x03mUyTJk1iRzoAAAAAwUWAV0bgm9gR4EPg7rvvfuGFF5rMkx86dOg111xz+eWXd+7cWa/CAAAAAIQrAry4XC69S/DH620YeDcaGxput9flOmGIN5aV+QJ8YqLH5ao/UU+civz8fF96T09Pv/zyy6+66qoBAwZoRxr/T+XxeKTd/2+GZrmP/W1ZfX0976CKtKkxvHcq8k1r8ng8vIOK4pNTUb7fPF0uV0QEu2UpRvvwdLcw3Id2x2g0Bn65EeDFbrf7Pqrat4ap806nx2aznahTYknJIRmsta3WWputLhSldTyXXXbZ22+/fd5551155ZWTJk0ymUwi4ud98fMQ2j+Hw+FwOPSuAieJq09pNTU1epeAk1RXV1dXxy8hCqusrNS7BJyk6upqvUtA6yQkJMTExATYmQAvFotF7xL88Xq9FRUVIhIdbTx2xOjnzuERNTW50l1r9+8fl5wc2/Y1dkS/+tWvDh482LVr1xZ71tXV1dbWcrN3Fbndbu3Xl5iYmNhYLiX1VFVVeb1es9msdyFoNe2TU0Ti4+OjoqL0LgetZrPZoqOjA/99FO1HZWWlNn6blJTECLxyPB6P3W43m80mEylPJa261nhrxehbXN4uNZpC33Ck/miR0WuVE12WlZW50l2kQsTSs2dE+/6PU1tWVlYg3bQLsp3/b4Zm+SbxGgwG3kEVGQwG4epTk/beiUhERATvoKL45FSU7+pr1ZxetCt8coY3Lktl/LyJXVGZfPjhCftVVORKd5FfifRZtOhuZq+1VnFx8dy5c3//+9/rXQgAAAAA/AIBXhkREWIQr4h4xCglJSfqVl9uOyQmka9E9ixZ8k50dHQIa1TbgQMH/vd//7dbt27z5s17/vnnDx48qHdFAAAAAPAzArxKTBH1ogX4E2/resQW75QCkdNFZPr06b55UPBj586ds2bN6t2796JFi7RVlx6P59NPP9W7LgAAAAD4GWvgVWI01LvE6BbTCQN8dXWuO1NkjMjOiy/+6Y47SO8t+O677x566KH333/ft9dAVFTUFVdccfvtt/vuCQcAAAAA7QEBXiVGQ0sj8A0L4EVEBgzIyswMVWUK2rJly7x585YvX+6L7gkJCTfccMNtt92WyR8cAAAAgPaHAK8Sk7hFot1iEqez+R422yHppjW7dQtdYSp69tlnPzy2F6DFYrn55pv/+Mc/Wq1WfasCAAAAgBNhDbxKTOKWlkbgD0u21szODlldSrr//vujoqJSUlIefPDB3NzcBx98kPQOAAAAoD1jBF4lRvGI/wBvs+VJw/TvwG5S3nF169Zt2bJl48aNS0xM1LsWAAAAAGgZAV4lRq9bRPxtYldRkSf9tWZGRsjqUtXUqVP1LgEAAAAAAsUUepUY610S2Ah8cmxdfHwoSwMAAAAAtC0CvDrq603eFgJ8SX5ZmaSISKa1NqS1tT/btm3Ly8vTuwoAAAAACBoCvDIMlZXaGng/U+jPf+F5kdNEbki32kJbXTtSUVFx8803Dx8+/Pbbb9e7FgAAAAAIGgK8MgyVlf53oXc4HDuL80X2iXzYLSMq5AXqz+v1vv7663379n366ac9Hs/ixYvXrVund1EAAAAAEBwEeGX4RuC9Yqh3NBPgjxw50inaKmIQOaMD7mC3b9++SZMmXX311YWFhSISGRl55513Dhs2TO+6AAAAACA4CPDKMNjtWoAXEY/Tc3yHHj163JL9iEiJyJMZ3TrQ/QXcbveCBQsGDRq0atUq7ciECRO2bdv26KOPms1mfWsDAAAAgGDpQDFPdYaqKm0KvYi4nfWRzfXJr0wUSRFJyexZEcradLR9+/Zrr712y5Yt2o+dO3d+7LHHrrrqKoPBoG9hAAAAABBcBHh12GyNA3yzXfKrLVojo1dsiKrS1ZIlS2bNmuV0OrUfr7nmmieeeMJqtepbFQAAAAC0BabQK8O3Bl5EPK7mA/yhujStkdUrOkRl6eqss87SJslnZ2d/+umnr776KukdAAAAQLhiBF4ZLa6BF5GDzgwRSTLYk5MTQ1eZfrp06fLMM8+sXr368ccfZ7k7AAAAgPBGgFeGoarK/wi83S5l3mQR6RGZJ3J6SIvTz8yZM2fOnKl3FQAAAADQ5phCrwyD3f7zGnhHMyPwB/c2PNoj5mjoygIAAAAAhAQBXhktroE/+EOd1ugRXxS6sgAAAAAAIcEUenXU1voCvNvlbfxIZWXl2LFjow2ni1wgck2PpDI96gMAAAAAtCECvDIMLpdvCn2TEfhdu3bt3LlTZKeIV+SaHik2PQpsEzt27Kirqxs5cqTehQAAAACAzphCrw63++cp9O5fjMDv3bv3WLO/iPToVBXSwtrMu+++O2bMmBkzZhQWFupdCwAAAADojACvjkYj8E2m0F911VUlJSXd0z4RmWUQb/euTj3qCyav1zt37txLL720uro6Pz//3nvv1bsiAAAAANAZU+iVYWg0At8kwIuI1WotsZ0nYuoshXHJ0SGvLphqa2uvueaaJUuWaD9OnTp14cKF+pYEAAAAALpjBF4dLpefXegrKqSqziQiWfKTmM2hri14iouLzznnHF96v+uuuz788MOkpCR9qwIAAAAA3TECrw63++dN7NxNR+Dz8hoaGZKvboDfu3fvlClT9u/fLyJRUVEvvPDC1VdfrXdRAAAAANAuEOCVYTjxJnYikp/f0MiUPEUD/FdffTVt2rTi4mIRSUlJee+998aPH693UQAAAADQXjCFXh2NN7FzN31Q9RH4NWvWnHvuuVp679Gjx8aNG0nvAAAAANAYAV4djdfAe0S8vxiE943AKxrgs7OzExMTRWTo0KEbN27s06eP3hUBAAAAQPtCgFdH413oxdRkFF71KfQ5OTmfffbZb37zm7Vr16anp+tdDgAAAAC0O6yBV4ah8SZ2YhSnUyIjReTRRx+NiYn57rteIlNEDIqOwIvIgAEDli5dqncVAAAAANBOEeDV0XgKvRjF5dLa8+fPLy8vNxoTRWyi7BR6AAAAAIB/TKFXR+NN7MSkBfjS0tLy8nIRMRhOExGLVCRIlSQm6lgmAAAAAKAtMAKvDIPHc/wIfHx8/PLly3/8cd9dd5lFWwAvIvHx+pUJAAAAAGgTBHh1NDcCHxMTM23atK5dG/akz5KfJC5OTLytAAAAABBumEKvjka70DdsYnfMp582NM6SDWK1hr40AAAAAEBbI8Arw9BkE7tGt5H75JOGxhT5RAYODH1tAdq+ffv06dPtdrvehQAAAACAegjw6mhyH/hjI/A2m2zeLCKSLgVDZKsMH65Xgf4dOnRoypQpH3zwwcSJE4uKivQuBwAAAAAUQ4BXRH291NcfvwZeRNasaWhOls8M4pVhw/Sq0Y+KioqpU6ceOXJEROrq6iIjI/WuCAAAAAAUQ4BXg8HtFpFIaQjtLon0Bfgvvmjoc46sFpF2OALvcrkuueSSXbt2iUjXrl0//fTT5ORkvYsCAAAAAMUQ4BXhcolItDi0nxwS7QvwGzc2dBkrGyU1VbKy9KjPn1tuuWXlypUikpCQ8PHHH2e1vwoBAAAAoP0jwCvilwHeKVHidFZUVHzxxdffflsgIp2lqJfsa4fD788888yzzz4rIkaj8a233hoyZIjeFQEAAACAkgjwajB4PCISJQ0b1zkkWtzudevWnXXWKIeji8jtY2WjiMiAAToWebx169bdeuutWvvRRx+dNm2avvUAAAAAgLoI8IpwuUQkRuq0n7Qp9IcOHTr2cPZo2SQi0q+fLtU1Ky8v79JLL3W5XCIye/bs2267Te+KAAAAAEBhBHhFuFzSZATe6czIyImOvkzkTJHev5JPRdpRgK+vr7/00ku128WdccYZ2ix6AAAAAMBJI8CrQduFvskmdgcPTnU43hLZMMVsHizbRNpRgI+IiLjrrrssFkvnzp3ffffd6OhovSsCAAAAALWZ9C4AgTluF3qv0/X88w0P/p/z/0REunSR9nR7tunTpw8aNKiwsDAzM1PvWgAAAABAeQR4NTTZxM4pUV/+mLx3r4jIsP6OMbvWirSj4Xefnj179uzZU+8qAAAAACAcMIVeEceNwL+2oSEYXzV2f0Of9hfgAQAAAADBwgi8Io4L8F/syhQRk0ku77+9oU9Ghk7FAQAAAADaHCPwatCm0PsCvFOijtrjRaRrV0nzHGnolJKiU3UAAAAAgDZHgFfEL28jVyhpDrdRRNLSREpLG/pYrToVBwAAAABocwR4RfxyCv1hydYanTuLlJU19GEEHgAAAADCFwFeDU3uA18oaSIvivT55ptxH+3c2dCJEXgAAAAACF8EeEX8cgS+XiJEDonsKSzcUFlR0dBHpxF4h8Px5z//uby8XJdXBwAAAIAOggCvhiab2ImISLX29qXV1TUc0GkEfv78+Q8//HD//v0/++wzXQoAAAAAgI6AAK8Il0tETOKOkPpjh/4u4nzqqSNnOhwiItHREhcX+rp27979yCOPiEhBQUFsbGzoCwAAAACADoIArwi3W/t3VIS70VFjnz5dorUp9DrNn//973/vcDhE5Prrrx8/frwuNQAAAABAR0CAV4PB5dIa0cbGAV46J7ukslJEJDU19FW9/fbbq1atEpHOnTsvWLAg9AUAAAAAQMdBgFfEsRH4pgHepNs95Kqqqu644w6t/eijj6ZwEzsAAAAAaEsEeEX4RuBNHt8xg0FSDaUNP4Q8Pz/yyCP5+fkicuaZZ1599dUhfnUAAAAA6GgI8Gow+EbgI32b2ElKikTajwX40G5Bf/Dgwb///e8iYjQan3rqKYPBEMpXBwAAAIAOiACviGMj8FGRXt+xtDSRUn1G4O+55566ujoRue6664YOHRrKlwYAAACAjokAr4hjI/Ax0T8HeKtVpEyHNfBffvnlkiVLRMRsNj/00EMhe10AAAAA6MgI8GrwTaGPitL+vU3kL2Vl/9iyfXtDjxAG+OTk5ClTpojIPffck5aWFrLXBQAAAICOzKR3AQiMbw18tPbvzSIP7dolq9POGaYdsFhCVkvfvn0//vjjtWvXjho1KmQvCgAAAAAdHAFeDT+PwDesgW+YOW/17R6XlBTikiZMmBDiVwQAAACAjowArwjfbeQaRuAvFul2/vllY2M/b+gQ8gAPAAAAAAglArwifAE+ShuBP03ktHPOkT5fHgvwiYn6FAYAAAAACAk2sVODoekaeBGRpESv2GwNPxDgAQAAACCsEeAV0XQKvYhIYpxb7PaGH5hCDwAAAABhjQCviKa3kRMRSYp1NgT4iAiJj9ejLAAAAABAiBDg1fDzFPoYg+9gUoyjYQp9YqIYDM0+EQAAAAAQHgjwivBNoW8c4KPrGkbgWQAPAAAAAOGOAK+G5kfgvRXicIi0+QL4Z599trCwsE1fAgAAAADgHwFeEb418NEGEYfIHpGjkeUHGx5tyxH4TZs2zZkzp3v37nPnzm27VwEAAAAA+Md94BXhm0IfGyGyT2SAiPzvE8Pf0462ZYD/+9//LiJ1dXUJCQlt9yoAAAAAAP8YgVfDz1PoYyNEGm4d93Nqb7Mp9Lm5ucuWLRMRs9l8ww03tNGrAAAAAABaxAi8In6xiV2CyEXRUnJ6/LG3r81G4J955hmPxyMi119/fRK3mgcAAAAA/TACrwjfGvhYo8hAkQ96yfN3d+vW8GjbROuampqXX35ZRCIiIm6++ea2eAkAAAAAQIAI8Gr4eQp9nFFrJIlNfDvDm81t8aJvvPFGWVmZiEybNq1nz55t8RIAAAAAgAAR4BXhm0LfOMAXFDQ82jYj8M8++6zW+MMf/tAW5wcAAAAABI4Ar4ZfbmInogX4oqKGh9tgDfymTZu+++47EenVq9d5550X9PMDAAAAAFqFTezUYH/hBZPbbY6MjKlpNAJfXNzwcBsEeN/w+5w5cwwGQ9DPDwAAAABoFQK8Gjx9+xpMJrFYBheJNcFRVhV1nqwUj6fh4WBPobfb7UuWLBGRmJiY2bNnB/fkAAAAAICTQIBXTOfOsmfRqoqrbu4pB34+GuwR+MTExLVr17744osREREpKSnBPTkAAAAA4CQQ4NWTkhqR0ji9i0hqatBfZeTIkSNHjgz6aQEAAAAAJ4cAr57fPvXUPhGzyJsiiSIyeLB07653UQAAAACAtkWAV883e/duExGRSO3ne+4RNpkDAAAAgHDHbeTUY6+pERGTSKyIZGXJ//yP3hUBAAAAANocAV49Oz/+uEBkt/bDzJliYhoFAAAAAIQ/sp964lJS4nw/XHyxjpUAAAAAAEKGEXgFxcc3NDIz5YwzdC0FAAAAABAiYRLgV69efemllxYUFOhdSEikpMgFF4jRKPfey/Z1AAAAANBBhMkU+s8//7yurk7vKkLo44+lpkbi4lruCQAAAAAIC8qPwNfU1Lz88su7du3Su5CQC3Z6r6mpyc/PD+45AQAAAADBonCAX7ly5V133XXNNde8//77etcSDt57773s7Oxx48atWLFC71oAAAAAAE0pHOBzc3OPHDkSHR2dmJhoYCn4KVu6dGl9ff2GDRtqa2v1rgUAAAAA0JTCa+B/+9vf/va3v9Xas2bNstvt+tYTGgcOHFi5cmVcXNzQoUP79+8frNPW1NR89tlnIpKQkHD++ecH67QAAAAAgGBROMAHi9vt1rsEf7xer6/hdrvXr19/4403isi8efP69OkTrFdZvnx5TU2NiFxwwQWRkZHt/M9ELfX19dLu/zdDszwej9aor6/nHVSR1+vVPjn1LgStpn1yiojH4+EdVBSfnIry/ebpdrsjIhSeq9sxaR+eHo+H6clqiYiICPxyI8CLzWbzfVS1Zx6Pp6KioqysTPvRYDBUVFQE6+Tvvvuu1jjvvPOCeFr48KeqNIfD4XA49K4CJ4mrT2k1NTXa3y9DOXV1dR3rDkFhp4NMbg1LVVVVepeA1klISIiJiQmwMwFeMaNGjXrggQfq6+tHjBgRrHO63e5Vq1aJSFRU1KRJk4J1WgAAAABAEBHgJTo6uj2PwHu9XqfTKSIRERGRkZGDBw8ePHhwcF9i8+bN5eXlInL22Wdbrdbgnhza/M/o6Gi9GCwYpAAAIABJREFUC0Gr+a4+o9FoMvFpqR6XyyUikZGReheCVvPNnDeZTEajUe9y0GpOp9NoNPLeqcjlcmnTsKOiopiGrRztV5fIyEiWP6ilVZ+W7f1X0ia7040bN+7OO+8M7kskJCQE94TB5fV6S0tLRSQiIsJsNrfFS2jD7yIyY8aMNnqJjqy2ttbtdvMHqyKXy6UF+KioqPj4eL3LQavZ7Xav18vVp6KamhotwMfGxvIXoCoqKyuLioqKi4vTuxC0ms1m0wJ8QkICIVA5Ho/H6XTGxcXxl9dhrL0H+KFDhzZe/JaTk6NjMeFq+fLlImIwGKZNm6Z3LQAAAACA5rX3AH/77bfrXUKY27t37759+0Rk0KBBWVlZepcDAAAAAGgeE2M6uoMHD6alpYnIBRdcoHctAAAAAIATau8j8Ghr559//tGjR7ds2cL2dQAAAADQnhHgIQaDYfjw4XpXAQAAAADwhyn0iqmqqtK7BAAAAACADsJkBP6NN97Qu4QQmTJlyoYNG4xGY2FhIZPeAQAAAKDjYAReMdpN9TweT0xMjN61AAAAAABCJ0xG4DuOnJycurq6uro6AjwAAAAAdCgEeMUsXrxY7xIAAAAAADpgCj0AAAAAAAogwAMAAAAAoAACPAAAAAAACiDAd1C5ubmFhYV6VwEAAAAACBQBvoOaO3duenp63759t2/frnctAAAAAICWEeA7qPXr14vI3r17MzMz9a4FAAAAANAyAnxHlJ+ff/DgQREZOHBgSkqK3uUAAAAAAFrGfeBVcvjw4TvuuMNsNp9xxhm/+93vTvo869at0xrjx48PUmkAAAAAgLZFgFdJYWHhkiVLRMTlcp1KgN+wYYPWOOuss4JTGQAAAACgjTGFXiU1NTVaIzY29lTOs3HjRq1BgAcAAAAAVTACr5KRI0d+8803brfbYrGc9EkqKyt37twpIj169OjatWvwqgMAAAAAtCECvEri4uKGDx9+iifZtGmTx+MRkbFjxwajKAAAAABAKDCFvsPxzZ8fM2aMvpUAAAAAAAJHgO9wNm3apDVGjx6tbyUAAAAAgMAR4DucAwcOiEh8fPzgwYP1rgUAAAAAECjWwHc4u3fvPnDgwP79+00m3n0AAAAAUAYRriPq2bNnz5499a4CAAAAANAKTKEHAAAAAEABjMCrZN++fbm5uSIyYsSIU7kVPAAAAABAOYzAq+TZZ5+dNGnSpEmTvvjiC71rAQAAAACEFAFeJU6nU2tERkbqWwkAAAAAIMSYQq+SiRMnOhwOEenWrZvetQAAAAAAQooAr5IZM2bMmDFD7yoAAAAAADpgCj0AAAAAAAogwAMAAAAAoAACPAAAAAAACiDAdxRLlizp06fPJZdcsnLlSr1rAQAAAAC0GgG+o/juu+/27Nnz7rvvFhQU6F0LAAAAAKDVCPAdxbZt27TGoEGD9K0EAAAAAHASCPAdxfbt20UkKiqqb9++etcCAAAAAGg1ArxKpkyZkpOTk5OTU1VV1aonlpWV5eXliUi/fv2ioqLapjoAAAAAQBsy6V0AWuHo0aMHDhwQEZOpdW8c8+cBAAAAQHWMwKskLi4uPj5eRCIjI1v1xJ07d2qNgQMHBr8sAAAAAEDbYwReJRs3bjy5J+7atUtrDBgwIHjlAAAAAABChxH4DsEX4Pv3769vJQAAAACAk0OA7xC+//57EUlISMjKytK7FgAAAADAySDAh7+jR4+WlZWJSP/+/Q0Gg97lAAAAAABOBmvgw198fPzrr7++a9eurl276l0LAAAAAOAkEeDDX2Ji4qxZs/SuAgAAAABwSphCDwAAAACAAgjwAAAAAAAogCn0ynC5XPfcc09cXFx2dvbs2bP1LgcAAAAAEFIEeGXU1dUtWLBAREaNGkWABwAAAICOhin0ynA6nVojMjJS30oAAAAAAKHHCLwy4uPjFy9eLCKJiYl61wIAAAAACDUCvDJiYmIuueQSvasAAAAAAOiDKfQAAAAAACiAAA8AAAAAgAII8OGsvr7+2WefXbly5eHDh/WuBQAAAABwSlgDH87y8vLmzJkjIuPGjVu/fr3e5QAAAAAATh4j8OFs3759WuO0007TtxIAAAAAwCkiwIczX4DPycnRtxIAAAAAwCliCr0yamtry8rKRCQ1NTXAW8EzAg8AAAAAYYMReGWsX78+JycnJyfnoYceCvApvgDfq1evNqsLAAAAABAKBHhlOJ1OrREZGRngU/bu3as1mEIPAAAAAKpjCr0y0tPTJ02a5PV6+/TpE0h/r9d74MABEUlLSwtwyj0AAAAAoN0iwCtj5MiRK1asCLx/YWFhTU2NMPwOAAAAAGGBKfRh6+DBg1qjR48e+lYCAAAAADh1BPiwRYAHAAAAgHBCgA9b1dXV2tL37t27610LAAAAAOBUEeDD1g033GCz2UpKSmbOnKl3LQAAAACAU8UmdmHOarXqXQIAAAAAIAgYgQcAAAAAQAEEeAAAAAAAFECAV8bzzz8/adKkSZMmffnll3rXAgAAAAAINQK8MnJzc1euXLly5UqbzaZ3LQAAAACAUCPAK8PlcmmNyMhIfSsBAAAAAIQeAV4ZDz74YGlp6f79+8eOHat3LQAAAACAUOM2csqIjY21WCwpKSl6FwIAAAAA0AEj8AAAAAAAKIAADwAAAACAAphCH55Gjx6dmprav3//BQsW6F0LAAAAACAICPBhqKKiYvPmzSJy9OhRvWsBAAAAAAQHU+jD0OHDh7VGdna2vpUAAAAAAIKFAB+GCPAAAAAAEH6YQq+MVatW2Ww2s9l8wQUXxMfH++l55MgRrZGZmRmS0gAAAAAAbY4Ar4xFixatWrVKRA4ePOg/wOfl5WkNAjwAAAAAhA2m0CvD6/VqjYiIFt61/Px8rZGRkdG2NQEAAAAAQoUReGVceeWV559/vogkJyf77+mbQt+1a9c2LwsAAAAAEBIEeGX85je/sVgsgfT0jcAT4AEAAAAgbDCFPgxpAT45OTkuLk7vWgAAAAAAwUGADzd1dXXl5eXCAngAAAAACC9MoQ83brf7nnvuyc/P79Kli961AAAAAACChgAfbhISEv72t7/pXQUAAAAAIMiYQg8AAAAAgAII8AAAAAAAKIAADwAAAACAAgjwyjjzzDMNBoPBYHC5XHrXAgAAAAAINQK8Murr67VGRATvGgAAAAB0OOxCr4wuXbo4nU4hwAMAAABAh0SAV8ayZcssFoveVQAAAAAA9MFYLgAAAAAACiDAAwAAAACgAIPX69W7Bp1VVVW15z8Er9frW/oeGRnpv3N1dXVpaWnnzp1jYmJCUh1a5vF43G53dHS03oWg1XxXn9FoNJlYcKQe7Z4dLX5yoh3SPjlFxGQyGY1GvctBqzmdTqPRyHunIpfLpW2cHBUVZTAY9C4HraP96hIZGcmeWWqJiYkJ/NcVfiWV+vr6dh7gfQ3fRvQnsm7dussuu0xE/vSnP82dO7eta0MgtHewxfcO7VDjTwbeQRVx9amrVd99aJ947xTlu/rq6+sJ8MrR3j6uPuW0Ko0S4CUxMVHvEvzxer2lpaUiYjQak5KS/He22+1aIz09vcXOCI3a2trq6mreDhW5XC6bzSYiUVFR8fHxepeDVrPb7V6vl6tPRTU1NTU1NSISFxfHDCYVlZWVRUdHx8XF6V0IWs1ms2nTlxITExnFVY7H4ykvL4+Pj2f2WRjjsgwrBQUFWiM9PV3fSgAAAAAAwUWADyuFhYVagwAPAAAAAGGGKfTKuP/++91ut9lsfvzxx0/UhxF4AAAAAAhXBHhlvPHGG3a7PT093U+ALyoq0hppaWmhqgsAAAAAEApMoVeGx+MREf93ZNECvMFgSE1NDVFZAAAAAICQYAReGe+//76I+L/Be3FxsYikpKRwz2oAAAAACDPEPGWMGDHCYrH46eB2u8vLy0WkU6dOoSoKAAAAABAiTKEPHyUlJV6vVwjwAAAAABCOCPDhQ5s/LwR4AAAAAAhHTKEPH7169fryyy9LSkpSUlL0rgUAAAAAEGQE+PARGxs7evRovasAAAAAALQJptADAAAAAKAAAjwAAAAAAApgCr0aPB7Pli1brFZrXFxcv3799C4HAAAAABBqBHg11NXVTZ48WURGjBjx9ddf610OAAAAACDUmEKvBo/HozUiInjLAAAAAKAjYgReDZGRkbNnz46KisrMzNS7FgAAAACADgjwaoiNjV24cKHFYtG7EAAAAACAPpiPDQAAAACAAgjwAAAAAAAogCn0YaK8vPy1115LSUnp06fPqFGj9C4HAAAAABBkBPgwsX///j/96U8icsUVV7z55pt6lwMAAAAACDKm0IeJsrIyrWG1WvWtBAAAAADQFgjwYaK0tFRrpKSk6FsJAAAAAKAtEODDhG8EngAPAAAAAGGJAK+GQ4cODR06NCcn549//GOzHQjwAAAAABDe2MRODXV1dbm5uSKSl5fXbAfWwAMAAABAeGMEXg319fVaIyKi+beMNfAAAAAAEN4YgVdDv379ysvLLRbLiTowhR4AAAAAwhsj8GHCNwLPFHoAAAAACEsGr9erdw1oge89MhgMJ+pjt9s9Ho+IWCwWP90Qetrbx5uiqECuPrRbXH3q4tJTHVefurj6VOf1ennvwhsBHgAAAAAABTCFHgAAAAAABRDgAQAAAABQAAEeAAAAAAAFEOABAAAAAFAAAR4AAAAAAAUQ4AEAAAAAUAABHgAAAAAABRDgAQAAAABQAAEeAAAAAAAFEOABAAAAAFAAAR4AAAAAAAWY9C4A/tTV1b3xxhubNm2y2+05OTlDhgz5n//5H6PRqHddgMJyc3Pff//9HTt2VFRUWK3W7Ozsiy++uF+/fo37vPPOO2+++WazT1+0aFFGRobvRy5SIBBBv6a49IBAzJo1y263++nw97//vVevXsIXH6AOAnz7VVJS8tBDDx08eFBEkpKSdu3atWvXrm3btt17771ms1nv6gAlbdiw4YknnvB4PCLSuXPnsrKygoKCr7/+eubMmVdccYWvW0FBQSBn4yIFAhTca4pLDwgWk6khC/DFB6iCAN9+LVy48ODBg/3797/99ttTU1OPHDny8MMP79y586WXXvrTn/6kd3WAemw225NPPunxeMaNG3f99denpKR4PJ7ly5e/8sor77zzzoABAwYNGqT11H6PeeKJJ7KyspqcJDo62tfmIgUCFNxriksPCNCLL77Y7PHvv/9+7ty5I0eO7N69u3aELz5AFayBb6d+/PHHHTt2JCQk3HfffampqSLStWvXv/zlL0ajcc2aNcXFxXoXCKjn888/dzqd/fr1u+2221JSUkTEaDROnz7917/+tdfr/eijj3w9td9jsrKyYo5jMBi0PlykQOCCeE1x6QGBO/6Ki4mJMRqNL774YkJCwu9//3tfT774AFUQ4NupjRs3isiIESMaz0dKS0vr16+f1+vdtGmTfqUBqtq3b5+ITJgwoclSvbFjx/oeFRGn01lWVmaxWGJiYvycjYsUCFBwrykuPeAULV68OC8v74YbbtD+Llv44gOUQoBvp/bv3y8iw4YNa3JcO6I9CqBV3G53ampqZmZmk+ORkZEioi2MF5HCwkKv15uenu7/bFykQICCe01x6QGn4tChQ+++++6wYcMmTpzoO8gXH6AQ1sC3U0eOHBERbXpSY9qR/Px8HWoCFPfnP/+52eObN28WkZycHO1HbRqhxWJZunTp2rVrCwsLU1NTe/TocfHFF/fs2dP3LC5SIEDBvaa49IBT8fzzz9fX119zzTWND/LFByiEAN9OVVdXi8jx+3kmJCSISE1NjQ41AeFo27ZtS5cuFZEZM2ZoR7TfYzZt2rRp0yaTyZSYmJiXl5eXl7dx48Zrr732oosu0rpxkQIBCu41xaUHnLStW7fu2LFj3LhxPXr0aHycLz5AIQT4dsrlcolIbGxsk+NxcXEi4nA4dKgJCC8Oh+Odd95ZtmxZfX39lVdeOXDgQO249ntMQkLCLbfcMmLECJPJVF1d/fbbb3/wwQcvv/zy6aefrt0yl4sUCFBwrykuPeCkvfbaaxEREZdffnmT43zxAQohwLdTZrO5oqKitra2yXHtbze50yZwir744ouXXnqppKQkJibm+uuvnzx5su+h8847b/jw4dnZ2b5ZgvHx8ddff315efn69esXL1583333CRcpELDgXlNcesDJ2bRp0759+84888zj94Lhiw9QCJvYtVPavqBVVVVNjmtHkpOTdagJCAt2u33BggULFiwoKSk566yznn766cbpXUR69OgxbNiw49f4ad0OHDig/chFCgQouNcUlx5wcv7zn/+IyLnnnnv8Q3zxAQphBL6dslgsIlJWVtbkeHl5uYhYrVYdagLUV1RUdPfdd5eWlmZnZ//hD3/o27dv4M9NS0sTkbKyMq/XazAYuEiBU3Ry1xSXHnASioqKtm3blpycfPwe8n7wxQe0Q4zAt1PZ2dkisnXr1ibHt23bJiJNth4BEIiampoHHnigtLT0vPPOW7hwYbPpvaamZvny5R9//LHX623yUElJiYhkZ2cbDAbhIgUCE/RriksPOAmrVq3yer1nn312RETTX/754gPUQoBvp0aNGiUi33zzTeMdQex2+44dO6Kios4++2z9SgNUtXLlyvz8/BEjRtxyyy3avd+PFxsbu3jx4ueee27Lli1NHlqzZo2I9OnTR/uRixQIRNCvKS494CRs2LBBRM4444zjH+KLD1ALAb6dGjBgQJ8+fcrLy//5z396PB4RcTgc8+fPd7lc48ePj4+P17tAQD0rVqwQkenTp9efgIgYDIapU6eKyJNPPqkNKYhIXV3dm2++uWLFCrPZ7Nu8l4sUCETQrykuPaC1SktLf/rpJ6PReNpppx3/KF98gFoMx8+WQTtx9OjRu+66y2azxcXFZWdnHzhwwOl0du3a9bHHHmOfT6C1PB7PxRdfrKX0ZnXp0uW5557Ter722mvvvfeeiJjN5tjY2OLiYq/Xazabb7vttuHDh/uewkUKBCLo1xSXHtAqq1evfvLJJ3v37v34448324EvPkAhBPh2rays7N///ve3335rs9lSUlLGjh172WWXaTfbBNAqBQUFv/vd7/x08AV4zddff/3RRx/t27fP5XJlZ2f37t175syZSUlJTZ7FRQoEKLjXFJceELiFCxeuWbNm+vTp1113nZ9ufPEBSiDAAwAAAACgANbAAwAAAACgAAI8AAAAAAAKIMADAAAAAKAAAjwAAAAAAAogwAMAAAAAoAACPAAAAAAACiDAAwAAAACgAAI8AAAAAAAKIMADAAAAAKAAAjwAAAAAAAogwAMAAAAAoAACPAAAAAAACiDAAwAAKS0tNRgMBoPhpZde0rsWAADQPJPeBQAAgPYrLy8vPz/fZDINHz5c71oAAOjoGIEHAAAn9Nxzz40ePfpXv/qV3oUAAABG4AEAgEhKSkpBQYGIJCYm6l0LAABoHgEeAACIwWBIS0vTuwoAAOAPU+gBAIAOPB5PUVGR3lUAAKASAjwAAJDq6uomu9DPmTPHYDD89a9/FZGSkhLt0X/84x9NnvXYY4+NGTPGarWazebBgwfPmTNn9+7dx58/MjLSYDB89tlnIrJ06dIhQ4bExMS89957bf9fBgBA+GAKPQAAOBlbt2698MIL8/LyfEe2b9++ffv255577uGHH7733nubfdYzzzzzhz/8IVQ1AgAQVgjwAACgGYsWLVq0aNH//d///fWvf01NTS0uLm78aHFx8TnnnFP+/9u78/AoivSB42/nmByEADmISGI4QwhCFAHBCMbghShhQQgiaMSoj9wqKyyu4ALhUo7gioRjXVFElBVRBCWIsICgImDAbAAJoAQIR8hBIuSa3x/17Pxm58rkTpPv5+EPpqanurq7UlPvVHX1lSsiEhcXFxMT07Rp0/379y9fvjw3N3fq1Kmapk2ZMsUiz717986aNevmm28eO3Zsu3bt7r777to7HgAA9I8AHgAAVNjMmTOvXLni5ua2fv362NhYlTh06NDRo0c/9NBDR48enTFjxuOPPx4aGmr+qcTExOjo6H/9619NmjSpi1IDAKBv3AMPAAAq5tSpU8nJySIyYcIEU/SutGrVaunSpSLyxx9/rFixwuKDZWVlSUlJRO8AAFQOATwAAKiYzZs3FxUVicjEiROt342JiWnfvr2I7Nmzx+KtqKioTp061UIJAQC4IRHAAwCAijl+/LiItGzZMjg42OYGERERInLkyBGL9DZt2tR02QAAuIFxDzwAAKiYX3/9VUQyMzM1TXOwWXZ2tkVKSEhIDRYLAIAbHSPwAACgYrKyspzZrKysrKSkxDzF09OzZkoEAECDQAAPAAAqpnXr1iLSq1cvY3nc3JjrBwBAteFrFQAAVEyHDh1EJCMjw2g02pxFX1paKiKaprm4MFQAAEC14WsVAABUzB133CEiWVlZn3/+ufW7ly5datasmZub27Rp02q9aAAA3MgI4AEAQDnUiLrJgAEDunfvLiKjRo3auXOn+VtFRUWjRo3Kz8/XNO3pp5+u1VICAHCjYwo9AACwS93EnpOTs2HDhrCwMD8/vxYtWmialpSUFBUVlZ2dff/99z/++OO9evUKCQk5fvx4cnJyenq6iEydOrVt27Z1XXwAAG4oBPAAAMCurl27iojRaBw0aJCILF68eMKECSLSq1evlJSUp556KjMzc/Xq1atXrzZ9xMXFZcyYMbNmzaqrMgMAcKNiCj0AALDr0UcfTUxMDA0N9fDwaNmyZUBAgOmtvn37Hj58+JVXXuncubOvr2/jxo27du0aHx+fmpq6ZMmSOiwzAAA3Ks1oNNZ1GQAAAAAAQDkYgQcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwAAAABABwjgAQAAAADQAQJ4AAAAAAB0gAAeAAAAAAAdIIAHAAAAAEAHCOABAAAAANABAngAAAAAAHSAAB4AAAAAAB0ggAcAAAAAQAcI4AEAAAAA0AECeAAAAAAAdIAAHgAAAAAAHSCABwDUU+np6enp6XVdCgA3LBoZALpDAI8GwWg0vvfee2vXrjWlrFmzRtO0cePG1VD+lbN69erGjRtnZGRUS6n0pZ5fo9TU1Pj4+NDQUE9Pz7Zt2w4YMGDPnj3VUjB9OXLkyIgRIyIiIry9vdu3b//nP/85JyfHYpuZM2dqdhw9etS0WX5+fnJy8pgxY+bOnZuWlma9r9OnT0dGRm7evNnJsi1YsEDTtNdee61CR1Rdf7zVLjk5WdO0F1980fFmWVlZQ4cO9fPza9asWWFhYU2UZOfOnery+fv7FxcX29ts3bp1arOOHTva3GDr1q0jR45s06aNt7d3YGBgz549X3jhhVOnTtXt7lDf0MjUmvrTyFTuxNqjGodnn322WnKrEzV6CM5XSFrj+ssINAAlJSUi0rRpU1PKBx98ICJjx46tofwrp3fv3iLy66+/Vkup9KU+X6N169a5u7urNlPF8CKiadq0adOqpWx6sXTpUoPBICJeXl6tWrUynZAzZ86YbxYfH2/vGyc9PV1tc/jw4dDQUFO6u7v722+/bbG7kSNH3nLLLdeuXXOyeG+++aaI/PWvf63QQVXXH2+1W7ZsmYhMnDjR8WaDBg0SkcDAwL59+/7xxx81UZIdO3aYrtSXX37puCQiEh4ebvHW1atXY2NjzS+36f8Gg2HhwoV1uDvUKzQytan+NDKVO7H2fPTRRyKSkJBQLbnViRo9BOcrJK1xvcUIPFAv5OXlTZo0adeuXXVdEFi6cOFCfHx8cXHxsGHDMjMzT506lZ+fr4YLZs6cuX379rouYC1JTU0dP3680Wh866238vPzT548mZmZ+eCDD54+fXr06NHmW544cUJEfvjhh6tWwsLCRKS0tHT48OHZ2dnr1q3Ly8s7cODA7bffPmHChEOHDpnvbs2aNTNnzvTw8HCyhL179547d+4DDzxQfQetA7t37xaR1NTUbdu2qZ+WaoiLi4uIrFu3zua7V69e3bJli9rGQklJyaOPPrpx40YfH5+kpKTU1NQ//vgjLy9v3759jz/+eHFx8csvv/z555/X7e5QH9DI1E+10Mg0zBOrF7TG9VFd/4IA1Ib6PLq7atWqu+66y9vb2/RXyQi8Uk+u0ezZs0UkKiqquLjYPP2ll14SkYEDB1ZL8eq//v37i8iUKVPMEwsLC1u3bu3i4nLy5ElTYsuWLUXk6tWr9rL6+eefRWT27NmmFDWVznz4pV+/fp07dy4tLa2u8hcWFpaVlVmnV+Pg2JUrV6qeiYmTg2NNmzatlq9yB4VXgzCdOnUKCAjw9fW1OQT34Ycfikh0dLRYDcKoabGtWrVKS0uz/uDrr78uIsEpenvlAAAWCUlEQVTBwaarU8u7q172TmMV60b1Vq16i0amXDdqI+OYvRNrT9WHr4uLi4uKiir9cWu1fwgOdlrREXidtsY3NkbgceMbMmSIm5ubiOTk5Gia1rhxY/N3c3Jyxo8fHxIS4unpGRYW9tJLL125csUihwsXLkyYMKFnz54+Pj5t27Z96qmnDh8+7Ez+X3/9dWxsbHh4uJeXV2hoaL9+/b744guLzA8fPnzs2DFvb++AgABN06r32PWiPl+jn376SUSeeOIJlYPJY489JiL79++vljNQ//3www8i8vTTT5snenl5xcfHl5WVLV++XKVcu3bt7NmzQUFBjRo1spfV5cuXReTmm282pQQFBbm5uV24cEG93LFjx5YtW+bOnWvzR317kpKSzO+iVGsoJCUl7du3LzIy0tvb22AwdOjQYdKkSaZbah1UDMc1SkRWrVqladrbb7+dm5s7cuTIxo0bz5s377nnntM0zWK0UESuX7/u6+uraZqpwjjTODg2btw4TdPUsaj7DwsKCtRbqampI0eOvPXWWxs3bnznnXeOGTPm/Pnz5Rbe8e7c3d0HDx6cl5f31VdfWb/78ccfi8jQoUMt0i9fvrxo0SIRefPNN23eHjl58mQfH58zZ85YLCpRy7uzqXJ1wEG6UhNX58ZAI9NgG5lKnFiTDz/88JFHHmnevHn79u2ffPJJ9duNtXLP9v33369pWlZW1ssvv+zv728wGEJCQh577LGvv/66ErnVySFUsULaUx9aY1iq618QgBr3zjvvjBo1SkQMBkNCQsKYMWOM/x3dHTZsWHh4uKura2Rk5G233ab+KHr37m3+k/yuXbtatGghIm5ubm3btlW35xkMhrVr1zrI32g0mr5fmzdvHh4e7uvrq17+/e9/t1fUgIAAaZAj8PX5Gg0YMCA4OPjbb7+1KLMK7Fu0aFGjZ6aeMP1iUlBQYPGWukx9+/ZVL9VKUb169XKQW25urre3d9euXXNyclTKtGnTROT9999XL3v06NGnT5+KFnLx4sViNsKmCvbss882atTIxcWlS5cukZGR6jey3r17l5SUGO1XjHJrlNFoXLlypYgsXLjwrrvuEpFmzZotXLhw69atInLzzTdbDCls3LhRRDp06KBeOlPxyh0cW7NmTUJCgipbQkJCQkKCupX33XffVdNc3d3dW7durQ65efPmO3bscFx4eztSgzC33XabumEkLi7OYoO8vDxPT8927drt3btX/ncQJjk5WUS6dOniYIzl66+//uCDD44cOVInu7On0nXAQbqxBq7ODYNGpiE3MpU4sUajsays7LnnnlPHZTAYVA/K19f3+eefl/8dvnbmbN93330i8sgjj6gMg4KCXF1dRcTFxWXOnDnmpXUmtzo5hKpUSJvqSWsMawTwaBDsTc8WkYiIiBMnTqjEHTt2qHvhvv/+e5VSWFiopupNnjy5sLDQaDRev359xowZmqZ5eHgcO3bMXv5qJMHLy2vLli0qpbi4eMmSJSISHBxsr5wNNoA36ucamaju4MMPP1wdR68Dqv9nPRFuxowZItK2bVv1Uo3wDBw4cO7cuZ07d27UqFF4eHhcXNzBgwfNP6U6jgEBAbGxsZ07dxaRmJgY9aPMJ598IiJ79+6taAltdgFFpGPHjsePH1eJO3bsUIvo/Pvf/1Yp1hXDyRqluqehoaEdOnTYt2+fSiwuLlZ/xab6qYwcOVJEZs2aZXS64lVuduvJkycNBoOmaa+//rqa7njlypW4uDhV1OvXrzsovD2mPlxpaelNN93k7e1tMXX5/fffF5FXX3113759Fn04NSyjbmx2Ui3vzqaq1AEH6TVxdW4kNDINtpGp3IlVk7fd3d2XLl2qSrJ//37T2oem6NfJs60CeBHp0aOH6nLk5+erL3oR+fHHHyuUW50cQqUrpD31oTWGTQTwqIJFi4xDhtTevyqEtfaCQ03TLL7yhwwZIiL//Oc/1cvExEQRGTFihEWGCQkJIvLcc8/Zy3/FihU+Pj4vvPCCxQcDAwNFJC8vz2Y5qzeA37WrVq/PunVVKq1erpGSkpKifkfYvn17BQ/0/xUWFg4pT7ldzAMHDpSbSbXcNqnucHvxxRfNE/Pz82+55RYRCQoKUilJSUnyXwaDwTSF1c3NbdGiReaf/fLLL++++25fX9+OHTtOmzZNDewUFxeHhYUNHjy4EiW02QXUNO3AgQPmm6n6s2zZMvXSumI4WaNU99S8Y2e+2dSpU00p169fb9KkiaZpGRkZRqcrXuX61mp17meeecZ8m7KyssjISBExrcJtr/A2mfpwRqNRPdbxo48+Mt/g0UcfFZHU1FTrPlyPHj1EZPHixeXupa52Z1MV64C99Jq4OuWaPn2643Zg586daoNPP/3UXiZxcXFDhgwZN26cvQ2WLVumMrl48WKli0oj02AbmUqc2NLS0nbt2omIxcB+enq6ui3CFP06ebZVAN+sWbPc3FzzzdRchkceeaRCudXJIVS6QtpTH1pj2EQAjyqIizOK1N6/KnRl7AWH3bt3t9hSrUy2cuVK9TIqKkpEvvvuO4vN1HLxYWFh9vK36dy5cyrqM03qs1C9AfwHH9Tq9aniI9X0co0KCgqmTJmiZtbNmDHD+QO0lpeXJ+X5+OOPHWfy5ZdflpvJuXPnqlJOZffu3Zqmubq6vvrqqxkZGbm5ud98803Xrl3VLgICAtRm48ePV32gDRs2qKGYK1euqOcMu7q67t+/3/Fe3nnnHVdXV9ODoCrEZhewa9euFpu98sorYjaP1LpiOFmjVPfUOn91w2RERIQpRV2j3r17Oyi8dcWrXN9ahTrWMxJXrVolIo899pjjwttk3odT61H/6U9/Mr2bk5NjMBhUv826D9e+fXsR+eSTT5zZUZ3szqYq1gF76TVxdcqlomIH7cB7772nNkhMTLSXiWrx2rVrZ28D0wOrT58+Xemi0sg02EamEidWrUrYpEkTNSJtTq2GaIp+nTzbKoCfNGmSxWZqRx4eHmr6hpO51ckhVLpC2lMfWmPY9D9rMgENjXrejDmL9WyOHz8uIitWrFi9erV5+tWrV0VENb4OGI3GX375JS0tLSMj4+jRoykpKdevX696sRuUenWN1q9f/9JLL/3+++8+Pj4LFy409VkbgqioqAULFkyZMiUxMVGNBoiIwWAYP378kiVLTKtJjRo16uGHH46IiAgJCVEpTZs2Xbhw4fnz59euXTtr1qwNGzbY20VhYeGMGTOeeeaZDh06iEhubu7UqVO/+uqr3Nzcnj17zpkzR82DrRDVhzBX7ppVFapRbdq0sfh4TEyMv79/Wlra8ePH1d7Xr18vImqCq0lNNA7Xr18/c+aMm5tbeHi4xVvq1GVkZDgufLnuuuuukJCQzZs35+XlqQnPGzduLCoqUhNorakVks6ePVvRHdXJ7kyqWAdsptfC1dE7GhkaGXOOT+yvv/4qIhEREV5eXhabde/e3fyn7QqdbdNSOyahoaH+/v6XL18+e/ZscHBwhXKrk0OoRIV0Rl21xrCJAB5VsGSJzJ5de7tr2bLas2zWrJmDd4uKitSKte+++669DUpKSiwWJzdZvHjx3Llzs7KyTPvq06fP1atXc3Nzq1ZqZ8XGyokTtbMrERGH57Iq2daLa3Tp0qXRo0erOyeHDh06f/780NDQih6LhUaNGp0o7woFBQU53iA6OrrcTNS0yap78cUX+/bt++677x48eNDV1bVHjx5qvdwlS5aoySMiEhkZqSZSWnj22WfXrl178OBBB/kvWrQoNzd3+vTpIlJYWHjnnXcePXr0jjvuaNOmzbZt21JSUnbt2qVm5TnPmSV2zVW0RjVv3txiAzc3t4EDB65atWrjxo2TJk0qKSnZuHGjh4eHemyBUkONw/nz58vKypo3b67GS82p1Y9+//1380TrwpdL07ShQ4cuWLBg48aNKlqwtwSxEhwcfODAAdVPtefgwYPbt28PDAx88skn63Z3StXrgM30Wrg6Nq1Zs+batWtivx0YNGjQ3XffLSJ+fn72Mjl27JiIqDtpbUpMTJwyZYr878LvlUAjIw2+kTFxfGLVovc265vplx2p+Nm+6aabrLcJDg6+fPnyb7/91rx58wrlVieHUNEK6aQ6aY1hDwE8qqB5c6mmHkb9ZDAY/P39s7Ozr127phb8dN78+fMnT57s6+v7l7/85b777uvSpYvqfLRu3brWAngfH/HxqZ1d1ZnauUanT5+OiorKzMzs1KnT8uXL1Zq6Vefi4lL1QTZvb+/aHKnr0qWLejCMyaZNm0REDWc5oAqpJvHafFzipUuX5s+fP3HiRNWbeeONN44ePZqcnKxW6P3ll1969eo1evTomn5uX0VrlM2RjSFDhpj61tu3b8/Ozh48eLDpp6iaaxxuuukmFxeXS5culZaWWnSvVf/Pom9auWGZYcOGLViw4KOPPho5cmROTk5KSsqtt94aERFhc+N77733888/V2tT23tMZnJycnJycnx8vM0+XC3vTqqpDlin187VsVZuRO3j4+NT3ldFuY1MYGBgdf1QSCNjoQE2Ms5QIe65c+es3zK/Pa2iZ9v0k4c5FWkHBQVVpcthrYYOoebUfmsMe3gOPOCIuuVPDT6Yy8nJ2blzZ2pqqr0PvvXWWyKyfv362bNnx8TEmIYO1K1HqEY1fY3y8vIefPDBzMzMUaNG/fTTT9UVvevOsWPHfvrpJ9OjnkzUs4sGDBggInl5eUlJSWoRI4vN1LBMRESEvS/yxMREd3d3daueiOzcubN169am5+t06tTpySefPHDgQH5+fvUdk22VrlEmffv29fPz++677y5cuKCmto4YMcL0bs01Dh4eHi1btiwpKUlPT7d468iRIyKiFkyqom7durVp0yYlJSU7O/uzzz5zMIVSRAYPHuzu7n748GG12LK14uJiVYX69u1bH3anVL0OWKudq6NrNDI0Ms5Tv9ekpaWpCSbmLJ6OXqGzbX3yz549m5WV5ebmpqbdVWPjUEOHUHPqpDWGTQTwgCMxMTEismDBAov06dOnR0dHO7jR7uLFiyLSrVs388QTJ05kZmbWQDEbtJq+Rv/4xz+OHj3av3//VatWqRWAGqYVK1Z069btb3/7m3nioUOH9uzZ06JFi0GDBolI48aNExMTx44d+9VXX1l8XD1splevXjYzP3Xq1NKlS1999dUmTZqYEi164Wq0p7S0tDqOxpFK1ygTNcG1rKzss88+27Bhg5+f38MPP2x6t0Ybh3vvvVdE1IpQ5tTC3ab1zKooLi6uuLj4008/XbdunYioJY5tCgkJUUtFvPLKKzbnNicmJp4/f97Pz++hhx6qJ7uT6qgDNtXO1dEvGhkaGee1bNmyY8eOOTk56nnjJmopBPOUCp3tlStXqhvLTebPny8ivXv3VnPUq7FxqKFDqFG13xrDtlpeNA+oE+pXZzc3t4KCApWi1uocO3asxZaTJk0SsxXOr1y5om4LHDduXHZ2tsrqrbfe0jTN29tbPa/FZv5qHZR58+aZck5JSWndurX6uzt58qTNcvIc+Hp4jTp16iQi33zzTYkdNXVG6hl1S6q7u7t6ikxZWdnevXvVbMm5c+eaNlOd78DAwG3btqmUq1evvvbaa5qm+fn5nT9/3mbmI0aMCA0NVQ95Ul5//XXzq5yent60aVO1Fq49NtcxNq3ia6Lu1LVYj9e8YjhZo9Qay9b1U9myZYv896ZQi4c5OVnxKrdAdEZGhnpEc2JiolqgOzc3d/jw4SJifoYdF96C+ULEys8//ywi3bp1c3d3N0+3XojYaDQWFBTcfvvtIuLh4TFnzpyDBw8WFRWVlZWlpqY+/fTT6qjNn7ZQy7uzqYp1wF56TVydGwmNTINtZCp3YlUMaTAYli9frkryn//8p3PnzhbPYHPybJueAx8VFfXbb78ZjcaCgoKZM2eqX3l2795dodzq5BAqXSHtqQ+tMWwigEdDoe4N69ChQ79+/YxOB4dGo3HTpk3q28vFxSUsLEzl4+rqavFsDIv8P/vsM9U2hYWFxcTEqMeuxMTEdO/eXUTat2///vvvWxeyIQfwxnp5jYqKiqyX6jHn4LlKN545c+aoow4ICPD391f/Hz58uHq4jlJcXKwukIj4+fm1atVKdUT8/f03b95sM9tDhw65uLisXr3aPLGgoEDd8tqzZ89+/fp5eXkZDIa9e/c6KF7luoBGq4phdK5GOe6eFhUVme5H3bNnj/lbTjYOletbq4J5enqqPlP79u1VBQ4KCtq5c6eThbdg3YczGo2mNahnz55tSrTZhzMajRcvXrznnntMfzUGg8G0HJqXl5d5bFb7u7OnKnXAwemt9qtzg6GRaZiNTOVObFlZ2fPPP6+O1NPTU/2W4eLiMm/ePIuPO3O2VQBvWggwODhYDblrmjZ9+nTzYjiTW50cQlUqpE31pDWGNabQo6F45513QkNDT548We6S3Rb69+9/6NChhISEyMjIM2fOBAQEDB8+/PDhw+bLvVrnHxsbu3Xr1ujo6MuXL6elpd16660rV67cunXrvHnzunXr9vvvvzOX3lo9vEa//fZbLUyn1IspU6Zs2bIlOjraaDSWlpbec889a9euXbNmjfkyRW5ubm+88cYXX3zxwAMPaJp28eLFbt26jRs3Li0trV+/fvay7dSp0xNPPGGe6O3t/f33348ePTorK+v777+Pjo7+8ccfe/bsWRPHZV3xnKxRDri7uw8cOFBE2rRpY7FuQk03Ds8888y+ffueeOKJdu3anTt37vbbbx89evTPP//cp0+fqmRrYdiwYeo/9pYgNhcQEPDtt9+uX78+Pj7+zjvv9PT09Pf379Onz5gxY9LT0ydPnlzfdifVUQdsqp2ro180MjQyztM0bdmyZWvWrOnfv3+TJk0KCgpiYmK2b99ufWO282d74sSJmzZtUrcnBAYGxsbGbtq0SU3WqERudXIIzqh0d0vqojWGNc1otQoIAAAAADQQ999//7Zt23bv3h0VFVXXZQHKwQg8AAAAAAA6QAAPAAAAAIAOEMADAAAAAKADbnVdAAAAAACoM7GxseHh4WodeKCeYxE7AAAAAAB0gCn0AAAAAADoAAE8AAAAAAA6QAAPAAAAAIAOEMADAAAAAKADBPAAAAAAAOgAATwAAAAAADpAAA8AAAAAgA4QwAMAAAAAoAME8AAAAAAA6AABPAAAAAAAOkAADwAAAACADhDAAwAAAACgAwTwAAAAAADoAAE8AAAAAAA6QAAPAAAAAIAOEMADAAAAAKADBPAAAAAAAOgAATwAAAAAADpAAA8AAAAAgA4QwAMAAAAAoAME8AAAAAAA6AABPAAAAAAAOkAADwAAAACADhDAAwAAAACgAwTwAAAAAADoAAE8AAAAAAA6QAAPAAAAAIAOEMADAAAAAKADBPAAAAAAAOgAATwAAAAAADpAAA8AAAAAgA4QwAMAAAAAoAME8AAAAAAA6AABPAAAAAAAOkAADwAAAACADhDAAwAAAACgAwTwAAAAAADoAAE8AAAAAAA68H86X47If8DJZgAAAABJRU5ErkJggg==)
Same again with r=0.99 Parameters of a normal distribution used as a toy target distribution
y1 <- 0
y2 <- 0
r <- 0.99
Sigma <- diag(2)
Sigma[1, 2] <- r
Sigma[2, 1] <- r
Sample from the toy distribution to visualize 90% HPD interval with ggplot’s stat_ellipse()
dft <- data.frame(mvrnorm(100000, c(0, 0), Sigma))
see BDA3 p. 85 for how to compute HPD for multivariate normal in 2d-case contour for 90% HPD is an ellipse, whose semimajor axes can be computed from the eigenvalues of the covariance matrix scaled by a value selected to get ellipse match the density at the edge of 90% HPD. Angle of the ellipse could be computed from the eigenvectors, but since the marginals are same we know that angle is pi/4 Starting value of the chain
t1 <- -2.5
t2 <- 2.5
Number of iterations.
M <- 2*2500
N.B. In this implementation one iteration updates only one parameter and one complete iteration updating both parameters takes two basic iterations. This implementation was used to make plotting of Gibbs sampler’s zig-zagging. In plots You can implement this also by saving only the final state of complete iteration updating all parameters. Insert your own Gibbs sampling here
#Allocate memory for the sample
tt <- matrix(rep(0, 2*M), ncol = 2)
tt[1,] <- c(t1, t2) # Save starting point
# For demonstration load pre-computed values
# Replace this with your algorithm!
# tt is a M x 2 array, with M draws of both theta_1 and theta_2
load(root("demos_ch11","demo11_1b.RData"))
The rest is for illustration Take the first 50 draws to illustrate how the sampler works
df100 <- data.frame(id=rep(1,100),
iter=1:100,
th1 = tt[1:100, 1],
th2 = tt[1:100, 2],
th1l = c(tt[1, 1], tt[1:(100-1), 1]),
th2l = c(tt[1, 2], tt[1:(100-1), 2]))
Take the first 1000 observations
