Figures (Misinformation)<\/title>\n\n<script>\/\/ Pandoc 2.9 adds attributes on both header and div. We remove the former (to\n\/\/ be compatible with the behavior of Pandoc < 2.8).\ndocument.addEventListener('DOMContentLoaded', function(e) {\n var hs = document.querySelectorAll(\"div.section[class*='level'] > :first-child\");\n var i, h, a;\n for (i = 0; i < hs.length; i++) {\n h = hs[i];\n if (!\/^h[1-6]$\/i.test(h.tagName)) continue; \/\/ it should be a header h1-h6\n a = h.attributes;\n while (a.length > 0) h.removeAttribute(a[0].name);\n }\n});\n<\/script>\n<style type=\"text\/css\">.hljs-literal {\ncolor: #990073;\n}\n.hljs-number {\ncolor: #099;\n}\n.hljs-comment {\ncolor: #998;\nfont-style: italic;\n}\n.hljs-keyword {\ncolor: #900;\nfont-weight: bold;\n}\n.hljs-string {\ncolor: #d14;\n}\n<\/style>\n<script src=\"data:application\/javascript;base64,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\"><\/script>\n\n<style type=\"text\/css\">\ncode{white-space: pre-wrap;}\nspan.smallcaps{font-variant: small-caps;}\nspan.underline{text-decoration: underline;}\ndiv.column{display: inline-block; vertical-align: top; width: 50%;}\ndiv.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}\nul.task-list{list-style: none;}\n<\/style>\n\n<style type=\"text\/css\">code{white-space: pre;}<\/style>\n<script type=\"text\/javascript\">\nif (window.hljs) {\n hljs.configure({languages: []});\n hljs.initHighlightingOnLoad();\n if (document.readyState && document.readyState === \"complete\") {\n window.setTimeout(function() { hljs.initHighlighting(); }, 0);\n }\n}\n<\/script>\n\n\n\n\n\n\n<style type=\"text\/css\">.main-container {max-width: 800px;margin-left: auto;margin-right: auto;padding-left: 5%;padding-right: 5%;}code {color: inherit;background-color: rgba(0, 0, 0, 0.04);}code a {color: inherit;}pre:not([class]) code::before {content: none;}body {background-color: #f5f5f5;}h1.title {font-size: 36px;margin-bottom: 20px;border: none;text-align: center;}h1 {padding-bottom: 9px;margin: 20px 0px 20px;border-bottom: 1px solid #EEE;font-size: 36px;}h2 {font-size: 30px;}pre[class^=\"r\"] {background-color: #e0e0e0; padding: 10px; border-radius: 5px; overflow-x: auto; word-wrap: break-word; color: inherit;line-height: 1.5;}pre[class^=\"r\"] code {background-color: transparent; border: none;}pre code.hljs {background-color: transparent;border: none;}pre,img {overflow-x: auto; background-color: transparent; border: none; }<\/style>\n\n\n\n\n<\/head>\n\n<body>\n\n\n\n\n<h1 class=\"title toc-ignore\">Figures (Misinformation)<\/h1>\n\n\n\n<div class=\"main-container\">\n<div id=\"required-packages\" class=\"section level3\">\n<h3>Required Packages<\/h3>\n<p>The first nine packages help create, clean and visualize the data.\nThe final two packages are used as data sources.<\/p>\n<pre class=\"r\"><code>library(tidyverse) # Data Manipulation\nlibrary(stargazer) # Table Creation\nlibrary(reshape2) # Data Aggregation\nlibrary(janitor) # Cleaning Data\nlibrary(fauxnaif) # Simplifying NA Values\nlibrary(gghighlight) # Highlighting Graphics\nlibrary(gridExtra) # Graphic Development\nlibrary(ggcorrplot) # Correlation Matrix\nlibrary(knitr) # Report Generation\n\nlibrary(vdemdata) # V-Dem Data\nlibrary(ERT) # ERT Data<\/code><\/pre>\n<\/div>\n<div id=\"preparing-the-data\" class=\"section level3\">\n<h3>Preparing the data<\/h3>\n<p>Load in and group the data. After it is time to create the plots.<\/p>\n<pre class=\"r\"><code>df <-read.csv("fulldatasetv2.csv")\ndf_group <- df %>% group_by(country) %>% summarise_at(vars(govdom_osp,pardom_osp,\n fordom_osp,edi,edi_rate),\n list(mean = mean))\ndf_year <- df %>% group_by(year) %>% summarise_at(vars(govdom_osp,pardom_osp,\n fordom_osp,edi,edi_rate),\n list(mean = mean))<\/code><\/pre>\n<\/div>\n<div id=\"figure-2\" class=\"section level3\">\n<h3>Figure 2<\/h3>\n<pre class=\"r\"><code>vars1 <- c("fordom_osp_mean","govdom_osp_mean", "pardom_osp_mean")\nmelt_df <- reshape2::melt(df_year, id.var = "year") \nfig2_df <- melt_df %>% filter(variable %in% vars1)\n\nfig2 <- ggplot(fig2_df, aes(x = year)) + \n geom_line(aes(y = value, colour = variable), lwd= 1.5) + \n scale_colour_manual(labels = c("Government","Party", "Foreign"),\n values = c("darkblue", "darkred", "darkgreen")) +\nggtitle("Figure 2", subtitle ="False Information: Yearly Means") +\n xlab("Year") +\n xlim(2000,2020) + \n ylab("Value") +\n ylim(1.75,3.25) +\n labs(colour="Variable") + annotate(\n geom = "text", x = 2000, y = 3.2, hjust = 0, vjust = 1, size = 4, label = "Less Disinformation") +\n annotate(\n geom = "text", x = 2015, y = 1.9, hjust = 0, vjust = 1, size = 4, label = "More Disinformation") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\nfig2 <\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"figure-3\" class=\"section level3\">\n<h3>Figure 3<\/h3>\n<pre class=\"r\"><code>vars2 <- c("edi_rate_mean")\nfig3_df <- melt_df %>% filter(variable %in% vars2)\n\nfig3 <- ggplot(fig3_df, aes(x = year)) + \n geom_line(aes(color = variable, y= value),lwd= 1.5, show.legend = FALSE) +\n ggtitle("Figure 3", subtitle = "EDI Rate Yearly Mean") +\n xlab("Year") +\n xlim(2000,2020) + \n ylab("Percentage change in EDI") +\n ylim(-1,6) +\n labs(colour="Variable") +\n scale_colour_manual(labels = c("EDI Rate"), values = c("brown")) +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\nfig3 <\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"figure-4\" class=\"section level3\">\n<h3>Figure 4<\/h3>\n<pre class=\"r\"><code>select <- c(5:9, 11:17)\nM = cor(df[,select], use="pairwise.complete.obs")\n\nfig4 <- ggcorrplot(M, outline.color = "white", lab = TRUE, tl.cex = 14,\n lab_size = 3, lab_col = "black") + \n labs(title = "Figure 4", subtitle = "Variable Correlation Matrix") + \n theme(plot.title = element_text(hjust = .5, face="bold", size = 18),\n plot.subtitle = element_text(hjust = .5, size = 14), \n panel.background = element_rect(fill = "white"))\nfig4<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"figure-5-8-histograms\" class=\"section level3\">\n<h3>Figure 5-8, Histograms<\/h3>\n<pre class=\"r\"><code>fig5 <- df %>% filter(edi_rate >= -5 & edi_rate <= 5) %>% \n ggplot(aes(x=edi_rate)) +\n geom_histogram(binwidth=1, fill="brown", color="#e9ecef", alpha=0.9) +\n ggtitle("Figure 5", subtitle ="EDI Rate (-5 to 5)") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5)) +\n xlab("Percentage Change in EDI") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\n \n\nfig6 <- df %>% \n ggplot(aes(x=govdom_osp)) +\n geom_histogram(binwidth=.1, fill="brown", color="#e9ecef", alpha=0.9) +\n ggtitle("Figure 6", subtitle ="Government Dissemination of False Information") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5)) +\n xlab("Level of Government Disinformation") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\n \n\nfig7 <- df %>% \n ggplot(aes(x=fordom_osp)) +\n geom_histogram(binwidth=.1, fill="brown", color="#e9ecef", alpha=0.9) +\n ggtitle("Figure 7", subtitle ="Foreign Dissemination of False Information") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5)) +\n xlab("Level of Foreign Disinformation") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\n \n\nfig8 <- df %>% \n ggplot(aes(x=pardom_osp)) +\n geom_histogram(binwidth=.1, fill="brown", color="#e9ecef", alpha=0.9) +\n ggtitle("Figure 8", subtitle ="Party Dissemination of False Information") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5)) +\n xlab("Level of Party Disinformation") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))<\/code><\/pre>\n<pre class=\"r\"><code>grid.arrange(fig5, fig6, fig7, fig8, nrow = 2)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"appendix-figure-1-edi-index-by-year\" class=\"section level3\">\n<h3>Appendix Figure 1: EDI index by year<\/h3>\n<pre class=\"r\"><code>append_fig1 <- ggplot(df_year, aes(x=year)) +\n geom_line(aes(y=edi_mean),lwd=1.5, color= "brown") +\n xlab("Year") +\n ylab("EDI Index") + \n ggtitle("Appendix Figure 1", subtitle ="Democracy Index (EDI): Yearly Means") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5)) +\n xlim(2000,2020) +\n ylim(.45,.55) +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\nappend_fig1<\/code><\/pre>\n<img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/>\n<\/div>\n<\/div>\n\n\n\n\n\n\n\n<script>\n (function () {\n var script = document.createElement(\"script\");\n script.type = \"text\/javascript\";\n script.src = \"https:\/\/mathjax.rstudio.com\/latest\/MathJax.js?config=TeX-AMS-MML_HTMLorMML\";\n document.getElementsByTagName(\"head\")[0].appendChild(script);\n })();\n<\/script>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>Figures (Misinformation) Figures (Misinformation) Required Packages The first nine packages help create, clean and visualize the data. The final two packages are used as data sources. library(tidyverse) # Data Manipulation library(stargazer) # Table Creation library(reshape2) # Data Aggregation library(janitor) # Cleaning Data library(fauxnaif) # Simplifying NA Values library(gghighlight) # Highlighting Graphics library(gridExtra) # Graphic Development […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":2,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"wp-custom-template-code-pages","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-149","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/pages\/149","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/comments?post=149"}],"version-history":[{"count":9,"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/pages\/149\/revisions"}],"predecessor-version":[{"id":1097,"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/pages\/149\/revisions\/1097"}],"up":[{"embeddable":true,"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/pages\/2"}],"wp:attachment":[{"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/media?parent=149"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":149,"date":"2024-04-18T13:26:16","date_gmt":"2024-04-18T13:26:16","guid":{"rendered":"https:\/\/www.danielgoralczyk.com\/?page_id=149"},"modified":"2024-05-29T15:09:50","modified_gmt":"2024-05-29T15:09:50","slug":"misinfo-figures","status":"publish","type":"page","link":"https:\/\/www.danielgoralczyk.com\/de\/academic-projects\/misinfo-figures\/","title":{"rendered":"Misinformation Figures"},"content":{"rendered":"\n\n\n\n\n\n\n\n\n\n\n\n\n\n\nFigures (Misinformation)<\/title>\n\n<script>\/\/ Pandoc 2.9 adds attributes on both header and div. We remove the former (to\n\/\/ be compatible with the behavior of Pandoc < 2.8).\ndocument.addEventListener('DOMContentLoaded', function(e) {\n var hs = document.querySelectorAll(\"div.section[class*='level'] > :first-child\");\n var i, h, a;\n for (i = 0; i < hs.length; i++) {\n h = hs[i];\n if (!\/^h[1-6]$\/i.test(h.tagName)) continue; \/\/ it should be a header h1-h6\n a = h.attributes;\n while (a.length > 0) h.removeAttribute(a[0].name);\n }\n});\n<\/script>\n<style type=\"text\/css\">.hljs-literal {\ncolor: #990073;\n}\n.hljs-number {\ncolor: #099;\n}\n.hljs-comment {\ncolor: #998;\nfont-style: italic;\n}\n.hljs-keyword {\ncolor: #900;\nfont-weight: bold;\n}\n.hljs-string {\ncolor: #d14;\n}\n<\/style>\n<script src=\"data:application\/javascript;base64,LyohIGhpZ2hsaWdodC5qcyB2OS4xMi4wIHwgQlNEMyBMaWNlbnNlIHwgZ2l0LmlvL2hsanNsaWNlbnNlICovCiFmdW5jdGlvbihlKXt2YXIgbj0ib2JqZWN0Ij09dHlwZW9mIHdpbmRvdyYmd2luZG93fHwib2JqZWN0Ij09dHlwZW9mIHNlbGYmJnNlbGY7InVuZGVmaW5lZCIhPXR5cGVvZiBleHBvcnRzP2UoZXhwb3J0cyk6biYmKG4uaGxqcz1lKHt9KSwiZnVuY3Rpb24iPT10eXBlb2YgZGVmaW5lJiZkZWZpbmUuYW1kJiZkZWZpbmUoW10sZnVuY3Rpb24oKXtyZXR1cm4gbi5obGpzfSkpfShmdW5jdGlvbihlKXtmdW5jdGlvbiBuKGUpe3JldHVybiBlLnJlcGxhY2UoLyYvZywiJmFtcDsiKS5yZXBsYWNlKC88L2csIiZsdDsiKS5yZXBsYWNlKC8+L2csIiZndDsiKX1mdW5jdGlvbiB0KGUpe3JldHVybiBlLm5vZGVOYW1lLnRvTG93ZXJDYXNlKCl9ZnVuY3Rpb24gcihlLG4pe3ZhciB0PWUmJmUuZXhlYyhuKTtyZXR1cm4gdCYmMD09PXQuaW5kZXh9ZnVuY3Rpb24gYShlKXtyZXR1cm4gay50ZXN0KGUpfWZ1bmN0aW9uIGkoZSl7dmFyIG4sdCxyLGksbz1lLmNsYXNzTmFtZSsiICI7aWYobys9ZS5wYXJlbnROb2RlP2UucGFyZW50Tm9kZS5jbGFzc05hbWU6IiIsdD1CLmV4ZWMobykpcmV0dXJuIHcodFsxXSk\/dFsxXToibm8taGlnaGxpZ2h0Ijtmb3Iobz1vLnNwbGl0KC9ccysvKSxuPTAscj1vLmxlbmd0aDtyPm47bisrKWlmKGk9b1tuXSxhKGkpfHx3KGkpKXJldHVybiBpfWZ1bmN0aW9uIG8oZSl7dmFyIG4sdD17fSxyPUFycmF5LnByb3RvdHlwZS5zbGljZS5jYWxsKGFyZ3VtZW50cywxKTtmb3IobiBpbiBlKXRbbl09ZVtuXTtyZXR1cm4gci5mb3JFYWNoKGZ1bmN0aW9uKGUpe2ZvcihuIGluIGUpdFtuXT1lW25dfSksdH1mdW5jdGlvbiB1KGUpe3ZhciBuPVtdO3JldHVybiBmdW5jdGlvbiByKGUsYSl7Zm9yKHZhciBpPWUuZmlyc3RDaGlsZDtpO2k9aS5uZXh0U2libGluZykzPT09aS5ub2RlVHlwZT9hKz1pLm5vZGVWYWx1ZS5sZW5ndGg6MT09PWkubm9kZVR5cGUmJihuLnB1c2goe2V2ZW50OiJzdGFydCIsb2Zmc2V0OmEsbm9kZTppfSksYT1yKGksYSksdChpKS5tYXRjaCgvYnJ8aHJ8aW1nfGlucHV0Lyl8fG4ucHVzaCh7ZXZlbnQ6InN0b3AiLG9mZnNldDphLG5vZGU6aX0pKTtyZXR1cm4gYX0oZSwwKSxufWZ1bmN0aW9uIGMoZSxyLGEpe2Z1bmN0aW9uIGkoKXtyZXR1cm4gZS5sZW5ndGgmJnIubGVuZ3RoP2VbMF0ub2Zmc2V0IT09clswXS5vZmZzZXQ\/ZVswXS5vZmZzZXQ8clswXS5vZmZzZXQ\/ZTpyOiJzdGFydCI9PT1yWzBdLmV2ZW50P2U6cjplLmxlbmd0aD9lOnJ9ZnVuY3Rpb24gbyhlKXtmdW5jdGlvbiByKGUpe3JldHVybiIgIitlLm5vZGVOYW1lKyc9IicrbihlLnZhbHVlKS5yZXBsYWNlKCciJywiJnF1b3Q7IikrJyInfXMrPSI8Iit0KGUpK0UubWFwLmNhbGwoZS5hdHRyaWJ1dGVzLHIpLmpvaW4oIiIpKyI+In1mdW5jdGlvbiB1KGUpe3MrPSI8LyIrdChlKSsiPiJ9ZnVuY3Rpb24gYyhlKXsoInN0YXJ0Ij09PWUuZXZlbnQ\/bzp1KShlLm5vZGUpfWZvcih2YXIgbD0wLHM9IiIsZj1bXTtlLmxlbmd0aHx8ci5sZW5ndGg7KXt2YXIgZz1pKCk7aWYocys9bihhLnN1YnN0cmluZyhsLGdbMF0ub2Zmc2V0KSksbD1nWzBdLm9mZnNldCxnPT09ZSl7Zi5yZXZlcnNlKCkuZm9yRWFjaCh1KTtkbyBjKGcuc3BsaWNlKDAsMSlbMF0pLGc9aSgpO3doaWxlKGc9PT1lJiZnLmxlbmd0aCYmZ1swXS5vZmZzZXQ9PT1sKTtmLnJldmVyc2UoKS5mb3JFYWNoKG8pfWVsc2Uic3RhcnQiPT09Z1swXS5ldmVudD9mLnB1c2goZ1swXS5ub2RlKTpmLnBvcCgpLGMoZy5zcGxpY2UoMCwxKVswXSl9cmV0dXJuIHMrbihhLnN1YnN0cihsKSl9ZnVuY3Rpb24gbChlKXtyZXR1cm4gZS52JiYhZS5jYWNoZWRfdmFyaWFudHMmJihlLmNhY2hlZF92YXJpYW50cz1lLnYubWFwKGZ1bmN0aW9uKG4pe3JldHVybiBvKGUse3Y6bnVsbH0sbil9KSksZS5jYWNoZWRfdmFyaWFudHN8fGUuZVcmJltvKGUpXXx8W2VdfWZ1bmN0aW9uIHMoZSl7ZnVuY3Rpb24gbihlKXtyZXR1cm4gZSYmZS5zb3VyY2V8fGV9ZnVuY3Rpb24gdCh0LHIpe3JldHVybiBuZXcgUmVnRXhwKG4odCksIm0iKyhlLmNJPyJpIjoiIikrKHI\/ImciOiIiKSl9ZnVuY3Rpb24gcihhLGkpe2lmKCFhLmNvbXBpbGVkKXtpZihhLmNvbXBpbGVkPSEwLGEuaz1hLmt8fGEuYkssYS5rKXt2YXIgbz17fSx1PWZ1bmN0aW9uKG4sdCl7ZS5jSSYmKHQ9dC50b0xvd2VyQ2FzZSgpKSx0LnNwbGl0KCIgIikuZm9yRWFjaChmdW5jdGlvbihlKXt2YXIgdD1lLnNwbGl0KCJ8Iik7b1t0WzBdXT1bbix0WzFdP051bWJlcih0WzFdKToxXX0pfTsic3RyaW5nIj09dHlwZW9mIGEuaz91KCJrZXl3b3JkIixhLmspOngoYS5rKS5mb3JFYWNoKGZ1bmN0aW9uKGUpe3UoZSxhLmtbZV0pfSksYS5rPW99YS5sUj10KGEubHx8L1x3Ky8sITApLGkmJihhLmJLJiYoYS5iPSJcXGIoIithLmJLLnNwbGl0KCIgIikuam9pbigifCIpKyIpXFxiIiksYS5ifHwoYS5iPS9cQnxcYi8pLGEuYlI9dChhLmIpLGEuZXx8YS5lV3x8KGEuZT0vXEJ8XGIvKSxhLmUmJihhLmVSPXQoYS5lKSksYS50RT1uKGEuZSl8fCIiLGEuZVcmJmkudEUmJihhLnRFKz0oYS5lPyJ8IjoiIikraS50RSkpLGEuaSYmKGEuaVI9dChhLmkpKSxudWxsPT1hLnImJihhLnI9MSksYS5jfHwoYS5jPVtdKSxhLmM9QXJyYXkucHJvdG90eXBlLmNvbmNhdC5hcHBseShbXSxhLmMubWFwKGZ1bmN0aW9uKGUpe3JldHVybiBsKCJzZWxmIj09PWU\/YTplKX0pKSxhLmMuZm9yRWFjaChmdW5jdGlvbihlKXtyKGUsYSl9KSxhLnN0YXJ0cyYmcihhLnN0YXJ0cyxpKTt2YXIgYz1hLmMubWFwKGZ1bmN0aW9uKGUpe3JldHVybiBlLmJLPyJcXC4\/KCIrZS5iKyIpXFwuPyI6ZS5ifSkuY29uY2F0KFthLnRFLGEuaV0pLm1hcChuKS5maWx0ZXIoQm9vbGVhbik7YS50PWMubGVuZ3RoP3QoYy5qb2luKCJ8IiksITApOntleGVjOmZ1bmN0aW9uKCl7cmV0dXJuIG51bGx9fX19cihlKX1mdW5jdGlvbiBmKGUsdCxhLGkpe2Z1bmN0aW9uIG8oZSxuKXt2YXIgdCxhO2Zvcih0PTAsYT1uLmMubGVuZ3RoO2E+dDt0KyspaWYocihuLmNbdF0uYlIsZSkpcmV0dXJuIG4uY1t0XX1mdW5jdGlvbiB1KGUsbil7aWYocihlLmVSLG4pKXtmb3IoO2UuZW5kc1BhcmVudCYmZS5wYXJlbnQ7KWU9ZS5wYXJlbnQ7cmV0dXJuIGV9cmV0dXJuIGUuZVc\/dShlLnBhcmVudCxuKTp2b2lkIDB9ZnVuY3Rpb24gYyhlLG4pe3JldHVybiFhJiZyKG4uaVIsZSl9ZnVuY3Rpb24gbChlLG4pe3ZhciB0PU4uY0k\/blswXS50b0xvd2VyQ2FzZSgpOm5bMF07cmV0dXJuIGUuay5oYXNPd25Qcm9wZXJ0eSh0KSYmZS5rW3RdfWZ1bmN0aW9uIHAoZSxuLHQscil7dmFyIGE9cj8iIjpJLmNsYXNzUHJlZml4LGk9JzxzcGFuIGNsYXNzPSInK2Esbz10PyIiOkM7cmV0dXJuIGkrPWUrJyI+JyxpK24rb31mdW5jdGlvbiBoKCl7dmFyIGUsdCxyLGE7aWYoIUUuaylyZXR1cm4gbihrKTtmb3IoYT0iIix0PTAsRS5sUi5sYXN0SW5kZXg9MCxyPUUubFIuZXhlYyhrKTtyOylhKz1uKGsuc3Vic3RyaW5nKHQsci5pbmRleCkpLGU9bChFLHIpLGU\/KEIrPWVbMV0sYSs9cChlWzBdLG4oclswXSkpKTphKz1uKHJbMF0pLHQ9RS5sUi5sYXN0SW5kZXgscj1FLmxSLmV4ZWMoayk7cmV0dXJuIGErbihrLnN1YnN0cih0KSl9ZnVuY3Rpb24gZCgpe3ZhciBlPSJzdHJpbmciPT10eXBlb2YgRS5zTDtpZihlJiYheVtFLnNMXSlyZXR1cm4gbihrKTt2YXIgdD1lP2YoRS5zTCxrLCEwLHhbRS5zTF0pOmcoayxFLnNMLmxlbmd0aD9FLnNMOnZvaWQgMCk7cmV0dXJuIEUucj4wJiYoQis9dC5yKSxlJiYoeFtFLnNMXT10LnRvcCkscCh0Lmxhbmd1YWdlLHQudmFsdWUsITEsITApfWZ1bmN0aW9uIGIoKXtMKz1udWxsIT1FLnNMP2QoKTpoKCksaz0iIn1mdW5jdGlvbiB2KGUpe0wrPWUuY04\/cChlLmNOLCIiLCEwKToiIixFPU9iamVjdC5jcmVhdGUoZSx7cGFyZW50Ont2YWx1ZTpFfX0pfWZ1bmN0aW9uIG0oZSxuKXtpZihrKz1lLG51bGw9PW4pcmV0dXJuIGIoKSwwO3ZhciB0PW8obixFKTtpZih0KXJldHVybiB0LnNraXA\/ays9bjoodC5lQiYmKGsrPW4pLGIoKSx0LnJCfHx0LmVCfHwoaz1uKSksdih0LG4pLHQuckI\/MDpuLmxlbmd0aDt2YXIgcj11KEUsbik7aWYocil7dmFyIGE9RTthLnNraXA\/ays9bjooYS5yRXx8YS5lRXx8KGsrPW4pLGIoKSxhLmVFJiYoaz1uKSk7ZG8gRS5jTiYmKEwrPUMpLEUuc2tpcHx8KEIrPUUuciksRT1FLnBhcmVudDt3aGlsZShFIT09ci5wYXJlbnQpO3JldHVybiByLnN0YXJ0cyYmdihyLnN0YXJ0cywiIiksYS5yRT8wOm4ubGVuZ3RofWlmKGMobixFKSl0aHJvdyBuZXcgRXJyb3IoJ0lsbGVnYWwgbGV4ZW1lICInK24rJyIgZm9yIG1vZGUgIicrKEUuY058fCI8dW5uYW1lZD4iKSsnIicpO3JldHVybiBrKz1uLG4ubGVuZ3RofHwxfXZhciBOPXcoZSk7aWYoIU4pdGhyb3cgbmV3IEVycm9yKCdVbmtub3duIGxhbmd1YWdlOiAiJytlKyciJyk7cyhOKTt2YXIgUixFPWl8fE4seD17fSxMPSIiO2ZvcihSPUU7UiE9PU47Uj1SLnBhcmVudClSLmNOJiYoTD1wKFIuY04sIiIsITApK0wpO3ZhciBrPSIiLEI9MDt0cnl7Zm9yKHZhciBNLGosTz0wOzspe2lmKEUudC5sYXN0SW5kZXg9TyxNPUUudC5leGVjKHQpLCFNKWJyZWFrO2o9bSh0LnN1YnN0cmluZyhPLE0uaW5kZXgpLE1bMF0pLE89TS5pbmRleCtqfWZvcihtKHQuc3Vic3RyKE8pKSxSPUU7Ui5wYXJlbnQ7Uj1SLnBhcmVudClSLmNOJiYoTCs9Qyk7cmV0dXJue3I6Qix2YWx1ZTpMLGxhbmd1YWdlOmUsdG9wOkV9fWNhdGNoKFQpe2lmKFQubWVzc2FnZSYmLTEhPT1ULm1lc3NhZ2UuaW5kZXhPZigiSWxsZWdhbCIpKXJldHVybntyOjAsdmFsdWU6bih0KX07dGhyb3cgVH19ZnVuY3Rpb24gZyhlLHQpe3Q9dHx8SS5sYW5ndWFnZXN8fHgoeSk7dmFyIHI9e3I6MCx2YWx1ZTpuKGUpfSxhPXI7cmV0dXJuIHQuZmlsdGVyKHcpLmZvckVhY2goZnVuY3Rpb24obil7dmFyIHQ9ZihuLGUsITEpO3QubGFuZ3VhZ2U9bix0LnI+YS5yJiYoYT10KSx0LnI+ci5yJiYoYT1yLHI9dCl9KSxhLmxhbmd1YWdlJiYoci5zZWNvbmRfYmVzdD1hKSxyfWZ1bmN0aW9uIHAoZSl7cmV0dXJuIEkudGFiUmVwbGFjZXx8SS51c2VCUj9lLnJlcGxhY2UoTSxmdW5jdGlvbihlLG4pe3JldHVybiBJLnVzZUJSJiYiXG4iPT09ZT8iPGJyPiI6SS50YWJSZXBsYWNlP24ucmVwbGFjZSgvXHQvZyxJLnRhYlJlcGxhY2UpOiIifSk6ZX1mdW5jdGlvbiBoKGUsbix0KXt2YXIgcj1uP0xbbl06dCxhPVtlLnRyaW0oKV07cmV0dXJuIGUubWF0Y2goL1xiaGxqc1xiLyl8fGEucHVzaCgiaGxqcyIpLC0xPT09ZS5pbmRleE9mKHIpJiZhLnB1c2gociksYS5qb2luKCIgIikudHJpbSgpfWZ1bmN0aW9uIGQoZSl7dmFyIG4sdCxyLG8sbCxzPWkoZSk7YShzKXx8KEkudXNlQlI\/KG49ZG9jdW1lbnQuY3JlYXRlRWxlbWVudE5TKCJodHRwOi8vd3d3LnczLm9yZy8xOTk5L3hodG1sIiwiZGl2Iiksbi5pbm5lckhUTUw9ZS5pbm5lckhUTUwucmVwbGFjZSgvXG4vZywiIikucmVwbGFjZSgvPGJyWyBcL10qPi9nLCJcbiIpKTpuPWUsbD1uLnRleHRDb250ZW50LHI9cz9mKHMsbCwhMCk6ZyhsKSx0PXUobiksdC5sZW5ndGgmJihvPWRvY3VtZW50LmNyZWF0ZUVsZW1lbnROUygiaHR0cDovL3d3dy53My5vcmcvMTk5OS94aHRtbCIsImRpdiIpLG8uaW5uZXJIVE1MPXIudmFsdWUsci52YWx1ZT1jKHQsdShvKSxsKSksci52YWx1ZT1wKHIudmFsdWUpLGUuaW5uZXJIVE1MPXIudmFsdWUsZS5jbGFzc05hbWU9aChlLmNsYXNzTmFtZSxzLHIubGFuZ3VhZ2UpLGUucmVzdWx0PXtsYW5ndWFnZTpyLmxhbmd1YWdlLHJlOnIucn0sci5zZWNvbmRfYmVzdCYmKGUuc2Vjb25kX2Jlc3Q9e2xhbmd1YWdlOnIuc2Vjb25kX2Jlc3QubGFuZ3VhZ2UscmU6ci5zZWNvbmRfYmVzdC5yfSkpfWZ1bmN0aW9uIGIoZSl7ST1vKEksZSl9ZnVuY3Rpb24gdigpe2lmKCF2LmNhbGxlZCl7di5jYWxsZWQ9ITA7dmFyIGU9ZG9jdW1lbnQucXVlcnlTZWxlY3RvckFsbCgicHJlIGNvZGUiKTtFLmZvckVhY2guY2FsbChlLGQpfX1mdW5jdGlvbiBtKCl7YWRkRXZlbnRMaXN0ZW5lcigiRE9NQ29udGVudExvYWRlZCIsdiwhMSksYWRkRXZlbnRMaXN0ZW5lcigibG9hZCIsdiwhMSl9ZnVuY3Rpb24gTihuLHQpe3ZhciByPXlbbl09dChlKTtyLmFsaWFzZXMmJnIuYWxpYXNlcy5mb3JFYWNoKGZ1bmN0aW9uKGUpe0xbZV09bn0pfWZ1bmN0aW9uIFIoKXtyZXR1cm4geCh5KX1mdW5jdGlvbiB3KGUpe3JldHVybiBlPShlfHwiIikudG9Mb3dlckNhc2UoKSx5W2VdfHx5W0xbZV1dfXZhciBFPVtdLHg9T2JqZWN0LmtleXMseT17fSxMPXt9LGs9L14obm8tP2hpZ2hsaWdodHxwbGFpbnx0ZXh0KSQvaSxCPS9cYmxhbmcoPzp1YWdlKT8tKFtcdy1dKylcYi9pLE09LygoXig8W14+XSs+fFx0fCkrfCg\/OlxuKSkpL2dtLEM9Ijwvc3Bhbj4iLEk9e2NsYXNzUHJlZml4OiJobGpzLSIsdGFiUmVwbGFjZTpudWxsLHVzZUJSOiExLGxhbmd1YWdlczp2b2lkIDB9O3JldHVybiBlLmhpZ2hsaWdodD1mLGUuaGlnaGxpZ2h0QXV0bz1nLGUuZml4TWFya3VwPXAsZS5oaWdobGlnaHRCbG9jaz1kLGUuY29uZmlndXJlPWIsZS5pbml0SGlnaGxpZ2h0aW5nPXYsZS5pbml0SGlnaGxpZ2h0aW5nT25Mb2FkPW0sZS5yZWdpc3Rlckxhbmd1YWdlPU4sZS5saXN0TGFuZ3VhZ2VzPVIsZS5nZXRMYW5ndWFnZT13LGUuaW5oZXJpdD1vLGUuSVI9IlthLXpBLVpdXFx3KiIsZS5VSVI9IlthLXpBLVpfXVxcdyoiLGUuTlI9IlxcYlxcZCsoXFwuXFxkKyk\/IixlLkNOUj0iKC0\/KShcXGIwW3hYXVthLWZBLUYwLTldK3woXFxiXFxkKyhcXC5cXGQqKT98XFwuXFxkKykoW2VFXVstK10\/XFxkKyk\/KSIsZS5CTlI9IlxcYigwYlswMV0rKSIsZS5SU1I9IiF8IT18IT09fCV8JT18JnwmJnwmPXxcXCp8XFwqPXxcXCt8XFwrPXwsfC18LT18Lz18L3w6fDt8PDx8PDw9fDw9fDx8PT09fD09fD18Pj4+PXw+Pj18Pj18Pj4+fD4+fD58XFw\/fFxcW3xcXHt8XFwofFxcXnxcXF49fFxcfHxcXHw9fFxcfFxcfHx+IixlLkJFPXtiOiJcXFxcW1xcc1xcU10iLHI6MH0sZS5BU009e2NOOiJzdHJpbmciLGI6IiciLGU6IiciLGk6IlxcbiIsYzpbZS5CRV19LGUuUVNNPXtjTjoic3RyaW5nIixiOiciJyxlOiciJyxpOiJcXG4iLGM6W2UuQkVdfSxlLlBXTT17YjovXGIoYXxhbnx0aGV8YXJlfEknbXxpc24ndHxkb24ndHxkb2Vzbid0fHdvbid0fGJ1dHxqdXN0fHNob3VsZHxwcmV0dHl8c2ltcGx5fGVub3VnaHxnb25uYXxnb2luZ3x3dGZ8c298c3VjaHx3aWxsfHlvdXx5b3VyfHRoZXl8bGlrZXxtb3JlKVxiL30sZS5DPWZ1bmN0aW9uKG4sdCxyKXt2YXIgYT1lLmluaGVyaXQoe2NOOiJjb21tZW50IixiOm4sZTp0LGM6W119LHJ8fHt9KTtyZXR1cm4gYS5jLnB1c2goZS5QV00pLGEuYy5wdXNoKHtjTjoiZG9jdGFnIixiOiIoPzpUT0RPfEZJWE1FfE5PVEV8QlVHfFhYWCk6IixyOjB9KSxhfSxlLkNMQ009ZS5DKCIvLyIsIiQiKSxlLkNCQ009ZS5DKCIvXFwqIiwiXFwqLyIpLGUuSENNPWUuQygiIyIsIiQiKSxlLk5NPXtjTjoibnVtYmVyIixiOmUuTlIscjowfSxlLkNOTT17Y046Im51bWJlciIsYjplLkNOUixyOjB9LGUuQk5NPXtjTjoibnVtYmVyIixiOmUuQk5SLHI6MH0sZS5DU1NOTT17Y046Im51bWJlciIsYjplLk5SKyIoJXxlbXxleHxjaHxyZW18dnd8dmh8dm1pbnx2bWF4fGNtfG1tfGlufHB0fHBjfHB4fGRlZ3xncmFkfHJhZHx0dXJufHN8bXN8SHp8a0h6fGRwaXxkcGNtfGRwcHgpPyIscjowfSxlLlJNPXtjTjoicmVnZXhwIixiOi9cLy8sZTovXC9bZ2ltdXldKi8saTovXG4vLGM6W2UuQkUse2I6L1xbLyxlOi9cXS8scjowLGM6W2UuQkVdfV19LGUuVE09e2NOOiJ0aXRsZSIsYjplLklSLHI6MH0sZS5VVE09e2NOOiJ0aXRsZSIsYjplLlVJUixyOjB9LGUuTUVUSE9EX0dVQVJEPXtiOiJcXC5cXHMqIitlLlVJUixyOjB9LGV9KTtobGpzLnJlZ2lzdGVyTGFuZ3VhZ2UoInNxbCIsZnVuY3Rpb24oZSl7dmFyIHQ9ZS5DKCItLSIsIiQiKTtyZXR1cm57Y0k6ITAsaTovWzw+e30qI10vLGM6W3tiSzoiYmVnaW4gZW5kIHN0YXJ0IGNvbW1pdCByb2xsYmFjayBzYXZlcG9pbnQgbG9jayBhbHRlciBjcmVhdGUgZHJvcCByZW5hbWUgY2FsbCBkZWxldGUgZG8gaGFuZGxlciBpbnNlcnQgbG9hZCByZXBsYWNlIHNlbGVjdCB0cnVuY2F0ZSB1cGRhdGUgc2V0IHNob3cgcHJhZ21hIGdyYW50IG1lcmdlIGRlc2NyaWJlIHVzZSBleHBsYWluIGhlbHAgZGVjbGFyZSBwcmVwYXJlIGV4ZWN1dGUgZGVhbGxvY2F0ZSByZWxlYXNlIHVubG9jayBwdXJnZSByZXNldCBjaGFuZ2Ugc3RvcCBhbmFseXplIGNhY2hlIGZsdXNoIG9wdGltaXplIHJlcGFpciBraWxsIGluc3RhbGwgdW5pbnN0YWxsIGNoZWNrc3VtIHJlc3RvcmUgY2hlY2sgYmFja3VwIHJldm9rZSBjb21tZW50IixlOi87LyxlVzohMCxsOi9bXHdcLl0rLyxrOntrZXl3b3JkOiJhYm9ydCBhYnMgYWJzb2x1dGUgYWNjIGFjY2UgYWNjZXAgYWNjZXB0IGFjY2VzcyBhY2Nlc3NlZCBhY2Nlc3NpYmxlIGFjY291bnQgYWNvcyBhY3Rpb24gYWN0aXZhdGUgYWRkIGFkZHRpbWUgYWRtaW4gYWRtaW5pc3RlciBhZHZhbmNlZCBhZHZpc2UgYWVzX2RlY3J5cHQgYWVzX2VuY3J5cHQgYWZ0ZXIgYWdlbnQgYWdncmVnYXRlIGFsaSBhbGlhIGFsaWFzIGFsbG9jYXRlIGFsbG93IGFsdGVyIGFsd2F5cyBhbmFseXplIGFuY2lsbGFyeSBhbmQgYW55IGFueWRhdGEgYW55ZGF0YXNldCBhbnlzY2hlbWEgYW55dHlwZSBhcHBseSBhcmNoaXZlIGFyY2hpdmVkIGFyY2hpdmVsb2cgYXJlIGFzIGFzYyBhc2NpaSBhc2luIGFzc2VtYmx5IGFzc2VydGlvbiBhc3NvY2lhdGUgYXN5bmNocm9ub3VzIGF0IGF0YW4gYXRuMiBhdHRyIGF0dHJpIGF0dHJpYiBhdHRyaWJ1IGF0dHJpYnV0IGF0dHJpYnV0ZSBhdHRyaWJ1dGVzIGF1ZGl0IGF1dGhlbnRpY2F0ZWQgYXV0aGVudGljYXRpb24gYXV0aGlkIGF1dGhvcnMgYXV0byBhdXRvYWxsb2NhdGUgYXV0b2RibGluayBhdXRvZXh0ZW5kIGF1dG9tYXRpYyBhdmFpbGFiaWxpdHkgYXZnIGJhY2t1cCBiYWRmaWxlIGJhc2ljZmlsZSBiZWZvcmUgYmVnaW4gYmVnaW5uaW5nIGJlbmNobWFyayBiZXR3ZWVuIGJmaWxlIGJmaWxlX2Jhc2UgYmlnIGJpZ2ZpbGUgYmluIGJpbmFyeV9kb3VibGUgYmluYXJ5X2Zsb2F0IGJpbmxvZyBiaXRfYW5kIGJpdF9jb3VudCBiaXRfbGVuZ3RoIGJpdF9vciBiaXRfeG9yIGJpdG1hcCBibG9iX2Jhc2UgYmxvY2sgYmxvY2tzaXplIGJvZHkgYm90aCBib3VuZCBidWZmZXJfY2FjaGUgYnVmZmVyX3Bvb2wgYnVpbGQgYnVsayBieSBieXRlIGJ5dGVvcmRlcm1hcmsgYnl0ZXMgY2FjaGUgY2FjaGluZyBjYWxsIGNhbGxpbmcgY2FuY2VsIGNhcGFjaXR5IGNhc2NhZGUgY2FzY2FkZWQgY2FzZSBjYXN0IGNhdGFsb2cgY2F0ZWdvcnkgY2VpbCBjZWlsaW5nIGNoYWluIGNoYW5nZSBjaGFuZ2VkIGNoYXJfYmFzZSBjaGFyX2xlbmd0aCBjaGFyYWN0ZXJfbGVuZ3RoIGNoYXJhY3RlcnMgY2hhcmFjdGVyc2V0IGNoYXJpbmRleCBjaGFyc2V0IGNoYXJzZXRmb3JtIGNoYXJzZXRpZCBjaGVjayBjaGVja3N1bSBjaGVja3N1bV9hZ2cgY2hpbGQgY2hvb3NlIGNociBjaHVuayBjbGFzcyBjbGVhbnVwIGNsZWFyIGNsaWVudCBjbG9iIGNsb2JfYmFzZSBjbG9uZSBjbG9zZSBjbHVzdGVyX2lkIGNsdXN0ZXJfcHJvYmFiaWxpdHkgY2x1c3Rlcl9zZXQgY2x1c3RlcmluZyBjb2FsZXNjZSBjb2VyY2liaWxpdHkgY29sIGNvbGxhdGUgY29sbGF0aW9uIGNvbGxlY3QgY29sdSBjb2x1bSBjb2x1bW4gY29sdW1uX3ZhbHVlIGNvbHVtbnMgY29sdW1uc191cGRhdGVkIGNvbW1lbnQgY29tbWl0IGNvbXBhY3QgY29tcGF0aWJpbGl0eSBjb21waWxlZCBjb21wbGV0ZSBjb21wb3NpdGVfbGltaXQgY29tcG91bmQgY29tcHJlc3MgY29tcHV0ZSBjb25jYXQgY29uY2F0X3dzIGNvbmN1cnJlbnQgY29uZmlybSBjb25uIGNvbm5lYyBjb25uZWN0IGNvbm5lY3RfYnlfaXNjeWNsZSBjb25uZWN0X2J5X2lzbGVhZiBjb25uZWN0X2J5X3Jvb3QgY29ubmVjdF90aW1lIGNvbm5lY3Rpb24gY29uc2lkZXIgY29uc2lzdGVudCBjb25zdGFudCBjb25zdHJhaW50IGNvbnN0cmFpbnRzIGNvbnN0cnVjdG9yIGNvbnRhaW5lciBjb250ZW50IGNvbnRlbnRzIGNvbnRleHQgY29udHJpYnV0b3JzIGNvbnRyb2xmaWxlIGNvbnYgY29udmVydCBjb252ZXJ0X3R6IGNvcnIgY29ycl9rIGNvcnJfcyBjb3JyZXNwb25kaW5nIGNvcnJ1cHRpb24gY29zIGNvc3QgY291bnQgY291bnRfYmlnIGNvdW50ZWQgY292YXJfcG9wIGNvdmFyX3NhbXAgY3B1X3Blcl9jYWxsIGNwdV9wZXJfc2Vzc2lvbiBjcmMzMiBjcmVhdGUgY3JlYXRpb24gY3JpdGljYWwgY3Jvc3MgY3ViZSBjdW1lX2Rpc3QgY3VyZGF0ZSBjdXJyZW50IGN1cnJlbnRfZGF0ZSBjdXJyZW50X3RpbWUgY3VycmVudF90aW1lc3RhbXAgY3VycmVudF91c2VyIGN1cnNvciBjdXJ0aW1lIGN1c3RvbWRhdHVtIGN5Y2xlIGRhdGEgZGF0YWJhc2UgZGF0YWJhc2VzIGRhdGFmaWxlIGRhdGFmaWxlcyBkYXRhbGVuZ3RoIGRhdGVfYWRkIGRhdGVfY2FjaGUgZGF0ZV9mb3JtYXQgZGF0ZV9zdWIgZGF0ZWFkZCBkYXRlZGlmZiBkYXRlZnJvbXBhcnRzIGRhdGVuYW1lIGRhdGVwYXJ0IGRhdGV0aW1lMmZyb21wYXJ0cyBkYXkgZGF5X3RvX3NlY29uZCBkYXluYW1lIGRheW9mbW9udGggZGF5b2Z3ZWVrIGRheW9meWVhciBkYXlzIGRiX3JvbGVfY2hhbmdlIGRidGltZXpvbmUgZGRsIGRlYWxsb2NhdGUgZGVjbGFyZSBkZWNvZGUgZGVjb21wb3NlIGRlY3JlbWVudCBkZWNyeXB0IGRlZHVwbGljYXRlIGRlZiBkZWZhIGRlZmF1IGRlZmF1bCBkZWZhdWx0IGRlZmF1bHRzIGRlZmVycmVkIGRlZmkgZGVmaW4gZGVmaW5lIGRlZ3JlZXMgZGVsYXllZCBkZWxlZ2F0ZSBkZWxldGUgZGVsZXRlX2FsbCBkZWxpbWl0ZWQgZGVtYW5kIGRlbnNlX3JhbmsgZGVwdGggZGVxdWV1ZSBkZXNfZGVjcnlwdCBkZXNfZW5jcnlwdCBkZXNfa2V5X2ZpbGUgZGVzYyBkZXNjciBkZXNjcmkgZGVzY3JpYiBkZXNjcmliZSBkZXNjcmlwdG9yIGRldGVybWluaXN0aWMgZGlhZ25vc3RpY3MgZGlmZmVyZW5jZSBkaW1lbnNpb24gZGlyZWN0X2xvYWQgZGlyZWN0b3J5IGRpc2FibGUgZGlzYWJsZV9hbGwgZGlzYWxsb3cgZGlzYXNzb2NpYXRlIGRpc2NhcmRmaWxlIGRpc2Nvbm5lY3QgZGlza2dyb3VwIGRpc3RpbmN0IGRpc3RpbmN0cm93IGRpc3RyaWJ1dGUgZGlzdHJpYnV0ZWQgZGl2IGRvIGRvY3VtZW50IGRvbWFpbiBkb3RuZXQgZG91YmxlIGRvd25ncmFkZSBkcm9wIGR1bXBmaWxlIGR1cGxpY2F0ZSBkdXJhdGlvbiBlYWNoIGVkaXRpb24gZWRpdGlvbmFibGUgZWRpdGlvbnMgZWxlbWVudCBlbGxpcHNpcyBlbHNlIGVsc2lmIGVsdCBlbXB0eSBlbmFibGUgZW5hYmxlX2FsbCBlbmNsb3NlZCBlbmNvZGUgZW5jb2RpbmcgZW5jcnlwdCBlbmQgZW5kLWV4ZWMgZW5kaWFuIGVuZm9yY2VkIGVuZ2luZSBlbmdpbmVzIGVucXVldWUgZW50ZXJwcmlzZSBlbnRpdHllc2NhcGluZyBlb21vbnRoIGVycm9yIGVycm9ycyBlc2NhcGVkIGV2YWxuYW1lIGV2YWx1YXRlIGV2ZW50IGV2ZW50ZGF0YSBldmVudHMgZXhjZXB0IGV4Y2VwdGlvbiBleGNlcHRpb25zIGV4Y2hhbmdlIGV4Y2x1ZGUgZXhjbHVkaW5nIGV4ZWN1IGV4ZWN1dCBleGVjdXRlIGV4ZW1wdCBleGlzdHMgZXhpdCBleHAgZXhwaXJlIGV4cGxhaW4gZXhwb3J0IGV4cG9ydF9zZXQgZXh0ZW5kZWQgZXh0ZW50IGV4dGVybmFsIGV4dGVybmFsXzEgZXh0ZXJuYWxfMiBleHRlcm5hbGx5IGV4dHJhY3QgZmFpbGVkIGZhaWxlZF9sb2dpbl9hdHRlbXB0cyBmYWlsb3ZlciBmYWlsdXJlIGZhciBmYXN0IGZlYXR1cmVfc2V0IGZlYXR1cmVfdmFsdWUgZmV0Y2ggZmllbGQgZmllbGRzIGZpbGUgZmlsZV9uYW1lX2NvbnZlcnQgZmlsZXN5c3RlbV9saWtlX2xvZ2dpbmcgZmluYWwgZmluaXNoIGZpcnN0IGZpcnN0X3ZhbHVlIGZpeGVkIGZsYXNoX2NhY2hlIGZsYXNoYmFjayBmbG9vciBmbHVzaCBmb2xsb3dpbmcgZm9sbG93cyBmb3IgZm9yYWxsIGZvcmNlIGZvcm0gZm9ybWEgZm9ybWF0IGZvdW5kIGZvdW5kX3Jvd3MgZnJlZWxpc3QgZnJlZWxpc3RzIGZyZWVwb29scyBmcmVzaCBmcm9tIGZyb21fYmFzZTY0IGZyb21fZGF5cyBmdHAgZnVsbCBmdW5jdGlvbiBnZW5lcmFsIGdlbmVyYXRlZCBnZXQgZ2V0X2Zvcm1hdCBnZXRfbG9jayBnZXRkYXRlIGdldHV0Y2RhdGUgZ2xvYmFsIGdsb2JhbF9uYW1lIGdsb2JhbGx5IGdvIGdvdG8gZ3JhbnQgZ3JhbnRzIGdyZWF0ZXN0IGdyb3VwIGdyb3VwX2NvbmNhdCBncm91cF9pZCBncm91cGluZyBncm91cGluZ19pZCBncm91cHMgZ3RpZF9zdWJ0cmFjdCBndWFyYW50ZWUgZ3VhcmQgaGFuZGxlciBoYXNoIGhhc2hrZXlzIGhhdmluZyBoZWEgaGVhZCBoZWFkaSBoZWFkaW4gaGVhZGluZyBoZWFwIGhlbHAgaGV4IGhpZXJhcmNoeSBoaWdoIGhpZ2hfcHJpb3JpdHkgaG9zdHMgaG91ciBodHRwIGlkIGlkZW50X2N1cnJlbnQgaWRlbnRfaW5jciBpZGVudF9zZWVkIGlkZW50aWZpZWQgaWRlbnRpdHkgaWRsZV90aW1lIGlmIGlmbnVsbCBpZ25vcmUgaWlmIGlsaWtlIGlsbSBpbW1lZGlhdGUgaW1wb3J0IGluIGluY2x1ZGUgaW5jbHVkaW5nIGluY3JlbWVudCBpbmRleCBpbmRleGVzIGluZGV4aW5nIGluZGV4dHlwZSBpbmRpY2F0b3IgaW5kaWNlcyBpbmV0Nl9hdG9uIGluZXQ2X250b2EgaW5ldF9hdG9uIGluZXRfbnRvYSBpbmZpbGUgaW5pdGlhbCBpbml0aWFsaXplZCBpbml0aWFsbHkgaW5pdHJhbnMgaW5tZW1vcnkgaW5uZXIgaW5ub2RiIGlucHV0IGluc2VydCBpbnN0YWxsIGluc3RhbmNlIGluc3RhbnRpYWJsZSBpbnN0ciBpbnRlcmZhY2UgaW50ZXJsZWF2ZWQgaW50ZXJzZWN0IGludG8gaW52YWxpZGF0ZSBpbnZpc2libGUgaXMgaXNfZnJlZV9sb2NrIGlzX2lwdjQgaXNfaXB2NF9jb21wYXQgaXNfbm90IGlzX25vdF9udWxsIGlzX3VzZWRfbG9jayBpc2RhdGUgaXNudWxsIGlzb2xhdGlvbiBpdGVyYXRlIGphdmEgam9pbiBqc29uIGpzb25fZXhpc3RzIGtlZXAga2VlcF9kdXBsaWNhdGVzIGtleSBrZXlzIGtpbGwgbGFuZ3VhZ2UgbGFyZ2UgbGFzdCBsYXN0X2RheSBsYXN0X2luc2VydF9pZCBsYXN0X3ZhbHVlIGxheCBsY2FzZSBsZWFkIGxlYWRpbmcgbGVhc3QgbGVhdmVzIGxlZnQgbGVuIGxlbmdodCBsZW5ndGggbGVzcyBsZXZlbCBsZXZlbHMgbGlicmFyeSBsaWtlIGxpa2UyIGxpa2U0IGxpa2VjIGxpbWl0IGxpbmVzIGxpbmsgbGlzdCBsaXN0YWdnIGxpdHRsZSBsbiBsb2FkIGxvYWRfZmlsZSBsb2IgbG9icyBsb2NhbCBsb2NhbHRpbWUgbG9jYWx0aW1lc3RhbXAgbG9jYXRlIGxvY2F0b3IgbG9jayBsb2NrZWQgbG9nIGxvZzEwIGxvZzIgbG9nZmlsZSBsb2dmaWxlcyBsb2dnaW5nIGxvZ2ljYWwgbG9naWNhbF9yZWFkc19wZXJfY2FsbCBsb2dvZmYgbG9nb24gbG9ncyBsb25nIGxvb3AgbG93IGxvd19wcmlvcml0eSBsb3dlciBscGFkIGxydHJpbSBsdHJpbSBtYWluIG1ha2Vfc2V0IG1ha2VkYXRlIG1ha2V0aW1lIG1hbmFnZWQgbWFuYWdlbWVudCBtYW51YWwgbWFwIG1hcHBpbmcgbWFzayBtYXN0ZXIgbWFzdGVyX3Bvc193YWl0IG1hdGNoIG1hdGNoZWQgbWF0ZXJpYWxpemVkIG1heCBtYXhleHRlbnRzIG1heGltaXplIG1heGluc3RhbmNlcyBtYXhsZW4gbWF4bG9nZmlsZXMgbWF4bG9naGlzdG9yeSBtYXhsb2dtZW1iZXJzIG1heHNpemUgbWF4dHJhbnMgbWQ1IG1lYXN1cmVzIG1lZGlhbiBtZWRpdW0gbWVtYmVyIG1lbWNvbXByZXNzIG1lbW9yeSBtZXJnZSBtaWNyb3NlY29uZCBtaWQgbWlncmF0aW9uIG1pbiBtaW5leHRlbnRzIG1pbmltdW0gbWluaW5nIG1pbnVzIG1pbnV0ZSBtaW52YWx1ZSBtaXNzaW5nIG1vZCBtb2RlIG1vZGVsIG1vZGlmaWNhdGlvbiBtb2RpZnkgbW9kdWxlIG1vbml0b3JpbmcgbW9udGggbW9udGhzIG1vdW50IG1vdmUgbW92ZW1lbnQgbXVsdGlzZXQgbXV0ZXggbmFtZSBuYW1lX2NvbnN0IG5hbWVzIG5hbiBuYXRpb25hbCBuYXRpdmUgbmF0dXJhbCBuYXYgbmNoYXIgbmNsb2IgbmVzdGVkIG5ldmVyIG5ldyBuZXdsaW5lIG5leHQgbmV4dHZhbCBubyBub193cml0ZV90b19iaW5sb2cgbm9hcmNoaXZlbG9nIG5vYXVkaXQgbm9iYWRmaWxlIG5vY2hlY2sgbm9jb21wcmVzcyBub2NvcHkgbm9jeWNsZSBub2RlbGF5IG5vZGlzY2FyZGZpbGUgbm9lbnRpdHllc2NhcGluZyBub2d1YXJhbnRlZSBub2tlZXAgbm9sb2dmaWxlIG5vbWFwcGluZyBub21heHZhbHVlIG5vbWluaW1pemUgbm9taW52YWx1ZSBub21vbml0b3Jpbmcgbm9uZSBub25lZGl0aW9uYWJsZSBub25zY2hlbWEgbm9vcmRlciBub3ByIG5vcHJvIG5vcHJvbSBub3Byb21wIG5vcHJvbXB0IG5vcmVseSBub3Jlc2V0bG9ncyBub3JldmVyc2Ugbm9ybWFsIG5vcm93ZGVwZW5kZW5jaWVzIG5vc2NoZW1hY2hlY2sgbm9zd2l0Y2ggbm90IG5vdGhpbmcgbm90aWNlIG5vdHJpbSBub3ZhbGlkYXRlIG5vdyBub3dhaXQgbnRoX3ZhbHVlIG51bGxpZiBudWxscyBudW0gbnVtYiBudW1iZSBudmFyY2hhciBudmFyY2hhcjIgb2JqZWN0IG9jaWNvbGwgb2NpZGF0ZSBvY2lkYXRldGltZSBvY2lkdXJhdGlvbiBvY2lpbnRlcnZhbCBvY2lsb2Jsb2NhdG9yIG9jaW51bWJlciBvY2lyZWYgb2NpcmVmY3Vyc29yIG9jaXJvd2lkIG9jaXN0cmluZyBvY2l0eXBlIG9jdCBvY3RldF9sZW5ndGggb2Ygb2ZmIG9mZmxpbmUgb2Zmc2V0IG9pZCBvaWRpbmRleCBvbGQgb24gb25saW5lIG9ubHkgb3BhcXVlIG9wZW4gb3BlcmF0aW9ucyBvcGVyYXRvciBvcHRpbWFsIG9wdGltaXplIG9wdGlvbiBvcHRpb25hbGx5IG9yIG9yYWNsZSBvcmFjbGVfZGF0ZSBvcmFkYXRhIG9yZCBvcmRhdWRpbyBvcmRkaWNvbSBvcmRkb2Mgb3JkZXIgb3JkaW1hZ2Ugb3JkaW5hbGl0eSBvcmR2aWRlbyBvcmdhbml6YXRpb24gb3JsYW55IG9ybHZhcnkgb3V0IG91dGVyIG91dGZpbGUgb3V0bGluZSBvdXRwdXQgb3ZlciBvdmVyZmxvdyBvdmVycmlkaW5nIHBhY2thZ2UgcGFkIHBhcmFsbGVsIHBhcmFsbGVsX2VuYWJsZSBwYXJhbWV0ZXJzIHBhcmVudCBwYXJzZSBwYXJ0aWFsIHBhcnRpdGlvbiBwYXJ0aXRpb25zIHBhc2NhbCBwYXNzaW5nIHBhc3N3b3JkIHBhc3N3b3JkX2dyYWNlX3RpbWUgcGFzc3dvcmRfbG9ja190aW1lIHBhc3N3b3JkX3JldXNlX21heCBwYXNzd29yZF9yZXVzZV90aW1lIHBhc3N3b3JkX3ZlcmlmeV9mdW5jdGlvbiBwYXRjaCBwYXRoIHBhdGluZGV4IHBjdGluY3JlYXNlIHBjdHRocmVzaG9sZCBwY3R1c2VkIHBjdHZlcnNpb24gcGVyY2VudCBwZXJjZW50X3JhbmsgcGVyY2VudGlsZV9jb250IHBlcmNlbnRpbGVfZGlzYyBwZXJmb3JtYW5jZSBwZXJpb2QgcGVyaW9kX2FkZCBwZXJpb2RfZGlmZiBwZXJtYW5lbnQgcGh5c2ljYWwgcGkgcGlwZSBwaXBlbGluZWQgcGl2b3QgcGx1Z2dhYmxlIHBsdWdpbiBwb2xpY3kgcG9zaXRpb24gcG9zdF90cmFuc2FjdGlvbiBwb3cgcG93ZXIgcHJhZ21hIHByZWJ1aWx0IHByZWNlZGVzIHByZWNlZGluZyBwcmVjaXNpb24gcHJlZGljdGlvbiBwcmVkaWN0aW9uX2Nvc3QgcHJlZGljdGlvbl9kZXRhaWxzIHByZWRpY3Rpb25fcHJvYmFiaWxpdHkgcHJlZGljdGlvbl9zZXQgcHJlcGFyZSBwcmVzZW50IHByZXNlcnZlIHByaW9yIHByaW9yaXR5IHByaXZhdGUgcHJpdmF0ZV9zZ2EgcHJpdmlsZWdlcyBwcm9jZWR1cmFsIHByb2NlZHVyZSBwcm9jZWR1cmVfYW5hbHl6ZSBwcm9jZXNzbGlzdCBwcm9maWxlcyBwcm9qZWN0IHByb21wdCBwcm90ZWN0aW9uIHB1YmxpYyBwdWJsaXNoaW5nc2VydmVybmFtZSBwdXJnZSBxdWFydGVyIHF1ZXJ5IHF1aWNrIHF1aWVzY2UgcXVvdGEgcXVvdGVuYW1lIHJhZGlhbnMgcmFpc2UgcmFuZCByYW5nZSByYW5rIHJhdyByZWFkIHJlYWRzIHJlYWRzaXplIHJlYnVpbGQgcmVjb3JkIHJlY29yZHMgcmVjb3ZlciByZWNvdmVyeSByZWN1cnNpdmUgcmVjeWNsZSByZWRvIHJlZHVjZWQgcmVmIHJlZmVyZW5jZSByZWZlcmVuY2VkIHJlZmVyZW5jZXMgcmVmZXJlbmNpbmcgcmVmcmVzaCByZWdleHBfbGlrZSByZWdpc3RlciByZWdyX2F2Z3ggcmVncl9hdmd5IHJlZ3JfY291bnQgcmVncl9pbnRlcmNlcHQgcmVncl9yMiByZWdyX3Nsb3BlIHJlZ3Jfc3h4IHJlZ3Jfc3h5IHJlamVjdCByZWtleSByZWxhdGlvbmFsIHJlbGF0aXZlIHJlbGF5bG9nIHJlbGVhc2UgcmVsZWFzZV9sb2NrIHJlbGllc19vbiByZWxvY2F0ZSByZWx5IHJlbSByZW1haW5kZXIgcmVuYW1lIHJlcGFpciByZXBlYXQgcmVwbGFjZSByZXBsaWNhdGUgcmVwbGljYXRpb24gcmVxdWlyZWQgcmVzZXQgcmVzZXRsb2dzIHJlc2l6ZSByZXNvdXJjZSByZXNwZWN0IHJlc3RvcmUgcmVzdHJpY3RlZCByZXN1bHQgcmVzdWx0X2NhY2hlIHJlc3VtYWJsZSByZXN1bWUgcmV0ZW50aW9uIHJldHVybiByZXR1cm5pbmcgcmV0dXJucyByZXVzZSByZXZlcnNlIHJldm9rZSByaWdodCBybGlrZSByb2xlIHJvbGVzIHJvbGxiYWNrIHJvbGxpbmcgcm9sbHVwIHJvdW5kIHJvdyByb3dfY291bnQgcm93ZGVwZW5kZW5jaWVzIHJvd2lkIHJvd251bSByb3dzIHJ0cmltIHJ1bGVzIHNhZmUgc2FsdCBzYW1wbGUgc2F2ZSBzYXZlcG9pbnQgc2IxIHNiMiBzYjQgc2NhbiBzY2hlbWEgc2NoZW1hY2hlY2sgc2NuIHNjb3BlIHNjcm9sbCBzZG9fZ2VvcmFzdGVyIHNkb190b3BvX2dlb21ldHJ5IHNlYXJjaCBzZWNfdG9fdGltZSBzZWNvbmQgc2VjdGlvbiBzZWN1cmVmaWxlIHNlY3VyaXR5IHNlZWQgc2VnbWVudCBzZWxlY3Qgc2VsZiBzZXF1ZW5jZSBzZXF1ZW50aWFsIHNlcmlhbGl6YWJsZSBzZXJ2ZXIgc2VydmVyZXJyb3Igc2Vzc2lvbiBzZXNzaW9uX3VzZXIgc2Vzc2lvbnNfcGVyX3VzZXIgc2V0IHNldHMgc2V0dGluZ3Mgc2hhIHNoYTEgc2hhMiBzaGFyZSBzaGFyZWQgc2hhcmVkX3Bvb2wgc2hvcnQgc2hvdyBzaHJpbmsgc2h1dGRvd24gc2lfYXZlcmFnZWNvbG9yIHNpX2NvbG9yaGlzdG9ncmFtIHNpX2ZlYXR1cmVsaXN0IHNpX3Bvc2l0aW9uYWxjb2xvciBzaV9zdGlsbGltYWdlIHNpX3RleHR1cmUgc2libGluZ3Mgc2lkIHNpZ24gc2luIHNpemUgc2l6ZV90IHNpemVzIHNraXAgc2xhdmUgc2xlZXAgc21hbGxkYXRldGltZWZyb21wYXJ0cyBzbWFsbGZpbGUgc25hcHNob3Qgc29tZSBzb25hbWUgc29ydCBzb3VuZGV4IHNvdXJjZSBzcGFjZSBzcGFyc2Ugc3BmaWxlIHNwbGl0IHNxbCBzcWxfYmlnX3Jlc3VsdCBzcWxfYnVmZmVyX3Jlc3VsdCBzcWxfY2FjaGUgc3FsX2NhbGNfZm91bmRfcm93cyBzcWxfc21hbGxfcmVzdWx0IHNxbF92YXJpYW50X3Byb3BlcnR5IHNxbGNvZGUgc3FsZGF0YSBzcWxlcnJvciBzcWxuYW1lIHNxbHN0YXRlIHNxcnQgc3F1YXJlIHN0YW5kYWxvbmUgc3RhbmRieSBzdGFydCBzdGFydGluZyBzdGFydHVwIHN0YXRlbWVudCBzdGF0aWMgc3RhdGlzdGljcyBzdGF0c19iaW5vbWlhbF90ZXN0IHN0YXRzX2Nyb3NzdGFiIHN0YXRzX2tzX3Rlc3Qgc3RhdHNfbW9kZSBzdGF0c19td190ZXN0IHN0YXRzX29uZV93YXlfYW5vdmEgc3RhdHNfdF90ZXN0XyBzdGF0c190X3Rlc3RfaW5kZXAgc3RhdHNfdF90ZXN0X29uZSBzdGF0c190X3Rlc3RfcGFpcmVkIHN0YXRzX3dzcl90ZXN0IHN0YXR1cyBzdGQgc3RkZGV2IHN0ZGRldl9wb3Agc3RkZGV2X3NhbXAgc3RkZXYgc3RvcCBzdG9yYWdlIHN0b3JlIHN0b3JlZCBzdHIgc3RyX3RvX2RhdGUgc3RyYWlnaHRfam9pbiBzdHJjbXAgc3RyaWN0IHN0cmluZyBzdHJ1Y3Qgc3R1ZmYgc3R5bGUgc3ViZGF0ZSBzdWJwYXJ0aXRpb24gc3VicGFydGl0aW9ucyBzdWJzdGl0dXRhYmxlIHN1YnN0ciBzdWJzdHJpbmcgc3VidGltZSBzdWJ0cmluZ19pbmRleCBzdWJ0eXBlIHN1Y2Nlc3Mgc3VtIHN1c3BlbmQgc3dpdGNoIHN3aXRjaG9mZnNldCBzd2l0Y2hvdmVyIHN5bmMgc3luY2hyb25vdXMgc3lub255bSBzeXMgc3lzX3htbGFnZyBzeXNhc20gc3lzYXV4IHN5c2RhdGUgc3lzZGF0ZXRpbWVvZmZzZXQgc3lzZGJhIHN5c29wZXIgc3lzdGVtIHN5c3RlbV91c2VyIHN5c3V0Y2RhdGV0aW1lIHRhYmxlIHRhYmxlcyB0YWJsZXNwYWNlIHRhbiB0ZG8gdGVtcGxhdGUgdGVtcG9yYXJ5IHRlcm1pbmF0ZWQgdGVydGlhcnlfd2VpZ2h0cyB0ZXN0IHRoYW4gdGhlbiB0aHJlYWQgdGhyb3VnaCB0aWVyIHRpZXMgdGltZSB0aW1lX2Zvcm1hdCB0aW1lX3pvbmUgdGltZWRpZmYgdGltZWZyb21wYXJ0cyB0aW1lb3V0IHRpbWVzdGFtcCB0aW1lc3RhbXBhZGQgdGltZXN0YW1wZGlmZiB0aW1lem9uZV9hYmJyIHRpbWV6b25lX21pbnV0ZSB0aW1lem9uZV9yZWdpb24gdG8gdG9fYmFzZTY0IHRvX2RhdGUgdG9fZGF5cyB0b19zZWNvbmRzIHRvZGF0ZXRpbWVvZmZzZXQgdHJhY2UgdHJhY2tpbmcgdHJhbnNhY3Rpb24gdHJhbnNhY3Rpb25hbCB0cmFuc2xhdGUgdHJhbnNsYXRpb24gdHJlYXQgdHJpZ2dlciB0cmlnZ2VyX25lc3RsZXZlbCB0cmlnZ2VycyB0cmltIHRydW5jYXRlIHRyeV9jYXN0IHRyeV9jb252ZXJ0IHRyeV9wYXJzZSB0eXBlIHViMSB1YjIgdWI0IHVjYXNlIHVuYXJjaGl2ZWQgdW5ib3VuZGVkIHVuY29tcHJlc3MgdW5kZXIgdW5kbyB1bmhleCB1bmljb2RlIHVuaWZvcm0gdW5pbnN0YWxsIHVuaW9uIHVuaXF1ZSB1bml4X3RpbWVzdGFtcCB1bmtub3duIHVubGltaXRlZCB1bmxvY2sgdW5waXZvdCB1bnJlY292ZXJhYmxlIHVuc2FmZSB1bnNpZ25lZCB1bnRpbCB1bnRydXN0ZWQgdW51c2FibGUgdW51c2VkIHVwZGF0ZSB1cGRhdGVkIHVwZ3JhZGUgdXBwZWQgdXBwZXIgdXBzZXJ0IHVybCB1cm93aWQgdXNhYmxlIHVzYWdlIHVzZSB1c2Vfc3RvcmVkX291dGxpbmVzIHVzZXIgdXNlcl9kYXRhIHVzZXJfcmVzb3VyY2VzIHVzZXJzIHVzaW5nIHV0Y19kYXRlIHV0Y190aW1lc3RhbXAgdXVpZCB1dWlkX3Nob3J0IHZhbGlkYXRlIHZhbGlkYXRlX3Bhc3N3b3JkX3N0cmVuZ3RoIHZhbGlkYXRpb24gdmFsaXN0IHZhbHVlIHZhbHVlcyB2YXIgdmFyX3NhbXAgdmFyY2hhcmMgdmFyaSB2YXJpYSB2YXJpYWIgdmFyaWFibCB2YXJpYWJsZSB2YXJpYWJsZXMgdmFyaWFuY2UgdmFycCB2YXJyYXcgdmFycmF3YyB2YXJyYXkgdmVyaWZ5IHZlcnNpb24gdmVyc2lvbnMgdmlldyB2aXJ0dWFsIHZpc2libGUgdm9pZCB3YWl0IHdhbGxldCB3YXJuaW5nIHdhcm5pbmdzIHdlZWsgd2Vla2RheSB3ZWVrb2Z5ZWFyIHdlbGxmb3JtZWQgd2hlbiB3aGVuZSB3aGVuZXYgd2hlbmV2ZSB3aGVuZXZlciB3aGVyZSB3aGlsZSB3aGl0ZXNwYWNlIHdpdGggd2l0aGluIHdpdGhvdXQgd29yayB3cmFwcGVkIHhkYiB4bWwgeG1sYWdnIHhtbGF0dHJpYnV0ZXMgeG1sY2FzdCB4bWxjb2xhdHR2YWwgeG1sZWxlbWVudCB4bWxleGlzdHMgeG1sZm9yZXN0IHhtbGluZGV4IHhtbG5hbWVzcGFjZXMgeG1scGkgeG1scXVlcnkgeG1scm9vdCB4bWxzY2hlbWEgeG1sc2VyaWFsaXplIHhtbHRhYmxlIHhtbHR5cGUgeG9yIHllYXIgeWVhcl90b19tb250aCB5ZWFycyB5ZWFyd2VlayIsbGl0ZXJhbDoidHJ1ZSBmYWxzZSBudWxsIixidWlsdF9pbjoiYXJyYXkgYmlnaW50IGJpbmFyeSBiaXQgYmxvYiBib29sZWFuIGNoYXIgY2hhcmFjdGVyIGRhdGUgZGVjIGRlY2ltYWwgZmxvYXQgaW50IGludDggaW50ZWdlciBpbnRlcnZhbCBudW1iZXIgbnVtZXJpYyByZWFsIHJlY29yZCBzZXJpYWwgc2VyaWFsOCBzbWFsbGludCB0ZXh0IHZhcmNoYXIgdmFyeWluZyB2b2lkIn0sYzpbe2NOOiJzdHJpbmciLGI6IiciLGU6IiciLGM6W2UuQkUse2I6IicnIn1dfSx7Y046InN0cmluZyIsYjonIicsZTonIicsYzpbZS5CRSx7YjonIiInfV19LHtjTjoic3RyaW5nIixiOiJgIixlOiJgIixjOltlLkJFXX0sZS5DTk0sZS5DQkNNLHRdfSxlLkNCQ00sdF19fSk7aGxqcy5yZWdpc3Rlckxhbmd1YWdlKCJyIixmdW5jdGlvbihlKXt2YXIgcj0iKFthLXpBLVpdfFxcLlthLXpBLVouXSlbYS16QS1aMC05Ll9dKiI7cmV0dXJue2M6W2UuSENNLHtiOnIsbDpyLGs6e2tleXdvcmQ6ImZ1bmN0aW9uIGlmIGluIGJyZWFrIG5leHQgcmVwZWF0IGVsc2UgZm9yIHJldHVybiBzd2l0Y2ggd2hpbGUgdHJ5IHRyeUNhdGNoIHN0b3Agd2FybmluZyByZXF1aXJlIGxpYnJhcnkgYXR0YWNoIGRldGFjaCBzb3VyY2Ugc2V0TWV0aG9kIHNldEdlbmVyaWMgc2V0R3JvdXBHZW5lcmljIHNldENsYXNzIC4uLiIsbGl0ZXJhbDoiTlVMTCBOQSBUUlVFIEZBTFNFIFQgRiBJbmYgTmFOIE5BX2ludGVnZXJffDEwIE5BX3JlYWxffDEwIE5BX2NoYXJhY3Rlcl98MTAgTkFfY29tcGxleF98MTAifSxyOjB9LHtjTjoibnVtYmVyIixiOiIwW3hYXVswLTlhLWZBLUZdK1tMaV0\/XFxiIixyOjB9LHtjTjoibnVtYmVyIixiOiJcXGQrKD86W2VFXVsrXFwtXT9cXGQqKT9MXFxiIixyOjB9LHtjTjoibnVtYmVyIixiOiJcXGQrXFwuKD8hXFxkKSg\/OmlcXGIpPyIscjowfSx7Y046Im51bWJlciIsYjoiXFxkKyg\/OlxcLlxcZCopPyg\/OltlRV1bK1xcLV0\/XFxkKik\/aT9cXGIiLHI6MH0se2NOOiJudW1iZXIiLGI6IlxcLlxcZCsoPzpbZUVdWytcXC1dP1xcZCopP2k\/XFxiIixyOjB9LHtiOiJgIixlOiJgIixyOjB9LHtjTjoic3RyaW5nIixjOltlLkJFXSx2Olt7YjonIicsZTonIid9LHtiOiInIixlOiInIn1dfV19fSk7aGxqcy5yZWdpc3Rlckxhbmd1YWdlKCJwZXJsIixmdW5jdGlvbihlKXt2YXIgdD0iZ2V0cHdlbnQgZ2V0c2VydmVudCBxdW90ZW1ldGEgbXNncmN2IHNjYWxhciBraWxsIGRibWNsb3NlIHVuZGVmIGxjIG1hIHN5c3dyaXRlIHRyIHNlbmQgdW1hc2sgc3lzb3BlbiBzaG13cml0ZSB2ZWMgcXggdXRpbWUgbG9jYWwgb2N0IHNlbWN0bCBsb2NhbHRpbWUgcmVhZHBpcGUgZG8gcmV0dXJuIGZvcm1hdCByZWFkIHNwcmludGYgZGJtb3BlbiBwb3AgZ2V0cGdycCBub3QgZ2V0cHduYW0gcmV3aW5kZGlyIHFxZmlsZW5vIHF3IGVuZHByb3RvZW50IHdhaXQgc2V0aG9zdGVudCBibGVzcyBzfDAgb3BlbmRpciBjb250aW51ZSBlYWNoIHNsZWVwIGVuZGdyZW50IHNodXRkb3duIGR1bXAgY2hvbXAgY29ubmVjdCBnZXRzb2NrbmFtZSBkaWUgc29ja2V0cGFpciBjbG9zZSBmbG9jayBleGlzdHMgaW5kZXggc2htZ2V0c3ViIGZvciBlbmRwd2VudCByZWRvIGxzdGF0IG1zZ2N0bCBzZXRwZ3JwIGFicyBleGl0IHNlbGVjdCBwcmludCByZWYgZ2V0aG9zdGJ5YWRkciB1bnNoaWZ0IGZjbnRsIHN5c2NhbGwgZ290byBnZXRuZXRieWFkZHIgam9pbiBnbXRpbWUgc3ltbGluayBzZW1nZXQgc3BsaWNlIHh8MCBnZXRwZWVybmFtZSByZWN2IGxvZyBzZXRzb2Nrb3B0IGNvcyBsYXN0IHJldmVyc2UgZ2V0aG9zdGJ5bmFtZSBnZXRncm5hbSBzdHVkeSBmb3JtbGluZSBlbmRob3N0ZW50IHRpbWVzIGNob3AgbGVuZ3RoIGdldGhvc3RlbnQgZ2V0bmV0ZW50IHBhY2sgZ2V0cHJvdG9lbnQgZ2V0c2VydmJ5bmFtZSByYW5kIG1rZGlyIHBvcyBjaG1vZCB5fDAgc3Vic3RyIGVuZG5ldGVudCBwcmludGYgbmV4dCBvcGVuIG1zZ3NuZCByZWFkZGlyIHVzZSB1bmxpbmsgZ2V0c29ja29wdCBnZXRwcmlvcml0eSByaW5kZXggd2FudGFycmF5IGhleCBzeXN0ZW0gZ2V0c2VydmJ5cG9ydCBlbmRzZXJ2ZW50IGludCBjaHIgdW50aWUgcm1kaXIgcHJvdG90eXBlIHRlbGwgbGlzdGVuIGZvcmsgc2htcmVhZCB1Y2ZpcnN0IHNldHByb3RvZW50IGVsc2Ugc3lzc2VlayBsaW5rIGdldGdyZ2lkIHNobWN0bCB3YWl0cGlkIHVucGFjayBnZXRuZXRieW5hbWUgcmVzZXQgY2hkaXIgZ3JlcCBzcGxpdCByZXF1aXJlIGNhbGxlciBsY2ZpcnN0IHVudGlsIHdhcm4gd2hpbGUgdmFsdWVzIHNoaWZ0IHRlbGxkaXIgZ2V0cHd1aWQgbXkgZ2V0cHJvdG9ieW51bWJlciBkZWxldGUgYW5kIHNvcnQgdWMgZGVmaW5lZCBzcmFuZCBhY2NlcHQgcGFja2FnZSBzZWVrZGlyIGdldHByb3RvYnluYW1lIHNlbW9wIG91ciByZW5hbWUgc2VlayBpZiBxfDAgY2hyb290IHN5c3JlYWQgc2V0cHdlbnQgbm8gY3J5cHQgZ2V0YyBjaG93biBzcXJ0IHdyaXRlIHNldG5ldGVudCBzZXRwcmlvcml0eSBmb3JlYWNoIHRpZSBzaW4gbXNnZ2V0IG1hcCBzdGF0IGdldGxvZ2luIHVubGVzcyBlbHNpZiB0cnVuY2F0ZSBleGVjIGtleXMgZ2xvYiB0aWVkIGNsb3NlZGlyaW9jdGwgc29ja2V0IHJlYWRsaW5rIGV2YWwgeG9yIHJlYWRsaW5lIGJpbm1vZGUgc2V0c2VydmVudCBlb2Ygb3JkIGJpbmQgYWxhcm0gcGlwZSBhdGFuMiBnZXRncmVudCBleHAgdGltZSBwdXNoIHNldGdyZW50IGd0IGx0IG9yIG5lIG18MCBicmVhayBnaXZlbiBzYXkgc3RhdGUgd2hlbiIscj17Y046InN1YnN0IixiOiJbJEBdXFx7IixlOiJcXH0iLGs6dH0scz17YjoiLT57IixlOiJ9In0sbj17djpbe2I6L1wkXGQvfSx7YjovW1wkJUBdKFxeXHdcYnwjXHcrKDo6XHcrKSp8e1x3K318XHcrKDo6XHcqKSopL30se2I6L1tcJCVAXVteXHNcd3tdLyxyOjB9XX0saT1bZS5CRSxyLG5dLG89W24sZS5IQ00sZS5DKCJeXFw9XFx3IiwiXFw9Y3V0Iix7ZVc6ITB9KSxzLHtjTjoic3RyaW5nIixjOmksdjpbe2I6InFbcXd4cl0\/XFxzKlxcKCIsZToiXFwpIixyOjV9LHtiOiJxW3F3eHJdP1xccypcXFsiLGU6IlxcXSIscjo1fSx7YjoicVtxd3hyXT9cXHMqXFx7IixlOiJcXH0iLHI6NX0se2I6InFbcXd4cl0\/XFxzKlxcfCIsZToiXFx8IixyOjV9LHtiOiJxW3F3eHJdP1xccypcXDwiLGU6IlxcPiIscjo1fSx7YjoicXdcXHMrcSIsZToicSIscjo1fSx7YjoiJyIsZToiJyIsYzpbZS5CRV19LHtiOiciJyxlOiciJ30se2I6ImAiLGU6ImAiLGM6W2UuQkVdfSx7Yjoie1xcdyt9IixjOltdLHI6MH0se2I6Ii0\/XFx3K1xccypcXD1cXD4iLGM6W10scjowfV19LHtjTjoibnVtYmVyIixiOiIoXFxiMFswLTdfXSspfChcXGIweFswLTlhLWZBLUZfXSspfChcXGJbMS05XVswLTlfXSooXFwuWzAtOV9dKyk\/KXxbMF9dXFxiIixyOjB9LHtiOiIoXFwvXFwvfCIrZS5SU1IrInxcXGIoc3BsaXR8cmV0dXJufHByaW50fHJldmVyc2V8Z3JlcClcXGIpXFxzKiIsazoic3BsaXQgcmV0dXJuIHByaW50IHJldmVyc2UgZ3JlcCIscjowLGM6W2UuSENNLHtjTjoicmVnZXhwIixiOiIoc3x0cnx5KS8oXFxcXC58W14vXSkqLyhcXFxcLnxbXi9dKSovW2Etel0qIixyOjEwfSx7Y046InJlZ2V4cCIsYjoiKG18cXIpPy8iLGU6Ii9bYS16XSoiLGM6W2UuQkVdLHI6MH1dfSx7Y046ImZ1bmN0aW9uIixiSzoic3ViIixlOiIoXFxzKlxcKC4qP1xcKSk\/Wzt7XSIsZUU6ITAscjo1LGM6W2UuVE1dfSx7YjoiLVxcd1xcYiIscjowfSx7YjoiXl9fREFUQV9fJCIsZToiXl9fRU5EX18kIixzTDoibW9qb2xpY2lvdXMiLGM6W3tiOiJeQEAuKiIsZToiJCIsY046ImNvbW1lbnQifV19XTtyZXR1cm4gci5jPW8scy5jPW8se2FsaWFzZXM6WyJwbCIsInBtIl0sbDovW1x3XC5dKy8sazp0LGM6b319KTtobGpzLnJlZ2lzdGVyTGFuZ3VhZ2UoImluaSIsZnVuY3Rpb24oZSl7dmFyIGI9e2NOOiJzdHJpbmciLGM6W2UuQkVdLHY6W3tiOiInJyciLGU6IicnJyIscjoxMH0se2I6JyIiIicsZTonIiIiJyxyOjEwfSx7YjonIicsZTonIid9LHtiOiInIixlOiInIn1dfTtyZXR1cm57YWxpYXNlczpbInRvbWwiXSxjSTohMCxpOi9cUy8sYzpbZS5DKCI7IiwiJCIpLGUuSENNLHtjTjoic2VjdGlvbiIsYjovXlxzKlxbKy8sZTovXF0rL30se2I6L15bYS16MC05XFtcXV8tXStccyo9XHMqLyxlOiIkIixyQjohMCxjOlt7Y046ImF0dHIiLGI6L1thLXowLTlcW1xdXy1dKy99LHtiOi89LyxlVzohMCxyOjAsYzpbe2NOOiJsaXRlcmFsIixiOi9cYm9ufG9mZnx0cnVlfGZhbHNlfHllc3xub1xiL30se2NOOiJ2YXJpYWJsZSIsdjpbe2I6L1wkW1x3XGQiXVtcd1xkX10qL30se2I6L1wkXHsoLio\/KX0vfV19LGIse2NOOiJudW1iZXIiLGI6LyhbXCtcLV0rKT9bXGRdK19bXGRfXSsvfSxlLk5NXX1dfV19fSk7aGxqcy5yZWdpc3Rlckxhbmd1YWdlKCJkaWZmIixmdW5jdGlvbihlKXtyZXR1cm57YWxpYXNlczpbInBhdGNoIl0sYzpbe2NOOiJtZXRhIixyOjEwLHY6W3tiOi9eQEAgK1wtXGQrLFxkKyArXCtcZCssXGQrICtAQCQvfSx7YjovXlwqXCpcKiArXGQrLFxkKyArXCpcKlwqXCokL30se2I6L15cLVwtXC0gK1xkKyxcZCsgK1wtXC1cLVwtJC99XX0se2NOOiJjb21tZW50Iix2Olt7YjovSW5kZXg6IC8sZTovJC99LHtiOi89ezMsfS8sZTovJC99LHtiOi9eXC17M30vLGU6LyQvfSx7YjovXlwqezN9IC8sZTovJC99LHtiOi9eXCt7M30vLGU6LyQvfSx7YjovXCp7NX0vLGU6L1wqezV9JC99XX0se2NOOiJhZGRpdGlvbiIsYjoiXlxcKyIsZToiJCJ9LHtjTjoiZGVsZXRpb24iLGI6Il5cXC0iLGU6IiQifSx7Y046ImFkZGl0aW9uIixiOiJeXFwhIixlOiIkIn1dfX0pO2hsanMucmVnaXN0ZXJMYW5ndWFnZSgiZ28iLGZ1bmN0aW9uKGUpe3ZhciB0PXtrZXl3b3JkOiJicmVhayBkZWZhdWx0IGZ1bmMgaW50ZXJmYWNlIHNlbGVjdCBjYXNlIG1hcCBzdHJ1Y3QgY2hhbiBlbHNlIGdvdG8gcGFja2FnZSBzd2l0Y2ggY29uc3QgZmFsbHRocm91Z2ggaWYgcmFuZ2UgdHlwZSBjb250aW51ZSBmb3IgaW1wb3J0IHJldHVybiB2YXIgZ28gZGVmZXIgYm9vbCBieXRlIGNvbXBsZXg2NCBjb21wbGV4MTI4IGZsb2F0MzIgZmxvYXQ2NCBpbnQ4IGludDE2IGludDMyIGludDY0IHN0cmluZyB1aW50OCB1aW50MTYgdWludDMyIHVpbnQ2NCBpbnQgdWludCB1aW50cHRyIHJ1bmUiLGxpdGVyYWw6InRydWUgZmFsc2UgaW90YSBuaWwiLGJ1aWx0X2luOiJhcHBlbmQgY2FwIGNsb3NlIGNvbXBsZXggY29weSBpbWFnIGxlbiBtYWtlIG5ldyBwYW5pYyBwcmludCBwcmludGxuIHJlYWwgcmVjb3ZlciBkZWxldGUifTtyZXR1cm57YWxpYXNlczpbImdvbGFuZyJdLGs6dCxpOiI8LyIsYzpbZS5DTENNLGUuQ0JDTSx7Y046InN0cmluZyIsdjpbZS5RU00se2I6IiciLGU6IlteXFxcXF0nIn0se2I6ImAiLGU6ImAifV19LHtjTjoibnVtYmVyIix2Olt7YjplLkNOUisiW2RmbHNpXSIscjoxfSxlLkNOTV19LHtiOi86PS99LHtjTjoiZnVuY3Rpb24iLGJLOiJmdW5jIixlOi9ccypcey8sZUU6ITAsYzpbZS5UTSx7Y046InBhcmFtcyIsYjovXCgvLGU6L1wpLyxrOnQsaTovWyInXS99XX1dfX0pO2hsanMucmVnaXN0ZXJMYW5ndWFnZSgiYmFzaCIsZnVuY3Rpb24oZSl7dmFyIHQ9e2NOOiJ2YXJpYWJsZSIsdjpbe2I6L1wkW1x3XGQjQF1bXHdcZF9dKi99LHtiOi9cJFx7KC4qPyl9L31dfSxzPXtjTjoic3RyaW5nIixiOi8iLyxlOi8iLyxjOltlLkJFLHQse2NOOiJ2YXJpYWJsZSIsYjovXCRcKC8sZTovXCkvLGM6W2UuQkVdfV19LGE9e2NOOiJzdHJpbmciLGI6LycvLGU6LycvfTtyZXR1cm57YWxpYXNlczpbInNoIiwienNoIl0sbDovXGItP1thLXpcLl9dK1xiLyxrOntrZXl3b3JkOiJpZiB0aGVuIGVsc2UgZWxpZiBmaSBmb3Igd2hpbGUgaW4gZG8gZG9uZSBjYXNlIGVzYWMgZnVuY3Rpb24iLGxpdGVyYWw6InRydWUgZmFsc2UiLGJ1aWx0X2luOiJicmVhayBjZCBjb250aW51ZSBldmFsIGV4ZWMgZXhpdCBleHBvcnQgZ2V0b3B0cyBoYXNoIHB3ZCByZWFkb25seSByZXR1cm4gc2hpZnQgdGVzdCB0aW1lcyB0cmFwIHVtYXNrIHVuc2V0IGFsaWFzIGJpbmQgYnVpbHRpbiBjYWxsZXIgY29tbWFuZCBkZWNsYXJlIGVjaG8gZW5hYmxlIGhlbHAgbGV0IGxvY2FsIGxvZ291dCBtYXBmaWxlIHByaW50ZiByZWFkIHJlYWRhcnJheSBzb3VyY2UgdHlwZSB0eXBlc2V0IHVsaW1pdCB1bmFsaWFzIHNldCBzaG9wdCBhdXRvbG9hZCBiZyBiaW5ka2V5IGJ5ZSBjYXAgY2hkaXIgY2xvbmUgY29tcGFyZ3VtZW50cyBjb21wY2FsbCBjb21wY3RsIGNvbXBkZXNjcmliZSBjb21wZmlsZXMgY29tcGdyb3VwcyBjb21wcXVvdGUgY29tcHRhZ3MgY29tcHRyeSBjb21wdmFsdWVzIGRpcnMgZGlzYWJsZSBkaXNvd24gZWNob3RjIGVjaG90aSBlbXVsYXRlIGZjIGZnIGZsb2F0IGZ1bmN0aW9ucyBnZXRjYXAgZ2V0bG4gaGlzdG9yeSBpbnRlZ2VyIGpvYnMga2lsbCBsaW1pdCBsb2cgbm9nbG9iIHBvcGQgcHJpbnQgcHVzaGQgcHVzaGxuIHJlaGFzaCBzY2hlZCBzZXRjYXAgc2V0b3B0IHN0YXQgc3VzcGVuZCB0dHljdGwgdW5mdW5jdGlvbiB1bmhhc2ggdW5saW1pdCB1bnNldG9wdCB2YXJlZCB3YWl0IHdoZW5jZSB3aGVyZSB3aGljaCB6Y29tcGlsZSB6Zm9ybWF0IHpmdHAgemxlIHptb2Rsb2FkIHpwYXJzZW9wdHMgenByb2YgenB0eSB6cmVnZXhwYXJzZSB6c29ja2V0IHpzdHlsZSB6dGNwIixfOiItbmUgLWVxIC1sdCAtZ3QgLWYgLWQgLWUgLXMgLWwgLWEifSxjOlt7Y046Im1ldGEiLGI6L14jIVteXG5dK3NoXHMqJC8scjoxMH0se2NOOiJmdW5jdGlvbiIsYjovXHdbXHdcZF9dKlxzKlwoXHMqXClccypcey8sckI6ITAsYzpbZS5pbmhlcml0KGUuVE0se2I6L1x3W1x3XGRfXSovfSldLHI6MH0sZS5IQ00scyxhLHRdfX0pO2hsanMucmVnaXN0ZXJMYW5ndWFnZSgicHl0aG9uIixmdW5jdGlvbihlKXt2YXIgcj17a2V5d29yZDoiYW5kIGVsaWYgaXMgZ2xvYmFsIGFzIGluIGlmIGZyb20gcmFpc2UgZm9yIGV4Y2VwdCBmaW5hbGx5IHByaW50IGltcG9ydCBwYXNzIHJldHVybiBleGVjIGVsc2UgYnJlYWsgbm90IHdpdGggY2xhc3MgYXNzZXJ0IHlpZWxkIHRyeSB3aGlsZSBjb250aW51ZSBkZWwgb3IgZGVmIGxhbWJkYSBhc3luYyBhd2FpdCBub25sb2NhbHwxMCBOb25lIFRydWUgRmFsc2UiLGJ1aWx0X2luOiJFbGxpcHNpcyBOb3RJbXBsZW1lbnRlZCJ9LGI9e2NOOiJtZXRhIixiOi9eKD4+PnxcLlwuXC4pIC99LGM9e2NOOiJzdWJzdCIsYjovXHsvLGU6L1x9LyxrOnIsaTovIy99LGE9e2NOOiJzdHJpbmciLGM6W2UuQkVdLHY6W3tiOi8odXxiKT9yPycnJy8sZTovJycnLyxjOltiXSxyOjEwfSx7YjovKHV8Yik\/cj8iIiIvLGU6LyIiIi8sYzpbYl0scjoxMH0se2I6LyhmcnxyZnxmKScnJy8sZTovJycnLyxjOltiLGNdfSx7YjovKGZyfHJmfGYpIiIiLyxlOi8iIiIvLGM6W2IsY119LHtiOi8odXxyfHVyKScvLGU6LycvLHI6MTB9LHtiOi8odXxyfHVyKSIvLGU6LyIvLHI6MTB9LHtiOi8oYnxiciknLyxlOi8nL30se2I6LyhifGJyKSIvLGU6LyIvfSx7YjovKGZyfHJmfGYpJy8sZTovJy8sYzpbY119LHtiOi8oZnJ8cmZ8ZikiLyxlOi8iLyxjOltjXX0sZS5BU00sZS5RU01dfSxzPXtjTjoibnVtYmVyIixyOjAsdjpbe2I6ZS5CTlIrIltsTGpKXT8ifSx7YjoiXFxiKDBvWzAtN10rKVtsTGpKXT8ifSx7YjplLkNOUisiW2xMakpdPyJ9XX0saT17Y046InBhcmFtcyIsYjovXCgvLGU6L1wpLyxjOlsic2VsZiIsYixzLGFdfTtyZXR1cm4gYy5jPVthLHMsYl0se2FsaWFzZXM6WyJweSIsImd5cCJdLGs6cixpOi8oPFwvfC0+fFw\/KXw9Pi8sYzpbYixzLGEsZS5IQ00se3Y6W3tjTjoiZnVuY3Rpb24iLGJLOiJkZWYifSx7Y046ImNsYXNzIixiSzoiY2xhc3MifV0sZTovOi8saTovWyR7PTtcbixdLyxjOltlLlVUTSxpLHtiOi8tPi8sZVc6ITAsazoiTm9uZSJ9XX0se2NOOiJtZXRhIixiOi9eW1x0IF0qQC8sZTovJC99LHtiOi9cYihwcmludHxleGVjKVwoL31dfX0pO2hsanMucmVnaXN0ZXJMYW5ndWFnZSgianVsaWEiLGZ1bmN0aW9uKGUpe3ZhciByPXtrZXl3b3JkOiJpbiBpc2Egd2hlcmUgYmFyZW1vZHVsZSBiZWdpbiBicmVhayBjYXRjaCBjY2FsbCBjb25zdCBjb250aW51ZSBkbyBlbHNlIGVsc2VpZiBlbmQgZXhwb3J0IGZhbHNlIGZpbmFsbHkgZm9yIGZ1bmN0aW9uIGdsb2JhbCBpZiBpbXBvcnQgaW1wb3J0YWxsIGxldCBsb2NhbCBtYWNybyBtb2R1bGUgcXVvdGUgcmV0dXJuIHRydWUgdHJ5IHVzaW5nIHdoaWxlIHR5cGUgaW1tdXRhYmxlIGFic3RyYWN0IGJpdHN0eXBlIHR5cGVhbGlhcyAiLGxpdGVyYWw6InRydWUgZmFsc2UgQVJHUyBDX05VTEwgRGV2TnVsbCBFTkRJQU5fQk9NIEVOViBJIEluZiBJbmYxNiBJbmYzMiBJbmY2NCBJbnNlcnRpb25Tb3J0IEpVTElBX0hPTUUgTE9BRF9QQVRIIE1lcmdlU29ydCBOYU4gTmFOMTYgTmFOMzIgTmFONjQgUFJPR1JBTV9GSUxFIFF1aWNrU29ydCBSb3VuZERvd24gUm91bmRGcm9tWmVybyBSb3VuZE5lYXJlc3QgUm91bmROZWFyZXN0VGllc0F3YXkgUm91bmROZWFyZXN0VGllc1VwIFJvdW5kVG9aZXJvIFJvdW5kVXAgU1RERVJSIFNURElOIFNURE9VVCBWRVJTSU9OIGNhdGFsYW4gZXwwIGV1fDAgZXVsZXJnYW1tYSBnb2xkZW4gaW0gbm90aGluZyBwaSDOsyDPgCDPhiAiLGJ1aWx0X2luOiJBTlkgQWJzdHJhY3RBcnJheSBBYnN0cmFjdENoYW5uZWwgQWJzdHJhY3RGbG9hdCBBYnN0cmFjdE1hdHJpeCBBYnN0cmFjdFJORyBBYnN0cmFjdFNlcmlhbGl6ZXIgQWJzdHJhY3RTZXQgQWJzdHJhY3RTcGFyc2VBcnJheSBBYnN0cmFjdFNwYXJzZU1hdHJpeCBBYnN0cmFjdFNwYXJzZVZlY3RvciBBYnN0cmFjdFN0cmluZyBBYnN0cmFjdFVuaXRSYW5nZSBBYnN0cmFjdFZlY09yTWF0IEFic3RyYWN0VmVjdG9yIEFueSBBcmd1bWVudEVycm9yIEFycmF5IEFzc2VydGlvbkVycm9yIEFzc29jaWF0aXZlIEJhc2U2NERlY29kZVBpcGUgQmFzZTY0RW5jb2RlUGlwZSBCaWRpYWdvbmFsIEJpZ0Zsb2F0IEJpZ0ludCBCaXRBcnJheSBCaXRNYXRyaXggQml0VmVjdG9yIEJvb2wgQm91bmRzRXJyb3IgQnVmZmVyU3RyZWFtIENhY2hpbmdQb29sIENhcHR1cmVkRXhjZXB0aW9uIENhcnRlc2lhbkluZGV4IENhcnRlc2lhblJhbmdlIENjaGFyIENkb3VibGUgQ2Zsb2F0IENoYW5uZWwgQ2hhciBDaW50IENpbnRtYXhfdCBDbG9uZyBDbG9uZ2xvbmcgQ2x1c3Rlck1hbmFnZXIgQ21kIENvZGVJbmZvIENvbG9uIENvbXBsZXggQ29tcGxleDEyOCBDb21wbGV4MzIgQ29tcGxleDY0IENvbXBvc2l0ZUV4Y2VwdGlvbiBDb25kaXRpb24gQ29uakFycmF5IENvbmpNYXRyaXggQ29ualZlY3RvciBDcHRyZGlmZl90IENzaG9ydCBDc2l6ZV90IENzc2l6ZV90IENzdHJpbmcgQ3VjaGFyIEN1aW50IEN1aW50bWF4X3QgQ3Vsb25nIEN1bG9uZ2xvbmcgQ3VzaG9ydCBDd2NoYXJfdCBDd3N0cmluZyBEYXRhVHlwZSBEYXRlIERhdGVGb3JtYXQgRGF0ZVRpbWUgRGVuc2VBcnJheSBEZW5zZU1hdHJpeCBEZW5zZVZlY09yTWF0IERlbnNlVmVjdG9yIERpYWdvbmFsIERpY3QgRGltZW5zaW9uTWlzbWF0Y2ggRGltcyBEaXJlY3RJbmRleFN0cmluZyBEaXNwbGF5IERpdmlkZUVycm9yIERvbWFpbkVycm9yIEVPRkVycm9yIEVhY2hMaW5lIEVudW0gRW51bWVyYXRlIEVycm9yRXhjZXB0aW9uIEV4Y2VwdGlvbiBFeHBvbmVudGlhbEJhY2tPZmYgRXhwciBGYWN0b3JpemF0aW9uIEZpbGVNb25pdG9yIEZsb2F0MTYgRmxvYXQzMiBGbG9hdDY0IEZ1bmN0aW9uIEZ1dHVyZSBHbG9iYWxSZWYgR290b05vZGUgSFRNTCBIZXJtaXRpYW4gSU8gSU9CdWZmZXIgSU9Db250ZXh0IElPU3RyZWFtIElQQWRkciBJUHY0IElQdjYgSW5kZXhDYXJ0ZXNpYW4gSW5kZXhMaW5lYXIgSW5kZXhTdHlsZSBJbmV4YWN0RXJyb3IgSW5pdEVycm9yIEludCBJbnQxMjggSW50MTYgSW50MzIgSW50NjQgSW50OCBJbnRTZXQgSW50ZWdlciBJbnRlcnJ1cHRFeGNlcHRpb24gSW52YWxpZFN0YXRlRXhjZXB0aW9uIElycmF0aW9uYWwgS2V5RXJyb3IgTGFiZWxOb2RlIExpblNwYWNlIExpbmVOdW1iZXJOb2RlIExvYWRFcnJvciBMb3dlclRyaWFuZ3VsYXIgTUlNRSBNYXRyaXggTWVyc2VubmVUd2lzdGVyIE1ldGhvZCBNZXRob2RFcnJvciBNZXRob2RUYWJsZSBNb2R1bGUgTlR1cGxlIE5ld3Zhck5vZGUgTnVsbEV4Y2VwdGlvbiBOdWxsYWJsZSBOdW1iZXIgT2JqZWN0SWREaWN0IE9yZGluYWxSYW5nZSBPdXRPZk1lbW9yeUVycm9yIE92ZXJmbG93RXJyb3IgUGFpciBQYXJzZUVycm9yIFBhcnRpYWxRdWlja1NvcnQgUGVybXV0ZWREaW1zQXJyYXkgUGlwZSBQb2xsaW5nRmlsZVdhdGNoZXIgUHJvY2Vzc0V4aXRlZEV4Y2VwdGlvbiBQdHIgUXVvdGVOb2RlIFJhbmRvbURldmljZSBSYW5nZSBSYW5nZUluZGV4IFJhdGlvbmFsIFJhd0ZEIFJlYWRPbmx5TWVtb3J5RXJyb3IgUmVhbCBSZWVudHJhbnRMb2NrIFJlZiBSZWdleCBSZWdleE1hdGNoIFJlbW90ZUNoYW5uZWwgUmVtb3RlRXhjZXB0aW9uIFJldlN0cmluZyBSb3VuZGluZ01vZGUgUm93VmVjdG9yIFNTQVZhbHVlIFNlZ21lbnRhdGlvbkZhdWx0IFNlcmlhbGl6YXRpb25TdGF0ZSBTZXQgU2hhcmVkQXJyYXkgU2hhcmVkTWF0cml4IFNoYXJlZFZlY3RvciBTaWduZWQgU2ltcGxlVmVjdG9yIFNsb3QgU2xvdE51bWJlciBTcGFyc2VNYXRyaXhDU0MgU3BhcnNlVmVjdG9yIFN0YWNrRnJhbWUgU3RhY2tPdmVyZmxvd0Vycm9yIFN0YWNrVHJhY2UgU3RlcFJhbmdlIFN0ZXBSYW5nZUxlbiBTdHJpZGVkQXJyYXkgU3RyaWRlZE1hdHJpeCBTdHJpZGVkVmVjT3JNYXQgU3RyaWRlZFZlY3RvciBTdHJpbmcgU3ViQXJyYXkgU3ViU3RyaW5nIFN5bVRyaWRpYWdvbmFsIFN5bWJvbCBTeW1tZXRyaWMgU3lzdGVtRXJyb3IgVENQU29ja2V0IFRhc2sgVGV4dCBUZXh0RGlzcGxheSBUaW1lciBUcmlkaWFnb25hbCBUdXBsZSBUeXBlIFR5cGVFcnJvciBUeXBlTWFwRW50cnkgVHlwZU1hcExldmVsIFR5cGVOYW1lIFR5cGVWYXIgVHlwZWRTbG90IFVEUFNvY2tldCBVSW50IFVJbnQxMjggVUludDE2IFVJbnQzMiBVSW50NjQgVUludDggVW5kZWZSZWZFcnJvciBVbmRlZlZhckVycm9yIFVuaWNvZGVFcnJvciBVbmlmb3JtU2NhbGluZyBVbmlvbiBVbmlvbkFsbCBVbml0UmFuZ2UgVW5zaWduZWQgVXBwZXJUcmlhbmd1bGFyIFZhbCBWYXJhcmcgVmVjRWxlbWVudCBWZWNPck1hdCBWZWN0b3IgVmVyc2lvbk51bWJlciBWb2lkIFdlYWtLZXlEaWN0IFdlYWtSZWYgV29ya2VyQ29uZmlnIFdvcmtlclBvb2wgIn0sdD0iW0EtWmEtel9cXHUwMEExLVxcdUZGRkZdW0EtWmEtel8wLTlcXHUwMEExLVxcdUZGRkZdKiIsYT17bDp0LGs6cixpOi88XC8vfSxuPXtjTjoibnVtYmVyIixiOi8oXGIweFtcZF9dKihcLltcZF9dKik\/fDB4XC5cZFtcZF9dKilwWy0rXT9cZCt8XGIwW2JveF1bYS1mQS1GMC05XVthLWZBLUYwLTlfXSp8KFxiXGRbXGRfXSooXC5bXGRfXSopP3xcLlxkW1xkX10qKShbZUVmRl1bLStdP1xkKyk\/LyxyOjB9LG89e2NOOiJzdHJpbmciLGI6LycoLnxcXFt4WHVVXVthLXpBLVowLTldKyknL30saT17Y046InN1YnN0IixiOi9cJFwoLyxlOi9cKS8sazpyfSxsPXtjTjoidmFyaWFibGUiLGI6IlxcJCIrdH0sYz17Y046InN0cmluZyIsYzpbZS5CRSxpLGxdLHY6W3tiOi9cdyoiIiIvLGU6LyIiIlx3Ki8scjoxMH0se2I6L1x3KiIvLGU6LyJcdyovfV19LHM9e2NOOiJzdHJpbmciLGM6W2UuQkUsaSxsXSxiOiJgIixlOiJgIn0sZD17Y046Im1ldGEiLGI6IkAiK3R9LHU9e2NOOiJjb21tZW50Iix2Olt7YjoiIz0iLGU6Ij0jIixyOjEwfSx7YjoiIyIsZToiJCJ9XX07cmV0dXJuIGEuYz1bbixvLGMscyxkLHUsZS5IQ00se2NOOiJrZXl3b3JkIixiOiJcXGIoKChhYnN0cmFjdHxwcmltaXRpdmUpXFxzKyl0eXBlfChtdXRhYmxlXFxzKyk\/c3RydWN0KVxcYiJ9LHtiOi88Oi99XSxpLmM9YS5jLGF9KTtobGpzLnJlZ2lzdGVyTGFuZ3VhZ2UoImNvZmZlZXNjcmlwdCIsZnVuY3Rpb24oZSl7dmFyIGM9e2tleXdvcmQ6ImluIGlmIGZvciB3aGlsZSBmaW5hbGx5IG5ldyBkbyByZXR1cm4gZWxzZSBicmVhayBjYXRjaCBpbnN0YW5jZW9mIHRocm93IHRyeSB0aGlzIHN3aXRjaCBjb250aW51ZSB0eXBlb2YgZGVsZXRlIGRlYnVnZ2VyIHN1cGVyIHlpZWxkIGltcG9ydCBleHBvcnQgZnJvbSBhcyBkZWZhdWx0IGF3YWl0IHRoZW4gdW5sZXNzIHVudGlsIGxvb3Agb2YgYnkgd2hlbiBhbmQgb3IgaXMgaXNudCBub3QiLGxpdGVyYWw6InRydWUgZmFsc2UgbnVsbCB1bmRlZmluZWQgeWVzIG5vIG9uIG9mZiIsYnVpbHRfaW46Im5wbSByZXF1aXJlIGNvbnNvbGUgcHJpbnQgbW9kdWxlIGdsb2JhbCB3aW5kb3cgZG9jdW1lbnQifSxuPSJbQS1aYS16JF9dWzAtOUEtWmEteiRfXSoiLHI9e2NOOiJzdWJzdCIsYjovI1x7LyxlOi99LyxrOmN9LGk9W2UuQk5NLGUuaW5oZXJpdChlLkNOTSx7c3RhcnRzOntlOiIoXFxzKi8pPyIscjowfX0pLHtjTjoic3RyaW5nIix2Olt7YjovJycnLyxlOi8nJycvLGM6W2UuQkVdfSx7YjovJy8sZTovJy8sYzpbZS5CRV19LHtiOi8iIiIvLGU6LyIiIi8sYzpbZS5CRSxyXX0se2I6LyIvLGU6LyIvLGM6W2UuQkUscl19XX0se2NOOiJyZWdleHAiLHY6W3tiOiIvLy8iLGU6Ii8vLyIsYzpbcixlLkhDTV19LHtiOiIvL1tnaW1dKiIscjowfSx7YjovXC8oPyFbICpdKShcXFwvfC4pKj9cL1tnaW1dKig\/PVxXfCQpL31dfSx7YjoiQCIrbn0se3NMOiJqYXZhc2NyaXB0IixlQjohMCxlRTohMCx2Olt7YjoiYGBgIixlOiJgYGAifSx7YjoiYCIsZToiYCJ9XX1dO3IuYz1pO3ZhciBzPWUuaW5oZXJpdChlLlRNLHtiOm59KSx0PSIoXFwoLipcXCkpP1xccypcXEJbLT1dPiIsbz17Y046InBhcmFtcyIsYjoiXFwoW15cXChdIixyQjohMCxjOlt7YjovXCgvLGU6L1wpLyxrOmMsYzpbInNlbGYiXS5jb25jYXQoaSl9XX07cmV0dXJue2FsaWFzZXM6WyJjb2ZmZWUiLCJjc29uIiwiaWNlZCJdLGs6YyxpOi9cL1wqLyxjOmkuY29uY2F0KFtlLkMoIiMjIyIsIiMjIyIpLGUuSENNLHtjTjoiZnVuY3Rpb24iLGI6Il5cXHMqIituKyJcXHMqPVxccyoiK3QsZToiWy09XT4iLHJCOiEwLGM6W3Msb119LHtiOi9bOlwoLD1dXHMqLyxyOjAsYzpbe2NOOiJmdW5jdGlvbiIsYjp0LGU6IlstPV0+IixyQjohMCxjOltvXX1dfSx7Y046ImNsYXNzIixiSzoiY2xhc3MiLGU6IiQiLGk6L1s6PSJcW1xdXS8sYzpbe2JLOiJleHRlbmRzIixlVzohMCxpOi9bOj0iXFtcXV0vLGM6W3NdfSxzXX0se2I6bisiOiIsZToiOiIsckI6ITAsckU6ITAscjowfV0pfX0pO2hsanMucmVnaXN0ZXJMYW5ndWFnZSgiY3BwIixmdW5jdGlvbih0KXt2YXIgZT17Y046ImtleXdvcmQiLGI6IlxcYlthLXpcXGRfXSpfdFxcYiJ9LHI9e2NOOiJzdHJpbmciLHY6W3tiOicodTg\/fFUpP0w\/IicsZTonIicsaToiXFxuIixjOlt0LkJFXX0se2I6Jyh1OD98VSk\/UiInLGU6JyInLGM6W3QuQkVdfSx7YjoiJ1xcXFw\/LiIsZToiJyIsaToiLiJ9XX0scz17Y046Im51bWJlciIsdjpbe2I6IlxcYigwYlswMSddKykifSx7YjoiKC0\/KVxcYihbXFxkJ10rKFxcLltcXGQnXSopP3xcXC5bXFxkJ10rKSh1fFV8bHxMfHVsfFVMfGZ8RnxifEIpIn0se2I6IigtPykoXFxiMFt4WF1bYS1mQS1GMC05J10rfChcXGJbXFxkJ10rKFxcLltcXGQnXSopP3xcXC5bXFxkJ10rKShbZUVdWy0rXT9bXFxkJ10rKT8pIn1dLHI6MH0saT17Y046Im1ldGEiLGI6LyNccypbYS16XStcYi8sZTovJC8sazp7Im1ldGEta2V5d29yZCI6ImlmIGVsc2UgZWxpZiBlbmRpZiBkZWZpbmUgdW5kZWYgd2FybmluZyBlcnJvciBsaW5lIHByYWdtYSBpZmRlZiBpZm5kZWYgaW5jbHVkZSJ9LGM6W3tiOi9cXFxuLyxyOjB9LHQuaW5oZXJpdChyLHtjTjoibWV0YS1zdHJpbmcifSkse2NOOiJtZXRhLXN0cmluZyIsYjovPFteXG4+XSo+LyxlOi8kLyxpOiJcXG4ifSx0LkNMQ00sdC5DQkNNXX0sYT10LklSKyJcXHMqXFwoIixjPXtrZXl3b3JkOiJpbnQgZmxvYXQgd2hpbGUgcHJpdmF0ZSBjaGFyIGNhdGNoIGltcG9ydCBtb2R1bGUgZXhwb3J0IHZpcnR1YWwgb3BlcmF0b3Igc2l6ZW9mIGR5bmFtaWNfY2FzdHwxMCB0eXBlZGVmIGNvbnN0X2Nhc3R8MTAgY29uc3QgZm9yIHN0YXRpY19jYXN0fDEwIHVuaW9uIG5hbWVzcGFjZSB1bnNpZ25lZCBsb25nIHZvbGF0aWxlIHN0YXRpYyBwcm90ZWN0ZWQgYm9vbCB0ZW1wbGF0ZSBtdXRhYmxlIGlmIHB1YmxpYyBmcmllbmQgZG8gZ290byBhdXRvIHZvaWQgZW51bSBlbHNlIGJyZWFrIGV4dGVybiB1c2luZyBhc20gY2FzZSB0eXBlaWQgc2hvcnQgcmVpbnRlcnByZXRfY2FzdHwxMCBkZWZhdWx0IGRvdWJsZSByZWdpc3RlciBleHBsaWNpdCBzaWduZWQgdHlwZW5hbWUgdHJ5IHRoaXMgc3dpdGNoIGNvbnRpbnVlIGlubGluZSBkZWxldGUgYWxpZ25vZiBjb25zdGV4cHIgZGVjbHR5cGUgbm9leGNlcHQgc3RhdGljX2Fzc2VydCB0aHJlYWRfbG9jYWwgcmVzdHJpY3QgX0Jvb2wgY29tcGxleCBfQ29tcGxleCBfSW1hZ2luYXJ5IGF0b21pY19ib29sIGF0b21pY19jaGFyIGF0b21pY19zY2hhciBhdG9taWNfdWNoYXIgYXRvbWljX3Nob3J0IGF0b21pY191c2hvcnQgYXRvbWljX2ludCBhdG9taWNfdWludCBhdG9taWNfbG9uZyBhdG9taWNfdWxvbmcgYXRvbWljX2xsb25nIGF0b21pY191bGxvbmcgbmV3IHRocm93IHJldHVybiBhbmQgb3Igbm90IixidWlsdF9pbjoic3RkIHN0cmluZyBjaW4gY291dCBjZXJyIGNsb2cgc3RkaW4gc3Rkb3V0IHN0ZGVyciBzdHJpbmdzdHJlYW0gaXN0cmluZ3N0cmVhbSBvc3RyaW5nc3RyZWFtIGF1dG9fcHRyIGRlcXVlIGxpc3QgcXVldWUgc3RhY2sgdmVjdG9yIG1hcCBzZXQgYml0c2V0IG11bHRpc2V0IG11bHRpbWFwIHVub3JkZXJlZF9zZXQgdW5vcmRlcmVkX21hcCB1bm9yZGVyZWRfbXVsdGlzZXQgdW5vcmRlcmVkX211bHRpbWFwIGFycmF5IHNoYXJlZF9wdHIgYWJvcnQgYWJzIGFjb3MgYXNpbiBhdGFuMiBhdGFuIGNhbGxvYyBjZWlsIGNvc2ggY29zIGV4aXQgZXhwIGZhYnMgZmxvb3IgZm1vZCBmcHJpbnRmIGZwdXRzIGZyZWUgZnJleHAgZnNjYW5mIGlzYWxudW0gaXNhbHBoYSBpc2NudHJsIGlzZGlnaXQgaXNncmFwaCBpc2xvd2VyIGlzcHJpbnQgaXNwdW5jdCBpc3NwYWNlIGlzdXBwZXIgaXN4ZGlnaXQgdG9sb3dlciB0b3VwcGVyIGxhYnMgbGRleHAgbG9nMTAgbG9nIG1hbGxvYyByZWFsbG9jIG1lbWNociBtZW1jbXAgbWVtY3B5IG1lbXNldCBtb2RmIHBvdyBwcmludGYgcHV0Y2hhciBwdXRzIHNjYW5mIHNpbmggc2luIHNucHJpbnRmIHNwcmludGYgc3FydCBzc2NhbmYgc3RyY2F0IHN0cmNociBzdHJjbXAgc3RyY3B5IHN0cmNzcG4gc3RybGVuIHN0cm5jYXQgc3RybmNtcCBzdHJuY3B5IHN0cnBicmsgc3RycmNociBzdHJzcG4gc3Ryc3RyIHRhbmggdGFuIHZmcHJpbnRmIHZwcmludGYgdnNwcmludGYgZW5kbCBpbml0aWFsaXplcl9saXN0IHVuaXF1ZV9wdHIiLGxpdGVyYWw6InRydWUgZmFsc2UgbnVsbHB0ciBOVUxMIn0sbj1bZSx0LkNMQ00sdC5DQkNNLHMscl07cmV0dXJue2FsaWFzZXM6WyJjIiwiY2MiLCJoIiwiYysrIiwiaCsrIiwiaHBwIl0sazpjLGk6IjwvIixjOm4uY29uY2F0KFtpLHtiOiJcXGIoZGVxdWV8bGlzdHxxdWV1ZXxzdGFja3x2ZWN0b3J8bWFwfHNldHxiaXRzZXR8bXVsdGlzZXR8bXVsdGltYXB8dW5vcmRlcmVkX21hcHx1bm9yZGVyZWRfc2V0fHVub3JkZXJlZF9tdWx0aXNldHx1bm9yZGVyZWRfbXVsdGltYXB8YXJyYXkpXFxzKjwiLGU6Ij4iLGs6YyxjOlsic2VsZiIsZV19LHtiOnQuSVIrIjo6IixrOmN9LHt2Olt7YjovPS8sZTovOy99LHtiOi9cKC8sZTovXCkvfSx7Yks6Im5ldyB0aHJvdyByZXR1cm4gZWxzZSIsZTovOy99XSxrOmMsYzpuLmNvbmNhdChbe2I6L1woLyxlOi9cKS8sazpjLGM6bi5jb25jYXQoWyJzZWxmIl0pLHI6MH1dKSxyOjB9LHtjTjoiZnVuY3Rpb24iLGI6IigiK3QuSVIrIltcXComXFxzXSspKyIrYSxyQjohMCxlOi9bezs9XS8sZUU6ITAsazpjLGk6L1teXHdcc1wqJl0vLGM6W3tiOmEsckI6ITAsYzpbdC5UTV0scjowfSx7Y046InBhcmFtcyIsYjovXCgvLGU6L1wpLyxrOmMscjowLGM6W3QuQ0xDTSx0LkNCQ00scixzLGVdfSx0LkNMQ00sdC5DQkNNLGldfSx7Y046ImNsYXNzIixiSzoiY2xhc3Mgc3RydWN0IixlOi9bezs6XS8sYzpbe2I6LzwvLGU6Lz4vLGM6WyJzZWxmIl19LHQuVE1dfV0pLGV4cG9ydHM6e3ByZXByb2Nlc3NvcjppLHN0cmluZ3M6cixrOmN9fX0pO2hsanMucmVnaXN0ZXJMYW5ndWFnZSgicnVieSIsZnVuY3Rpb24oZSl7dmFyIGI9IlthLXpBLVpfXVxcdypbIT89XT98Wy0rfl1cXEB8PDx8Pj58PX58PT09P3w8PT58Wzw+XT0\/fFxcKlxcKnxbLS8rJV4mKn5gfF18XFxbXFxdPT8iLHI9e2tleXdvcmQ6ImFuZCB0aGVuIGRlZmluZWQgbW9kdWxlIGluIHJldHVybiByZWRvIGlmIEJFR0lOIHJldHJ5IGVuZCBmb3Igc2VsZiB3aGVuIG5leHQgdW50aWwgZG8gYmVnaW4gdW5sZXNzIEVORCByZXNjdWUgZWxzZSBicmVhayB1bmRlZiBub3Qgc3VwZXIgY2xhc3MgY2FzZSByZXF1aXJlIHlpZWxkIGFsaWFzIHdoaWxlIGVuc3VyZSBlbHNpZiBvciBpbmNsdWRlIGF0dHJfcmVhZGVyIGF0dHJfd3JpdGVyIGF0dHJfYWNjZXNzb3IiLGxpdGVyYWw6InRydWUgZmFsc2UgbmlsIn0sYz17Y046ImRvY3RhZyIsYjoiQFtBLVphLXpdKyJ9LGE9e2I6IiM8IixlOiI+In0scz1bZS5DKCIjIiwiJCIse2M6W2NdfSksZS5DKCJeXFw9YmVnaW4iLCJeXFw9ZW5kIix7YzpbY10scjoxMH0pLGUuQygiXl9fRU5EX18iLCJcXG4kIildLG49e2NOOiJzdWJzdCIsYjoiI1xceyIsZToifSIsazpyfSx0PXtjTjoic3RyaW5nIixjOltlLkJFLG5dLHY6W3tiOi8nLyxlOi8nL30se2I6LyIvLGU6LyIvfSx7YjovYC8sZTovYC99LHtiOiIlW3FRd1d4XT9cXCgiLGU6IlxcKSJ9LHtiOiIlW3FRd1d4XT9cXFsiLGU6IlxcXSJ9LHtiOiIlW3FRd1d4XT97IixlOiJ9In0se2I6IiVbcVF3V3hdPzwiLGU6Ij4ifSx7YjoiJVtxUXdXeF0\/LyIsZToiLyJ9LHtiOiIlW3FRd1d4XT8lIixlOiIlIn0se2I6IiVbcVF3V3hdPy0iLGU6Ii0ifSx7YjoiJVtxUXdXeF0\/XFx8IixlOiJcXHwifSx7YjovXEJcPyhcXFxkezEsM318XFx4W0EtRmEtZjAtOV17MSwyfXxcXHVbQS1GYS1mMC05XXs0fXxcXD9cUylcYi99LHtiOi88PCgtPylcdyskLyxlOi9eXHMqXHcrJC99XX0saT17Y046InBhcmFtcyIsYjoiXFwoIixlOiJcXCkiLGVuZHNQYXJlbnQ6ITAsazpyfSxkPVt0LGEse2NOOiJjbGFzcyIsYks6ImNsYXNzIG1vZHVsZSIsZToiJHw7IixpOi89LyxjOltlLmluaGVyaXQoZS5UTSx7YjoiW0EtWmEtel9dXFx3Kig6OlxcdyspKihcXD98XFwhKT8ifSkse2I6IjxcXHMqIixjOlt7YjoiKCIrZS5JUisiOjopPyIrZS5JUn1dfV0uY29uY2F0KHMpfSx7Y046ImZ1bmN0aW9uIixiSzoiZGVmIixlOiIkfDsiLGM6W2UuaW5oZXJpdChlLlRNLHtiOmJ9KSxpXS5jb25jYXQocyl9LHtiOmUuSVIrIjo6In0se2NOOiJzeW1ib2wiLGI6ZS5VSVIrIihcXCF8XFw\/KT86IixyOjB9LHtjTjoic3ltYm9sIixiOiI6KD8hXFxzKSIsYzpbdCx7YjpifV0scjowfSx7Y046Im51bWJlciIsYjoiKFxcYjBbMC03X10rKXwoXFxiMHhbMC05YS1mQS1GX10rKXwoXFxiWzEtOV1bMC05X10qKFxcLlswLTlfXSspPyl8WzBfXVxcYiIscjowfSx7YjoiKFxcJFxcVyl8KChcXCR8XFxAXFxAPykoXFx3KykpIn0se2NOOiJwYXJhbXMiLGI6L1x8LyxlOi9cfC8sazpyfSx7YjoiKCIrZS5SU1IrInx1bmxlc3MpXFxzKiIsazoidW5sZXNzIixjOlthLHtjTjoicmVnZXhwIixjOltlLkJFLG5dLGk6L1xuLyx2Olt7YjoiLyIsZToiL1thLXpdKiJ9LHtiOiIlcnsiLGU6In1bYS16XSoifSx7YjoiJXJcXCgiLGU6IlxcKVthLXpdKiJ9LHtiOiIlciEiLGU6IiFbYS16XSoifSx7YjoiJXJcXFsiLGU6IlxcXVthLXpdKiJ9XX1dLmNvbmNhdChzKSxyOjB9XS5jb25jYXQocyk7bi5jPWQsaS5jPWQ7dmFyIGw9Ils+P10+IixvPSJbXFx3I10rXFwoXFx3K1xcKTpcXGQrOlxcZCs+Iix1PSIoXFx3Ky0pP1xcZCtcXC5cXGQrXFwuXFxkKHBcXGQrKT9bXj5dKz4iLHc9W3tiOi9eXHMqPT4vLHN0YXJ0czp7ZToiJCIsYzpkfX0se2NOOiJtZXRhIixiOiJeKCIrbCsifCIrbysifCIrdSsiKSIsc3RhcnRzOntlOiIkIixjOmR9fV07cmV0dXJue2FsaWFzZXM6WyJyYiIsImdlbXNwZWMiLCJwb2RzcGVjIiwidGhvciIsImlyYiJdLGs6cixpOi9cL1wqLyxjOnMuY29uY2F0KHcpLmNvbmNhdChkKX19KTtobGpzLnJlZ2lzdGVyTGFuZ3VhZ2UoInlhbWwiLGZ1bmN0aW9uKGUpe3ZhciBiPSJ0cnVlIGZhbHNlIHllcyBubyBudWxsIixhPSJeWyBcXC1dKiIscj0iW2EtekEtWl9dW1xcd1xcLV0qIix0PXtjTjoiYXR0ciIsdjpbe2I6YStyKyI6In0se2I6YSsnIicrcisnIjonfSx7YjphKyInIityKyInOiJ9XX0sYz17Y046InRlbXBsYXRlLXZhcmlhYmxlIix2Olt7Yjoie3siLGU6In19In0se2I6IiV7IixlOiJ9In1dfSxsPXtjTjoic3RyaW5nIixyOjAsdjpbe2I6LycvLGU6LycvfSx7YjovIi8sZTovIi99LHtiOi9cUysvfV0sYzpbZS5CRSxjXX07cmV0dXJue2NJOiEwLGFsaWFzZXM6WyJ5bWwiLCJZQU1MIiwieWFtbCJdLGM6W3Qse2NOOiJtZXRhIixiOiJeLS0tcyokIixyOjEwfSx7Y046InN0cmluZyIsYjoiW1xcfD5dICokIixyRTohMCxjOmwuYyxlOnQudlswXS5ifSx7YjoiPCVbJT0tXT8iLGU6IlslLV0\/JT4iLHNMOiJydWJ5IixlQjohMCxlRTohMCxyOjB9LHtjTjoidHlwZSIsYjoiISEiK2UuVUlSfSx7Y046Im1ldGEiLGI6IiYiK2UuVUlSKyIkIn0se2NOOiJtZXRhIixiOiJcXCoiK2UuVUlSKyIkIn0se2NOOiJidWxsZXQiLGI6Il4gKi0iLHI6MH0sZS5IQ00se2JLOmIsazp7bGl0ZXJhbDpifX0sZS5DTk0sbF19fSk7aGxqcy5yZWdpc3Rlckxhbmd1YWdlKCJjc3MiLGZ1bmN0aW9uKGUpe3ZhciBjPSJbYS16QS1aLV1bYS16QS1aMC05Xy1dKiIsdD17YjovW0EtWlxfXC5cLV0rXHMqOi8sckI6ITAsZToiOyIsZVc6ITAsYzpbe2NOOiJhdHRyaWJ1dGUiLGI6L1xTLyxlOiI6IixlRTohMCxzdGFydHM6e2VXOiEwLGVFOiEwLGM6W3tiOi9bXHctXStcKC8sckI6ITAsYzpbe2NOOiJidWlsdF9pbiIsYjovW1x3LV0rL30se2I6L1woLyxlOi9cKS8sYzpbZS5BU00sZS5RU01dfV19LGUuQ1NTTk0sZS5RU00sZS5BU00sZS5DQkNNLHtjTjoibnVtYmVyIixiOiIjWzAtOUEtRmEtZl0rIn0se2NOOiJtZXRhIixiOiIhaW1wb3J0YW50In1dfX1dfTtyZXR1cm57Y0k6ITAsaTovWz1cL3wnXCRdLyxjOltlLkNCQ00se2NOOiJzZWxlY3Rvci1pZCIsYjovI1tBLVphLXowLTlfLV0rL30se2NOOiJzZWxlY3Rvci1jbGFzcyIsYjovXC5bQS1aYS16MC05Xy1dKy99LHtjTjoic2VsZWN0b3ItYXR0ciIsYjovXFsvLGU6L1xdLyxpOiIkIn0se2NOOiJzZWxlY3Rvci1wc2V1ZG8iLGI6LzooOik\/W2EtekEtWjAtOVxfXC1cK1woXCkiJy5dKy99LHtiOiJAKGZvbnQtZmFjZXxwYWdlKSIsbDoiW2Etei1dKyIsazoiZm9udC1mYWNlIHBhZ2UifSx7YjoiQCIsZToiW3s7XSIsaTovOi8sYzpbe2NOOiJrZXl3b3JkIixiOi9cdysvfSx7YjovXHMvLGVXOiEwLGVFOiEwLHI6MCxjOltlLkFTTSxlLlFTTSxlLkNTU05NXX1dfSx7Y046InNlbGVjdG9yLXRhZyIsYjpjLHI6MH0se2I6InsiLGU6In0iLGk6L1xTLyxjOltlLkNCQ00sdF19XX19KTtobGpzLnJlZ2lzdGVyTGFuZ3VhZ2UoImZvcnRyYW4iLGZ1bmN0aW9uKGUpe3ZhciB0PXtjTjoicGFyYW1zIixiOiJcXCgiLGU6IlxcKSJ9LG49e2xpdGVyYWw6Ii5GYWxzZS4gLlRydWUuIixrZXl3b3JkOiJraW5kIGRvIHdoaWxlIHByaXZhdGUgY2FsbCBpbnRyaW5zaWMgd2hlcmUgZWxzZXdoZXJlIHR5cGUgZW5kdHlwZSBlbmRtb2R1bGUgZW5kc2VsZWN0IGVuZGludGVyZmFjZSBlbmQgZW5kZG8gZW5kaWYgaWYgZm9yYWxsIGVuZGZvcmFsbCBvbmx5IGNvbnRhaW5zIGRlZmF1bHQgcmV0dXJuIHN0b3AgdGhlbiBwdWJsaWMgc3Vicm91dGluZXwxMCBmdW5jdGlvbiBwcm9ncmFtIC5hbmQuIC5vci4gLm5vdC4gLmxlLiAuZXEuIC5nZS4gLmd0LiAubHQuIGdvdG8gc2F2ZSBlbHNlIHVzZSBtb2R1bGUgc2VsZWN0IGNhc2UgYWNjZXNzIGJsYW5rIGRpcmVjdCBleGlzdCBmaWxlIGZtdCBmb3JtIGZvcm1hdHRlZCBpb3N0YXQgbmFtZSBuYW1lZCBuZXh0cmVjIG51bWJlciBvcGVuZWQgcmVjIHJlY2wgc2VxdWVudGlhbCBzdGF0dXMgdW5mb3JtYXR0ZWQgdW5pdCBjb250aW51ZSBmb3JtYXQgcGF1c2UgY3ljbGUgZXhpdCBjX251bGxfY2hhciBjX2FsZXJ0IGNfYmFja3NwYWNlIGNfZm9ybV9mZWVkIGZsdXNoIHdhaXQgZGVjaW1hbCByb3VuZCBpb21zZyBzeW5jaHJvbm91cyBub3Bhc3Mgbm9uX292ZXJyaWRhYmxlIHBhc3MgcHJvdGVjdGVkIHZvbGF0aWxlIGFic3RyYWN0IGV4dGVuZHMgaW1wb3J0IG5vbl9pbnRyaW5zaWMgdmFsdWUgZGVmZXJyZWQgZ2VuZXJpYyBmaW5hbCBlbnVtZXJhdG9yIGNsYXNzIGFzc29jaWF0ZSBiaW5kIGVudW0gY19pbnQgY19zaG9ydCBjX2xvbmcgY19sb25nX2xvbmcgY19zaWduZWRfY2hhciBjX3NpemVfdCBjX2ludDhfdCBjX2ludDE2X3QgY19pbnQzMl90IGNfaW50NjRfdCBjX2ludF9sZWFzdDhfdCBjX2ludF9sZWFzdDE2X3QgY19pbnRfbGVhc3QzMl90IGNfaW50X2xlYXN0NjRfdCBjX2ludF9mYXN0OF90IGNfaW50X2Zhc3QxNl90IGNfaW50X2Zhc3QzMl90IGNfaW50X2Zhc3Q2NF90IGNfaW50bWF4X3QgQ19pbnRwdHJfdCBjX2Zsb2F0IGNfZG91YmxlIGNfbG9uZ19kb3VibGUgY19mbG9hdF9jb21wbGV4IGNfZG91YmxlX2NvbXBsZXggY19sb25nX2RvdWJsZV9jb21wbGV4IGNfYm9vbCBjX2NoYXIgY19udWxsX3B0ciBjX251bGxfZnVucHRyIGNfbmV3X2xpbmUgY19jYXJyaWFnZV9yZXR1cm4gY19ob3Jpem9udGFsX3RhYiBjX3ZlcnRpY2FsX3RhYiBpc29fY19iaW5kaW5nIGNfbG9jIGNfZnVubG9jIGNfYXNzb2NpYXRlZCAgY19mX3BvaW50ZXIgY19wdHIgY19mdW5wdHIgaXNvX2ZvcnRyYW5fZW52IGNoYXJhY3Rlcl9zdG9yYWdlX3NpemUgZXJyb3JfdW5pdCBmaWxlX3N0b3JhZ2Vfc2l6ZSBpbnB1dF91bml0IGlvc3RhdF9lbmQgaW9zdGF0X2VvciBudW1lcmljX3N0b3JhZ2Vfc2l6ZSBvdXRwdXRfdW5pdCBjX2ZfcHJvY3BvaW50ZXIgaWVlZV9hcml0aG1ldGljIGllZWVfc3VwcG9ydF91bmRlcmZsb3dfY29udHJvbCBpZWVlX2dldF91bmRlcmZsb3dfbW9kZSBpZWVlX3NldF91bmRlcmZsb3dfbW9kZSBuZXd1bml0IGNvbnRpZ3VvdXMgcmVjdXJzaXZlIHBhZCBwb3NpdGlvbiBhY3Rpb24gZGVsaW0gcmVhZHdyaXRlIGVvciBhZHZhbmNlIG5tbCBpbnRlcmZhY2UgcHJvY2VkdXJlIG5hbWVsaXN0IGluY2x1ZGUgc2VxdWVuY2UgZWxlbWVudGFsIHB1cmUgaW50ZWdlciByZWFsIGNoYXJhY3RlciBjb21wbGV4IGxvZ2ljYWwgZGltZW5zaW9uIGFsbG9jYXRhYmxlfDEwIHBhcmFtZXRlciBleHRlcm5hbCBpbXBsaWNpdHwxMCBub25lIGRvdWJsZSBwcmVjaXNpb24gYXNzaWduIGludGVudCBvcHRpb25hbCBwb2ludGVyIHRhcmdldCBpbiBvdXQgY29tbW9uIGVxdWl2YWxlbmNlIGRhdGEiLGJ1aWx0X2luOiJhbG9nIGFsb2cxMCBhbWF4MCBhbWF4MSBhbWluMCBhbWluMSBhbW9kIGNhYnMgY2NvcyBjZXhwIGNsb2cgY3NpbiBjc3FydCBkYWJzIGRhY29zIGRhc2luIGRhdGFuIGRhdGFuMiBkY29zIGRjb3NoIGRkaW0gZGV4cCBkaW50IGRsb2cgZGxvZzEwIGRtYXgxIGRtaW4xIGRtb2QgZG5pbnQgZHNpZ24gZHNpbiBkc2luaCBkc3FydCBkdGFuIGR0YW5oIGZsb2F0IGlhYnMgaWRpbSBpZGludCBpZG5pbnQgaWZpeCBpc2lnbiBtYXgwIG1heDEgbWluMCBtaW4xIHNuZ2wgYWxnYW1hIGNkYWJzIGNkY29zIGNkZXhwIGNkbG9nIGNkc2luIGNkc3FydCBjcWFicyBjcWNvcyBjcWV4cCBjcWxvZyBjcXNpbiBjcXNxcnQgZGNtcGx4IGRjb25qZyBkZXJmIGRlcmZjIGRmbG9hdCBkZ2FtbWEgZGltYWcgZGxnYW1hIGlxaW50IHFhYnMgcWFjb3MgcWFzaW4gcWF0YW4gcWF0YW4yIHFjbXBseCBxY29uamcgcWNvcyBxY29zaCBxZGltIHFlcmYgcWVyZmMgcWV4cCBxZ2FtbWEgcWltYWcgcWxnYW1hIHFsb2cgcWxvZzEwIHFtYXgxIHFtaW4xIHFtb2QgcW5pbnQgcXNpZ24gcXNpbiBxc2luaCBxc3FydCBxdGFuIHF0YW5oIGFicyBhY29zIGFpbWFnIGFpbnQgYW5pbnQgYXNpbiBhdGFuIGF0YW4yIGNoYXIgY21wbHggY29uamcgY29zIGNvc2ggZXhwIGljaGFyIGluZGV4IGludCBsb2cgbG9nMTAgbWF4IG1pbiBuaW50IHNpZ24gc2luIHNpbmggc3FydCB0YW4gdGFuaCBwcmludCB3cml0ZSBkaW0gbGdlIGxndCBsbGUgbGx0IG1vZCBudWxsaWZ5IGFsbG9jYXRlIGRlYWxsb2NhdGUgYWRqdXN0bCBhZGp1c3RyIGFsbCBhbGxvY2F0ZWQgYW55IGFzc29jaWF0ZWQgYml0X3NpemUgYnRlc3QgY2VpbGluZyBjb3VudCBjc2hpZnQgZGF0ZV9hbmRfdGltZSBkaWdpdHMgZG90X3Byb2R1Y3QgZW9zaGlmdCBlcHNpbG9uIGV4cG9uZW50IGZsb29yIGZyYWN0aW9uIGh1Z2UgaWFuZCBpYmNsciBpYml0cyBpYnNldCBpZW9yIGlvciBpc2hmdCBpc2hmdGMgbGJvdW5kIGxlbl90cmltIG1hdG11bCBtYXhleHBvbmVudCBtYXhsb2MgbWF4dmFsIG1lcmdlIG1pbmV4cG9uZW50IG1pbmxvYyBtaW52YWwgbW9kdWxvIG12Yml0cyBuZWFyZXN0IHBhY2sgcHJlc2VudCBwcm9kdWN0IHJhZGl4IHJhbmRvbV9udW1iZXIgcmFuZG9tX3NlZWQgcmFuZ2UgcmVwZWF0IHJlc2hhcGUgcnJzcGFjaW5nIHNjYWxlIHNjYW4gc2VsZWN0ZWRfaW50X2tpbmQgc2VsZWN0ZWRfcmVhbF9raW5kIHNldF9leHBvbmVudCBzaGFwZSBzaXplIHNwYWNpbmcgc3ByZWFkIHN1bSBzeXN0ZW1fY2xvY2sgdGlueSB0cmFuc3Bvc2UgdHJpbSB1Ym91bmQgdW5wYWNrIHZlcmlmeSBhY2hhciBpYWNoYXIgdHJhbnNmZXIgZGJsZSBlbnRyeSBkcHJvZCBjcHVfdGltZSBjb21tYW5kX2FyZ3VtZW50X2NvdW50IGdldF9jb21tYW5kIGdldF9jb21tYW5kX2FyZ3VtZW50IGdldF9lbnZpcm9ubWVudF92YXJpYWJsZSBpc19pb3N0YXRfZW5kIGllZWVfYXJpdGhtZXRpYyBpZWVlX3N1cHBvcnRfdW5kZXJmbG93X2NvbnRyb2wgaWVlZV9nZXRfdW5kZXJmbG93X21vZGUgaWVlZV9zZXRfdW5kZXJmbG93X21vZGUgaXNfaW9zdGF0X2VvciBtb3ZlX2FsbG9jIG5ld19saW5lIHNlbGVjdGVkX2NoYXJfa2luZCBzYW1lX3R5cGVfYXMgZXh0ZW5kc190eXBlX29mYWNvc2ggYXNpbmggYXRhbmggYmVzc2VsX2owIGJlc3NlbF9qMSBiZXNzZWxfam4gYmVzc2VsX3kwIGJlc3NlbF95MSBiZXNzZWxfeW4gZXJmIGVyZmMgZXJmY19zY2FsZWQgZ2FtbWEgbG9nX2dhbW1hIGh5cG90IG5vcm0yIGF0b21pY19kZWZpbmUgYXRvbWljX3JlZiBleGVjdXRlX2NvbW1hbmRfbGluZSBsZWFkeiB0cmFpbHogc3RvcmFnZV9zaXplIG1lcmdlX2JpdHMgYmdlIGJndCBibGUgYmx0IGRzaGlmdGwgZHNoaWZ0ciBmaW5kbG9jIGlhbGwgaWFueSBpcGFyaXR5IGltYWdlX2luZGV4IGxjb2JvdW5kIHVjb2JvdW5kIG1hc2tsIG1hc2tyIG51bV9pbWFnZXMgcGFyaXR5IHBvcGNudCBwb3BwYXIgc2hpZnRhIHNoaWZ0bCBzaGlmdHIgdGhpc19pbWFnZSJ9O3JldHVybntjSTohMCxhbGlhc2VzOlsiZjkwIiwiZjk1Il0sazpuLGk6L1wvXCovLGM6W2UuaW5oZXJpdChlLkFTTSx7Y046InN0cmluZyIscjowfSksZS5pbmhlcml0KGUuUVNNLHtjTjoic3RyaW5nIixyOjB9KSx7Y046ImZ1bmN0aW9uIixiSzoic3Vicm91dGluZSBmdW5jdGlvbiBwcm9ncmFtIixpOiJbJHs9XFxuXSIsYzpbZS5VVE0sdF19LGUuQygiISIsIiQiLHtyOjB9KSx7Y046Im51bWJlciIsYjoiKD89XFxifFxcK3xcXC18XFwuKSg\/PVxcLlxcZHxcXGQpKD86XFxkKyk\/KD86XFwuP1xcZCopKD86W2RlXVsrLV0\/XFxkKyk\/XFxiXFwuPyIscjowfV19fSk7aGxqcy5yZWdpc3Rlckxhbmd1YWdlKCJhd2siLGZ1bmN0aW9uKGUpe3ZhciByPXtjTjoidmFyaWFibGUiLHY6W3tiOi9cJFtcd1xkI0BdW1x3XGRfXSovfSx7YjovXCRceyguKj8pfS99XX0sYj0iQkVHSU4gRU5EIGlmIGVsc2Ugd2hpbGUgZG8gZm9yIGluIGJyZWFrIGNvbnRpbnVlIGRlbGV0ZSBuZXh0IG5leHRmaWxlIGZ1bmN0aW9uIGZ1bmMgZXhpdHwxMCIsbj17Y046InN0cmluZyIsYzpbZS5CRV0sdjpbe2I6Lyh1fGIpP3I\/JycnLyxlOi8nJycvLHI6MTB9LHtiOi8odXxiKT9yPyIiIi8sZTovIiIiLyxyOjEwfSx7YjovKHV8cnx1ciknLyxlOi8nLyxyOjEwfSx7YjovKHV8cnx1cikiLyxlOi8iLyxyOjEwfSx7YjovKGJ8YnIpJy8sZTovJy99LHtiOi8oYnxicikiLyxlOi8iL30sZS5BU00sZS5RU01dfTtyZXR1cm57azp7a2V5d29yZDpifSxjOltyLG4sZS5STSxlLkhDTSxlLk5NXX19KTtobGpzLnJlZ2lzdGVyTGFuZ3VhZ2UoIm1ha2VmaWxlIixmdW5jdGlvbihlKXt2YXIgaT17Y046InZhcmlhYmxlIix2Olt7YjoiXFwkXFwoIitlLlVJUisiXFwpIixjOltlLkJFXX0se2I6L1wkW0AlPD9cXlwrXCpdL31dfSxyPXtjTjoic3RyaW5nIixiOi8iLyxlOi8iLyxjOltlLkJFLGldfSxhPXtjTjoidmFyaWFibGUiLGI6L1wkXChbXHctXStccy8sZTovXCkvLGs6e2J1aWx0X2luOiJzdWJzdCBwYXRzdWJzdCBzdHJpcCBmaW5kc3RyaW5nIGZpbHRlciBmaWx0ZXItb3V0IHNvcnQgd29yZCB3b3JkbGlzdCBmaXJzdHdvcmQgbGFzdHdvcmQgZGlyIG5vdGRpciBzdWZmaXggYmFzZW5hbWUgYWRkc3VmZml4IGFkZHByZWZpeCBqb2luIHdpbGRjYXJkIHJlYWxwYXRoIGFic3BhdGggZXJyb3Igd2FybmluZyBzaGVsbCBvcmlnaW4gZmxhdm9yIGZvcmVhY2ggaWYgb3IgYW5kIGNhbGwgZXZhbCBmaWxlIHZhbHVlIn0sYzpbaV19LG49e2I6Il4iK2UuVUlSKyJcXHMqWzorP10\/PSIsaToiXFxuIixyQjohMCxjOlt7YjoiXiIrZS5VSVIsZToiWzorP10\/PSIsZUU6ITB9XX0sdD17Y046Im1ldGEiLGI6L15cLlBIT05ZOi8sZTovJC8sazp7Im1ldGEta2V5d29yZCI6Ii5QSE9OWSJ9LGw6L1tcLlx3XSsvfSxsPXtjTjoic2VjdGlvbiIsYjovXlteXHNdKzovLGU6LyQvLGM6W2ldfTtyZXR1cm57YWxpYXNlczpbIm1rIiwibWFrIl0sazoiZGVmaW5lIGVuZGVmIHVuZGVmaW5lIGlmZGVmIGlmbmRlZiBpZmVxIGlmbmVxIGVsc2UgZW5kaWYgaW5jbHVkZSAtaW5jbHVkZSBzaW5jbHVkZSBvdmVycmlkZSBleHBvcnQgdW5leHBvcnQgcHJpdmF0ZSB2cGF0aCIsbDovW1x3LV0rLyxjOltlLkhDTSxpLHIsYSxuLHQsbF19fSk7aGxqcy5yZWdpc3Rlckxhbmd1YWdlKCJqYXZhIixmdW5jdGlvbihlKXt2YXIgYT0iW8OALcq4YS16QS1aXyRdW8OALcq4YS16QS1aXyQwLTldKiIsdD1hKyIoPCIrYSsiKFxccyosXFxzKiIrYSsiKSo+KT8iLHI9ImZhbHNlIHN5bmNocm9uaXplZCBpbnQgYWJzdHJhY3QgZmxvYXQgcHJpdmF0ZSBjaGFyIGJvb2xlYW4gc3RhdGljIG51bGwgaWYgY29uc3QgZm9yIHRydWUgd2hpbGUgbG9uZyBzdHJpY3RmcCBmaW5hbGx5IHByb3RlY3RlZCBpbXBvcnQgbmF0aXZlIGZpbmFsIHZvaWQgZW51bSBlbHNlIGJyZWFrIHRyYW5zaWVudCBjYXRjaCBpbnN0YW5jZW9mIGJ5dGUgc3VwZXIgdm9sYXRpbGUgY2FzZSBhc3NlcnQgc2hvcnQgcGFja2FnZSBkZWZhdWx0IGRvdWJsZSBwdWJsaWMgdHJ5IHRoaXMgc3dpdGNoIGNvbnRpbnVlIHRocm93cyBwcm90ZWN0ZWQgcHVibGljIHByaXZhdGUgbW9kdWxlIHJlcXVpcmVzIGV4cG9ydHMgZG8iLHM9IlxcYigwW2JCXShbMDFdK1swMV9dK1swMV0rfFswMV0rKXwwW3hYXShbYS1mQS1GMC05XStbYS1mQS1GMC05X10rW2EtZkEtRjAtOV0rfFthLWZBLUYwLTldKyl8KChbXFxkXStbXFxkX10rW1xcZF0rfFtcXGRdKykoXFwuKFtcXGRdK1tcXGRfXStbXFxkXSt8W1xcZF0rKSk\/fFxcLihbXFxkXStbXFxkX10rW1xcZF0rfFtcXGRdKykpKFtlRV1bLStdP1xcZCspPylbbExmRl0\/IixjPXtjTjoibnVtYmVyIixiOnMscjowfTtyZXR1cm57YWxpYXNlczpbImpzcCJdLGs6cixpOi88XC98Iy8sYzpbZS5DKCIvXFwqXFwqIiwiXFwqLyIse3I6MCxjOlt7YjovXHcrQC8scjowfSx7Y046ImRvY3RhZyIsYjoiQFtBLVphLXpdKyJ9XX0pLGUuQ0xDTSxlLkNCQ00sZS5BU00sZS5RU00se2NOOiJjbGFzcyIsYks6ImNsYXNzIGludGVyZmFjZSIsZTovW3s7PV0vLGVFOiEwLGs6ImNsYXNzIGludGVyZmFjZSIsaTovWzoiXFtcXV0vLGM6W3tiSzoiZXh0ZW5kcyBpbXBsZW1lbnRzIn0sZS5VVE1dfSx7Yks6Im5ldyB0aHJvdyByZXR1cm4gZWxzZSIscjowfSx7Y046ImZ1bmN0aW9uIixiOiIoIit0KyJcXHMrKSsiK2UuVUlSKyJcXHMqXFwoIixyQjohMCxlOi9bezs9XS8sZUU6ITAsazpyLGM6W3tiOmUuVUlSKyJcXHMqXFwoIixyQjohMCxyOjAsYzpbZS5VVE1dfSx7Y046InBhcmFtcyIsYjovXCgvLGU6L1wpLyxrOnIscjowLGM6W2UuQVNNLGUuUVNNLGUuQ05NLGUuQ0JDTV19LGUuQ0xDTSxlLkNCQ01dfSxjLHtjTjoibWV0YSIsYjoiQFtBLVphLXpdKyJ9XX19KTtobGpzLnJlZ2lzdGVyTGFuZ3VhZ2UoInN0YW4iLGZ1bmN0aW9uKGUpe3JldHVybntjOltlLkhDTSxlLkNMQ00sZS5DQkNNLHtiOmUuVUlSLGw6ZS5VSVIsazp7bmFtZToiZm9yIGluIHdoaWxlIHJlcGVhdCB1bnRpbCBpZiB0aGVuIGVsc2UiLHN5bWJvbDoiYmVybm91bGxpIGJlcm5vdWxsaV9sb2dpdCBiaW5vbWlhbCBiaW5vbWlhbF9sb2dpdCBiZXRhX2Jpbm9taWFsIGh5cGVyZ2VvbWV0cmljIGNhdGVnb3JpY2FsIGNhdGVnb3JpY2FsX2xvZ2l0IG9yZGVyZWRfbG9naXN0aWMgbmVnX2Jpbm9taWFsIG5lZ19iaW5vbWlhbF8yIG5lZ19iaW5vbWlhbF8yX2xvZyBwb2lzc29uIHBvaXNzb25fbG9nIG11bHRpbm9taWFsIG5vcm1hbCBleHBfbW9kX25vcm1hbCBza2V3X25vcm1hbCBzdHVkZW50X3QgY2F1Y2h5IGRvdWJsZV9leHBvbmVudGlhbCBsb2dpc3RpYyBndW1iZWwgbG9nbm9ybWFsIGNoaV9zcXVhcmUgaW52X2NoaV9zcXVhcmUgc2NhbGVkX2ludl9jaGlfc3F1YXJlIGV4cG9uZW50aWFsIGludl9nYW1tYSB3ZWlidWxsIGZyZWNoZXQgcmF5bGVpZ2ggd2llbmVyIHBhcmV0byBwYXJldG9fdHlwZV8yIHZvbl9taXNlcyB1bmlmb3JtIG11bHRpX25vcm1hbCBtdWx0aV9ub3JtYWxfcHJlYyBtdWx0aV9ub3JtYWxfY2hvbGVza3kgbXVsdGlfZ3AgbXVsdGlfZ3BfY2hvbGVza3kgbXVsdGlfc3R1ZGVudF90IGdhdXNzaWFuX2RsbV9vYnMgZGlyaWNobGV0IGxral9jb3JyIGxral9jb3JyX2Nob2xlc2t5IHdpc2hhcnQgaW52X3dpc2hhcnQiLCJzZWxlY3Rvci10YWciOiJpbnQgcmVhbCB2ZWN0b3Igc2ltcGxleCB1bml0X3ZlY3RvciBvcmRlcmVkIHBvc2l0aXZlX29yZGVyZWQgcm93X3ZlY3RvciBtYXRyaXggY2hvbGVza3lfZmFjdG9yX2NvcnIgY2hvbGVza3lfZmFjdG9yX2NvdiBjb3JyX21hdHJpeCBjb3ZfbWF0cml4Iix0aXRsZToiZnVuY3Rpb25zIG1vZGVsIGRhdGEgcGFyYW1ldGVycyBxdWFudGl0aWVzIHRyYW5zZm9ybWVkIGdlbmVyYXRlZCIsbGl0ZXJhbDoidHJ1ZSBmYWxzZSJ9LHI6MH0se2NOOiJudW1iZXIiLGI6IjBbeFhdWzAtOWEtZkEtRl0rW0xpXT9cXGIiLHI6MH0se2NOOiJudW1iZXIiLGI6IjBbeFhdWzAtOWEtZkEtRl0rW0xpXT9cXGIiLHI6MH0se2NOOiJudW1iZXIiLGI6IlxcZCsoPzpbZUVdWytcXC1dP1xcZCopP0xcXGIiLHI6MH0se2NOOiJudW1iZXIiLGI6IlxcZCtcXC4oPyFcXGQpKD86aVxcYik\/IixyOjB9LHtjTjoibnVtYmVyIixiOiJcXGQrKD86XFwuXFxkKik\/KD86W2VFXVsrXFwtXT9cXGQqKT9pP1xcYiIscjowfSx7Y046Im51bWJlciIsYjoiXFwuXFxkKyg\/OltlRV1bK1xcLV0\/XFxkKik\/aT9cXGIiLHI6MH1dfX0pO2hsanMucmVnaXN0ZXJMYW5ndWFnZSgiamF2YXNjcmlwdCIsZnVuY3Rpb24oZSl7dmFyIHI9IltBLVphLXokX11bMC05QS1aYS16JF9dKiIsdD17a2V5d29yZDoiaW4gb2YgaWYgZm9yIHdoaWxlIGZpbmFsbHkgdmFyIG5ldyBmdW5jdGlvbiBkbyByZXR1cm4gdm9pZCBlbHNlIGJyZWFrIGNhdGNoIGluc3RhbmNlb2Ygd2l0aCB0aHJvdyBjYXNlIGRlZmF1bHQgdHJ5IHRoaXMgc3dpdGNoIGNvbnRpbnVlIHR5cGVvZiBkZWxldGUgbGV0IHlpZWxkIGNvbnN0IGV4cG9ydCBzdXBlciBkZWJ1Z2dlciBhcyBhc3luYyBhd2FpdCBzdGF0aWMgaW1wb3J0IGZyb20gYXMiLGxpdGVyYWw6InRydWUgZmFsc2UgbnVsbCB1bmRlZmluZWQgTmFOIEluZmluaXR5IixidWlsdF9pbjoiZXZhbCBpc0Zpbml0ZSBpc05hTiBwYXJzZUZsb2F0IHBhcnNlSW50IGRlY29kZVVSSSBkZWNvZGVVUklDb21wb25lbnQgZW5jb2RlVVJJIGVuY29kZVVSSUNvbXBvbmVudCBlc2NhcGUgdW5lc2NhcGUgT2JqZWN0IEZ1bmN0aW9uIEJvb2xlYW4gRXJyb3IgRXZhbEVycm9yIEludGVybmFsRXJyb3IgUmFuZ2VFcnJvciBSZWZlcmVuY2VFcnJvciBTdG9wSXRlcmF0aW9uIFN5bnRheEVycm9yIFR5cGVFcnJvciBVUklFcnJvciBOdW1iZXIgTWF0aCBEYXRlIFN0cmluZyBSZWdFeHAgQXJyYXkgRmxvYXQzMkFycmF5IEZsb2F0NjRBcnJheSBJbnQxNkFycmF5IEludDMyQXJyYXkgSW50OEFycmF5IFVpbnQxNkFycmF5IFVpbnQzMkFycmF5IFVpbnQ4QXJyYXkgVWludDhDbGFtcGVkQXJyYXkgQXJyYXlCdWZmZXIgRGF0YVZpZXcgSlNPTiBJbnRsIGFyZ3VtZW50cyByZXF1aXJlIG1vZHVsZSBjb25zb2xlIHdpbmRvdyBkb2N1bWVudCBTeW1ib2wgU2V0IE1hcCBXZWFrU2V0IFdlYWtNYXAgUHJveHkgUmVmbGVjdCBQcm9taXNlIn0sYT17Y046Im51bWJlciIsdjpbe2I6IlxcYigwW2JCXVswMV0rKSJ9LHtiOiJcXGIoMFtvT11bMC03XSspIn0se2I6ZS5DTlJ9XSxyOjB9LG49e2NOOiJzdWJzdCIsYjoiXFwkXFx7IixlOiJcXH0iLGs6dCxjOltdfSxjPXtjTjoic3RyaW5nIixiOiJgIixlOiJgIixjOltlLkJFLG5dfTtuLmM9W2UuQVNNLGUuUVNNLGMsYSxlLlJNXTt2YXIgcz1uLmMuY29uY2F0KFtlLkNCQ00sZS5DTENNXSk7cmV0dXJue2FsaWFzZXM6WyJqcyIsImpzeCJdLGs6dCxjOlt7Y046Im1ldGEiLHI6MTAsYjovXlxzKlsnIl11c2UgKHN0cmljdHxhc20pWyciXS99LHtjTjoibWV0YSIsYjovXiMhLyxlOi8kL30sZS5BU00sZS5RU00sYyxlLkNMQ00sZS5DQkNNLGEse2I6L1t7LF1ccyovLHI6MCxjOlt7YjpyKyJcXHMqOiIsckI6ITAscjowLGM6W3tjTjoiYXR0ciIsYjpyLHI6MH1dfV19LHtiOiIoIitlLlJTUisifFxcYihjYXNlfHJldHVybnx0aHJvdylcXGIpXFxzKiIsazoicmV0dXJuIHRocm93IGNhc2UiLGM6W2UuQ0xDTSxlLkNCQ00sZS5STSx7Y046ImZ1bmN0aW9uIixiOiIoXFwoLio\/XFwpfCIrcisiKVxccyo9PiIsckI6ITAsZToiXFxzKj0+IixjOlt7Y046InBhcmFtcyIsdjpbe2I6cn0se2I6L1woXHMqXCkvfSx7YjovXCgvLGU6L1wpLyxlQjohMCxlRTohMCxrOnQsYzpzfV19XX0se2I6LzwvLGU6LyhcL1x3K3xcdytcLyk+LyxzTDoieG1sIixjOlt7YjovPFx3K1xzKlwvPi8sc2tpcDohMH0se2I6LzxcdysvLGU6LyhcL1x3K3xcdytcLyk+Lyxza2lwOiEwLGM6W3tiOi88XHcrXHMqXC8+Lyxza2lwOiEwfSwic2VsZiJdfV19XSxyOjB9LHtjTjoiZnVuY3Rpb24iLGJLOiJmdW5jdGlvbiIsZTovXHsvLGVFOiEwLGM6W2UuaW5oZXJpdChlLlRNLHtiOnJ9KSx7Y046InBhcmFtcyIsYjovXCgvLGU6L1wpLyxlQjohMCxlRTohMCxjOnN9XSxpOi9cW3wlL30se2I6L1wkWyguXS99LGUuTUVUSE9EX0dVQVJELHtjTjoiY2xhc3MiLGJLOiJjbGFzcyIsZTovW3s7PV0vLGVFOiEwLGk6L1s6IlxbXF1dLyxjOlt7Yks6ImV4dGVuZHMifSxlLlVUTV19LHtiSzoiY29uc3RydWN0b3IiLGU6L1x7LyxlRTohMH1dLGk6LyMoPyEhKS99fSk7aGxqcy5yZWdpc3Rlckxhbmd1YWdlKCJ0ZXgiLGZ1bmN0aW9uKGMpe3ZhciBlPXtjTjoidGFnIixiOi9cXC8scjowLGM6W3tjTjoibmFtZSIsdjpbe2I6L1thLXpBLVrQsC3Rj9CQLdGPXStbKl0\/L30se2I6L1teYS16QS1a0LAt0Y\/QkC3RjzAtOV0vfV0sc3RhcnRzOntlVzohMCxyOjAsYzpbe2NOOiJzdHJpbmciLHY6W3tiOi9cWy8sZTovXF0vfSx7YjovXHsvLGU6L1x9L31dfSx7YjovXHMqPVxzKi8sZVc6ITAscjowLGM6W3tjTjoibnVtYmVyIixiOi8tP1xkKlwuP1xkKyhwdHxwY3xtbXxjbXxpbnxkZHxjY3xleHxlbSk\/L31dfV19fV19O3JldHVybntjOltlLHtjTjoiZm9ybXVsYSIsYzpbZV0scjowLHY6W3tiOi9cJFwkLyxlOi9cJFwkL30se2I6L1wkLyxlOi9cJC99XX0sYy5DKCIlIiwiJCIse3I6MH0pXX19KTtobGpzLnJlZ2lzdGVyTGFuZ3VhZ2UoInhtbCIsZnVuY3Rpb24ocyl7dmFyIGU9IltBLVphLXowLTlcXC5fOi1dKyIsdD17ZVc6ITAsaTovPC8scjowLGM6W3tjTjoiYXR0ciIsYjplLHI6MH0se2I6Lz1ccyovLHI6MCxjOlt7Y046InN0cmluZyIsZW5kc1BhcmVudDohMCx2Olt7YjovIi8sZTovIi99LHtiOi8nLyxlOi8nL30se2I6L1teXHMiJz08PmBdKy99XX1dfV19O3JldHVybnthbGlhc2VzOlsiaHRtbCIsInhodG1sIiwicnNzIiwiYXRvbSIsInhqYiIsInhzZCIsInhzbCIsInBsaXN0Il0sY0k6ITAsYzpbe2NOOiJtZXRhIixiOiI8IURPQ1RZUEUiLGU6Ij4iLHI6MTAsYzpbe2I6IlxcWyIsZToiXFxdIn1dfSxzLkMoIjwhLS0iLCItLT4iLHtyOjEwfSkse2I6IjxcXCFcXFtDREFUQVxcWyIsZToiXFxdXFxdPiIscjoxMH0se2I6LzxcPyhwaHApPy8sZTovXD8+LyxzTDoicGhwIixjOlt7YjoiL1xcKiIsZToiXFwqLyIsc2tpcDohMH1dfSx7Y046InRhZyIsYjoiPHN0eWxlKD89XFxzfD58JCkiLGU6Ij4iLGs6e25hbWU6InN0eWxlIn0sYzpbdF0sc3RhcnRzOntlOiI8L3N0eWxlPiIsckU6ITAsc0w6WyJjc3MiLCJ4bWwiXX19LHtjTjoidGFnIixiOiI8c2NyaXB0KD89XFxzfD58JCkiLGU6Ij4iLGs6e25hbWU6InNjcmlwdCJ9LGM6W3RdLHN0YXJ0czp7ZToiPC9zY3JpcHQ+IixyRTohMCxzTDpbImFjdGlvbnNjcmlwdCIsImphdmFzY3JpcHQiLCJoYW5kbGViYXJzIiwieG1sIl19fSx7Y046Im1ldGEiLHY6W3tiOi88XD94bWwvLGU6L1w\/Pi8scjoxMH0se2I6LzxcP1x3Ky8sZTovXD8+L31dfSx7Y046InRhZyIsYjoiPC8\/IixlOiIvPz4iLGM6W3tjTjoibmFtZSIsYjovW15cLz48XHNdKy8scjowfSx0XX1dfX0pO2hsanMucmVnaXN0ZXJMYW5ndWFnZSgibWFya2Rvd24iLGZ1bmN0aW9uKGUpe3JldHVybnthbGlhc2VzOlsibWQiLCJta2Rvd24iLCJta2QiXSxjOlt7Y046InNlY3Rpb24iLHY6W3tiOiJeI3sxLDZ9IixlOiIkIn0se2I6Il4uKz9cXG5bPS1dezIsfSQifV19LHtiOiI8IixlOiI+IixzTDoieG1sIixyOjB9LHtjTjoiYnVsbGV0IixiOiJeKFsqKy1dfChcXGQrXFwuKSlcXHMrIn0se2NOOiJzdHJvbmciLGI6IlsqX117Mn0uKz9bKl9dezJ9In0se2NOOiJlbXBoYXNpcyIsdjpbe2I6IlxcKi4rP1xcKiJ9LHtiOiJfLis\/XyIscjowfV19LHtjTjoicXVvdGUiLGI6Il4+XFxzKyIsZToiJCJ9LHtjTjoiY29kZSIsdjpbe2I6Il5gYGB3KnMqJCIsZToiXmBgYHMqJCJ9LHtiOiJgLis\/YCJ9LHtiOiJeKCB7NH18CSkiLGU6IiQiLHI6MH1dfSx7YjoiXlstXFwqXXszLH0iLGU6IiQifSx7YjoiXFxbLis\/XFxdW1xcKFxcW10uKj9bXFwpXFxdXSIsckI6ITAsYzpbe2NOOiJzdHJpbmciLGI6IlxcWyIsZToiXFxdIixlQjohMCxyRTohMCxyOjB9LHtjTjoibGluayIsYjoiXFxdXFwoIixlOiJcXCkiLGVCOiEwLGVFOiEwfSx7Y046InN5bWJvbCIsYjoiXFxdXFxbIixlOiJcXF0iLGVCOiEwLGVFOiEwfV0scjoxMH0se2I6L15cW1teXG5dK1xdOi8sckI6ITAsYzpbe2NOOiJzeW1ib2wiLGI6L1xbLyxlOi9cXS8sZUI6ITAsZUU6ITB9LHtjTjoibGluayIsYjovOlxzKi8sZTovJC8sZUI6ITB9XX1dfX0pO2hsanMucmVnaXN0ZXJMYW5ndWFnZSgianNvbiIsZnVuY3Rpb24oZSl7dmFyIGk9e2xpdGVyYWw6InRydWUgZmFsc2UgbnVsbCJ9LG49W2UuUVNNLGUuQ05NXSxyPXtlOiIsIixlVzohMCxlRTohMCxjOm4sazppfSx0PXtiOiJ7IixlOiJ9IixjOlt7Y046ImF0dHIiLGI6LyIvLGU6LyIvLGM6W2UuQkVdLGk6IlxcbiJ9LGUuaW5oZXJpdChyLHtiOi86L30pXSxpOiJcXFMifSxjPXtiOiJcXFsiLGU6IlxcXSIsYzpbZS5pbmhlcml0KHIpXSxpOiJcXFMifTtyZXR1cm4gbi5zcGxpY2Uobi5sZW5ndGgsMCx0LGMpLHtjOm4sazppLGk6IlxcUyJ9fSk7\"><\/script>\n\n<style