################################################################
# Carl 10 Dec 2016
#
# Monte Carlo study of TOPALS and indirect standardization estimators
# on simulated mortality data for which the true log(mx) schedule is known
#
# - Uses the male log(mx) schedule for Brazil as the "truth"
#
# - Generates simulated small-area samples for different population sizes n,
# where n=# of people in each single-year age group. (For ex., if n=10 then
# there are (10 infants, 10 1-yr-olds, ..., 10 99 yr-olds exposed to the
# true mortality rates, and the observed numbers fo deaths are Poisson
# random variables Dx ~ 10*(true mx)
#
# - Fits TOPALS and IS models for each sample using
# (1) the HMD male average logmx values as the standard
# (2) the true schedule as the standard
#
# - Calculates errors abs(estimated logmx - true logmx) for each (sample, method, std, age)
# - Calculates errors abs(estimated e0 - true e0) for each (sample, method, std)
#
# - Summarizes errors by (sample size, method)
################################################################
# HOUSEKEEPING
graphics.off()
if (.Platform$OS.type == 'windows') windows(width=12, height=8, record=TRUE)
rm(list=ls())
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
library(splines)
set.seed(6447100)
# GET BRAZILIAN DATA
### Observed deaths and populations for UF, Meso, Micro and Municipalities in Brazil in 2010
### (deaths are totals over 2009-2011)
big.df = read.csv("../big2010.df.csv",skip=10, header=T, sep=",", dec=".", stringsAsFactors = FALSE)
### municipio-level geographic data (names and codes for state, meso, micro, etc.)
muni.df = read.csv("../muni.df.csv", header=T, sep=",", dec=".", stringsAsFactors = FALSE)
### build linear B-spline matrix (100 x 7)
age = 0:99
B = bs( age, knots=c(0,1,10,20,40,70), degree=1)
nalpha = ncol(B)
### calculate a national-level male logmx schedule for Brazil
BR <- left_join(big.df, muni.df, by='munid') %>%
filter(sex=='m') %>%
select(munid, municode, muniname, ufabb, sex,age,death,expos) %>%
group_by(sex, age) %>%
summarise(expos=sum(expos), death=sum(death)) %>%
mutate(mx=death/expos, logmx=log(mx))
head(BR)
## Source: local data frame [6 x 6]
## Groups: sex [1]
##
## sex age expos death mx logmx
## <chr> <int> <dbl> <int> <dbl> <dbl>
## 1 m 0 4133216 67803 0.0164044189 -4.110205
## 2 m 1 4142143 4921 0.0011880323 -6.735457
## 3 m 2 4189374 2809 0.0006705060 -7.307478
## 4 m 3 4280676 2040 0.0004765602 -7.648917
## 5 m 4 4376254 1726 0.0003944013 -7.838142
## 6 m 5 4432177 1554 0.0003506178 -7.955814
plot(0:99, BR$logmx, xlab='Age', ylab='log(mx)',pch=15, cex=.75,
main='True Schedule for Simulations\nLog Mortality, Brazil Males 2009-2011')
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NNAQUeT0A3EVCgJKCbCCg8XLWVArqJgMLDCWicgMLDCWicgMLDdcjmdLDu0+s9YE8CCg8noHECCg8noHECCg+y9budArqNgMKDCGhfAgoPclA2pyfoOt8vAQXuQkD7ElB4EAHtS0DhQXq2snGCnqN9j9h7wJ4EFEZ30CebjXP1HO17xN4D9iSgMDoBPYyAwugE9DACCqMT0MMIKIzu+GxOz9V9xN4D9iSgMLrDqzk7V/cRew/Yk4DCmE78tHN21u4j9h6wJwGFMQnoCQQUxiSgJxBQGJOAnkBAYUwCegIBhTGdmc3pWbuP2HvAngQUxiSgJxBQGJOAnkBAYSTXfOdzev7uI/YesCcBhZEI6KkEFEZyTTan5+8+Yu8BexJQGImAnkpAYSQCeioBhZEI6KkEFEYioKcSUEiv+qN3AT2BgEJ6AnoVAYX0BPQqAgrpXV3N2VS6j9h7wJ6uv+DAhwQ0Pvriou28hNdfcOBDAhodu7hsAgrPcJ9vfM4m1X3E3gNOhi6vm4DCMwjox0P/u2CTCyeg8AwC+unIlW4KKIysmk0BDY1c+d6ngMLIBLTfyNPJ/n01v2+IvlMCDnXLbP5JG9B/7wkojExA+408n6yAwvAEtN/Iy4C+BBQG9OYbnze6i5MFtCiogMJwBPQQyyv37mLe+9IDdQJ6iOLaCSgM6O7Z/JMqoMUX8eWBtwN0nQ9wAAE9SjFfAYXRCOhN3fNFAKZuXs0JAQVuIc2nnRNpAxq7tLd/PeCxBPR7xN4DNk4joDAUAf0esfeAjdMIKAxFQL9H7D1g4zQCCkPJk80/AgrcgoB+j9h7wMZpBBSGIqDfI/YesHEaAYUBZPzO5x8BBS4koIsRew/YOI2AwgAEdDFi7wF7SvTKwCMI6GLE3gP2lOiVgUdIWM0JAQUuJKCLEXsP2FPOFwnGJaCLEXsP2FPOFwkGk/sbnxMCCpxNQNsj9h6wp5wvEgxGQNsj9h6wp5wvEgxGQNsj9h6wp5wvEgwmeTb/CChwNgFtj9h7wJ6yv1wwBAFtj9h7wJ6yv1yQ2DDf+fwjoMA5BHTLiL0H7Cn7ywWJCeiWEXsP2FP2lwsSE9AtI/YesKfsLxckNkw2/wgocKQBP+/8I6DAkQR034i9B+xpnBcOkhDQfSP2HrCncV44SEJA943Ye8CexnnhIAkB3Tdi7wF7GueFgyTGq+aEgAJHEtB9I/YesKchX0O4MwHdN2LvAXsa8jWE2xn6G58TAgp0J6DhEXsP2NOQryHcjoCGR+w9YE9DvoZwO2Nn84+AAt0JaHjE3gP2NPirCTchoOERew/Y0+CvJtyEgIZH7D1gT4O/mnCpp/zo6I+AAp0IaIcRew/Y0+CvJlxKQDuM2HvAngZ/NeFSAtphxN4D9jT4qwmXeko2/wgo0ImAdhix94A9PeZ1hQsIaIcRew/Y02NeV7iAgHYYsfeAPT3mdYXTPO9HR38EFPiIgHYdsfeAPT3mdYXTCGjXEXsP2NNjXlc4zeOqOSGgwEcEtOuIvQfs6YkvMRxLQLuO2HvAnp74EsMBnvyNzwkBBfYT0G8CCuwnoN8EFNhPQL8JKLCfgH4TUGC/R2fzj4AC+wnoNwEFtvKF+4KAAlsJ6IKAAlsJ6IKAAlsJ6ELagMZeuWe/2PAh2VzIFtCfVy74KnrZ4QMCupAroL8vXfRl9LLDBwR0IVVAi2+87H4dveywm+98NmUL6NfPqzk9smeE/rOCwQloU6aA1j7v3PlCetlhNwFtShbQxRsCCscT0CYBBdapZpOAAusEtElAgXUC2pQyoG+OrQ7RbTYwNN/43CJTQCu19GtMcAwB3SJbQF/rB8rH2wEQIaBbpAroMpjvXlE7AKIEdItcAV18yb7/BbUDYBvZ3CJZQL8WAf3o6cCCzzv3yRbQD9kLsEZA9xFQ4JeA7pM2oLGX1V6ANQK6j4ACvwR0HwEFfsnmPgIK/BLQfQQUHs8X7lECCo8noFECCo8noFECCo8noFECCo+nmlFpAxpjg0BJQKMEFJ7J1+0dCCg8k4B2IKDwTALagYDCMwloBwIKzySgHQgoPJNsdiCg8EwC2oGAwjMJaAcCCk/iO59dCSg8iYB2JaDwJALalYDCk8hmVwIKTyKgXQkoPImAdiWg8CQC2pWAwvj86OggAgrjE9CDCCiMT0APIqAwPgE9iIDC+FTzIAIK4xPQgwgojE9ADyKgMD4BPYiAwqD85Oh4AgqDEtDjCSgMSkCPJ6AwKNk8noDCoAT0eAIKgxLQ4wkoDMV3Ps8koDAUAT2TgMJQBPRMAgpDEdAzCSgMRUDPJKAwFNk8k4DCAHzeeQ0BhQEI6DUEFAYgoNcQUBiAgF5DQGEAAnoNAYUBqOY1BBQGIKDXEFAYgIBeQ0AhK9/4vJyAQlYCejkBhawE9HICClnJ5uUEFLIS0MsJKGQloJcTUMhKQC8noJCVgF5OQCEXP3u/EQGFXAT0RgQUchHQG0kc0MiusdFITzZvREAhFwG9EQGFBKpft9vNl8sU0Poe2nU+W46cBPSeBBQSENB7yhTQDpvIliMnAb2nVAH9mu2ZyP6x5chJQO8pV0C/prtGQHkO1bynZAGdfhIqoIzOp513ly6gfwUVUEYnoHeXL6C/X8YLKKMT0LtLGNCfT0IFlNEJ6N2lDOj/C/p+K9l95Cagd5czoD87a9OD7D5ykc08sgb0K7ap7EPuT0DzSBvQLwFlUAKaR96AhtiH3J+A5iGglcfYtFxJQPNIG9DYlhJQ7s8OzENAayPbvpyt+mmnHXh3Alob2fblbAKakoDWRrZ9OZuApiSgtZFtX84moCkJaG1k25ez2XYpnRbQ3rtDQBmKbZfSOQE94OsSAWUAvm5P7oyAHrJFBJQBCGhyxwd0uSku3SQCyq0IaHKHB7S2Ia7bJTYntyKgyR0d0NZ2uGib2JzcioAmd3BAV4a/ZJ/YnNyKbCZ3dEC3PvAktim3IqDJpf1F+hjblFsR0OQEFM7mO5/DEFA4RbWaAprcKQEtfjW09zk3s025ioCO6JyALn+1qfc5N7NNuYpsjuikgC7+JlLvc25mw3IVAR3Ref+YSPnmBWxYriKgIzrph0g/e+XqPWPDchUBHVHafw80xoblKgI6ovN+jekWG+bq8/M09WwK6CgEFA4koGPzJTwcSDXH5odIcCABHZtfY4IDyebY/CI9dOfzzqfwVzmhOwF9Cv+YCHQnoE/hn7OD7gT0KQQUuhPQpzgroDfZSnYxZ7jDXucM5/0ak4DyGHfY65xBQKGP6tftNtzYzv890EvdZR4MSEAf6KyA9j5L0G0mwngE9IEEFPoQ0AcSUPiEaj6agMInBPTRTvspfO/TxNxlHgxDQB/tvH8PtPd5Qm4yDcYhoI/mbyLBJwT00fwiPXxCQB9NQGE/2eSbv4kE+wko3/waE+wnoHwTUNhPQPkmoLCfgPLtrB8i9T5L0G0mQkLVatpRj+ZvIsFGAsqSv4kEGwkoS6f9GtM99pztTpyAsiSgsJGAsiSgsJGAsuT/Fx42Uk2WBBQ2ElCWBBRW+bqdtoMDujb6FZvQzmcvAaXt6IC2h79kE9r57CWgtB39JXxrr120B+189pJN2g7/Hmht3123Gd0D7CWgtB3/Q6Tl3rt0L7oH2EtAaTvjp/A3+haSe4C9brBtua1L/j+RepwlNpB7gG386IgtTvs90A6b8O/J4S3tHmAbAWWLTL9I/7uD43vaPcA2AsoWGQP6mpV05xC9J8WYBJQtkgZ0eWj7EH2nxKhUky0SBnS2p3ducLcD2wgoWwgoVAgoW1zzDyrHziqgHMs3PtnpqoBGziugHEtA2em6gEZ+C15AOZKAstOJfxPp783A7x/9e+q/P8tjm4fYfVZGV//vu4CywWkBXbwd2Zl/AZ3+GpOA8hnZJOysL+GL92IB/f/env2Vzg1PcGOwQkAJyxjQ3/39bqO7MdhAQAnLFNCv5T9Jsn+juzEoCChhyQI6Hy/ySWz4pIylmk0BZZ/Tfo1p+c41e9SNwT8CSgfn/RrT/M2L9qgbg38ElA5O+rvwy735+RaNDeDG4B/ZpIOz/jGRxSYVUC4moHRw3r/GNNuin59WQPmIgNJBpn/Obn4aAeUTqkkHAsozCSgdCCgP4ut2+rroe6AdTiOg7Cag9HXRT+E7nEZA2U1A6eui3wPtcBoBZTfZpK+z/0Hli/eu++bZBJS+rvoHlS/ivnkiX7hzlMv+NaZruG+eSEA5ioAyPAHlKALK8ASUowgowxNQjiKgDKqaTQGlKz+FZ1CyyfH8HiiDElCOl/ZvIsW4g55DQDle2r8LH+MOeg4B5Xhp/zWmmKvPz3kElOOl/fdAY9xBg1NNTiWgjERAOZWAMhIB5VQHB7S6n/0iPX01ttnl243hCSj5CSgXEVDyu9cm40F8D5T8BJSLCCj5CSgXEVDyE1AuIqDkJ6BcREDJTza5iICSn4ByEQElK1+4czkBJSsB5XICSlaqyeUElFR82smdCCipCCh3IqCkIqDciYCSioByJwJKKgLKnQgoqQgodyKgpCKg3ImAkoBsck8CSgICyj0JKLdVzaaAciMCym0JKHcnoNzLm2p6AbkTAeVeBJREBJR7EVASEVDuRUBJREC5g3fZFFBuSUC5AwElJQHlOqpJcgLKdQSU5ASU68gmyQkoJ9v8aafXitsTUE4moIxDQDmFbDIiAeUUAsqIBJTjbK+mgJKSgHIcAWVwAkpvqsljCCi9CSiPkS2gP/MN3nbu1BPIJo+RK6C/N130Fnz2PdsrXdVxfN7JA6UK6O9NF74Hn33PfpauNwkUUB4oXUCnf37tvgkfeM92y1mkkLLJ2DIFtOjn95s7h+g9qduLhK1bK1WTsSUL6OzP5dubhug7pQQOiGHE1ZcBjiCgo7s4nD+uvgxwBAEdnWzCYQR0dAIKhxHQ0ckmHCZTQCsF3Xu7PubmviCbAsrzZAvoz+8x/R3ZOULvOd2UasIJUgX0968i/YV0df4Pvs/fNK5XLJ93YWEqV0ArN/6+Rz/mPj8goNctBu4qWUCXd/7+px8xqRuKXCMBhZ2yBfRrep9Hntt/Prf0YUAPnBkMJGFAP/GYNIghnEBAxySgcIK0AY2VYfCc+N4lnEpARyKgcCoBHYlqwqkEdCQCCqcS0JEIKJxKQEcioHAqAR2JgMKpBHQkAgqnEtCRCCicKm1AYwYvi4DCqQR0JAIKpxJQgCABBQgSUIAgAU3PvxsCVxHQ9AQUriKg6QkoXEVA0xNQuIqApiegcBUBTU9A4SoCmp6AwlUEND0BhasIaHoCClcR0PQEFK4ioOkJKFxFQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQJPyT4jA9QQ0KQGF6wloUgIK1xPQpAQUriegSQkoXE9AkxJQuJ6AJiWgcD0BTUpA4XoCmpSAwvUENCkBhesJaFICCtcTUIAgAQUIElCAIAFdf7hvNAJNArr+cAEFmgR0/eECCjQJ6PrDBRRoEtD1hwso0CSg6w8XUKBJQNcfLqBAk4CuP1xAgSYBXX+4gAJNArr+cAEFmgQUIEhAAYIEFCBIQAGCMgW0w49yBBToJ1lAPx1cQIF+sgX0w/lmD6hfq4I7SRbQT7+Mzx4eAYU7yRbQD7+Ozx4eAYU7SRfQr4/ykT08Agp3ki+gH30rNHt4BBTuJGFAP0lo9vAIKNxJyoD+hWT/EH2ndDYBhTtJGtBoSrKHR0DhTtIGNPZZaPbwCCjcSeKA/jskoMBFkgf07RMKx0ztLKOsA8YgoABBQwe0NkSPiQD8J1NAOxBQoB8BBQgSUICgtAGNfUNUQIF+BBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABgtIGNEZAgX4EFCBIQAGCBBQgSEABggQUIEhAtz7R/6sSsCCgW58ooMCCgG59ooACCwK69YkCCiwI6NYnCiiwIKBbnyigwIKAbn2igAILArr1idcFVLzhpgR06xMFFFgQ0K1PFFBgQUC3PlFAgQUBvT8BhZsS0PsTULgpAb0/AYWbEtD7E1C4KQG9PzNoEaYAAAj1SURBVAGFmxLQ+xNQuCkBvT8BhZsSUIAgAQUIElCAIAEFCBJQgCABBQgSUIAgAQUIElCAIAEFCBLQwBj+YiXwHwENjCGgwH8ENDCGgAL/EdDAGAIK/EdAA2MIKPAfAQ2MIaDAfwQ0MIaAAv8R0MAYAgr8R0ADY5wSUP9HHnB7AhoYQ0CB/whoYAwBBf4joHcloHB7AnpXAgq3J6B3JaBwewJ6VwIKtyegdyWgcHsC+tFoBzZOQOH2BPSj0QQUnkxAPxpN4+DJBPSj0QQUnkxAPxpNQOHJ8gY01C0BBfrJFtCfWAXDJaBAP7kC+luraLkEFOgnVUD/cjX5PHTnCIfMR0DhkbIF9N8fP9O+TUB7pVSSIZFMAa1lc2dpjuqSgMITCWgXAgpPJKBdCCg8kYB2IaDwRALahYDCEwloF5WfxsdOJaCQSKaA3u7XmKbjCig8T7aA/ovLJKVbHt/tK+w9ZwqdVUAhkVQB3ftXOQUUOFKugP599R7MjIAC/SQL6PQ8kcqc0KXPAgokkjegIVcFVEphRALa/xS7A6qvkFPagMZic6eA+gQVshPQ3gQUHkNAexNQeAwBPY6AwuAE9DhvPhcVUMhOQM8goDAkAT2DgMKQBPQMAgpDEtAzCCgMKW1AY64vlIDCOAT09BnIJoxCQE+fgWrCKAT09BkIKIxCQE+fgYDCKAT09BkIKIxCQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIEhAAYIEFCBIQAGCBBQgSEABggQUIOhxAQXop3ujeg/Y09UXGxhL90b1HvASg32tbzl3NtZyxlrN+csZ4/LZBXdmOTc21moENMYuuDPLubGxViOgMXbBnVnOjY21GgGNsQvuzHJubKzVCGiMXXBnlnNjY61GQGPsgjuznBsbazUCGmMX3Jnl3NhYqxHQGLvgziznxsZajYDG2AV3Zjk3NtZqBDTGLrgzy7mxsVYjoDF2wZ1Zzo2NtRoBjbEL7sxybmys1QhojF1wZ5ZzY2OtRkBj7II7s5wbG2s1AhpjF9yZ5dzYWKsR0Bi74M4s58bGWo2AxtgFd2Y5NzbWagQ0xi64M8u5sbFWI6AAaQgoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgSNENDXt6tn8aFXuYoB1jWdfu7lFLPPvJxx9tq7VRy+roTXbOH16+qZfOBVrmKEdQ2znGL2mZcz0F57lf+FPnld2a5YYZKevGt5lasYYV3V4GRcTjH7zMsZaK/NJnzNunJdsNLvxUn34k/NbszfN7Kva7mVf964ck4hxcuTeTmzF+X3SMrVzMpYruKUdaW6YBXzK3jlTD6w2AbloSsm9blXea9+ZVzO5P7792bm5ZRzT7qaxaeWF60rz/WqS/rizy2+EFkcyrqu10ABXbydeTmjBPR7cwnoh2YXJtGr31bcoVnXNd3fuZdTTDj1coqs5FzN///jPPvaYPbBs9aV5HK15Hzx12Te1FOvYQJazneU5WTea8tPMgU0JOeLvybzpp6a7eHUy/l9RWrfkMi3nK/lMjKvRkA/lPnFrxpgU3+b/3cg9XL+fSo9KWjq5Xz9LSb/agT0Q5lf/KpBArpYRurlvGb+HZl9+KqZRc36mXo1AvqhzC9+zRDF+RoxoL9vfiVfzuw/CP/en33wqnlFCOiHMr/4FUN8VvBVhjP1cl6TCb9OvDUPMvvUM/t/DgT0Q5lf/NLadsik+O9A6uVcdWseZP6fg6/cqxHQD2V+8QvF1q69k0C5qwdZztcAAR11NQIakvnFX5h+pZh7Xa+F/MtZvJN5OaOuRkBDMr/4c6/2UrKtS0BvbNTVCGhM68vebJaTz7yuMqCplzObcfrlVLIyxmrKN09ZV67rVUr84k8Vcx9jXb9TT72ci27NY7zmcxfQT2dw0Lhn+fkU5++NjMqpD7au3Mv5nXOxioTLec1elJ8/k65m8V+DxnKOXFeu61Wx+Foxp+JL3nHW9fdW3uWUk8+8nJFWM53wNetKdsEqsr72E/N+Fq/+tZP7xGvxCULa5RSTz7yccu5pVzOb8SXrynbFalK+9FPVgA6wrtr+vm4yHyknn3k5w6zm7SoOX1e+awZwEwIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAAQQIKECSgAEECChAkoABBAgoQJKAk8/rP1ZOAb3YiyQgo92EnkoyAch92Irn8V08F5SZsRHIRUG7ERiQXAeVGbERS+X875wX9913RyUHfJ+UcdhmpVAL6+rM4cMkMeRJ7jEx+qrj8bHNazCKocBRbjEzKgP508jV9Y/YROIwdRibVgP6+8Wp8CA5ih5FIGcfiU9FpNRWUg9lgJLIW0MrPlwSUg9lgJDL9gVE7oMWD4CA2GHlU4iigXMkGI4+NAb1sfjyOzUYa8zYWvRRQTmezkcbWgNrUnMVeI41aQNd+D9RnoxzNBiOLZQ7nn3G+qm+cPUcexg4ji3pAV/8uvO3NsewwsmgEdOVfY7K7OZgtRhJlD2cFrfwLTWfOjmeyyRiFZHI6W47U/qrpc07OZ8uR2uxHRxfPheex58jNz9y5kD1HbvrJhWw6spNPLmPbAQQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgQJKECQgAIECShAkIACBAkoQJCAAgT9D2a1Jc6zs9NhAAAAAElFTkSuQmCC)
### standard rates by sex from HMD dataframe (calculated elsewhere)
HMDstd = dget('../HMDstd.dput') %>%
filter(age %in% 0:99)
# SIMULATED DATA: deaths by age (100), sample# (5000), sample size (3)
sample.sizes = c(1,100,10000)
nsamp = 5000
D = array(NA, c(100, nsamp, length(sample.sizes)),
dimnames=list(0:99,paste0('samp#',seq(nsamp)),paste(sample.sizes)))
for (n in sample.sizes) {
D[,,paste(n)] = sapply(1:nsamp, function(x) rpois(100, n*exp(BR$logmx)) )
}
## display a bit of the simulated death data (first 5 samples at each sample size)
D[,1:5,]
## , , 1
##
## samp#1 samp#2 samp#3 samp#4 samp#5
## 0 0 0 0 1 0
## 1 0 0 0 0 0
## 2 0 0 0 0 0
## 3 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 10 0 0 0 0 0
## 11 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 14 0 0 0 0 0
## 15 0 0 0 0 0
## 16 0 0 0 0 0
## 17 0 0 0 0 0
## 18 0 0 0 0 0
## 19 0 0 0 0 0
## 20 0 0 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 0 0 0
## 24 0 0 0 0 0
## 25 0 0 0 0 0
## 26 0 0 0 0 0
## 27 0 0 0 0 0
## 28 0 0 0 0 0
## 29 0 0 0 0 0
## 30 0 0 0 0 0
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## 33 0 0 0 0 0
## 34 0 0 0 0 0
## 35 0 0 0 0 0
## 36 0 0 0 0 0
## 37 0 0 0 0 0
## 38 0 0 0 0 0
## 39 0 0 0 0 0
## 40 0 0 0 0 0
## 41 0 0 0 0 0
## 42 0 0 0 0 0
## 43 0 0 0 0 0
## 44 0 0 0 0 0
## 45 0 1 0 0 0
## 46 0 0 0 0 0
## 47 0 0 0 0 0
## 48 0 0 0 0 0
## 49 0 0 0 0 0
## 50 0 0 0 0 0
## 51 0 0 0 0 0
## 52 0 0 0 0 0
## 53 0 0 0 0 0
## 54 0 0 0 0 0
## 55 0 0 0 0 0
## 56 0 0 0 0 0
## 57 0 0 0 0 0
## 58 0 0 0 0 0
## 59 0 0 0 0 0
## 60 0 0 0 0 0
## 61 0 0 0 0 0
## 62 0 0 0 0 0
## 63 0 0 0 0 0
## 64 0 0 0 0 0
## 65 0 0 0 0 0
## 66 0 0 0 0 0
## 67 0 0 0 0 1
## 68 0 0 0 0 0
## 69 0 0 0 0 0
## 70 0 0 0 0 0
## 71 1 0 0 0 0
## 72 0 0 0 0 0
## 73 0 0 0 0 0
## 74 1 0 0 0 0
## 75 0 0 0 0 0
## 76 0 1 0 0 0
## 77 0 0 0 1 0
## 78 0 0 0 0 1
## 79 0 1 0 0 1
## 80 0 0 0 0 0
## 81 0 0 0 0 0
## 82 0 0 0 0 1
## 83 1 0 0 0 0
## 84 0 0 0 1 2
## 85 1 0 0 0 1
## 86 0 0 0 1 0
## 87 0 1 0 1 0
## 88 0 1 0 1 0
## 89 0 1 0 0 0
## 90 0 0 0 0 0
## 91 0 1 0 0 0
## 92 0 1 0 1 0
## 93 1 1 0 0 0
## 94 0 0 0 0 0
## 95 0 1 0 0 0
## 96 1 0 0 0 0
## 97 0 1 2 0 0
## 98 1 0 0 0 1
## 99 0 0 0 1 0
##
## , , 100
##
## samp#1 samp#2 samp#3 samp#4 samp#5
## 0 3 2 0 1 5
## 1 0 0 0 0 0
## 2 0 0 0 0 0
## 3 0 0 0 0 0
## 4 0 0 0 0 0
## 5 0 0 0 0 0
## 6 0 0 0 0 0
## 7 0 0 0 0 0
## 8 0 0 0 0 0
## 9 0 0 0 0 0
## 10 0 0 0 0 0
## 11 0 0 0 0 0
## 12 0 0 0 0 0
## 13 0 0 0 0 0
## 14 0 0 0 0 0
## 15 0 0 0 0 0
## 16 0 0 0 0 0
## 17 0 1 0 0 0
## 18 0 1 0 0 0
## 19 0 0 0 0 0
## 20 0 1 0 0 0
## 21 0 0 0 0 0
## 22 0 0 0 0 0
## 23 0 0 2 0 1
## 24 0 1 0 0 0
## 25 0 1 0 0 0
## 26 0 0 1 0 1
## 27 0 0 0 1 0
## 28 1 0 0 0 0
## 29 0 0 0 1 0
## 30 0 0 0 0 2
## 31 0 0 0 0 0
## 32 0 0 0 0 0
## 33 0 0 0 0 0
## 34 0 2 0 0 0
## 35 0 0 1 0 0
## 36 2 0 0 1 0
## 37 0 0 0 1 0
## 38 1 1 0 0 0
## 39 1 1 1 0 0
## 40 0 2 1 0 0
## 41 0 2 0 2 0
## 42 0 0 0 1 0
## 43 2 0 0 0 0
## 44 1 0 2 2 0
## 45 0 0 1 0 0
## 46 0 0 0 0 0
## 47 1 1 0 1 0
## 48 0 2 1 0 1
## 49 3 1 1 0 2
## 50 1 0 2 0 0
## 51 1 1 1 2 0
## 52 0 0 2 1 0
## 53 1 0 1 1 1
## 54 3 4 1 1 2
## 55 0 2 2 0 2
## 56 2 1 1 2 4
## 57 2 0 2 5 1
## 58 1 0 2 4 1
## 59 4 2 2 1 1
## 60 2 1 4 1 0
## 61 2 1 0 4 3
## 62 3 0 2 1 0
## 63 2 2 2 1 1
## 64 1 2 3 3 3
## 65 2 0 1 1 4
## 66 2 2 5 2 4
## 67 3 3 1 1 2
## 68 3 3 2 4 2
## 69 2 2 2 5 2
## 70 4 3 4 2 1
## 71 4 4 6 4 6
## 72 5 5 2 10 3
## 73 1 7 4 7 3
## 74 6 5 4 8 10
## 75 6 7 7 2 7
## 76 6 5 4 6 6
## 77 6 6 8 4 6
## 78 4 5 7 5 4
## 79 5 8 5 6 4
## 80 8 5 8 7 6
## 81 8 4 3 9 7
## 82 12 12 6 10 3
## 83 7 7 12 11 6
## 84 5 12 7 12 11
## 85 7 15 15 5 15
## 86 22 9 4 7 14
## 87 17 10 11 9 16
## 88 13 9 15 19 12
## 89 14 14 12 14 16
## 90 16 15 13 18 16
## 91 15 14 18 16 14
## 92 22 20 19 16 18
## 93 20 18 30 23 22
## 94 26 16 13 13 26
## 95 17 17 27 16 26
## 96 18 28 22 25 23
## 97 27 17 18 14 22
## 98 31 33 18 31 22
## 99 31 22 27 19 23
##
## , , 10000
##
## samp#1 samp#2 samp#3 samp#4 samp#5
## 0 158 170 151 156 172
## 1 14 4 12 14 10
## 2 10 8 10 7 8
## 3 2 5 5 3 3
## 4 6 4 3 5 8
## 5 3 5 4 3 5
## 6 2 2 0 3 4
## 7 2 2 3 3 0
## 8 1 3 4 1 4
## 9 3 5 2 1 2
## 10 3 3 1 3 3
## 11 2 5 2 2 3
## 12 5 5 4 5 4
## 13 9 5 6 8 5
## 14 5 9 6 12 9
## 15 12 5 9 12 8
## 16 17 17 14 15 8
## 17 15 20 29 21 19
## 18 24 30 24 22 19
## 19 24 20 31 14 17
## 20 24 27 26 24 25
## 21 17 35 34 19 30
## 22 37 22 28 30 17
## 23 24 21 29 16 32
## 24 20 24 28 35 23
## 25 24 20 30 33 22
## 26 20 20 21 26 24
## 27 21 24 23 28 23
## 28 26 31 23 30 17
## 29 31 29 30 27 25
## 30 29 30 30 35 18
## 31 29 27 29 30 20
## 32 39 27 23 26 38
## 33 34 27 24 19 32
## 34 34 29 32 31 22
## 35 38 36 30 28 28
## 36 31 44 32 30 34
## 37 36 48 31 37 28
## 38 28 31 42 25 34
## 39 28 21 37 30 34
## 40 35 45 30 32 38
## 41 35 42 57 43 27
## 42 54 48 52 42 38
## 43 51 59 39 58 33
## 44 50 45 39 54 41
## 45 58 42 66 49 63
## 46 51 62 40 60 65
## 47 44 57 64 77 70
## 48 67 39 58 64 75
## 49 65 61 57 73 65
## 50 73 57 71 84 77
## 51 84 83 71 72 74
## 52 73 82 85 91 82
## 53 101 112 102 109 103
## 54 87 96 99 100 103
## 55 95 120 96 115 109
## 56 130 105 113 128 100
## 57 116 104 129 105 150
## 58 130 133 131 137 145
## 59 152 153 128 148 131
## 60 144 172 141 146 133
## 61 184 163 168 171 161
## 62 186 172 182 169 176
## 63 172 173 198 204 192
## 64 188 189 195 183 173
## 65 220 203 221 186 214
## 66 252 212 214 237 258
## 67 274 250 254 260 243
## 68 272 283 236 324 308
## 69 276 311 278 295 296
## 70 339 356 308 280 327
## 71 384 338 388 419 321
## 72 386 389 387 395 362
## 73 424 395 405 378 416
## 74 437 466 445 411 421
## 75 467 433 515 511 471
## 76 530 573 503 510 499
## 77 553 565 572 597 554
## 78 634 584 665 634 655
## 79 668 700 683 729 651
## 80 728 779 747 739 730
## 81 799 794 820 787 828
## 82 883 833 926 919 921
## 83 913 918 954 975 935
## 84 976 1034 1016 967 1054
## 85 1084 1101 1074 1125 1150
## 86 1139 1235 1257 1214 1212
## 87 1335 1360 1230 1285 1322
## 88 1404 1414 1377 1362 1407
## 89 1412 1437 1441 1470 1422
## 90 1553 1505 1633 1505 1534
## 91 1773 1690 1663 1657 1651
## 92 1915 1900 1829 1920 1850
## 93 1948 2029 2051 2027 2016
## 94 2226 2187 2179 2140 2135
## 95 2149 2094 2188 2232 2171
## 96 2300 2273 2372 2369 2274
## 97 2228 2307 2315 2349 2331
## 98 2417 2408 2460 2327 2416
## 99 2558 2428 2584 2553 2525
# IS and TOPALS fits for logmx
logmx.hat = array(NA, c(100,3,nsamp,2,2),
dimnames=list(0:99,paste(sample.sizes),paste0('samp#',1:nsamp), c('TOPALS','IS'),c('BR','HMD')))
# calculate IS estimates of logmx
# for a column of observed deaths D0...D99, sample size n, and standard schedule
IS.fit = function(Dx, n, std) {
expected.deaths = sum(n * exp(std))
offset = log( sum(Dx) / expected.deaths)
return( std + offset)
}
for (n in sample.sizes) {
logmx.hat[,paste(n),,'IS','BR'] = apply(D[,,paste(n)],2, IS.fit, n=n, std=BR$logmx)
logmx.hat[,paste(n),,'IS','HMD'] = apply(D[,,paste(n)],2, IS.fit, n=n, std=HMDstd[,'male'])
}
# calculate TOPALS estimates of logmx
# for a column of observed deaths D0...D99, sample size n, and standard schedule
## log likelihood function L(alpha | D,N)
penalized.logL = function( alpha, D, N, std, Basis=B, k=1) {
logmx.hat = std + (Basis %*% alpha)
penalty = k * sum(diff(alpha)^2)
return( sum( -N * exp(logmx.hat) + D * logmx.hat) - penalty)
}
TOPALS.fit = function(Dx, n, std) {
# control parameters and initial values for nonlinear fit
this.control = list(maxit=1000,fnscale= -1, parscale=rep(.01,ncol(B)))
alpha0 = rep(0, ncol(B))
fit = optim( alpha0, penalized.logL, D=Dx, N=rep(n,100), std=std, Basis=B,
method='BFGS', control=this.control)
converged = (fit$convergence == 0)
if (converged) { result = std + B %*% fit$par }
if (!converged) { result = std + NA}
return( result)
}
for (n in sample.sizes) {
logmx.hat[,paste(n),,'TOPALS','BR'] = apply(D[,,paste(n)],2, TOPALS.fit, n=n, std=BR$logmx)
logmx.hat[,paste(n),,'TOPALS','HMD'] = apply(D[,,paste(n)],2, TOPALS.fit, n=n, std=HMDstd[,'male'])
}
## change any bad data (caused by samples with a TOTAL of zero deaths) to missing
logmx.hat[ !is.finite(logmx.hat)] = NA
##########################################################################
## display some randomly selected samples and fits (n=100)
op = par(no.readonly = TRUE) # save graphical settings
par(mfrow=c(1,2))
sel = sort( sample(nsamp, 15) )
for (i in sel) {
for (method in c('IS','TOPALS')) {
plot(0:99, BR$logmx, type='p', xlab='Age', ylab='log(mx)', pch=15,cex=.75,
main=paste('Sample',i,'with n=100 people per single-year age\n',
method,'(green solid=correct std, red dashed=wrong std)'),
cex.main = .80, ylim=c(-10,0) )
points(0:99, log( D[,i,'100'] / 100) )
lines(0:99, logmx.hat[,'100',i,method,'BR'], col='forestgreen', lwd=3)
lines(0:99, logmx.hat[,'100',i,method,'HMD'], col='red', lwd=3,lty=2)
zero.ages = (0:99)[ which(D[,i,'100'] == 0) ]
rug( zero.ages)
} # for method
} # for i
![](data:image/png;base64,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)
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)
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)
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)
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)
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)
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)
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)
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)