S <- 1000
dfs <- data.frame(th1 = tt[1:S, 1], th2 = tt[1:S, 2])
Remove warm-up period of 50 first draws later
warm <- 50
# labels and frame indices for the plot
labs1 <- c('Draws', 'Steps of the sampler', '90% HPD')
ind1 <- (1:50)*2-1
df100s <- df100
df100s[ind1+1,3:4]=df100s[ind1,3:4]
p1 <- ggplot() +
geom_point(data = df100s,
aes(th1, th2, group=id, color ='1')) +
geom_segment(data = df100, aes(x = th1, xend = th1l, color = '2',
y = th2, yend = th2l)) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '3'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('red', 'forestgreen','blue'), labels = labs1) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA, NA), linetype = c(0, 1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
The following generates a gif animation of the steps of the sampler (might take 10 seconds).
anim <- animate(p1 +
transition_reveal(along=iter) +
shadow_trail(0.01))
Show the animation
anim
![](data:image/gif;base64,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p1
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)
Highlight warm-up period of the 30 first draws with purple
p1 + geom_point(data = df100[ind1[1:30],],
aes(th1, th2), color = 'green')
![](data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdeZxN9R/H8fddZ2PsskuWqChSSUWJNiFKaSEh8iukFL8IpaSFUv1SsiQS2mwtlkilFCIShSg7Y8w+d+52fn/c20w0u5m594zX8/H7457v+d7v+Yzvr3vP+57NYhiGAAAAAABAeLOGugAAAAAAAJA3AjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAE7CHugDkS0ZGhmEYkiIjI0NdC3KTkZFhtVodDkeoC0GO/H6/2+2WZLPZmKlwFpipiIgIi8US6lqQI7fb7ff7JTFTYS7wued0OkNdCHJkGEZGRoYkq9XKTIWzwEw5nU6rlUOh4cvr9Xq9Xkmlb6YI8OaQlpbm8/lEgA97aWlpDoeDWBjOfD5fSkqKpMjISGYqnAVmyuFw2Gy2UNeCHLlcrkAyZKbCnMvlMgyDWBjODMMIfD05nU5mKpz5/f6UlJTY2FimKZxlZGSkp6dLKn0zVap+jQAAAAAAoLQiwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJhA6Qnwe/fuvfXWW5988slQFwIAAAAAQNErJQHe7XZPnDjR4/GEuhAAAAAAAIpFKQnws2bN+vPPP0NdBQAAAAAAxaU0BPiffvpp6dKl5cqVC3UhAAAAAAAUF9MH+KSkpMmTJ5cvX/6uu+4KdS0AAAAAABQX0wf4119//cSJE4MGDeIIPAAAAACgFDN3gF+2bNm6detuvPHGli1bhroWAAAAAACKkT3UBRTewYMHp0+fXrNmzT59+pzOOGlpaYZhFFVVxcTv9wdepKamhrYS5M7v93s8HqYpnGX+18RMhbnATKWnp1ssllDXghz5fL7AC2YqzHm9XrEXEd4yd0d9Ph8zFc4CM+VyuXgAVjjLnB1TzFRERITdnt9gbtYA7/P5As+NGzp0aERExOkMlZ6eHv4BPlN6enqoS0AefD4f02QKzJQpuFyuUJeAfGGmTIEPPVPg68kU3G53qEtAvphipmw2W/4DvFlPoX///fd37tx5++23N2rUKNS1AAAAAABQ7Ex5BH737t0ffvhho0aNbr/99tMfLTY29vQHKW7JycmBs0m5V1+YS0lJsdlsUVFRoS4EOfJ6vYFTE51OJzMVzgIzVbZsWavVrL81nwlSU1MD52YzU2EucMFgTExMqAtBjgzDSEpKkuRwOKKjo0NdDnLk9/uTk5NjYmLyf8gUJc/lcmVkZEiKjo52OByhLicPNpst/51N+X+7gwcP+v3+33//vWvXrqes+vnnnzt37ixp0qRJDRo0yM9o4T+jkjIvLDRFtWc4q9XKNJkCM2UKdru9QN9qKGGZoZ2ZCnOBHQk+9MJZ5i1aLBYLMxXOAvf+sNlsTFM4yzxz3m63l7KZMmWAj4qKql69+imNLpfrxIkTTqezUqVK4isKAAAAAFC6mDLAt2zZ8t/Pjfvuu+8mTJjQpEmTcePGhaQqAAAAAACKD5erAQAAAABgAgR4AAAAAABMgAAPAAAAAIAJmPIa+Gy1bt168eLFoa4CAAAAAIBiwRF4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABAjwAAAAAACZAgAcAAAAAwAQI8AAAAAAAmAABHgAAAAAAEyDAAwAAAABgAgR4AAAAAABMgAAPAAAAAIAJEOABAAAAADABe6gLCD2v1xvqEvJmGEbghSmqPZMZhuH3+5mmcObz+QIvmKkwF5gpn8+X+QGIMJQ5O8xUmDMMwzAMPvTCmd/vD7xgpsJc5tcT0xTOMv+DMsVMWa1WqzW/R9YtfN0eP36cfwQAAAAAQMkrU6ZMZGRkPjsT4M1xTDspKSnwM1L58uVDXQtyk5SUZLfbo6OjQ10IcuT1elNSUiQ5nU5mKpwFZio2Njb/v0mj5KWmpno8HknMVJhLTU01DKNMmTKhLgQ58vv9SUlJkhwOR0xMTKjLQY58Pl9ycnJMTIzD4Qh1LchRenp6RkaGJFPMVIGOwHMKvex2E/wjWCyWwAtTVHsms1gsVquVaQpnmb9aMlNhLjBTNpvNZrOFuhbkKPPriZkKc4GZ4kMvnGWe8WuxWJipcBb4r8lmszFN4SwzD5e+meLHcgAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAAAwAQI8AAAAAAAmQIAHAAAAAMAECPAAAAAAAJgAAR4AAAAAABMgwAMAAAAAYAIEeAAAAAAATIAADwAAAACACRDgAQAAAITYiT83e10poa4CCHcEeAAAAAChsXxenxtXRUSnWyrWbR7hLNtyk23KjEtI8kBO7KEuAAAAAMAZx/D7Hp5X7dW74jJb/FZtbO7f2HzDnB/Kf1pjU/naTUNYHhCeOAIPAAAAoKRNfKfpP9P7P313ma/HrpYlXA9gCgR4AAAAAKeloCe9Jx/e+XT37bl0WHaNe8X8fqdXFFAKcQo9AAAAgAJLP3FwyifXvddi+5YL/N5IVYyztPipTDd3z7oNO+b53u9+ei75zjz6fKyPO2ha0dQKlBYEeAAAAAAF89emRTdFdN3Wx8hsia9srLwu+UvflMpfflB2S9nc355waUKem/i9evLpVgmUOpxCDwAAAKAA3CnxN0V03Xae8e9Vhs041uFYWr20PIaw5L0Vn61QxQGlGkfgAWRv59p33toz4rtGcUcr+6vGWS/fWbl/nWfOvYqr0QAAONPNXHDjP4+9n8oi45K4AVWezWWEzYdnv6/43LdS70h04coDSjECPIBsvDCzycieO7xXBBd3n+P7/tIjr3rvf2rm80/ctzOkpQEAgBD7sP6m3DscqePttCe2SdsHcuoQt7vtR+5Wbmdug9yccnWhqgNKM06hB3CqV2dcNPy+Hd5//b7ntWvkfbsmzbggFEUBAIBw8Xs9T559fvtrRS5rK9e/bPCCarl0aLHZekuPeQWuDCjtCPAAThK3+4dR3X/OpcPoO7Yd2bGmxOoBAADhxuPIu4/b78q9w7O3bLt5RUS2q+rttXxifGxzRhWiNqB04xR6ACdZuGZocp/cOqTGaPqPD/esvrikKipiXq83OSVZUoQnItrHxXXhKzBTKdYUm427GIWvlJQUj8cjiZkKcykpKYZhJCkp1IUgR36/PzElUZLD4Ug0EkNdTh6qHbYdqu7LvU9UhUb7Evfl3uf1i39t9W63t9ts+fPs4BX15RPU59OzRl+9qlzz84qmVqB0IcADOMnWyLwvcX/+wj+mv3118dcCAADC0YnLY6UTuXSwpdke3rlYv+fr537bh/XqlPX6on1Wj/Xn7usr3H1WEZUJlEKcQg/gJCkReV/V5nf6S6ASAAAQnsptKmdLz+2kmwrfVVDOd6n/N3uyvV1ku/evfT82pvLpFgeUahyBB3CS6illpTzO3Kt7xNmi7hW59wlbhmF4vV5JVquVM37DWWCm7Ha7xZKPhwUjRLxer2EYkpipMBf43LPb2fELX5lfTxaLxRQzdXTxL6u6bPZEZhPTG66LbRV/g+oW7DOhdZ3WV5h27wIoMSb4dABQktpF3/ys3sy9z8TDna/vMbNk6ilyHo8nMTFRUmRkZJkyZUJdDnIUmKkKFSrwO0s4S0pKcrvdkpipMJeUlGQYRrly5UJdCHLk9/vj4+MlOZ3O2NjYUJeTL7vXvfffuPsXXp+eeU87R7zjsS+aP3vXD2oV0sqA0osAD+AkV3ed3PKnqRta5HiSfPOfre27vVGSJQEAgDBUv9XdC3R3ytE/tv0wY5rr2+UJe+yJ9g7dng91XUBpxjXwAE5itTvfS3u7yrHs11aO09zEKTzWBQAABJSpes5lnZ6pV+U6eyKHBoFiR4AHcKpGV/bZsH9hp+URln9c12Yx1HGFc8OfHzVu0z90pQEAgHAUn/Brep10Vy1X4tEdoa4FKM34nQxANuo077JYrj83frx265vx/riK1sqtL+h/dofbQl0XAAAIL++/c/1TrVf8dkvwV/+u/oHXrhn8QvpTzW/4b2gLA0olAjyAHNW9uFvdi7uFugoAABCmHp5bdXLvk667M6xa2dbTyv3E++/+0K3XwlAVBpRWnEIPAAAAoMDmzLx28l3Z3zXH7dQ93Rft3fBhCZcElHoEeAAAAAAFNu7K1bmsTY/SS7seKLFigDMEp9ADAAAApdC6v9Z9vffrYhr8+Imtv3cxcu/zWav4Yto6cMYiwAMAAAClzYGkA6v/WD1tw7RiGj+9TnqeffbVMvxet9XuLKYagDMQAR4AAAAobbrP7X4k5UjxjW/xWvLs4/DIGkV6B4oSAR4AAAAonaLsUW91fas4Rk44vK2zf4A/1xtqNfnNqouKY+PAmYsADwAAAJRONqvtirpXFMvQda+4+usHV7Xx5tKl+6YGBHigaHEXegAAAAAF9kLK6IiMHNc22G0Z3HllCZYDnBEI8AAAAAAK7OKbnpy3oFvZ5GxWnfu75fMj70RXql3iRQGlHAEeAAAAQGHc0vOjX3YtHDK3SoPdFrtXkS61/Mn60ozzfqr0Z4PWvUJdHVAKcQ08AAAAUHrsXvfe1J2P/XJTvKus35FqGzanWv+zxze6sk8xba5O8y6vNO/ySmDBLrWQWhTTpgBwBB4AAAAoLSbNuKDJxfe80PNQcp0MTwVPWi3XxHuOnN+q7/iZDUNdGoAiQIAHAAAASoMpMy55tM82j+PUdq9dI+/bNWnGBaEoCkBRIsADAAAAphe/Z+OI2zbk0uHJHtsO/7qqxOoBUBy4Bh4AAAAIa4aM/Yn7c+/zwTeDknK9bVxatD5a99iD520sysoAlCwCPAAAABDWMrwZV799de59jl9zPM9xtpT5o2gKAhAiBHgAAAAgfH3222dzf56bZze/w59nn+RIT1FUBCBkCPAAAABA+DqQdOD7v76X1KBSg7PKnJVTt5+Pfb5FybkPVSOpTBEXB6BkEeABAAAAE+jbsu/tTW/Pae2ajwZfrddyH+Fa23VFXRSAEsVd6AEAAADTa9P15Us35LZvf+FW63W3vlVi9QAoDgR4AAAAwPQsVtucjOlVj2a/ttJxzT3+ms0ZVbJFAShiBHgAAACgNGh4Re8NBxZ1XhZhMbIaLYZu/NK5fve8867+T+hKA1A0uAYeAAAAKCVqN++8SK4/N368duubcf6jFS2Vrji/f71r7wh1XQCKBgEeAAAACFP7f/70672Tjrc9bjEsX/36TFvHWWc1bpvnu+pe3K3uxd1KoDwAJYwADwAAAIQdV8Lhxz9v+uZtcZ4Lgy1TLk2Y6br6kXdrjb3tF0d0uZBWByA0uAYeAAAACC+etMRbNtV97c44j+Okdlekxvfa3/PLGobfF6LSAIQSAR4AAAAIL2/Ou3rZNe6c1s7vlPb+uzeWZD0AwoS5T6Hfu3fvwoULt27dmpCQUKlSpTp16tx6661NmjQJdV0AAABA4f3vyp9z7/D6eavuKplSAIQTEwf4b7/9duLEiT6fT1LVqlXj4+MPHz68fv36O+644667+EADAABAURq9cvTXe74uvvEDu7UWi8XnSP+tj5F75x9a+twp8c4yFYuvHgBhyKwBPjEx8ZVXXvH5fFdddVXfvn0rVqzo8/mWLFkyc+bM+fPnX3DBBc2aNQt1jQAAACgN0j3pi7Yv2nxo877EfSWwOXflHE+ez+S36vifP1U/v30J1AMgfJj1GvgVK1a43e4mTZo88sgjFStWlGSz2W655ZYuXboYhrF06dJQFwgAAIBSIikjaeTykduObCuZzVld+dpFL1/jvOKuBEC4MesR+F27dkm6+uqrbTbbP9tbt269cOHCwFoAAACgCF1e5/I5t88pjpH9fn98fLwkp9NZtkxMnf32/bVy69/0F0vUBTWKoxIA4cysR+C9Xm/lypVr1Tr1g83hcOjvK4gAAAAA07FYbX2+rJt7n34/crkocCYy6xH4UaNGZdv+ww8/SKpfv37+h3K73YaRx21CQi6zwoyMjNBWgtwZhuHz+ZimcJb5Ax8zFeYCM+V2u61Ws/7WfCbw+/2BF8xUmPP7/YZh8KFXaG538KJ0v99fTP+MmTt7gU0Mab984dbGW5pmv4961Xe2Pl2XM6EhEfjc83g84Z8gzmSZ+3ummCm73X7KeeW5dS7WUkrYzz///NFHH0nq2rVr/t+VnJwc/pOaKTk5OdQlIA9+v9/j8YS6CuTN4/EwU+EvNTU11CUgX5gpU2AvotBS0lICL3w+X3H/M3q93uTkZEVU/DB98UOrui1vd+pX1a1LI186e6XLZ3UxoaGTnp4e6hKQL6aYqTJlypxxAT4jI2P+/Pkff/yx3++/++67mzZtGuqKAAAAgMKrcE6r93Rw03ujPvV/tLtqkkWWcw+Xvzmq5/nthoe6NAAhUxoC/Nq1a6dPnx4XFxcZGdm3b9/rr7++QG+PiooK/yPwLpcrUGRUVFSoa0FuXC6X1Wp1Op2hLgQ5yjz70WazMVPhLDBTkZGRFosl1LUgR263O3CaIjMV5gKfexEREaEuxKwi/ZGBF1artZh2xgzDcLlc+tfXU+tbJrbWxOLYIgonMFNOpzP/h0xR8jwej9frlWSKmbLbC5DKzR3gk5KSpkyZsnbtWklXXnll7969q1atWtBBoqOji6G0Ipa5hxQTExPqWpAbt9vtcDiYpnDm8XgCO7LMVJgLzFRUVFT4f++eyXw+X+DriZkKcz6fzzAMPvQKLdoI7i7abLZi+mf0+/2ZAZ6ZCmc+n8/lckVGRnIYIJylpqYGAnzpmykTB/ijR48OHz78+PHjderUeeihhxo3bhzqigAAAAAAKC5mDfBpaWljxow5fvx4+/btBw4cGHh6HAAAAAAApZVZA/zKlSsPHDjQsmXLwYMHh7oWAAAAAACKnVkD/PLlyyXdcsstmU+gPQVPowUAAAAAlCamDPA+n2///v2SRo0alW2H6tWrv/XWWyVbFAAAAAAAxciUh6mPHTuW04F3AAAAAABKJVMega9WrdrixYtDXQUAAAAAACXHlAEeAAAACBMZGdqzRzt36o8/dMUVatky1AUBKL0I8AAAAEABeDxavVpLlmj7du3apX37lHlxp92u55/XI4+EtD4ApRcBHgAAAMib4XMc3Hxh32VauFDx8dn38Xr16KOqXFm9epVscQDODAR4AAAAIEcZGVrxRcSx+S+mbrt2T3q51SevdThUt64aNFCDBoqP19y5qlBB11wTmlIBlHoEeAAAAOBUPp+++ELz52vxYiUmlpe6Za5yONSunW67Tddco7p1Zf97h3r+fM2dqxMn1LWrNmwITdkASjcCPAAAAJDlyBG9847efFN79568wuqr0nD3yIGN7rxTVaue+i6/X88+G3z92GPFXyWAMxIBHgAAAJCkNWs0ZYo++URud1ZjRITaXJOxudyomPNXXnHu+UNun5Pte+fO1datknTeeerevUTKBXDmIcADAADgjJaUpNmzNWWKtm07qb11aw0YoC5d5LIltH7z41xG+PZbDRgQfD16tKzWYqsVwJmNAA8AAIAz1JYtmjJFc+YoJSWrsUwZ3X23Bg7UhRcGW1wp2b47aONG3Xyz0tIkqUMHDr8DKEYEeAAAAJxZ3G4tWqSpU7Vy5UntjRqpTx/df78qVszvUL//ro4dlZgoSZddpo8+4vA7gGJEgAcAAMCZ4uhRvfaapk7V0aNZjQ6HunbVwIG6+uqCjfbHH2rXTkeOSFKzZvr8c5UtW4TFAsCpCPAAAAAo/Xbt0sSJmjVL6elZjbVrq39/9eunatUKPODBg+rQQQcOSFKjRlq+XBUqFFm1AJAtAjwAAABKs/Xr9eKL+vhj+XzBFotF7dvrP/9Rp06y2Qoz5rFj6tBBf/whSXXqaMUKnXVWkRUMADkhwAMAAKAUMgwtW6YXXtDq1VmNTqfuukvDhun88ws/8s6duukm7dolSWedpZUrVafO6VYLAPlBgAcAAECp4vFo/ny9+KK2bMlqjI1V//4aMkS1ahVstIykY8uXPHDiihOG3dget2rW21OHPdE/Lk6SKlbU8uVq2LAoiweAXBDgAQAAUEqkpGj6dE2apL/+ymqsWlUDB2rw4ALcWz7TJ7O7PXTtJwfvDi7+pITeGqB6H6jv9LOtdT77TE2aFE3lAJAfBHgAAACY3rFj+t//9Nprio/PaqxfX4MGqX9/RUUVZsyZM9v07f2NYfnXivYrHd9dMn/7zCZNbip0wQBQCAR4AAAAmNgff2jyZE2bprS0rMYWLTRkiO6+u5D3qJO0/+dPH7oju/QuSfLUPDru125L5Crk6ABQKNZQFwAAAAAUxtatuuMONWyoV18NpneLRZ066ZtvtHGjevUqfHqXNHPT4LTo3Dos7ZCx58f5hd8AABQcR+ABAABgMps3a9w4ffKJDCPY4nTq7rvV7q6fPjj01It79OKe093E960P5tnnm21v1rv0jtPdEgDkGwEeAAAAprFxo8aN0+LFWdG9bFk98ICGDNF218rVu1f/cuSXItlQYnl/nn2OGkeKZFsAkE8EeAAAAJjAjz/q6af12WdZ0b1cOQ0erIcfDt5e/tF509bvX19k2ztRUVUP596lgioU2eYAIB8I8AAAAAhr332nceP0xRdZLRUqaMgQDRmi8uWz6b/+P+srRhf8kXF/MwyNG6exix/TYy/l3vOS2t0KvRUAKAQCPAAAAMLUN9/o6ae1cmVWS6VKevhhDR6s2Nhi2WJCgnr10pIl0vm99cjLsvly6nnpBmuzDo8WSxEAkAPuQg8AAICw8+236tRJbdpkpffKlTVmjHbv1qhRxZXed+xQ69ZaskSStO38Fq/ellPPMil6M+6ZYikCAHJGgAcAAEAY+fZbtW+vq67S0qXBlszoPnasypUrru3Om6eWLbV9uySVKaN587RhyHvPzKzvdJ/as95ey/JVI5rf8N/iKgUAcsAp9AAAAAgL336r0aO1enVWS9WqeuQRDRqk6FwfyX6avF6NGqXnnw8uNmigjz9W06aSbCPv29Vr0+L3Nj+24ax9KVG+GvGR1yZf2v22+c7Ohb/GHgAKjQAPAACAEFu5UqNG6YcfsloC0X3wYEVFFe+mjx3TnXfqyy+Dix07as6ck+6NV7t55xHNOxdvEQCQPwR4AAAAhMznn2v0aG3YkNVSu7ZGjFDfvoqIKPatr1un227TgQOSZLXqqac0cqQslmLfLgAUDgEeAAAAIfDVVxo1SmvXZrWcfbZGjNB998npLIkCpkzRww/L7ZakihX13nu64YaS2C4AFBoBHgAAACVq3TqNGpV11rqkc87RE0+oVy85HIUfNt0fl3hxoruqu99XderHl73O0bF997csVtu/e7pcGjhQ77wTXLzoIn38serVK/ymAaBkEOABAABQQjZv1pNPZt1eXlKtWho1Sn36nFZ093vdz8xpvPSevX67IemT8yWlvqTpl2yc+Z5resMrev+z8969uvVW/fRTcLFnT731VrFfaQ8ARYLHyAEAAKDYbd+uXr108cUnPRxuwgT9/rsGDDit9C7p0QW1x/TeE0jv/7T+Yn/bc+77a9OizJZFi3TxxcH0brdrwgS9+y7pHYBpEOABAABQjHbvVq9eatpUs2fL75ekihX13HPau1fDhxdBeP5hyajJdx7Nae2h6hp6qIekjAwNHqyuXRUfL0k1auirrzR8+OluHQBKEqfQAwAAoFjs26dnntHMmfJ4gi2xsRo6VEOHqly5ItvKVPfrRq73jV90vev7lT88+PhlmzYFW669VnPmqFq1IkkLiTYAACAASURBVKsBAEoGAR4AAABFLC5OL72kyZPlcgVboqPVr5+eeEJnnZXHez/97dMnVzyZzw0ZVv+Wfsm59/HZ1GHKgdRNkmSzadQoPfmkbNnc2w4Awh0BHgAAAEUmPl6vvqqXX1ZSUrDF6VTv3hozRjVq5P32OZvnrPljTaIrMZ+bO371cb/Tn2e31DIpkmrV0ty5uuqqfI4NAGGHAA8AAIAikJKi//1PEyYoISHY4nCoRw+NHatzzsnvIAu3Ldx0aJOkmrE1rZY87tbktabvab4nX+PGVe7USTNnqlKl/FYCAGGIAA8AAIDTkpamt9/W+PE6+ve95KxW3Xqrnn1WDRsWcsyl9y6NjYjNvc/8WTettZ165/lseO2PN2v03LOycvtmACZHgAcAAEAhud165x2NHatDh4ItFos6dtQzz+jCCws21J8bP35z26DVbY4nV/Bb3JZBn9YZYO3f+pYXcnnLX/69+Rn5+sXVn3+uQcGqAYCwxO+QAAAAKDCfT9Onq0EDDRiQld47dtTGjVqypMDpfcbMq5qcd+uEXgfjz87wlPO4q7jf7ZZ4xS0vDlhQwetKyeldDiPvY1GRLr3T+J2CVQMA4YoADwAAgAIwDH3yiZo2Vb9+2rcv2HjttfruOy1dqubNCzzgh+927tf72/TsHgg/9faEwYvq5vTGRpHN8hy827KYaue1K3BNABCWCPAAAADIrzVr1Lq1unXT9u3BltattWqVVq7U5ZcXZkB3SvzD1y7J5UHub94ev+mL57Jd1e6mlyodz2P8e9NvL0xZABCWuAYeAAAAJ9mXuO/fjb/vcLw8IfbThdGZLQ3O9Tz636SbuqRZLNqX3+e+nerrLx4/cEduHQyL5sa92lz//feqyPLVxs+4bECfH3J6741fOq/rMaOQlQFA+CHAAwAA4CTXz7w+w5uRueiNrx2/bGjKpk4ygidv2ssfrHD9K/4WC1885ntx2mltK7Fl3tF/a834bNt9Ph3ev87y9GjjyWdkOfV29G3X2t9vvOm0igOAMEOABwAAQNCaPWumb5ju8XkCi76USgkrH0pad6fhcwRabDEnyrd7I7b1HIvdXSRb9Dv8efZJjfT9u3HPHvXsqbVrJT2tL24sP2yMcfWqxIo+p1uXbrT12dG6193LbM7sLqwHANMiwAMAACDocMrhtX+uldSgbPOENX03fdLO44oIrHJEui/qsrp515XOaJfUvqi2+Ouxz1bpRO59ahyPOKXl3Xc1aJCSkiTJYtGgSy5/oePyiAhlJB2LiK2iy6VCXZAPAGGOAA8AAIAshs+evP62dV+NTDoevNzd4dB992nsWGf16tdL1xft5vZuaHuO0T2Xm9hJ6nA066l0iYl68EG9915wsWpVTZ+um28OLkbEVina8gAgrBDgAQAAIEl+v9Ytr73/xRWe43UCLRaLbrtNzz6rhg2La6Nnt7yt+9LoBTen5dSh9j7d1WV+4PXq1br33qxn111/vWbOVPXqxVUbAIQbHiMHAAAArVypli31yrDWmem9fXutX68FC4oxvQe8cd5XTXZkfwg+JlXzN42IrlTb49HYsWrfPpjeo6L0yiv6/HPSO4AzCwEeAADgjPbDD2rXTh06aNPft2yPqL3lkf99tmKFLr64JAqodM4l35f95f4PyjtPvi9eu6/t6zdMubzzc9u3q1UrPfWU/H5JatlSmzZpyBBZcj3xHgBKH06hBwAAOEPt2KHRo/XhhzL+fgRb9brJ/jZPxDT9vPElw0uyknI1z5va/cRzf6z//vtJBzP2lLNVvKRxz3Pa3GkYmjpVjzyi1FQpcL+6QXrxRTmdJVkdAIQLAjwAAMAZZ/9+jRunGTPk9QZbqlTRyJGq0vbzJ1d+FqqqKp1zyc3nvJ+5ePSo+vXTkiXBxTp19O67ats2NLUBQDjgFHoAAIAzSHy8RoxQo0aaOjWY3suW1fDh2r1bQ4bIZjPyGqCELFumiy7KSu/du2vzZtI7gDMdR+ABAADOCC6XJk/WhAlKSAi2REXpoYc0YoQqVgxpZSdLS9Mjj+itt4KL5cvrjTd0550hrQkAwgMBHgAAoJTz+zV/vmP8eP31V7DFbte992rsWNWqFdLK/mXjRt19t377LbjYpo3efVd164a0JgAIG5xCDwAAUJp9+aXato154IHozPTetau2bNG0aeGV3n0+PfecLr88mN4dDj33nFatIr0DQBaOwAMAAJRO27drzBh98IEkW6Dlkkv00ktq0yakZWXnr7/Uq5fWrAkuNm6sOXNK6CF2AGAiHIEHAAAobQ4cUL9+ato0kN4lqV49/4IF+uGHcEzvc+eqWbNgerdY9MAD2riR9A4