type=\"text\/css\">\ncode{white-space: pre-wrap;}\nspan.smallcaps{font-variant: small-caps;}\nspan.underline{text-decoration: underline;}\ndiv.column{display: inline-block; vertical-align: top; width: 50%;}\ndiv.hanging-indent{margin-left: 1.5em; text-indent: -1.5em;}\nul.task-list{list-style: none;}\n<\/style>\n\n<style type=\"text\/css\">code{white-space: pre;}<\/style>\n<script type=\"text\/javascript\">\nif (window.hljs) {\n hljs.configure({languages: []});\n hljs.initHighlightingOnLoad();\n if (document.readyState && document.readyState === \"complete\") {\n window.setTimeout(function() { hljs.initHighlighting(); }, 0);\n }\n}\n<\/script>\n\n\n\n\n\n\n<style type=\"text\/css\">.main-container {max-width: 800px;margin-left: auto;margin-right: auto;padding-left: 5%;padding-right: 5%;}code {color: inherit;background-color: rgba(0, 0, 0, 0.04);}code a {color: inherit;}pre:not([class]) code::before {content: none;}body {background-color: #f5f5f5;}h1.title {font-size: 36px;margin-bottom: 20px;border: none;text-align: center;}h1 {padding-bottom: 9px;margin: 20px 0px 20px;border-bottom: 1px solid #EEE;font-size: 36px;}h2 {font-size: 30px;}pre[class^=\"r\"] {background-color: #e0e0e0; padding: 10px; border-radius: 5px; overflow-x: auto; word-wrap: break-word; color: inherit;line-height: 1.5;}pre[class^=\"r\"] code {background-color: transparent; border: none;}pre code.hljs {background-color: transparent;border: none;}pre,img {overflow-x: auto; background-color: transparent; border: none; }<\/style>\n\n\n\n\n<\/head>\n\n<body>\n\n\n\n\n<h1 class=\"title toc-ignore\">Figures (Misinformation)<\/h1>\n\n\n\n<div class=\"main-container\">\n<div id=\"required-packages\" class=\"section level3\">\n<h3>Required Packages<\/h3>\n<p>The first nine packages help create, clean and visualize the data.\nThe final two packages are used as data sources.<\/p>\n<pre class=\"r\"><code>library(tidyverse) # Data Manipulation\nlibrary(stargazer) # Table Creation\nlibrary(reshape2) # Data Aggregation\nlibrary(janitor) # Cleaning Data\nlibrary(fauxnaif) # Simplifying NA Values\nlibrary(gghighlight) # Highlighting Graphics\nlibrary(gridExtra) # Graphic Development\nlibrary(ggcorrplot) # Correlation Matrix\nlibrary(knitr) # Report Generation\n\nlibrary(vdemdata) # V-Dem Data\nlibrary(ERT) # ERT Data<\/code><\/pre>\n<\/div>\n<div id=\"preparing-the-data\" class=\"section level3\">\n<h3>Preparing the data<\/h3>\n<p>Load in and group the data. After it is time to create the plots.<\/p>\n<pre class=\"r\"><code>df <-read.csv("fulldatasetv2.csv")\ndf_group <- df %>% group_by(country) %>% summarise_at(vars(govdom_osp,pardom_osp,\n fordom_osp,edi,edi_rate),\n list(mean = mean))\ndf_year <- df %>% group_by(year) %>% summarise_at(vars(govdom_osp,pardom_osp,\n fordom_osp,edi,edi_rate),\n list(mean = mean))<\/code><\/pre>\n<\/div>\n<div id=\"figure-2\" class=\"section level3\">\n<h3>Figure 2<\/h3>\n<pre class=\"r\"><code>vars1 <- c("fordom_osp_mean","govdom_osp_mean", "pardom_osp_mean")\nmelt_df <- reshape2::melt(df_year, id.var = "year") \nfig2_df <- melt_df %>% filter(variable %in% vars1)\n\nfig2 <- ggplot(fig2_df, aes(x = year)) + \n geom_line(aes(y = value, colour = variable), lwd= 1.5) + \n scale_colour_manual(labels = c("Government","Party", "Foreign"),\n values = c("darkblue", "darkred", "darkgreen")) +\nggtitle("Figure 2", subtitle ="False Information: Yearly Means") +\n xlab("Year") +\n xlim(2000,2020) + \n ylab("Value") +\n ylim(1.75,3.25) +\n labs(colour="Variable") + annotate(\n geom = "text", x = 2000, y = 3.2, hjust = 0, vjust = 1, size = 4, label = "Less Disinformation") +\n annotate(\n geom = "text", x = 2015, y = 1.9, hjust = 0, vjust = 1, size = 4, label = "More Disinformation") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\nfig2 <\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"figure-3\" class=\"section level3\">\n<h3>Figure 3<\/h3>\n<pre class=\"r\"><code>vars2 <- c("edi_rate_mean")\nfig3_df <- melt_df %>% filter(variable %in% vars2)\n\nfig3 <- ggplot(fig3_df, aes(x = year)) + \n geom_line(aes(color = variable, y= value),lwd= 1.5, show.legend = FALSE) +\n ggtitle("Figure 3", subtitle = "EDI Rate Yearly Mean") +\n xlab("Year") +\n xlim(2000,2020) + \n ylab("Percentage change in EDI") +\n ylim(-1,6) +\n labs(colour="Variable") +\n scale_colour_manual(labels = c("EDI Rate"), values = c("brown")) +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\nfig3 <\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"figure-4\" class=\"section level3\">\n<h3>Figure 4<\/h3>\n<pre class=\"r\"><code>select <- c(5:9, 11:17)\nM = cor(df[,select], use="pairwise.complete.obs")\n\nfig4 <- ggcorrplot(M, outline.color = "white", lab = TRUE, tl.cex = 14,\n lab_size = 3, lab_col = "black") + \n labs(title = "Figure 4", subtitle = "Variable Correlation Matrix") + \n theme(plot.title = element_text(hjust = .5, face="bold", size = 18),\n plot.subtitle = element_text(hjust = .5, size = 14), \n panel.background = element_rect(fill = "white"))\nfig4<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAABUAAAAPACAIAAAB7BESOAAAACXBIWXMAAB2HAAAdhwGP5fFlAAAgAElEQVR4nOzdfXAc1Z0v\/G8\/leyTTdVdp27iG8I1YyFLtjXdG0hIJWwUeyEg\/C4q2N0uBR5YeDCGyMZ2wBFx4E73GljMy9rGEtjBFRIWULnbIoVt+QXh2CujLKQgBDJnZOvN8tgPIdfJrfXeqr17k1s1zx89Lz0z3T09L5JmxPdT+iPR9Dn9m56Rme+c0+dIiUQCRERERERERFTd\/q+pLoCIiIiIiIiICmOAJyIiIiIiIqoBDPBERERERERENYABnoiIiIiIiKgGMMATERERERER1QAGeCIiIiIiIqIawABPREREREREVAMY4ImIiIiIiIhqAAM8ERERERERUQ1ggCciIiIiIiKqAQzwRERERERERDWAAZ6IiIiIiIioBjDAExEREREREdUABngiIiIiIiKiGsAAT0RERERERFQDGOCJiIiCEoYilU+zcrq1tAAHUTXIe6kUQ0x1TURE9AnCAE9EREQUhKXxexUiIppSDPBEREREhTG+ExHRlGOAJyIiIiqE8Z2IiKoAAzwRERGRL2EojO9ERFQFGOCJiIiIfAhjtc6l6oiIqBp8aqoLICIiqm2yHo1G5HJ6UM1EolLVUKUxvhMRUfXgCDwRERGRB8Z3IiKqJgzwREREtUlYhqYojp3pFUUzLFEDcVNYWqZuu2rfo42cJyopiqJNxnNlfCciourCAE9ERDTFLE3K479mmjA0RVI03RLODCuEpWuKIimaHYiFoRTu1uUg37MHLDa\/W8Wwi7I0SdEc2duuOvVwdieWpkiSouk5TxRCCCv1XP3TfzkY34mIqNowwBMREdUUYSiSovulVmFpilsergKW5rWcezicvY6AsDQl9U2ED\/s7i8LHFS8\/vsuqWtZaB0REROVigCciIqohlqYEGhUWehVmeJ+91FVVzT6ymFAuvL8XKJVLfNf3lbdWIRERUdkY4ImIiGpFcduRC2vCJpeXQujexct6xJHfS9p13dIq+IVF\/tckjO9ERFQNGOCJiIhqhGW4D77LuhlNJEVNvfZypqyuyhTtfue5rBZ8kkJfXZkInz9RQDXL3CmQiIioIhjgiYiIyiJ0l1XgXJU3RCwMw21YWjUT0Ujm3mxZjUQTZm3dq52V392+pZD1aNTMf5J5HQlrf\/kJ3i2+u5yLiIhoCjDAExER1QKx32VCvKxH3bKlau6r4nF4WTWj6cH0RDQadYxuu31L4TF7XTWjeU9S6K5fchSB8Z2IiKoZAzwREVENcM3vasRrYrcciVRp6lTNqKnKmbJl2fkUYvlbu\/s8yVX5Mw0sq5wEz\/hORETVjQGeiIioBrgk29yV24t4cMoUyMMu8VuWw56HuyX4WKzkWfSM70REVO0Y4ImIiKqfiMXyfucXbQGE5eqbRV\/gWwW3Z5m7P3whQuT3EQjjOxERVb9PTXUBREREVJDbAHyBaCuHw0A17SNX8CsH12dpaZJU1EliMQEU\/d0F4zsREdUCjsATERGVRdYzK7L5m+StyKpvCL7Y0fRJw\/hORES1gQGeiIiIPsmEoTC+ExFRbWCAJyIioklRaAZ9ZRR7E7zb+v6WJrlR8reoF7rieNyorlsWiIho2uE98ERERNOT2x3ltUc1ExwNJyIisnEEnoiIqPq53c9eYMM0tyXdyzcxvSZV3137REREVYUBnoiIqPrJ4fzZ5wXmitfgALzbs3TZGp6IiOiTigGeiIioBrgNTvtm26DB1y00+wzuT+zXAiVMNCAiIvoEYYAnIiKqAfIq1SXBG16rpgnDKGfg2mtwv8xuC3J7lkL3OqcwFElSFEXTNMOwLEuI2pt0QEREVAwGeCIiolrgmuCFnrcDGgBhaS7rpXtxvfHc9asBS1sdvNvSuH9Pobku724ZugCEEJZl6bqmaYqiKMUvBC9HoomAonpecbLuaB2N8B5+IiKaUAzwRERENUGORNxWY7c0RTPSG6EJYWmKW6j36ddtDj2Erig53Upa\/n5rFef+LIWuOJ8lhGUoktuzlNVVzNBERDR9McATERHVCDWSPwIMQFi6ltqMXFGKT9mq6r5Nmyiv21Kppuu2cc5nKSma61QAWd\/HMXAiIprOGOCJiIhqhRyJBt8TXQ68J5vHFwNl91sq1XSZqx6oGeM7ERFNbwzwRERENSRguJVVMxpxmxrvfnRkX8AvBmQ9ui\/wVwilkyPR4jK8rJpFfLdBRERUoxjgiYiIaoociUZNl6XeMgeoerTYNGsHYP\/ILKtmdPLGuOVINBHVC5RkH6maBa4IERHRNMEAT0REVGtk1YwmolFTV53T2WVZVnUzmoiaJaVs905TvUYTickPyXLEjCYSUVPXVTln5r48lXURERFNESmRSEx1DURERFR5lpa3ULusT+IYOhEREVUYR+CJiIiIiIiIasCnproAIiIiCkAYimJBRjgchqyqYft\/+KwIL2KxvN+Fwxx+JyIiql2cQk9ERFQLhKEoLpufe06Kd5lAD9VMcKl2IiKi2sUp9ERERLVADrvuCif01ZolnMFeCMvQlPz0Dqgq0zsREVEt4wg8ERFRbXAbUy8Gx9+JiIhqHEfgiYiIaoNqlpO\/y2tNREREVYABnoiIqFaoZlQvdYt3xnciIqKaxwBPRERUO+RINBHV1eApXpZVMxo1i2hBRERE1Yr3wBMREdUiIaz9+y1hxWIQImd1elmWEVZVdVWEwZ2IiGgaYYAnIiIiIiIiqgGcQk9ERERERERUAxjgiYiIiIiIiGoAAzwRERERERFRDWCAJyIiIiIiIqoBDPBERERERERENYABnoiIiIiIiKgGMMATERERERER1QAGeCIiIiIiIqIawABPREREREREVAMY4ImIiIiIiIhqAAM8ERERERERUQ1ggCciIiIiIiKqAQzwRERERERERDWAAZ6IiIiIiIioBjDAExEREREREdUABngiolplaVKaZhXbWhhKGa1Lkam3UufLPAfFEFVQT0mEZRiaomReDUmSFEXRNMMq\/jnVmAl8CYRl5V2\/KnnFi+H8My32nZ7btpQ\/ksIncbnOQdTga0FEVB0Y4ImIapUa0eXU\/7asIj8Fi\/2Zj92qqlauKgpKWIamSJKi6bolRFYIEkJYlm4\/Ov1jfKUJy9AURTNiU13IRBDW\/oBvCOef+ASVMo2vMxFR1WKAJyKqWfIqtdQE7\/hwL+sR5vfJJixNUTS9cMKyD2SID0wYwS5szQqa4Cc4v0\/760xEVK0Y4ImIalfJCd4y9HR+V1fJvsdWjGomksxP9jcGwsjO5LKqm9FoNJEWjUZNVU6\/LMLSFM4zroCafgfKqTdEsASfzu+yPEl\/38Wp6deCiGgqMcATEdUwOZIZPbeMwLe4OsK+GolU5ef76cvSlPS3J5BVM5qImhE1K2bJsqya0Wgi6rhHQpuQO5ipdqTvdAmU4GPJmzJ4fwwR0TTDAE9EVNMcn88D3x3rzO\/8eD+5LC0zli7r0aip+nx\/IkeimeFJoRschf9EW1VEgk\/9javqqoktioiIJhkDPBFRbSs6wQsjHQR5+\/skc1x7qGY0wOQH1TRLmWNB01HwMfhMfucfOBHRNMMAT0RU4xyL0QdJ8M7l67xvf\/fa28ywhPsZ0ltWaZbdPN1WSd3wXXDjqKJP6taF5mifbBywrUtv9jrbzmqKKSaPc+mBwN+dODcbEDHPc9ulKkVcuQAvWaBjsvqs8BUr4i2RfHtl7k8QeqpZ6v0WYOuy4i9jptfUTQ65fdiXqhLfvQRN8EXn98pe55L+NQiwr6XzEN5RQkSfXAkiIqpxjlulZT0a+NjMMlI5R\/jN6vY6Sbpf1cxflcpukPl1\/pnLPClkPeuO8dy2qulyWfzqSRSY217oMrtyXJfiOohmLXGXX6r\/xXN\/9oFeskDHpMso\/opV8i3hsxZaqvMCr3hplzHTq6xHEz4XQVZLeNdkv8Vz\/6+HVEWqmd+Dyxkqfp1L\/NfAeaTbC+T4+y7tD5CIaFpggCciqn3BE7zjM7Jrfg+6InRe48xH9vxBv+TBnvGp\/JNCVov\/AsA7znl\/FeBXTSHFfM9SSqfFPftAL1mgYwKXkX\/FKvmWKCvAl3EZHQG+8HrvZbxp7HMHSfBZ+d2\/xcRc55L\/NfCJ8IzvRERJDPBERNNB5pOv74fbAoc5Pz\/Lau7WZlkjlLntcxJQZrgyaqb+l0d8qtxJkdyRLf1w9phqbmuvOJeVUOzl4IOV489ZbNE5zkN2qX61+n794fmSBTqmjCtW+beEb14N9ooXeRldhpizOjCzLmGx2TPv6RRO8Nn53a\/BRF3nyvxrkNVvybNXiIimHQZ4IqJpodDQes5BBfK752dkz0OyPrK7V+D+kb1iJ\/XowHvkzr2ewuPkhe9CcFX5AfgAg5J+L0uAl6zYY4q9YpV\/S5QQ4Mu8jDkBvsDdGsW+9vlPp1CCT52r8PETdp1L\/9cg4X6tGN+JiDK4iB0R0bTgWOrMsUtcFscS6K67v2faeW8OH2hVrGKWvq7YSb1WdXduxRZk+630OnOyvs+9IDmyL3Wti1kXPpZZDiwcDjRhuwDHknieK9pnbUTn9cZAsEvscUzFr1jl3hKBVPIyQjVdb4J3bhUhYqVWmqxlVeoMrm\/nVHU+K1TmHDnB17nYLhz7Lgh9tSGytl70fIsREX1yMMATEU0Pmc\/1HgnDsfy8+2fqzEiYz22u4dR9vt5BpKhP7JU6qd+q7pmCAm+\/5RdqADmSOlmwnfsmRKZU\/xXtA3y1U1Z+r\/gVq9RbIphKXkbv61jJ7dx8E3zw\/D5J17mEZ561r4ahKZk16f3eYkREnxQM8ERE00SBBO8cKC1+93chrORGU3qhwCrL4WJ7r8BJffOKI8H7xxARSz1c4FmUkGvChZc4K4aj1AJZzfHGiLlvQxfkJfM4ZiKvmNvpgr8lAnZYwctYwbe+L0eCz72WReR3XxW7ziVdEseMDWFl9ip0jM0TEX2CfWqqCyAiogqRIxFVt0erLMtC9siXY6AxwGd7Iaz9+y1hxWIQFdnAOohyTlpgUnpYlmEHgVhMAJ7HZqa5C12R9CBn9u+wcm3y+kiXWnBCvhwOAwJIBr6Kfo8wsVds4t+HFb2Mlbk1ojB5lSrrQiDvD73U\/D4lf+9+5Mg+3cr+8oDxnYjIxgBPRDR9qKoKyzXBB5voDEBY2mrNmuTP8GWfdJKGPsuSyX8TkKP9Zb6\/qBlT8j4soHouo0eCLyG\/V+N1BpAX4RnfiYhSOIWeiGgaycwVz1oszLl8nd8tqcJQFPdP87Isq6puRqMBN8wuQiVOWvbKYJPBMYfeaw62F2EZhlUVQ6OTYkrehzUlM4vecbtM0fm9qq+zY80O+K8cSET0ycIAT0Q0nWTWf3IscJX5KOx7+7swVmfmrMqyqptmNLU1dDQaNc2IWtnbuKfspAEE3iDOY91yF46bqItc+07sN3RdUxRJkkoaLY1NRvav2BWr1rfE5FzGgFwSfLH5vWqvc15xQNZS9EREn2wM8ERE04rLEtWO\/O730T57O61o1IyoqiznfoSvcIip1EkLDGkHvdM5M0he7Bh5EKUmeMdYpCyn6i+i1MALzZWg8ldsct+HVXIZi5eX4IvN71Py9x6QI75nKmKEJyICwABPRDTd5CX4zAd139vfHfFEj7jtZZ1zVEVU7KT+c+gdK\/j5Ry85nHp4QvaHcyZ43QiaRpxJK\/MKBi\/Vkf8rv8paxa\/YJL8Pq+QyliAnwRc9\/j4Vf+\/BOOO7vi+6T2eEJyJyYIAnIppmcrbcdixf57sjc6BBakeWrIjKnTTrnv9sjhUACqYbx4Zzvgnb0qSkoiJF5rUBLE3xLDlDOEJL9g0QgUvNXL6JGDmu9BWb7PdhlVzGEmS+e7Asq+j736fk7z0I5+R5NRKRnZvK+f2ZExF9UjDAExFNO+lMIqz96fxeaPf3zFxir\/WihKFUegCsgicV+mrXAy1ttdsAthfHtxyW5nHDuaOmQlc1v3\/HatpC91pDLPm4ZSiOZ59bfWa9A+8vA7IuX4CnX4IKX7FJfx9WyWUsQdaSlcWuPz8lf+8BZM3sT\/6tOL73EvpqRngi+oRjgCcimn7SmUTo6dxU6JO9Y3q3pSma4UhiQliGpkhK5UfjKnpSYWmSomUWaxfC0hTHqm\/BdqJyHmVpiqI5l3+3i1KK+UbA5QSOlb2FpSlSzknSp1E0xyJjejSveud4vtAVxfnk80qduI24KnvFyn1LZM2JD7TiX5VcxhI4Zg\/Y9RWxf9zkX+cgvOabOK46IzwRfeIFXDOWiIhqSe7uT4GWCC8umch61PWE2b937d5ZTWVOquoFtrtyqcq9HrerF7jLwIrbncvnTAE7cushwEsW6JjgZeT1Ufm3hGvr1CHlvuLuF8G712IP8r2wBc7teYh3DxN2nUv918DRZX4750tUzp8eEVGt4wg8EdF05BhfAwrd\/p4+yiyQY2RVd4yEVWbv9QqdNByJml5LccmqHg2+2xsAORL17q20LvPPkIjqvqfInMhv4zU5Eo2ahS6gWVatQVT0ipX3lnBMiYfHIS49VsdlLFr2H3aRi+tNwXX2kzX6vi\/vSjtvhS9iCUgiommHAZ6IaFpyzgsOfqO2HIkmoqaevf+zLMuqqpvRRCJqRlTHjbce984WX2plTmpvhuXsRpZV3YwmombxuUtWTbuq\/LJK7TLvFBH76el63vZdWc++0IlkNRJNRO0r6Dg2VWqiQLKulEpesbLeEskvE5yXAgG2uKuSy1gkZ4IP9jWd01RcZw\/OFeY97rPIXgKSC9IT0SeVlEgkproGIiIiIiIiIiqAI\/BERERERERENYABnoiIiIiIiKgGMMATERERERER1QAGeCIiIiIiIqIawABPREREREREVAMY4ImIiIiIiIhqAAM8ERERERERUQ1ggCciIiIiIiKqAQzwRERERERERDWAAZ6IiIiIiIioBjDAExEREREREdUABngiIiIiIiKiGsAAT0RERERERFQDGOCJiIiIiIiIagADPBEREREREVENYIAnIiIiIiIiqgEM8EREREREREQ1gAGeiIiIiIiIqAYwwBMRERERERHVgE9NdQFEREmSJE1QzxcvXgQwc+bMCeq\/HKytBFVbGFhbqVhbaaq2tqotDJ\/42hKJxMR1TkSTgAGeiKrIBH2w+MMf\/jBxnZeJtZWgagsDaysVaytN1dZWtYXhE1zbxH1LTkSTiVPoiYiIiIiIiGoAAzwRERERERFRDWCAJyIiIiIiIqoBDPBERERERERENUCqzjU8iOgTSJL4LxIREdGEsBex439niWodV6Enour1Pz+e6go8\/KfL8Of\/NdVFePj0X2L41FQX4aFxAX5lTnURbr6u4b8PTXURHv7LXPz+9FQX4eGL8\/E\/zk11ER7+82zg3OBUV+FhdhPGPpjqItzUX3X+\/amuwcMVXwEeuW2qq\/Cw9WVU7QLvjOtE0w6n0BMRERERERHVAAZ4IiIiIiIiohrAAE9ERERERERUAxjgiYiIiIiIiGoAAzwRERERERFRDWCAJyIiIiIiIqoBDPBERERERERENYABnoiIiIiIiKgGMMATERERERER1QAGeCIiIiIiIqIawABPREREREREVAM+NdUFEFFtGdjWum0AANDccaCjeYqrISIiIiL65OAIPBEREREREVENYIAnIiIiIiIiqgEM8EREREREREQ1gAGeiIiIiIiIqAYwwBPRdCL+4R7l61+S\/upL0l99Sfr6PcbPzxTbg3XHl6S\/uscqs4yttylXf1b6i89Kf\/FZ6erbjJ7BCWs4aFz9WekvrjFigWvbFVGWLpTmLpTmLpSWRowj44GajZwwNtyuzE02VLwbiiOO\/ufermw4IQIWtne70rZa+sZq6RurpbbtxvELgZqNvW1seSDZ6hurlS37rbGcbjOPuv5oxwPU9vQGZeE86YvzpC\/OkxZuMA6MBHtOGdaaedIXN3i9r8QBR\/9fXKasORrwogEQT29S\/rZJuqxJuqxJ+ttNxsESamuSLtuUU5t4ekWyT48f7WCA2p5sV5rrpM\/XSZ+vk5rbjdeHi67trjrp8+3u1+10r3FXS7Lzz9cpd+2wThfobcRob1XqwlJdWKoLK+1dVtH1HNPqwlL7Ma\/+LUf\/Ukur1hv8xRg11q9U5lwtzblamnO1sn538bX1aXOultb3uT843KctXimV1T8Asb1DufGrUuirUuir0o0dRu9Y4TYAhvqM+1YpoWRDJUBD676vSqGOgv8OXzJ6DimPviI9+or06CtKz2+ti4HqAS5ZjobSnkPa4KUyDqswDZAm4TREVLMY4Ilo2rDu+JLyDwdF+kP86YP6HddpPy+mi5\/fU9zxrmW0fVbZ+ppIJ+rYa3rbNVrPhDQUW2\/TA0d3ANaGhcquEyKdKkZO6Btu144UanYkoiyN6EfG06lSjJzQN9yu7BrPPm7c2rBQ2eDoH+PiSERZGin4Qdzaslp54W2R\/lQ\/9ra+5YHC0Xpsv9K2XXdEfXHc0toCNCyGtWae8tRRkf4u6MxRfc0y7UAxXRzY4H38iLVmnrLG0T9GxIENykLPtJ9dW5PydE5tK4JE64yDm4o7PjDrrjplW6\/j77FXv6tFe72YLl5v9zz+9A6luV13fCMgXt+hNfv1f0yra9V7RzJv4t4urSX3ewt\/Vrv38cPHtLpWzdE\/hkes9lbFM+079WlzVuqHRzO1Hd6tLd5cXG3rvY8f3q0s3mwNj6Z\/IQ7v1havNIrL8NZ9X1W294mh1P8f6tPvW6X1FmrW26Hc2KH3jmWe3FCfft8qZbt3hu\/tKNwtENcePaQPXsr0O\/ihtudU4Yt2Ma49ekhzNMTFS1bPIaUnXsphlWYBZX5\/TETTHgM8kUN8oHvbunXrWjPWrdvWPRAP8t\/rvLbrgrcF4nbzrBN7to13pw5Mbuhmnzy36tKeclFl55e0bcDuNN3lunXrtgWspUzJ7D1P\/9nJxL\/9LvFvJ80fzgNg3XGdUWhcziZ+fo90R9lRpuc2rQdAk979XuJP\/57403vmI00ArLZCg+QlNIw9tnpr0LF9ADgS0Y4AqNN3vpQY6k8MvWSurwNgbbjd8BsoPKFtOCEAeYkRHep3NhS7ssK\/2PXf7P7VZP\/90Z13ygBGThi5UT\/b8e3acQCz9MefSbyzL\/HOM+aaWQCsLQ8YfgN1F4wfWQKQb9gUfWdfsuENs4AL1pbt6c\/A8t12nzk\/z+j1ACCveca8wa+0VPZu0F\/oTfz+TOL3vebmBgDWmmVGsOkd4sAGac1Rz0efTvavJvs\/E31hvQzgzFHj6ULDt8ns3aC\/cDDx8WDi44Pmg3ZtK4LWdnCTV23yg3afOT8H9XnJR80Vvl0ns3ej\/pO+xB\/HE3\/sMzsaAVh3tQT9e3y9XbrLK8YNG\/\/vDgHIN3dF\/zie7P\/mRmDYustjuD6ZvRvbzb5YYjyW6NuuNwI4prV0BZvtMGK1h71j5YjxPbv\/Rcn+xw+YGxsAiN6ugjk5mb0b7zWP\/iYx+pvE0af0RgB92uLdwWobtdZfrR32fNRYv1u49D+qrw\/YP5AO1fX68\/sT8V8n4vvNTfUArPtWGUM+zfq0+\/oEIC\/bFo3\/2tlQbHcP\/6K3Q7rPYxqBk9VzygIw88vm2lsTD9+aWLtAnwkgru35re+TumS8ZjcMJRs+vNxcOAOAGPzQuFjsYRVmAdpE9U1E0wcDPJEtPrBtXasdXZ1pMxWs\/UKonZ7z2saDtE2fOTc1x+MD29atW7etu2D2jXcnT55bdYETl1m2t4Ft67Z1p7uMx+PnJyO\/nzH+4SAA9WcnI9+ZBwCYp\/7wpPkdAGesghPpTx807rhOKT+9Y9DY+hoAtfu9yMomAECT+sh75koAg5bffPgSGg4a330s+MdvYNzYdQKAuvOlyJI6AECduv4lcwmAcct7Ir3Y9aIFYIkR3Xm9nPxduiGsoydSByZTurrzJTPZP+Qld0YP3ymnO3F3wdj7NgD18WciN8wCAMxS77Zz9QXrF94T6Y9b+hhQr+57\/NpUYbPUxzfp9QDetnwH4cXe7cm2d8\/yOw4jxtNHAagv9EZaGwAADeqDvWYrgBGr4GT1M0eNNcsU7\/QOHDWeGrH7N5P9Q25dF+1fLwPiqV2+Q3Hp2g5GVqRrs3N1wNpW+NbmQjy9ST8DzFu378EG3wOHjSd7Aag\/6Yvc3AgAaFR\/0GfeDGDYOlAo0J7uNe5qUTzTO\/D6Dv00MH\/jvp8sS730jepPntPnA+i1XAbhh7uMXgCLzL52NVnPokjfdhXA8LH9heoRvV1aS6vfoHBvlz5s97892T8a1I0HohsbgBF9h+8g\/PBu4zCAFvPovanaWiJHn1IBDPcVru3wbm3xSu\/0Dgz3WcOl9580ZmzvA6A+vz+yrB4AUK9u2m8uAzBmec+HF9v3WACWbYs+35J6pdINYR3KDur2TPsg6R0Xf2sMAgiZa\/9anQkAmBmKrF2gArh4br9PwB78UL9oN1yQbIgZ6sLl0YUzgEt6f7y4wypHABrTOxEFwwBPBNiZs2DKTg13Zz\/QXXC4Oz6wbd06jyAe7\/YdoI4PdLufNm1gm1fXvicus2wfb23LLbi5rS1UbC9FO33IOg1ghfqdrF+rP3xQBsTPD\/kF3dPPKF+\/R\/\/5GcxfYf7qx2o5ZcRes2IAblFXZpfxyI9kQPS85llG8Q2Tk+dX\/kgPB6tt5IQ1AuB6dUn2KdbfKQPiiOed6rGRcQDq4utzfp\/8zXByXn0655vZ\/aPhzuhQf2LI8LywY29bYwCuVbNHwtW7VRkQx9\/2vGg3bEq8sy\/RvUrO+u2s8JVeDdJn3L\/6hQvALP2xnLZ5zhy1zgBYrLZm1\/bgehkQB3zvVD\/TqSzcoB8YwbzFZv9O16cvnt5lAWjdaWb3j3nror8\/k\/i9e6tU\/8eStWWPhKsPrpMBcfCYb21dyt9u0g+OYN5i85+3B33Pn+la\/fQI0KD\/uL3AdTvda50GsEy9Obu2HxR3ESEAACAASURBVGyUAfF6r+\/fY2pu\/Pxl5kCXe203dyX+OJ4Y2JhdRmN4nkefoveYALBscXZ3iyIbG4ARy\/dOdbGj1b5bXl62Pdq1yO2QEWPHMQBqV+6llDceSIzHEu6tUv0f6RMAlt6U3bYlsmEOMGodGXVvZrd9dqV9N7u89Knorhb3g4ZH3fqvlxsBjIpgAX6ozxoC0KIuy\/q1ummtDIjePs9\/PYbGAKjLc0tL\/mY4M68eQ3vsmfaY22K+ua3Ae1IMnhMAmmZnHxeKLJwBXLI871S\/ZPTHAagrF+S+UguXJx6+NbEyVMxhFSMABbAAGYhWtmsimo4Y4ImAeHd3OnOG2jo6Ow+kdHZ2NKf\/Sz3QnRdns+JzKNTsaNvZ2dGWaRt3DeLx7icdzR2tOzsymXcgLxE7z28\/Fmpu68icOfvET+aH8DLL9jMwMJB8LqliOtqai+qhNINnBIDvrMj92Dd\/bhjA6TOF7hOfp\/7wx9Ff\/VidX2YZgwLAyltyywg3hQHEBj3LKLZhz23K1kHgFrP7lqC12Ul7yXW5p2ioCwMYGfeqTd3Znxjqz43lebxyfmFnzwsAN\/xNbmH1s8IAxs4Xc48\/gAuxswBmyd4x3tprCQA3qJH6Qp2dGRYAWpfk1javIQzgzHCh2hrUzTuj\/TtVj2AZOzMCQF2xuFAdboZGBIAVi\/JqmxMGcGakcG0Pbo\/+83av2vJZT3cKACvaIwWb2Nft5qV5f4+NYQCnC163RrWjKzrQVeTf43DsDIBGOb+82PAIAHVpbpCWG+cAEMN+IRkAGhfpXQeiXYs8vrewY\/CinHQbUGx4FIC6JDfjyg31AMRwoWXiGlv0XT3RXS2e36k0zpEBHH4jezrHmBgGMEduDFSknbSX3Zj7gs6tDwMYGvP81+P5XyfivzaDXph6ddO26Jvb1LmFDoxdvARADecGaXnmDADiomeAFxcBhNQm\/+4DHlZhOhAFCnw3RkTEAE8EID6QGokOtXV2tjWHMp8JQqHmjs6OVAB1Bv3c\/x9q6+zs7HC0DYWa2zo6O\/2CuOMbgVBbVutQc5ujqcs3B06htuzUnXPivAhfbtkFNXdkvvcINTcHHqu4ePHiHxyKOaU4PQRAnp\/\/uW+uPB\/AUMznttv5D0T\/7aT5wxXlf3ASsUEAcjj\/Y1+THAYwGPP4nFtkw9e0tteAJv03LwefLyBGzgKQG\/Jz7ZVyA4CzsSIXL7cnz8tL7Hn147FhAHVyIzByQlt6e3oVem1XgVXoxdkLAOT6\/Knss+R6ABdiwRa6BoCxt7W2B\/Qx33A+tt84DuBa8\/FrC\/YnhkYAyPPyp4s3yPMAjMR8bs6Yty76+17zwcXe7yu7eYM8DzhzVFu4LL0KvfZ04VXoxZlyamuPfnzQt7Y8Z7qMgwAWmy8U\/rpBnCnn73Fj9I995g+WFff3eLpXa27RTwM3b4zkxf6R2BCABtmlngYZqe9CPMgbDyT6tkeWed8zMDwSA9DYEAZE7yalJb0K\/Saj8Cr0ozGvIG0H7+FRv9ru70kcfSqydI7fGRpb1NQd9cmV54f7DHuFvKX3RgIFeDE0CkCem3+eOfJcAKMxv9vgXdiT5+Vljq8d5q6Nxvebm7y\/iHC4FPsDgBnyF\/Ie+cLnZAB\/uOR+0S5eigGY+bkwIAZPKXvSy8ufMpyD9gEPqxwZSACRiegaAJD+r+rFixN2+z4RTSIGeCKcT9+vfUXILWw6poCfd94t7sjVzR2d7tPEQ22Z\/I+Bt5xR2JGjXZuH2n6Q+mXmKwaX6txP7TxxdvMyyy6s+VuTMeT+CWa13WYB8iMvRwJOnp8IIy8aRwBcH1lfl\/V7e835kfHU\/x+3dkWUpS8Wc69+SY5vtzefs8Ygr9kU9Q7n9vC7vEYt616Jyjq4QVm4wTqT2RvAemqDsrBzwi9aMezhd\/nB9iq6brbX2+096qzTkDu6