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YGECioxtaK2RrtDCBQUI2tFbM12hlAoKAaWytma7QzgEBBNbZWzNZoZwCBgmpsrZit0c4AAgXV2FoxW6OdAQQKqrG1YrZGOwMIFFRja8VsjXYGECioxtaK2RrtDCBQUI2tFbM12hlAoKAaWytma7QzMJ5Ab30PCgEdjeFWjHyaYjSB3vwuKQI6GoOtGPk0xlgCvf1tfAR0NIZaMfJpjqEEGibyekIJ6GiMtGLk0x6jCfTwnqMW6lUDPRhpxcinPUYSqPB4fvUhnoCOxkArRj4NMphAT92XbaJaNdCFgVaMfBpkaoH2+BNQ0JaBVox8GgSBgmoGWjHyaZCpBSo1Ua0a6MJAK0Y+DTKYQDlJb42BVox8GmQkgXKZiEFGWjHyaY/RBMqFysYYacXIpz2GEigflbPHUCtGPs0xlkDjhF4+vklZ0IyxVox8WmMwga58XZgxhlsx8mmK8QR6CwI6GrZWzNZoZwCBgmpsrZit0c4AAgXV2FoxW6OdAQQKqrG1YrZGOwMIFFRja8VsjXYGECioxtaK2RrtDCBQUI2tFbM12hlAoKAaWytma7QzgEBBNbZWzNZoZwCBgmpsrZit0c4AAgXV2FoxW6OdAQQKqrG1YrZGOwMIFFRja8VsjXYGECioxtaK2RrtDCBQUI2tFbM12hlAoKAaWytma7QzgEBBNbZWzNZoZwCBgmpsrZit0c4AAgXV2FoxW6OdAQQKqrG1YrZGOwMIFFRja8VsjXYGECioxtaK2RrtDCBQUI2tFbM12hlAoKAaWytma7QzgEBBNbZWzNZoZwCBgmpsrZit0c4AAgXV2FoxW6OdAQQKqrG1YrZGOwMIFFRja8VsjXYGECioxtaK2RrtDCBQUI2tFbM12hlAoKAaWytma7QzgEBBNbZWzNZoZwCBgmpsrZit0c4AAgXV2FoxW6OdAQQKqrG1YrZGOwMIFFRja8VsjXYGECioxtaK2RrtDCBQUI2tFbM12hlAoKAaWytma7QzgEBBNbZWzNZoZwCBgmpsrZit0c4AAgXV2FoxW6OdAQQKqrG1YrZGOwMIFFRja8VsjXYGECioxtaK2RrtDCBQUI2tFbM12hlAoKAaWytma7QzgEBBNbZWzNZoZwCBgmpsrZit0c4AAgXV2FoxW6OdAQQKqrG1YrZGOwMIFFRja8VsjXYGECioxtaK2RrtDCBQUI2tFbM12hlAoKAaWytma7QzgEBBNbZWzNZoZwCBgmpsrZit0c4AAgU1/P1PeJ+tFbM12hlAoKCFvz/BoLZWzNZoZwCBghL+EKix0c4AAgUd/CFQa6OdAQQKKkj409iK2RrtDCBQ0MDmz+UfzgZbK2ZrtMOxLB3yqToCBFQnvj/dVbK1YrZGOxjLjntn9W5qN1gTAqqS0J/OMtlaMVujHYxFMigChaf5i/2JQEEbCwIloBrx/Pn6Hy+htlbM1mgHYgnZN1TvqnaDNSGg6oj8+THottnWitka7UAg0A8EVBmL4E8EClqIxIlAQQ+L6E8ECjpI6hOBggJ2fy6hPxEoPE7GnwgUHsfx58uhdUA1Y2u0ynmnEIH6EFAl/Avh5s9X2p/GVszWaBWT8mZ4hgmBwiNk/Pl56N93fLDK7tgarWIy/vxnUGfH6l3XbrAmBFQJ+eeffJQTniXnzxcf5YSn2QWa96exFbM1WsXI5txS6u1YvevaDdaEgCrgG8rYn5E9V2srZmu0Skk87/wR7Fy9+9oN1oSAKmCLpeNPL7DBzg9V+Qi2RquUA3+2zqfqCBDQnohG/N4tvXL/ty8ChU7k8im6MzwBuiJQaEfiOeUq+vPf2vzb09/d1orZGu3D5PKZsOf79XvrfKqOAAHtxy+YbkKFcG4Z3qKMQKEHuXxuEY3O0q8IFJrivBSXPq3h+3MJCfaObs2OrdE+wal8fiO6XyfSM5+qI0BAGxPacLvX2571JwKFdpzKp6fPt0C75lN1BAhoW9yXRVJAvZfvwaP6fqjfYvOiFWFrtP05k89PRP92Xn3zqToCBLQp3ssiIaDi889tBwRqbbTdOZXP7Qo79w9tI9AvBLQpqc+4bZaUX79vm+Lj4puTY2u03TmTz9Cf3fOpOgIEtCknAipd+rk6L6kWBAqtOCVQz58P5FN1BAhoUzIB3R/ew0s/Q9JNzo+t0XbnRD7/T6j37LN/PlVHgIA2xQ+le5mI4M9lO7WUy6exFbM12u4c59P150P5VB0BAtqUIKDeqfl/P6Nr5w+XxNaK2Rptdw7z6fjzsXyqjgABbUoYUP+BG4EeYmu03TnMp+tPBCpAQJvivywKMrp/LO6CP42tmK3Rdiebzy2jl/w5nEDD0xDxSYmDwyvXAx7uyyL3zsX9+s/tMX/776DFhuXWh3yqJpPP0J+P5bNlBNwn3L97rjVQvSZwWcQlWrzvn49eO+UbbFtwVcindpL5jPz5WD4bRkAYFgFVRt6ff1f9OdSKkU/9VPbneAJ1f64EVD2yP68c36622pDP8ZD9eeX46hXVbnBvWcglAdWNH87r/hxpxcjneOz+fDlPPy81UL2k2g3uLQvnlgioaiR/XluzgVaMfA6H48+X++GjKy1Ur6l2g3vLwWVc0X1nmqhbEmQRn39eW4WBVox8jobrz49BFeSzk0C/twioZsIToNvr9wvLMNCKkc/RcOzpfkXDs/nsJdCVgCpnEf35eECbQT7HItKnjgf4jgJdCKhm/JPzn/Of25YLjbQprgHkcywEf/62XGikelm1G9xbFhJKQPUS+1NFQJtBPsdCeP7523Khkepl1W7QaTqo9veSML1/RLvqICD2p4qAtoN8DsUS/3nt35YLjVQvq3aDTtPCYzwBVcvif7mNloC2g3wORfT8U0c+W0YgStjVyBHQTnxsEPhz33iloRblNYJ8jsI3n/Hfh/1svNJQ9dJqN+i3HjZPQFXyzWfw4eLftisNtSmwEeRzDCR/Ksmn6ggQ0E4I/nResV5qqFmNCrE12geRnn8qyafqCBDQHmyvj1x/7vfznCyNrdE+hfT6fb//6Xx2ikDZ+XYC2oElOgF6q7FqdXWFfKol9uetxqrVtbVYu8FENwRUKZs/nSegt1qrVlhXyKdWhOeft1qrVtjWYu0GE90QUJ38/PkV6O3mqlTVHfKpFOflkfvho/LmqlTltli7wUQ3BFQn+wP85/nn7eaqVNUd8qkU9/TS696zz09zVapyW6zdYKIbAqoT5wXS3fOfn+aqVNUd8qkU9/T8zZfvn+aqVOW2WLvBRDcEVCP7C/gKJ+g/DVapqzvkUyXh25sK84lALRP5U19A+0A+VRL5U18+EahlIn/enfFRV4x8qiTyp758IlDLRFfY6QtoH8inSqLnn/ryqToCBLQx8RXKN6fc1orZGu0DxK/f1eVTdQQIaDv8949K/jyC3Gqd6sbA1mj7Er9/pDOfqiNAQNuR+ISHuoBqxtZo+yL7U18+VUeAgLYj8Qk5dQHVjK3R9kX2p758qo4AAW3DEr9+3zfdbPl2cQNha7T9cD6/GV7/qS6fqiNAQNsgnP/cN91s+XZxA2FrtP34hFO8/lNdPlVHgIC2IXH+c70/47ZWzNZo+5E4/7lqzKfqCBDQNgT+3K+CVHihsmZsjbYfgT9V51N1BAjoAdvJzIs7Rec/l+VUS2cKutnAUNgabQHF+QzOfyrOp+oIENA8p3Il7OQI9Ht/pXwaWzFbo71OcT6F6+e15lN1BAhollOvbMKdlv0EaKUvaPB7q9iYemyN9jLF+Qz/vmHNkio29mmxdoM1IaA5nGilJyrayfNnla8I87ur2Jh6bI32KsX5DP++dtWaKjb2abF2gzUhoDn8s0Znd/oJtMqf8Mh1Nz+2RnuV0nz+sllZntk6ylus3WBNCGiOGwL9ZRSB3sHWaK9SmE/vxRECvQUBzVEu0BcCrYKt0V6lLJ/On5dBoHchoDkKAhqcAK3uT2MrZmu0VynLZ70/L3PUXaUWazdYEwKa4yCg4sVLgT+rP8jbWjFbo71KUT79P48wQD5VR4CA5sgHNAqg4M8RLhPRjK3RXqUkn4I/ledTdQQIaI7sZSLbxsX9JfTnv72qJtTWitka7VUK8ul9PcOyjpBP1REgoFl+0Yoz5j2wf39IJ0A/Ka1ZUr229GNrtJe5nE/fn5+3PLXnU3UECGie9Ksc4dRn5M9l27HiNNtaMVujvc7FfAb+HCOfqiNAQA9IniWS3nyPn3+uAwRUM7ZGW8ClfMbPP9cB8qk6AgS0FPn6efcKegR6H1ujrYmQT+n55wD5VB0BAlpKQqDuG/D7RtUB1Yyt0dYkzmfoz1HyqToCBLQQL4TyCdDfRuUB1Yyt0VYkzmfkz1HyqToCBLQMP4QJfw5ykl4ztkZbjzifgj8HyafqCBDQIn7xW77xk/25ZVP3ZSKasTXaasT5FP05Rj5VR4CAlrBslyBv8twf4/8CgW7/Vey7Xlv6sTXaWsT5fEdS8OcQ+VQdAQJaQvDCfdlfJLmfQApPNtXs2wq2RluLKJ+fULrvvw+UT9URIKAlRO8dhU9Ag40N+jaCrdHWIsznN5Xe++/j5FN1BAhoCcmLlBt+Aknqe35sjbYWQT6D00pLkzePpL4rtVi7wZoQ0BIEgb4cge47DRFQzdgabS28fP5F/tx3GiKfqiNAQEuIBfpCoE2wNdpauLMW+xOBVoSAlhAJ9OUKdLSAasbWaGvhzJrgz9HyqToCBLSE/by79/zz9e90U9tTTMZWzNZoa7HnU/LnaPlUHQECepEgh4E//927bFfhVX5/cyugfpt6sTXaCvj5FJ9/jpZP1REgoNdYBBIf8thfLFWuoEGjarE12vv48ROffg6XT9URIKCXcB/AJX8GCW5TQotWtWJrtLfx8ym9fTRgPlVHgIBewXnds2yff/f+StfafkZtrZit0d7Fz6f89tF4+VQdAQJ6BffE+yL483d2vnENdrA12rt4+ZRev287Na6hcou1G6wJAb2CINDdn+5OjWuwg63R3sXNZ+Ly+QHzqToCBPQKsUBfCLQptkZ7FyefqcvnB8yn6ggQ0CvsARXfQNp3alyDHWyN9i57PpOXzw+YT9URIKBXCAX6Ct5A+u3UuAY72BrtXX75fCXOf247Na6hcou1G6wJAb1CINBX9AbStlPjGuxga7R32fIp+XPcfKqOAAG9wn6ZyGP+NLZitkZ7l28+ty+1ecKfCBQy/Awanv/8JXQZL6CasTXa2/yL4u9LbRx7jpxP1REgoAJLgHRf+gOczYtr3IEqbI32JPl8bl8LFgVz1HyqjgABjZEyp8afxlbM1mjPkc9n5psZBs2n6ggQ0IgtZIv7i/sKyI3p9v3JHZL5K69TRyqwNdpT5PMZ+9M7qEd51Vus3WBNCGiIF8vfXe45+MCfm0G71depIxXYGu0Z8vkUnn9u+3Srr3qLtRusCQENcRMXp89/nbQ4f8Kj10zaWjFboz1DNp/S6/fguF71VWyxdoM1IaAhZwTq+xOBtsPWaM9wRqDSSc9x86k6AgQ05IRAJX8OHFDN2BrtGXL5TL1+d/fpVV/FFms3WBMCGnIsUP8EKAJtia3RniGTz/Tr93XkfKqOAAENORSo7M+BA6oZW6M9QzqfmROg68j5VB0BAhqSDqj4BtJfeFyv+mxga7RnSOZTvAA0Pq5XfRVbrN1gTQhoSPoyERX+NLZitkZ7hmQ+5Qvo98O61Ve9xdoN1oSARrgJ/f3yebyP/elkuFt5nTpSga3RniKRT/EC+mWGfKqOAAGNWSL2+8IToNKLpdbV9epJA7ZGew4xn4k34GfIp+oIEFCBOJ/Bw7zzBlLvfBpbMVujPUmcz/+jmPwE0vD5VB0BAnoO/wloeAK0byVP9PoUtkZbyr8wpt+A7woCBQE1/jS2YrZGW8jfJtCn5fkGgfbr+uHF/hUgVRLcp8afxpSiIR6PF3CQz79NoI8/+/wUVr3F2g3W5Lm5fny1wzNJXiXSqaTEFfTdy36m32cgn4f53OIof4KzOwi0V8fdL7A4KsCpJLpPjT8RaK+OB8mn5E8E2o2n5toLw6MFOHlzX7Cv/n2LkhfwCLRXv4PkU/QnAkfUXEwAACAASURBVO3GcwF9uAY3lVFCpRdLSvyJQLv3qzmfsT/7lhmDQLv3qzmgmi5gimubH/KZzafw/LNznREItHu/igO6hlfQI9C+kM9cPn/+RKBPQUDzAl0Cfy5P+xOBdu9XbT4lfz6eDgTavV+1AV2j559fgfYt1ef5fyI9IZ/pfIr+fDwdCLR7v1oD+vnN9ef7nof9iUC796s0n4I/H6gzAoF26neMy0T855+daxTRUUUvyGcynwrPf75BoL06XoJfHi/A+0ez3+e8fu9do4SOKnpBPlP5/PkTgT7Jc5P++LIvMdJGx58qVlJHFb0gn4l8Sv5UkQwE2q/rh1f9V4BUieRPFSupo4peaIjH4wUIleh8A+kNAoUvvj+frmZDTyU9sDXa0yh9A+kNAoUvi7rzn2/0VNIDW6M9jdI3kN4gUPiyeH+p6+lqNvRU0gNboz2L1jeQ3iBQCD+ANHlANWNrtGfR+gbSGwQKwQeQdM2RrmpaY2u0Zwn9+XQ9LggUwg8gqZojXdW0xtZoT/LvS72V/AmkCAQK4RvwquZIVzWtsTXac3hX1iHQZ9E1+WoIToA+XY6LrmpaY2u0p4j9qWqOBhZoyUzqmnwVBG8gPV1OyLgrRj5rEPrz6XpCEOiwLALu/Zeakc5/qsjsuCtGPivkM3r+KXTQovjTINBRkfL5Ht7VVzqhQH/fX6fjJdO4K0Y+7+czd/5z1ny2G468JJf6myeg28DdYK7uhJydGd+f+zcoX26oDQOtGPl0qJLP3PnPafOJQHsQ5fMzNnc+Tox1m8LAn3+rF8vJAtoM8rlTJZ+CP52jZ81nw9EQ0B/7w6/8u7tPrhXXn78/gfS3Xm2oHSOtGPn8USOfkj9Fa86Vz5aD8fJ4MZvfY2qW8yA1BfoL6u9bb9aZA9oQ8rlRIZ/56z/nzWfTwbjzSEDXGgJ97UFdd39OHNCWkM8v9/N5cP3nvPlsPJh9Ignoeiegwcv3/QToX3TwXAFtC/n8RzWBpk6GzJvP1oP5zSQBXe8LNOXPiQPaGPL55nY+c+c/w4PnymfzwWxzSUDX2wIV/IlAb0I+1/v5lPyJQKt1sXzWwnRAf09ztmh952TZd8kdHfpz9f25nmuoPSOuGPm8lc/vl9el30ByO8g11IMhBfpZh+OALgIdqutClNDvlJw6BRf4c4mef7rHPztpQ64Y+byRz9/XJ+e/QGTafPYZzam0zRxQcXDbg/zRUE/481xD7Rl0xchnaT73v99x8Bc4dczZqAJdy2bOP3OiYQHKSf3zOzGqM/481VB7hl6dgqOCFp5fgGLK8rn/Ac70G0hBBw3HcMywAl2Lpm6mgN4g8Gd4/lMTw64O+SxB9OfTReUYV6BFmA+oeP5z1evPcQVahPV8ys8/n64qRzeB6piNMKAvdX/CojmxPxfF/uwmUJ35VFBSR/5kf6oefx+BLj5VuilqJgjodgmPJQJ/rqvm55+dBKo1nwMIpCaSP5+u6YgeAl1iKnRTTaD6/oxFM7bpd89/aj4BunYRqN58DiKRSgx3/vNNe4GGE1FpYhBoAbE/Vb+B9Kb5PyHN+RxEInUY7/znm+YClSahxswg0AJif6p+A+lN639CqvM5iESqMOD5zzetBZqagttTg0ALCPz5vku5P1sLVHc+B5FIDUY8//mmsUAzzd/sGYEWEDz/fN+l3J+NBao8nwOJ5CZDnv9801qgZ3e83g0CvU54/nP9JvfpujI0FmjhthMtI9ALjHn+882wF9LfD+i6fWlWnYK0I53/fKPbn8NeSF8ln1YY9PznGwRqQaC/SHr+NBrQPiDQ81z4/Ls6hhVoGcYFGpz/HIFxKq2BrdF++flzNHm+6SLQ6NLQ2n2exrJAXy/3+efTJZ2lR6Vq82kDyZ/DzEMfgYaXNtXu8zSGBer703BAD/vQk08TiP4cZh46CTT4pEftPk9jUKDBq/fRPvvfR6BK82mBV+zPp0u6Qp9zoM6sPDtBZgXqPf98uqQrdKlWaz4N8HqNe/7zTac3kbZ5eXp+rAp0zPOfb/pUqzSf8/OO5LDnP990exdex+wYFeig5z/f9KpWZT6nx7+sTsUSXKTfZUwqJseYQIPznwQ025GCuXm6/87I/hxqDhDo/AId9tnnGwQ6L5I/n67pKryEn16gfkyfLukqvISfFvH559NFXYU3kSYX6Kjvvm/wJtKsxP58uqISuIxpVoEK5z+fLqkELmOak1fszyHHzoX0cwt06POfb7iQfkokfw45dj7K6Qs0uZa5RU5tOxWMMw1H/8KPett+j85/fv6G8RJxuexe8FHOYIcp8in6cwlaNJpPSaDHu3TiSKDyiuU2ZLbljrnYsLP9TG/bbwl/5g16quxudBHowe1+HI12knxe9qelfKoYVooDgf4WJVyd5IbMttwxpxtevj78bT/T24Z3/vPz358r0NXZsEgNJcvuh4oiuhGONn59FPxytCGz7bl8iuc/g0bs5lPDqJLkBeotk39YYkNmW+6Y0w0v2yvybfup3gR/fp+W/rkCXX8bnMZOld0RFUV0Q8qnu3WKfCaefn5/rL4/7eVTbnAJZushjgSa2DO5IbMtd8zphvdH2+/v53qL/fk59ufPvcUwoafK7kinGsjnYT218in683Ns0JrNfEoNLgsBPaynUkADfTrXLznPPy0HVOyEfB7WUymf6bffEeinRbEXAnpYT1WB+qeZvlu2vwFvO6BiJ+TzsJ46+fx8fZ348SME+mlR6kTDUN/MH9BV8Od32+ZP4wGV+tAw0jfz5/MlXQay7YNA15RAa/dSyPwBXQV/frb9/Gk8oFIfCgb6j+nz+fpDoEctSp0oGOk/Jg+ofP7zs+0Pgab7UDDQf8yez82ff648EajfotSJgpH+4yigi7xjckNmW+6Y0w0vmxgdRWZ68/3pPcA7/tw8uzoB/jV2quyOINCZ8hn703sC+v3Vdj4HFqj7GOjvmNyQ2ZY75nTD3wSdvFBZ9qcr0DihXutny+4HAp0on7I/F7+11Xg+pQZ1jHU9DOgaLOqJDZltuWMuNuxsP+gtPP35RU5u3PrZsrvRpQolY509nwl/OvuTT1mgahJ6FNA1uTa5RUttO7XQZxr2tud7y/ozndDLZfeiTxlKRztXPuU3kPwGyOfIn0Qams/MCpd/rv4J0MHoFBby2RrBn0+XVINuL+EJaGNif/7GOrA/u72EJ5+NEZ5/Pl1SDRDoLAl1BRoMc2B/ItBJ4hlcwPR0OdXoIlA9MxbWMVFCPX96wxzZn73ehdeZz4niGbyB9HQ51egl0Nq9FDK3QL3L538M7U8uY5ojnuEb8E/XUw0EOkNCl+gEqLMRgR73oTSfk8RTuID+6YqqgUBnSKjvz2Dj0P5EoBPEM3j++XQ1Ven1JlLtXgqZWKD7889g49D+7PUmUodOzjCnQGc9//nG9ieRZkmo//o93DqyP/kk0vjxDC9gerqeqtj+JNIkCU2/gTQ+fBJp9HhGF4A+XVBVul3GpPI6uwkSunhvIBHQsj6U5nP8eH6/gX66DyD9QKCDJzTw59PlVAeBDh3PVyDQp+upDgIdOKG/+Uy+gTQ+CHTYeK6fYM77BtKbXl8mooQ5BZp5A2l4JhxShrkE+il/3jeQ3iDQgRPq63O+N5DeTDikDKFA/95/wPKhWu7z+hn0+ef2rUCggwo0fPY54xtIbyYcUgbpW2CGjGdwZR0CvdBi8kZux05MJ1DXn0+X1IS2w1Kez4E/RJb401zT0Vqg6eYfmdDZBOo9/3y6pCY0FqjufM4g0Imffb5p/RI+NW8PzedkAvVfvz9dUhMaD0t3PkcWaPz6/emSmtD8HKg0c89N51wC9U9/EtCy9hXnc2CBWjj/+ab9m0jh7D06m1MKdNpwvmk+NM35/Bv2XaTwBOjT9TSjx7vwS0ztTs8yh0D9N5AI6O0utOZzUIFaeQPpTbdvY9IQz7kEOv/L9ze9vo1JZT5HFWh8AdPTJTWj23WgOqZyIoGmL18a9bSZSK/AqMznoAIN/Pl0OU3hQvrBBLr9O09fvjTuGw8Sk//7CxhfoEv8+v3pkpqCQMcUaPrypYHfuZWY/N9fwAwCtXP+8w0CHVKgv5BG28f+E3Ixk//7CxhfoBYurXNBoAMJ9PeYnj7/iUCHZmyBLtGlyfMvHgIdUKDp85/T+ROBDiXQdyr/lWzi5fubZ75Q+bGJnUKg6fOf8/nzmS9U1pLP0QS6+XPi7/8MeUqgOj4qt/77vsVxAhr5U3wDCYFe7kNpPscS6Gv3JwK90aLUiZaEit+3OERAt1nLnaSf0J/PCVRNPscQ6DeYfwj0dotiL7+5/PxGQK