A2eAIPAAAQOmRnKwXXtCkSUpLC7ZUrqxhw1x9+mRUqVIupKVlIy5O//lP1q8MVatq2jR16hTSmgAgjBHgAQAASgOvVzNmaMwYHT4cbHE69cADeuopWa1uI1weD5fliy/Ur58OHAguXnedZs5UjRohrQkAwhun0AMAAJjeokVq2lQDBgTTu9Wqnj21c6cmT1b58qEu7l+SktS3r268MZjeY2L0xhv64gvSOwDkgSPwAAAAJrZ+vR57LOv2b5KuvVYvvKAWLUJXU67WrlXv3tq1K7jYqpVmzVKjRiGtCQBMgiPwAAAAphS4c/tll2Wl9yZNtGCBVq4M0/TucmnECLVpE0zvDofGjNG335LeASC/CPAAAAAmEx+vESN07rmaPVuBi9tr1NBbb2nrVnXvXrKl7Nypdu0UEyOrVVarYmPVubOOHPl3xx9/VPPmev55+f2S1LSpfvxRY8fKZivZggHAzAjwAAAApuF2a/Jk1a+v55+XyyVJMTEaPlw7dqh//xIPw2+9pcaNtXq10tJkGDIMJSdryRLVrq1FizJ7eb16/nldeaV27JAku13Dh2vDBl10UclWCwDmxzXwAAAA4WrWLC1YoLg4RUcb17T78JzHR4yJ+OOP4Eq7XX366KmnVK1aKGr7+msNHKhs727v8ejWW/Xbb6pff9s29eqln34KrjnnHM2apSuvLMlCAaD0IMADAACEnxUrdNttSkoKLK1Su8e+6viTIjLXt2+vl1/WBReEqDxJ992XfXoP8Pn8d93z2l3fDx+ujAxJslh0//2aNEkxMSVWIgCUNgR4AACAMPPFF+rYMXCx+A41Hq2nP1DWpe2XVNv34rzabdvmd7C9J/buPLzTMIyYhLyj867juzLftfbPtTn2S0uT/bAaRmU22PxqtTs9c3GP6vVe/8LXPwYX69bVjBlq1y6/NQMAskWABwAACDM9esjvP6xqT2rcTN3nU/DS9nP0x3g9cfuRDyw1dkgN8znYvC3z3l7/dkFLmLdl3rwt83Lrcf9JJ+5Hu42tI/dIMmSZooGP64VUI/h7Qd++mjRJsbEFLQEAcCoCPAAAQDj54IP0RPckjZygESkqE2irpOOj9Mx/9IZTbhnSiBH66KP8DNZ9bve/Ev4qznKDXA5LlyE17/wsesbO/61Qh0Bjtcret2fab765BLYPAGcEAjwAAEC4MAx9+PL+4dq2R/UCLU65b644Lf3211dHJK1WlWA/x0+a3SXv4dLSfk3e45dhlSXWXsbiyHvHL8ObkeZJkxRlj4p0RObYz+dT/InMJZfTku60/hDfddWep1NUIdDYXR+8se3WylXzLhMAkE8EeAAAgLCwdq0eeUQ//jg0sGiRcYfmdzz36a0XHf+wfhn94w52knTkl/yP7JeR4E2WtwDFpHvT073pufUok/XMOl9KpeNzx6Vsuz6wWFHx/9ODPWp8raol/FR6ACjlCPAAAAAhtm+fRo7UnDlZt3W/ROsn6ZEr9W3X62tuqV0mpNXlIW3H1cc+eM6XFDzUfr2WTVO/Wtqv8e+EtC4AKIUI8AAAACGTmKjx4zV5cvBZa5LqVkyeEN//Ds236KSHtG0ZtTcmwx9caN9eK1ZkP6LbrXLl5HIFls4fX8/lsNQ84f16/N9XwleooPj4nOqZv3X+E8uekDSi7Yj7L7k/9+ITLrt+8I/3zFbPwGJZJU/Uo/00zSJD3bvr3ntzfzsAoKAI8Dp+/LiRy1NMw0xcXFyoS0AefD6f6+/dJoQzl8vFTIW/EydO5N0JYYCZKgSvV7NnRz7/fPTx49ZAS9myxpAhaQ/0SanZ+GO5c9s5SXz4YU8OuwTRzz8fnfuH24kTya+9lnHnndmuTElJCbxITU3Nfa9jxQrno/s+P6Rg8W309TvqXU97jKio1GHD0gcPFjstheJ2u9nfC39JSUmhLgH5YoqZKlOmTGRkzvccORkBXtHR0aEuIW/p6el+v19STEzeT3BFCKWnp1ut1oiIiLy7IkQyf2Gx2+3MVDgLzFRUVJTVag11LciRy+Xy+XySmKmCWrXKOmKE45dfgv9oVqt69PA9+6znrLOsUnnPCy84Hn44p/f6OnZ0tmvnzGFtxPLlkt69otz6cyIleeyWf/eJXrTI3q9f9m//+4PR6XTmtNeRlGR54gn7jBnB3cjISI26deuwWsts1h4Zbdr427a1SuyvFJRhGGlpaZJsNlv+d+VR8vx+f3p6emRkpM1my7s3QsTtdns8HkmmmCm7vQCpnACvqKioUJeQt8zjhKao9kzmcrnsdjvTFM48Hk9mgGemwllgpkzxvXsm83g8gQDPTOXftm169FEtW5bVct11euklNW1q09/Pe9eQIfJ4NGKEfL5T39+1q+3jj3P58PIlnFjbMGrl+dFrGwZ7nR3nvfCvk47J244cyekD0OFwZL7Its/SpRowQAcPBhdbtdKMGWrSpKnUVOxZnga/358Z4Pl6Cmc+ny89Pd3pdDqdOf2MhtDz+/2BAF/6ZoofywEAAErC8eMaMkQXXZSV3s89VwsWaNkyNW36r97DhunoUfXtq8xzhW64QVu36uOPc99Kahlnr/7VM9O7pB4/JE16/+hJnQp1+mFCggYMUKdOwfQeGakJE/Ttt2rSpBCDAQAKg99JAQAAipfbrSlTNGaMEhODLRUr6vHHNXSocjsyVLGipk3TnK46vEWSFiyQMx9npjdqJP0m6dxDnhcWHJVULfFfj49r3rygf8Jnn2nAAO3fH1z8+8B7QYcBAJwWAjwAAEAxWrJEDz+sP/4ILjocGjhQTz2l8uWLYWPx8fr77Otot/+C/RnZ9LFYNHx4/odMSNDw4Zo6NbgYGamxYzVsmLhmAgBKHgEeAACgWGzYoEce0TffZLXcfLNeeUX16xfP9oYN08svK0JqcXZu3e64Q/Xq5XPIzz5T//46cCC42KqVZs5U48anVSYAoNC4Bh4AAKCI7d+vAQN02WVZ6f3ii7VmjZYsKbb03revJk6U359Ht5tu0vvv52e8tGTngAHq2DGY3jOveCe9A0AIcQQeAACgyKSm6sUX9cILSk8PttSsqdGj1a+fivFBe5s3a+bM3Lv4mja1TZigm27Kz3hp268Z+8JtCceCi5dfrhkziO4AEHoEeAAAgCLg92vOHA0frsOHgy3R0Ro0SKNGqUyZYt72yJEyjNy7ZAwbFp1rek8/cXDGJ53+d9GOPfdGGp7Pde9OfdI1ak7fMcPKcsU7AIQJAjwAAMDpWrVKjz6qzZuDi1arbr1VL72kOnVKZPMbN/67bVsN59Ujagdevz3zyNmLFqlXr5wG2PH11FuqPfBbn8CvAGmSVOOg2nxdafDj1/8+zmYrwE3vAADFh2vgAQAACu+339Spk669Niu9X3ONNm7UggUlld4lpaVlvnR6jQGrExoecbsdln2VHIH/ue0Wy7FjOb07fs/G9vX+81ujbI7h76/nub75iEPbVhZL2QCAAiLAAwAAFEZCgh55RE2baunSYEujRlq4UKtW6aKLSraUvx8dJynSYzz+Wfz5B9yndDEqVcrp3X1XPnigti+ntUer6qltt59+jQCA08cp9AAAAAXj82naND35pDKPalesqNGj9Z//yOEo0Ur2J+5PcCXoikZan/jP9vu+Sbzvm6wWw6Kfr2seeeSXU95+It42/r81vnj9gHK1oMOJ110p9sjivpQfAJAHAjwAAEABfPWVHn5YP/8cXLTb1aePnnlGVaqUXA0r598/PWruhvPTD1Sx+Kz2qFFRsZuqOk7k+uNB6izNnvXPhrRfrz320TifLKq1P/fNnaigg5u+rNO8y+lXDgA4HQR4AACAfNm3TyNHavbsrJZ27fTyy2rWrORqcKfE3/dlnbl3pP7dYEhudxV30oVJlVZXit0cm59B/Onl4j97PGldD0mqdjiv7pKUmnSocAUDAIoQAR4AACAPKSkaP14vvyyXK9jSoIEmTlTnziVdyYDl9eZ2S/13u2Ez4q6Nu/h3T8N1kSetsFrVooWnVi1JDodD0q61zde8eXt6YvB8+JpVEw55LX57bk+hs/pVs+HVRfQXAAAKjwAPAACQI8PQhx9q2DD99VewJSZGw4bpv/9VRERJF7P+07GzuibluNqin7slLvr6moiNv8jlUoUKuv56jRunyMikpCTDMFyucoMG6YsPgt2jojRmjB57rHHHrxxftDv1pnf/1Gq9LfayxkX6pwAACoMADwAAznRxaXGHk7M5k3zz+ujnn6z+y+bgPd6tVnW988SgEUcqVfHuTCih2tI96YEXvx799TXXG4Ylt86Hq2l1l9gb5u3896q5c50jR+rEieDi1Vdr+nSdc44kjTgx4Au9lsuw/93VXZcVpngAQNEiwAMAgDPdwl8XPvfVc/9s8SZUj//s8ZTNnfR3Yo4858dKncdtqvlrny9CUaLUY16PQ7el5NltW/qGG05u2btXfftGr1oV3OuLjdWECXrgAVn+/i2g7a2vPjPzs1H37c52wMdnV7+55/unUTgAoMgQ4AEAwBmt/yf9tx3dlrloeCITv7034csH/RkxgRZ7ucMVbnypbIuFsuR2oXgJMHK9Uj0gzerKfG0YevttDRum5OTgLt8NN+itt1SnzqnvGnnfribv3jKi9eKdDbI2UW+vZdxX197de0URlA4AKAoEeAAAcEb7Pe73w8mHrRbrDY1u2PPjBd9M7Z50tGJglT3C3aLbly1uXWF3eqQbQ1Le2j/XJroSJV3X8LovD8/eWSuP/rWMmoEXu3bp/vv11VfB9nLljBdesPTvn+Mbu/Va2NXv27rile0Hv/QbvibV2zW7dqi1t7MI/gYAQBEhwAMAAMh7sNnPi1775pvgosWi227Tiy8669a9MVTRPaDrnK5bDm+R9NKNL81/75e+Lb/NpbPFUPuLhnm9mjhRY8dm3TP/hhu8r7ySfu65ZXPflsVqa9bh0WZ6tIhqBwAUMQI8AAAwp7g4TZqkH3+Ux6P69TVwoC65pBDDeFLKHV90X+J39+z1B1tattQrr+iKK4qy2CJx5y3zn/6z5p91c+xwz8IyJ+p37na5NmwItlSrptdfV4cOaYYR4vP/AQCnjwAPAABMqGdPzZ0r/9+Z++uvNXOmGjfWV1/prLPyOYbHozfe0A9PzPW5gpe716ihMWPUr5+s8mvREq1YofR0NWmi3r1VuXJx/B0FElWhxgffjWlf4amk2GzWNttiq7l++yU95P77kXDdu2vKFFWqpKScnz0HADARAjwAADCbNm2UebL7P+3YoQYNtGdPfsL2kiUaOlS7d0uKkWSxeQY96HjmGZUtK73yip54QunpWb0ff1xt2+rTTxUdXVR/ROFc0nHshrVnP5w+4PNr3ZmPlItKV+cF522e9N2ELeUCLfXq6a231KFDyOoEABQHAjwAADCVmTOzT+8BKSnq3FnffZfLADt+ShvaefcXB5pmtkQ3WVW92/jJz6yUpIED9eabp77HMPTVV6pbV3v2qEyZ06i+CDS8oven6n3wl+XrN7+d5DleIaLRqp+envxy1cDpCFar+vXTxIkhLxMAUPQI8AAAwFTGjcujw7p1SkvL9lB5fLyeeuDQGx9U8SqY3ptrk3HPc0kXbnR4Dc2YoUaNsknvmeLi1KWLvvyy8MUXnRoXXNflguuWLdOAAfrzz2Dj+edr2jS1ahXSygAAxYYADwAATOWvv05peKjnWfsqnrxLM/U6Var0zwa/z7bv6/bbP7jHnVI90OKMPNHosldqXfjOzuo2yeKxWbpsGa3fIjSkZq6b/02zOslqPe0/I792x+/Otj0hQcOH6+23Fbg5nd2uRx/VU08pIqLESgMAlDQCPAAAMBWfL/PlkXL21U2iN9aLPFrWdlIf7yEdOZS5lP5bm7jFozxH6wcWLTZP7JXvVGj/v7TI5G1/7wsZFv1SK5B980rAx3497b+hYM6ucHar2q3s1qzdtg8+0KBBOnIkuHjJJZo2Tc2alXBdAICSRoAHAACmYrVm3nx+d1XHyFtzu1+d53jt+CWjUre1z2yJPu/LSp3GOyrvLdYai1aLGi2eve7ZwOtDh/Tgg/rkk+CqqCg9/bSGDpXNluPbAQClBgEeAACYSqVKOnbslLY7fkwevvR41vK2bWmxNSa9GPH65AiXK9jWuIl3/B83t9uzQq9mdezweO3jZQqTfXs06/F4m8cL8cZCcNgckgxDM2dq2DCdOBFsb9tW06apQYOSqQIAEHoEeAAAYCr33KOXXz6lzek1yqX//Uz4s89e8kvjQYOybu1WvrxGjNDQe5Oc1ZdlvmV9vcjXOlRIjirk1exr9qzZn7h/VvdZhXt7Qe3dqwEDtHx5cDE2Vk8/rUGDSvJifABA6BHgAQCAqbz0kubOzbr++2Tbrec/fNba5Z2DixaL7rlHL72kqlUlVZTFErznmxRX1ra2YZQkh08em6yG/BZJKp/ub70zXdKJGOv39aMk1TrhbbYvIziiw6FbblmzZ82h5ENHUrKvoWgZht5+W8OGKTk52HLjjXrzTdWpUwIbBwCEFwI8AAAwFatVv/yiVq20O+v27D6HMe3OmMnXNNtWqZqRMlgtL9W8Hi3rVXrttZOfqVarlvbtO2W8KLffE2W1+w23zSKp7gn/a7OPSNpUN+K2h2pKumx3+gvz/z5pf948HUttn7ByT7RkGJo4UUOGyF5cO1S7dqlfP61ZE1ysUEETJqh//2LaGgAg3HHeFQAAMJvKlbVrl2bPVqNGklw13RMne+6fm/rL/d8b3T5Rr3f1+kORe6v1G3j5qU9EHz8+78EvuOCUR9AFWa3q3Vt9+6pvX6WmSpJhaNgwxcTojTdO/286hdutp5/WBRdkpfcePfTbb6R3ADijEeABAIA53XOP3ngjyVLvYNe49GpJp6x0lfE+0Gfd6zNanPqWW27JY9iICB0+rP/+N3DavSQ5nbruOr36qmbNCkb3f3K79eCDeu65wv8h/7J2rZo315gxysiQpJo1tXix3n9fVaoU4UYAAOZDgAcAAKa0f7/GDKofd+MhRbpy6vP4nZv2//zpSU2ffKLRoxXxr4e9W/6xU2S3a/x4LVoUXLzrLn36qR5/PPP6+WyMGpXTZfkFkpSkBx9Umzb69VdJslh0//3atk2dOp3+2AAA0yPAAwAAk/F4NHmyzjtPK+N36rxfc+mZHqU3Nz+wfF6fpe/duWXFRL/XLUlPPaW0NA0bFuwUHSVJDkdum5w6VWlpuXXw+zVqVEH+iGwsXaoLLtAbbwSfc1+/vlas0NSpKlfuNAcGAJQS3MQOAACYycqVGjRIO3ZIki79Mc/+z967/1nNlCTNq71v2BMrLhnQ+3uL1abLLtPi2ZLkjAieqp6DL3d/2eVIuobUzGw5UCG7Paivv87/X3GKw4f1+OOaPTu46HDokUc0dqwiIws9JACgFCLAAwAAc9i5U0OH6tN/nBFfu/aWU+8pn6t9tTWwz/qpPzvv3NgoLbqWYTcsXktOnStHV+7RrMfyncvj0+MTYqXYk866b3TYffHek0/dT0goSC1BhqHZszV0qOLjgy0tWujtt9WiRa5vAwCckQjwAAAg3KWm6sUXNWFC1pHyiy7Sq6/qo/3rJhd8tE0X+jdduEPaYUuzVVhbIXZHbLbdaper/ex1z247ui0+Pf7fay/flT560fGTmmJiClrJrl0aMECrVgUXo6M1erSGDZPNVtCRAABnBAI8AAAIX4ahDz/Uo49mPb69YkWNHq2HHpLNpp2L2kq/FXpwX7QvrkOcrYw3Zm3FnPosvGehJI0Zo6efzmO45s3zv2mPR5MmZd1nXlLHjnrjDdWpk/8xAABnHG5iBwAAwtRPP+mqq3T77cH0brWqZ0/99puGDAkeoz73op4Rh/51P/kCOnJ5gquWy+v35tbp0Udlz/Wwh8WiMWPyucXvvlPz5hoxIpjezzpLs2Zp6VLSOwAgDwR4AAAQdo4f15AhuvRSrV0bbGnbVps26d13VblyVjeLxVplWRWr63T3ZxIvTvQb/sDrzBcniY3V6NG5DXHXXWrWLM8NJSVpyBC1aaNt2yTJYlHPntq2Tb16FbxoAMCZh1PoAQBAGPF6NWOGnnhCx/++wLxmTY0fr549ZcnufnPOOGeNeTV8bY4cOsdT6I2m107PfP173O9dZnf559oyEWXe+z979x0W1dG2Afw+u+zSq1gAezf2GjUaTSwxxhJbTF4NUaNYwY41ih3sCNhLrEksKRpbYtTYC2pUsIsdFZXet71/7BEQYSm7sgvev+u7ro+ZnTPz4MnL7rMzZ+arrfjhB6SkYN488ZC3jPr2Td9BPnt//olhw9KfBahUCatWoU2bfEdNRETvHSbwREREZCqOHMHIkbh6VSzK5RgyBHPmwMZG11Xyl/L2F9tvLb43zjaf46ot1BqpRlAJAFKUKSHPQzK+aiWz2ndzXz2Xeq6zZ2P4cIwdi9OnERsLKys0aAA/P1Svrrt/nhJHREQGkf8lZzt27GjXrl3JkiWLFSvWrFmzhQsXJiQkZNc4ICCgdu3atWvXzvdwREREVIQ9fgx3d3z6aXr23qkTrl+Hv38O2TsAjUSzs9nBfGfvAASloM3es5SoSPTc4xn8WSD/wQAAIABJREFUJBgAXFywbRvu3cOrV3j0CH/8oTt712iwaRNq1kzP3hs0wJkz8PVl9k5ERHmWnxn42NjYoUOHbtu2La3mzJkzZ86cWbJkyf79++tk9QBYRERESEjI2/VERET0nktKgp8f5s9H0utl7DVqwN8f7drltofEiokv3XRuQZcT8whziSDRPv1ewanCrv/tSntp9fnVK8+uzF+3N27AwwPHj4tFW1vMnYthwyDhHkRERJQv+XkDGTBggDZ7l8vlDRs27Nixo5ubG4Dw8PBWrVpduXLFwDESERFREbV7N2rWxIwZYvZub4/Fi3H5ch6ydwBJ5ZJybqSTbYgtVOKT7ZLbd+w//9L+xj17C3t7C3sLs/xMlKemYuZM1KuXnr137ozQUIwYweydiIjyL8/vIX///feuXbsAtGzZ8vbt28HBwXv37n3w4MGqVavkcnl0dHSfPn1S0o40JSIiIsrKnTv44gt07Yp79wBAENC/P27exOjRkMny1pXKRqVPJDYPLWyv2gKa192pcfQoGjTAsGH561B7SlzaGe+lSmH7duzejTJl9AmTiIgo7wn8mjVrAJQqVWr37t1lXx9XKpVKPTw8tm/fDiAkJGT27NmGjZKIiIiKjKQk+Pigdm3s2yfWaGeq169HyZL56VBQZPv4ehq7K3byl/K3663vWFf4pURa8p5Oo8GKFfjhhzxFknZK3LVrwOtT4kJC0KtXnrohIiLKWp6fgb958yaAIUOGODg4ZHqpa9euAwcOXLt27aJFizw8PMrwe2YiIiJ605498PLC/fti0cEBPj4YMQJSaf77lL/IIjPPxOKRxSfbirWvVfGQ09lHJZKsUgXbaJuLCZZqc/WzVtFJtmppksT8qYX1bes3LvP1RTu/XIbBU+KIiOhdy/MM/O3btwFkt5/8vHnzHBwckpKSpk6dqm9oREREVIRo18x36SJm79rZ6Zs3MXKkXtk7AJubNlKde9hJkiVWYVZCkqJzaDX/j679WuXelpphdROavfjsxfMuz180iY2vER/TIDbii4iHHg9ffJDhiXqlEmfP5hjAs2dwd0fnzmL2LpNhwgSEhDB7JyIiA8tzAm9lZQUgKSnr3WKcnZ19fHwAbN68+Wwu3vCIiIioyEtIwKRJqFkzfc18o0Y4cwabNqFECQP0bxZr1vKvUjoaFPu3mCRFcqWMvHWxA63XtG69pvWHBz+c1/2A0i5z3q+yUl3+7uWv3QEgzhZLRyGg/W8PPR4+HPRwVkzvHze0So2PzNhercby5ahePf2UuKZNcfEiT4kjIqJ3Is8JfPny5QHs2bMnuwbDhw+vWbOmRqPp378/d7MjIiJ6z+3YgRo14OuL1FQAKFYMq1bh7Fk0aWLIUT6We0xcV1x461F2QSUUO1LM9uobZ8RrpJqXn73USN9+8B0ANAL6/Yh/2qD2VYxegtt1FUo7pdJeGdw0uX//Yx+GFb8fvFPb8soVfPQRhg9HTAwA2NoiIAAnT6JWLUP+akRERGnynMB36tQJwC+//LJo0aIsG5iZma1YsUIQhOvXr3/33XdqtVrfGImIiKgQun4dbdviq6/EheUSCQYPxs2b8PAw/FFqgiDMswlotaCE3SU78+fmshiZ+VNz+2D70htK21+wz9Q4qVySwl6ho7c4W3x2EA/KZfHSf3XUn9l/9eLhA29vNGyIM2fE+i5deEocERG9c3l+k/Hw8LC3twcwbty477777uDBg2FhYUrlGyvQWrZsOXHiRAC//PLLZ599duXKFY0m6y+5iYiIqOhJTISPD+rXxz//iDUNG+LkSaxciWLF3tmobm524TLnf5zdNruVWVPGbatbsaPFZNFZHEmX4przCkFV9o/l36qiqbphxYIF0H78cXHBxo344w+eEkdERO9cnhN4V1fX9evXy+VyAJs2berQoUOlSpX+SXt/fm3OnDleXl4ADh06VLdu3fnz5xskXCIiIjJxe/agRg3MmCGegu7khKVLcfYsmjZ9xwNnGKDCC10T7CoLvc6NBxDd+w8AEgk8PHDjBtzd9eyPiIgoV/J8jByA7t27Hz16dPLkyUePHs2ujSAI/v7+ZcqUmT17dkxMjEKh632UiIiIioBbt+Dpib/+EosSCfr0weLFcHZOb3Pn1Z1kZbKhRrwfdV/7Q2RiZMirG0n2VoAKgFuU4l5xce7dTA3lmxMW0mT9dr0HUO1mnQbJq5dbfPihvj0RERHlnqDP4vbr16+fOnXqyZMnX3/9ddWqVbNsEx8fv3nz5r/++issLCwsLCwuLi7fw73PoqKiVCoVAOeMH4LI9ERFRclkMhsbG2MHQtlSKBQxMTEALCwseKdMmfZOOTo6SvU8YYzepdjY2NTUVAByuePixdJ588Sd6gA0aoSgoCx2quu8qfO1iGsFG2ZmiRUSn/V4pmcnrx6GOpX9wCDxFIDY2FiNRqN9CpJMk1qtjoyMBCCXy+3s7IwdDmVLpVJFRUXZ2dlplySTaUpISNCem1b07lR+ZuDT1KhRo0aNGrrb2NjYDB06dOjQofoMRERERCbr4EH5pElS7U51AIoVww8/wNMzfTs3tTL1t229Vrn9fbqOIqUrpHFmVves7C7bSZLf+YZvqcVTEyonKB2UAGSRMuvb1rJImeVDS1m0TOGQ/+WBtnEoRNk7EREVGXol8LkXFxfn7u5erly5pUuXFsyIRERE9K7duiUZP97+6FFxsbp2zfySJW/sVPcq7PxXj5sfdk/f71Zhr0wunZxcN7rrgcYVHNroE8Dz+OdHwo4AqOJcpaFrw4O3D0YlRQFoKZT9V37/RfsXCdUSMraPahFZ54Rd+xj3p39d+qn7KZVZPtchtjtugY76BE5ERJQfBZTAnzx58vfff7eysmICT0REVATExGDePCxZYpO2Zr5lSwQGok6dN5qpUpO6RjQ7+XEWm8Yl2qn/6HT25PFu9T6bkO8wTj08pU3gm5Zp6tPGJ+R5iDaB791++M/OfVNcMu82rxFwuWVsySOr9rWPGbh7Ypuuy3TsNp8dQQNv1dh8x0xERJRvBkjgVSrVsmXLjh49GhYWll2DmzdvAjA3N9d/OCIiIjIijQab5z/1nmbxPNVRW1NKEuHbYo/7vm8Ea6tMjbdu7Xiyf7ZbvidaYazl1H+QQwIfHxG24c8eeytcu++mkClQ665l75gOXb75SWKW7WONu04PTPHI9qy4vz5RrFv/iceAM/PX/zN2QKju0d82f0ONDwfMzutVRERE+tM3gVer1Z07d96/f39uGvfu3VvP4YiIiMiILl/G8C+fnLzvpi2aQTkMy2eqp9kfi0HJkTh+HPXrZ2y/tfxJ3R0eaak8fGZNiQrNsmtw9fTysU1WPh2QvtY9pGbiz/i1yTmbhbJNjyRqbWVkYmTI85AkRZK2uPeLWN3jrmpw3gMY5X7x/G7Hn7skZtFCaWa2wd2y0/Y4l/i0uqq3hflne3QdsEN350RERO+IXrvQA/jtt9+6d+8OoHz58q1bt37x4sXevXsBDBgwQC6XK5XK4ODg//77z8bGZsOGDT169BAEwTCBv2e4C31hwV3oTR93oS8suAu9qYmOxvTpCArUqNTiW/nHOBaIEbVxNb2RhQVevECG/2W5hQvhrjn07LLTxfK+ZZYvKRwUT759ojZXZ/mq+VNz159cBXXmjxYqa9WDoQ90DypokBjz1MKhlEatCvix4dyOV56XyvCJ6FTzj1Z4b5vT1bVE/NkDM8KiLkgEaU2XtnXajNYx7W/KuAu96eMu9IUFd6EvFLgLfbbWrVsHoGrVqufPn9f+renRo8evv/7au3fv9u3bA9BoNJ6enkFBQcHBwT179tQ/YiIiIipIGg1+/BETJuDFCwACAFeEL8S4b/BT5qbJyfjuO+zalVaRYJ1z/2pZ1vk5gMiPI7PL3gGkuKTE1Y6zu5w51VFZZrtoP41GQOTjK64OpQSJtGKJ/yw+UsDpMso9QKrcJbzaih+qdt2sbWjz0ZcLPsr5lyAiIioI+ibwd+7cATBw4MC0bwo/++yzX3/99eTJk9oEXhCEhQsX7t+/f+HChX379q1Vq5aeIxIREVGBuXIFw4bh5OuF8DIoPAX/gY7zbIS4R5AppMK94rI3LnjwL+7+k1ZyEKQx9jmk02ZxZhJBIpFkPlJOLVcnVspqcXsGCR/EaxN4iUQiUamhgVStsYjJ+XQ6QYNiZeuHh8PLS/uFgwxhjaSXGnl6YtY2cHUOERGZJn0T+MePHwOoUqVKWo32ZPhbt26l1VhYWIwcOXLkyJHLli1bvXq1niMSERFRAYiLw/TpCAiA8vUBcG2qPwm40c7C+U5b7zKAQ7ZX/uaR9mP0pzZAjI5RpElSeYRcrVGrVZln2lMcUjTSHB70SykuboKvVqvVAiBAKRGgMJPFyBT2uo55b3hJuuZU8SlTEPv6YflGjbBqFRo00D0gERGRMeX8FbVu1taZ18ZVqFABwO3btzNW1q5dG8ChQ4f0HI6IiIgKwJ49qFULS5aI2buLCzZuxKH+W4ObP/HuXTz3/dhdsBNUura/sQ+2f/shdi0dS+vfaJPV1baXbXVfGLlptqenmL1bWcHXF2fOMHsnIiJTp+8MfPXq1SMiIu7evZtW4+rqamFhcfXq1dTU1LQNA5ycnAA8ffpUz+GIiIjonbpzB56eOHBALJqZYdgwzJoFOztgb817p2QXy1kA+OBJSrSVNNzRDIBdslquTJsqF1CyRHp3Ssj2K8O+eJplmm0XZmkebp5ULskq3qJYcubvBZKSY54ih08O1tHSjlU7Hrt/LD4lPmO9/QX7xEqJyW7JWV4l/PlFWIC39udOnRAUhLJldY9DRERkEgyQwB87dmz16tUeHh62trYAJBJJtWrVLl++/Pfff3/xxRfaZqGhoQBKlCihqy8iIiIynqQk+PnBzw/Jr9PeRo2wYgUaNXrd4vPPsU5cu+e9L/JYNav1H9sDWLo1otWN1w+r16iBa2cz9Xxk5/BR1VZcqZ2+Ht42Dm7hwq3KSbEVxYPflA/uTfqniUe/U4JEPHdAo1aVeWL2xE1XzD2OWgV0CxALpUrh+fO0l2J9MCIQW/pCk/G7A5UUqwZrxi2EWuLqCn9/cINdIiIqRPRdQt+rVy8At27datKkSUCA+A7aokULAJMmTYqIiADw/PnzuXPnAqhWrZqewxEREdG78OefqFkTM2aI2Xvx4li/HufOZcjeAUgkqFw5h46WLn277pOeQf/VVFw97L/lx7brN7RctP4DtQQ3qmnUGY4IfFAOQwac6/OnvVopPtYuSKRjD+ra+1aqwlib6enlgQMzvmoXi03uCK0Jvwn4er1V+bVtMXYRqt7C8CAzheXo0bh5k9k7EREVMvom8G3btv3mm28A3LhxY/78+drKoUOHSqXSq1evli9fvlatWuXLl9fOwI8YMULP4YiIiMiwHjzAl1+ic2fcuwcAEgkGD8aNG+jfH8Lb697bt9fV11dfYfdutG2LTp0wfToiI9NeESTSWp969en3d5dWi+Z8eS274+V+6pKwZFP9tKJX33NdD5hnN9rijXXrtBubXp49G+XLZ2pT5bqZbP7ovd8/uz/obyweg7CKjRrh3DksXsyt5omIqPDRN4EHsHHjRl9f33Llygmv3+dr1qw5Z84cAElJSaGhocnJyQC+//77Ll266D8cERERGYRCAX9/1KqFP/4Qa+rVw4kTWLkSTk7ZXJN22Fum5N7SEmXKYPt2BAXhn3+wdy9mzkTx4vj220wdBB3rHZld5wCAeV2vKRLFjeulcsudrV/O2lDR/s2d7CvfFf7Y0strwH+ZL756FfXqpZUuoGFznBqDxXGwBWBtLW5WV79+5uuIiIgKBX2fgQcgk8kmTJgwYcKElJSUtMoJEyY0atRo48aNjx8/rly58hdffNG1a1f9xyIiIiKD+PdfDB+O0FCx6OAAHx+MGAGpVOdlaXbvxl/rkHwWQOK4cRgfgEePMrdRq7FlC8LC0s+RB/bXfKi741fFMHJHz/Il26XVyCsNHncuZn/0r7ccXwpKYWbSF4O+WC6tZJnFxTY2uHQJ//wTNWe5z4XOgbHu6tdzFZ06YflylCmTu9+OiIjIJBkggU9jbv7GIrc2bdq0adPGgP0TERGR/p49g7c3tmyB5vWmcr16ISAAJUvmpRe5HDVr4sJZAPJDhxAVlW3LU6ewfDmGDdOWHrmqcux7l+UVm3Nhb9c7PnJ0tXWt32GIVJ5V9g4A0Giw+Umb8aFtIl4f8F6pEgID0aFDjsMSERGZOn0TeH9/fwAjR47U3ezp06fbt293dnbu06ePniNmlJycvGXLljNnzsTGxlaqVKlevXo9e/aU5nbugIiI6P2iVmPtWowfL55/DqBqVQQGol07nZflxOzy5RxazJuXlsDLFQKg0d08u6PjXW1djw46quPCW7cwfDgOHRKLMhnGjIGPDywscgiQiIioUNA3gR81ahRykcBHRkaOGjWqdOnSBkzgX758OWvWrHv37gGwt7cPDQ0NDQ29fPnypEmTtAfaERERUZoLFzB0KM6fF4tWVhg/HpMnQy7Xt+eZXZxs2jukFZ3jVevWPXujRXh42o/V78rulU/V3eEiuXv5Xlk8eWdhlm0inpiI+fMxbx5SX/fdujWWL0eNGjnHT0REVFgYcgm9Djdv3gTw4sULA/a5ZMmSe/fu1axZc+zYsc7OzuHh4XPmzAkJCVm3bp32awUiIiICEBUFHx8EBkKtFms6dUJgIMqV06vbGiVqtCjb4sTDE/edZRnrHRNU++pYN7yfXDL29Wp5tRqJibCyAtDr4Yf7cVxHt7VChT6fz89TJHv2wMsL9++LxVKl4OcHd/c89UFERFQI5HkX+gsXLhTPQFtZXCcnJ6eePXsCcHFxMVTcN27cuHr1qo2NzeTJk52dnQG4urpOmzZNKpUeOXLEsN8UEBERFVIaDTZtQrVqWLZMzN4rVcLevdizR9/sHUD3mt0nNJ/wdn2UtdTz25JXy7w5W25lpf3/336zr+GlbD9+SFVYEvJ97mN48gS9eqFLFzF7l0jg4YGbN5m9ExFR0ZTnGXilUvny5ctMlW/XZMnDwyOvw2Xn1KlTABo1apRxtXzJkiVr1KgREhJy5syZzp07G2osIiKiwujyZQwbhlOnxKJcjtGjDfxAuKut6z8ddzo2apRWs6yd448t7TO3s0+vMbOw2SM/2PnSZxfqqzO1skjGyp9ate2/JjdDKxRYvhxTpyI+Xqxp0AArVqBJk7z/GkRERIVEnhN4Nze3qVOnphVnz54NIGNN1sOYmTVo0MCASfXdu3cBNGjQIFN9gwYNQkJCtK8SERG9n2JiMG0agoKger2G/dNPERSE6tUNPJBEkNiUKGPjUl4aJm4ab67MaoO67t0zllxqtj0V/2L9+g5bPrh4qY4qxRxlHuGzc45j3RZX6d8vN+MeP46hQ/U4A4+IiKhwynMCX7p06VmzZqUVtQl8xpqCER4eDkC7eD4jbc2TJ09y35VGk8NeuCalcEX73uJtMmUZ7w7vlCnT3h2NRsPblFd79mD4cOHxY7Ho6oq5czXaJeUG/LfMeGvi1q1zaNs2/duCTBwdNStWZBpbZu04uP/ZwWnlckA5sVvd40ZGYvJkYc2aN87AW7ZMoz0Dj/+x6Mb/NZkyvj0VFnx7KlwKy50ShKyPX3mbvpvYDRkyRM8e8ichIQHA27vN29jYAEhMTMx9V5GRkYXipmq9evXK2CFQDlQqVXJysrGjoJwlJyfzTpm+6OhoY4dQmISFSSdOtDlyRNxSzswM/fsnTZ6caGOjMdS7R1JSkvaH2NjYtLckZa1asVu22PbrJ6SkZGqvLlUq+sABdVyc/kNrNNi+3XzaNOvISPFTTsWKKj+/+NatFQD49pgb/BRRKKSmpvJOmb44Q/xZowJQKO6UjY2NRa4fb9M3gV+xYkWW9Uql0szsHW5xr1AoAFhaWmaqt7KyApDy1gcIIiKiIiwpSQgIsPT3t0xNFZPbpk0V8+fH16iRzax4vsQ+vno3bm9MwxhBLdwMWdvQ6QOZpZ32pdS2bV/duWM9c6Ym7m9tjbp06YS+/ZIGDjTI0KGhZuPH25w/L360sLDQeHomjRqVJJcXmq/giYiI9GewHPvBgwdr1qw5efJkSEhIZGSkWq3WaDRqtXratGn9+/evVKmSoQbSsrW1jY6OTpsHSKOde8/TOfAymcz0Z+CVSqU2SJlMlmNjMiKFQiGRSKR8CtOEaTQapVIJgHfKxGnvlJmZWe4Xlb239u2TeXtbPH4sbu1eooRm5syk3r0VgiDJx3EzWQtYONdyXsAwVVI9sWIc/lj28I85v7Xt0O0nAGZmZoKtbeqCBannluHyjwCS589Xlmul/5tWXJwwZ4752rXmSqVY06GD0s8vqVw5dYGdhlsEaP/uvdPJFdKfdoKKb08mTvv2JJVKJRID/YGld0ClUqnVagCF4k7lKULD/B2fN2/erFmz3k6nNRrNnDlz5s6dO3nyZO3T8obi5OQUHR0dn7bz7GvaGkdHx9x3ZWdnZ8DA3pGoqCiVSgXA3v6trX3JlERFRclkMu2jHGSaFApFTEwMALlczjtlyrR3ytbWlh9kdXj4EF5e+OMPsSiVYsgQzJ4tODhYGWyM+PiURrU7Bd4/1Pat0cvi20GHfNd89H23k2l3ytzcXPuqlZWV/u9Z27dj9GiEh4vFsmXh748vvzQD8vBNPQGIjY3VaDT8FGHK1Gp1ZGQkADMzs0Lx6fS9pVKpoqKirK2t5XK5sWOhbCUkJGiT06J3pwzwbYQ2P9f+A1WpUqVLly4ZX7W1tdWm8SNHjtR/rDQODg4AtH/mMoqKigJQrFgxA45FRERkapRKLFqEmjXTs/fGjXH2LAID4eBg0JEaNlzYM4vsPc3k72/dPB5g0CEB4M4ddOiA3r3F7F0mw/jxuHYNX35p8KGIiIgKDX0T+Bs3bmjPkKtWrdrhw4dv3br1R9pHCUAqlYaFhWlPjwsMDLx27Zqew6UpW7YsgP/++y9T/eXLlwFUqFDBUAMRERGZmgsX0KwZxo0Tj0C3t8fSpTh9Gg0bprfRqFUHfvrO/TfbOiGS6rck7f6VL1pfM+ZJXt6Ig4JQsqTq7i1/nd/AqyVYrV6cr98jawoF/PxQuzYOHhRrWrTAhQuYPx/W1gYch4iIqPDRdwn9kiVLtCuyDhw4UL58+bcbODs779y5s27dujdu3Fi0aNG6dev0HFGrSZMmv//+e3BwcEpKStpqvdjY2KtXr8rl8latWhlkFCIiIpMSHY3p09844L1TJyxfjjJl0ttooPnfLz1O1Dzw+Jv0R9tuVlUcanVtamztlttrlxLqAFCoFSnKbPZ8VWsQEoLkJHwti3Er8aJ4hO6ojjTJ/ERbvh09imHDcP26WHR0xPTp8PSEyT/ASEREVBD0TeBPnToFYPDgwVlm71pyudzDw2PMmDFXrlzRc7g0tWrVqlat2s2bN5ctWzZmzBipVJqSkuLr66tQKNq2bWvNr+iJiKjI2bEDnp54/lwsVqyIoCB06PBGmwfRD64+u/JH0wNJ5TJvTAMg2U59qNsVt22v5C9yeiCwOABzAEnl1TkG9qxUbsLPqZNn8PbG5s1iURDQty8WLULx4gbonIiIqGjQN4G/d+8egIYZF+1lpWrVqgBu3bql53AZjRkzxtvb+/jx4xcuXChbtmxYWFhqaqqrq2v//v0NOAoREZHR3bqFYcPwzz9iUS5Rji+1eUq5nZYhn6DtKGTYWvzfsH+9n3gndc4ie9fSyDSvPnnlst0ll0MLqTmfAmAbB+ixOZpSicBATJ+O2Fixpk4drFiB5s3z3ycREVGRpG8CL5fLExIStFs66/Dw4UMAhj0KyMXFxd/ff9u2bRcuXLhz546Tk1Pz5s2//vpr7VHwRERERUByMnx94euLlNer3Vvh3xXqoTXCryMcOLIPU6bA3x9DhqRdEvdBXA59lkmyL2YV8ypREIRaJWtpKyWCxExiBgAhIYiJTWuseK7Z3VtQS3Wdt1ovxAwf5ee3A3D8OEaMQNoSPRsbzJgBLy/wvDMiIqK36fv2WKVKlXPnzh0+fHjQoEE6mp05cwaAjmX2+ePk5DRixAjD9klERGQiDh3CsGG4fVssFseLBRjvjk0CMqTTqakYOhTx8Rg3TqxwTtXdrUbAU/uXVq+sNBrN1WdXM7/sCDiaZ6xoeNzsfGuFjg6/udEkHwn88+fimnnN69+mRw8sXYrSpfPcFRER0XtC3z1hevToAeDnn3/evXt3dm3+/fffn376CcDnn3+u53BERETvg+fP4e6O9u3F7F0Q8K10WyhqfoeNb2TvaSZOxMuX2h81cl2z5WIbWc5t0sjPOlvGZfuB4ZPjZl267Mh9bwDUamzahJo1sWmTmL1XqoS9e7FzJ7N3IiIiXfRN4IcPH166dGkAPXr0GD9+/JMnTzK+qtFo/vjjj+7duysUitKlS3t7e+s5HBERUdGm0YjJbdrUdNWqOOSxfZOqT3G8yPYylQo+PtofpQnSHEeRxksBCIBzgtpZKZdJxRV57au073hP0vFKgvb/Pr+SAOCp1LLuuuLl72XRT+eD8vWORyVmOW2Jl0FwMJo1w3ff4dUrALC0xPTpCAlBx46574OIiOg9pe8Semtr6927d7dp0yYqKmrhwoULFy4s8/oom+bNm4eFhT1//hyAIAg//vijo6OjvvESEREVXVeuYMgQnD4tFi0t4e2NyZMhb788U8vfG9hsaPnmxnEWB7C566vEV5YaS92r6KUpEvNn5gCgQakoBaBIKClXyAQAj2MeS9xsEZF5D7yYJKsPVrgmtFEkVkxU2Sssk2D7VFb6vps6ucrw8LkApFKpdqebZ/HPshs3MhIzZiAwEOrXG9t36oRly1ChQg7/LERERKRlgC1i6tevf+PGjdmzZ69atSo1NfXRo0fa+tMMQleoAAAgAElEQVSvP4A0adLE39+/adOm+o9FRERUJCUmYv58zJuH1Nep9xdfIDAQ4u4x2tnq1/bUtzlUyzqktPmbfWjwPASA3UW72Hqxmuy3nbO7aC+oBAAaAZk6uRZxDXIgc89IkQk3SljYXrWwvWqbVvkMyme4jrdYyay61OjiZu+WVqNWY8sWjB2btswfFSti2TJ88UV2MRIREVEWDLPHa4kSJZYtWzZ69Oj9+/ffvn37zp07z58/r1ChQrVq1Ro2bNilSxfD7j9PRERUlOzZA09PPHggFl1c4OsLd/cMLezsMrZf1MHpkVO27+CyGJnzX84vPs96vb3lQ0uHMw56h6yLvYX9nPZz0ooXL2LYMJw9KxblcoweDR8fWFi80yiIiIiKIEMe0lKhQoVhw4YZsEMiIqKi7ckTjBqFnTvFokSCgQOxYEGmhB1o2RKnTmW6Vq7UXJ+U4cH0Pn2wZcumi5tmHJ5hG2rbP67un7X/uVYjfR7eOgGeAfDxSZrSLf63hrYApGrM/O0lgJWfOjxyNAMw7dNp5mbmAHDnDlat0sTFTu3uDKDy89RdgeF1Z5UHUNel7q99ftX2GRsbm5qaCsDR0VEqzfzsfVQUfHwQFASVSqxp0waBgahePX//WkRERO87nrJKRERkBEolgoLwww+Ie31qe/36WLkSTZpk1drbGwsXpufBbxMETJuWsaJWFfd5Vfb+snvsSPkvGpnm46vChukv7GLfuEglwZQezhlrZh6emV5oJwdev1qiBK4dwq7cbjSn0WDzZowbhxev1wGULo05c95cVkBERER5ZLAE/smTJ3fv3tVocjiWplWrVoYakYiIqJC6cAFDhiA4WCza22PGDIwYgbfmsF9zcsKUKZg5M5uXge+/R9WqmeokZvIajb+33boPQMUwmV1s9pvY6zSx1cRv6n6T+/aXLmH48PSt+GQyDB2KOXNgY5O/8YmIiEhkgAT+9OnT7u7ud+7cyU3jHDN8IiKiIiw6GtOnZ96JfcWKXJx/PmMGUlPh54dM76SCgO+/x5o1AJTJ8bfDfo2rGQfgzt1flTW6pTezsnq7y29PxrrEKAFs/sjuqb0ZgFEfjZJLM58J91G5j2zkNvGp8bn87TKumf/0UwQGokaNHC8lIiKinOmbwIeFhbVu3To1VddxNURERARgxw6MGIGICLFYsSKCgtChQ66vnzcPXl4YPx5mpwFAENCzJ3x9UakSgPUbWk5rf+JJT7HtTPy+4ZHtoH8bi+VnWZzu1u1CXN1HKQAO1rbWJvD9G/a3kednolx7fP348em/nZsb5s7lmnkiIiJD0jeBnzlzpjZ77969u7u7e9myZSUSiSECIyIiKjpu3cLQoTh8WCzK5ZgwAZMn530ndhcXbNmCNa0R8whyOXbs0FaP2VpySf+ITG0flcG0vucdzjs4/esEpVLPX0GHq1fNJk+WnDkjFuVyjB2LqVOznPUnIiKi/NM3gT979iyAbt267dq1yxDxEBERFRFJUeG//vHdCYv/jlu43njaVOXaEpY9kGTZujVWrDDATuxKtdJ9hzuAx8L5I30yZ+9pohtHWzyyOBFr5e7hoq25XTLzIvl8i4kRZs602bDBIm3NfLt2CAhAtWqGGoGIiIjS6ZvA379/H8CgQYMMEAsREVFRsf8n9wGfbH7WT1t6CVzB0NWShWOGrhoS8MNMQdCr89YVWwc/Cb4ecf3kg5MAwr8J190+unF0RJhrhJ1lWo1Dkrr57SSHJLWOq3TT7jM/frxNRIT4y7i6Yt48rpknIiJ6h/RN4G1tbZOTk52dnXNuSkRE9H7Yu63Pl19tU771Hqsu+WLllFntt97o0ne7Pv37tPFZG7z2esR1ABqZJtk1WXf75NLJGjONoEz/2kAlQYyl5Ifu4tt3WHGZ9ofBvw2WSrLeCl+lST/E7vJljBiBEycACABkMowapZk2TeA+80RERO+Uvgl8o0aN9u/ff+nSpcaNG+fcmoiIqKhLfPXou1a/vp29a6mkGNx2x6cRYTYlKmbbhVqNnDaU6V2792dVPgPw6OqfHwnDcohJwNdXoofujn9YzOyGi3xup2Jx5pKTVSzfbnjm0Zm3KzOq5fRh9P5RjfqlP1PfvLnC1ze+eXM7abaH4BEREZFh6LvhnKenJ4Bly5bFx+d8ugwREVHR9uQJPp3xyys3XVPiz0ph974hmWuTk+HuDnt7CAKkUkilKF8emzdn14mtuW0Z+zJl7MtUcv4gN4GN/jOqzCvFldLmczsVy037LCVea3Ny8rojW5tos3cXF6xcmfT77zE1aqhyupSIiIgMQN8Z+M8//3zChAl+fn5dunQJDAz84INcfYwgIiIqYpRKLFuGadOQMPNpjo1H1Tq3MLBBelmtRmzs9+FRw2Nj02sePIC7O7ZuxYEDOroqXrlZyed4XlLXcC5P4fzyjZpJeyM/u5qQVhw6sPR1ZwHAvn77rGRZ7B1/87rsh3GOZ06aa4syGTw94eMDjUbBk2SJiIgKTN4S+Dlz5rxdaWNjU7ly5SNHjtSuXbtFixZVq1YtU6ZMduvopkyZkp8wiYiITNiFC/DwwMWLAADHqBzbJ1mrYpJj3qiyEI5Wt1JKhZF/vXn5wYMYMgQrV2bXlcRM/r9DJZZkvws9gD5bIWjeqHGKV5V5pRALlpbyGrXwIhSAm51bpnPgY2IwfTqCgtLXzLdqhcBA1KoFAGlfOBAREVEByFsCP3XqVB2vqtXqY8eOHTt2TEcbJvBERFSUJCZi5kwsXIi0c9QqxSffzekqy3ipvYW9WEhKQnJynIXkYnmLOyXlmRN4AGvWYPFiHYeqT2n2585HTR6VyfrVcg8w2U8KZLPKXSbD48fYP/DtV7T7zHt74/lzsaZUKfj54dtvoecu+kRERJQ/eUvgbbi9LBER0Wt792L4cDx4IBbLl8fy5Uh+mdw9pwsDr3301Yi9YqFSJYTdbzqt3AtbcfHadVd5pPWbC9lWTEHPnmkllSIpIeqRuXUxc+tiACCF37VJkxV+9ytmPhauwh3JvLDJ11YVx7RpSE19UEz2xst2dvj3Xzg5vR1hcDA8PXHm9ZZ2MhlGjMD06bC3f7stERERFZC8JfBxcXHvKA4iIqJC5NkzeHun7zFnZoZhwzBnDmxskBy9vPz93+6Xz/baMo/QqVP6kvgI1dMfvXHrfxFJNpqXCRK/BFxLtD9R1vaNazS7sWM3gKRySdGNo5PLJ2sqawDIX8ptQ23tLtkJSkG4Xq74B/EJlRMUTgoAskiZ9W1rXLOZrNoGAP3e3LuueHFMHI5Zs2CW+ZNAZCRmzEBQUPqagtatsWwZatfO878SERERGZa+m9gRERG9V7QLy8eMwatXYk29eli9GmmnqVo4lFp/aFgH1+Wp8iwul6di/amBVr3F9e4bNnzsGZqUYA0gCUAyMNEXEsXLYodhe9U207WRrSKjG0dnrEl1Tn3V6lXcB3EuO12kCVLbK7a2VzJflYmV3Grfd/ucvJwgt06rjMfTZNdkSarZlo2KHybj5esd79zcMHcu18wTERGZCn0TeH9/fwAjR47U3ezp06fbt293dnbu06ePniMSEREZy+3bGDwYR46IRSsrTJuGceOQaefWT3oG/bVLOqBBYFiFN/aOK38f64OHfdI7SFvctOGT7/sd17yVG6tlmhefvWh9PbHR3+Ku72ja9HTNG7+/mb2nSS2eqmkT7hE+Q5DkfBK7XCovYy9+faBKTfLf0nhpu9BHr9+ch8aVQ8p3mD5DFuc0dChmz4ZtDl8IEBERUcERNBpNzq10XC8IAHLsJDQ0tFatWqVLl3706JE+w723oqKiVCoVAGdnZ2PHQrpERUXJZDLuFmHKFApFTEwMAAsLC94pU6a9U46Ojtkda1LAFAosXozp05GSItZ88QWCglCuXLaXKJPj9+8aOLjiX/HWSstEs9V32nTsvlZmJT5EHvPkWkXLmpFZPH4ucojG3UpwigSAlBuXXYvX1dEYwI5NnXu67879b5Qc/azLf2X/bq14+yWLhyV2X1jTrluXHDuJjY1NTU0FYDp3irIUGxur0WjsuYeBCVOr1ZGRkQDkcrmdnZ2xw6FsqVSqqKgoOzs7uTyrdVZkGhISEpKSkgAUvTslKZhhbt68CeDFixcFMxwREZEBHTuGOnUwcaKYvZcqhY0b8eefurJ3AGYWNp37/FzmUpXifxV3Cy7fte+OtOwdwO6/RuhOyKMdMHW0+c5GNju/qT/7v/G6GwP4zf5wbn8fAID3/tpZZu8AkstGjK/cTZWalKcOiYiI6F3L8xL6CxcudOjQIVNl8eLFdVyiUqmio6MBuLi45HU4IiIiI4qKwsSJWLMG2qVmgoC+fbF0aZYbt+fNRfPQHNts7WR+0MIZiIktlvP6tdul85BvP7/x7/Jer3Q0uFxb/dum3nma0iciIqJ3Lc8JvFKpfJm2uc1rb9dkycPDI6/DERERGcuOHRgxAhERYrFWLaxejWbN8tNVsjJ5/rH5GWtO5CLfVpuLx8JpJDk/7xbuIM00RHZiXthuu3hPNSeHPvfa/NtTdwsiIiIqWHlO4N3c3KZOnZpWnD17NoCMNVkPY2bWoEGDzp0753U4IiKighcWhmHDcPCgWLSwwIQJmDwZ+XiMztbcNj41PlmZvOrcqoz1kR/n/MS4NEFsI4uR6W4JIFolzzTE2zQKi5gT30X/853ae1GOHd4vkZhjGyIiIipIeU7gS5cuPWvWrLSiNoHPWENERFR4KZUICsKUKUhIEGs+/hirVqF69Xx2eOj7Q4GnA5ecXJKp3uKRBZrkcK3lI0vxh4eWgkLQyHTNmVvdtdLdW+K1Ni//+EEZWQYAFDl/IyBT8uw4IiIi06LvMXJDhgwxSBxERERGd/EiPDxw4YJYdHSEry8GDdL3FPQOVTtUdKqYqVKlTPYM++pBRVV2V5V+IAmqHGD2gZiW//zHkM09s30SvmyYNKD0crOKWefw4Q+sV8/9IOxfccMaQUCtFOXVnMKu9pT7YBMREZkWfRP4FStWGCQOIiIiI0pMxMyZWLgQqtcJda9eCAqCzk1ac6tyscqVi1V+u770gVmtnSfHZpUm28Tjt9DpjTqmP4T+WYWbqj+Kb+ua8HbjMo9wOGJjpaZZPLGemIj58+Hrm376Xf36CAhAnUq93eJ+iNN5xnsP2de6XiYiIqICV0DHyBEREZms/fvxwQfw8xOz98qVcegQtm83TPauQ/0Ok04FL2t6PvPD8B8GS0+dWdyo47SMlVK55dau8Rs3tK4Vmr4ewDEKo7aV+E8ZXKlpn0ydaDTYtg1VqmDGDDF7d3bGqlUIDsZHH8G2VBWfHTV1xNbloHnrnoH6/HZERERkcPrOwBMRERVeL15g9Ghs3SoWZTKMH4+pU2FpWUAB1PzU8zQ8L+ybdeLZzpfSKGeV40elemRK3TNy73/EHYi4deJx2DFbW9eKjXtL/5dFrJcvw8sLx46JRakUgwdj1qw3Tr8b3e/yk61ui/s8f/vy1ifMttTNcYk9ERERFTQm8ERE9J7asQPDh+PFC7FYrx7WrkXDhkaIpGHHHxrih9y3L1G1RYmqLbJ8KToa06dj+XIolWJN48YIDESTtzbMEyTSRX2eddo5fLH9uqPNUuJtYKZEo0vSQSHNvuvzl1ReUN9hEBERUa4xgSciovdOeDiGD8fvv4tFS0tMn45x4yDN+WQ306XRYPNmjB+ffnC9iwt8ffHtt7o24fukZ9AnCAIQG37DtlQVobEUjQskXCIiIso7JvBERPQeUasRFITJkxEfL9a0bYtVq1Ax8ybxhczZs/D0xPnzYlEmw8iRmDYNtjq3qcvIzjW/B+URERFRQWECT0RE74vbt+HhgaNHxaKDA/z8DHBKnHE9fQofH6xdC7VarPnkEwQEoKauLeqIiIioUGICT0RERV9qKubOxbx5SE0Va3r1wrJlKFXKqGHpJyUFS5dizhzExYk15cph8WJ0727UsIiIiOidYQJPRERF3OnTGDQIoaFi0c0Ny5ejSxejxqS3PXswZgzu3BGLlpbw9saECQW3fz4REREVPCbwRERUZCUmYuZMLFwoHvAuCOjbF0uXvnGaWqFz6xbGjMHevek1nTph2TJUqGC8mIiIiKhAMIEnIqKi6cABDBmCBw/EYqVKWL0an35q1Jj0Ex0NX18sWZL+IECNGli6FO3bGzUsIiIiKigSYwdARERkYFFRGDwYn38uZu9mZvDywuXLhTh7V6uxaROqV4efn5i9Ozlh6VJcvcrsnYiI6D3CGXgiIipSduzA8OF48UIs1quHNWvQqJFRY9LPuXPw8sLZs2LRzAwDBmDOHDg7GzUsIiIiKnCcgScioiIiPBzduuGrr8Ts3dISvr4IDi7E2fuTJ3B3R9Om6dn7p5/i4kWsWsXsnYiI6H3EGXgiIir0NBqsWYNx49IPVPv4Y6xZg6pVjRqWHpKSsGzZG0fElSmD2bPh7m7UsIiIiMiomMATEVHhdvs2PDxw9KhYdHCAnx8GDYIgGDMqfezZg5Ejce+eWLSywvjxmDgRFhZGDYuIiIiMjQk8EREVVgoFFi/G9OlISRFrOnXCypVwczNqWHq4cQOjRuHgQbEoCOjZEwsXomxZo4ZFREREpoEJPBERFUqnT2PQIISGikUXFwQEoEcPo8akh6go+Phg+XIolWJNgwbw90eLFkYNi4iIiEwJN7EjIqJCJj4eXl5o0ULM3gUBgwfj+vXCmr0rlQgMROXKWLZMzN5LlsS6dTh/ntk7ERERvYEz8EREVJgcOgQPj/Tnw6tWxZo1+Phjo8akh8OHMXIkQkLEolwOLy/88APs7IwaFhEREZkkzsATEVHhEBuLwYPRvr2YvZuZwcsLFy8W1uz90SO4u6NNm/TsvW1bXLyIBQuYvRMREVHWOANPRESFwL59GDwYjx+Lxfr1sX496tUzakz5lZCAefOwaBGSk8WaatWweDE6djRqWERERGTyOANPREQmLToagwfjiy/E7F0mw4QJOHOmsGbve/agZk3MmSNm79bWmD4dly8zeyciIqKccQaeiIhM1969wrBhePJELNarhw0bCmvqfvEiRo7EiRNiURDQty8WLEDJkkYNi4iIiAoPzsATEZEpiojAwIG2XbtKtNm7pSUWLEBwcKHM3p89w8CBaNw4PXtv3hznzmHTJmbvRERElAecgSciIpPz00/w8pK9fCkWW7bEunWoUsWoMeVLcjKWLsXcuYiLE2vc3ODnh//9D4Jg1MiIiIioEGICT0REJiQ8HEOHYvdusWhjg3nzMGwYJIVwxdiOHZgwIf3EO0tLjBmDSZNgbW3UsIiIiKjQYgJPRESmYscODB2KV6/EYtOmig0bJNWrS40aVH5cvIjRo3HsWHpNp05YtgwVKhgvJiIiIir8CuGMBhERFTnh4ejaFV99JWbvdnZYvly1e3dMoVs2//QpBg9Gkybp2XvDhjh2DHv2MHsnIiIifTGBJyIiY9JosHo1atRIXzbfoQNCQjBwoLpwPSWelAQ/P1SvjtWroVIBgKsrVq3CuXNo2dLYwREREVGRwCX0RERkNPfuYdAg/POPWHRwgJ8fPDwAQKEwYlx5tmcPRo5843F3Ly9MmQJbW6OGRUREREULE3giIjICjQZr1mDsWMTHizWdOmHlSri5GTWsvAsOxpgxOH5cLAoCevbE/PkoX96YUREREVGRxASeiIgK2t27GDgQR4+KxRIlsGAB3N2NGVI+hIdjxgysXQu1Wqxp1AhLlqBFC6OGRUREREUXn4EnIqKCo1TC3x916qRn7716ISSkkGXviYnpj7trs3c3N6xahbNnmb0TERHRO8QZeCIiKiAhIfj+e5w7JxZLlUJQELp3N2pMeaTRYOdOeHvj/n2xxsoKnp6YOhU2NsYMjIiIiN4HTOCJiOidUyqxaBGmT0dKiljTqxdWrECxYkYNK4/On8fo0Th5UixqH3dfsADlyhk1LCIiInpvMIEnIqJ369Il9O+Py5fFYtmyWLUKHToYNaY8evgQEyfi55+h0Yg1zZtj6VI0bmzUsIiIiOg9w2fgiYjoXVEoMGMGPvxQzN4FAUOG4OrVwpS9JyRg2jRUr46ffhKz93Ll8PPPOHGC2TsREREVNM7AExHRO3H1Kvr1w8WLYrFiRaxdi08+MWpMeaFWY/NmTJmCJ0/EGhsbTJyIMWNgaWnUyIiIiOh9xQSeiIgMLNMT74KAQYOwaFFh2ubt3DmMGoXTp8Wi9nH3hQtRtqxRwyIiIqL3GxN4IiIypLt30a8fTpwQi+XKYd06tGlj1Jjy4vFjTJ6MLVvSH3f/8EMsXYqmTY0aFhERERGfgSciIkNRqbBwIWrVErN37cT7lSuFJnuPi8OUKahSBZs3i9l7hQrYsQNnzjB7JyIiIpPAGXgiIjKA27fRrx9OnRKLpUtjzZpCs1mdUom1a+Hjg+fPxRo7O0yahFGjYGFh1MiIiIiIMmACT0REetFosGYNxoxBQoJY06sXVq6Ek5NRw8q1Q4cwdiyuXBGLEgn69MH8+ShVyqhhEREREb2FCTwREeVfWBgGDMC//4pFFxesXo1OnYwaU6799x/Gj8ehQ+k1bdti4ULUrWu8mIiIiIiyJ2jSdul5X8XGxpr+P4JSqdQGKZPJjB0L6aJUKgVBkEqlxg6EsqXRaJRKJQCJRMI7pQ+NBhs3yqdMsUhIELQ1X36pWLw4ycnJMH9RtXfKzMxMEASDdJjRs2cSX1/zzZvlKpVYU6WKesqU5C+/VBh8rKIt7e3pHd0pMhTt3z0zM87cmDSFQgG+PZk87duTVCqVSLibmOlSqVRqtRpAobhTlpaWcrk8l435dxwSicT0E/g0pv/fHwmCwNtkyrR/zbV4p/Lt0SPJiBEWR46IHzGLF9csXpzctasSEADDZHHav8wSicSwaWFSkrBypWzBAnl8vNitk5NmwoTUQYNSzczAvV3zShCEd3SnyLC0d4p/9AoL3ilTlvZHj7fJlKV93isUdypPb6BM4GFTGA4mjoqKUqlUAGxtbY0dC+kSFRUlk8kKxX9U7y2FQhETEwNALpfzTuXPjh0YPBhRUWKxVy8EBQnFi1sadhSFQpGammptbW2omSi1Glu2YOJEPH0q1lhawssLkyYJ9vbmgLlBRnnfxMbGpqamAjDgnaJ3QbvekJ8iTJlarU5JSQFgZmbGO2XKVCpVampqnqZMqeAlJCQkJSUhj5PbhQITeCIiyq1nzzB4MHbvFosODvDzg4eHUWPKnUOHMG4cLl8Wi4KAnj0xfz7KlzdmVERERER5wgSeiIhyZccODBmCyEix2LEj1qyBq6tRY8qFGzcwbRp27EivadYMixahWTPjxURERESUL6b+PAARERnd8+fo1g1ffSVm7/b2WLUKe/eaevb+8iVGjkTt2unZe9Wq2L4dp04xeyciIqJCiTPwRESky44dGDYML1+Kxc8+w9q1KF3aqDHlJDERAQGYOxexsWKNkxO8vTF6NIrWc3BERET0fmECT0REWYuIwLBh2LVLLNrZYcECDBoEU95rXKPBzp0YPx4PHog1cjmGDMGMGXBwMGpkRERERHpjAk9ERFnYvx/ff5++YXu7dli7FmXLGjWmnBw+jHHjcOmSWNTuVOfri4oVjRoWERERkYHwGXgiInpDXBy+/x4dO4rZu60tVq7EwYMmnb1fv45OndCmTXr23qIFzpzB9u3M3omIiKjo4Aw8ERGlO3EC7u64d08sfvwxfvwRFSoYNSadIiIwfTrWroVSKdZUqQJfX3TvbtSwiIiIiN4BzsATEREAKBTw8UHr1mL2LpNh+nQcPmy62XtqKvz9UbUqVq4Us3cnJ/j64upVZu9ERERUNHEGnoiIEBKCvn1x+bJYrF0bW7agTh2jxpQ9tRrbtmHKFDx8KNaYm2PECEyZAkdHo0ZGRERE9C5xBp6I6L2m0WD1anz4oZi9CwK8vHD+vOlm74cOoXFjfPttevbeqRNCQ7FwIbN3IiIiKuI4A09E9P56+BD9+uHIEbFYrhx+/BGtWxszJB1CQzFxIv78M72mcWMsWoSWLY0XExEREVEB4gw8EdF7atMm1KmTnr3364crV0w0e79/H337ok6d9Oy9cmVs346zZ5m9ExER0XuEM/BERO+d6GiMGIGtW8WiszNWr0a3bkaNKRuRkVi0CP7+SE4Wa4oVw/jxGDUK5uZGjYyIiIiowDGBJyJ6v/z1FwYMwJMnYvGzz7B+PVxdjRpTVlJTsXq15YIF0uhoscbKCp6emDQJ9vZGjYyIiIjISJjAExG9L5KSMHEiAgKg0QCApSXmzYOXFwTB2JG9Sa3Grl0YP97swQOZtsbMDAMGwMcHLi7GDY2IiIjImJjAExG9F86dg7s7bt4Uix9+iE2bULWqUWPKyqFDGDdOuyW++L1C27ZYvBi1axs1LCIiIiITwE3siIiKOKUSfn5o0ULM3s3MMGECjh83uez9/Hl8+inatUs/jr5hQ+WRI+q//2b2TkRERARwBp6IqGi7cQPffovgYLFYowY2b0bDhkaN6S0PHuCHH7Bli7i2H0C1avDxUbVpE+3kxLPdiYiIiEScgSciKpo0GqxejUaNxOxdEODhgfPnTSt7f/kSEyeiWjVs3ixm78WLY+lShISgRw+1qT2cT0RERGRcnIEnIiqCnj/Hd9/h4EGxWLo0NmxA27ZGjelN8fFYvBgLFiA+Xqyxs4O3N0aNgrU1ACgURoyOiIiIyBQxgSciKmr270e/foiIEIvffIOgIDiazFJ0pRJr12LGDDx7JtbI5RgyBFOnonhxo0ZGREREZNqYwBMRFR0pKZg4Ef7+4nJ0BwesWIGvvzZ2WK9pNPjtN0yenL4ZviCgd2/Mno1KlYwaGREREVFhwASeiKiIuHED//sfLl0Six9+iG3bULGiUWPK4MwZeHvj+PH0mubNMX8+PvrIeDEREWrxw7YAACAASURBVBERFSrcxI6IqChYswYNG4rZu1SK6dNx8qSpZO8hIejaFc2apWfvdepg3z6cPMnsnYiIiCgPOANPRFS4RUVh0CDs2iUWy5XDli1o0cKoMb127x6mT8fWrVCrxZqyZTFzJr79FhJ+gUxERESUR0zgiYgKsWPH0LcvHj0Si716YfVqODgYNSYAwNOnmD0ba9ciNVWscXTEpEnw9ISFhVEjIyIiIiq0mMATERVKSiVmz8bs2VCpAMDSEvPmYeRIY4cFREXB3x+LFyMuTqyxsoKnJyZMMKGd8ImIiIgKIybwRESFz8OH6NMHJ06IxVq18NNPqFXLqDEBiYkICICfH6KixBqZDP37w8cHLi5GjYyIiIioSOAziEREhczOnahXT8zeBQFeXggONnL2rlBg9WpUroyJE8XsXSJBr164dg2rVjF7JyIiIjIMzsATERUaSUmYOBHLlonFEiWwYQM6djRmSGo1du3CpEm4eze9sm1bLFyIunWNFxYRERFRUcQEnoiocLhwAf/7H27dEovt2mHjRiNPbh86hHHjcPlyes1HH2HePLRsabyYiIiIiIouLqEnIjJ1Gg38/dG8uZi9m5vD1xcHDhgzez9xAh9/jHbt0rP3Jk2wezdOnGD2TkRERPSucAaeiMikPXuGb7/FoUNisUYNbNuGevWMFs/Zs5g8GYcPp9fUrIlZs/DllxAEo0VFRERE9D7gDDwRkek6cgT166dn74MGITjYaNl7aCi6dUOzZunZe4UK2LgRly+jWzdm70RERETvHBN4IiJTpFZjzhy0a4dnzwDA0RE7d2L1alhZGSGYe/fg7o46dfD779BoAKBUKQQE4MYNuLtDKjVCSERERETvIS6hJyIyOa9e4dtvsX+/WGzYEDt2oEIFI0Ty4gUWLcLSpUhJEWtsbTFsGCZPhp2dEeIhIiIiep8xgSciMi2nT6N3bzx6JBa9vLBgAeTygg7j5UssXIiAACQmijXW1vDywvjxcHQs6GCIiIiICEzgiYhMh3a3eW9vKBQAYGeHtWvRq1dBhxEZiUWLEBCAuDixRi7HoEGYOhWlShV0MERERESUhgk8EZFJiInBgAH49VexWLcuduxAlSoFGkNUFJYsgb8/YmPFGqkUffrAx8c4C/jp/+3dd5xU5d034HuWZXHpCIooRaQK2JAYUFFELGgUbBgVK6RYUNRYY+KjSETzqIiKEkHUxNfYUTGJwqMQwBKUUMRCkSKgKLDs0payO+8fx4ybXcoCC7Nnua4Pf+zcc885vzM3Z8585zQAgKIEeID0mzo1nHdemDPnh4cXXxyeeGK3Xq9u9erw2GPhvvtCTs4PLRkZ4bTTwj33hMMO231lAACwFQI8QJo9+2y48sofTjXfa68wZEj4xS9239xLRvdEIpx+ehgwIJ13mwcAoCQBHiBt1q0L/fqFESN+eNiyZXjppXDoobtp7mvWhOHDw733hqVLf2iJovtdd4X27XdTDQAAlJ4AD5AeX34ZzjsvzJjxw8Ozzw5PPRVq1dods46i+6BBP9xkPtKtWxg0KBx55O4oAACAHZCR7gIA9kTPPRc6dPghvVepEgYPDq+8sjvS+/r14U9/Ci1ahP79f0zv3bqFf/0rjBkjvQMAlGv2wAPsVhs3huuuC48//sPDgw4KL764O5LzunVh2LBw333/tde9e/dw113hJz/Z5XMHAGDnCfAAu8+yZeHcc8P48T887NEjPP10qF171840Pz88+WQYNCgsWfJj48knh7vuCh077tpZAwBQhgR4gN1kxozQo0eYNy+EECpVCoMGhRtvDInELpzj+vVhxIhw771h0aIfG088Mdx1VzjmmF04XwAAdgUBHmB3GDUqXHxxWL06hBDq1Al//Ws4+eRdOLv8/PDUU+G++8LChT82dukS7rorHHfcLpwvAAC7jgAPsGslk2HgwHDnnaGwMIQQWrcOr78eWrbcVbNbtSo88UR48MH/Ote9c+dw113hhBN21UwBANgNBHiAXSg/P/ziF+Evf/nh4SmnhL/+dVed9J6XFx5/PNx/f1ix4sfGTp3CbbeFM87YJXMEAGB3EuABdpXFi8NZZ4XJk394+MtfhsceC5m74HP3u+/C0KFh8OCQm/tj4zHHhFtuEd0BACoOAR5gl/jgg3D22T8cx16lSnj88XD55WU/lwULwoMPhiefDOvW/djYrVu4++7QqVPZzw4AgDQS4AHK3v/7f6Fv3x9C9T77hJdfLvtLx82dG+6/P4wcGTZu/KElIyOcdlq4887QoUMZzwsAgPJAgAcoSwUF4aabwkMP/fDwyCPDqFGhYcOynMWUKeEPfwivvfbDVfFCCFlZ4eKLwy23hBYtynJGAACUKwI8QJlZvz78/Odh1KgfHv785+Gpp0J2dplNf8KE8Ic/hH/848eWqlVD377hN78JjRqV2VwAACifBHiAsrFmTejZM4wdG0IIGRlhwIBw220hkSibif/jH+EPfwgTJvzYUrNmuPrq0L9/2HffspkFAADlnAAPUAZycsLpp4cPPgghhKys8Je/hPPOK4PJbtwYXnkl/PGPYcqUHxvr1Qv9+4err95Vt6MDAKB8EuABdtbSpeGUU8K0aSGEULVqePnl0L37zk5zxYrw5JPh0UfDokU/Nh5wQPjNb8IvfhGqVdvZ6QMAEDsCPMBOWbgwnHRSmDUrhBBq1gxvvrmzF5z/8svw8MPh2WfDmjU/NjZrFm65JVxySahSZacmDgBAfAnwADtu3rzQrVv46qsQQqhTJ/z97+GnP93xqU2cGIYMCa++GgoKfmw88shw7bXhwgtDpg9sAIA9m++DADvos8/CSSeFJUtCCGG//cI774RDDtmR6axfH154Ifzv/4YZM35srFw59OwZrr8+dOpUNtUCABB3AjzAjpgyJXTrFnJyQgjhoIPCmDHhoIO2eyLffhuGDg1PPBG+//7Hxnr1wi9/Ga6+Ouy/f5lVCwBABSDAA2y35cvD2Wf/kN7btAljxmx32J46NQweHP7617B+/Y+NbdqE664LF19clreOBwCgwhDgAbZPYWHo3TssWBBCCG3bhnHjQr16pX1tbm548cXw9NPh/fd/bEwkwimnhP79w8knl9l94wEAqHgEeIDtM2BA+Mc/QgihZs3wyiulSu+FheG998LTT4dXXw1r1/7Ynp0dLr449O8fDj54V1ULAECFIcADbIe33w533x1CCIlEGDEitGq1jf5ffRWeeSY888wPe+xTGjUKv/51+NWvQt26u6pUAAAqGAEeoLS+/jr07h0KC0MI4frrw7nnbrHnmjXh5ZfDyJHhn/8MyeSP7dnZ4ayzwmWXhRNPDBkZu7xgAAAqEgEeoLSGDAnLloUQwrHHhkGDNtNh2bIwblz429/Cyy+HVav+66mOHcNll4Xzzw+1a++OUgEAqHgEeIDSysv74Y+77gqVK//w96pVYfz48O674d13w4wZP+yfT2nQIFx8cbjsMme5AwCwswR4gO3Wv39o1izss0+YMSN8/HHYtKl4h6yscMYZ4fLLwymnhEwftAAAlAXfKwFKK7XXfcaMMGPGZjo0bRq6dg1du4bu3UOdOruzNAAAKj4BHqC0+vYNY8eGuXP/a5d7gwY/hPauXcOBB6atNgAAKjwBHqC0Dj88fPFFSCbDd9/98G///Z3cDgDAbiLAA2yfRCLUrx/q1093HQAA7GHiHeDnz58/atSoGTNmrFy5sm7duo0bNz7nnHMOtjsMAACACifGAX7ixIkPPPBAQUFBCGHfffddsWLFt99+O3ny5PPPP//CCy9Md3UAAABQluIa4HNzcwcPHlxQUNC5c+c+ffrsvffeBQUFb7755siRI1944YV27dodeuih6a4RAAAAykxGugvYQWPGjNmwYcPBBx98ww037L333iGESpUq9ezZs0ePHslkcvTo0ekuEAAAAMpSXAP8nDlzQghdunSpVKlS0fajjz469SwAAABUGHEN8Js2bapXr17Dhg2LtVeuXDmEEJ0YDwAAABVGXM+Bv+OOOzbb/tFHH4UQmjVrtnvLAQAAgF0rrgF+s6ZNm/bKK6+EEM4666zSv2rlypXJZHKXFVU2UscU5OTkpLcStq6wsHD9+vUbN25MdyFsm5Eq56JP5ry8vHQXwtYUFhZGfxipci4aKd8iYmHjxo1GqvxbvXp1IpFIdxVsUWrzFIuRqlq1apUqVUrZuYIE+PXr17/wwguvvvpqYWHhRRdddMghh5T+tQUFBeU/wKc4OyAWDFMsJJNJI1X+GaO4MFKxYJhiweYpFlL5kHIuFiO1XWm0IgT4SZMmjRgxYtmyZXvttVefPn1OOeWUdFcEAAAAZSxRznc+9+7du+hReZ07d77ppptSD/Py8h5//PFJkyaFEI499tjLLrts3333TUOVu15OTk70W2y9evXSXQtbk5OTU7ly5erVq6e7ELZo48aNubm5IYS99trLSJVn0UjVqVOn2N1GKFfy8vI2bNgQQjBS5VxeXl4ymaxVq1a6C2GLCgsLV6xYEULIysqqWbNmusthiwoKCnJycmrWrJmVlZXuWtiiNWvWrFu3LoRQ8UaqvO+BP+KII9auXZt6WPTqdN99990tt9yyfPnyxo0bX3PNNa1bt05HgQAAALA7lPcAf+ONN262fe3atXfeeefy5cu7det25ZVXRnePAwAAgIqqvAf4LRk7duzixYs7dOhw7bXXprsWAAAA2OXiGuDfeeedEELPnj23dF3BjIyM3VsRAAAA7EKxDPAFBQWLFi0KIdxxxx2b7dCgQYNhw4bt3qIAAABgF4rlburvv/8+Fjf0AwAAgLISyz3w++233xtvvJHuKgAAAGD3ieUeeAAAANjTCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxIAADwAAADEgwAMAAEAMCPAAAAAQAwI8AAAAxEBmugtIv7Vr1yaTyXRXsQ2FhYXRH2vWrElvJWxdYWHhxo0bDVN5llqbjFQ5F43UunXrEolEumthiwoKCqI/jFQ5V1BQkEwmfeiVZ6mvowUFBUaqPIs2T/n5+Rs3bkx3LWxRanRiMVJVqlTJzCxtME+U/+y6q+Xk5KS+0JdbqWHy9aici0bKMJVzVqi4SCaTxqicszbFhc1TLBimWDBMsRCvzVP16tWrVKlSys4CfDzk5OREeznq1auX7lrYmpycnMqVK1evXj3dhbBFGzduzM3NDSHstddeRqo8i0aqTp06lSpVSnctbFFeXt6GDRtCCEaqnMvLy0smk7Vq1Up3IWxRYWHhihUrQghZWVk1a9ZMdzlsUUFBQU5OTs2aNbOystJdC1u0Zs2adevWhRAq3kg5Bx4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYqToCfP3/+Oeec87vf/S7dhQAAAEDZqyABfsOGDQ888MDGjRvTXQgAAADsEhUkwD/zzDMLFixIdxUAAACwq1SEAD9lypTRo0fXqlUr3YUAAADArhL7AJ+Xl/fwww/Xrl37wgsvTHctAAAAsKvEPsA/+uijOTk5/fr1swceAACACizeAf7tt9/+8MMPu3fv3qFDh3TXAgAAALtQZroL2HFLliwZMWLEAQcccMUVV+zMdNasWZNMJsuqql2ksLAw+mP16tXprYStKyws3Lhxo2Eqz1Jrk5Eq56KRWrt2bSKRSHctbNGmTZuiP4xUOReNlA+98iz1dbSgoMBIlWfRSOXn52/YsCHdtbBFqc1TLEaqSpUqlStXLmXnuAb4goKC6L5x119/fZUqVXZmUvn5+eU/wKfk5+enuwS2oaCgoKCgIN1VsG1GKhbWr1+f7hIoFSMVC75FxILNUyyU/0xIJBYjlZmZWfoAH9dD6J9//vnZs2f36tWrZcuW6a4FAAAAdrnyvge+d+/eeXl5qYedO3e+6aab5s6d+/LLL7ds2bJXr147P4uaNWvu/ER2tVWrVkVHk7pWXzm3evXqSpUqZWdnp7sQtmjTpk1r1qwJIWRlZRmp8iwaqRo1amRkxPW35j3BmjVrosMUjVQ5t3bt2mQyWa1atXQXwhYlk8noS2/lypWrVq2a7nLYosLCwlWrVlWrVi0zs7wnqT1Zfn5+dGhY1apVS79zO10qVapU+s7l/b/dEUccsXbt2tTDZs2ahRCWLFlSWFg4a9ass846q1j/adOmnXnmmSGEBx98sHnz5qWZRfkf0RBC6sTCWFS7h8vIyDBMsWCkYiEzM3O7tmrsZqnQbqTKueiLhA+98ix1iZZEImGkyrPoBIdKlSoZpvIsdeT8dh2dHgvlPcDfeOONJRuzs7MbNGhQrDE/Pz8nJycrK6tu3brBJgoAAICKpbwH+M3q0KFDyfvGvf/++4MGDTr44IMHDBiQlqoAAABg13G6GgAAAMSAAA8AAAAxIMADAABADMTyHPjNOvroo9944410VwEAAAC7hD3wAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAOJZDKZ7hrYttQwJRKJ9FbC1kUjZZjKOStUXCSTSWNUzlmb4sLmKRasUHFh81T+VeC1SYAHAACAGHAIPQAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADAjwAAAAEAMCPAAAAMSAAA8AAAAxIMADAABADGSmuwB20Pz582+88cY2bdoMGDAg3bVALM2fP3/UqFEzZsxYuXJl3bp1GzdufM455xx88MHprgviIT8//y9/+cuHH36Yl5fXrFmzww8//Nxzz61UqVK664JYskmCXaFCJiYBPpY2bNjwwAMPbNy4Md2FQFxNnDjxgQceKCgoCCHsu+++K1as+PbbbydPnnz++edfeOGF6a4Oyrtly5YNGDBg3rx5IYRatWrNnDlz5syZ06ZNu+2222rUqJHu6iBmbJJgV6ioiUmAj6VnnnlmwYIF6a4C4io3N3fw4MEFBQWdO3fu06fP3nvvXVBQ8Oabb44cOfKFF15o167doYcemu4aoVx76KGH5s2b17Zt2xtvvLFevXpLliwZOHDgp59+OmLEiP79+6e7OogTmyTYRSpqYnIOfPxMmTJl9OjRtWrVSnchEFdjxozZsGHDwQcffMMNN+y9994hhEqVKvXs2bNHjx7JZHL06NHpLhDKtS+++GLGjBnVq1e//fbb69WrF0LYf//9f//731eqVOm99977/vvv010gxIlNEuwKFTgxCfAxk5eX9/DDD9euXdshVbDD5syZE0Lo0qVLsfN1jz766NSzwJa8//77IYQOHToUPVq+fv36Bx98cDKZ/PDDD9NXGsSPTRKUuYqdmAT4mHn00UdzcnL69etXIX9Pgt1j06ZN9erVa9iwYbH2ypUrhxCisxCBLZk7d24IoX379sXao5boWaCUbJKgzFXsxOQc+Dh5++23P/zww+7du3fo0CHaAQLsgDvuuGOz7R999FEIoVmzZru3HIiZJUuWhBCig+eLiloWL16chpogtmySoGxV+MRkD3xsLFmyZMSIEQcccMAVV1yR7lqgApo2bdorr7wSQjjrrLPSXQuUa2vWrAkhlLzafPXq1UMIa9euTUNNULHYJMGO2RMSkz3w8VBQUBDdBeH666+vUqVKusuBCmX9+vUvvPDCq6++WlhYeNFFFx1yyCHprgjKteiWPNnZ2cXaq1atGkJYv359GmqCisImCXbYHpKYBPh4eP7552fPnn3BBRe0bNky3bVAhTJp0qQRI0YsW7Zsr7326tOnzymnnJLuiqC8q1GjxsqVK9etW1esPdr37j7wsMNskmBn7CGJSYAvX3r37p2Xl5d62Llz55tuumnu3Lkvv/xyy5Yte/XqlcbaIHY2u0KlHubl5T3++OOTJk0KIRx77LGXXXbZvvvum4YqIW723nvvlStXrl69ulh71FKnTp10FAXxZpMEO2nPSUwCfPlyxBFHFD17MLpyyZIlSwoLC2fNmlXyPKhp06adeeaZIYQHH3ywefPmu7NUKP82u0JFvvvuu1tuuWX58uWNGze+5pprWrdunY4CIZZq164dQlixYkWx9pycnBBC3bp101ATxJlNEuy8PScxCfDly4033liyMTs7u0GDBsUa8/Pzc3JysrKyoq9K0b1GgKI2u0KFENauXXvnnXcuX768W7duV155pdUHtkvjxo2nTJkyderUzp07F22fNm1aCKFp06ZpqgtiySYJysSek5gE+Bjo0KFDhw4dijW+//77gwYNOvjggwcMGJCWqiC+xo4du3jx4g4dOlx77bXprgXi56ijjho1atTHH3+8fv361FWC8vLyZsyYkZWVdfzxx6e3PIgXmyQoE3tOYnIbOWCP884774QQevbsWbgF6S4QyrV27dq1atUqJydnyJAhBQUFIYT169cPGjRo48aNxx13XLVq1dJdIMSJTRKwXeyBB/YsBQUFixYtCiHccccdm+3QoEGDYcOG7d6iIGZuuOGGm2++ecKECZ988knjxo2/+uqrDRs27L///pdffnm6S4M4sUkCtpc98MCe5fvvv7dDA3ZSgwYNHn744ZNPPjk7O3vOnDm1a9fu2bPngw8+6B5ysF1skoDtlUgmk+muAQAAANgGe+ABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABAAAgBgR4AAAAiAEBHgAAAGJAgAcAAIAYEOABYI9Qo0aNRCIxcODAdBey3b7++utPPvkkPz8/3YUAQJoJ8ABQoSxatOijjz765JNPKsx8zz///A4dOsydO7fMpwwA8SLAA0CFMmzYsI4dO5566qkVY75z58794IMPynaaABBTAjwAUE5t3LjxsssuS3cVAFBeZKa7AACA/7J69erPP/983LhxQ4cOnT9/frrLAYDyQoAHAMqRgoKCGjVqpLsKACiPHEIPABXElVdemUgk7rnnnhDCsmXLEolEIpF4+OGHS/b8xz/+cdppp9WvXz87O7tt27aXX375vHnzNjvNNWvW/PGPf+zUqVPdunVr1Khx2GGHXXnllV9++eX2zvfdd9/99a9/3aVLl/32269GjRpt2rQ544wzXn/99cLCwpIz3a+ImjVr7vAbAgAVjD3wALAHSSaTt91226BBg1Itn3322Wefffb888+PGzeuY8eORTtPnTr1jDPOWLRoUapl+vTp06dPHzZs2MCBA2+77bbSzHHjxo2XXnrp888/X7Tx888///zzz0ePHt29e/c333yzUqVKqacqVar0zTffpB4OGzbs17/+9fYuJgBUSIlkMpnuGgCAMvO73/3unnvuqVev3vfff1+0vUaNGqtXr27evPmcOXPatm17zTXXtG/ffvny5X/6059GjRoVQmjRosWsWbNS/b///vtWrVrl5OSEEM4///yuXbvWrl37448//tOf/pSbmxtCuPfee2+99dZtzve+++6LurVs2fIXv/hF8+bNk8nkrFmznnrqqWh2Dz744PXXX7+lxUkF+E8//bRt27Zl8Q4BQFzZAw8Ae5A5c+accMIJDzGFIAAAIABJREFUb7zxRvXq1aOW7t27n3POOa+++urs2bMXL158wAEHRO0DBgzIycnJzMx8+eWXe/ToETX26tXrqquuOvXUU7/88su77777ggsuaNKkydbn+Pjjj4cQWrdu/a9//avoye1XXnnlYYcdNn/+/HHjxm0lwAMAKc6BB4A9SEZGxiOPPJJK75FLLrkk+mPu3LnRH/Pnzx82bFgI4brrrkul98iBBx44dOjQEMK6deuefPLJrc9u/fr1hYWFDRs2vOqqq4pdmq5mzZpdunQJIXz11Vc7s0QAsOewBx4A9iDHHntsyQPRGzduHP2ROrHub3/724YNG0II/fv3LzmRrl27tmjRYvbs2ZMmTdr67KpUqbJw4cItPVvsYHsAYOsEeADYg7Rs2bJkY0ZG8SPyZs+eHUI44IADGjZsuNnptGnTZvbs2Z9++ul2zT2ZTC5ZsmTevHmff/7522+//dZbb23XywFgDyfAA8AepFGjRqXpNmfOnBDC4sWLE4nEVrqtWLGiNFObOXPmE088MWHChFmzZq1bt640LwEAShLgAWAPUvSGbVuxdOnS0nQrLCzctGlTZubWvk7cf//9t99+e0FBQQghKyurffv2LVq0aNWq1THHHPPCCy889dRTpZkRABAEeACgpKZNm06ePLlTp07vv//+zkzn3XffveWWW0II7dq1u/fee0866aQqVaqknn3ttdd2tlAA2JMI8ABAca1atQohfPXVV8lkcrNH0Ud71BOJRMnz54t6+umnQwjZ2dljx46tX79+sWc3bdpUVgUDwJ7AbeQAgOKOPPLIEMLSpUvfeOONks8uW7asTp06mZmZv//977c+nUWLFoUQDjrooJLpPZlMfvzxx2VULwDsEQR4AKiAoj3kO+zMM8/8yU9+EkK44oorxo8fX/SpDRs2XHHFFatWrUokEpdffvnW59u8efMQwty5c7/77rui7fn5+f369Zs6derOlwoAew4BHgAqlOiScitXrnzttddmzpz5zTff7MBEEonEww8/nEgkVqxYcdJJJ1166aVPPPHEW2+9NXjw4MMOO+zNN98MIdx+++3NmjXb+nxPO+20EEJ+fn7Xrl3/+te/Tp8+fdy4cUOGDGnbtu1jjz1WrVq1EMKXX3759ttvr1q1qiyWHgAqMufAA0CF0r59+xBCMpk8++yzQwiDBw++7rrrdmA6nTp1GjNmzKWXXrp48eJnn3322WefTT2VkZFx9dVX33PPPducb8+ePfv06TNixIiZM2decMEFRadw8803d+jQoVevXoWFhaeeemrPnj1d0w4Ats4eeACoUM4444yBAwc2adKkSpUqBxxwQL169XZ4UieeeOKMGTNuvvnmQw45pGbNmjVq1Gjfvv1ll102ffr0IUOGlHK+w4cPf+2117p169aoUaMqVaoceOCBffr0mTp16n333XfOOef86le/ql27dnZ2duPGjXd8mQFgz5BIJpPprgEAAADYBnvgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQAAIAYEeAAAAIgBAR4AAABiQIAHAACAGBDgAQCguC+++OKLL75IdxUA/0WAByiP9tlnn8R/y8jI2Hfffbt06TJ06NCNGzemu0D+y5tvvtmzZ8927dpVq1Ztn332Ofzww2+77bY5c+YU65ZMJp955pnnn38+LUWWiaVLl/bq1WvvvfeuU6fO2rVrt9St5JI+99xziUSiX79+u6XMGBg2bFgikbj++uvTXUicfPrpp717927Tpk3VqlVbtGhx0003rVy5smS3NWvWXH/99QceeGD16tWPO+64AQMGlPzMXLVq1bBhw66++upBgwZ99tlnJSeyYMGCww477G9/+1spa8vNzY0+qxcsWLDZDsuXL486LF68ONXYtGnTRAk1a9bs0KHD1Vdf/e233xadgu0CEEIISQDKn3r16oUQqlWrVvs/qlSpkvrobtu27YIFC9JdI8lkMrl69epjjjkmGpesrKwmTZrUrFkzepidnT1y5MiinTdt2hRCqF27dpqKLQNnn312CGGfffY58cQT161bt6VuJZf0L3/5Swjhmmuu2S1lxsATTzwRQujfv3+6C4mNoUOHZmVlRWvWgQceGK1lTZo0WbRoUdFuCxcuPOyww6Jn99lnn+iP448/fvny5ak+M2bMaNKkSeoTtXLlyo899lix2V188cWNGzfOz88vZXmpnxLmz5+/2Q7Lli2LOhQtOFqQoh/1tWrVSiQSUc+aNWt+8MEHqc62C0AymbQHHqD8ev3113P+Y82aNTNnznz00UerV68+c+bMbt26bdiwId0FEq644opJkyY1b9589OjR69atmz9/fm5u7sKFC/v3779u3bq+ffu+//776a6xLE2cODGEMH369LFjx+61117pLoc9xfTp06+99tpkMvnII4+sWrVq3rx5ixcvPuWUUxYsWHDVVVcV7XnppZdOmzbtuOOOW7hw4XfffTdr1qw2bdqMHz8+dbBDQUHBhRdeuGLFihdeeCEvL2/KlClHHHHEddddN3Xq1KKze+655wYMGFA0Ie86zz33XOqjfuXKlatXr37zzTebNm2al5fXp0+fYrvWbRdgDyfAA8RDpUqV2rRpc/XVV0+ePHn//fefPXv2iBEjttJ/s0eWUraWLVv24osvJhKJt99++/TTT8/I+GGr2qhRo4ceeqhfv34FBQW//e1vy3ammzZtSuOxslE82G+//dJVwO6XTCbXrFmzY6/dDYO1h6zpt99++6ZNm2688cZrrrmmUqVKIYT999//tddea9q06ejRo+fPnx91++CDD9577706deq8+uqrjRo1CiG0aNFi9OjRmZmZf/7znxcuXBhCmDlz5owZM2677bZevXrVqFHjiCOOePHFFzdt2vTKK6+kZnfrrbe2bdu2d+/eaVjUEKpWrfqzn/3s1VdfDSF89tln//73v7fUc3u3C0AFIMADbE4iUfxfudG6devbbrsthDBw4MD8/PyoccSIEYlE4rHHHsvNzb344otr1Khx3333pV7y9ttv9+jRo3Xr1tnZ2U2aNOnevfubb76ZevaUU05JJBJDhw5NtRQUFNSsWTORSJx//vlFZ929e/dEIpGa8vfff3/zzTcffvjhNWrUaNCgwfHHH//KK68kk8ldt+zlzeTJk0MITZs2Peigg0o+e9FFF4UQUl++zzvvvMzMzBDCypUrE4lEjRo1Uj2/++676667rmPHjtWrV2/WrNmll146Y8aMopM66aSTEonE0qVLb7zxxrp162ZlZTVq1Ojcc899++23i810ZwZl+vTpF198cbt27WrUqPHTn/602Cm4/fr1SyQSUVyMzr/dUqzdypJGjddee22jRo322muvli1b3nDDDTk5OcWmsM03ZEtKufhbXyPCf87Yf/jhh59++un99tuvevXqdevW/dnPfvbWW2+FEObPn9+nT5927dpVr1798MMPf/bZZ4u+tvSDVdI2F3zra3oF9q9//SuEcPnllxdtzM7OvuyyywoLC//0pz9FLVEIP/300+vWrZvq1rRp02OOOSaZTL722mshhOXLl4cQ9t9//1SH+vXrZ2Zmfvfdd9HDcePG/f3vfx80aFDqJ7m0OPzww6PfID7//PNtdt7sdgGomNJ5/D5A+RTC5v/tRtG5jmPHjt3ss2vXrq1Tp04IYeLEiVHL8OHDQwgPPvjg0UcfHUKoU6fOgw8+GD2VOr503333bd26deoM7UcffTTq8MADD4QQzjvvvNT0p0yZEvVp0KBBqnHTpk3Ra//9738nk8lFixY1aNAghBDFsH333Td6yb333rsr3pDy6d133w0hZGVlzZ07t+SzBQUFy5YtW7ZsWfTw8ccfv+KKK6L+ffv2vfrqq6P2CRMmRO9kZmZms2bNorN8s7Kynn/++dSkunXrFkL42c9+Fr3J9evXj3ZCZmRkFH3Dd2ZQRo4cGR0SX7ly5ejCWtH/mXHjxkUdnnvuub59+0bl9e3bt2/fvls6PXizSxqdA//zn/+8devWlSpVOuywww4//PCovM6dOxcUFKReXpo3ZLNKufjbXCNS1UZXN6hVq9bRRx8drZIZGRmPPvpo3bp1s7OzO3bsmAqBL7300vYOVslz4Euz4FtZ0yuw1E88a9asKfZUNFInnnhi9LBLly4hhD//+c/Fut17770hhEsuuSSZTObm5latWrV9+/YrV66Mnv39739f9FVHHXXUcccdt71F7sw58KNGjdrsSw444IAQwpNPPhk93N7tAlAhCfAA/21L6X33Zvitf1FLJpNRtHj22Wejh9HX+iZNmrRq1erDDz9MdYt2W2VnZ//973+PWjZu3DhkyJAQQsOGDaOWaBdf/fr1U6+KOkR7n+bMmRM1fvLJJ1G3wsLCZDJ5ySWXhBB69eqVm5sbdXjmmWei+Ld27doyeyPKt9WrV0eJq169eoMGDZo9e/bW+5e8tNvatWuj7+i33HJL9L6tX7/+7rvvTiQSVapUmTVrVtQtyoQhhKOOOir6sWDVqlVR6gghTJ48Oeq2w4Myb968rKysRCLxP//zP9Gl6XJycqLjL5o0abJ+/fpUz9q1a5fm1/8tXcQuhNCmTZvU7x3jxo2LzjH+6KOPtusN2azSLH5p1oii1Z577rlRaFy1alWnTp2ixk6dOi1dujSZTG7YsOGss84KIZx66qmp15ZysIoF+FIu+JbW9Aov+p3ls88+K9Z+9913hxCaNWsWPYzew9SvTil//vOfQwgdO3aMHkZvfr169Xr06HHIIYeEELp27Rr9ivTSSy+FEIpeOq6UyjzAf/jhh1H/999/P2rZ3u0CUCFlBgBiqHHjxpMmTZo7d27RxgULFkyePLlDhw6plmnTplWvXv3iiy8+9dRTo5bMzMx+/foNGDBg0aJFq1atqlGjRrt27Ro0aPDNN9988cUXrVu3DiFMmjQphHDOOee89NJLEydObNasWQjhn//8Zwjh5JNPjvbNfvTRRyGEm2++ObUD85JLLnnrrbe+++67RYsWtWjRYseW68OFH/7m77/ZsdfugEPqH/J4z8d3+OXVqlV76aWXzj333G+//fbWW2+99dZbmzRpcsIJJ5xwwgldunRp3LjxNqfw0EMPLV68uHfv3oMGDYpasrKyfve73y1cuHD48OH/+7//O2zYsFTnOnXqjBkzJnrDq1evftdddy1btmzo0KF33XVXdAT4Dg/KXXfdtWHDhj59+tx5551RS+3atZ9//vkvvvhi2rRpw4cPL3adsB2WSCSee+651BkHxx9//JlnnvnSSy99/vnnRx111Pa+IcWUZvFLs0akJli/fv2RI0dWrVo1hFC9evV+/fp98MEHmZmZf/nLX6Ld+5UrV7711ltfe+21krcM3OZgFbNdC15yTd8xbdqEVat2chqllZkZ5s3b8Ze3b99+3LhxTz755IMPPphqXL16dfSLxurVq6OW3NzcEMLee+9d7OVRS15eXvTwV7/6VaNGje6999733nvvgAMO+P3vf3/77bdnZGRs2rTpt7/97TnnnNOxY8cdLvWII46IjrkoprCwsJRTWLp06f/93//ddNNNIYS2bdu2b9++lC/c7HYBqGAEeIBYql+/fghhyZIlRRvbt29f7Dt9dKhzsdd+++230RfZ1BfKk08++Zlnnhk/fnwU4CdOnNioUaPevXu/9NJLEyZMuPTSS8N/Avwpp5wSvSTaE/vss88eeuihlStXjhpfeOGFnVyub1Z9882qb3ZyItthpy9ucMwxx8yePfvVV199/fXXx48fv2DBgqeffvrpp58OIRx11FH9+/e/4IILtvLy6C7TJePxpZdeOnz48HHjxhVt7NOnTyqaRm6++eahQ4eOGTOmsLAwIyNjhwclOheg2D3JE4nEtdde26dPn/fee6+sAnyHDh1SR85HorN8oz32YTvfkGJKs/ilXCMixx57bPXq1VMPGzZsGEJo3bp10UseFKs/ZZuDVaz/di14yTV9x8yaFQoKdn4yu8M999zTuXPnIUOGVK1atU+fPnXr1v34449vuumm6Lp0Bf9ZjOj072KXXQghRGOxdu3aVMtpp5122mmnFes2fPjwuXPnvvHGGztTaslrOmxTz549N9teu3bt//f//l/pr4S/2e0CUMEI8ACxFF1vqeh1mEIIm72UWgghmUzOnDnzs88+++qrr7788ssxY8asX7++aIdUgP/Vr361YMGCxYsXX3DBBZ07d04kEhMmTIimMGHChEQicdJJJ0UvufHGG3v16jVkyJAXX3zx1FNP7dy58wknnNC0adNdsrTlW/Xq1S+55JLo9NpPP/103LhxY8aMGTNmzL/+9a8LL7xw8uTJRfcZFjN79uwQwpNPPlnsQmjRHsXUtbUjxaJvCKFJkyZ169Zdvnz5kiVLGjZsuGODsn79+kWLFmVmZkY/3xQVHV381VdfbX0KpdeyZctiLcWi7Ha9IcWUfvG3uUZEojOKi5UaZaQt1Z+yzcEq9ux2LfiW1vQK7JhjjnnggQduvfXWgQMHDhw4MGrMysq69tprhwwZUq1atailbt26S5cuTe2QT4l+oCm5Z76otWvX3n333X369GnVqlUIITc39/bbb//HP/6Rm5vbsWPHe++9N1odtmn+/PlFbzKfsnz58ugY+JKqVauW+skphJCRkXHggQceffTRv/vd71KXciiNzW4XgApGgAeIpQULFoQS3+M3+1Vv8ODBgwYNWrp0afSwTp06xx133OrVq6NjTSPRdbPHjx8f/nOj72OPPbZOnTqHHHLI9OnTly5dunz58mXLlrVv3z41i/POO2/8+PF33333+PHjU/uc27dvP2jQoFTI3wEntTjp+VrP7/DLt9fe2Vv7Qr+9EonEIYcccsghh/Tr1y83N/fWW2994oknHnrooV69em32iNwNGzZEX7hHjhy52Qlu2LBh06ZN0RXdwxZu3tawYcPly5cvXLiwYcOGOzYo3377bWFh4b777lvyuN/oDP+vv/66NItfGsUicTHb+4YUU8rFL80asRWJ0t2TYpuDVWy5tmvBtyvUbcU//xl22x0Jd/5WHtdff/2JJ544cuTIf//735UqVTrqqKMuueSSadOmDRkyJBWMGzRosHTp0hUrVhR7bbRXPPr/vCUPPfRQbm5udBbJ2rVrf/rTn3755ZdHHnnkQQcdNHbs2DFjxkyYMCE60aPMPffccz169Nj56Wx2uwBUMAI8QKmVmxuk5efnRzcWis5OTym5M/D++++/5ZZbatasedttt3Xr1u3QQw+Nvuk2bdq0aFzZZ599jjjiiClTpsyZMyc6Af7YY48NIRx33HHTp0+fNGlSlC5Sx89HjjvuuLFjx+bk5Lz77rsTJkx46623pkyZcvLJJ48dO/bEE0/csUWrnlX9qIa75CvyrnD11VcvXLjwvvvua9OmTbGnatWq9fjjj3/yySeTJ09+7733Nhvgs7Ky6tatu2LFivz8/OiS41uXypxFRXd6S+0W3oFB2W+//TIyMpYtW1ZQUFAsw0fjvtvu+r69b0hJ21z8Uq4RO680g5WyvQteVrc3O/roMpnM7nPooYc+9NBDRVtGjx4dQoj2mYf//F8teQz5N998E7a6a3rZsmX3339///79oz5//OMfv/zyy2HDhv3yl78MIcycObNTp05XXXXVxx9/XJbLU6a2tF0AKhj3gQf4b+UmpW/FU089tWLFiv333//II4/ces9HHnkkhPDyyy//4Q9/6Nq1a2o/VclTdk8++eQQwvjx4ydOnFizZs127dqFEI4//vgQwoQJE4qdAL9hw4a5c+dGe3vq1KlzzjnnDB48+Msvv4yuWx5dVmpPMG/evNGjR7///vtb6hDtKd245b2czZs3TyaTs2bNKta+cuXK8ePHT58+vWhjsYchhCVLlixdujQzM7NJkyY7PChVqlQ54IADNm3a9MUXXxR76tNPP42K3NJry9x2vSFFlXLxS79G7KStD1bJ/ju84HuIWbNmffLJJyVPL3/99ddDCGeeeWb0MPopbezYscW6RS0lz2tIGThwYOXKlW+++ebo4fjx45s2bRql9xBC27ZtL7nkkilTpqzabRf9236l3y4AsSbAA5SQTBaP8SVb0mf27NnRPY3vuOOO6MbdW/H999+HEIpd72ru3LmLFy8u1jMK8KNGjZo5c+bRRx8d7eLr3Llz+E+Ar169+tH/2WGXm5vbvHnzVq1aRZeMimRkZJx++ukhhM2eTlwhRQdm33PPPSUP2Q0hLFy4MDor4bjjjtvSFLp27RpCeOCBB4q133nnnV26dHnttdeKNg4fPrzYyb33339/CKFz586ZmZk7MygnnHBCCGHw4MHF2h9++OEQQnRv7d1ju96Qokq5+KVfI3bS1gerZP8dXvA9xJNPPtmhQ4e77rqraOPUqVMnTZrUoEGDs88+O2qJkvxbb71V9Hp1y5YtGzduXHZ29oUXXrjZic+fP3/o0KG//e1va9WqlWosdq5EdHBKQXm96N92bReAeEvjLewA2JKS9/stLCycPXv2sGHDosspt2jRYsOGDalnox2M11xzTbHpRHuc7rvvvlTLmDFjUpf1mjdvXqp9/fr1VatWjb6zDhgwINXeqlWrqPHMM88sOuXoKM3LLrssdc/t2bNnRxd5euihh8rgLYiDdevWRTcnq1+//rPPPrtgwYJNmzYlk8nc3NwXX3wx2nHdq1evVP9oN29mZmZ0a/FkMpmTkxNdWKtfv34rVqyI+jzyyCOJRKJq1apfffVV1C11a/Fjjjlm4cKFyWRyzZo1AwYMiIZm4sSJUbcdHpSvvvoqug/8wIEDo7u+5+bmRmmnSZMm+fn5qZ7bdR/4oksa3Vm95H/R3/zmNyGE4cOHb9cbslmlWfxSrhFRtX379i06/ejyEN26dSvaGB0Vf+CBB6ZaSjlYxe4DX8oF39KaXuFF571Xrlz5r3/9azKZLCws/OCDD6ID5gcNGlS0Z3S6yvnnnx99Qq5ZsyY6kujyyy/f0sR79+5d7P/5//zP/xT9b/nFF1/Url378MMP30qFZX4f+JK2d7sAVEgCPEB5FH1Rq1mzZr3/iG5GHTn44IOLfUfc0tf6UaNGRS9p2bJl165dozuTd+3a9Sc/+Un0be/Pf/5zqnPqpkrvvfdeqjF1EOljjz1WdMrvvPNOFEgqV67cokWLpk2bRg+7dOmyR32DXLBgQXS6QaRy5crZ2dmph127dk0l2Eh0FbdWrVp17949ahk9enSUijMyMlq2bBl1qFSp0ksvvZR6VZQJzz333GiyDRs2jPbiJhKJO++8M9VtZwZl+PDh0Y67KlWqtGjRItrfWL9+/fHjxxftVsoAX3JJSxngS/mGbFZpFr+Ua8TOB/htDlaxAF/KBd9jA3wymYz2MIcQ6tWrV7du3ejvCy+8sKCgoGi32bNn77PPPtHnZ6dOnaL/1S1atFi2bNlmJzt16tSMjIxnn322aOOaNWui8+o7duzYvXv37OzsrKysDz74YCvl7bYAX/rtAlAhOYQeoPzKy8tb9h/r1q2rW7du586dH3nkkalTp272NNqSevTo8c4773Tp0mX58uWfffZZu3bthg8f/s4779x3330dOnT4+uuvix45HB1Fn5mZWfRKy6nDv4tdwe6kk076+OOPzz333CZNmnz99dfr168/9thjR4wY8c477xS9H1KF17hx46lTp44cOfKMM85o2LBhpUqVqlateuSRR/785z9/7733/u///q/oN+wQwuOPP96kSZN58+bNnTs3ajn99NOnTp3at2/fww47bNGiRfXq1bvwwgtnzJiRSoAp/fv3Hz16dM+ePQsLC/fZZ58ePXqMHj062lUY2ZlB6dOnz4cffnjRRRc1b978m2++OeKII6666qpp06Zt5fj/rSu5pKVU+jekmNIs/natETtjm4NVhgu+h7j11lv//ve/d+nSJZlMFhQUHH/88c8///xzzz1X7JJ+zZs3j97GGjVqfPLJJ/vtt98NN9wwefLkVOYvOdm2bdtedNFFRRurVq360UcfXXXVVUuXLv3oo4+6dOkyefLkzV6Kcvfb+e0CEGuJZLk5qxMA2KyTTjpp7NixEydOPOaYY9JdC9tgsADYdeyBBwAAgBgQ4AEAACAGBHgAAACIgc3ciRQAKFd69OjRunXrBg0apLsQts1gAbDruIgdAAAAxIBD6AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBiuezJiAAAASklEQVQQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIAQEeAAAAYkCABwAAgBgQ4AEAACAGBHgAAACIgf8PAGv9Vzi1i0kAAAAASUVORK5CYII=)
show 950 draws after a warm-up period of 50 draws is removed
labs2 <- c('Draws', '90% HPD')
ggplot() +
geom_point(data = dfs[-(1:warm),],
aes(th1, th2, color = '1'), alpha = 0.5) +
stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
labs(x = 'theta1', y = 'theta2') +
scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
guides(color = guide_legend(override.aes = list(
shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Convergence diagnostics
summarise_draws(dfs, Rhat=rhat_basic, ESS=ess_basic)
## # A tibble: 2 × 3
## variable Rhat ESS
## <chr> <num> <num>
## 1 th1 1.09 9.72
## 2 th2 1.09 9.68
neff <- apply(dfs, 2, ess_basic)
# both theta have own neff, but for plotting these are so close to each
# other, so that single relative efficiency value is used
reff <- mean(neff/S)
Visual convergence diagnostics
Collapse the data frame with row numbers augmented into key-value pairs for visualizing the chains
dfb <- dfs[-(1:warm),]
Sb <- S-warm
dfch <- within(dfb, iter <- 1:Sb) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
Another data frame for visualizing the estimate of the autocorrelation function
nlags <- 75
dfa <- sapply(dfb, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
data.frame(iter = 0:(nlags)) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
A third data frame to visualize the cumulative averages and the 95% intervals
dfca <- (cumsum(dfb) / (1:Sb)) %>%
within({iter <- 1:Sb
uppi <- 1.96/sqrt(1:Sb)
upp <- 1.96/(sqrt(1:Sb*reff))}) %>%
pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
Visualize the chains
ggplot(data = dfch) +
geom_line(aes(iter, value, color = grp)) +
labs(title = 'Trends') +
scale_color_discrete(labels = c('theta1','theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
Visualize the estimate of the autocorrelation function
ggplot(data = dfa) +
geom_line(aes(iter, value, color = grp)) +
geom_hline(aes(yintercept = 0)) +
labs(title = 'Autocorrelation function') +
scale_color_discrete(labels = c('theta1', 'theta2')) +
theme(legend.position = 'bottom', legend.title = element_blank())
![](data:image/png;base64,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)
Visualize the estimate of the Monte Carlo error estimates
# labels
labs3 <- c('theta1', 'theta2',
'95% interval for MCMC error',
'95% interval for independent MC')
ggplot() +
geom_line(data = dfca, aes(iter, value, color = grp, linetype = grp)) +
geom_line(aes(1:Sb, -1.96/sqrt(1:Sb*reff)), linetype = 2) +
geom_line(aes(1:Sb, -1.96/sqrt(1:Sb)), linetype = 3) +
geom_hline(aes(yintercept = 0)) +
coord_cartesian(ylim = c(-1.5, 1.5)) +
labs(title = 'Cumulative averages') +
scale_color_manual(values = c('red','blue',rep('black', 2)), labels = labs3) +
scale_linetype_manual(values = c(1, 1, 2, 3), labels = labs3) +
theme(legend.position = 'bottom', legend.title = element_blank())
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)
---
title: "Bayesian data analysis demo 11.1"
author: "Aki Vehtari, Markus Paasiniemi"
date: "`r format(Sys.Date())`"
output:
  html_document:
    theme: readable
    code_download: true
---
## Gibbs sampling