oj8paRi8Iva3tyrtxzKT0oeP6e2tyo6it\/WrtDmRoz3m0jkY3q0tvlqac7W0eLPuP+t+gg3tMXoBtEQ2FZwDMzH29xxSeuIiHWYvxvWeQ0p\/bjgPeBgR0SRjgCdyxPaBbtf70UNt6antjrybybWhNr9Z4o78nxWFM18GeCXezOi1Z4L3O3WmW2fzcssuqPT8PnPmzC84lNiLqzOimMXaJ8xgqWU4GtqL1Yd\/tO+Ryk7vHA94MywA4IS29EUByOvvTMW5s2IEwLi+64RouN483J9ahf56GcDIi6v9V6H3c0GcLXyQOHtBrrdH7CFe2L56y36P9GsvbjdL\/bb\/2nUBjYhgi737Nh\/Rnzoq5i02+8+kVqFfLAM4s2t1wVXo\/TsvclDU11HrIIAGdYX\/2nUBDZd33bKIM0Py\/EZ5PgCIbe2r79pR\/BcfwwXvN\/BlD+APd+m9I\/Ky7dHx1Cr0yxoAiB3fL3K3tpzaRsuqLdlJn5V3m4AYfiNWTmFOY8X869Gn3bhHAPKmtRP2ZdDFf3W\/aH\/4VwHg4of64CW5aUH04dTy8k0zAIj+U8nl5QMeVjvS\/1WdOXPmVNdCRBXAAE+EUOiK1P+MD2xb19q6bluAjdTi8fOp9gVmiTsed4zgO9pnzp\/b0vWbA\/euXTgSfPpk5ZZdkPezmUrz5Mm9mdFDU6llpBrGHlPsyfOv\/qjSd0rWBbwZFjihLY1Y9q5yOcPvABrujB421FTKk5cY0Z3Xo8Aq9P787mZPk+9+Jtr9TLR7X6J7k14PcdxStrydf5jYa1kIdvd7IA0ut1uXYN56533ycuvO6AuLUXgV+kK1FbyRODDxdJeFYHe\/B+J2m3qp5B\/0RQf6ogPjiYEufT7E6zv8lq\/3qKehIpNZ5I3O++Qb1K4D5jIUXoW+QG1zyq1teLeyOLXQ3ehvEqO\/SYzaA\/J9xW8F76E+8L8efdqNHZa9q9wEDr\/P\/Jz\/RZMXLo+uDKVeqRnqyuVmE\/KXlw94GBHRJGOAJwKaOzqyBo3jA+lN2b33RC808d4hk2kz8bmY9t4KNM08nD5buWVPrYPaX31JyvmpwN5vxZchSdJffDbrp+21iT9vct8438nzr2mSlLr\/PPWz4YTX0UUbeVGZG7FGIK9\/yU7mKfaN9Olb4h2W3Kk3AIgacxdKkiR9Y3Xmxy1jl6v+2kj3JhXAcStvD\/kL+49fAKDekDPB\/m1NklL3n6d+itxfrSTJ\/C+35t2L3rpeT97HflSTJOmypqyfyajNaWT\/wREAamvO3e9HNUmSPl+X9VN0eK6c+csi9qr1r+8IuNV8hdg30qNBzbtPXt3YXvAe+4lmPbtbAPIG50J3c9RdPeZSAKP6s45N2w5vliQp9NWsn0CbugUztEcJdVhDkDftjz4\/JZP37TvkMUNtmpHziLrwy5mb5wMeRkQ0RRjgiYDsZdeyJPdEb\/Xd7K0g36xcnUPWQFnfLEw2e7kseym7bEPiNIC54TKXlw9YRrgJqRXpsg2KGICmsEfwDtQwudUcxNZrHN8dXKPHAAzqV39W+ovPaj3etTVcidRSdtns2e9XhgtOjj6SvJtdXv+Sy9g7ACDc4P57wHNdaPnKWQDEWP5+7xfEGIBZ4aIH6pJz6T06zN2vzoc8twGp5eKy2bPfGzz3LStGeK7Xpfebom8vXzfRtTk6zN2vzoc8b6r+Hu1F8nI1hOfC\/aYCO1onE3iZ5oS9hqH9pujbrdy2c7OXr7OXsitdcpE8dUnuAnTq\/fcWXCQvxV6+zl7KLqd7MQRgTrjgdI\/eDiU5c35\/+WPvM8JfAHBJ5C91as9+\/8IM34s2I+w1kTxr7n3Aw4iIJhsDPJEt1NzRmbOHmlM8PrBtXWvR67FPsOrN\/hNkhflvv0vk\/PxsBQA0zZMBDA7lfhY9PRQDMH9eRZd7W2EmEok\/\/XvWj72dW1OTjNSecE72PnD2nnCuSm6Y6xYzkbDvP8\/82EPljXUyMtu2Z9gbyNmbyXkTRyLShhMCderOfrf0XrdqSR1Sm8lls78gqLv7cH8ikUi8sy\/zYy81d+UVMoCzF3ILG7sQA1B\/hVdhYu8DxQ3jH\/8Xy73Da81Ewr7\/PPNjr7U+r1EGcCZvANXepG1eY3nvq4ZVrQ0AYkOeIVyet9hMJBIfD2b92LUlF1DPy19nRmNIbXRXEQePWe4dLjYTicQfx7N+7DXkktdtOO\/vcTiG1GZyZRBPthQ32h9ubEBqM7msjoZHkdpMrnSNi9RGpKJyNvsLAt8p+uHGOQBiI3n3qI+MAZAbJ3Gdt6VPJRKJ+K+zfuyh8sZ6GdnbttvsDeTszeS8id4O6b4+gXr1+V9XZuZ8eOYMpDaTyzrTxUtIbSbnYmZInQngUiz\/JnY7+dtz7wMeRkQ0RRjgiRxCqf3UOzs72rL2k7Nl7Z9eBN97yMuYnz7BU9uLufV9qs1frs4HTj9t\/Dzr19Y\/PC0A+TvLJ2lv3fAtahiIPWZkj4RbWx8TgLzyFs8ygjQM\/yia863Bn\/498af39DCAJv03\/57407+bK71ra7hebUivHu84xa4XhevUd6cjEWXDCaBOP\/yS14bwyRH+\/Hvdj5y0ADRcv8prmLn+WrUeGLOM49mF2cvF33CtV2H20H0yljsdt3S3ofvkfnXeHbqYt1idB5zZZRzIru3pXcJ16nuRkiP8+fe6HzhiAZi3ZJXPKPq8Reo84EynkX0TSXK5+BVee5YXLblfXVEdzl+mzgdO7zBez67tyR0CkG8ucou4PPYIP14\/nHvdXt+hu47wy8sWyYDY0ZXd4JixY8R16nuRkiP8+fe6W4ePpc\/uRV7SIgNi5+7s2vqMnaOuI+dFSo7wW0dyvyCwp9YHHOGf26LOTa8e7+hj+x6Rsxtcvt4O5b4+oF5\/c3\/gDeELkZtmy4Do\/zD7osWN\/kuuU99TkkP3+TexW7E4ALnJvuM94GFERFODAZ7ITSjU3NbW0ZnM8o5B+cx67i73l3txXa+uiPbeCjR1ueG93LKr1rxV35kHwLrjOu3n9rTjM9Y\/XKf9HMA89TuVWzKrgKZVK5sAWG3XaD32fPhBa+s1Wg+AJnWlzxJ2JTcMLjlIbm24XTsyDgAYt3bdrh0BUKcuqfNsN\/JiOr1HfIJO8l73E9rSiJHsHyKZ\/P2\/IJi16oZZAKwtD2jH7Yn0F6y9D2gFl4u\/QdXrAbyttW23Ure7i+Pb7eXr8jeKi41dABC+sqj155OD5NaaZdoBe\/h2xHp6mXYAlVmSPXmv+1Ft4QYj2T\/EgQ3KmqMo\/AVBw6oVdm0rtIPp2lZolVwuHgBiZ0YAhF02nPfRuOrmRgDWXS3a68m9x60nW7TXATSqrUFXPPN080Z9PoBerbndSt3uLl5vt5evkzs25i1vnhwkP6a1bErthX7MaNlkAWhctKrsepL3uvduUtq7kv1jxGpv1XpR+AuCzD7tm3P3aW9sqUBtS1oAiJ0rlfV9qQH0UWv9Su0wgDn6\/cFuRq9ftawegHXfKq3X\/mMbs7av0noB1KvLvAfVh\/ak03ukcqsqpgfJ49qeU5Y9Tn4xbuw5ZQGYOXuV91LryZvYB08pPb9NNsQlq+eQNghn8g94GBHRlPjUVBdANOUGtqWmxjd3HOjI2wItFGru6OzsXpcce4\/HzwMhJEOt\/auBgXibz+3ijk3cHHeVO9qnuiy+OL+mzu3fMuvRl1t29ZJ\/uMc8fZ328zPWHddJd2R+r\/7sZCQzHHfG+Pp1+mnIPzwZ\/eGEpHr5kZfN2DVaz6DVdo3k+L3a\/Z5j5blB4+pr9BjkR96LpnaDC9awvNrW\/705crt2ZNzacLu0wXGKnc5kPm4svV0fydzobg\/RA+P60oW6S6\/Xm0OGCgB1kcOGWBqxRk7oG07ojv7d16t3Fnb3JnPsAe34BWvLA1nP\/fFnHMvFXzDaHtDHIK95Jnq3HcJnRbo3iW9st8be1tpWZ3V4w6bUMZnmsbMIuKZ9VlcP7jTPLNMOjFhrlklrHLW90OtYkn3EWLhMPwN5c2\/0waKCbkOkf6dYuME6c1Rfc1R39C+37izYlfzgdvPMCu3giLVmRdZ1e+FgVm1\/u0I\/A\/nBg0XWlmweG0IJa9rLP3jOPN2ivT5s3dWSVdtP+hx\/j8NGc4t+GnJHX\/QHRSXVxshAl\/h8u3W6V2vOGhSWb+5y7aoh8tx20bLJGj6mtTj\/nhaZfe2Zr0mGu5SWLoEGve9ApLh62qNdI0r7MdHbpfV2Oc+rdhXsak5k11Ni8WZruE9bfLXj9y3m0Xsdte1WFu8WmKMf7SmutqVPRUdWKjtHxeHNyuGsR+QNTwbuSt70pDm0Susds+5blfWCPu9M5mPGjav0ocyN7vYQPTCm3\/hV3aXXFjO+rbTN5GZEblkg9pyyLsa1Pa84fh8y1\/515qJd\/K2y50OBGfra5RE71c\/86+jKf1V64mLwQ23wQ2eH6srUMcEPIyKaChyBJ3JsA++537nbELRjk7bubp+b4we609Pus7oJcl63CO7VeS5HVc7G5ZZdxeapPztp\/nBF5sPb\/BX6r35nfmeSy2hSu98zH3HMlg\/fov\/Gd3J7uQ2Dq1N3vmSudwyGN1yvH+73mhUPADhhHfF5NMf15uGXzPXXy+mc2FCn7sxZr97VLPXxZ8w1jsnt9dfq3fvMwqvNXWu+84x5w6x0Q7n+Wv3xZ6KPX5t3pL2CXQka1Bd6zc2OwfB5i\/X+M2Zrab3lW2z295qbF2d2VpvXoL7Qa+8kF6C2g+aD2bX986AZeLW5AEre675R\/Umf2eGYLT9\/mT4wbt5cobqwzPxjn3lzY+aln79M\/0lf9Cdes7QbF5l923XHYLi8rD06vr1ie5Ev2x7t264vy6yHJzcuMvsOBJo13thiHn1KX5qZLS8vvTc6+lSlapPv74kefUp13OovN7aYR38Tvb+Y+fn16vP7zU2O2fJzW\/Q3f+37\/PqsCdyUYGbIXLtAdwyGy01fjj68oPBFa1oQXbtAb8osdCfPDJlr7S3iij+MiGjSSYlEYqprIJpi8fTwOkJtnW47rjuOcA6EO34doGX+IHpmeN29uePxrKZZnXqNzTuOyTmgvLLd5wRkGnj0GIQk5f6L9D8\/LqmjifefLsOf\/9dUF+Hh03+J4VNTXYSHxgX4lTnVRbj5uob\/nr9EeXX4L3Px+0ndFa0IX5yP\/3Fuqovw8J9nA+fy93WoDrObMPbBVBfhpv6q8+9PdQ0ervgK8MhtU12Fh60vQ5IKHzYlHP9VlSQJAD\/5E9U6jsATIdTW5syh2Tu\/x+MD25xh1jkQ7miIePe6deu2OVrG7R3oMkE7d7d5oLktnXTj3TmtB7odi947T5RvYFurs629YL4zf+ect9yyiYiIiIhoKvAeeCLYITUVl+MD3dsGur2Py\/lFZ1s67cbjA9vWeUxKD7V1uuTgUFtnRzxzYo\/WzR2eQ9qhUCgej\/u0dT9vmWUTEREREdEU4Ag8EQCguSNrsXkXobZOl5nqCLV1dnb4TxkPNXd4zyovcOJQc4dvhG7+gXdzv\/OWWzYREREREU02jsATJYWaOzoPxAe6B94aGHBMKQ+FQlc0t7U1528K72jZ1nmgOT4w0N09cD4ej2e3bPP\/XiB14vhA95PdWa2bgzRO5uyB7u7uTNXB2pZZNhERERERTS4uYkdUeyqyYlwV4iJ2FcFF7ErARexKw0XsSsRF7IrHRexKxEXsiKYdTqEnIiIiIiIiqgEM8EREREREREQ1gAGeiIiIiIiIqAYwwBMRERERERHVAAZ4IiIiIiIiohrAAE9ERERERERUA7gPPFHtCbV1Hmib6iKIiIiIiGhycQSeiIiIiIiIqAYwwBMRERERERHVAAZ4IiIiIiIiohogJRKJqa6BiAgAJIn\/IhEREU0ISZIA8L+zRLWOi9gRUfV677WprsDDNbfg\/\/zvqS7Cw6f+b5zcO9VFeLjubhzbNdVFuFm0HuO\/muoiPNR9HYNvTnURHppurOrrhv9vZKqr8PBfG6q0tv\/a8GHvVNfg4cvLAEma6io8JBJ45LapLsLD1penugIiqjBOoSciIiIiIiKqAQzwRERERERERDWAAZ6IiIiIiIioBjDAExEREREREdUABngiIiIiIiKiGsAAT0RERERERFQDGOCJiIiIiIiIagADPBEREREREVENYIAnIiIiIiIiqgEM8EREREREREQ1gAGeiIiIiIiIqAYwwBMRERERERHVgE9NdQFE5GNgW+u2AQBAc8eBjuYprgZAVZZERERERPSJwBF4IiIiIiIiohrAAE9ERERERERUAxjgiYiIiIiIiGoAAzwRERERERFRDWCAJ6IaJX78jKKtlL62UvraSkl7xnjzfKBmY780HtqYbPW1lcpDpjXmcpT10Mr0Mc4f7c1gtW29VbnqM9KnPyN9+jPSVbca+weDPqkgDWM9RttXksd8+jNK26NWLGD3ACB+tke5c410\/Rrp+jXSnXuMkx8V0TjpI+PONdL1EWM875Hxdw0jkuz8+jWKcdDKP8arsJdfVNbeLy2+X1p8v7T2RePUx8UX9rGx9n5p8ePGOWe3jyf79PjRTgWobecW5aZvSFd+Q7ryG9JNW4zDbm+afMPHjfY25cpkQ8Wr4fBxo71NSh\/WvtcaDvZ07dq6tiqtLVK4RQq3SK1bjWPnCrcBMNJvbLpbCScbKp4Nz1nOwzb9kzVSTG1Vdt2GjXuXKrMapVmN0qxG5d5d1lARTwYAcESb1Sjde6TwgUO7lFmN0rd3iaA9V3NtaWL3E8oty6WrlktXLZduecJ4Ix6o2ehbxubvJVtdtVzZ\/Ko16nmYkj4seP8l0ABpovq2XTJ6DimPviI9+or06CtKz2+ti0EbWo6G0p5D2uClMg4jommIAZ6IapH10Erlx78U6U\/1Y7\/UH9pYOF2PmYr2jO6I+uLNfZqW3\/B8LFjQcK+t7TPK3\/eIdKiO9ehtX9H2V6hh7FHlqlt1R7AX+x\/VrgrUPwDLWKP89F0xnvr\/4+\/qRkQ7Gaht5ow\/26OPuz0wflC5c4\/u+EZAnDyg3Rmof+ux+5WX3xfpCHnuff2xx4NE66zCXv6JHiy9FsVq\/4ay47hIh8Ph43p7m3a4ULPDW5SbtuiHx9IpSQwf19vblJ3Z763hvfZh6V+Iwy9oNwXo365tU4vS1S\/SoXqkX990t3asULNjW5XWrfqxc5naRvr1TXcrXdmXb6RfC9+tOQ879pLWGqB\/u7Yqu25HtFlL9UPDmX4PPat9+34r0HNJsu4NePywce+zxcTjaq4tc4bNy5Xn3xLp7D36lr75e9obhZqNvqrc8oTuiOLijVe1W\/IavvGEfVjmGoy+pW\/+nrJ7AjK8BRR1bYsX1x49pA9eyjyZwQ+1PacKn\/RiXHv0kOZoiIuXrJ5DSk+8lMOIaJpigCcqIN69rtWW3D0N8YHubanftba2rlu3rXsg2H814wPd29aty2q7blv3QLzI\/+ZWc0nbBuxO012uW7duW8BagnvzGe1NAFfoT+xIvNuTeHeHec8VAKyHNhp+wfu88dA+Acg3PhB9tyfZ8MYrgPPWQ89kf7I6L8YAfNNMHpb5MW8sVNv+W7X9AJr07vcTf\/6PxJ\/fN\/9bEwCr7SuG\/zh5oIaDRtujApBXvRL9838kD1vVBAxabbcW\/nB4co92EsDlesRInHghccIw\/+5yAJbhNpbuZfzg6p+6Dtp\/ZBgHBCBftzZ64oVk\/9ddDnxkGXsK1HbqRe0UgMv0H21JHH02cXSLedtlAKzHssbSCzh3ZPXLLoP28m12nzk\/W\/TZyUfNBb7dHt6iHQZQr3d1J86+kzjbbW6sB2C1txl+473HtfbjApCXPh49+46zodjhDJljRvsLuYctrQfGrPYthV\/QY1u1YwBm69v3JmJ9idhes302AGvT3YbfOHm\/tqlfAPKiR6KxPmdD0eUM5+eM72+14Oy\/L7p9oYxzhfoHUH3XLZlv595v\/mI4cWE48Ytn9bkAjmhBB6KHrXsbtUOBDhX\/uEEvZvy8mmtLe+MJ7Q0AIf2p5xIfHEp88Jx5XwiAtfl7hutwelLc2PyqAOSbHop+cCjZ8KYQELc2P+F4pd7SNr+Ve9h9IQDi+QDfERTFArSKduhyip5TFoCZXzbX3pp4+NbE2gX6TABxbc9vfV\/QS8ZrdsNQsuHDy82FMwCIwQ+Ni8UeRkTTFgM8UVHi3etac9Jx3E7P\/jE1dUz3QDye1dYO0AVa11ZJA9vWbetOdxmPx89XOL+fN378SwDqEzsiN14BALhCvWeHeSOA85bPRPo3TX0MqF+974lvyslfXaE+8YBeD+CXlnMQ\/s1\/sQDUXxEuurZBY2sPALX7\/ciqJgBAk\/rI++YqAINWj89E+mAN9z+qx4Dww\/u6V6aeQpPa\/aoeBtBjFRiE\/8j42bsA1IgRue5yAMDl6h2GeR2Aj6x\/DjiRPpnSXZw8qI8Dda37Il9L1Xa5Glmr1wF41zrp0+fHxsvvA1B\/tCWy4DIAwGVqMld\/bAWdSP+x8fiR4MOKybH62Uv23XaZ74Fjxo7jANSu7sjSegBAvbqh21wKYMzynhAudu61ACx9PNp1Q+pqpBvC6j2e\/N3hvfow0Lhmn\/Owrsf0RgDHrQKD1eeMrn4A6va9kUWzAQCz1fa95iIA5yzvifSi6yULwKJHotsXpk6abgjraH\/yd8de0kcAzNYPpPuHvOiR6PaFwDm9qz+33yzVdt2GdhmHACwxf7FenQsAmLsk8otnVQBDR\/YXCrTi0C7t20sDJmQM7Vr9j8XcA1HNtaXFjd1vAVCfei5yUwgAEFLvfc68CUDc6vP+J\/6NV\/VRYM539z31rdQrFVKfekifA+AtK5XMxe5XLQA3PRR1HpbsH1bfW6WUnE8A2sSnd1z8rTEIIGSu\/Wt1JgBgZiiydoEK4OK5\/T4Be\/BD\/aLdcEGyIWaoC5dHF84ALun98eIOI6LpiwGeqAgD29Z1e\/3HMT6wbZ3Ho\/HugkPiPq1rrKS3tqWmBaQ0t7WFiu3F+CYIyQAAIABJREFUz9i\/WGMAvqlmD4ar96yWAfHmv3imuBsfSLzbkzA1Oeu3V4Trcw8UY+cByDf+jZz7SCGxHisGYKW6Kru2Rx6WAbG\/x7O2gA1XvZL4838kPng4u7CmcJBvGsbfs8YBfE29LvsUd7TKgDj5XpD0m5w8f12rXpf32HVrEydeSLy4Iru2y8P5R+Y49751DsBX1OyRcPW2JTIgTr0fqDA7kC9Yos8OcHRyrP4yfcuSAi\/x8C+sYQA3qEuza9u4RgZE7y+8aosNjQFQl92Q8\/vkb4bPJhsufTxx9p3EG3dnl1EfbgzwLEb6rREAC9VF2adov10GxLF+z9pGzgFQFy\/Mrc3+zWhywrwYOQcAi26PNGQft+hvVQDH\/tlvgkC1XTdx6IgAsHyJmvXrJZHvNwLD1iG\/TCv+caly77PWEOTlz0Z3L\/E5EkB6grr6\/fsD\/vNRzbWljb5ljQL4lnpT1q\/Ve78rA+KNtzz\/SG96KPHBocRr380+YSg8J+v\/x0bjANSWb+W0Tv5mNB78uzlPAlAAC5CBaPnd+Zxo8JwA0DQ7+wUNRRbOAC5ZnneqXzL64wDUlQuyG0JeuDzx8K2JlaFiDiOi6YwBniiwgWQ0DTW3dXQeSOrsaGtO\/\/cy3v1kfuLNitihUHNHZ6ZxTut1udm39koaGBgAEGpOldPZ0dHWXNyTKmTsvABw49\/kfHpB\/awwgLHzxSzohtTt7lfIjhgfGzsPXKHWn88sd6dt1IIskhcbFABW3ZJbW7gpDCA26FlbyQ0BYDAWA9Ak+8f48Y8EgOuuyT1F3ZfCAMY\/KnzdTu5RfvoR8DUzck3BY1M+io0DuFyu8z4k\/rEAsODq3MJmXxYGcO7jwoWdelF5+WPgK+aPvhKkJuvlIwLAgiWRgml\/eEwAWHpDbm2NV4YBDI951aZ2vZM4+4651OPhAsZiwwDqZf8YPzoukIrTTg2zwwBGxj1r296XiPWZizweziY35F+j2XIDgHMxn1n01XbdYkPDANTluRFXntsAQAwVuiFg7hJ99+Ho7kLf9wDWvUv1IWD5s+byoFVXc21pdoS+6Vu5L+icUBjAaLzIf3XjsVEAITkV49WnDiU+OGTe5NemMnQgChT91WwxYhcvAVDDuUFanjkDgLjoGeDFRQAhtcm\/+4CHEdF0xgBPVJxQW3bEDTW3dXR2poeY8\/JyvLt7wNm2s6M5lGmc0zodyGu7pOaOzo5UOaHm5sDjARcvXvyDg8dRyeHx+ivyHrFDeDHrz439UtM26mPAjVokE+DtHs7rDzmWuxs7bz20UXrol\/79icEYANllQDwshwHEYh6fc0tuiFiPdtVX9Biw6uGIb4AX5z4CINddnveIna7tpO3jXc14F7hcf3Ft7od4L+PvandG9HHguhWROp\/CfgdAnv2lvEe+JM8G8LtYgdvg39ceex+4TN9zZ6DCzh0xTiFg2hfDZwHIc6\/Me+RKuRHA2ViR05HtSeDysm97Jojh49pNbfowsPTuiG+At0fISwzYrrUd7QcgL1pYfrqptus2HBsC0CjPzWs2t1EGMDTiM8Irf\/9w4hfPRpYHmBVx6H7tEDD3\/gCD4TVRW5oYiwOQ5+T\/Y26HcDuQBzP6lnbL9\/RR4KbvRuYUONaePC\/f9K0KJG4ZSACR8jsq4FLsDwBmyF\/Ie+QLn5MB\/OGS+wt68VIMwMzPhQExeErZk15e\/pThHLQPeFi29H9VL17kLfJE0wEDPFExmjs63aaDh9o6O1LDzPEB58T0ge50ePZom90aA28VGZerr6Tmb1V4yH0ivPmMvfmcNQb5ngeiT3zT8dj55OL29d80zeRad9F7vikDePMZ5cfBNqubBPtvtbeas2KQ\/9sr0e6VE3o2eyE6+e\/W+kTxjJN77D3qrHHIf7c2GvnaBBb22IsWIN92V+HhdPv4l48IQL5tSdCvISpoeK9xGMANkQ15t20AOLzF3mvNGoa88fFoV+408ok18k\/GMQALI+2p290b7GXtXsqdKp+8N34SVfN1czii3XsEaNR3r5\/QAd6SVEVtbzxhbz5njUK+76HoU7kT5nONvmq8AeBbkXs\/SbPC9\/ccUnriIh20L8b1nkNKf244D3gYEU1LDPBEwYXavGeDZ1KrMy5nsq9f26zbxIuLy1VYUun5febMmV9wKLGX8yLACLwYOy\/XJ6fNix8\/s\/ohMzMoMnYhBgDfNM0H1GReuCId8v3usS9sUBQ509SnoRiMyeHktHnx97eubnu0vNtEP8rsLZfPXr6+rnXfHfkD+C7EuY\/kuuS0efHTPauNg2XU9rHwWYjBXr6+8Fp0ae9bpwBcpi4IeLy\/MVHESPJx7aYXBCBvvNv1uwMxfFZuTE7\/Fju2rG7fW94Lek4EHxRFv9b6kgDk9tsztS26XW+wH9qa3vtdHNuqbOovvv8c1XbdhoZL\/MN0sFeSl7+\/M5I\/ll6Oaq4tLR7kzSDG4vKc5LR58fwTqze\/6vtKvaXd8qoA5Pu+OwXftU2gi\/\/q\/oL+4V8FgIsf6oOX5KYF0YdTy8s3zQAg+k8ll5cPeFi29H9VZ86cOUFPi4gmEwM8UWD+s8EdcTl+Pu9\/FZpJ7nj8fBFbuFVjSaH8ue2TKutudi\/yPTui5o6o2ZMwH9DrId7cp6Snx9dr0Xd7Eu8+kPup0b7rfuyX+0vfIr7QberFNJQfeT\/6wfvRD\/4j8cErehhi\/6NKW0\/Jlfndpj5+ULEnz0dWBBy9k+8woi8a0RdfSLy4Vq+DOHlAMd4ttbDLZK\/36bkjij15vuBadCni5SMWgt39Hkih29Qzjms3bbHsbc9ch5EBeUN39I3u6BvvJN54XG+EOPyC0n7c9chgZsuF5ien9GutWy17hfl253WZHfnH22UAI\/1aa4sUbpHCLcqmfpEM9sH7z1dt121uY4l\/mCniH5faE9T3fT\/oMwuqmmtLCwV5M8j3Phd97bnoa4cSrz2kz4F441Vls9fy8m9ptzxh2bvKTbfh95mf839B5YXLoytDqX\/RZqgrl5tNyF9ePuBhRDQtMcATBXZFyPeDRObhdN7NBN8CbZ25NxOxa7KkSrE0SUouIJf+KXQLeinqvxkxH1ABvGn67iGP9D32YuyXmiRJn\/5M1k9Z4bk84ZWRD15RAex\/1Ij1aJIkXb8m66f08IzM7u4BJ8\/nqPtaxL5n\/qSpXL9GkiRp8f2Zn8feL6Ow5L5xwSfPAx\/vP\/UxAHVhzt3v72uSJF35jayfssJztuG9ypX2BO\/uQBO8G2+IvPG4CuDwXmP4uCZJdnjO\/Gzy38KtGCP\/pIS3WiOQ2\/dGt+euS4+G\/yd64BE9tYccGmar2\/cmMof1V\/F1q1gVAST3ZqvKyfNF1XbofkmSrlqe9eOZscsw51uR1x5SAbzxqsse8qOvKlfZ0+yfKzzNfvqw75DHDLVpRs4j6sIvZ26eD3gYEU1rDPBEVaJgnp58VVgSUsvX2UvZZbMnz7tsC1dIoEH7IAfLTWEAwmXFuZiIAQh77fdWcsOUcMGxfXn25QDEeP5+7\/bkeY\/93pKbz0H8NOL4UiCijwP4SL9zjXT9Gu2k\/5l9l6BPLV9nL2WX7XfiHIAvhV3zeXLzOYiXH3d8KfC4fg7Ax\/ra+6XF92unXDvM3a\/Or7bGKwGIobN5j5wVwwCuLLzf2+EtSnIGeLfXGLKbKwuOUSfvUR\/JX+LvnBgBMDvckPdIjmNbleTM+b3ZY+8ODQsj2\/cmYn2JWF\/iwF5z0ewg\/VfbdWsMzwUwLPL3VB8aFgDmNpQTvJP7wGFY\/3ajNCv18+1nBYChZ5VZjdKs+7333Kvm2tLk+hAAMZo\/uGtPns\/dFi4Aj0H7N55QkjPnn6vRsfcZ4S8AuCTyl2G1Z79\/YYbvCzoj7DXJPWvufcDDiGh6+tRUF0BUM6Z8bni+KiypYlQzkcB7r7k8Un+FDIixCyJnMyD73vX6K7ySrPjxRuXH53HjA4msJeuCH5b+guCbkcTT+D\/\/26VxuEkGRGwwtzZ7Hzh7TzhXwRqKrV9R\/n4Qq15JeC5Zt9JMfBcn97o8Une5DIjx3+WeYvx3MQB1l5c7UfdnEeWnH+G6tQn3Jev+Un3xyejf3Y1ju3IfCV0mAyL+cW5h9gZy9mZyFXHqN5Z7h18xEz\/B+K9cmjTWyzguhs\/m1jZ8Ngagsd6\/NnF4i9J+HKhXu7pdt0YTO9uUHWNY+njCc4T5BjORwOCbLo\/MqZPRL0bP5dY2ci4GoKGuQG3Ju9lnq9v3BtxSLsneAb6hLoyFZiJRrdctW3huIzAcGxoGsgK+vUmbvWHbVKmi2pY\/m0g0fNjr8sickAyI0XjuC2pvIGdvJudG7P6e8nwcNz2UCDCWLt54Qtn8FhBSn3puMraUmyDhmTMweCn2\/7N3\/\/FR1Hf+wF\/zrbZUy321LdTWsIQky2Z3toXgHZ4GlFPiEeCCkJ3hVvxyVLD+CkG5C\/EHuDOCSkgPJUSFUzzKCVtmEpCcEErUopDy1V6NtDu7STZBWPDkoC1eqZbW3ne\/f8z+mP0xs7PZhCTwfj72D9j9vGfeO9n8eM\/n19n\/RmInubqBnLqZXBqjLNyoXypn\/9t\/FkgqztXKXx17b7IZIeSSRj3whJg1wOPIs5lnHjUEU7oICm7iCoBjO8XEokb+l50KwE6\/Sa97I7Lz3JtHkjuc3pQETde9XjPlXyQZ6faf13JUcg7Av0ZsSsxt9RoFYF2Vul0v5gLVjno07Up+C01rhIwd9fk3cPnA8RbxYOIpftSiAOy0G9Lnlv93vp++HE5+iEI+gO8I\/\/py+KcvS9OAaA8\/Dv4iObeD\/y4ch24PP4CxJdzY2O5umsTU5eKnlqRPbGy5b39DOPnxuDAWwHXC5obw\/gYpsac9sl+d3gHTst7GWYHgy+K+xNyef1kx3tUMQLQKFQ6kr0IR7anGvreSL9q+V4SMPdVFt3BFQM828SeJub2wTcm4G1y0ehda9Kv3nn9zOsqYin9LHJB7QnzBxG5zQ+26sbPLWUBZvzExoFVcHwSsnJlt2PSxy\/eFTwWTH29XswDGV\/tOBcOnGgx+agzl3GIKp3CFsWXh4+RNOxTDbd7UrnscOJz8lTqwQ0jquo9W78Ku4Vy9A2DtY1lAefeXie85JL7732mHvkdFuu5TJ7HL\/hAA1q7OeDfZjBByKaMCnhDTMtSzaWaXp5mDrkezuFwW3epDMKWLYIxr+hgA8qMP85F92k\/K\/\/Iw\/yaAMdx0\/VSn80IBgJ\/x\/D\/L0enuypv\/rC5fx\/6A53SbnZQffdj5LyeBMcIPjHrvAbvLZQcgu0v4pgAAICCvLuGbANi5Snuuga6VggNAMz9hgRwdJ6k0LVCXr2OfXGn4p\/h3XNO+A0AWPfxBdSD9f8o\/8vAHAXyHu9XU8vJGpv2dkA\/gP\/jvb1ZH3QNQDm5Wl69jF\/2dfm7XuaZeB0B++hn+0GkAwGn5tWf4\/lwuHgD8J04DcIzN6oAFrlkFAOSH3Pw+9dNwTN7g5vcBKOBm6g\/tDr4Sq0KNtnOfuUSwIrJUW3TadrT\/WXfd9aixrr8dC0B+ZAn\/E3Ug\/Qn5hSX8TwCM5f5Wf2GAnn+LVe8eg+7dorEOAD3b5j\/ybqSG73lXrFgi9ABFC3fqDbmPGGrXbfwMbjyAVv62alkdrN7dKt5WLQMYX+4aoLXZTRrKucVYXHdYAMg1D\/IH1N8cIXnTg\/wBABauTH+s+x13CYWILEoXne4e7WnXrDDfuyNWvWfcHH7IG2XhRgEI8ZsPyeqa8GdD4uZDMoBRY136y8BHJrEHDjmbfxUJxH\/LzW\/wAWgrf5PNCCGXMBpCT4hpodBJQPcPlfhea\/HF3y2WMUAIUDdycxtMKdds9JbNzPMhmNLFwP7gH6VjD\/NvnpQffZjRPM+tfd4TLw1OivzDwjGwP3je9wO1qh\/jkf5R+ct\/lo\/9jOcT1sNjp\/9jtA2AMZ6182V+p5LSjFv7jx790iNyqFU7JH8J3xSQ3SWMWxPr7fDEu8cD4oQSwQ\/2yQ7fKns2gXbP0e3KlQtkfzM\/IWHZPNa1PXYo3dz+4T7puIc\/+J+y6GFEzSk8omaBuv8Uv+8RjoNdJPrMbRoX9R3Pv96n\/M1m+fh\/8N9PWDaPnXaf8aHYu++RTjzDHzotP\/1Mwhf0icc1C9SdFu97RjgB9u7HfWY3jdM67Q\/BaE17vdyWPS11u\/l9x+SH3Am5vaCtMI+Jd7iFYHzCttrVDBwT7rhRSHPU26WPnuEAoMBz4Bll3ONy8C3+jhsTzqu\/7nq8zUOrpJ4l\/E9OyI8sScjtOW1lfkKtumMT3dUueuCEUFGWLrdbJP8qTv3Hc7c4H3lX+clqZ8LIjrHC+v+TsZNvqF03q2dTg3Jbtdzdyt+mvTNQLr2tWd2te6PztgYFVuHtfQO141oaQzm3GPb+R6XeB\/kDIbnmQaYm\/jxXry25Q+K8B4Ve7Qx2i2fXo8qEtXLvYX7e7IQDalaYV3vygZAwb7aQ5uRTpKOPDqPN5P63Z95UZfMh+WyI37xd87xFuu+78S\/o2V85N\/9Swf8W7pvtUav6Ud\/1VX7qbA4pgV\/ygV9qD8hVRtuYb0YIuXRRDzwh5rV7vXqd1iGvN7VYTtjILd7A+MjZ9XYPwZQuijHc2uelH9wc\/1uo4GZBapamZwy8WfqP56XpY2KBbMHNwtrnfUnT3Qt4X0ozSWqWDLr34+yct0N6UjNa3lEpHL0guforsFL6okNy2eO5OSoFb4dPd1a81nc4jygt+sv4KfL\/UvjXyBj4\/vCX0k9Fadp34rnl\/6XgEX3pZ8VrXcc98bh0t2Zw+9gSYXPyGPjcqCvY9UEB94JXevj2eG7W24UD7+mN7gYAvCXvM3g1ye3SR15pZkH8ollvF14wt+66OoP9Ic1o9qJbhJY2wznt78o\/MXg10d+u8rWs4opiN1HGsn+7yuc37LePG2rXbXy59HaDoBmRzs6u9pkbQD7ghnJuMRau\/kXpAc1o+cIpwq43TAx3nyIdfVG6Iz6ymy2cItRrV5g\/LB9IHzlsjbJI900VNJ3hrP17vpVTM39B7VN9900V7PGF7thRFuk+dYu47JsRQi5RTDgcHuwcCBnSQt6qKk2RXFrbUltq1CapgfYli7ux0Z3a\/5dwhsTw9rqKuvaU54d0SjpHNINhkn8ipV3Ebii4YV76ReyGgiu+kn4Ru6FgWrpF7IaCv12afjG2oSB\/cvpF7IYC+\/Qhfd3wcc9gZ6Hj+qIhmtv16RexGwq+NwtgmMztBkU4jFV3D3YSOla\/FvsnwzAA6C9\/QoY76oEnJDvtdRVVde2x6eOhUHtdVYW22E2qpS1ud+yJkLeqShuMUKjdW6ctxlPCh2lKhBBCCCGEkH5Hc+AJMc1isYRCISDUXleVduy5xd2YptgtrW10xyrikG6wXvhwS4kQQgghhBAyMKgHnhDzSlc01pbqjA63lNbqDh23uBsba42HlRuFD7OUCCGEEEIIIQOCeuAJyYaltLaxsd3r9bbHRp1bLKWlbrdbr4qOBbobW0pD7e1eb\/vJUCi+PJxljInoYZYSIYQQQgghZABQAU9Itiyl7tpSd+Z2aSItpZbsQktrW1qGRUoWd2NLnxIghBBCCCGEmERD6AkhhBBCCCGEkGGACnhCCCGEEEIIIWQYoAKeEEIIIYQQQggZBqiAJ4QQQgghhBBChgEq4AkhhBBCCCGEkGGACnhCCCGEEEIIIWQYoG3kCMlgCG6QNgRTIoQQQgghhAw06oEnhBBCCCGEEEKGASrgCSGEEEIIIYSQYYAKeEIIIYQQQgghZBhgwuHwYOdACCEAwDD0E4kQQggZEAzDAKDfs4QMd7SIHSFkCJM3DHYGOrhlf\/7jYOeg44qvAG95BzsLHbe78U7TYCeRzq0u\/L\/\/GewkdPyvL2HupMFOQsfuD7DktsFOQscrb\/+6d7Bz0PHNQvz+7GAnkc7XRgEMM9hZ6AiHf7l3sHPQ8b1ZONkx2EnoGFMy2BkQQvobDaEnhBBCCCGEEEKGASrgCSGEEEIIIYSQYYAKeEIIIYQQQgghZBigAp4QQgghhBBCCBkGqIAnhBBCCCGEEEKGASrgCSGEEEIIIYSQYYAKeEIIIYQQQgghZBigAp4QQgghhBBCCBkGqIAnhBBCCCGEEEKGASrgCSGEEEIIIYSQYYAKeEIIIYQQQgghZBigAp4QQgghhBBCCBkGrhjsBAgZ7trrKuraAQCltS21pYOcTdTQzIoQQgghhBDSd9QDTwghhBBCCCGEDANUwBNCCCGEEEIIIcMAFfCEEEIIIYQQQsgwQAU8IYQQQgghhBAyDFABTwgZRk6Lz6118g8z\/MMM\/7Dzuf3yqeyPcWq\/k3+YWb5f6Zdm6SmrFzgnjGCuHMFcOYKZsEBsCvRnoL9ZdJdE2lw5wuleI\/szHPaUuHqFc\/pdzPS7mOl3OVc3yyfMZfNOM784EsVMX8Fvey\/d1XiPnx5ro31skDOf4aQoLHdO45hpHDONcwqyfNxcYgdlflEkipm2nN96JO2XyWQzHX5x\/vecX7qC+dIVzJeucM5\/KuNV7mtgE\/+lK5j5TVmkhgvizwPO1zuY1zuY1zucPz8tnzcXd\/5T\/q0Ak1Xg+dPO1zuYt06bvnSfiW+\/79zyU2bLT5ktP3W+fVw+l6n9rkhjnYciZ9HMPKV+qXNKETOqiBlVxExZKrYEs4sH5MVFzKilaU8rL44eOfHBt5jL7dklzsmjmZGjmZGjmclLxN1dJlMyF9glL5zqHBlp5lxYL5v9+ZQlHmAG5sjpKJvWOufNZibMZibMZuatFQ+ETIX1HhZrHoxETZjtrNkh9+o2c8aamT++mttztc7pkxjLJMYyiZleK+49Ziqsu018wOW0RAKdJgLlByYxltosvxUIIcMNFfCEkOHiQ55fKxyJFxLKkf388q1Z\/qlyWlxvpiY32Swt2T3C+VSzEqva\/M2Cu4Q3UZ+ZCvSvcU5YIGgKe6VpDT\/B6Pjv8dNXCO+cil+3d5r5xZmra2XbisRS\/5S8bYMzNfDEKbOFbbIj\/LTlwsGT8cQOSvyi9ZkT27rcKUiaUv+kvHW9MyXQZDMdTfyXvic0+eO5NT3Ff\/fvTcRmHSjPN3NYrU\/51wPCxxfip\/j4E\/6tjzIf5Pxp51sfyecvxJ5QPv6EfysgGtXwF8T3P8nmG+EMv+V94aPP4rl99BG\/K9vS+iKQFxc517UqsfK2q1VYXG6yuo5oWarfPug3W3Gny23haOczLUrsWzzQIiycyu\/up8BACz9yKr+7K\/4l2l3PTzZ1\/OzIwEX8uss1s50vHVZitXfvYaHmQf5AprDeHc55awVNKa4c2MHPSwk8sFZtFr9ovYeFmgedm0zV8PIDk5zPtSnd0f93twkPuPi9mcL21jqn1wp7j8VP2t0mPOByPqdfw++tzXxYQsglgAp4cpkItXvrqqoqoqqq6rzt6q\/ekDf6dGTftbTh+vH6MSkHDrV76+LHMHWQAaS+pYR8quq87SFTGeV4PftCfm6rDCBvhrT++bD0fHj9IiEPwId8Np3kirxVMNFpb7JZWk0L+CYAdsHbEf7iQviLDulJOwDZXSIaF7qmAgOie40CsK7tvi8uRJq57EBAdi9I\/9eyvHqDDGBspbRlR\/jNHeEty4SxAN7jFzcbXbcTzfO3nQLyuFXrwm9GArmxwIn3+NXvJbQ8fkoBcOuySLP4Yxln+H5lYb0MIJ+Xtsrhg3J463IhH8ARfpFslNhxef7Wk8AYTlgfPhgJ5PKB40d44UjWzfRyU4tqx5PSr\/4c\/p8\/h3\/1Y8EBoIn\/7lPGH7YsA\/3y\/CvM3NpJOMXPP5IBjPy2dHtJ+M6S8O3jhJEAPuUzdJJHS\/HkwAvC+7qBSudHgsm+fTW3txUZwLXjpHl\/E178N+F5rHAtgDP8ruP6uV3tURsnPeaNYwHgamEey2XRzJRI7W0VtrSGz\/aEz7ZKK6wA5MXlornCW2lZyixu1X+9R+kCUC6d7QknPqSKTIfevYTfDcAmbDsUPn8mfP6Q9LgNgLxwqmjcT24qsEv8hyUytM3O+LZVsOjKfPysyADff0fL6MBa\/gAAi1D\/YvjoG+GjL0oPWADINQ+KabvTI0JizQ4FYO941Hf0jUjgHRYgJNes1fw4PczXHE5u9oAFgPKSiXsEkaK6QHipKRz6IBxqkh4pACA\/4BK7DcLa+AfaFICdVecLfaANVJ5LX\/wre2uZB9oyZUMIuSRQAU8ufaH2uqqKpNJULcgrqrwmqtWQty6ltI0U9HXm6++QN5KE5qlIElkcpX9Ez+ttD4US8omU5cYZ5Xo9++bUfvEIgInS+hlcHgAgb6Jn\/SIOwKkPm0wW26f2z5dP91uztALi6mYAnLfD47IDAOzcqg7JBSAgNxv8gWwusGmN4AccK3d6K9nIU3bOu0NwAGiW01SCJ5rFdwDcKG2p5MYCAMbe6NmyjANw4r0m\/YH08rZmBWAXVku35kWeGnuj9GQlC+Cd\/6u9VSC\/+x4Aduz1+u8tneOyeBDATdJWjssHAOTf5Nm6nANw\/EjTcf3EtkoKwC56RJo2JvJU\/k2SwLMADh6Rs2yWnv8psQmAS\/rVk5wDAOBweX71Yw6Av6nJ4DZMNoFK01P8d7+XbfWO86fFjwFcI91+HTcSADDyGs\/t4zgA5881GRTb5z+Vz2cZeP70\/M4L6V7Qce64+BGA0dK8fO5aAMC1oz1qXX3uTFOGgfRJPhN\/+pECsJNYz7W5N0sUFNe1AuC2tHoqrAAAK1fTKlUACMoZB9J3tYqLy51G1TvQsk8GYLM6TOcUO7r4bAsAbtshz1wbAMDGPXZImgugS37d4O6CucDd9UIAgE14P9YM7NxXfNsqgC7h2axGIOhQAP7iVu8IiZsOA+DqX\/TcYQEAWLj7X5TuABCS2\/R\/KR3YIfQChXftrJ8S\/XFq4eofFQoBHJajlbmyaYcM4I5HfdpmkeNyF3KzAAAgAElEQVRDbjtsmNsx8bk2ANxLTZ5ZBQCAAu6RJmkWgGOy\/nh45bnNMoBZdb6XyqInjQVCfiOxUFdH2lP1Tsjlgwp4cokLeY3K7JC3KkPN2V5XVaXbTR5qr6uqM\/7tHT+M7nlC7XWZsuhPIW\/Gnn+DjHK9nn2lHPlQAXDTxMROtoke7jrgtHzETL0dGRXPcTPYfmiWnr9Z9gOo5FwJT3OrVrKA0qTf520y0LU9\/MWF8NGVianZHXqFgvLOewqAW\/868brd6FmYB5yS39G988Gt2hF+c4dvYV7Cs2PzUk50yn8cQB53a17yK4aUg0cUANNuSkzsJs+iMcBJ+eBJ3cQEOXxQ9i0ak\/BsfnJiJpulz62pSQHgciXm5vJ4HIBf1q\/gzQcqT31PnRvPun7s2+mCacrH5xQA11+beIprPMUjgAvyx\/r19u\/+kC5wBDsSwAXld6kBkR57rvjbJr8RlONnFADjRiWeYrRn0tXAZ\/Lxz8wdBgCUDkU4B1w7bmfJ1bk3S9LVKncBKOcSO8O5FdUsoOxpNRrH0NXgnLJUaAnCVi4d3qjX5a909QBg55Rn\/SMk0CIHAFRwcxNze6yGBZTdLbq5mQtUOrsAYG6Nx54YPreCA7C7Jdcx7wrgBGSABXw5Hsu03sNyL4Ap3B0JT3P338UCyoHDuhftjkfDR98I77or8ctkcRQm\/N\/fGwLAlU1Jio480xsy+sB0t8ndAMq4WYmxj9zHAsreNr1Yf\/cxANzssuSTqs8E4+Pq0b1ZHWmP8WXSm3Xmh6EQQoYxKuDJJS3kXRevJy2l7trGFlVjY22peqc+1G5Qy7bXaYpVS2ltYzS+pbHWrR6gvT3zQPH2OnU0uTaD+BFSEh1ICXcSLIlvKSmjqtQh8Llez77znzoNgPvriUnPs3nXAVBOZS7g5efWCqeAmxZJN\/VDM908AwoA17zkv6IcdgcAf0C39utzIAAE\/H4Adja1OvWfOAWAu+XGpOfVDnPlxMdGh02lTndPKOM\/Vk4AY290HI8vd+dcvCHjInn+4ycBcNOSrzKbnwdAOZ7lBIbjp\/wA8sdkqM\/NNfMrfgAcl1xXsw4HAEXR\/yJmFehwCTt\/6dvpyqrI85+\/AID7zjXJpxg5AoByXr+A\/4uvsgA+PpdYol1QzgMYwf5FcnP55wHhPHD9OMn00Ar\/uc8AcONGJ+d2zdUAlHPmC\/gz4gefAeBK8g0vjslmybqCCoCKmcnfa2qHeVcw05IOVm7FRt\/hjZxNt4W\/MwhYOVuPuLg8ukheOW9mkbzOLgXRclrLbnMACHTp5pZNIGtPTd3G2gF0+Y2KUdMEwAf04QZo36gl9B1Tkt97ocUBoDeU5RodIX8vAAsbLeO5+jfCR9+Q7jCK0aVW2rOmJ+c2vsABoPuYXm7cSx+EQx9Is3ReTlbAPVLne7OOG9+nJAkhww4V8OQSpi03Le6E+tRiKa1tbGl0W\/Ri1XhvrIQtrW1srC21xNpbSt21jY21peazScogcoRYBhelhNe+I4u7MektJWUUu+8Qj87temZ09uzZX2toXjntPwngOnZMSsyY61gAJzMtkX1kK38EyJvheyT5FkBfmulSAn5E67VEDtYBwO\/X+Xutz4HwN\/MTSgQ\/4Frp0eseZ\/NTwvLzWESnr5ujvLPBubhZAbiFlfE\/zdWS\/kQzr1nuTjnxHr\/4Lv4dg4Od9B8HMCZdYmOyTuzgeuciSQG4RZxBzWCyWfRaO9LcDnE4WAB+vSIni0D2yV+Gf\/VjjyvbIdYX\/L9D2no7Up\/\/7oLudRt5DRedKh9Zef78p6K69N313\/aMTGz88Uf8x8DIb\/v+KvlOgb7P\/J8CuJpNjbjmahbAp5+b\/JoqHcdlAONYaVw\/NEuNU7vHi4tSXilibQB6jNafs1X7zrZKNcZd6+oKdkFh8VIhVrR3BeXF5YbT5oFoD7lRga0zC6fPgf2MBcKA56KcK0o5FgLAFqb+9lGLcLUgN6f3MD\/vQaEXuOMuT2GGturgefaOKUY\/dbp7AbDjU49VyI4H0Os3mgaf7qRvtAFgZ5XFTzr+Pl+oSXqkzOgzGfutevbs2exOSAgZkqiAJ5cuTV9waW3a2tLiXmFQcrZ7o+WqxR3rYE6ML601W8LrZhC\/CTBAfdca8Xekl09iRmg\/rKngc72eg+hD\/rkPgeuE5caj4k02GyqaFqhbzcl+sE9u93krB+pE8mp187n3FOQJq9ZJt2pei1ba7K3LfJG17tYJt+YBkFevEM1tVtf3xAR187kjCsYIwnppWk7NLnUjPLfbpetH4Pwn\/FsdzOsdzFsfCefBXj8upUr\/lP\/5p8AIYfJ1g\/GNoParXy2UJPfk96nZYOiJLG5vK5cOq2vXtfpWlLMAWpY667PerK4fscU2AMoz9clD5SNz4y9jB9aqm8\/JvWAfeNRXnzxgPlnvDvEAgCme+y\/i77zuzeJeAGWeRwou3kkJIUMQFfDkkhWvNy1ut16ZbfBSvHi1lKar3lWlbjMlq8FpUDrlYlXwmndkkE\/Ce9JU8LleTxNGjRr1TY0sIk+dNhglqS5fz3KLPIbTtE02y0lAf\/h11oFKwM86IsPmlacWzHevyX70q6kd4E75j+exY\/NYADglrG7gt8XHt0cG4d+6zLfqxkixNzbPEynyjebYZ3D8pInETvqPj2HVHnucFITn+K1pZ86bbGaa\/miIgQo07\/wfjE5x\/lP5d8lj7JXfnfMnrmCnrnLPFo9L7pbP0bnPTL39j87KAK4d7TJelM5ksz4IKjnsAAfEBuGXS\/Fh9la2ZqNvSzkyzrHPdGilM7fAuTWCHUALP3lJbO93ZfcS58KWSLMB\/4hefCHFRA+8cizEFkaGzSsvrZ1fs8Pwy3SYn7dDAdgH7sptzvkxJYv7OW389M0KwD5yX9Ynjf1WHTVqVLaxhJAhiAp4csk6GVskfYzFoMaO18+JQqHoX\/lG9XumV8200VTwodwqC2Nm31HC6\/GrmOP1HFh51+mu4iavVUfF7+SuMziAyWa5SjdNva+B7KoO39EO39EL4aPbBQeUpjVOd3OWh02zKF2qPM+Wdb4t63xv7vCtqmRxSt62IjY8nl24LvzmjvCq5Dn26qz7yBJ6fZBxNjsAjPFsXe\/but53UPYJPIuT8tbl\/ME+NzPNobtk4EAFmjfyq7qnOH\/a+dYnstrlfmdJ+M6S8J1qh\/yn2q3glc6AOnh+Z\/GIfs7t2qtNvP3PxI4zyDyt3WSzPrGy+pPbTbFV+872hM+mLHGnzrrvam3q+w0CG1ucY6DN86MaFkCghZ88mhk5mhk52rmwRYkU9ra+\/oAayuKz2Q2w97\/o2\/Wib9cb4V2PCoVQDuxw1ugtUHuYn7dWVneVy7X7vYC1mmzZxk+vldVd5aj7nRBCBTy5VGnKVUvqzGkNnXLUZL2a8fAmjhB\/+aS5Tdj7xvQ70r6n2GXM9XoOjsiGcJlGxZtsFnNkK8MwV45IeGRdPPcfR6Xn6HYOQNOaDFvN54i9tdK36kZEN5kzos6xN9XD3w\/YaZxPuAmAvNVoD3mTzS5JcucnCsAW231\/dU30Qz6C+yu7dD2AC0Lnp0Bs37jBGjwPnDsrnwMwmjOe1m6m2UcKw0QWkIs9Mk1BH2DqHPug0tXKM4xaPMcfC\/tjCzcz7DW+918RonvIwW7jth0Kb8u4Pf0QwDDMhNkJD90aOweFUzy7HuUAHNiRZg\/53h3OCeow+xc1w+wP8wzDWCYlPPpxU7fuzU5LrdwN9pEm30vJ69ITQi5HVwx2AoQMkCzK1RyNsVhwsXdyH2ip7+niXc90rnOMAU6dVk4CSePb1eXrxqSvNyKbz+G0sPxhIem1U\/ud\/H5goiQtcphrZmLYImt3AAHF7weStmlSFyjX7YPtc2CUg3VATqmW8xz5wIlTynFgbOIr6tx1tczOSn4eC9P96ro9\/GMc+cDxk8pxID8psZN9TWwMiyOZE8vczOFwAH6\/4geSsldXoVNXpOvPQPNGOP4COH9B+R2QNL5d3SXuL0bonCKy+h13fXK\/Olf8bfbjTxR19Tt1jzpcEN7qEJLanf\/E+fonwDXSneN0vhGudlwDnPtM+RRIGtb+6WcKgGuuyvz21ZbJG9H1tVl6rK0ICCqdPUBS76c6d73IkWMPfAZW1ga9DyBbbAO6lEAXkJRElxIAYHPY08ZlGWiv8GyrSFxpriXSbFgs\/5GILbAAIaU3BCT9alIHzydvC2eChS2EnFq9H1jrrDmsAOwDL5rse2fHFwLHlO5eIKnbvFfpBlDoyLhu\/N5a5wNtCsA+0kR974SQCOqBJ2TAmeijJxk48q5DdDM5LXUDOXUzuYvnpkXhcPiLCwkPdQ05h51FdE84LXUfOHVPuLTMBSqrS7Lr7XeMzUN0Mzktde66uplcOqfExXcx041XkjdslukGgSN\/DKKbySUkdvwUopvJpXNSXMQx07hMY+BNNtPJTWfhf8XvB8DqjzLuc2AWuY0cgehmcgmnOH8B0c3kBovj2qsB+D9N3i5O+fQzAOy1mbdqlz86Y6alqWbj2HA4fLYn4bGlHABsVhbRzeS01Lnr6mZyOVDqy3V6+2M3CMqlcDh8\/kzCQ+0DL7axiO4Jp6XuA6fuCZdWnwNV6g7wGZsNrnA4fPSNhIfaB15oYZFuP3Z1Azl1M7l0lE0Pmu\/GVw6sZWoOK7Bw9W+kVO9TpHA4HPog4aF2lVsLWCRu265SN5BTN5MzOOneWuaBNgUF3EsfUPVOCImjAp5cqi7SuHQzxx\/Yqe0DIvU9XbzrmRZ700QWUOT9iasnfyjKp4HruJvSF\/As92hYej75sX4GCyBvhk96Piwt4kw3M8NRyTkA\/xqxKeFpefUaBWBdlbr9W+YCWbWQb9qVvIh00xohbUc9e+uNLKBsa04MeE\/cdgrI427Vq5PzHPkAIL\/7XtILkcHzkcpcr9kpcdt7SLf\/fDyxaTexgLJVTkzsiLj1JDCGm6Z3z2tM5IwHjyQntlXSJGaymU5uLhcLKOJTibk1iaIfcHD6e7\/1OdA89vprWUDp\/CTxFJ+KnRfSdrBHjXD8BYAL8sfJlb86tF7tumeL7eHI9HjN4\/ZvswBGftt3Z0lYt\/sdANj80SygfHA8MbfIcvFcfsYCPrIRXaaWJpvpspVzNqCrQUwctC6va1AAdo7xFnGZsbYiAGjZl\/RNqtQ3yEi3\/7yWvYKzA4F6cXdibs\/WKwA7t0I3N5OBgXrnyNHM5PrEerJLfLYFxscfygqncIWxZeHj5E07FMNt3tgCCwAcOJz84\/TADiGp6\/7AWmfNYcAi7Hoxuw3hx5dx42Orx2tye26zkrQbXKq9tc4H2oAC4c0m0xvCE0IuD1TAk0tVmmnc6enUo6YLVhPleYYjXKTR6VmU4GkmvOd6PXOVN5HLA\/Ahv3yrrHYnn\/pQXL5VBpA30TVw68Zny+5y2QHI7hK+SV3lOSCvLuGbANi5Sp3xr+YDXSsFB4BmfsKC2IB5pWmBunwd++TKlNpg7I3cWADv8Ys3RPZpP\/GeuHiDDGDsja6xyc1jIpu9v7PBuTo2YP6UvFpdvi5PWHijbrMT7\/GLVwgngLGVnltTDxyV\/9dcPoAj\/KL18nEAwPEj4qL1MoD8m1z5+okt4lkAB9c7hdhI+JOyoK5LN0ZYdFNWzdJzuDgHgCb+u38fucr+JvG7fy8DcLiMyvA+B5oX3879o+Tt3Ede69JfN577zjUAlM6A8+efRi\/IBfnnAf5jACOEYvP7veu7dhR3LYAz\/C5FPgcAOHdG3KWYXi7+M+UcgKsdGVqabKbP6ppjBSAvLucj+7QH5fpyvgWAlaswu6qYropqwQaglZ+yVI6sVxeUF5c71wUBq7Ci3DDY5pprAyAvnMrvVoO75Gen8rsB2Lg7DQb3mwtU+9gD9fMXtkQ+BYEWcfJUIQDYa3Y+NrCTBwaMxXWHBYBc8yB\/QP31E5I3PcgfAGDhyvR\/qd5xl1CIyKJ00QHzSqRW16ww37sjVr1n3Bw+RYFrVgEA+QEXv\/cYAOCY\/JyL3wuggJul36nevTlWvXsyDrMnhFxuaA48uWTFp3GfDIWgu+x6wlbnGpbSUos3FIK6f5pbv7I2UbCGQidTZuely2BgV3C3WMYAISDjO9LuZxev+nO8njm7zrN8kbJ8q3zqQ375w5rnJ0rrNSvPndrvXL5fwXXC+kcHcDc4I+yqHZK\/hG8KyO4Sxh1\/nvN2eOIVXECcUCL4wT7Z4VtlzybQ7jm6Xblygexv5ickDKRnXdtjh9LK8zy5TFm8QT7xHr\/4Ls3zN0pbNOMBTjQ7FzcryBO2rPOoVf3YSt+qU8zq95R3NjgTRsjncauibQCMrdy58D3ntlMpzW6UntQfbwAAYzzCcmXRevn4ET5hfMNN0lYuHnhcdi6SFIwRtq735AMA8jmfcJIRjigH1zunJRyQE6JtzDdLz+HZ+WPlu38v+5v472p\/S7qkXz0Zz83\/lPO7TylwCL\/6ZfQrZC4wJyM8k8cpb30kn\/+Uf6tD8\/w10u2alSDOn3a+9YmCEcLt9shucNeP850PODsvKB9\/5Pw44Yj9t2Pc1Z6\/YZVdinzuDL\/rjOb50dI8zXLx5447d32k4Gph3mSPtgg\/97kfJharN9nMCFvTIHWW8y1BeXE5o3me29LqidewQXFKudAFdkWrryarqt7q2VItT2lQulr5KUXaF7gtDZ5MNTL72CtSYCq\/u0teODUht22HPPHv7y616mYfP+SLVt3mAiukbRXOhS3K7iXOhK+5TVBXpx+e2PsflXof5A+E5JoHmZr481y9tuQOifMeFHq1M9gtnl2PKhPWyr2H+XmzEw6oWWFe7ckHQsK82UKak0+Rjj5qNDDlkXVSt4vfe0x+wJXwdXlJW5kfE6e7hO74RHe1ix44JkyflO6kZVKoLrcd7Aghwxn1wJNLVnwvtJDXq1tU6teb5uKNXtOcxevVq\/I1BxjoHdg0+9UZZq3JVjN9P9frmbu8idL6RYJmtDx70wyf6cHtF4+d83YkVK+OSuHoBcnVX4GV0hcdkssea8Y6KgVvh0+dhJ\/G2BulLcsEzWh59tZK35vLMl+3W5eFtyzjxsYC89hbK6Ut6h7vcezCdSnNlvneXMbpd+9H5N8kbV0uaEbLs9N438HlmRObtjy8dTmXHwscw07jpa3rpWl9apaWwyX96seCptOcdT3p+58fZ86tz4HmjbxGun2coBktz17\/bZ\/h4PZIs2K77\/ZxnGaePDvyGun2El8\/7hh37WhpHiuMiw9uZ8eN8y1mTb19dWm6\/mpmzMptaZVWaEbL28qFwz1Sf63Fbqv2nW2VKqzxb1JbuXS4RzLVvW\/jth2SHteMZrdXCO+fkeb2U+DcV3zvv8LZYzcSbOzcV3zntUX+cGTh6l+UHtCMli+cIux6w8Rw9ynS0RelOyzxr1ThFKE+YYV5+UD6SNMKuJeapEc0o+XHlwlvfmA4Kr5N3mvwKiHksseEw+HBzoGQARLyVlVFS9HS2sbalF5jbQMApbUttaU6L1vcjY3ulF7n9rqquvhi7UnxGY6eJsU0Dfqqva6irj3lsJnfUWLWiSnlej0zYpiUn0jyhmwOcBFxy\/78x8HOQccVXwHe8g52Fjpud+OdpszNLr5bXfh\/\/zPYSej4X1\/C3EmDnYSO3R9gyW2DnYSOV97+depK4kPDNwvx+7ODnUQ6XxsFMEzmdoMiHP7lUK1rvzcLJzsyNxsUY0ri\/2YYBgD95U\/IcEc98OQSZnGviFWo7XVVVXXt8dHuoXZvXUK1mSE+5K2qqvPGi\/VQqL2uqqIui+3j2usqtBmoB9DWyv1XveuyuN2xk4S8VUmXJPmaJKeU6\/UkhBBCCCGE5ILmwJNLmsW9wt0eLStD7XVVWY7vtrgba0PRruxQu7euPaVj0+J2j8k0jN5isYRCIYMMLO7Gi1C+A0BpbaM7VmiHDC5J2pRyvZ6EEEIIIYSQvqMeeHKJs7gb04z11r5em2YcuUZpbUu6keaR6NJa\/Re1B1mhn4SltDbtWPaBYnE3NmZ4zwYp5Xw9CSGEEEIIIX1EPfDk0mcprW1sCbV7vd72+Jhvi6W01O0uLbVY2usyTRe2uBtbSkPt7doDqPHuUgtgqhfaUlrb2JiYg+YQF5mlNP6OToY018QyxkRGOV9PQgghhBBCSF9QAU8uE5ZSd22p27hJfMX1dC+WWnQOUFrb0tJfOfSbzEkZvCMTcr2ehBBCCCGEkGxRAU8uWfEl0XXWW480C52M\/GuMwc7ohK4nIYQQQgghg4zmwJNLVrwD2GDf8pB3XWxjtAHehX24o+tJCCGEEELI4KICnly6NBVk0hZuAEKhUHtdlXZXdDfVm8boehJCCCGEEDKoaAg9uYSVut2W9mhFabjpWWntiqGydnp8pHpflda2DMyedMPyehJCCCGEEHLJoB54cimzuBsbM6+p7q413BiNxND1JIQQQgghZBBRDzy5xFnctY3uUMqOaYDFUjqmdMqg7OI2nNH1JIQQQgghZLBQAU8uB7ntmNbns7obW7I\/Z9+iLq7BuZ6EEEIIIYRc5mgIPSGEEEIIIYQQMgxQAU8IIYQQQgghhAwDVMATQgghhBBCCCHDABMOhwc7B0IIAQCGoZ9IhBBCyIBgGAYA\/Z4lZLijRewIIUPXH84NdgY6vnot\/vj7wU5Cx1e+hjPdg52EjtHj8evewU4inW8W4rcnBjsJHV8fiy\/+MNhJ6Ljyq\/jzHwc7CR1XfAXo6RjsLHQUlYBhBjuJdMLh358d7Bx0fG0U8HHPYGeh4\/oiHDs62EnoKJgw2BkQQvoZDaEnhBBCCCGEEEKGASrgCSGEEEIIIYSQYYAKeEIIIYQQQgghZBigAp4QQgghhBBCCBkGqIAnhBBCCCGEEEKGASrgCSGEEEIIIYSQYYAKeEIIIYQQQgghZBigAp4QQgghhBBCCBkGqIAnhBBCCCGEEEKGASrgCSGEEEIIIYSQYYAKeEIIIYQQQgghZBigAp4QQgghhBBCCBkGrhjsBAghA6G9rqKuHQBQWttSWzrI2RBCCCGEEEJyRz3whBBCCCGEEELIMEAFPCGEEEIIIYQQMgxQAU8IIYQQQgghhAwDVMATQgghhBBCCCHDABXwhJBhSnn6+84bvs5c9XXmqq8zN3xf3NXZL4HK0zdHXtJ58LtMnGLNQmfJSGbESGbESKZkodgcMJubiUB5QbRB4oNvNneKHy5z3mJjvmVjvmVjblkmtvSYzC2ewL025lvLZL3jt2iO\/61Zznv3K+YOq9QvdU4pYkYVMaOKmClLxZZg1oktLmJGLU2bmLw4euTEB99iLrd1DzlL85lv5DPfyGdKHxL3ZJ\/bPfnMNx5Kf9E694r3lEUO\/o185z3Py2Y\/ywCgrL7bOfEq5stXMV++ipl4dxYftqwDA+LEq5gv3yD6zee2wDlhBHPlCObKEcyEBWKT+dxMBPqbRXdJpM2VI5zuNXKmxI6J1S6ndRJjncRYJzmrN8tZfx3beOskprot\/YvBNn6mi4kc38VvbDP50c8RDzAX5USA8uwS5+TRzMjRzMjRzOQl4u6ufg3skhdOdY6MNHMurJczfV6C4v0znXlWJs\/K5Fmd92+Uu7N7P0Arn2dl7m\/N3LB7ozPPyty20fTXtFdcWuksnMgUTmQKJzqXburLh61wIrNU\/8M2o5LJ6fiEkOGKCYfDg50DIaTfDctV6Bkm+SfSH87ptZXvTlNIc6\/9VpqX4SQZA5Wnb3Y+bVQ\/ca\/9VlpwLf74e91TLEhTS3Pbz0uVmXIzFRgQSyYL6f6ujbT8ytdwRvevWPleW2rJyr3cJVVkyC2uZRlz735ghvRfG7jk13rke2elKYltM6R3N3AARo\/Hr3vTJ7Y4TS3NbenJJrGlzOJWoFw6uzElsaA4pVxIVzJETvHNQvz2hN6B5Xvy+T0pga8el+aYzm3PQ8w9e4FZ0m9eSM6t83ln6fMpRYGVe7Utcvyvj8UXf9DNzX1Vms+M9\/PMH7bsA5XVNzhXBwC78OEvPA4AwJVfxZ\/\/qH+KEXxT6ikuSK6MuZkI9K9xTliTct3snLcj0uyKrwA9HZrX2nhrbcodlDIpWJfycdHPrHoS3wqU14UbypJeUlprnamFvbVM2pfu+EUlYPqn6JYBHgDQP3\/MhcO\/P6t7qoWj+d3JT3LbzkhzMxzUVGCghZ+8JOXrY+O2HYo0+9oo4GPt7cZWPq86JaBcOtWQxRf0fiv\/BjC7Ibyp3LBhULxtptANjK\/2vb2UTX39+iIcO6r5fxtfWJPmw9Zbn0VuSyfy+4CZ9eGNyR82BDc5Z2xK+fQXCvubPdaUAxVMiP2TYRgA9Jc\/IcMd9cCTS1nIW1WhihSzCLV766LPVVRUVFXVedtD5o7V7q2rqkqIrarztof0o\/vz7AMh+3eUEpzuraS+7QGw6\/v8LgDFwms\/C3\/+2\/DnP5OeKAYg332zaNxjYyKQfUJ9KenxM8EeeTXDPYLmhXwzALuw\/f3whfPhC+9LK+0A5AWTM+RmNrBTCQCYK104H058ZKzZ0LKMbwFQJLy8N\/xfXeH\/2ivVFAGQ750lmutIUyLVu86rP4wcn4scv8v38lIWQNd+8YeG\/fwtS\/kWAFZhS2v4bE\/4bKu0wgpAXlxuOjG1etfTo3QBKJfO9oQTH5lvEOx5iN8DwCq82hb+zfHwb9qkWisA+Z4y0Vw\/uRKp3tMKioufVwB2zgu+3xyPHH+OFQjK9+h012s13x35zHh\/Ef7T5+E\/\/UJaZQcguzN1kvch0P\/0\/NVm+88BoGkB36SeoiP8xYXwFx3Sk+opSjLkZiowILrXKADr2u774kKkmcsOBGT3gvTXTa6ulQFY75P2fRAOfhDeVydYAbTxMzeb61M9Fqne0wpunq9W77HjB5uk8gIEzR+\/L2LV+0Wwewm\/G4BN2HYofP5M+Pwh6XEbAHnh1Aw\/2UwFdon\/oIDXp04AACAASURBVFbvsWZnfNsqWHTpHl++v1oGML5aejsYPhUMv90gjAfQypvtJA9GqncTlPXLhGz69uWlNTIA6\/3S\/g\/DvR+G99dHPmxpqu60eiPVu86r4tJNSprj9wpLTR6fEDK8UQFPLh8hb1VFUskcUkvqqjqjOjraxtseCiXERopY4+hczz4QcntHofZYsCZUPaT3oryTTvHpPQC4137mmVcMACjmInV1p2w0kL7PgVCevkcIAPbanU8UG+YWENfsBsBtf99TaQcA2LmV70uVAAKy0RBl04HNu2UAdrvDMI90esQf7gfAvbzXU1EEACji\/mmvVAGgR\/73TAPpu\/aL985y6lfvwH6xvkc9vhQ5PtiKKt+7S1lAqd+oX44GxXWtALgtrZ4KtfvIytW0ShUAgnLGgfRdreLicqdR9Q607JMB2KzZX7SguG4vAO7VNs+caG4r1L5xE7l17hXvKXPqVu\/AnueFTqD44Z2vzor26lm5V18UigHslVO6\/RMFxNW7AHDeX8Q\/M6t+YerDlnVgQLzr6WxKg4C4uhkA5+3wuGKnUPvGM+ZmIrBpjeAHHCt3eiuj183OeXcIDgDNckrvPRDcLLYCKJP23cdFvo5lHrVvPNjWlOnrqLRu5me6dKt3QN64WQFgvc8XOz4KuIYmqTx26n6mAPxFrN7RJT7bAoDbdsgz1wYAsHGPqX3jXfLrBrfZzAXurhcCAGzC+7FmYOe+4ttWAXQJz6aO6uneKL4BoFx6eyk3HgAwvtzzdgMHoLu1KVOxrbyxkb9tpsnqHd0b56\/PZnh6cJO4D0CZtP\/++Idtf73ZD9u+TfyMSv3qHQi2ycG+H58QcgmgAp5cLtrr9KvLUHtdlc6rIW\/GfnKD6FzPPhBye0chb5VBeR\/yXox3EtgjBwDM4RJ7wrknallA2bVHt8zoe2Dd\/Kc7gWLhtdo0YycTWr4uBwDM5RI7w7mVj7OA0vy6\/inMBiqBTgBs5Z0ZMknVtV\/uAjCDS+xz5v5pKQsoLYYz1bsanbcsE1p64oPhUyg\/3CgDqNiQ3Kdtq\/L9V1c4zXj72MFb5S4A5cmJrahmAWVPq2FiDc4pS4WWIGzl0uHUkfPR3Lp6ALBzyrO+aJ175U4As7jE0fLciodZQNmz1yi3zuedpQ8Je4IoniW1p4ycV815Ifyb4+H2hxMTszpsJnLz75L9AOYlf2ZWPcECSvMu3dyyD1RW3y34gconBJO3QPzNsh9AJZc4Wp5btZIFlKZm\/dzMBbq2h7+4ED66MvG62R166Sn72xQA5dMTvwxlnuoC4Ji8\/5jBe1E2utTZ8mx5nS9l5DwA4Ji\/BwC4pfclfcK48jIAcqvONOa+UgAnIAMs4OvfQ+sItMgBABVc4mh57rEaFlB2t+j\/ZDMVqHR2AcDcGo89MXxuBQdgd0vy7T\/ljVYFwOzyxC9ouWe5FQjKbxhVscr6mc77G+RusLMbfBlGzgMIivc3KAC3vNrkjw+ltU0BMPOO5A\/bskKgV25NP4koEttQqc5mZ2fW+1JHzkcy6k13\/ALWCqBXoQKekMsAFfDk8tBep47ntpS6axtbIhpr3aWWaIuQd11q6ZlQd1sspbWN8eCk6CqDAeN9PPtAyO0dJaSpfTeNjbWR0FD7gI8nCHQqAObdmVwR2YsdAAKduuNz+xooP12nAJhXm\/zHZSp\/QAFQOVfnFAHd3EwH+gMBwM7ZO8UFk6Nr3U3mzaxb1hVUAFSUJ5\/CVuQA0BXMtP5XEVezwffuBk6ntvR39QDg\/m5G5kzSJzYzJTGrucSs3IqNvsMb9RID4O8MAlbO1iMuLo8uklfOm1kkT81tTkpuxVYHgE4TudW+4Gt\/gTMet5Es6O8CYGWNy\/iA+pmZl5ybw+4A4Nf\/sGUb2Hy3c3UAmCd5M60wEaN+nl3Z59bnQAAI+P0A7GxqGe8PHkO0nNZiiwoBKEGjmgoArGVCQ5OvocywhCtgi1KeKypgAfQcG4iBzQLgA7K+KdUnnV0KouW0lt3mABDo0v26ZBPI2lM\/8TbWDqDLn\/QTzt8dBMDNTi6\/2fFFAJTuTAOKxpcLm\/b5NmW+pSffP1PoBmY3SLMzNY3lFuxF+g9bAQAlaHS3CACsZcLGZt9G\/Q+btZAFsO9A4l2NY0oQQCGbOgd+mFBkUeSdTibO6eRFWaFJAYSkogKeXEYs7sQa1VLqrm1sdEf\/n1JEh7zedm1sY22pJR6cFB2r0vvr7AMht3ekTTHp3VgspbWNLZrYPjl79uyvNXRaKYEuZPWnXo6BgTpxF4A50muZlyyLdI\/bU8u1YtYOoFM\/N5OBaokSEBYsFGJFeyAgL5jMLEhZJCrpFN09AFhbmhqDtQHo8RsMg7VV+f5rr\/RPM\/T\/3FXDi1gb0LWfv2VWbBV6\/ocZVqGPdI8X9y2xat\/ZVqnG+O9wtR4OCouXCrGivSsoLy43nDav5tYNgC0en\/LKeLYYQLffYOJF8cO+37RJK2ZlV2F17uVLy4ROYM7DHsOyX\/EHALCO1LtKagWrflRyD9zFu3cBduHD18wvv6UE\/ADYNB3iDtYBwK+bW18D4W\/mJ5QIfsC10pMSrfaQ97HAZpc2hffVecoL9JtcbCwQBjwX74RqD3lffur2NdBY0N8NwMqm+ca0sgC6e4y+oMv3hd9u8Mw2Uem+Uc2\/AYyvNtFRH9Pr1yuk1cJb7T\/Xy626Oby\/3jOz0OgM1jIuOqM+svJ8sE2cUSMDmHl\/mkXsgNhv1bNndZcoHESKLDqdjJMXhMRyXVFkgXc6GScvUxVPSAIq4Mllo7Q2bX1pcTfGFmlP7D1u98bKVZ3YxGi0H9av4LM++0DI7R1p8tN9NytyLOGHILX7nX2i1nz1MpDUFewA+1ypQ1277n3fyrksgOaFzjV9+lu4f\/37Mucty+SuWAdYj1y\/zHlL46D++aWuYAfYyqXD6tp1rb4V5SyAlqXO+iEz4nTPQ+oedXIn2NoXfK\/OGuyEAEB23y0D7KrXUqvioaJpgbrVnOwH++R2nzfjWo79r8BRBOCYsDF5qHxkbjzJgC22AVCeqU8eKh+ZGz84Wvn7WwGrsCndsvODqdCzv1maWYjgJn7GRKZwIjOjRjAedT+EKaLTyQuG\/eyKzDudIn0nERJHBTy5TFjcbt291EqnpKuh48WrUSxQ6o4VrboVfPZnHwi5vaN4dgbRxgfOZNSoUd\/U6ONRoiVu\/wTukXcBKObmZTcGWkdAMb2BdvrAyDj\/uVLHNi7SgWpnV27zbZ8L4zn2mUWr3JzCe4T6\/YpthvRuV3QV+hksgK6N841XoTcSzC2x2CD8cik+zN7K1mz0bSlHxjn2A52bhtLVzRZb2WIAUOoemn9P6t5yWQn09RtBE6guVu94YueqjLNHsjxFjt8IGkrAzzoiw+aVpxbMd6fuLZdR8Fgf84mKzH5vrXVWx\/Z+PyZXR9e9y\/n4Q12XYm5HBt3AuTWCHUALP3lJbO93ZfcS58KWPh2\/O+PklszUVe7Z5Rs8qf38uQj29sOHIdgmp8z7UIIH\/Dq3I2O\/VUeNGpX7yfuRIjqdQvQ7hmU5QfL5wjE+n8SxkZsnijCfSnhCYqiAJ5cHS2mpQdewpoYOnUz5l3Fswusn0+\/Blv3ZB0KO7yj+rzEWU+9msKhjzvsnUHm6Toa52e+mpJudm1Wg\/THfhfPhC9uShwOok+cDu5v63ltVlGHGtUm2pdp58mzFBt\/LM5BhFXpjmaaCZ06p2ne2J5y6Obw6676rtanvRXjOuWmwK9p87W2+9uPh9heEYih7njdavj4ze1+\/EaKB\/qed6uD5HU\/0dwdkzt8IGuyqDt\/RDt\/RC+Gj2wUHlKY1TnfKBvcZWAtyHV9gvW9ndQHU3eCtkxjrJMbq4luPcdX3sf1y\/CHOxvbxDmcs0Ob5UQ0LdTf40czI0czI0c6FLUqksM\/2+OP7sOFEAmX9THXw\/M7l\/T2n3FqY64chuMk5I7rQXe+H4d4Pw71qh3wbP6NSHDJDijJTxPnR6p3lJJ\/PJ3liBTsAsOqzgvoUlfCExFEBTy4PhjWn9uVYmWqyXgUAi2VM5F86FXj2Zx8Iub0jTfkfezGtjAc3SeYZhrnq6wmPuzNsq9XfOpt2dQLg5iXNft\/DM0xkAbnYI9MU9AGm3n0IKP7dPMNE559HH0Z7v\/WXSP3PVqTMk69YKtgAfCh+y8YwTGQNOfWRaQr6AFNzDipdrTzDMN\/IT3jkVDznpniWR121fs\/zYudenmGYL1+V8HDvGvgkIvvGGQ6e38UzDHPliIRH1sVz\/3FUeo5u5wA0rcmw1fxAYJc2+Rpie8iBtZZJ+z6Qsl\/TcXAxjFo8xx8LU7dwGxj2Gt\/7rwjRPeRgt3HbDoW3VRjGDJDIvnFDcPA8AMgNmxSAXaZd6K6Q29gszQTQKzT085YHA0cWo+U7J\/kkTu9Ssx6fpN59VeQmquAJAUAFPCH9ob9q1qEj9R1lUf4PMHU9JHVFukRdSgCALc3iXH0MVJ9P3nbOMLdiRFekS6SOzy\/Wz62PgYmMOjYjyzN3pQ5lV0e\/F5nauiwTx\/jUdcJUp\/9bLzFbEQClc2AT02fUi87axgNQOlO3le5WOgGMd\/TL1Io0xmfsclRXoVPSLAKmjjPX3VPNVGBkqzkoq2\/Q3Du4QVDXUJx4FfPlq3j9Up21OwAoaVac8yt+AA7d3PoaGOVI+y0QmaOupPmMHVMQXcouZ2z5fdK+D8LBD8LBD3z76jhrPx9\/8ETmqPfhp25WgfYKz7ZD4fNnwufPhN8\/JM216R3f6hgPIKik+cYMKgDGF+VywSN71CEo3GZl8qKP2xoUAN0Nzjwrk1etP6Co0KG3nZu6fJ26lF3fRRbJ48qTF7rjqu\/PuEjeUCLLkYvICp4MS8xwHoFlOU7g0nx3K3Li2vXq0vVp2olOhmEYXlYj4s1FJeOrhAw5VMCTy0KGTuNL+uzDFSeFw+HPf5vwUNeBtxeziO4Jp6XOD1f3XUsr28Bdr8vpDzhHCofDF84nPLbPBQCHnQXg1zuFXTc3c4HKmsk6vf2xOn+uFA6r88\/jj5dnAIDNygLoSlmeuavHj+iebX1X5KooAuBPs39TpA5f8m5XOBwOn+2JP7aUaxILpiQW7I\/EoNSX6\/T2x24QlEvhcPg3xxMe6hpyermpG8gV55zburJMvf2zpHA4\/KfPEx7qdm52O4vonnBa6l5rDv0PW58Dk82TwuHwFxcSHuoacpHPc\/anMBeorC7JrrffYS0A4O9J3sFL6ekFwFoNF\/3OgboD\/MAdv9+Fw5H6OfZQ+8CLbSyie8JpqfvAqXvCpdXnQJW6A3xqM8d4K6KbyWlFNtvQvY94MTishQD8PSlz1HuOAWCtQ2g7g8EUq985jyfjLQ3W4\/NJkseT1E2viE7GySeuXR9Zup7Xq7xl3skL8QpfcThY068SMmRQAU8uCwM7uTzTyPcBPvtASH1HF2mcvxn2OZw9trtbXGS5+HlzdH\/fZhkY2XbO4IBpTnEnZwcCz4iJlYW85hkFYCvv1M\/NVGBkn7nm3UndP8qaZ2Wk20ZeyzaDswFdG8XEIbHyDzcqaYe+ZynSw586172lVQZgK3fpdXTbyjkb0NWQnNi6BgVg52TeqjlDYurOeS37ki9afYOMdPvPaxXP4oqBzufFxNkb8rrnFYCdk+UWcWlyGw8Ae5Jzw57nhYw9\/I55nAPwP538mVn9tAKwlfN0czMT6HjCl3TX4E+fh\/\/0C8EBwC58+Hn4T59LBsu9Oyo5B+BfIzYlnWKNArCuSv3cTAWqHfVo2pV83ZrWCGk76tkZZSygNGxODGgTG44BBdyMXGsqZaOLsU5ybky8QRDcLLaiX44\/6OwVnB0I1IuJNw\/lZ+sVgJ1bof+TzVxgoN45cjQzuT6x6OoSn21B2uOzs8tZQFmf9OOmVVwfBKycmS3i9LHL94VPBZMfb1ezAMZX+04Fw6caDH5qsOVlLKBs2JT8YdvQm7bnPEuRHn65NfkGgTq0Puce\/oskNsyG7euCGPEF8FgutvadLzIWX5EFJ59umIQsywArqM19kiAl9P4bv0rI0EEFPLk8ZCg604wPz6JgzTg9PPuzD4Tc3lHGif5RF6G+L3bNKwYg330zv0sdc94pP30zn3m5+OwC\/YFOAI40e7MbsLsq7QDkBZP5yD7tAXnNZL4ZgJ2rNBgHby6w8jHBDmA3X7IwulZzQF4w2bkmANiFlXMNc4t0ksv3zuJb1H7yHvmHs\/gWAEXc3+XcZRWZ676fv2WZGDk+lJZlznv3I8MNAqtrjhWAvLicj+zTHpTry\/kWAFauIuc1pCqqBRuAVn7KUjkykjcoLy53rgsCVmGF8QbP0dzuKeP3RHNbV8bv6afc5jwsFAPYy5c+JEfnTyh7HlKXr2NrHzb86zH6mXHfEP\/MrL4hiw9b1oHm2V0u9RQlfFPsFCV8k4nczAS6VgoOAM38hAVydLi90rRAXb6OfXJlynWLbZ09sza+dfbMWhmAtcyV89eRLSoEoDSs4FsjNbzSutk5c7MCsNXr0m7NPczYXHNtAOSFU\/nd6ndRl\/zsVH43ABt3p8EsF3OBah97oH7+wpZIDR9oESdPFQKAvWbnY6nHHz+DGw+glb+tWlYH0ne3irdVywDGl7v6d934bMX3aa9J3qe9Pz5sXHkZAGVDpXNpbMuDXnlpJb8PQKFQPcx2kutrH3d0Bj0raBerV9e9U5e9k\/m0JTw4yRfp82e55D79TK8SMkRQAU8uD8ZFZ3yztPga6pqCNcPubprXdQrw7M8+EHJ8Rybrf92t9PoT+8Sr0jwAnfLdNzNXfZ256mb+6U4A3Gs\/0ywX3yne8HXmqq87n+7MMjAS7g+gD2vasyt\/JFVCrauZESOZEZP5NQEA3Pb3NacIiCUjmREjtTu3mwu0e3Y8zgII7OZLRkaaNavNfpRxqXz2nzZIFQB65HtnMd+yMd+axdf3AOBe3uuJ\/4XcI95iY75lc2a98VuRR11\/vmu\/EDm+zXnvfkVdi\/6fjG4QsDUNUgXUupoZVcSMKufXBQFwW1o1iQXFKUXMqKLsd263erZUswC6WvkpRZHjt6jHb\/BkmmDPrnhRmgMgKN9Txnwjn\/lGGV8XBMC92uaJ39sJiqX5zDfyneuyz01dr65zL18aWT\/Pec9eBWDnvOBbkeFvfXbVa5HPjFudqX4DvzoAgPP+QrPyXECceBXz5aucqwNZBuaEXbVDcqmnKGGuHMFcWcI\/pZ6iIyG3CSOYK0ck5mYm0B5Zr87fzE+IrJ\/ndDcrAOva7ku36V2BZ0MdByDYxs+cxFgnMTNrhSCAMmnfffE\/0oObndZJjNWV9VLe5XVSeYG6dRxjncRYJzmrNysArPftXDrsu98BAOxjr0hzAXTJC6cyI0czI6fyz3QB4LYd0vzk6RInj2ZGjnY+25VlYIW0rYJVt45TF8+bvEQIALAJ6ur0KayeTQ0cgO5WXp2pflu10A2gXHpbs\/Jc90ZnnpXJmymmzpYfQIWejfWRD5tmn3agTNp\/v+bDtslZOJEpzH7d+Jn1