8i+DPaZ0J/dvwk0v4r+byO4M+nS+pCN4EGvz80wWMGdH9W5D3/DHeb0Z/dBBr8Tj4v8Aum//zz6bK60OslfHSLgJ5H9uf8byC96fQSPrpFPs8j+xOBFrYodUJA7xDqU/zzHTOeAF0R6BD5jP35dEndQKAjBDTUZ/r852z+RKAj5NPo+c83CHSEgEb+tPEG0hsEqj+fVs9/vul2GVN4g4Ce5/Dl+7z+7HYZU3iDfJ4m9OfT9XSl32VM/q+q3uXUnND49Kc0b9P6s99lTP6vqvL5QCGnWeLX70+X1JVOn4VfXFZt19lpTuiZ85/TngBdOwlUeT6fqOQsls9/vukk0NXPp7KAak6oK9DU5SET+7OTQJXmc1UvULPXf270Eugvoq26PcdYAt3+SWeffa4zv4DvmBSN+VxfmuMpXf/5dEnd6SdQFQwp0Oy77+vc/nxMZc8QCfQfz9RyjOXrPzcQqHaB7qc/U7vN7E8EqliggT+fLucREKhygR5cvvRmZn8iUK0C/QXz9/zz6Yoe4aFzoE8xjkD9l++py5c+TOzPh86BPsUwAn3F/kSglVpM9OO9y/kUown04PIlAzzzLvxTDCLQ1ysU6NMT9xgPXQf6FGMI9DdTnj8JaMteVOZTp0Bdfb4Wo9d/bvT7JNIS/PYI+gXq/kv29ElAW3aiM58KBbq8fH8ui83rPze6CVT8vTsDCdQLqc1wvuklUPH37igX6CtEw7P2Z3ns25ieYRiBhiF9uqzHeOrbmJ5BFqiSfKbkST7rtih1ojSgygQqPPsU/3icJWwLVNFT0Jw+yWfNFqVOlAZUkUCFU59bUJ8u7VEQqAKBpl+6m5bnGwSqTaBxUp8u7VEQ6MMCjeTJs08XBKpAoKlnn9bPf75BoI8K9Fif5LN2i2IvOt/lVCBQL4pyUB+s7nlsvwvfRqCn2zuWJ/k0fR3oqkqgUlQfrEwHtq8DrS/QX8CSO4Q7ZvVZsbIxGe2TSNvRhS1Fh/zz50MC9aPIS3eRwT6JVDuflQUaGPFgMy/djxnrs/D+E4WCxtScY8rIk2efLkN9Fl57PrOCvCRP8vmll0B/mbrV9NZA8SoqFKgc1v4VKaXbVBjIJ/KsTz+B1mjayad3x4UWgjueEGjmuefJZ58zf39dwEj/VnXns4o+TX/zksRIAo3yef0t0+YCTT1Iiw/jSX0ejGrqb1AOGOjfapN81nuTs5I+DX/3p8RgAvV+hr+faiK4o6ZAZUkuyW2JuB72M/Wf8AgZ6N9qi3x+LhO5Xdq6+zMVviN5/vRpJnqnaCzQnFOutzyKQOXTRsFGMbBnurGV4rYCVZ/PamstafGENAV9moneKRBoZYFm83j4aH+iF2MpRqBV1vqEIbP84U8ZBFpXoKIZM6+TrslzNedPBFplsW/68w9/puAcaB2BfpOWV2Van+c7spZizoFWFCj6rM5IAhUSevXpQmOBFurzwhjMxXgggbbIZ53lvuNP9JllNIFu14ns91xsIbijqkBbP/s06M/RBFo7nzUF6gsRfVZhKIH+PuqxBzVbv5SIYJeaAi3Q59Vu7CV5JIE2yGeV9d4D9+eDPm8zlkCFyF3bu6VAw5flZy4TudiLwSgPJdD6+awo0NifBxJFnycYTKBh5q4fHtxRX6BefQlvFtVu0p+DCbR6Pmus+C+Ekj/TEkWfZxhNoKub0ZJjgztqCFRwZd3rY76YTPNgAl0r57OeQDP+3A0ad20ucBcZUKB3aCfQ3Z/+/ZXkuRr154ACvcNTApU+3m4zb1dBoHUE+hIEWhejeUagd9c8eAW/uA1nn2RajNtlhhVomakSAr1nUN+fjcZv1J/DCrRSPius+p7Mz1PNqHGLsaqGdYHWeAoanAC91VYKs0E3LtDX7WWP3sf0NxuNVTXMC/Tv/h9F2v15q5ksVv2JQOsItM5peIiwLtB/8awk0IYBNetPBIpAVYNA/xn0Ximv1gK1608EikBVg0CrCbRhQBHocGgR6AuBNgWBjiPQVq2rZtR/9RXP0VcQaKVLkSECgd4TaOIa+srY9ScCvbf2CwJtCwKtJdDiJs5g1p8I9J5A2z+4G2dYgZbRQqA1rsWHFLb+5TcSKM8+m4FAKwlU9bAHxta/fAQ6GggUgarG1r98BDoaCPSuQNt/Csk0tv7l1xZo869oMA8CrSNQAtoIWxMrfFdDBYHyDnw7ECgCVY2tiZW+7OZOPhFoaxAoAlWNrYmt/W1hCLQ1CPSmQJt/Dt44tia2skBfCLQ1CLSKQAloK2xNbBOB/ol/sQOqgEBvfhaeq+jbYutffguBGv4ccAcQKAJVDQK9KVDDX0TTAwR6T6B8jrMxCBSBagaB1hDovaIgAwItD9gLgTYHgZYLtOE3MRH5DQRaHLAFgbYHgWoUKJn/gUDvCfQPgTYFgd4SaJtToGR+B4HWEOjtwiABAq0g0MpD5kmDAwItFiiv4DuAQNUJ9A+BOiBQBKoZBKpNoPjTA4HeEihhagwCvSPQV32B4k8fBFpBoLfrghTWBbpWEGjNOcSfAQgUgWrGvED/fd2iGoHizxAEWipQToH2wLhAbzmwvkDxZ4Rtgd6JGALtAQLVI9A//BmDQO8IlEC1BoHecGDdy+jxpwQCvS/QOrWBBAK9LdAada34MwEC/Xwh8vW2EGgPEKgOgf7hTxkE+i8V12eBU6BdQKAqBIo/U1gX6FIqQU6BdgGB3rgWvppA0WcSBHpboJVqAwnzAr3xacxq7yHhzzQIFIFqBoHeFej9ovBnBgRaLlBi1R4Eqkag9xuaEQR6V6CVSgMRBKpFoPfbmRIEWhYPXsH3wbhA19sfNq71HlKFZqbEtkDXz5c1IFC1INAiDS7N/pwH+CDQEg0u/DmPTiDQmwJVPdwJMC/QojM8jkDrFAYJEGjRE0kE2gsEWi7QV9FHmOAKCLToKSgC7QUCvSHQ12Jr+h4AgSJQ1dgyAAIdDQRaKtA7nwGF09gyQFqg1wz6S6et6XsABHpPoAS0MbYmWMxnuUAXBNoaBPp+hO8lUN4WvYwtAyDQ0UCg/9LZQaC/T7xj0CvYMoA4WgSqGPMC/Wsl0L8k18s2jC0DINDRQKBfgV7+RFH+1Glanwj0ErYMUEugdf/aDKRBoIUCzV9/jz9rgUBLBMrHjHuBQG8JNLUVf9YCgZYLtE5NkAOBdhXo5YLNg0ARqGYQaBOBSga9Wiu8QaAIVDMItI1AoRIIdIvolXZIZy8Q6GbQiy0R0T4gUASqGfMCLbwQlIh2AoEiUM0g0LLX8Fwn0gkEun1Y7kIzpLMbCPSOQGuVBUkQ6OfT8JfCRjq7gUARqGoQaEHYSGc3EOhPoJc+N0xEO4FAC74cmXR2A4EiUNUg0P27u89OxXtnLjzuAwKtIlDi2goEev2rE1/8Qc5uINAigQZvcxLXZiDQEoHy2bdeINAbAvWbqFMh+CBQBKoZBPoT6NmAxn+Rk7i2A4FeFeh7908iTU3dQyBQBKoaBHr1L8AuLwTaDwSKQFWDQOO8HbSx+ROBdgCB3hfoHwJtBwItFqitqXsIBFpLoDXLhB+2LIBARwOB7gI9eV18dE4KgTbElgVSow0um8uyv4I3NXUPgUDLBfptjFfwLbFlgeRoCwTKnzTuAQKtJNCaVcKOLQsg0NFAoCsC1YwtC1QR6B8C7QcC/WfAC/lEoF2xZYGKAl0QaA8Q6D+unKQPvh2HU6BNsWWBA4GeCegLgfYEgX648hTU3xl/NsWWBdKjPS9QHtF7gkA/IFClINAP/55YXhBoxaIgAwL9gECVgkA/nP2GT76JqS8I9HP/77TmifK981G8YGoLAv3cf/bTRbyC7wsC/d5/WaDfG8S1LQj0c/9yTqA8Ae0MAv3ej0B1gkA/9y/b1Z35BngC2hkE+r0fgeoEgX7u/xk03wBPQDuDQL/3I1CdINDP/ecEyiv43iDQ7/3exfGZ4397fu7gFVNjEOjn/t/bSNms8THO3iDQ7/3n/u4M3wXaG1smyAl0OfHskk8h9QaBfu9HoDqxZYIzAs2kjY9xdgeBfu8/94e7EGhvbJkgK9Bjg34FuiDQbiDQ7/3n/mwCAu2NLROcE2gqb+9cbv40NW0PgkC/9zvvw2fmRP5zHg0KhS+2TJAX6JFBnQTbmrYHQaA/9k9znhDobx/82RZbJsiN9l/2/jz8HV4ItD/jCrQoJdmAFgkU2jLsRNfPZ96gL9+fo07baIwm0C0ahTE5IdDsxfRnrxeFWgw20S3zmTHoaweBdmUsgf6ysSxlOckH9LxACWgvhproxvn0ToN++HyeQ/DnSNM2MkMJdA+H8zh/sQXx7n8P5QhUIyNNdLN8uq37z0H/fSTuhUAfYzSBfn9sZdcJ6OfF0KmX599dLnUKNxjJBK3y+Wtr+Z6Dd/3pU1w7lDGSQKVYXkxoRqB/i2NQqdlffIlpRwYSaLN8/ppanAyK8OyzNwh0RaCaGcgGvQQqK9TdXlY/FIBAV0egrkGl7v1vYoIODGSDfgL95DN47Y5AnwCBrq5Ac5cy7ZsJaD8GskFvgb5xzn0i0CdAoKv7gXbvRXywMwJ9goFs0Fig3+ZCif5eEiHQJ0CgqyfQwKBu80v4OXjowEA26C/QMJ8ItDsjCbTtZUxfgUYGdXvfNpWVDwWMNNmt8un1gEBVMZpAvwFxonpm/4NsSQKNPxLHxzifYKTJbpXP7BHSthqDgVMMJdD1l49zWSkSqHONiPcPYuFTSE8w1GQ3ymf+iD2fCLQ/Ywl0f3VUGJUzAnWvsvNimXmHHlox1mS3yWfQ/jGF1cN1BhOo209JUk4J1LtOORLo3brhEsPaoGI+g0aRpyLGFWgRRwL97ON/0gOBPoktI5wZLQLVBAJdBYEKBv3d6lcsrAhU2geB6mFYgZZF5axAQ4M6vxdXDCWMaoSa+YxaRqBqQKCrKNBIooJAoz9KA/UZ1QgI1AYIdJX+NnFSoU4Dwp/1guqMaoR2Av22jkBVgEDX1B93lxTq9CofBJUZ1QhtBfrtAYE+DgJdswKN307KHwSVGdUICNQGCHTNCzT50U4E2oVRjYBAbYBA15wLfwaNw4lAuzCqEdoL9NsL8nwUBLoeCVQO5x8C7cKoVugu0ILe4D4IdM3J8EigBSXAJUY1AwK1wbACLSMx3KRBEejT2DIDAh0NBPqm4PU4Au2DLTPYGu0MINB/XNYhp0A7YUsptkY7Awj0Q5lAa5QEWWwpxdZoZwCBfuEVvE5sKcXWaGcAgZaBQDthSym2RjsDCLQMBNoJW0qxNdoZQKBF8B5SL2wpxdZoZwCBFoE/e2FLKbZGOwMItAgE2gtbSrE12hlAoEUg0F7YUoqt0c4AAi2BU6DdsKUUW6OdAQRaAv7shi2l2BrtDCDQEhBoN2wpxdZoZwCBFsAr+H7YUoqt0c4AAi0Af/bDllJsjXYGEGgBCLQftpRia7QzgEALQKD9sKUUW6OdAQRaAALthy2l2BrtDCDQAvBnP2wpxdZoZwCBloA/u2FLKbZGOwMINAY9KsKWUmyNdgYQaAQv0DVhSym2RjsDCDSCt4g0YUsptkY7Awg0gs8ZacKWUmyNdgYQaMQfBlWELaXYGu0MINAYDKoIW0qxNdoZQKACGFQPtpRia7QzgEAl/lCoFmwpxdZoZwCBSvz9oVAl2FKKrdHOAAKVQaFKsKUUW6OdAQSaAIPqwJZSbI12BhBoij8UqgFbSrE12hlAoGlQqAJsKcXWaGcAgeZAoY9jSym2RjsDCDQPBn0YW0qxNdoZQKAHYNBnsaUUW6OdAQR6CAJ9EltKsTXaGUCgJ0Cgz2FLKbZGOwMI9BT48ylsKcXWaGcAgYJqbK2YrdHOAAIF1dhaMVujnQEECqqxtWK2RjsDCBRUY2vFbI12BhAoqMbWitka7QwgUFCNrRWzNdoZQKCgGlsrZmu0M4BAQTW2VszWaGcAgYJqbK2YrdHOAAIF1dhaMVujnQEECqqxtWK2RjsDCBRUY2vFbI12BhAoqMbWitka7QwgUFCNrRWzNdoZQKCgGlsrZmu0M4BAQTW2VszWaGcAgYJqbK2YrdHOAAIF1dhaMVujnQEECqqxtWK2RjsDCBRUY2vFbI12BhAoqMbWitka7QwgUFCNrRWzNdoZQKCgGlsrZmu0M4BAQTW2VszWaGcAgYJqbK2YrdHOAAIF1dhaMVujnQEECqqxtWK2RjsDCBRUY2vFbI12BhAoqMbWitka7QwgUFCNrRWzNdoZQKCgGlsrZmu0M4BAQTW2VszWaGcAgYJqbK2YrdHOAAIF1dhaMVujnQEECqqxtWK2RjsDCBRUY2vFbI12BsYT6LJTcnD9gqAlw60Y+TTFaAJdAi4f3qQqaMZgK0Y+jTGWQMN4Xk4oAR2NoVaMfJpjKIGGibyeUAI6GiOtGPm0x2gCPbznqIV61UAPRlox8mmPkQQqPJ5ffYgnoKMx0IqRT4MMJtBT92WbqFYNdGGgFSOfBkGgoJqBVox8GgSBgmoGWjHyaRAECqoZaMXIp0EGEygn6a0x0IqRT4OMJFAuEzHISCtGPu0xmkC5UNkYI60Y+bTHUALlo3L2GGrFyKc5xhJonNDLxzcpC5ox1oqRT2sMJtCVrwszxnArRj5NMZ5Ab0FAR8PWitka7QwgMVjskgAACZNJREFUUFCNrRWzNdoZQKCgGlsrZmu0M4BAQTW2VszWaGcAgYJqbK2YrdHOwNQCFS7LU1QdnGHmFSOf44NAQTUzrxj5HJ+RBCrl7WLkCOhoDLRi5NMgCBRUM9CKkU+DjCTQREKvtdCqNmjDSCtGPu0xlEAvfzuY0ECdQqAXQ60Y+TTHWAK9nVACOhpjrRj5tMZgAr2bUAI6GoOtGPk0BgIF1Qy2YuTTGKMJ9GZCCehojLZi5NMWwwn0XsUEdDSGWzHyaYrxBHqL+K9+Cf+F9yc35A4K7z+1U2qb14jXarBT7rbqhUliSynkczQQKAFVDQIln5pBoARUNQiUfGoGgRJQ1SBQ8qmZYQVa9m4nAR2NUQVKPslnYYu1G0x0Q0CDn+vBbQLaE/JJPgtbrN1gohsCGvxcD24T0J6QT/JZ2GLtBhPdENDg53pwm4D2hHySz8IWazeY6IaABj/Xg9sEtCfkk3wWtli7wUQ3BDT4uR7cJqA9IZ/ks7DF2g0muiGgwc/14DYB7Qn5JJ+FLdZuMNENAQ1+rge3CWhPyCf5LGyxdoOJbgoDCqNRPTpdKCv86bmG61RPTu0Ga/L0ZMN1ns5MT56ea7hO9QzUbrAl1Yevv8EBSrQlzRz6p5Z81mao8OufWwJqGf1TSz5rM1T49c8tAbWM/qkln7UZKvz655aAWkb/1JLP2gwVfv1zS0Ato39qyWdthgq//rkloJbRP7XkszZDhV//3BJQy+ifWvJZm6HCr39uCahl9E8t+azNUOHXP7cE1DL6p5Z81mao8OufWwJqGf1TSz5rM1T49c8tAbWM/qkln7UZKvz655aAWkb/1JLP2gwVfv1zS0Ato39qyWdthgq//rkloJbRP7XkszZDhV//3BJQy+ifWvJZm6HCr39uCahl9E8t+azNUOHXP7cE1DL6p5Z81mao8OufWwJqGf1TSz5rM1T49c8tAbWM/qkln7Uh/AAAhSBQAIBCECgAQCEIFACgEAQKAFAIAgUAKASBAgAUgkABAApBoAAAhSBQAIBCECgAQCEIFACgEAQKAFAIAgUAKASBAgAUgkABAApBoAAAhSBQAIBCECgAQCEIFACgEAQKAFAIAgUAKASBAgAUgkABAApBoAAAhSBQAIBCECgAQCEDCXT5R6Vmlviu2+1WbDBq4GaLNcd81E6ldRoO8mkxn8MEfflRqZklvutmw9UajBq42WLVMS/xv8T6szke5NNmPkeJuROs+4+cXjt1WhbTdDtP3wZutlh1zN4hrWZzPMin0XwOkvLfgCsENP7lfsvhEt1pMKrxZoteaXdL9JIXt1NrnUaDfJa3OHY+B0m5PyuVmlniu240HKagtEFnab+/3mwxPry4wWUJA1qr5cEhn+Utjp3PQUJeP6BVp3SpG9DgdzUB/TdIBCpAPstbHDufY4TcG2ytkYeLX96yu263G4yOudtiFJrSBj//CL0nIEE7LdZpBMjnjRbHzucYGdcd0KVmQONDFAXUPwCBbpDPOi0OmM8xMq4+oGvlgCZec918zhC/jiloEIHGkM87JQ6dzzEy3mLgNRbLOapmQJeNKi2ue3s1GkSgMeTzVokj53OMjGsOaNBQhYAufqDq/Buq9pQBgcaQz1sljpzPMTJef+BVHz5rNug/Eld5FVc38Qg0hnzeKXHofI6R8eoDr/Rot8bBrBFQ//d6LVZJPAKNIZ9VWhwxn2NkvPbAc5Nc2FLFgAY3KrY4YECHgHzWaXHAfI6R8coDj5asuOV4tdQFtHaDCDSGfNYosU6DCFSg6sDdFyEVVt+DgN4pdVjI560SqzaIQAVqDnxJN0ZAL7WHQDfI560SqzaIQCWcwd7PZ8WW44DeLjV+/nG7xPDGrQblg7+/1lunsSCfd0oMb4yUz0FCXm3g0dG1Wv4dXDGgVVZ98Q8fLaBjQD6LWxw8n4OEfHv43H8pbqd1y7cb/B0WNVTW4uKVdrvBIO+JBm/O5miQz/IWx87nKCFfHCo148SgTsuVSo2Pv9li3QbdQ6qXOizk02g+h0l5g3xGc3qzvmqlRsffbDE+/EaD3jFVWx4a8mkznwPFvMKwxYBWaVlat1uNBcffbLFig4ft1IznSJBPi/k0GHQAgDogUACAQhAoAEAhCBQAoBAECgBQCAIFACgEgQIAFIJAAQAKQaAAAIUgUACAQhAoAEAhCBQAoBAECgBQCAIFACgEgQIAFIJAAQAKQaAAAIUgUACAQhAoAEAhCBQAoBAECgBQCAIFACgEgQIAFIJAAQAKQaAAAIUgUACAQhAoAEAhCBQAoBAECgBQCAIFACgEgQIAFIJAAQAKQaAAAIUgUACAQhAoAEAhCBQAoBAECgBQCAIFACgEgQIAFIJAAQAKQaAAAIUgUACAQhAoAEAhCBQAoBAECgBQCAIFACgEgQIAFIJAAQAKQaAAAIUgUACAQhAoAEAhCBQAoBAECgBQCAIFACgEgTZnefN0EQAJyOcdmLnmEFDQDPm8AzPXHAIKmiGfd2DmWvNOJwkFrZDPWzBxrSGgoBnyeQsmrjUEFDRDPm/BxDXmk00/od+zTs6dnIeCZyCf92BWGiMEdNkJ7nikQrAM+bwHc9KWLXXho7mbyCiwAJ0gnzdhStoSB3TL4eL+4m0B6AX5vAkz0hYxoL9flsQmgD6Qz5swI02Jwxc91LupJKHQFfJ5FyakKbmACufvCSh0hXzehQlpintCPh3QaCeALpDPuzAhLRHCR0BBDeTzNkxIS04G9LH6wDbk8zZMTkP87EV5JKDwKOTzPkxOQ84GlEWAJyCf92FuGiIFNHedHY/20BPyeR8mpB1h3PxH9EX8pXeNYBfyWQFmpB1yQLOfNWY5oBvkswLMSDsSAY2/nIF8wgOQzwowJc2I8+YlNDy5RDyhK+SzBkzKcxBJ0Az5PAFT1Jk9lTymgz7I5zWYos54p+YfrgUghHxegznqDe9pgmbI5yWYo96QT9AM+bwEk9Qf4gmaIZ8XYJoAAApBoAAAhSBQAIBCECgAQCEIFACgEAQKAFAIAgUAKASBAgAUgkABAApBoAAAhSBQAIBCECgAQCEIFACgEAQKAFAIAgUAKASBAgAUgkABAApBoAAAhSBQAIBCECgAQCEIFACgEAQKAFAIAgUAKASBAgAUgkABAApBoAAAhSBQAIBCECgAQCEIFACgEAQKAFAIAgUAKASBAgAUgkABAApBoAAAhSBQAIBCECgAQCEIFACgEAQKAFAIAgUAKASBAgAUgkABAApBoAAAhSBQAIBC/gM/AGkhJs+rXgAAAABJRU5ErkJggg==)
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)
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)