ggplot2 is used for plotting, tidyr for manipulating data frames

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

Parameters of a normal distribution used as a toy target distribution

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

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

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

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

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

Number of iterations.

```{r }
M <- 2*2500
```

N.B. In this implementation one iteration updates only one parameter and one
complete iteration updating both parameters takes two basic iterations. This
implementation was used to make plotting of Gibbs sampler's zig-zagging. In
plots You can implement this also by saving only the final state of complete
iteration updating all parameters.
Insert your own Gibbs sampling here

```{r }
# Allocate memory for the sample
tt <- matrix(rep(0, 2*M), ncol = 2)
tt[1,] <- c(t1, t2)    # Save starting point
# For demonstration load pre-computed values
# Replace this with your algorithm!
# tt is a M x 2 array, with M draws of both theta_1 and theta_2
load(root("demos_ch11","demo11_1.RData"))
```

The rest is for illustration
Take the first 50 draws
to illustrate how the sampler works

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

Take the first 1000 observations

```{r }
S <- 1000
dfs <- data.frame(th1 = tt[1:S, 1], th2 = tt[1:S, 2])
```

Remove warm-up period of 50 first draws later

```{r }
warm <- 50

# labels and frame indices for the plot
labs1 <- c('Draws', 'Steps of the sampler', '90% HPD')
ind1 <- (1:50)*2-1
df100s <- df100
df100s[ind1+1,3:4]=df100s[ind1,3:4]
p1 <- ggplot() +
  geom_point(data = df100s,
             aes(th1, th2, group=id, color ='1')) +
  geom_segment(data = df100, aes(x = th1, xend = th1l, color = '2',
                                 y = th2, yend = th2l)) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '3'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('red', 'forestgreen','blue'), labels = labs1) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA, NA), linetype = c(0, 1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

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

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

Show the animation

```{r }
anim
```

Show only the end result as a static figure

```{r }
p1
```

Highlight warm-up period of the 30 first draws with purple

```{r }
p1 + geom_point(data = df100[ind1[1:30],],
                aes(th1, th2), color = 'green')
```

show 950 draws after a warm-up period of
50 draws is removed

```{r }
labs2 <- c('Draws', '90% HPD')
ggplot() +
  geom_point(data = dfs[-(1:warm),],
             aes(th1, th2, color = '1'), alpha = 0.5) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

### Convergence diagnostics

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

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

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

Another data frame for visualizing the estimate of
the autocorrelation function

```{r }
nlags <- 20
dfa <- sapply(dfb, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
  data.frame(iter = 0:(nlags)) %>% 
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

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

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

Visualize the chains

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

Visualize the estimate of the autocorrelation function

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

Visualize the estimate of the Monte Carlo error estimates

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

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

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

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

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

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

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

Number of iterations.

```{r }
M <- 2*2500
```

N.B. In this implementation one iteration updates only one parameter and one
complete iteration updating both parameters takes two basic iterations. This
implementation was used to make plotting of Gibbs sampler's zig-zagging. In
plots You can implement this also by saving only the final state of complete
iteration updating all parameters.
Insert your own Gibbs sampling here

```{r }
#Allocate memory for the sample
tt <- matrix(rep(0, 2*M), ncol = 2)
tt[1,] <- c(t1, t2)    # Save starting point
# For demonstration load pre-computed values
# Replace this with your algorithm!
# tt is a M x 2 array, with M draws of both theta_1 and theta_2
load(root("demos_ch11","demo11_1b.RData"))
```

The rest is for illustration
Take the first 50 draws
to illustrate how the sampler works

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

Take the first 1000 observations

```{r }
S <- 1000
dfs <- data.frame(th1 = tt[1:S, 1], th2 = tt[1:S, 2])
```

Remove warm-up period of 50 first draws later

```{r }
warm <- 50

# labels and frame indices for the plot
labs1 <- c('Draws', 'Steps of the sampler', '90% HPD')
ind1 <- (1:50)*2-1
df100s <- df100
df100s[ind1+1,3:4]=df100s[ind1,3:4]
p1 <- ggplot() +
  geom_point(data = df100s,
             aes(th1, th2, group=id, color ='1')) +
  geom_segment(data = df100, aes(x = th1, xend = th1l, color = '2',
                                 y = th2, yend = th2l)) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '3'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('red', 'forestgreen','blue'), labels = labs1) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA, NA), linetype = c(0, 1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

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

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

Show the animation

```{r }
anim
```

Show only the end result as a static figure

```{r }
p1
```

Highlight warm-up period of the 30 first draws with purple

```{r }
p1 + geom_point(data = df100[ind1[1:30],],
                aes(th1, th2), color = 'green')
```

show 950 draws after a warm-up period of
50 draws is removed

```{r }
labs2 <- c('Draws', '90% HPD')
ggplot() +
  geom_point(data = dfs[-(1:warm),],
             aes(th1, th2, color = '1'), alpha = 0.5) +
  stat_ellipse(data = dft, aes(x = X1, y = X2, color = '2'), level = 0.9) +
  coord_cartesian(xlim = c(-4, 4), ylim = c(-4, 4)) +
  labs(x = 'theta1', y = 'theta2') +
  scale_color_manual(values = c('steelblue', 'blue'), labels = labs2) +
  guides(color = guide_legend(override.aes = list(
    shape = c(16, NA), linetype = c(0, 1), alpha = c(1, 1)))) +
  theme(legend.position = 'bottom', legend.title = element_blank())
```

### Convergence diagnostics

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

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

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

Another data frame for visualizing the estimate of
the autocorrelation function

```{r }
nlags <- 75
dfa <- sapply(dfb, function(x) acf(x, lag.max = nlags, plot = F)$acf) %>%
  data.frame(iter = 0:(nlags)) %>% 
  pivot_longer(cols = !iter, names_to = "grp", values_to = "value")
```

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

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

Visualize the chains

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

Visualize the estimate of the autocorrelation function

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

Visualize the estimate of the Monte Carlo error estimates

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