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IIFFRja8Zs9XYFECioxtaM2ertCiBQUI2tGbPV2xVAoKAaWzNmq7crgEBBNbZmzFZvVwCBgmpszZit3q4AAgXV2JoxW71dAQQKqrE1Y7Z6uwIIFFRja8Zs9XYFECioxtaM2ertCiBQUI2tGbPV2xVAoKAaWzNmq7crMJ9Ai74HhYDOxnQzRj5NMZtAC79LioDOxmQzRj6NMZdAi7+Nj4DOxlQzRj7NMZVAw0TeTygBnY2ZZox82mM2gZ4uOSuhXmugBzPNGPm0x0wCFV7P777EE9DZmGjGyKdBJhPopWWHRVRrDXRhohkjnwZZWqA9fgIK2jLRjJFPgyBQUM1EM0Y+DbK0QKUiqrUGujDRjJFPg0wmUA7SW2OiGSOfBplJoFwmYpCZZox82mM2gXKhsjFmmjHyaY+pBMpH5ewx1YyRT3PMJdA4obe3b9IsaMZcM0Y+rTGZQHe+LswY080Y+TTFfAItgoDOhq0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ergACBdXYmjFbvV0BBAqqsTVjtnq7AggUVGNrxmz1dgUQKKjG1ozZ6u0KIFBQja0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ergACBdXYmjFbvV0BBAqqsTVjtnq7AggUVGNrxmz1dgUQKKjG1ozZ6u0KIFBQja0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ergACBdXYmjFbvV0BBAqqsTVjtnq7AggUVGNrxmz1dgUQKKjG1ozZ6u0KIFBQja0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ergACBdXYmjFbvV0BBAqqsTVjtnq7AggUVGNrxmz1dgUQKKjG1ozZ6u0KIFBQja0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ergACBdXYmjFbvV0BBAqqsTVjtnq7AggUVGNrxmz1dgUQKKjG1ozZ6u0KIFBQja0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ergAChSFsb87X69EaLdjqrWbG5VN1BAioErbtYkJtzZit3ipmYD5VR4CA6uAbzNOE2poxW73Vy8h8qo4AAVWBE0sE6mKrt2oZmk/VESCgKnCn4WRKbM2Yrd6qZWg+VUeAgKoAgSaw1Vu1INAUBFQFCDSBrd6qBYGmIKAqQKAJbPVWLQg0BQFVAQJNYKu3akGgKQioChBoAlu9VQsCTUFAVcBlTAls9VYtXMaUgoDqQLhQ+f9b//4nnCBbM2art3qR8yl9MgmBwgiij8q9/RkZ1NaM2eqtYqR8igZFoDCElD//BVNka8Zs9VYzcT6DG98Hqtdcu8CaEFCd/PyJQEEf6YOiCBQU8PNnOEe2ZsxWb+chfVoegYICHH8iUFAHAn1DQHXi+BOBgjoQ6BsCqhLXnwgU1IFA3xBQjXj+RKCgDgT6hoAq5Hf+fdse/7Ol47o6tno7D3/zsknXgiJQGMz3/efbn0+D/h61NWO2ejsPf85EoARUId/3n/vHnwgUtPGUJgIloOr4F+6/I1BQyMubn6AiUNBBwp8IFHTx0ec7qu4D1auqXWBNCKgqvv58OLQOqGZs9XYCnN32b1YRKIwljGTkTwQKA3GOdMb+/Nf6EJPqCBBQBZz7E4HCONxzRVFW/zU/Rq86AgR0PB8/Svp8dDjLqRlbvdWJ9811oT7/tT/JqToCBHQ4312jA38iUBhFuOse6ZNjoDCS1xR8c3m0+/5b3Qq2equSbz5T/pRWr9qA2gXWhIAO5xPQx8Pxp/uCL61uBVu9VYkr0Gc0o/ef0upVG1C7wJoQ0FF89fgOqLjnjkBN9VYTYT7flyWH+ny0z6fqCBDQQWwBaX8iUOhPmE/53eejRz5VR4CAjsE9s3noT2HLzk0diq3e6iHMZ+jPnvlUHQECOgQneZ4/49d9YdOuLR2Mrd6qIcxn+Pazaz5VR4CADsG/7kPw52eleH5szZit3qohyGd4+LNvPlVHgIAOwX+BT+y6I1BrvVWDtIPkv/3cEegfBHQIXkBTp96db1wUN7WArd6qQXqB9/fe9375VB0BAjoESaDRwU/5UKitGbPVWzVI+YzOHvXKp+oIENAhuAGNPrT5+/c7GroJm1rAVm/VIL7Av/TZP5+qI0BAe/KVpBPQ8P2nF9DPiggUOiDl8/AFvks+VUeAgHYkPsgpnoB/B9MLspvoMY0fg63eDkbKZ3yAqXs+VUeAgPbju6PjHEQK/fmOZXRwCYFCa6R8hgEdkU/VESCg3djckH0I4rkHbwOEWNqaMVu9HcpRPh8j86k6AgS0G3E+vU8UiwkVN+7a6sHY6u1Qzv05KJ+qI0BAu+Hs7ryi53yh92/36LPG7s8NAoXGRPncw/efg/KpOgIEtBtu+p63/0UCdV7c3Q3827ZmzFZvhxLmc9/D45+D8qk6AgS0G7+A/iXR/Umu7wu6t2skHmIyNmO2ejuUIJ/+/vs+MJ9tI+AfivCvab20eeX2QAo/oL+vVdycgIZbbMENcTXVkM9ZCAXqvf/cB+azZQSko7kEVCdeQAN/ygENdpn8YqaAfM5DINDo/PuwfDaMwBb3gIBqxdnzifyZCOge53OqGSOfE+Hmc3N/cXN0PhsL1P27E9ChCHnyH90T/ny96l+so157W0M+dXE1nw/v+PzofLaLgJRLAjoOaY9Gelw+/rmeQMmnLi7m8/vNdUry2VSg0W0COoxzSYj+fAf06kxMNGPkUxUX8/n75mQl+ewj0M8dAjoK70Bfep0teH3/7jetLVDyOZqL+Yz8OTyfnQT6O4Rxr4i6TTLMlVORkj+Pd6sOq1EO+dTEpXw+Yn8Oz2cvge4EdCjnARXff97M50wzRj41cSmfxf6cW6AbAR3HvYB6sbwzCxPNGPnUxJV8Br8cpyOfXc7Cf+4T0GFcEmiQz4wTKxPNGPnUxIV8hi/vOvLZMAJhz87ebG8C7VpnjDuv8AWTMNOMkU9FnOcz9qeKfLYVaPQaT0AHEQRUGN8a/pxNoORTC6f5rOLPuQQa7STFC04LqNoeyzgjv7k/e/B9NPRnbjU1GtsJ8qmHs3xG/sytpkZjvRJrF+iXHhZPQEfhydK5/fkrn0C6X0uFpvaDfKrhOJ+J458ZtVRoql9i7QJrQkArIu72/ASq9RVeM7Z625ijfAr777mVVGmrW2LtAmtCQGvyjZ4zrN88VtmBtzZjtnrbmnQ+a73/nFigeX0moE1wX+A//nw4Ca1S9FyQT0WE+axzdCkouhYI1B7fYXX8+XASWqPoySCfigjy+QgvD6lRdDUQqD3cQ/Qff/6ltDCd+7wzRj4V4ecz8GedouuBQO3xC+j7Aqbw9xHKi54N8qkIL58P7+iSvnwiUHsEAo1+H7ZC0bNBPhXh5vPhH13Sl08Eagovhd/jn64/tQW0D+RTB2E+H+7RJZX5RKCW8GMo+lNbQPtAPlUQ5jMKp758IlBDbL+doy9ORF+PFNZQ3MghkE8NhPkUDi6pyycCtYMzCZI/dQa0D+RTAWE+pYNL6vKpOgIEtCrucPonkL4B1XeZiGZs9bY5QT6lg0v68qk6AgS0Kn5A49f43DdiiSrWx1Zvm+Pl8xH5U2c+VUeAgNbgm79IoMIx+uK6CguYClu9bYWcT+n8kcZ8qo4AAa2AHL82/jQ2Y7Z62wg5n238iUDhLt/UOfkT9t+r1VapoCmw1ds2yPmse3GdW1ulgn4l1i6wJgS0GCd7vkCDY0zVqqtU0BTY6m0T5HxKxz8rVVepoF+JtQusCQEtJtht/96o+gFOubr1sdXbJoj5bHBsSaiuUom1C6wJAS0mPO75udHk/ae1GbPV2yaI+Wz1/hOBgowbND908aVL3+Of4U8c1mlIjVJmwVZvC7iXT/n8kdJ8qo4AAb2GG7IgcMHFyU5G4x+JrdKSCoVMg63e5nMvn89YCv5Umk/VESCgl3Bezt2X9uijb+/Pcrj+dL6ltkpCbc2Yrd5mcy+fr1zGXyCiNJ+qI0BAr+Aka/Nu//53lnz2keKv+dYZUM3Y6m0u9/L5zqX/BnQPV81vS3kZQYm1C6wJAb1ClEH3tpDY4A3ob5sKw21rxmz1Npdb+RR+v1h3PlVHgIBe4TCg3v7T+0/4/lN1QDVjq7e53Mln7E/t+VQdAQJ6heOAxkftf/4MfqdLZUA1Y6u3udzI56E/deZTdQQI6BVOAupcNxKcQAp/51BlQDVjq7e5XM/nsT915lN1BAjoFYJX8nC596B3AileqVZbjGCrt7lczmfoz3ilWm2piOoIENAr/E4OJfd4Nk+gn5wGK+kMqGZs9TaXq/mM3n8GK+nMp+oIENArfPbO909KP4v9NfboBJL70F5ntG3NmK3e5nIxn8L5932CfKqOAAG9xDdu7ku8l7xvZh+hQKOz9KVNKS9jHmz1NptL+RSOf/rrKc2n6ggQ0Gu4mYt3lfZfeP0r6OONK7SkQiHTYKu3+VzIp3T+KN64QksqFOKXWLvAmhDQiwQ7PUHcvgINTiAJG5c3pEYps2CrtwWc5lM8/ilsXN6QGqV4JdYusCYE9CqHx9o/An3IAm3VjvWx1dsSTvIpH/9s3I5KJdYusCYE9CpXBOr6c56AasZWb0s4zmfq+GfbdlQqsXaBNSGgF5APecZrPOITSC0a06hgldjqbSbn+Uwf/2zQmOol1i6wJgT0nDhzskBdfyLQOtjqbR7n+RQ/f9SsNdVLrF1gTQjoKe6R+c8SYR3fny2b065sfdjqbRbn+ex2/FOqvEKJtQusCQE9w4llfH2ds9ajwwmkV00NC1eHrd7mcJ7Pfsc/X7VXL7F2gTUhoGd4VyMn8+f7c66AasZWb3M4zecj9udc+VQdAQJ6hv95OCl+3/33368g9WmPAWz1NoezfEo/zTVXPlVHgICecXh5yHvp9yeM/U8gNW/P+tjqbQ4n+ZR+HHayfKqOAAE944pAfz8B3/b4Z7oNq2Krtzkc5/OXzB7ylNtQXGLtAmtCQM+4IFA/pR3bsz62epvDYT4Ff86XT9URIKBnnAs0SGnH9qyPrd7mcJRPyZ/z5VN1BAjoGU7kxMuXtjClzdvTuAJV2OptDgf5FP05Xz5VR8ByQC8m6rvG5r/Yf3BTeq/kzFa3KFUrtnrrU5jPh+DPeyVntrp6ibULrInhgF5+TZZWlP25pTeo2OwGharFVm89CvMp+XPOfKqOgN2Ayi/cqVVjf77/Csc/b5Scga0Zs9Vbl8J8iv6cM5+qI2A2oE547o/Ba2Pn/acr0KKSr9Rdv0y92OqtQ2E+ZX/OmU/VETAcUPn2jY1jf27FJV+t2wq2eutQls+EP+fMp+oIENC9QKDiBaDTBVQztnrrUJSiw9Pv0+VTdQQI6J4vUPkC0OkCqhlbvXUoSdHB28/Cki+AQG1QKFDh+Oe0AdWMrd46FKQo4c9p86k6AgR0zxVolNMaJV+pu3qRirHVW4f8FD2/OkTy57T5VB0BAroXCnT+gGrGVm8dslP0+vI6wZ/T5lN1BAwHtOwypvACere4yS4T0Yyt3jrkpuj97cnR+aOJ86k6AmYDWnY5sfcNys8C3EKKSr5Qdf0y9WKrty55KRJ/Pm7yfKqOgN2A7tG+zZ0NHX++01qj5Gu1NyhULbZ665GTooQ/586n6ggYDuiem6It+Ab6f1EhDfNpbMZs9danlT9ny6fqCFgOaC6hP1t/B31Ye9fqBmOrt4XI/uzcCAQKJwz1p7EZs9XbMlLHP/uCQOEA5/jnx58ItCG2elvEJ46JDyD1AoHCAcP9aWzGbPW2iIQ/EWhTCOg9fgLdxvjT2IzZ6m0Joj8HtAOBwgHD/Wlsxmz1toDUBfTdQaBwwHB/GpsxW73NR8cJpCcIFBKMP4H0akX/Osdhq7fZKDmB9ASBQgIV/jQ2Y7Z6m42SE0hPECgkGH8C6dWKEbWOwlZvc/n4U/gFzu4gUEigwp/GZsxWbzMR/YlAu0BAr6PCn8ZmzFZvM1FzBv4JAgUBHSeQXi0ZU+8YbPU2D/kNKALtAgG9hv+tY1MAACAASURBVBp/GpsxW73NQ/DnwNYgUHuEsRNiqOME0qslo2oega3eJjjJJwIdCAGNv19WyqEafxqbMVu9lTnJ50PPGfhX66qXWLvAmhDQ6BcOwvuv21r8aWzGbPVW5CyffweVdJyBf7Wqeom1C6wJAfV2jYT7Lx4IdAi2eitxls/ox2ERaE8IqL+jHt/3TiBt22h/GpsxW72VOMln5M/+LfRBoMa4ItCfP7fR/jQ2Y7Z6K3GczwcCHcv4AR/NBYF6KR3sT2MzZqu3Eof5jP05fLwQqDGOBbpt4at8/xb6jG9BT2z1VuKKQJUc/ny1CYHa4lSgwat8/xb6jG9BT2z1VuIon9IJpP4t9EGgxjgTqOvP/q2L0dGKXtjqrcS5QPXI8wkCNcbxZSL++88hDQzQ0Ype2OqtxEE+1Z1AeoJArXF4obKu459PdLSiF7Z6K5LMp74TSE8QqDnCADqJVHb884mOVvTCVm9lUvlEoArQMeiDCfMXCXTtgGrGVm8TyPlUeAb+CQKFN35GR7fmg56W9MBWb28R+HN0cz4gUHjjv8aPbs0HPS3pga3e3iF8Azq6PR8QKLxBoOOx1dsbqDwD/wSBgn8F/fIB1Yyt3l7l7/vrEKgG9Ay8KgJ/jm6Oi67WtMZWby/y/gZlfS/uTxAoIFA12OrtNf59Bart3ecTBAp/AtV4Bv6Jrta0xlZvL/EPgSpC1+CrwfXn6O+vC7A1Y7Z6e4mfQNUd/3wysUBzRlLX4KvAPYH0UPANygHzzhj5rEHoz9HtCbEsUI0vaP0R/PlPHpMh4zXv9JDPCgg78MkxWSSf0whU3yURQxD8+U8ckzHjNe/skM8KCDvwqTFZJZ/tmr/J3CvCLS24YRPBn/+kMRk0XhNNDvmsTuzP13isnM9JBLq5N2u2cib+xs/5CqbPG1BhTEaN10STQz5rI59A2tbOZ8PW1w2otNQYsj/FhI4ar5nmhnxW5itQfzTXzmfLxnt5zHmrTkA9ZH8uHtCGkM+qSDvwT9bOZ9PGuy/pBLQYyZ8ItADyWZHkFaBr57Nx491hJKAFuLvvvj8XD2hbyGclvoGMv0Jk7Xy2bvx3HAloEYE/fzvwqwe0MeSzDpI/EWiVCr4n4whoAWl/Lh7Q1pDPKkj+RKCVqtheQ1gWUDGrNtjC/XfnAiY5n8PGa8bJIZ+F/ALpHQA9OAm/UD57tN4dzpPVQtwHgxt2SPnz3+eJL4zJoPGacnLIZxmCP3+xXD2ffVofpO1opURAd2mZEbbgF4x//jwYkzHjNenskM8SHIH+xiA1Tr+N1shnp+bnjRQB/SPHn78B69zUrtVVg3wWEPvzfVDZQj57tb9KQF8KqdiqOZD9ObpVItPODvnMJ/Dn6OYcMa9AswgC+pbIuPYMYNsS7z9HN0zG1uyQz92JJAL1KtKwPyIF9KF6gqozlz+7CZR8KuGXSZU/IhfSR6CbT5VqsoohoOHxz123P/sIlHzq4StQfT9wKNFDoFtMhWoI6H22aP99U+7PHgIln1p4j/7j8buCaXSTzmgv0DCSlSJKQDOI/bkp92d7gZJPPXz86e4hKae5QKVBqDEyBDSD2J/qfkQupPVTiHwqQthDGt2kM1oLNDUExUNDQDOQXt11+7O1QMmnJgJ/jm7OFRoL9KD4wpoJaAaTvbo/adtK8qkKR6B287kl7xyteL8aAnqfYP99dHOu0FigmY9dKJl83sf35xT9nvZC+vKA7h+h1GmQdn7fHhL8QIJu5mhlDPm8iXcCyXI+Eag+3GNL0Q8k6GaOVsaQzxt8E8khpm4CzcNuQEN/jm7SVeZpaQ3s5jN8Azq6SVfpItDo0tDadV7GbECj95+jm3SVHi3Vm8+/C8oHtaUjsT8N51MSaHhpU+06L2NVoHMe/3zSRaBa8/n6SOOgtnQk9qfhfIoCDT7pUbvOyxgUqHD8c3ST7tBHoErzqf1jYjWIjn/OddVBvy8TiW8OwKZAZ333+aTbl4nENwdgWKDOa/zoJt2h00mkz/N29PPXpECnPPv+oU9rlebTkEDdfaTRTbpDt7PwOp69FgUa+dN4QFP1aBgcswL1jjGNbtId+l3GpCGf1gTqRnNDoCcVKRgbYwL9JvL9C5wco98RqCYmP/75BIEaEKjzDfSjm3QXduHXFujUxz+fsAu/vkA/P4E0fPgz4CTS0gL1/fm3bLKnJCeRZpqtm/gCnU6eT7iMaVWBCsc/n4tne05yGdNEk3WH3yH57xvQ0U3KgQvpFxaocPxT+08gRXAh/USTdYfYnwj0VeJpJXoCWiDQo0NmW8BhAacrSpUdbfhdKBz//PyG8RYWktPNLvBRzjyBTpDPN59I/o6hvDcwmk9JoOerdKKaQI+m9lLwpHymJiN6/GjD76Ijfz7vZNXcnS4CPbnfj2oCnSCfb7w3oO4GVvOp+o14LYF+Z0yYuuei97/vjWQBblzEFaXK3I3DVnxqfgT+3H9Z/fepdr9dc3/m3LHLpZZA9ecz9KdfgeV8qg58JYF6gRAe+6bk9bgc4vffT8rkFaXKvI2DVqT8+Ve4cwB0c2J5veYBINAMgerPZyjQzVvddD6vHFGpXedlqgk0WeTupjKZUDdY0u3DylIb/5bF/nw+7J1Ayqp5AJ3q1ZnPfIEmi9SRz8ifr+2CkmzmM/FSoTKgKwpUev/595B/At5uQMVKdOZzRYFK7z+/j8XNvFXzABDoggIV9t9/J5B2eWM7ARUr0ZnP1QX6D4EKJUqVDMykhwmBRrvvz8cCfxoOqFSH0nwuLlDvojoE+ilRqkRJPk0INPanI9CombdqHkAngbav5BImBeo8FjfzVs0DQKArCVTefX/+C/1pOKBSHUrzuZpAxR34x28dBLpbEej2uyk89v6XzOe3AOeYWyolcWXexl4r5PefP3+6JW1WLxOR6lCaz9UuYzrzJ/ncbQh0d5Ihhu+T0N3JgViA8zaxwoXKsj83/xNIv2r32zX3B4EudCG9G8pHkEmvAsv5PHmpGEstgTpROHosvY6wUmJFqbLUhrI/o08gfZ8S92vuTpeateYzW6Ba8/nD8aezDvmUBaomodUEuh9N3KXYXc+nUFliw030Z/gJpM8GWTX3pk/VSvOZL1Cl+YwyGa5DPif8JNIa32f3HFfh8s99wq+wc+kUFp35nHniQvwRfkwdSoduu/AqA7rSF4LG/nz3de6o9tqFV5nPl2aWyeeC/kSgCwnUPQD6W/5v7qyaFuifQZfJp+PPx9SZdOl1Fl7HIaalBeqdQPotn9ufvc7Ck8/WeP58TJ1Jl14CrV1LJgsH1D8B/1s+tz9tX8a0Uj59gT5mzqQLAl0hoJv4+3Ev5vYnAl0kn4E/V+jVHwh0han0TyAFD07tTwS6SD4X9We3k0i1a8lk2YDKxz8XoNNJpA6VXGHZfEb+nL9TL2x/EmmZgCaOfy6A6U8iLZPPZf1p/JNIqwQ0dQJpAUx/EmmVfC67A9/xMiaP2nVeZr2Auq/qo0e3Bb0uYyKfbQhGdjV/ItDZp3NLXUC/CAh0+nzGAh3dqIog0Inn03tRX/AE0hMEOns+l34D2u3LRJSwXkAfnj9VD34WC3bpgPXyubg/EejMExr7U/XgZ7Fglw5YLp8I9H6JtQusyToB9Xffw2+wW4cFu3TAavlc3p+tBXpU+ohnxloBffj+HN2kJrTtFvlsheDPiXuTprVA08UPecKvFdDVj38+aSxQ8tkII29Am+/Cp57Xg57vSwV0+d33J427RT4bYcSf7Y+BSs/scU/3lQIa+hOB5pVPPluQ8ueUnTmg/Umk8Nk99Nm+UkDX331/0rxr5LMJ0fHPvx8nmbMvR/Q4Cy8cDqld6VXWCKj7ih4P6Nzf/xnSISvkszLSgP5b6OedXLp9G5OGeK4U0OTxz8m/gT6k17cxac3njNYRBLrOjyAFdLsOVEE694UE6h4A9R6b/CeQInoFRmk+p5zM+PVonV/hDOFC+skEurn778L1n6sldeHDuwJhb+ebTPl4yGqp/IFAJxTowfWfyyUVgc41m6JAJ/9p7SMQ6HwCdf0ZPLpeUBHoXNMpHU5e2J/WBTrXpRX+7rvw/Z8LJhWBzjOd8u77wgdAd+sCfV1aMZVAH/7+u/f4gv5EoBPNpyzQpf056AuVhz0rROPMJNDAn2ufQHoy5AuVteRzBYGu7c9hAtXxUbnpBBroc/ETSE8GCVRHPhcQ6AOB3i1RqkRLQucV6N+QRf4MP4G0XlCHCVRDPicSqDyG2+r+7PlJpN9N+SscejC1QA9335c8ALr3/CTS76aafM4t0H1f/v1nR4EGtwcldE6B+u8+5a+vW9Sf3QQa3NaRz0kEmnj3+XeV4KKx/NJrFz66pyKgEwk09uf6J5CedNqFj+6pyOfkAjXgTwQ6iUCPd9/X9ScCnWBW5d13CzvwCHQSgUbvP4M11g0qAtU/rQmBfv2pvgMFINAJrqQ/O/657AHQHYHOMK0pgS4cyy/dLmMK76gI6GQCld99Lu3PbpcxhXdU5HNOgb6XWtiB73kZk39TFEF75hPoth18efKblYPa7TIm/6aOfE5wjCl1/NOIP3t9Fj4c4EH5nFOgh2ff97X92emz8ErzuYJAxzavOZ0EugfjqySgUwj0+PKlfZb9vEw65URnPicW6AOB5paYrMl59g/6qPFkAv0bsOPLl54sHdRuSdGYT+UCTb773H8CHdi8LvQTqAqmE+jJ5Ut/LB3UUSobwzIC/cvswrH8gkBVC/Tgy5MdVg4qAp1GoM4j79QOa1k/EKhmgfrvP0c3Zwi2ur2IQB8ItKDEZE0KLDCPQN3DnwfHP5dnzDHQUcwj0JPjn1b8Oeos/CgmEujv00dHxz+XZ8xZ+FEsIVBL/hx1Hego5hCo++bz4PIlE4y5DnQU8pccKMynxPtRU/7s+EmkLbg1BP0C3bx9d9efCLRhJTrzqVCgCXn+hs2WP/sJVLzdnSkE+hD8ObpZw+glUPF2d6K6HwrzefDu05w/x30b0xhmEKjkTwTatg6l+fz4aEhbZC4KdGAL+4JAFQk02n03fvzzCQLVo6PT3Xd7/kSgWgSKPGUQqA4fXZDnbtCfxgW6qxKorE8E2qEOrfmcTKDWDoDu5gW6//lz9IQfvPtEoAhURz4vCNSgP42fhVcQ0FieoT8RaIdKyGeCE3m6+bToT+PXgeoIaKhPdt8djF8HqiGfl959GvXndJ9E+mydWZKqgG7iu09OHnlM9kmk9fJ5SZ67VX9O9ll4/41CRmFqAnomz+O+rfz9dQFTfRZ+tXxeF+irnYZy+aGXQL9TUlT0p4DsuKsKaPau+9LfoBzQ7Y04+fQbcl2e33ZayuWHfgKtUbSTT2/BjRKCBU0Celjeo/Dd5+I/4REy05GMWfJ52ohzpGaayuWHmQQa5fP+KdPmAXW+wzOoWJSmKM+Tp90/U0GdSKBT5DMRsSvSPBGorVx+mEyg3t/w9qUiggU1Axor8p21pDdFfZ7U8s9WUOcSqPc3vH2piGBB7Xy+EhrnLd+dn1Yay+WHxgK9PgdXStYf0DNVnunzvBJrOW0rUGv5jH8j+x5ywYb9iUCrBrRInrcEWqfFE4BA27zAVxaoVX8i0JoBLdPnpTrM5RSBNnqBryTP3fIB0J1joLUC+kxYgT6vVmMvpxwDrZbPkws/suS5G/fnVAIVEnr37ULLgPqpvPKe87ZADe4oTSRQ5fkUI1kuUNv+nE6gn+tEfktulhAsqC9QJ3bXYnq9EoP+nE2g+vP5uLsnf1juqxCDufwwlUC/H/X4BfWw/RfiUC+gd/eKbspzt+nPqQTaJJ//qvyo3OYF9LJBz4o178/JBCpE7t7a7QSa5c9bY2XSn3MJtEE+K0158AJ/dUf+oMTf1iZz+WEygYaZu795sGCgQG/WYNOfkwm0fj4rTXqUz4fIbXki0MkEursZzdk2WPCoYFAnj9+W1ZGmg1F/zibQvXY+K8y6K0wvn7JED0oS1zcazDcTCrSEuLt1BOrG011eR567XX9OKNASmgnUCaizXDbo79mQeBx//jAv0H/lP4qUEmhNzMYUgdYQaCqfVwx5yZ8Gk/liWoHmmSra6G/yiwXq5rNJ/+2mdFaBVspnY4EWK9S6PxHoy6CFTXH92aL/hlOKQCsI9OQFPs+dzy3N+xOB1hDoN59FxRxgOKbGBVrj27N/L/Bna96S544/dwRaUaCtDn/uxr6D3geBlgv01gv8FXH6jbMZzDcItFyg33y2FWirwnWDQGsJ9NWiC8WlhdmgcbODQGsJtNkJ+Cd2Y4pAawr0s89dK03m/YlA5xCoXWYdVEUC/e4h/XMpKhI+INAygSauUYZazDqoSgT6u4g+8CcSrQMCrSTQSZ/n6kGgpQL9HM6M/YlBy5lWoHk0EOgDgbZkVoHm0U6gwvtPDFoBBFpHoLae5x2xNbDtBOoqE4HWA4EiUNXYGtgGAn14AvVKvVUwshVBoAhUNbYGtplAI1/eKpe3q0kQaKFAb33KA25ja2AbCzSnBI6YHoJAqwiUS5haYWtgNQhUPtuEQGUQKAJVja2BrS9Q9xDopS0O/IlAYxAoAlWNrYFtJdC/q+ivbYE/b4FAywTa/otEjGNrYNsJ9PIwos9bINAaAi1rFByAQMvkdT+gyPMOCFSlQMnsBwRaJLBHRkCR5w0QqEaBEtwv1gV64/SPBHtIjUGgRQLNeYE/h1f+HwgUgWoGgeYLtNU3MbHr5GBeoI+SfG4ItDEIVJ1AOfbkgkCzDeh8lR20AoFqEyj+9ECg5QI1NYSdQaAlAn3UDyj+9EGgCFQz1gW6VxBozTHEnwEIFIFqxrxA/47RqxEo/gxBoAUCbbCHBD4ItDyg9cYQf0YgUEX5hAgEqiegfPZDwNazX3U+QQCBFgT0UTWg+FPC1rMfgc6GcYEWZazuV9nhTxFbz/66+USg7UGgOgTKdzcksPXsb5FPBNoSBFqQsYLdqwD8mcLWs19rPiEFAi240qNaQNFnEgSKQDVjXqAF1xo/agUUf6ZBoKUCJVctQaClAi1vFP48AIEWCpRkNQWBqhFoeUErgkCzBfrzJ9lqBgLVItDycpYEgSJQzSDQ8QLdiXgaBFqWTwTaFgSaHdBq55DgAOsCLX2BR6BtQaCFAq3TLkiBQIsEyvH1xhgX6F7wRhKB9sC2QPe/mOUZkDegPUCgWSLc+LLaTiDQnAuRvvlEoI1BoAhUNQg0R4IItBcINFegBadH4ToIFIFqBoGWCdTW83sAtga4tkA5h9QaBPq8CrOXQEnzbRBopkB5A9oFBPoXsQ4C5RvrsjAv0B2Basa8QP+1Eui/JPebbRgEikA1g0DfAr1n0FOBpvVJnm+BQAsESuCag0AzBfo4FCj+rAUCLRZopbaBBAItEmjq95DwZy0QKALVDALNEujZxU/YsxYINE+DHALtAwJtIlDJoHfbCk8QKALVDAJtI1CoBALNFyiv3O1BoB+D3iwJgfYBgeb9YgFvQPtgXqCZF4Ii0E4gUASqGQSatw//QKB9QKAIVDMItESgtZoFSRAoAtUMAkWgqkGgWQLlJHwnECgCVQ0CRaCaQaAIVDUItFCgVdoFKRAoAlUNAv0k9FZBj49B67QLUiDQr0BTn2uX4CR8LxDo9k7onXzyAt8LBFogUK+QGs2DCASKQDWDQL8CvfPzHEE+OdjUDASaI1D2kHqBQCsIlLOd7UCg+QKt2DBIgEARqGoQKALVDAK9LdDt93seXhEVmwlfEOi23RNonE9oBwItF+g/BNoOBPp/2v4CikA1gkB/Ar0YuO33g0huCTWbCV8Q6Nnvb8XrI9B+INB8gW4ItD0I9MJPaIfrI9BuINBigbIH3xIEmiHQBwLtBQLdfwK9WoYk0IqNBAcEut88qX5XuFACAv0z4J2EItCe2LIAAp0NBPrHnU9uBAf12YNvii0LHAo08wUeWoJAX2QIdHMFWquBEGDLAscv8FfLQKD9QKAvEKhSbFmgjkDvXfYEJSDQFwhUKbYsUFOgt769CTJBoC9uHWXy1kWgTbFlgRoC5ZPwPUGgb26EzpMt55DagkCf3Hp9R6AdQaBvbgv0fQd/tgWB/oFAlYJA38tvHDdCoB1BoH/Lv/G8mE8y2QkE+l6OQHWCQP+W3xQooewFAn0vv3HpBwLtCAL9W/649QJPKLuBQN/Lr198zDmkniDQ13IEqhME+l5+V6DvO0S1MQj0tRyB6gSBvpdf+wqwxLfRV24l/ECgr+WP96mhK/lkt6gfCPS9/NqX0CLQ3iDQ1/LHpVNDrkAbNA8iEOh7OQLVCQJ9Lf8K9DBsCLQ3CPS9/LsPf7I9v4fUFwT6Wr5dFyh78B1BoO/lXzWebC/9HlLlRoIDAn0tvy3QFs2DCAT6Xu68tzwYk/hsPVFtCwJ9Lf8J9N9ZPhFoRxCo89gVgd644B4qYGugj3r7NSgCVcS8At2ufa4t3Ehc/Je3OwLluxZ7Me1A18znH85b0KNKOQTaldkE+knl9ub25tLSV+CuvLu89ZE6qMBkA90kn+/Hfm9BD7Y/XwdqMpdAv6nctryEHgj035VPI936UgeowFQD3Sif78ce55fII9DeTCXQXyqd1/mbJUhLA4EeXAuKQHsz00C3yuf7sQuXgv724CcatqmZTaDvP59mVxbo6bWgV64VhZpMJtD3n7r5/Dx24S0op5A6M5NApVjeTOhFgYrvHK5+WglqMpFAm+Xz89jvLWgqn5xC6g0C3V2BHp0kQqAjQKBOUYfXgroCvVMnlIBAd0+gB5cpXTlGCrVBoE5Rj8fBpUy8AR0BAt0lgUpn4q+cpYfaTDTY7QXqvAWNJckb0BEg0N39RhD/MOgWbMunkPoz0WA3Fujf465B/4X5RKD9QaC7LNBYonwKaQQTDXYngboG9fPJHnx/ZhJo48uYPkU/fIX+tuVTSAOYabDbXsb0ejwyqFs7F9F3ZzaB3rpQeROQ1vMFGhj0VxoX0Q9gpsFulU9vi9CgzmN8Cqk/Uwl0/4bsWuAyBRq+B309ITYEOoKpBrtRPr0tXil0d+I/+fwIdKohm525BPrbO7qWN2F7aWkoUEGhm3e3sBdwnbkGu00+/fIfrkJd976Xks+eTCZQt54ck10VaGhQ505pu+EW09qgYj6DQh8/hT5CgfIx487MK9AszgT6WieUqHdmvl9jYZ9YoFlc6a20f4RAR4FA96RAvaDGJ5WgB7YG/JpADw8xtW8kOEwr0LwjPfcEGhvUq5UL7jowq0Br5jMqmUNMakCg+4FAQ4V6h7W4ZLkHCFQoObmDhEB7g0B36cfdBYOG51X5zEcXEGiidA4xqQCB7ikX+gbdEOgQZjVCW4G+azg+xAQdQKD7iUA3358ItC+zGqGLQA8PMUEPEOj+cWEow03G3yijDXCHWY3QSaDpQ0zQBQT6JPklNgl5Hm0CVZnVCO0F+q7F3UPKqBHKQKBPrghU3CSjCXCLWa3QT6C88xwJAv0DgWplVjMgUBtMK9A8kt29K1D24DthywwIdDYQ6JubNsSfnbBlBlu9XQEEmgcC7YQtpdjq7Qog0DwQaCdsKcVWb1cAgWbBIdBe2FKKrd6uAALNAn/2wpZSbPV2BRBoFgi0F7aUYqu3K4BAs0CgvbClFFu9XQEEmgOHQLthSym2ersCCDQH/NkNW0qx1dsVQKA5INBu2FKKrd6uAALNgD34fthSiq3ergACzQB/9sOWUmz1dgUQ6H14A9oRW0qx1dsVQKD3wZ8dsaUUW71dAQR6HwTaEVtKsdXbFUCg90GgHbGlFFu9XQEEeh/82RFbSrHV2xVAoDGnesSf/bClFFu9XQEEGsEbTE3YUoqt3q4AAo3gEKcmbCnFVm9XAIFGcJmnJmwpxVZvVwCBRvzDoIqwpRRbvV0BBBqDQRVhSym2ersCCFQAg+rBllJs9XYFEKjEPxSqBVtKsdXbFUCgEv8wqBZsKcVWb1cAgcpgUCXYUoqt3q4AAk3Am1Ad2FKKrd6uAAJNgUFVYEsptnq7Agg0DQpVgC2l2OrtCiDQA/79w6GjsaUUW71dAQR6BAYdji2l2OrtCiDQYzDoYGwpxVZvVwCBnoBAx2JLKbZ6uwII9BQEOhJbSrHV2xVAoBfAn+OwpRRbvV0BBAqqsTVjtnq7AggUVGNrxmz1dgUQKKjG1ozZ6u0KIFBQja0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ergACBdXYmjFbvV0BBAqqsTVjtnq7AggUVGNrxmz1dgUQKKjG1ozZ6u0KIFBQja0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ergACBdXYmjFbvV0BBAqqsTVjtnq7AggUVGNrxmz1dgUQKKjG1ozZ6u0KIFBQja0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ergACBdXYmjFbvV0BBAqqsTVjtnq7AggUVGNrxmz1dgUQKKjG1ozZ6u0KIFBQja0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ergACBdXYmjFbvV0BBAqqsTVjtnq7AggUVGNrxmz1dgUQKKjG1ozZ6u0KIFBQja0Zs9XbFUCgoBpbM2artyuAQEE1tmbMVm9XAIGCamzNmK3ersB8At1+5Gxcv0HQkulmjHyaYjaBbgG3N2/SKmjGZDNGPo0xl0DDeN5OKAGdjalmjHyaYyqBhom8n1ACOhszzRj5tMdsAj1dclZCvdZAD2aaMfJpj5kEKrye332JJ6CzMdGMkU+DTCbQS8sOi6jWGujCRDNGPg2CQEE1E80Y+TQIAgXVTDRj5NMgCBRUM9GMkU+DTCZQDtJbY6IZI58GmUmgXCZikJlmjHzaYzaBcqGyMWaaMfJpj6kEykfl7DHVjJFPc8wl0Diht7dv0ixoxlwzRj6tMZlAd74uzBjTzRj5NMV8Ai2CgM6Gr0lDrwAACX1JREFUrRmz1dsVQKCgGlszZqu3K4BAQTW2ZsxWb1cAgYJqbM2Yrd6uAAIF1diaMVu9XYGlBSpclqeodXCFlWeMfM4PAgXVrDxj5HN+ZhKolLebkSOgszHRjJFPgyBQUM1EM0Y+DTKTQBMJvVdCq7ZBG2aaMfJpj6kEevvbwYQC6jQEejHVjJFPc8wl0OKEEtDZmGvGyKc1JhNoaUIJ6GxMNmPk0xgIFFQz2YyRT2PMJtDChBLQ2ZhtxsinLaYTaFmLCehsTDdj5NMU8wm0CLG728m/9AMnj7kVHBZwpSXRCvuebkVUu7A8uaIqbCmFfAoPpO6rAIES0NR9FSBQ8plaQQMIlICm7qsAgZLP1AoaQKAENHVfBQiUfKZW0MC0As0720lAhQdS91Uwq0DJ576nWxHVLiy3mk8ESkArgkDJZ2oFDSBQApq6rwIESj5TK2gAgRLQ1H0VIFDymVpBAwiUgKbuqwCBks/UChpAoAQ0dV8FCJR8plbQAAIloKn7KkCg5DO1ggYQKAFN3VcBAiWfqRU0YE6gMBvVo9OFvIaPHmu4T/Xk1C6wJqMHG+4zOjM9GT3WcJ/qGahdYEuqd19/gRM00ZY0j9A/tOSzNlOFX//YElDL6B9a8lmbqcKvf2wJqGX0Dy35rM1U4dc/tgTUMvqHlnzWZqrw6x9bAmoZ/UNLPmszVfj1jy0BtYz+oSWftZkq/PrHloBaRv/Qks/aTBV+/WNLQC2jf2jJZ22mCr/+sSWgltE/tOSzNlOFX//YElDL6B9a8lmbqcKvf2wJqGX0Dy35rM1U4dc/tgTUMvqHlnzWZqrw6x9bAmoZ/UNLPmszVfj1jy0BtYz+oSWftZkq/PrHloBaRv/Qks/aTBV+/WNLQC2jf2jJZ22mCr/+sSWgltE/tOSzNlOFX//YElDL6B9a8lmbqcKvf2wJqGX0Dy35rA3hBwDIBIECAGSCQAEAMkGgAACZIFAAgEwQKABAJggUACATBAoAkAkCBQDIBIECAGSCQAEAMkGgAACZIFAAgEwQKABAJggUACATBAoAkAkCBQDIBIECAGSCQAEAMkGgAACZIFAAgEwQKABAJggUACATBAoAkAkCBQDIBIECAGSCQAEAMplIoNsflYrZ4kXF5VYsMCqgsMSafT4rp9I8TQf5tJjPaYK+falUzBYvKiy4WoFRAYUlVu3zFj8T64/mfJBPm/mcJeZOsMpfOb1y6pQspqk4T+8CCkus2mdvk1ajOR/k02g+J0n5t8MVAhrfKC85nKKSAqM2FpboNa20iV7y4nJqzdNskM/8EufO5yQp90elUjFbvKig4DAFuQU6U/u+WVhivHl2gdsWBrRWyZNDPvNLnDufk4S8fkCrDulWN6DBbTUB/eskAhUgn/klzp3POULudbZWz8PJzy/ZnbfiAqNtSkuMQpNb4OtJ6L0BCcppMU8zQD4LSpw7n3NkXHdAt5oBjTdRFFB/AwT6gXzWKXHCfM6RcfUB3SsHNLHPVfieId6PySgQgcaQz5ImTp3POTLeouM1JsvZqmZAtw9VStx/5dUoEIHGkM+iJs6czzkyrjmgQUEVArr5garzHKr2lgGBxpDPoibOnM85Ml6/41VfPmsW6L8SV9mLq5t4BBpDPkuaOHU+58h49Y5XerXb42DWCKh/u16JVRKPQGPIZ5USZ8znHBmv3fGjQc4sqWJAgzsVS5wwoFNAPuuUOGE+58h45Y5HU5Zdcjxb6gJau0AEGkM+azSxToEIVKBqx92dkAqz70FAS5o6LeSzqIlVC0SgAjU7vqULI6C3ykOgH8hnUROrFohAJZzOluezYslxQIubGr//KG5ieKeoQHnj98168zQX5LOkieGdmfI5ScirdTzaulbJ340rBrTKrG/+5rMFdA7IZ3aJk+dzkpB/Xj5/N7LLaV1ycYHfzaKC8krcvKYVFxjkPVFg4WjOBvnML3HufM4S8s2hUjFODOqUXKmp8faFJdYt0N2kelOnhXwazec0KW+Qz2hMC9tXranR9oUlxpsXFOhtU7XkqSGfNvM5UcwrdFsMaJWSpXkrKizYvrDEigWellMznjNBPi3m02DQAQDqgEABADJBoAAAmSBQAIBMECgAQCYIFAAgEwQKAJAJAgUAyASBAgBkgkABADJBoAAAmSBQAIBMECgAQCYIFAAgEwQKAJAJAgUAyASBAgBkgkABADJBoAAAmSBQAIBMECgAQCYIFAAgEwQKAJAJAgUAyASBAgBkgkABADJBoAAAmSBQAIBMECgAQCYIFAAgEwQKAJAJAgUAyASBAgBkgkABADJBoAAAmSBQAIBMECgAQCYIFAAgEwQKAJAJAgUAyASBAgBkgkABADJBoAAAmSBQAIBMECgAQCYIFAAgEwQKAJAJAgUAyASBAgBkgkABADJBoAAAmSBQAIBMECgAQCYIFAAgEwTanO3J6EYAJCCfJTByzSGgoBnyWQIj1xwCCpohnyUwcq15ppOEglbIZxEMXGsIKGiGfBbBwLWGgIJmyGcRDFxjXtn0E/o+6uQs5DgUjIF8lsGoNEYI6PYjWDCkhWAZ8lkGY9KWT+rCV3M3kVFgATpBPgthSNoSB/STw8294T0C0AvyWQgj0hYxoN8bW+IhgD6Qz0IYkabE4Yte6t1UklDoCvkshQFpylFAheP3BBS6Qj5LYUCa4h6QTwc0WgmgC+SzFAakJUL4CCiogXwWw4C05GJAh7UPbEM+i2FwGuJnL8ojAYWhkM9yGJyGXA0okwAjIJ/lMDYNkQJ6dJ0dr/bQE/JZDgPSjjBu/iv6Jt7o3UawC/msACPSDjmgh581ZjqgG+SzAoxIOxIBjb+cgXzCAMhnBRiSZsR58xIaHlwintAV8lkDBmUcRBI0Qz4vwBB15pdKXtNBH+TzHgxRZ7xD84PbAhBCPu/BGPWGc5qgGfJ5C8aoN+QTNEM+b8Eg9Yd4gmbI5w0YJgCATBAoAEAmCBQAIBMECgCQCQIFAMgEgQIAZIJAAQAyQaAAAJkgUACATBAoAEAmCBQAIBMECgCQCQIFAMgEgQIAZIJAAQAyQaAAAJkgUACATBAoAEAmCBQAIBMECgCQCQIFAMgEgQIAZIJAAQAyQaAAAJkgUACATBAoAEAmCBQAIBMECgCQCQIFAMgEgQIAZIJAAQAyQaAAAJkgUACATBAoAEAmCBQAIBMECgCQCQIFAMgEgQIAZIJAAQAyQaAAAJkgUACATBAoAEAmCBQAIJP/AKd9Y1PiwROFAAAAAElFTkSuQmCC)
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)
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AoqMbXivka7QwgUFCNrxXzNdoZQKCgGl8r5mu0M4BAQTW+VszXaGcAgYJqfK2Yr9HOAAIF1fhaMV+jnQEECqrxtWK+RjsDCBRU42vFfI12BhAoqMbXivka7QwgUFCNrxXzNdoZQKCgGl8r5mu0M2BPoJe+B4WAWsPcipFPV1gT6MXvkiKg1jC2YuTTGbYEevnb+AioNUytGPl0hymBpok8n1ACag1LK0Y+/WFNoLu37LXQrhrogaUVI5/+sCRQ4fH87EM8AbWGoRUjnw4xJtBDt2020awa6IKhFSOfDplaoD1+AgruxdCKkU+HIFBQjaEVI58OmVqgUhPNqoEuGFox8ukQYwLlIL03DK0Y+XSIJYFymohDLK0Y+fSHNYFyorIzLK0Y+fSHKYHyUTl/mFox8ukOWwLNE3p6/1vKgtuwtWLk0xvGBLrydWHOMLdi5NMV9gR6CQJqDV8r5mu0M4BAQTW+VszXaGcAgYJqfK2Yr9HOAAIF1fhaMV+jnQEECqrxtWK+RjsDCBRU42vFfI12BhAoqMbXivka7QwgUFCNrxXzNdoZQKCgGl8r5mu0M4BAQTW+VszXaGcAgYJqfK2Yr9HOAAIF1fhaMV+jnQEECqrxtWK+RjsDCBRU42vFfI12BhAoqMbXivka7QwgUFCNrxXzNdoZQKCgGl8r5mu0M4BAQTW+VszXaGcAgYJqfK2Yr9HOAAIF1fhaMV+jnQEECqrxtWK+RjsDCBRU42vFfI12BhAoqMbXivka7QwgUFCNrxXzNdoZQKCgGl8r5mu0M4BAQTW+VszXaGcAgYJqfK2Yr9HOAAIF1fhaMV+jnQEECqrxtWK+RjsDCBRU42vFfI12BhAoqMbXivka7QwgUFCNrxXzNdoZQKCgGl8r5mu0M4BAQTW+VszXaGcAgYJqfK2Yr9HOAAIF1fhaMV+jnQEECqrxtWK+RjsDCBRU42vFfI12BhAoqMbXivka7QwgUFCNrxXzNdoZQKCgGl8r5mu0M4BAQTW+VszXaGcAgYJqfK2Yr9HOAAIF1fhaMV+jnQEECqrxtWK+RjsDCBRU42vFfI12BhAoqMbXivka7QwgUFCNrxXzNdoZQKCgGl8r5mu0M4BAQQfLm+zmIdUMwtdoTdEtn6ojQEC1sixyQn2tmK/RWqJfPlVHgIAq5RvMNKG+VszXaA3RMZ+qI0BAdRLEEoGCOnrmU3UECKhOwnWJ18jXivkarR165lN1BAioThDoC1+jtQMCfUNAVfI6Ov/3PysCBXVE7x8hUFDGz59PgyJQ0EX8DjwCBV28ovmHQL2N1giBOpcVgYIynrF8P/1EoK5Ga4N/+QxevSNQ0ML3ldHXn0u6RL5WzNdo1fPNZ3D8k9OYQAvfQ0s/f2Yf9fC1Yr5Gq53g2OfvRTwCBSV8Q7nhT2cr5mu0yomkyUc5/0FA9fB9WbTlT2cr5mu0ukletvNlIk8IqBZ+efy9ffT/rY//SbYbUt4gfI1WM798fv573Zpv17zn1g22hIAq4feKKHz7/Z8/H4/y5z5mx9doFRMd/vy+/S68jEegMIDvqSGBP9ePPxEoDOaXz59E/11+xROBwlC+L42+r9+flx8PBOpqtGr55XP9vH+0dnuFpDoCBFQFnxOSv28fPUJufoTXjK/RqiU8YT58B77LA7zqCBDQ0YQH54v+RKAwiPjNo/XzHlLoTwQKwwiOw/+V/YlAYQzRm0e5Onu8QlIdAQI6liU4N3nDnwgUhhDm8/1OUmLP+18hqY4AAR3K8ntZJPuzx2kimvE1WnWE+fw+/RT8iUBhCOH5yBv6RKAwhDCfz/8eOZwHCuP4PsB/X8Fn6kSgMIwwn+kzzyio2S4ti2jdYEsI6FCCI0yPR/D0syDP3y5e8DVadQT5fPlTeo0k7dK0iNYNtoSADuVzPnLy4qj07PO7ixt8jVYdv3wuH32+DNozn6ojQECH8j4yv+lPBAqj+OZz/enzKdCu+VQdAQI6lM9bmwV1IlBfo1XH96330J9/nV8hqY4AAR3K8jqzruxPaZf+ZY7D12jVsfzO/Pz5s3c+VUeAgI5kCQ7Py88/pX361zkOX6PVxvIN6J/sTwRKQAey4c+tnfoVOB5fo1WG5M8B+VQdAQI6juV9hGn/1KV4r34VjsfXaHXxy2f+7HNrr+Z1tG6wJQS0J1H8lvc5IqXX78U2upWrAF+jHY2Yz0XwZ9d8qo4AAe1IHL73/88c//zt5gVfox2MmM+SP/vlU3UECGg/vpn7PLY/L6cfiUs2klrpUasWfI12LGI+f/4clk/VESCg3QgS9wuo8AZStJHUzO2VKsLXaIci5nN9FA9/ItAnBLQb6Tcu/Etj2Z+ltfG1Yr5GOxQxn1tvH/XKp+oIENBuSAHdPIEJgXob7VCkfAqHP+Ud9m69VFjrBltCQLvxe3PzzfeLbbIj998dhOP1vlbM12iHkuUz9Wew0WeHLvlUHQEC2o1PAqN0bgv0+OP+rPga7VDSfAYCHZtP1REgoN34nFb3uhx8f3IYwjSg30txM27wNdqhJPnM/Dksn6ojQEC78T6u9L4sfLXiZ6PfDtI7nr5WzNdohxLnc/meALr1AB/um19sVVjrBltCQLuxLMua+vMv/U0Z+WK4Tr5WzNdohxLlc/l+gvMxPJ/3RiA/hnuqPwLaj+BhfEn8GT6A/14WzSBQ8mmGMJ/L5xvo0x+NG5DPOyOQH8QloHrJjs7LP1u8fWje1IqRT0uE0dv40bje+bwxAsJYCKhiiv5chI2yE/PSS/ohn7Yo+nNoPm8WaPh3JaC6eU339wCo9FiebpxetrRi5NMY7+XKf52rvHF62ZJApVwSUM38m+7Mn1sbZ5cNrRj5tMa/6c5+3XBr4+yyMYFmlwmoZoLX77v+tH8aE/m0Rvjqfc+fE5zGlBzGXbLbjjTRtiTYRvBneQXEp22GVox8mkPw5/B8dhLo+xoBVcgvio+Dxz/j/eQXS+ohn0YI8pn7c3g+ewl0JaBK+eVMeP65uQLCJoZWjHza4BdFQZ/j89lRoAsBVUjwSufzBPRIOIutta3uRsinCX75PPPss9xa2+o6vQv/uU5A1fFbkdyfKgJ6G+TTAr8VEZ5+1jTXtLr17vNA0+sHj1lcmSI4xW+Kc3+qCOh9kE8DbPlTRT7vFWj2GE9AlfE9f+fhUaDkUztBPvPfh61uriF3RiAb49lBE9Db+Z6+k/rzSnNGIJ/6+eTzkXy6WE0+741AVi8BVcbnzecGbyB9m7MD+dTOO5+PBq+Ovs01RXUECOjtvN97zl/A1zfnB1+jHcIrn00OL32aa4vqCBDQu3mn8fHIH+Kr5t7Xivka7Qje8fzLBaoln50iUDdeAnozP38+8oB6WjFfozXDlj+VrBgCdczyOvXx9f7mX/T7XJVLZnXFyKdGXvnM/Pm7s6LFthUiUM+8FqX49bQ6AtoH8qmQ16IU/KklnwjUL6/pLX+9TcX0W10x8qmQbX8qyScC9csroOUPGKsIaB/Ip0L+TW92/DO5v6LJpiBQN2QJ/L6BVPiAsYqA9oF8jkfMZ/7+UbhDRR8tKo1abN1goRsCOpo8gqI/tQW0D+RzOGI+hfffwz0qOmlSa9hi6wYL3RDQwQjvXor+1BbQPpDP0Yj5lM5fCnep6OV6pUmLrRssdENAxxI9sH8v5AdA1QW0D+RzMGI+hdfv6vKpOgIEtBlS8FJ/vu5TdpqIZnyN9lakfErfb6Mun6ojQECbkQV0yZ9/vu/UdaKyZnyN9laEfMpfz6Atn6ojQEBPkB8jiu9NNpJev0eb8KJ2F1+jvcjJfArfTxu3oySfqiNAQI+zk6vvC6DPRsk3fAst1VVRs5dVfI32GqfzGR8AFVqqq6Jmr80WWzfYEgJ6mL1XNp+X7e9Nsuefzcpo1JAJfI32EmfzmX4AqVkZjRr6tdi6wZYQ0KMEESsH9LOR4E+9AdWMr9Fe4Ww+sxfwzepo1NCvxdYNtoSAHmX37I7ldwqI5E+9AdWMr9Fe4WQ+8++nvaGORi22brAlBPQo+6fHfWP4eQEvHl9qWcf8+BrtFc7lM/l+2pvqaNRi6wZbQkCPshXQJSd+hL+pjvnxNdornMun+P20zeto1GLrBltCQI+yEVDZnwi0Ab5Ge4VT+bzp8JLQd4sWWzfYEgJ6lHJAvwF8RzF6Atr8NZKvFfM12iucyefW99u0rKNRi60bbAkBPUoxoEH8lvc7nZk/VQdUM75Ge4UT+cze39SdT9URIKBHiXIY3xFvFPnz73PYvmEdzZoygK/RXuF4PsXvZ2hYR7OmPi22brAlBPQw4Suh+PZom9Sf+gOqGV+jvcThfArnJ6vOp+oIENDjFF7wiAENXsCn21yuollTBvA12msczKf0BpLqfKqOAAE9gXzASBJo/PxTeUA142u0FzmUT/HzcarzqToCBPQywaePcn9aCKhmfI32FuJ8yh8wVp1P1REgoJcJPn1UeAGvPKCa8TXaW4jyWfyCxcbdtUR1BAjoZZb3uUvr9xXSnf50tmK+RnsLYT7v9ycChbN8o5j78/vqqWVv7drSj6/R3sMvn/kJoJ8NWvbWrq13i60bbAkBbcAvj49UoOJh/YudNWxMPb5GexNROuMT6C3kU3UECGgLOvrT2Yr5Gu1dvFL4TOXt/kSgUEHwCin6BNJdXbnB12hv4zmNr1w2/4JvqavGLbZusCUEtAn/pjH0JwJtg6/R3sb/0/jO5S3fwJR01brF1g22hIBe4BfF7wv45COct3R6U8Mq8TXaxoT5TH4AyVI+VUeAgNYTZFHwp52AasbXaNsS5jP3p518qo4AAa3mm0HhDaRbu72xcXX4Gm1Twnym/ry12+Yttm6wJQS0liCGy9LpDaR3Z47wNdqWhPnMnn/e2m/zFls32BICWkv8HQ2PQKDWAqoZX6NtSTBz3Y5/Jv22arF1gy0hoLWET0A/pyjfffwz7tcDvkbbku/M/eX+tJVP1REgoLWEAv1+xOOv/Y/Ilfv1gK/RtiQT6F1nzpf6bddi6wZbQkBrCQQaf0SuW78e8DXalnxmrufxz7Dfhi22brAlBLSW38wJvzHTpV8P+BptS94z1/X4Z9BvyxZbN9gSAlrLd+bkr6i9v18X+BptS14z1/f456/fpi22brAlBLSW5f0NdoWvWLyx35s7UIWv0bZk+X3+vdvxz1e/zVts3WBLvAY0SlNNtD77FI9/3pVXXyvma7Q/2uRz6/innXyqjoDTgEaPxzUPzrI/l3yD5hPsa8V8jfZLm3xuHf80lE/VEfAZ0G9sltfn2JNbjzZQ+omutIem+FoxX6P90CafW8c/LeVTdQRcBjQITRSrw5NR8ucSb3Cu0cN9t21PN75G+6ZNPre+2dtUPlVHwGlAw8uLfMd+A6WfmMl6uFat2LcXfI32TZN8Sv60mU/VESCg9QLdOP/TVEA142u0b1rkM/hiBuv5VB0BAlot0K3zP00FVDO+RvumQT7DL2awnk/VESCgdQFdvgdA7QdUM75G++Z6Pj9fbSO9fM97uFJr3jcCnZ4mAi0e/8x7uFKr0HfT5pTja7RvLudT/P3icg9Xas1AoPPTQqB5RMs9XKlV6Ltpc8rxNdo3V/Mp+tNuPlVHwGlAL58m8slo4fs/axo93Hfb9nTja7RvLuZT8OdmDxerzZpu2x4CVcg3P88L0ZWDBP6Uv4G+ptFj+FoxX6P9cCmf0vPP7R6agkA9EEVrI2fx1t+rkT/lr1DebbS+9MYNqsbXaL9cyaf4+t1yPlVHwGlA48wdzOf3QTv25992QttX3rpFzfga7Y/6fMr+tJxP1RHwGtATLMmrndSff9FGHcrp1JEKfI22ijifheOflvOpOgIEdI8geq8XVJI/O06krxXzNdoa4nwW30AynE/VESCgeyTnlPxOYPq8gBe261XP/PgabQ1RPjfeQLKbT9URIKB7pAJN/Wk/oJrxNdoaJIFKBz/t5lN1BAjoHolAE3/K2/WqZ358jbaGcIa2TgC1m0/VESCge8QhlA+Aptv1qmd+fI22hmCGNk8AtZtP1REgoHuIx5j+kgOgq+WAasbXaGv4ztAzj0fHncQAACAASURBVAi0NwR0j+hjdaUDoKvlgGrG12hr+MzQK5GFA6Cr5XyqjgAB3SM8DJ/5MznFqU89nTpSga/R1vDO4N9HoIXz5w3nU3UECOguv1PpBH/e9pHijXI6daQCX6Ot4l/0PseUwq9XnCWfqiNAQPf5JPIhvICXXizdXU2vnjTga7R1LL8fMM6+wW6GfKqOAAE9QNmf932keKOYbl0pwNdoK/kKVDgAOkE+VUeAgB5DeANpWCWDOh5COtr/F2BMIaoR/TmoFgQKAsFX0GdngPauZFTPI0hG+28JBpWil9yfA4vxLFAF019Dbdm7+4WP51r86Vmgn1UYVk0dd+dTPAB6qeIrOBaogtmvobbs3f0Ef4pngPbF2OpcRPwgra0ZuDufxTeQxuBXoN9Jt2XQ2rJ391uW988phP4MTmG6VHU9phbnMkk+P6swsKKz3J5P6QDowH/DbgW6hBfHFFNDbdm7+wUxDL8l7PMCfqKAaibJ5+NtipElneP2fBbeQJoon6pXW14mQwmtLXt3v18Ko29Z/B4AHTVHhtamAUk+X66wNAd351Pw5/nOWoJAV1P/SDsINPTnP4Oe7qwlhtamAZJA/yzNwc35lA6Anu+sJQh0NfWP9H6Bxv6cMKCaQaCl/f7lc+MN+HnyqXqxEWhpv/fbR8KvJJzvrCWG1qYBCLS03/NG+Q348521BIGupv6R3i3Q3J/TBVQzCLS03+/4p3wC0zz5VL3YCLS030ugqT9/G88TUM0g0NJ+peOf8+VT9WKHARVdqp17TxMRnn8OzqepxblOks/Rn2I4z435lJ9/zpdP1asdDDeYe9UlJ9SWvbvf8/b0+ec3oOPmyNTiXCbJpz2B3pdP6QSmKfOperXjVwrxg5gRasve3W8RfyV29BwZW52LJPl8C3RcPRXclU/pBPop86l6uaPhjp77SmrL3ttPpT8dC3T9fQ7MFDflU6c/XQsUImKBjq7mg55KepCM1qRAb+L1sdbHcGMmIFB4Ez8BHV3NBz2V9ACBlpA/3jEeBAovshOYdKCnkh4g0AKFj3eMB4HC6/ATAlUAAhUR3t8cXdIHBArhR5BUhfOJrmruBoGKJP4cXU4IAoXsEX50OSG6qrkbBCqi9NXREwQK6xp/Bb2qOfK1YghUIv+AsR4QKIQJVfcv1teKIVCBwhcs6sCwQGtmUtfkq2DJfwJpdEkhdlesQT71LUd/ki9oGF1OineB6nhQq6riUunhpzhSf6r6Fzt6aeppJlDf+Uyef1a1diPOBarjtIiqKi6VLvsTgbakqUDd5lPz8c8nlgS6yJxrIm0xuTCCqioulb68vskmPP9TqT8tCbR9Pr/r4Tafqo9/PnEt0GDnoV9HUFHFpdIN+dO1QIND0k7zmflTXRosCbSQ0HMtlK6NW5qqKi6V/tzh9Z/gTwRazY0C9ZnP3J/q0mBKoGs0g3WvDUrXXAZUvz9NCbR5Pj0L9PXtdcqff1oT6BrOIgI9u1O4Q/YIr9OftgTaOp+OBfr5/mTdzz/NCTR8kEegZ3cKd0iOf2r1pzGBNs7nw61A/34CrT0c0gdzAv0lFIGe3SncwYg/zQm0aT4f/75FWLinJyPy+fcTaPXx5D7YE+j3ZRICPbtTuMNXn6E/EWgDGubztUDCPT0ZkM+SPxVmwaBAPw/yLQS6yHd0paqKS6UvhdfvCv1pUKAN8/n4GtRXPiV/Ko2CSYG+Erof0EUg3SC5MIKqKi4eaovPEHkH1kdAO9Asnx+B+sqn+Pxz7BwUsSnQT/YObbT1IkDHZ2yrXqJU7fTd14o/bQq0ZT7fi3RbpQfonM/S63eVSbAq0LVuRuNDM8vPIQ0rq6AqIRdiZcefVgXaJp/Ld5UaVlZB13z+DoAa8Kddga4tAvrOZ8OqbCD5U+MB0NWuQJvkM3wXyQvCG0ijS9rCrkCrQKCl459K/WlXoFUgUOkN+NE1bdFNoDpmA4Gmxz/1ngH6oldgVObTn0DFE5hGF7VFH4HecDCj8uAfAn2Y8mcfgWrNpzuB5v4cXdEePQS65DToBoGeJ3j5/gmocn/2EKjefDoT6J/w/HN0TXvcL9B0IhpNDAKtIPenvl+RS7j9n5DmfDoVqJXjn09uF6g0CS1mBoFWkPvz39c2jC5ri7v/CanOpy+Bmjv++eRugZam4PLUINAKEn+OLucIN1epO5+uBGrv+OeTmwW60fzFnhHoedKnn6PrOcK9VSrPpyeBGjz++eRugR7d8Hw3CPQkwst3A9ws0Mr7DrSMQE9h8fjnE7Mn0l8P6PpxSpuClPPI/ek0oH1okk9HAbV4/PMJAvWQz+Ddd90/kJBjo8ocBHqC5f3d++kXMBnArEDr8CrQ3J+jSzqKnUpb4FWgj4fF459Pugg0OzW0dZ+HcSpQ4fnn6JKO0qNStfn0EtDnIA0e/3zSR6DpqU2t+zyMT4Faffn+pItAteZzDX4UaWLIZ9Si1EnySY/WfR7GoUDTLw8xFM4nfQSqNJ9r8LOcs/I914B8vlsUe/n2M3aCPArU5rvvH7p9mUh+cQCyQKc2aO5P5/kUG/zMy+j5cShQwy+PnvSpVmk+XQiUfCYtljrSMDv+BCr403lAS/1omByHAuUBPm2x2JOCyXEmUOH45/g1OEe3alXMjTOBLnJAR5d1BgQ6tUBtH/98gkCnFqjpNzif8BJ+ZoFKL4+M/YPkJbyt9ToFD/BSi3I3i8aD9JMLNI3n8zZr/yJ5E8nUcp0jCejocmrgNKZZBSq/PNL+E0gZnMZkarmOIxz/HF1SDZxIP61ApZdHfwhU7ENpPucWqPnjn0/4KGcs0Kq1LO2029jeBkvCiUoeuT+/PwEv/INUm2HnH+VM12uafJ48/ukon5JA9zfpxJ5AT2Rhf6fdxvY2SPO5W9Vvw8yfz7v3/akvoV0EunO9H3sCnSaf2fPPuiGMp99pTCrYEeh3gc6sVGmn3cb2NvjcvAQXDlaSP/9cd/y5Xeo41BV0KzsCnSafry8APXz801U+tY0wYlugwfIcn5fSTruN7W0Q5nPZ2E5oUHj9fsifCn2lrqBb2RboNPn8fIHyweOfvvJZfDQ7/kz/PvYEWtzyWJNHLh/eIEzloYRu+XPZegO+atyd6FSPznxmAi1veahJJflcv19Af2zKfeWz8GClMqAzCrT07ubG++++Aip2ojOfyWm7k+Tz+wMefwen21c+EejBxu4KqPzu5tb5S74CKnaiM5+TCvTjTwQqtih1omXYDgQqvnzfPgHUV0ClPrSM2oVAU38i0LhFqRMto55foII/l70T6H0FVOpDy6A9CDTzJwKNW5Q60TLqyQW6FH4eYdufzgIq9aFl0JMLNDz++Xf8aImvfJoW6FLYcLNJeafdxvY2+Nwf5Gy7Ksmf/3bY8WfduDuBQGc6jen88c9DpQ4EgU51Ir14/HP/G0Sqxt0HBPo304n0S+LPY8Nwlc+tB6vhiAKNDXpmYbd32m1sb4MlY6cS+eNxu/6sHHcXulSkZtw7ArWez+QEputDGE8fgapJaFpGKtC1ap1KO+02trfBNX++Nz/gz8px96BPSVpGvidQ2/lckxNADw/AVT6LLwdOTPRt7ArULkvdG0ja6RQWpfk09/3XZf5N7Pnjn9rp9hJeZ0CnEqj4BpK9r1CO6fUSXmc+JxNoxRtI2kGg0wg08ufvduP/BJ0L9GF79QJif46uphm93oVXMmMTC/SxJdBxZV2l07vwSvP5/6r+v3pTBDR+/jm6mmb4Po1pIoHKb8A/Me1P76cxzRPQ+PX76GqagUBnyGf+BtLoipqBQCcIaH78c3RFzUCgE+QzeQNpdDVNQaATBHSJTgAdXU1Ter2J1LqXSmYVaOH45wR0ehOpQydHmFegMx7/fOL7k0iT5LP4BtIEOP8k0hwB/T4BJZ8HWpS70TFtcwq0/AaSfZx/EmmOgC6Px4zHP590O41J53l29vNZ+AXjaeh1GpPOfNoP6GtCH6/TscjnkRalTrQG1Hw+fz8gN+EbSE8QqO2Afvz5TujocpqDQA3ncwmefs746P4EgdoN6Gc6g4SOLqk5vb5MRAmzCTT1p+rJr2LCIW0wo0CjiI4uqTkI1G4+g5fvcx7/fDLhkDaYT6AcYjrdYusGWzKPQLPHdgQ6AfMIdEmefnKI6XCLxStbG3ZiKoFO/+zzyb3D0p5PuwEV/Dm6pFu4W6Dl5odM6EwCzZ5+ji7pFm4WqPJ82g2o8PxzdEm3cPdL+NK8DZrPCQU68cv3JzcPS3k+7QZUOMQ0uqRbuP0YqDRz46ZzIoFm/vwMzfb3f6bcHRTd+bQb0OT0JQR6vMWsh3j2hs7mPAIthtP4N9Cn3J4U1fm0G9Bl4m8IC+nxLvyS07rTo8wh0K03kIz/BFJGh6wozqfNgC7hAdCJn30+6fZtTBriOY9Ay28gIdCqTpTm02ZAEeilFksdDU/nOotANw7Oz+bPbm+G68znc6nt/ShS4s/R5dwKJ9IbE+iSnz8f3DudP72fSG/uZzk/j0Ozn770AYGaE2jqz+wNJEv/3naZ/N9fQkmgdlb0489n0Qi0qsXWDbYkHe5rlcfUUscj9md034T+RKDGljTw5/MLQEeXczu+BfpaZTMCXXY+WzyhPxGooTX9Hkf+/YLc6JJuB4EaOkS/8+3zM/oTgRpa1NSfCLSqRamTjNa9HsS4QDN/zv0G0pMhX6isJZ+rSYEG/kSgFS1KnWiJqGmBpi/fp38D6ckggerI52pRoI/gJ+ARaEWLUidaEmpXoPmXz8eTOKk/xwlUQz5XOwL9zNoj8icCrWhR7OU7l69LSgJqSKCCP6P7J/Vnx08i/S6qyedqTqChP0eX1IVuAk0uD0qoTYEuwo8fJfM3qz+7CTS5rCOfqw2B/iL58ycCrW5R6mTJrqkIqBmBiq/fgy2m9Wevl/DZNRX5XI0JNPInAq1sUepEaUDfAtVuUMGfyRYI9FofSvO52hLo4yfQ0SV1A4EaEmjxHY6JU4tA9S/tT5/fA6CjS+oGAjUg0K13359M7E8EamBtc38i0AstSp3EB+nVBNSGQDfffX+CQK/2oTSfqxmBPkJ/6q62Lf1OY4ov6niX04BAD/z65tSp7XYaU3xRRz5X/QINDn969Gevz8KHrz4H5tOiQLdPX3oydWr75ERpPlcrAnXrz25fJpIcvlMSUP0C3Tl96R9Tp7ZTTnTmczUi0Miffo5/Pukl0G9E7+r2GLYEuvPtS180/wO7SrekaMznqlug38cct88/ewpUBcYEuvPxTQ/4GrJNgTr2JwLVLNDEn6PLGYKvYZsUaPgCfnRJ3UGgWgX6+/SR8ONxfvA1bIsCDc9gGl1RfwYdAx2FGYHm+hw9dYMYcwx0FHYEGh3//Bh0dFEDGPQu/CiMCPQh+ROB3tqNimk2J9AwpqNLGsKg80BHYUKgD9mfBPTOXnTMsw2B/qYqiunosobQ75NIS3JpCPoFGn513WPj8+9e6PZJJI35XPUJNHqoiWM6urQhdBOoeLk7BgQq+3N0WcPoJVDxcncEgT70CjSI6eiyhjHs25jGoFygxSefBPTePpTmc/0XCU3+XGV/ks+GLUqdKA2oLoGW9UlAb+5DaT7XTyhG1JLDy/cc3wJd9Qi0fOjTbzifIFAdAk0e0MOoji5tKM4Fuv7z5/B8PhJ49vkFgSoUaBzV0aUNxbtANeQz1Scv3wMQ6PiAFp99Oj596YPvd+EV5HNJ7Znqk4D26ERrPj+PriOK+UeWxjyrw2rTgO/zQEcLtFaeqt6XvRfv54GOfojf0eewurRg7ZNIn70rW1Il0OqX7rrODLwXY59Eap3PkQnNHs0TfY6oSR22PgsfP1GoaEyNQJcLL92VfTblXkx9Fr59PkclNJcnzz5Fegn0uySXmv40UB33HgLdaDGT5ml5rpP/hlxGt3+nOvOpR6A8+xTpJ9AWTQf5jG440UJyQ/N4Rjkr3rGjz61ROfvqb0tPdG7I5wiB7sjzmVdHAdzBkkCzfJ5/y/RugW5Y8ow+945/OoqvIYHekc/WCS1FTAyhJM9/efUVwU2MCTT6m14+1ERyQ8t4CmGrked2J878aUyg0d/08qEmspvaJbRgyK37JH36y+AWNwt0a83Ot6xdoNf1uduHu+zeK1D1+ewg0A2yxP5rx9uLoE0QaDuBXtbn/lj8RReBNovoZX2+qsOfIQi0mUBDM56R5olJcZhd9wJtF9GL+ny34jCDW3AMtE06f4krZvCiPFef2XV/DLRNRGM3HpZmIs9fBF1lcAtLAhUSevbpwo0CPaDJiwJ1mV1DAr0jn2trgW48pm+8anq38oc/U6wJ9HOeyO+Wky0kNzQTaL0/j3bhM7vGBNo6n2tbgRafYhYJKvrDnzmmBPr9qMcvqJv1H9DVYIGe6MFpdi0J9IZ8ri0Fel6fYRP4U8KWQIXIndu6INDrBq18Anq8A6/ZNSXQ9vlcG/0qUpU+o2rwp4gxgaaZO797eksbgdb481QHbrNrS6Dt89nodzkr/Bntjz4LWBPoGma0Zt/0lgYCXfJ3kNqeH7N6PAH0jTGBrq3z+RVo/dr/q6VCmj/QZxGDAr1CPty/6z+KlPgzuL2NPFfH/jQo0CvcJdDwdfnvdvR5He8C/ReLRgJtIMoCjuOLQNeWAq3JJ/7cwKxA60wlC/TvokAfCPQ2rAq0UT6fXBfoI0zo2d3x5xYItJlAW7xUL+A4vwi0nUDr8ok+t0CgLQV6qZkNHAcYgV4X6NefVbujzy0Q6HWBXji8dBS/CUaglwUq5fNMc37DdwAE2kqgN716947VSVUtUF6VNwOBXhboA4HeiNVJ1SPQPJ9/RWr78AsCbSTQu94/8o7VSdUm0OWQQDHoWRDoNYEu0Umg1c1ACauTqkSg8Tvw7xs3BIpBT4JArwo0+4AHtASBXnof/Pf4njeIQBtgVqB13CZQq//O1eNrYjsJdC07tKoXxyBQBKoaXxPbXqBb54Diz+sgUASqGl8Te5dAOT5/Fwj0okCvfcoD9vA1sQjUGgi0iUAJ6F34mtjmAu3wKTnfIFAEqhpfE3uTQDnF7jYQ6DWB8gh/M74mdkugVQZFoDeDQFsIlIDehq+JlUd74Uz6f/H8f19f09gRBIpAVeNrYgujrRbox5//G/RaYVAAgbYQ6LWicjgj7wsCXS+8hv/6kzjdBAK9JNDHLQIl8j8Q6HrhNTwCvRsE2kCgF4tK4UMhAQh0rRfoz5+k6SYQqDqB8qm6EAS6thDo1cKgAAKtF+jvq+yuF5ZWROTfIND1+9PwpxtDoLeDQK8I9IavssOfMQj0yT8Pnk0pAu0AAr0u0JZziD8TEOiTqkNFC4dA78e7QFddAsWfKQj0yVWBXi4MCrgX6L/XRloEij8zEOgTBKoVBFr/Pnprgf7hzxwE+gSBagWBXhDoo6lA8acEAn1S9YENDoF2AIFeFmijz8HjTxEE+o9rAr1cF5RAoDoE+oc/ZRDoPxCoUpwL9NJhzIYCxZ8lfAt0+YBAlYJA68+FbydQ9FkEgSJQzbgX6IVPY1Yd2ZfAn2UQaCDQU1njPaQeINCrAm1QFf4sg0Brn4LyBLQHCHS8QNHnBggUgWoGgWoR6PV2pgSBIlDNIFAlAr3ezJwg0EqBcgi0Cwi0WqDN3kNayXgZBHpZoE0rhBgEelGgbeqCEgi08m14BNoFBFr9RBKB9gCBvjgdNwTaBQRadY7yEwTaAwSKQDXjXKBPEKhmfAs04B23w0JEoF1AoFUiXG75PSTIQaBvXnE7aMR3PPHn7SDQawL19e97AL4meGu0jxPPKT/xxJ93g0B7CpRnBKdBoB9qBNrou2qhCAJ9Wq2HQPnGuip8GQCBWgOB/kvkvQL9iznXlXN8GWBztD+B7kYIgfbCvUD/3gI9Z9ADAv0rUlG3X3wZYFegB5+CItBeINB7BFrWJ/48hS8DHBXoXoh+v3foavoGgEArBfrYFCj+bIUvA+wL9NhT0N8TUFfTNwAEekmgpYBiz1b4MsD2aI8/BUWgvUCg3QRaV7F3fBnggEAPPQVFoL1AoFUC3T17FHc2wpcBWgmUzxn3AoF+DHqyJRLaBwQacPw1PPHshHuBrghUNQg04PBT0Afx7AQCrXsNT0I7gUADHkefgpLOXiDQKwJtVRYUQaAhR5+CEs9eIFAEqhoEGnL0KSjx7AUCRaCqQaARBw1KPHuBQBGoahBoBAJVBgJFoKpBoBGPQwblLc5uIFAEqhoEGvMO3rZBSWc3EGiVQNOHeD5tdBcINObQU1AE2g0E+hXomZ/nyP2JQe8BgS7Bbxuvx56C/hMsAu0BAm0gUD7wfh8IVBToYyt0/BxnPxAoAlUNAk0Euh4QKIHsBgJFoKpBoLJAHxsH3hFoPxDodYHufzAEqkGgqUD33yIikP1AoD+BPo6Vvvx+EClsoWWZ8AWBFgRaNOjyfgLKlyn3AIHWCPSBQHvhywKHBLrzFBSB9gSB1gt0QaD348sCZwRaMujyh0D7gUAvC5QjTnfiywLHBLpt0OXrT1dTNwgEurYRaMsq4YcvC5wTqGzQPwTaEQT6L3E7x+WTNhBoP3xZ4Ohotwz6fkmFQLuAQF+cEugjFCiv4G/FlwUOj3ZXoAsC7QICfVEh0CUUaKsCIcGXBY6PtmjQPwTaEwT6AoEqxZcFTn+WI4vsX/AK3tXUDQKBvkCgSvFlAQRqDQT64sS7SL9DoAj0fnxZ4MxoxchG/nQ1dYNAoG9OPAWNNuU9pHvxZYFToxUM+vEn3wXaCwT65ppAW9QGEgi0SCbQvw/4sxsI9A0C1QkCLfOQXgvxBLQrCPR9e3RccxsE2hEE+ro9+zTSk9Cg+HMICPR9e3Ry/CbR4z6HQG8Ggb5uPy7Qoy+koAUI9H37clKg7yv482YQ6Ot2UaChQQN/ItB+IND37QhUJwj0dbss0DV9Cnr8SD40AYG+b0++JHkDBNoTBPq6fVOgD/EadACBvm9PfqajuD8/59EXBPq6vSDQ7/cyPX6XOYm+Iwj0ffv3KejO/vycR198meCCQP9PLgLtDwJ93/5V487+0s95NC4SAnyZ4LxAQ4OG/nQ1bQNBoO/bKwVa/nFuaIIvE1QINDVocTu4AwT6vv3Ya/gz54tCC3xNdI1AVwQ6EAT6vj14e2hjTk59Ygka4GuiDwh0+zjoY0O0cAMI9Mm/1+FHnl0i0N74muit0W4+C11Tf7qatoHYFWhVSuQ9Xu8E5cc3hf0fCLQvZie6YT6DBjfkGPvT6rRZw5pAP9GojMmGQP+WAyfT/56AEtA+GJvoW/L5a3qvVQTaG1sC/WajNic7At19HwmB9sbURN+Uz6hxBKoKUwL9hSN4nD/ZgnTrcYE+EGhnLE30XflMWkegirAm0PefT9mtBbpn0AOnikJTLJngrnx+20KO6rAkUCmWJ9O0K9CNd9mDe0+VDVcwZIvb8vltatmSKIIdAQJdJYFK78QvJ76xCVphyAYI1CEIdI0FWpbkcuI7Q6EVhiYbgToEga6yQPNjnXyMcwSGJhuBOgSBruF30iUGfcT7chJ9fwxN9s0CfTdXlCgCHQECXVOBRgYNduBTSCMwNNn9BRrJEoGOwJJAbz6N6dt0bNDfvpwDOgBLk31XPqMeEKgqrAn0HZAgqke238lWKlDpZXzwnJSAdsTSZN+Vz809pPtaDAYOYUqg6zcfx7JSL9D0Zfwj8icB7Yepyb4pn9t7LC9hH28EGmJLoL9XR5VROSzQSKLLA4GOwtZk35PPpP19KquH8xgTaNhPTVJOCTR6GsopTGMwO+EN85k0ijwVYVegVewJ9LVN2aBRQPk5pA74MsKR0SJQTSDQdUOgqUKjgPKDnD3wZQQEag2zAq2LymmBLpE8w4Dyi/BdsGqElvnMWkagakCg67ZAl8SfCLQvVo2AQH2AQFfJhZlB84Ai0C5YNcJ9An23jkBVgEDXkgt3AopAu2DVCPcK9N0DAh0OAl0/LkxluB1QeR9ojVUjIFAfINAnog2PCLSiBDiFVSMgUB8g0CfFp5PlcCLQPlg1wv0CffeCPIeCQP9xQKDSDgj0dqxaobtAK3qD6yDQF3UCragAzmHVDAjUB2YFWkd5uLIOEehofJkBgVoDgdaBQDvhywy+RjsDCLQKDoH2wpdSfI12BhBoFfizF76U4mu0M4BAq0CgvfClFF+jnQEEWgUC7YUvpfga7Qwg0Bo4BNoNX0rxNdoZQKA14M9u+FKKr9HOAAKtAYF2w5dSfI12BhBoBbyC74cvpfga7Qwg0ArwZz98KcXXaGcAgZ6HJ6Ad8aUUX6OdAQR6HvzZEV9K8TXaGUCg50GgHfGlFF+jnQEEeh4E2hFfSvE12hlAoOfBnx3xpRRfo50BBFoB/uyHL6X4Gu0MINAc/KgIX0rxNdoZQKAZvELXhC+l+BrtDCDQDN4j0oQvpfga7Qwg0Iw/TpRXhC+l+BrtDCDQjD8MqghfSvE12hlAoDkYVBG+lOJrtDOAQAX+UKgafCnF12hnAIFKYFA1+FKKr9HOAAKVwaBK8KUUX6OdAQRagCehOvClFF+jnQEEWgKDqsCXUnyNdgYQaBkUqgBfSvE12hlAoBv8odDh+FKKr9HOAALd4g+FjsaXUnyNdgYQ6DYYdDC+lOJrtDOAQHfAoGPxpRRfo50BBLoLAh2JL6X4Gu0MINADINBx+FKKr9HOAAI9BP4chS+l+BrtDCBQUI2vFfM12hlAoKAaXyvma7QzgEBBNb5WzNdoZwCBgmp8rZiv0c4AAgXV+FoxX6OdAQQKqvG1Yr5GOwMIFFTja8V8jXYGECioxteK+RrtDCBQUI2vFfM12hlAoKAaXyvma7QzgEBBNb5WzNdoZwCBgmp8rZiv0c4AAgXV+FoxX6OdAQQKqvG1Yr5GOwMIFFTja8V8jXYGECioxteK+RrtDCBQUI2vFfM12hlAoKAaXyvma7QzgEBBNb5WzNdoZwCBgmp8yy8RogAAC2hJREFUrZiv0c4AAgXV+FoxX6OdAQQKqvG1Yr5GOwMIFFTja8V8jXYGECioxteK+RrtDCBQUI2vFfM12hlAoKAaXyvma7QzgEBBNb5WzNdoZwCBgmp8rZiv0c4AAgXV+FoxX6OdAQQKqvG1Yr5GOwMIFFTja8V8jXYGECioxteK+RrtDCBQUI2vFfM12hlAoKAaXyvma7QzgEBBNb5WzNdoZwCBgmp8rZiv0c4AAgXV+FoxX6OdAQQKqvG1Yr5GOwMIFFTja8V8jXYGECioxteK+RrtDNgT6PKjZuf2BcGdmFsx8ukKawJdEk7vfktVcBvGVox8OsOWQNN4nk4oAbWGqRUjn+4wJdA0kecTSkCtYWnFyKc/rAl095a9FtpVAz2wtGLk0x+WBCo8np99iCeg1jC0YuTTIcYEeui2zSaaVQNdMLRi5NMhCBRUY2jFyKdDECioxtCKkU+HIFBQjaEVI58OMSZQDtJ7w9CKkU+HWBIop4k4xNKKkU9/WBMoJyo7w9KKkU9/mBIoH5Xzh6kVI5/usCXQPKGn97+lLLgNWytGPr1hTKArXxfmDHMrRj5dYU+glyCg1vC1Yr5GOwMIFFTja8V8jXYGECioxteK+RrtDCBQUI2vFfM12hlAoKAaXyvma7QzMLVAhdPyFFUHR5h5xcinfRAoqGbmFSOf9rEkUClvJyNHQK1haMXIp0MQKKjG0IqRT4dYEmghoedauKs2uAdLK0Y+/WFKoKe/HUxooE0h0AtTK0Y+3WFLoJcTSkCtYWvFyKc3jAn0akIJqDWMrRj5dAYCBdUYWzHy6QxrAr2YUAJqDWsrRj59YU6g1yomoNYwt2Lk0xX2BHqJ4nCX4L/s+nLgv9J2614j69EG1oM7bTUUt2YBX0ohn+kV7SDQ9x1reYUJ6EAQ6OuOtbzA5HMgCPR9x1peYQI6EAT6umMtLzD5HAgCfd+xlleYgA4Egb7uWMsLTD4HYlagde92EtD0inasCpR8ks/KFls3WOiGgBZ22moobs0CCPR1x1peYPI5EAT6vmMtrzABHQgCfd2xlheYfA4Egb7vWMsrTEAHgkBfd6zlBSafA0Gg7zvW8goT0IEg0Ncda3mByedAEOj7jrW8wgR0IAj0dcdaXmDyORAE+r5jLa8wAR0IAn3dsZYXmHwOBIG+71jLK0xAB4JAX3es5QUmnwNxJ1CwRvPodKGu8NFzDedpnpzWDbZk9GTDeUZnpiej5xrO0zwDrRu8k+bD19+ggRJ9SXML/VNLPltjKvz655aAekb/1JLP1pgKv/65JaCe0T+15LM1psKvf24JqGf0Ty35bI2p8OufWwLqGf1TSz5bYyr8+ueWgHpG/9SSz9aYCr/+uSWgntE/teSzNabCr39uCahn9E8t+WyNqfDrn1sC6hn9U0s+W2Mq/PrnloB6Rv/Uks/WmAq//rkloJ7RP7XkszWmwq9/bgmoZ/RPLflsjanw659bAuoZ/VNLPltjKvz655aAekb/1JLP1pgKv/65JaCe0T+15LM1psKvf24JqGf0Ty35bI2p8OufWwLqGf1TSz5bYyr8+ueWgHpG/9SSz9aYCr/+uSWgntE/teSzNYQfAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoxJBAl380ambJb7rcbsMGswYutthyzHvtNFonc5BPj/k0E/TlS6Nmlvymiw03azBr4GKLTce85P8S28+mPcinz3xaiXkQrOuPnFE7bVoW03Q5T+8GLrbYdMzRLnfNpj3Ip9N8Gkn5d8ANAppfuN5yukRXGsxqvNhiVNrVEqPk5e20WidrkM/6Fm3n00jK41lp1MyS33Sh4TQFtQ0GS/u+eLHFfPfqBpclDWirlo1DPutbtJ1PIyFvH9CmU7q0DWhyWU1A/w0SgQqQz/oWbefTRsijwbYaebr49S2H63a5wWyfqy1moalt8PWPMHoCkrRzxzpZgHxeaNF2Pm1kXHdAl5YBzXdRFNB4BwT6gXy2adFgPm1kXH1A18YBLbzmuvicIX8dU9EgAs0hn1dKNJ1PGxm/Y+AtFivYq2VAlw9NWlx/7bVoEIHmkM9LJVrOp42Maw5o0lCDgC5xoNr8G2r2lAGB5pDPSyVazqeNjLcfeNOHz5YNxo/ETV7FtU08As0hn1dKNJ1PGxlvPvBGj3ZrHswWAY0vt2uxSeIRaA75bNKixXzayHjrgW9NcmVLDQOaXGnYosGAmoB8tmnRYD5tZLzxwLMlq245Xy11AW3dIALNIZ8tSmzTIAIVaDrw8EVIg9WPIKBXSjUL+bxUYtMGEahAy4Ev5cYI6Kn2EOgH8nmpxKYNIlCJYLDX89mw5Tygl0vNn39cLjG9cqlBeef3xXbrZAvyeaXE9IqlfBoJebOBZ3u3avm7c8OANln1Jd7dWkBtQD6rWzSeTyMh/zx8/i5Ut3N3y5cb/O6WNVTX4hKVdrnBJO+FBi/OpjXIZ32LtvNpJeRLQKNmghi0ablRqfn+F1ts22C4S/NSzUI+nebTTMpvyGc2pxfra1Zqtv/FFvPdLzQY7dO0ZdOQT5/5NBTzBsMWA9qkZWndLjWW7H+xxYYN7rbTMp6WIJ8e8+kw6AAAbUCgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCvZ3lyegiAAqQzyswc7dDQEEz5PMKzNztEFDQDPm8AjN3N890klDQCvm8BBN3NwQUNEM+L8HE3Q0BBc2Qz0swcTfzymac0PdRp+BGjkPBGMjnNZiVmxECuvxIbhhSIXiGfF6DObmXT+rSR/MwkVlgATpBPi/ClNxLHtBPDpfwQnQPQC/I50WYkXsRA/q9sBTuAugD+bwIM3Irefiyh/owlSQUukI+r8KE3MpWQIXj9wQUukI+r8KE3Ep4QL4c0GwjgC6Qz6swIXcihI+AghrI52WYkDs5GNBh9YFvyOdlmJwbibOX5ZGAwlDI53WYnBs5GlAWAUZAPq/D3NyIFNCt8+x4tIeekM/rMCH3kcYtfkRfxAu9awS/kM8GMCP3IQd087PGLAd0g3w2gBm5j0JA8y9nIJ8wAPLZAKbkNvK8RQlNDy4RT+gK+WwBkzIOIgmaIZ8HYIo680slj+mgD/J5DqaoM9Gh+cG1AKSQz3MwR73hPU3QDPk8BXPUG/IJmiGfp2CS+kM8QTPk8wRMEwBAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUAkCBQCoBIECAFSCQAEAKkGgAACVIFAAgEoQKABAJQgUAKASBAoAUMl/JKBqx3dGCgMAAAAASUVORK5CYII=)
par(op)
##########################################################################
# ERROR SUMMARIES
##########################################################################
## calculate and print the mean abs(logmx.hat - logmx) for each
## (sample size, method, std)
logmx.errors= apply( abs( logmx.hat - BR$logmx), c(2,4,5), mean, na.rm=TRUE)
round(logmx.errors, 3)
## , , BR
##
## TOPALS IS
## 1 0.417 0.415
## 100 0.142 0.040
## 10000 0.028 0.004
##
## , , HMD
##
## TOPALS IS
## 1 0.692 0.733
## 100 0.187 0.539
## 10000 0.057 0.538
## calculate and print the mean abs(e0.hat - e0) for each
## (sample size, method, std)
## log mortality schedule -> life table {dx} column
dx = function(lambda) {
mx = exp(lambda)
Hx = cumsum(mx)
lx = c(1, exp(-Hx))
tmp = -diff(lx)
return(tmp/sum(tmp))
}
# ## life table e0
e0 = function(lambda) {
this.dx = dx(lambda)
## approx ages at death for those dying in each interval
death.age = 0:99+.5
death.age[1] = 0.10 # infants
return (sum( death.age * this.dx))
}
# ## true life expectancy used in all simulations
e0.BR = e0(BR$logmx)
e0.BR
## [1] 70.71041
e0.hat = apply(logmx.hat, 2:5, e0)
e0.errors= apply( abs( e0.hat - e0.BR), c(1,3,4), mean, na.rm=TRUE)
round(e0.errors, 2)
## , , BR
##
## TOPALS IS
## 1 4.94 4.79
## 100 1.29 0.52
## 10000 0.15 0.05
##
## , , HMD
##
## TOPALS IS
## 1 6.10 6.31
## 100 1.43 5.54
## 10000 0.15 5.54