vmWFAJR9Nc7CiUzhRKawkt\/XC4BddkncLTJBEUUZAFhhZ+oAfNazM1LCi2kG0nOc0X1R41cJGSqogCeXiXavV6\/qDHm96Spoze5u8QbGR9ad7J792QdCbu8ovrecUfRFqd8BFHOv\/Ux6QjO43T5H+MVvpcyrzZkP7OrrNtp2bvv70sq5mlPMFTrOG403zirQ\/pjvwvtSpT3WjLXPlTrOS6Y6Tou4l\/dKNZrOcNsM4d0uqd9Wep4hvbtXqpkRXxbOVsS9vFfdSc6QldvSKq3QjJa3lQuHe\/otMVu172yrVGGNXzRbuXS4RzLVhW7lXm2TajWj5YtnCe3HpTkGIVmZJf2mTZqjya14lvBqm0+dhJ+BnfP+QlqlGS3vmCd8aDi4PddA8+yct0N6UjNa3lEpHL0guforsFL6okNyab4RHJWCt8Pn1XsP1jJpX51QHi+n2fL7fMG6\/vpznWto8jWUsbFPlLWAa2gKa+8ODHc2btsh6XHNaHZ7hfD+Gcl43I\/5wLmv+N5\/hbPHf3awc1\/xnT+kf19yfLn0doOgGS3Pzq72GQ5uv3isZdL+emFmfLQ8O\/N+X299f+XGVjf79tdzmrUVWGuZtP9DX\/WwWW0hR\/7ItHed\/ns2MolGUVLWwzQest\/nAf2EXFxMOBwe7BwIGSghb1WVpnIurW2pTSmRtW2SGmhfsrgbG92p3esJZzAI78PZc9NeV1HXnnLY3N5RYrKNtSmbyZt5x0YYJvkn0h\/OZRN\/EX31Wvzx94OdhI6vfA1nLmp3UxZGj8evk2duDgnfLMRvTwx2Ejq+PhZf\/GGwk9Bx5Vfx5z8OdhI6rvgK0NMx2FnoKCoBwwx2EumEw78\/O9g56PjaKODjbMcFXSzXF+HY0cFOQkfBhNg\/GYYBMCT+8pd5hpehDoHPvIpdkuj8d93g1AbRZzgpLKXeSDF+lZAhh3rgyWWkva6iqq49Nv47FGqvq6rQVqtJ5abF7Y49EfJWVWmDEQq1e+u09WpKeI5nHwi5vSOLe0Ws4m+vSwpOiiWEEEIIScsRmbZucnN3ReT\/P3t3HxxHeeeL\/tsk2U0gdQsSHHLATCzZI9vTHQJkz\/qGcd3FJpLXMtgOqJuagKtObLIOkfALJlaKQKZ7MdSVg4NtJFgfsDd1HTLrbtlYxpZX0tomFMO5zslCQuYZWxpZMgMkISbBVXucZCvn1tw\/et41PdOjGWlG8P3U\/GFP9\/P0M9M9o\/n173kxjJzp5oEiA+jlUgtOEs1sH691A4imhcfjicfjQDzc1VGwj7cn0F0ggPZ3dgfSYWncsbBT8QqPPhUqe0WewNZAOF3auTARERGRA9nnAwTsCD4ol8jBW4ZuWbB0KzflHo0KoGAGPjqh7zzRhwkz8PQR4d9aoMt3ksffWbA3OWB3NO902OaieIVHnwqVvSJPoNv5pQDwBErUTURERB9xalBP5uB1o+Bs8RmpKesgq20yUHSMu63EGHmimY4ZePrI8Pg7u7vDoVAonO757fH4\/YFAoEg8ahcMdB\/xx8PhUCj8djyemd\/Nc72L0pUefSpU9oo8\/s7uI\/Hc15J8MX6\/xxPuCk1p44mIiGiGk9tUWRcCgKUpmnnALLxom7C05HrvUIOp7LtPlmEJe+H2AvPGW1Yy4OecdPQhxQCePlI8\/kCnPzCpkh6\/Z5JFq3D08vk7jxwp0ZqKXpGL1+I4Jz8RERF9tMnBA7plB+fC0hRJVvVgsC29prsQVq9hWOmB77IeVDNFg6quWfZKcWrePHbphH0m4Cf6kGEXeiJyJR7qWGkrOlddZs37zMLxRERERDnkYCQr7y4sXVMUKUVRND0Tvatm7nzzqR74QlcULb2bEJamJBP22QE\/0YcMA3giciWTUC+yDnw8tD290NwUr2pPREREM5pqRiJ64c7zKbKqRyITVneTg5FIMoa30nG\/omiWSBVh+p0+vBjAE5E7WRF53pJ4AOLxeLirI3uV+QDjdyIiIipKDpqRRMTUdVXOmY1elmVVNyOJiOkQisvBSCJi6mp2KVlWzUjEsQjRhwPHwBPVl3io0uXU\/Z1HpmZNOn8g4Amn2lZ0ETl\/51bORU9ERERuyGpQVoPByZQzVRfF5GAk4bxb8a1EdYcZeCJyyxPo7nYxZ39n0YXmiIiIiIhocpiBJ6IyeAKd3YH4hBXoAI\/Hf71\/cU1WxSMiIiIi+miQEolErdtARAQAkpT\/jfSnD2rVlhI+dRX+83\/VuhEO\/vrT+N1IrRvh4HNNeP9crRtRyNVz8Ye3at0IB5\/5Av7yp1o3wsEnPoX\/\/Z+1boSDj\/81MPpGrVvhYN5NkKRaN6KQROJ\/Xah1Gxx8ehbw7mitW+HgunkY+2WtG+Gg8Uvpf0qSBIC\/\/IlmOnahJyIiIiIiIpoBGMATERERERERzQAM4ImIiIiIiIhmAI6BJ6J6MXEMPBEREVUFx8ATfThwFnoiql+\/H691Cxx8tqHWLSjq17+qdQscXPtFnP9ZrRtRyJy\/xdv1Ot\/Z9TfhN9FaN8LBf\/HV94e0PieKA5BI1OkEe\/Nuqs9pJgFcPbe+J7F760ytG+HgCwtr3QIiqjJ2oSciIiIiIiKaARjAExERERERlcXSJEnSLNf7C0NTFClJ0QxLTGHj6EOMXeiJiIiIiIjKYGllxO6ApeXG+sLSNUuYCVOtdsPoQ48ZeCIiIiIiIpdEfjheSjLal3UzkkgkEomIqcsALE0xmIancjGAJyIiIiIiKk1YhqYoZUXvEIZhAVDNSFCVAQCyGoyYKgBh9TKCpzIxgCciIiIiIipBGIqi6ZaArJoR153fRa8lAKhqbgE1qMuM4GkSGMATERERERG5IKu6GYmYyVS6G1FRKH4HZJ8PgBD1ulIo1StOYkdERERERFSCHIwkguUWEtEoAFn2Tdjik2VYIhoVgPvbAUQM4ImIiIiIqNYkqfp1JhLVr5OophjAExERERHRtPjUxxw3fXIKxvYWOdyf\/r\/qH24ShIgyA0\/lYABPRERERETT4nLniPqjqVDneqIiGMATEREREdG0+GtGH0QV4UeIiKovHg6FQuFwPJ56wuMJBLoD\/lq2iYiIiGrurz5qGXjZ5wNEoY7y9vT0Ph\/7z1NZGMATUZWFuzq6wvHc5+LA9bVpDREREdWPT3zkog+nyeadp6cnKobrwBNRVYW7JkTvAHC9xzP9bSEiIqL68omP1ctjushtqgwI3bBynrYMXQCy2sYEPJXnI3cPjIimVPjVcOqfHn\/n1k4\/43YiIiJK+fhHL30ot6myLoSlKZp5wFRlQFjG3ZoFxu80GQzgiWhq+AOM3omIiCjHxz\/sY+CFoSi6gKxHIsFkcC4HD5hC0SxhaUr2Wveqmd6FyLWP3j0wIvqQENs7FH+jdHWjdHWj5O8w+mLl1mCta5Su7rBK7xgz\/I3SmSG+uQAAIABJREFU1cuM4cm004kwNEWRkhTNsEQ1ay9y3B8+pCy5QbruBum6G6QlDxlHz5Vbg7X+Bum6hxzet3PW+q8p1yXrV9Y\/a424btiuh5WWRVLDIqlhkdTysNE\/5qpY7ITRHlAakgUVp4KxE0Z7QErv1v68Vc71Ip7qVL56s+S5WfLcLH210zjmrm0jQ8b9bYonWVBxUdC6\/2bJ0+nimsxq244HlVtl6VpZulaWbn3QeGm0nNIAYK2XpWsfdDjoqLV+lXLtJOuf6R\/SDA2QSu9ViTFjQ5vivVny3ix5b1Y27CnrAgUADGnem6UNQ4U3xoa01jYpWX+b9vTQpL5vxA8eUBbPk2bNk2bNkxY\/YByZxAmdJ816oOAJtdalas59aEcca4sZ32pVZnul2V5ptlf51tPuv25SjmuzvdK3jpfeceRpZbZXWvq06\/dt1GhfqczxSXN80hyf0t5T\/gkd0Ob4pPYBp\/qtrPql5pXasbI\/+TXzscvq5TGdZNWMmLoqZz2hRxKmOq2NoA8JZuCJaCay1jVqfVn\/H+7X1\/ULjJmrXFfR15FTgzOxvUOvdlRgaZKW\/RtWWLpmCXPK\/5Zb62\/Qjmb9f2RQXz8o9rxp3u66iqMP5dSQbWRQW5IT2Iujz2pHB9U9L5as32pfpPVn\/T92Qm8\/IXpOm61Fi\/U\/rLSfyP5FLWInRPsJa1MosrExq7bnlZbncnbrf07rP6H2hErUb7ft\/pu1Y1n\/HxnS7x8Sz75uriha7Fincn9OlCRGhsT9Q9bm3sjmRqciOQdywVovay9lt21AXz8gIMw7XFfx0oM5NeQYNW5dpWfHRCMD+voBa6QvsmVe6bbN8A9phgWUdU+lfEOaN+e2jTi+Rzs+Zsa63H8hWBscb\/yI451KTmA\/Zu3utI7\/m9lfRv2AtS43lh4+rq87LvaOmitdV3HkAedoPBYt8wwe12ZvyP262a0djZnv7C7jTfvWBndnNmZ8a3c5tzwGtDmbc9p2rEc7Nmqef6qMtrVvdmxbbEBrzt0aG7XaVyr9T0V6lpXRzFr50GTgVTORKPS8HIwkgoWeV4OmWmgDUXmYgSeqd\/F4ONTV0bEyraOjK2uBtmIlw6GujtySHV2homXDXaldQ\/GCdXQUPno8lNylKzyhquwnqyT5s96r7x1IvD+WeH\/A3OoFYK1zm38TfR3Suv7S+wEY3nX39rIzJyVYmj3yTTcjiUQikYiYugzA0hRjStPwydh7rr7nxcS7bybefdHcMheAtf5rhrvElTj6kLR+0GHjOWO9Hb2n638zsqdFxrnS9fc\/rPUDaNR7Qonx04nxkLmpEYDVHjCKvfcntPYTApBbn4iMn84uKHYGsm4HjBntz+Xv1toIjFntD5f+9Z4Mqhv1Z3sT8dcT8V5zcyMA6\/62oi9qSLt\/SADyiq5I\/PXsguKptoJRujjWKd3vkD11koy95+l7+hK\/Folf95lb5gGw1q9ye0JfelBa75Thg9ixRR8pUL\/YsaV0\/TP9Q5pmAdpU1Z06hB17e9eb\/a8nYq8n+rt0L4AhrXWPuy+EMWvDzZpTFjm25247ek\/XH+s1lzci5r5+IB17e\/W9xxMXRhMXjqdO6HK3J\/TIA9K6IqnuUTEMYLl5YTSR+yh8gyAZezdtME\/GEu\/EEid3600Ajmtuk+Qx61tex5uReU3\/4Ua9nNx+Mvb2tptD0cT5aGLoKd0LYEBr7nHXtlGr3ed8M2\/U+LZd\/7Jk\/eePmJvmARDHeop+Y9aNj32sXh5EMxMDeKI6Fg93daycEHTH4+Gujo6OrpBzIB4Ph7o6VtoFc0ombwZMXOetkHCBOuIujj7VYsb2fgDq3oHgKi8AwKtuHTBXAYhZJfvoDvcb65YpLgMDxIy1u6odUwvDsGCPfEt2ppPVYMRUAQird+oi+HPGjkEA6p4Xg7fPBQDMVR+0c+PnrJId6UcGjfVfUxyjd+Dos\/oIgLn6qXT9kG9\/MrKnBTin73AuiDFj5wkAak8o2GqnphvVjXZufMxy7kgvdj1vAWh9ItJzW6pTYrogrGMnks\/1P6\/HAO83D2Tv1vO47gVwwipxIYwZTw0BUJ\/tDa5ItW1zr7kCwJjl3B9ePLXHArCiK\/Jsc+agyYKwjuYG6nZP+3Kjd4waOwYAqHv6gnfY+fB56pY+8w4Ao1bJju4jA8b6VYpz9A6M9r40Otn6Z\/qHFAAgAG3qo3fE9hjHATSb\/evV5HvVHLRz47Gh3lLvlTi+R2ttc4zeAevpPQKAd30kXT8a1d295vL0od000th+HIC693hwZeqEfue4uRJAzCrZkX74uLFuuVIsegeO9FsA5nvdrac18rRxFMBy8+QDahMAoGl58ORuFcDI8d5SwbY4+rS2tNVl9I6Rp+\/+YTlhcazHOAZgmTnUnjqhy4JDT6kAYgOlT+ixHq15ZbGuOMd69Jhd\/1OpEzpP3XQksmkeMKrvLPKRrhs17zlfky70RNXDa5eoXsVDHcXi7Hg41FE4sx0P2TF\/sbrDXR0dxUPw8PaVkzr61Bvut4YBtKq5HXHVrRtlQPT1F\/spP7xL8XfofTHMbzXD3SU7Myb75a7aqM+vsNHZlfZaAoCq5h5eDerylEbwI4PWCIAWNbc3u7rlfhkQLw0WO+7Is8qSh\/Sj59DUYp56suD7JkbOAcDt9webcjfc3qICODro3Bv0pBUDcJua25td3fRNGRDHTjo1LDoyBkBdcVve88lnYuPJgq1PJMZPJwbvy50nqNHndWpQlpEhawRAs5rbW17dvF4GxDHHccTJtt3enN82+5nYWKbgyB7lq536sTE0NZv\/Vk6P5uQJXabm9pZXt7S7OKHPKLc+qL80iqZl5ss\/dDjoOVGofl\/TPKRPt5OZ\/iEFIAAFsAAZiFS15vwD\/euQALD8q7kvtTm4oREYs\/612KwJ4uk2e7S8vLwrsjv\/agMAjEVHAUB9YH3eRFnq8mYA1nFX942Gj1vDAJaruclwdesGGRB9x4ue0N3K4gf0IzHMX26++rTTCRXDowDkVctdzecljh4XAG5fnlvd8uCDXiBmHS0WJYsftirf2m2NQL59d+Sflpc6VLLzvPrgBpczjYljAwLAir\/Pbduy4KZ5wKhVdKS62LnSHi0vr3DqDD9q7BwAoPbk98aXNx1JnI8mZkQX+prH7QzgaYbjtUtUn+Kh7ZkA2+Pv7O4+YuvuDKTndg93TQyiw11Zkbknu+SR7u7OQGZi+HjREDyVdc+tIOvYQDiUdaBAcqdOf+opf2eqWNaT1XA2JgCsas3\/IWinboZj0RLlverW7ki4Wy35c7+vQ9keA1rNvS7GSbsXFYXid0D2+QAIUar9kzVyTiAVTmdrmusDMHKu1HHnqluejJx6Um0qtpM8f+7EgnITgHNRp6yYHc223pbfMG+DD0BszKlhas\/pxHipQfKOxqIxAI1y8TDebtuKr0540xp9AEac2\/bs64l4qUHyGY3q5q7Iv3UVf2\/zDY8KAHcscziho6VO6Dx1yw8jL\/\/Q+aD2iRuwckfIR0dGAchNE090lpn+IU3TgQgwpXNER2NjSIXT2eR5cwGIWKm+Md5mfXdvZHdz0UY2yhPnLJjXKAMYHSsWfKcMxwSAlZWc0Kcjrz5d5IRGz8YArzp\/1Fi3PDVJ3nLNKbcfHYkBUG\/PD7\/l5O2lUv1Pmpbr\/9Qf+afSdwusb7XqI8Dtu91PExKNjQJQW\/MDadnr8oQu03uORHqWObTtnIgBWKa6\/XKpSzXvOc8u9DTDMYAnqktZwbEn0N3d6fekImePP9DdnY6js4NoAIiHQpl12APdOSXh8fgDnVmFC94AyObvzKvAH+jOisbjYTcd8d27cOHC+1kc9hLDMQDy\/ImBl1eejxIzIc3fGHl\/wNza6uIHeb+2rh\/w6i5ygGUR0SgAWZ7YUdQnywCi0alJwdsp08kE2ACa7o+8+6L5YMtUBDIiNg5AbmqYsKVB9gIYj5Y5qNPuPC+vWOrY2tgJrSWgx4DW+4JFA\/jkm1YgWHXxphVs29EhAPKKrGiraX0k3mtuLh5\/VbttTd+O\/LrP3OIUI9jmtd2RGlGf7DA\/au1Ypb0EYFmw6CR2M\/1DCgAykACmfropO0M+yQBbfqA30d8VXO4wKWLVJNPjCwo0Up4PYLToCd0QuXDc\/E7xYNm+JGL6ugf0dNA+HLPWLS84bD4WHQHglSfefGryygBGRou9aQ\/2J07uDt7uogvO0Q3aUaBpg4tEfdpodATAvEJtm1e6bZuOJIaeCq5w\/nTFRqMAvPN8gDi2WWlOz0K\/2XDO7af\/ql64cMH1C5lKl11WLw+imYnXLlEdygrD\/Z3dgQmrqXsCW1NP5gbRWfF8wYJ24e5MDB5+1TmC93cWXMjdvzgTwcffdiw9w1nrOixA3todrG6\/3A8vO5IUO57N7yqfHBs\/XWLPG\/0AbgtuLBTU9D9sr1FnxSBveiLSk9\/9fmqN7DGOAWgOOs1CX2fkLX2RPctkjOrrV0nXytK1q7QdxXvdTyt+SN1o9M0DMKY\/nd9VPjk2vk7YM9gB85ebr9pz1x2PbF0uAzjygPKD2kzMdlz71nHAq\/\/TA3W4THdv+0qlfUCk35nYgN6+Utk5Q1aS+\/hl9fIgmpl47RLVobfTs8ZlRcs5PH5\/gQg+E457AoEi3db9gUwK3zGCdzq084ZKzZo16+osk6wlJs5W3BJ7Au35Gw9sdTNOurqmrg99cfaA5wrcfr\/eBGBQW\/JQejFmcfSh1Lx3k65\/TJTx6\/2E1vKcAORN9xUeqB8bl73JbvNi58N3tz9fWQhTVtuGtK\/uEYC8ef20RL+piKiySnqPnst\/i0bOWcMVhgkz\/UM6nZzHkLiUHP1+vFPZkJ6zYczakJr3ruL6ASBW6cWW7IS\/3Mx0s\/fK33k6snc5So6xL2CkZJ\/+0uxZ7uUHd+XP6lGhWMnBLUXZCfxYj35sVF7xVOR8ahb6FfMAiJ0PFpyFPv1XddasWZUcvGpqnnhnBp5mOF67RPUnk9j2eK532Cc96PxIJtGeVc5fKHeeVTqz\/W2HVeWcD13nvPKCyioY3qXY\/XL3baxF3qVQ5\/rpMLdAl88yawjuuV+GvRr8DdJ1N0jX3aCsHxTJwH7S9Zcapp5xQmt52LKXiyuYfgfkjaHIYCgyeDox+ITuheh\/Tmk\/UXDPardtSPtqp2WvKjdN6Xe7b3MlRo1bV6UmuhOJX4vEr4WdkLfWr1J2VBLDz\/QP6XTyNlb6heBdf2BDI+zV4L03S96bJW+bdnxM3bBerkr9SI2MqMD8DZELo4kLE6a4s0fdDx\/vLe8GQZPLuewdiR+22p3nDzxY7ftD3nlV+YaXN2WPk5+n9hwxV2DGzEJf87idATzNcLx2iepPJqa+3lM0Dp98uUx47tQNvrxDV5+lSZJ0dWPOw+2yUpVILkk1Y\/vlWpok2cFz5lFk7bfqaro\/cupJPbWGHJrmqnteTOxpAQD8L2vJDZIkSQ2LMo+KgudcseeVBrtjfMhVx3jvbcHBJ1QA\/c8bsROaJEmem3MeZS\/q5mxkj+LptEYgb+6NPFtwpvAihjRJkq6Vcx7F1n6rnpee0UeApvbsie7kO34Y2bMMgNjxjIUBfkhnBvmB3sju9BpykL3NZv\/r5t9P2O94pyQlJ5BLP4qv\/Tbl7PtQFWf4y5NcN64uO8\/bA+kxT50wTl7d1F5yjH29qPnk85yFnmY4XrtEdWwKs+C1js8nz54Zy54lK5f9I8\/rq+Q3fXL5K4jty7LCkmW6PcGSv1G6ulHrq6D+YpPN29PT+3xT85MxOUZ9eOIUyHbn9rm+qnQUbWoJ7nkx8e6biXffTJx60bx9bqr+z\/8fTg3zNgAQI+MTtoyLGICG0uu99T+sJHvOh5xy74U0lMyfJ9+0AkumuX7TjnUqyZ7zvdXNvVehbUUlJ8m7Y8LMhXd8Wy81Sd5M\/5BOp+QYdTGxR4M9fZ09lV3F5OXrzf7XE7HXE7HXI\/1dqres+uX58wCIswUaKYYBzKvohJaWn+H3+poAxAoMyxmJCaSj3ElKrlGHmL7UK81OPZbuFgBGdiuzvdLsDY6rYmKerwnAaKG2jVbetpS5jl+LFXbRnx41T7wzA08z3Mdr3QAiokJUM5HA7ycGdcACrwyIszGRt7qTPYpyfqV9J6ecT5ZhiWg0v\/3O09OXQzUTCfz6VwW2NM2VATFyLv+49gJy9tpjU8FeAb7pludO7Zev\/SLO\/yx\/B2+jjBMiNp7fsNh4FKV7+Ir+h5X2E0Cj2hMquKSc2BVQdo6h9YmEY2b+NjORwNtvFNjibZQBERub8KaNRZFaTK5I2451KvcPAY3qs72ul5TL02wmtuI3hX6Sz58nY0AMO53Q6nTULWrZh\/ZDOp183kYcH4uOjgE5N3jE6Dmk1h6bCvYK8Dn1L+9KJAbfL7TM2XyvjONiOCawfCpOqPjBcmV7DCufTuzNm+7d4QaBr8kLxKIjMSAnkBXJRQ6LrZEw1XzeecBoNDYK5DTDXkCu0hPqXaZ6e0TsXDT\/paduEFSpi\/7U4vptRJXhzSeiOjaFs7w7DX2fAea3qvOB4V1GbpLN2r5LAPIqN6tPFal8Y+T9sUT+Y0CfD8Crh8cS74+Zqyo5ACC3qTIgdCM3h2MZugBktW2q+mw2tahNwMizxtHc4+54VhRMtJZr5FnluhukJc\/m9t88Z+wYRPH6vUtVLxB7zsjtfG3tfE4UXw0OQCp61wcLR+9IZfjRfyI\/Z9b\/vF4yw9\/UrDalZ4\/PattTe0TeanATpaJ3\/d8mHb0XlTyhPUbuOu3Wjp6qnNBkhv+lwfwOuXbX+uIZ\/pn+IZ1O8t83y4DYvSf3Ah0ydo8BjerfV9ptQzzdJnlvVp4ey3k2tsc4Dvf1z1+uzgeGdxtHcp62tu8WgLyq9HrqxdkZfhzpz\/uQih\/stlBo\/Xn59uUyIH74dG6B48YPY4BXdbNEXJHWPNifeCeW\/zi5QQbQtCHyTizxzu4iE1HKK5bJgNjZk9u2AWPnaMGu72VKZvgnjnW3+gfSR693l0n18iCamRjAE9WfTPf28sLsMsq5mSevbnnbVnkBWOuWaX12H92YtX2Z1gfAq66q\/ymp7QgelqZolh0cCctQNAtTGr8Dc9vumAvAWv817aidZDtn\/fBr2lEAc9XbK87z2Tn8kWfvXp8K+UYGjSVf00eApvsPPFik\/sa2FY0ArPaA1m9HGWPWroDWD6BRbXWOL2LPp6P3Ysu5t96ne5Gc4i7VpzuVt3ecrz6\/bfe3acdSbXuqTTsGoFFd4dy2kT3p6L3Kk1hnZNZp1\/LXaZ+n3lFxDvKOZSqAkR7l1gczywq89KCyfgCAvOXbRd+3mf4hnU7eZtULYEhr7UxeoLEho7XTAuBtbqv4vZLnzQUgdm\/VjidjeHF8j9K6RwDyhu3FPjk5jUyd0OXakdQJ\/cFy7QgAr7qy4kau3KDPB3BcW\/yAlRzuHrPWLVe2xwCvvnXiKuxNf682ATiuLd2QvDpHjhtLN1gAmpa3TdVHzh3vMtULYEBr3pw6oQNG82YLgHdZ5Sc0Odb92GalvSf1jTZqta\/UjqEaNwimxWUfq5cH0czELvRE9cfjuR6IA8k422GwerhrZZe9BJy\/80inP7dcOBwPFBnlnrX23EwcDC9v7TaHl2l9MWvdMmld5nl170DWpFYxw79MH4a8dSBSZwtNycEDplA0S1iakp0BUM1IcCqTJ\/KDT5rDX9OOnrPWfy3nuHtezAoyz9lRt7zlxUixqHuiFnNPi7J+UBx9SLku+\/m5uj07fZGGbXzcHAlo\/WNWeyCnYT3ZkfmY0RLQY5mB7naKHhjTWxbpBWq9zRx\/QgWAxuDgE6LhYSt2QmtZlHNc5\/nqM\/ts3m6OtGnHxqz723La9mx2ZD5mfLVNH8kMdLdT9MCY\/tWbC7Wt2Yx3Vb6YnLxlhzmySntp1Fq\/Slqf1bY9fVltGzVuXaWPQN7SF9lS1m\/7ZebL7cqtPWJkQLs19wQ2tR8oVdVM\/5BOp8bgri7R2mnFhrTW7LkTm83+9Zk3PmZH3Y16f6\/bqNu2vMtcfk47PmZtyLmC4V1\/4AH36X35O7vNs8u1IzFr3fKcD8Le4zkndPFyfRjy1uOR75TVSG9w7wZr8W4xfFxbnHNpqXt3F5yq0Bv8p91i6QZr5Li2NPtIy82TWTPPjTytLN0t4NVP9k\/ZjbSJ5gWfeUo0b7ZiA1pzdn\/2ZeZQe9YJ7VGaewTm6UNHyjuh3vZIz6jSPiCO9WjHerKPq\/aUWVWtcPY4osrwI0RUhzJBtfMy7ZktmXXZM\/+Kh0JOBQGEQ6FU\/D4DE\/AA4FX3Dphbszrizm\/VwzOo36ysmhFTV+WsJ\/RIwpzy9cHnqnteNLdkda5uatFPvWneXqXqb38ycupJtSkd9s+Vb38y8u6LLn45N6o9IXPTbZmGeW\/TB0879YoHAJywypjv\/DZzPGS2Zqbrkr236T3u5qu3R7Bvzuot39Ss\/9vrRXvFD1nHimytonnqnj5zS1af2aZl+svCvKNK1Td9O\/Jyn3lH1qxbTfPUPX2Jl7\/t4kbTTP+QTidvs9nfpS\/PhNPy8vWRWBXu8djU3b2R3c2ZORu9jeru3kT23QFXjVT3Hje3ZvWWn79cf3XUXFmlRs7fELlw3FzpzXxI5y83Xx01HdP7TcvNk7v1rN7y8u0bIkU7t08f7zJz6Ck9Kxkur2iPnH+qam1b8VRk6Cl9xbysb7Rl5tCRKRmrMxVqPncdJ7GjGU5KJBK1bgMRTZBJr8MT6M4s9V5geyr\/DgCIhzo6UsF5wYK5u+QWRqG0ftHGTdzJVQUOJCn\/G6ng\/Fj14LMNtW5BUQUnsasHBSexqwdz\/rbwJHb14PqbCk9iVw\/+i6++P6RSvY5xTSQwWpcX3LybCk5iVw+ungu8O3Ee\/Ppw3Ty8dabWjXDwhYXpf0qSBKD2v\/zXLqlxA9L2nap1C4gmgzefiOqSP5AOveOhjo6ucGZQezwc6khH7\/AEAtlRcvZ\/46GOvJLxcKgrK3qHv7PMEJuIiIioAjVPvDMDTzMcx8AT1SdPoLsznorT4+GujoI94v2dE3Ls\/s7uQDpIjzuWtI\/A8J2IiIimESNnosrwI0RUt\/yd3Z1+5xnmPP7OwhG4J9Dd3Vmg73xe2ULd64mIiIim0Mcuq5cH0czEDDxRHfP4O7uPxOPh0PbQ2\/F4Zt45vz8QCBSJ7eHxB7qP+OPhcCgUzinpub5UUSIiIqKpwgw8UWU4iR0R1QtOYlctnMSuXJzEbnI4id0kcRK78nESu0mqw0nsHqib6fKfnqYFQ4iqixl4IiIiIiKaFhIz8EQVYQBPRERERETTgoPPiSrDAJ6IiIiIiKbFZR+rdQuIZjYG8ERERERENC0uq9fJKYhmCAbwREREREQ0LTgLPVFlGMATEREREdG0YBd6osowgCciIiIiomnBLvRElWEAT0RERERE00JiBp6oIgzgiYiIiIhoWnAMPFFlGMATEREREdG0YABPVBkpkUjUug1ERAAgSfxGIiIimhKSJAGo\/d\/Zf1xb4wakfX9frVtANBnMwBNRHQs9WesWOAg89KcPat0GB5+6CvgfL9W6FQ6+cgci4Vo3ohDFX+sWFPWNW2vdAgf\/\/DKkep2PKpH4\/Xit2+Dgsw343\/9Z60YU8vG\/Bu5bWutWOHj+5Pmf1boNDub8Lf7wVq0b4eAzX6h1CyZiBp6oMgzgiYiIiIhoWjCAJ6oMA3giIiIiIpoWDOCJKsMAnoiIiIiIpgUDeKLKMIAnIiIiIqJpwQCeqDIM4ImIiIiIaFpIDOCJKsIAnoiIiIiIpgUz8ESV4UeIiIiIiIimxWWX1ctjkoShKYqUpGiGJdyUsjSpIM2abDvoI4sZeCIiIiIimhYzOwNvabkht7B0zRJmwlSLlxPR6JS2iz5KZvRHiIiIiIiIZo6aJ94ryMBbmmYBkHUzkkgkEomIqcsALE0xSqTho0IAUM1EvlKRP9EEDOCJiIiIiGha1Dxun3QALwzDAqCakaAqAwBkNRgxVQDC6i0awVuWBUCWfZN4w4jyMIAnIiIiIqJpIX2sXh5lEr2WAKCquTlzNajLpSJ4uwO9rLbJ5R6UaCIG8ESVCHetTOoKV7\/2eDgcjle\/WiIiIqLauEyql0eZkr3g1fw+77LPB0CIIoPco0IAsuqLGlpq+jtF0dzNfkeUj5PYEdWleDgUCoXCCHT7\/bVuCxEREVF1XFZ26rs+JLPoBXrB+2QZlohGBVA4w24XFbqmZT0nLE2R1NLT3xHlYwBPVH\/ioY6OUBwAPLVuChEREVH13Gc4btrnvGnS1garX2e57Nw9IKvmAVOVAQhhGHfrlrA0xYhEguxZT+VgAE9UCX\/nkSO1bgMRERHRDPHPjzlukqZgbG+Rw33j0WoeSIioQwY+uYScakbS2XZZDpoRnyZplrB6RVBmBE9l4Bh4IiIiIiKaFjWffL6CZeSKcZ5iXg5GCi4YZw+nLzWBPVE+BvBENIO8Z+x6Uvn6d6Svf0f6+neUXUPWO+XX8c6Q8vXvSFuHCv29fM\/Kql\/a+qR2+r1JtVM8\/g3ly5+RLv+MdPlnpC9\/wzh0tioFxeO3JDc5PLRDZTQybjzSodyyUrplpXTLSuWRkDXuroknQ9o9yVLSLR3a3nAFvzzGjS1rlC8ulr64WPriYmXLPuucuzYM7tNWr5GSBdc4FRSD+7TVi9O7ac+emsofScLQlNTkRJKiGVM5O9El4+WfKz\/6qfSjn0o\/+qny8lvWxVL7H07u7PCIWtm7X7ygHf65VEb91aEBZU8qNXlie4fib5SubpSubpT8HUZfrNwarHWN0tUdVukdY4a\/Ubp6mTHsum2P3aN86ZPSJz4pfeKT0pfuMXrPVLNg9KARuCm5zyc+qQS2WUWm3gIuGSd\/puw9Je09Je09pZw8b31QvA2XjEPJnR0ewipjN\/fEroeVlkVemWN2AAAgAElEQVRSwyKpYZHU8rDRP+aqWOyE0R5QGpIFFaeCsRNGe0BK79b+vFXO9SK2tyv+OdJn50ifnSP52ydzsa2dI322vfBbcvaYsbY5Wfln5yhrd1pu\/+DUSs3j9ikK4CfBJ9vd6Yt+Bony1cG1S0Tkypva15\/UT7+XDovE6UFt6\/4yf+S9Z+weLBxYvfOm9vUntaz68c571q4nlV1vltlO697PKI\/3ifQv5zN9+r23uAmtJ11wEsLaLR36yXjmzTwZ0u7pKvlmir0duaF+3NrbpbgoWMgp7Ytr9MHxTBsG92mrHy1ZlbXFjtjTjRi343kjN4YXz+YF9uPWM48qLuqfFEuTFN0Smddi6ZqiTc2xLmg\/+rl+\/lLmWOfPa4ejVTvWxbeUw1Hr4qX0E+L8ee3wz40pjuEtYGrersJHW9eobO8X6Yh6uF9ft0zrK6eKvg6X+4vtHbrr0B2AFfik8o8HMz\/oowf1wE1ab5UKRrcpX7pHzwrsRe827UuO9f9O2\/szfTzrYhsf1w6VG1pPA6t9kbLzhEjHxbETentA6y9VrP9hpeVhvX8s8\/piJ\/T2gLIrN4aPPW\/vln5C9D+ntbio327b2jlK1zGRDqrPHtPXNpd5sbU77n92p+Jv17PuCIi+nZq\/zPqnW83j9kkG8M6TzdtD3H2+SfaD5+rwVCYG8ESVcFhGLv10ci46xMOhro6OjtTOKzs6OrrC8QlLxCXLpUoB8VBHfv0Tn4qHQ12Zqld2dHSFwq5Wn4vbzcov6lx2sq+rKqxd+y0As1vM7T9I\/OQHie1r9NkA3tQK59ILEwf364WT9u8Zu+36b0jW\/5OHzLuuASBODxrl5PkPfUM7BGCB\/uPXEn\/8Q+KPr5nfWwDAuvcWo3gWzUVB+Xv2przHa\/rC5FbzTneNtB7psgA0BMwXjiReO5J4oVNvABDW7gkVezPHQ3fvjQMedVt34rVkQbUBGA9rj5S9jqK15VELwNy15uFXE796NXH4MX0ugFPa6n3F2jD4qDY4DjSoO\/YnfpVdcFzPDs7P7bv7mfzd1LnAuVPallPlNrX0a9E0C4Csm5FEIpFIRExdBmBpilH1NLz1ctQCcOUcc\/XfJf7b3yVW+\/QrAVzQDr\/lfKwrgvbOeY\/Vc2QAuEJf7Uv17LxkvHxeFKj\/kv5ykforflGAVnqvqknG3l5970Di\/bHE+wPmVi8Aa53bJLno65DWuYvehnfdvb2cdGvvPVovgIV66I3EX\/6c+Msb5vcXArACNxnFc3SuCp4xAtsEILe9EPnLn5O7tS0EzliBewpE5dZJYQG4qsG8c0li3ZLEnbJ+FYDfaYfOF7vY7J3zHnc2JC+2O2W1jN1c6X9Y6wfQqPeEEuOnE+Mhc1MjAKs9YBR7709o7ScEILc+ERk\/nV1Q7MwOzseM9ufyd2ttBMas9odL38pIxt5efd9Q4vfnE78fMju9AKy1zYa7PLnoa5fWHnPYGDPW7RSAvKon8vvzyfpXeYGYtdYhXV8XpMvq5VEmO18ejeZf\/s7T0ye3G4okSVKBe7oVRv70UcUAnmiqhbs6VtqBcSawjcfj4a6Ojo6uUIXBbjyUrDzrKTug7+gqFsXHw10dE+P1VETf4aZZU\/q6JnhnyDgN4AZze7M6GwAw+4bg9jUqgHd+2esywH5n6O6DDl3iTw\/q79j1r0nWj2vUux6K3HUN8J5+0HUS\/qzxeB8A9cevBe9cAABYoCbj6rNWsY70ky4I8fha\/QywsPPA9xa4a+R4yDgJwG++EFAbAAAN\/uALnSqA8XCvc0d6a29IAPK6rebS1PoIDX5zW0AGcPLV8n4tnttnDAJYYh5eq84FAMxdEjz8mArg3Klex47048YzpwCoO\/abLQ3J59IFccoaTDX1mX0CkL\/9j9m7mTvWygAGT1b5h60wDAuAakaCqv0rTFaD9lRFVR\/aePEt4zyAWebqL6hXAgCunBW0w++LF3rLS5InY3X5xoXBK9P1v29drFb9rghAm97oHTFjez8Ade9AcJUXAOBVtw6YqwDErJJ9m4f7jXXLFJfRO2LG2l3lXAFnjMcOAlBDbwTbFgIAFqqPvmG2AThjHSxyC9Bdwd5tehTwPXIgdFcqXliohn6i+wActPKT8B+cN8YBfM68c456FQDgqs8F7bj6g9\/1luhIn+eScWpcAPLNcvCqynfLNWbsPAFA7QkFWxsBAI3qxpDZCmDMcu5IL3Y9bwFofSLSc1vq3UgXhHXsRPK5\/uf1GOD95oHs3Xoe170ATlglLoSYsf0YAHXfUNbFNpS82I6UutjOHjPWNiuO0TvQt1M\/CyzYdGDfilTbvOq+Z\/QFAI5Z9ZuEr3nifbJd6OU2VQaEbuT+EbEMXQCy2uYUhtupe1hW3h+f1B+PCQvLExXHAJ5oSoW3rywSSMfDoY6usjOXWbV3OYfa8XBXh8PWeKijRHgf6lhZvF1T+7omEqd\/KQAs+lLuX7kbgnddA7xnuRqpnuw8r97VMuFv7HvGwTcBqBvX5P0Vle96KPGTHyQ23uCynWf6rDMAVqm5mXD1e50yIA71Of6Un3zBrrsfPwss0H\/c6fYOvjgZFgCWLs59sf7gOg8Qt046nld125HEa0ci63JXN2zwTKLvnxg8JQC0LM1tw5LgtxuAcWvQ6S7CeXEOwBK1Je\/55DPRVL96dceriV+9Grm\/IWevuQ1T0U1R9FoCE3+CqUFdrnoEL85fEADmzMo91qzgjVcAl6zzlwoXK1jVL87oF4Er5xy48YrMsxcvFar\/cvlKAJdEtQN4ASiABchApMp1Oxrut4YBtKqrcp5Wt26UAdHXX+x8De9S\/B16XwzzW81wd8nf3MnO86s26vPdtS160IoCuEtty23bo4\/IgOg96Ng2lwXbXkj85c+JXz6S+12x0FfwcyHO\/04AaMi7GD4XvLn8i+0NoX8AXNVw4KYrKt8tT+ykFQNwm9qa87S66ZsyII6ddHrToiNjANQVt+U9n3wmlhrc0\/pEYvx0YvC+3Det0ed10bazx6yzAFZMuNg2yYDoO1bsYkv3jV+wwgz3FL7YVvUkfn8+Ed6U2zavz+X1VjOXfaxeHuWyI3hYmqIlZzkRlmGPlioSv6f+HmSXg7A0RdEFIOtBxu9UJgbwRFMplZ32+Du7u48kdXcGsiKgcCgTZfs77R3S2z2BVKlO\/4TKw112kOzxBzqzK\/ena4+Htk8M4XOi\/tyGZRcudnOg3NdVueg77wFQ\/8\/8QFqefQ0A8U7pAN7a9aT+DrBojblo4sb3xDsAblALbCrPmbMCwJ2r8\/8aL1zgA3DmrGMf2MkWtB7vEgDu7AwudN3I6HgcgLo0\/5KSG64HIMbfdl0TAGA8HkXZYXx0dByAumxJfhvmzgEgRs87lFti\/urVxK8em+SvnXPjUVQ\/jLe7QE5MoTgPl6zgWBcvAVDnzMo\/1pWXAxAX\/+i6pgvGLy4BUG\/8Qs5vziuvkAGcv5CbJ\/qjuAjgCvlKTAUdiDisvTQVzsYEgFWt+edrvtcHYDhW6nx51a3dkXC3WjJG6utQtseAVnNva6ldU6JnBIC2O\/Pb5lvoAxA949i2SRcEgDPRKICF+d1\/ox9cAqA2fC5vd\/nKKwCID9wH8L8zXr8EQL1pTtGz7HK3fLExAaD1tvzX7m3wAYiNOb12ted0Yvy06frk5BqLxgA0ysXD+GGHi22B1wfgrIuLrbMnEu5RXXauSopFhwF45foN42ueeJ9sBh6QgweSvas0JTlhqS5g98DKXLfJLvNZY6jk4AFdzi4nJUN51TzANeCpbAzgiaacv7O7u9PvSQe3Hn+gOysgj4fdjVgvzBPICbvtaD5zB2BCCB8PhcKZokdyG5ZbOGvXgqr+ui5cuPB+lqwt70XfBXCNfN2EMtd9XgbwbtbMcwWd3q+dBma3RArm0t95Lwpg9ud9gDi9X9manoV+v1HeLPTizDAAeeHE303z5YUAhqMOfWAnWfBMl3EIwCrzx6sKbS4sHh0H4JEbJmxp8MgAxuMl3sws4mSXck9IAOq6QDk\/Qcaj5wA0yHMnbJnbIAM4N+6+DQBSnecb1JaJryrV1MFHldX7BKB+e21Vfy05D350Gi45eZeiToG0HXhf\/KPLY4lfvGUBmOMz5+TVc7WaGlGfnHn+4gXDniFvzheC1Q7gZSABBKtca3FiOAZAnj8x8LIDHjv4cTB\/Y+T9AXNrq4srqF9b1w94dReJ+kzbzkSR7m2bwyf7AESjDgHfpAsielD70k16FGh7JJhbunoX2xvnLQANsun46Sxjt4nlYuMA5KYCX2iyF8B4tMwZ3+3O8\/KKpY5nOXZCawnoMaD1vmDRAF4MjwCQFzRN2NIkLwAwEi0yOmrBpsjvh8ytK8r7ujp7TPM362eBVZuC6bA\/\/Vf1woULZdU2VWoet08+gAdk1YyYuipnPaFHJi4QN7FcMJKImGpmvXdZVs1IwlQZvlP5Pl7rBhB92Pk7O\/2eAk8v9iNsx8fx+NtAgV1cVd4dKFDSE+jujCc7wcfD4XggHWVn8uKewNZCRe0NYTv7Hg6F4v7Ce03t66qyN7VdbwLX6Buai\/+h7N31pJ4dsb\/zpr7rTSs5Er4O2el3+XudNeh+Zz2yUjtp\/9Ojb9saXDr9TcgQz+6zALSsDU68IwBYWxZrybHxDfqOfwzmd7\/\/CLLT71foN+Zn8oErgqv\/xvfyGe38ee3w+fSz8hzfgVsn7kxOrHUdFiBv7Q7WbRa09x4pcND+p\/z9Fw48etcUHcfOq1+h35SfyZ\/UblMu9rzRD+C24MbGAlv7H5bak2Pj5U1PHNiY3\/2+lrLmupM7ew5sXVHb5hRV\/uxx9UVWg6Za7M6jHIwkCm2XVTPC7vJUBTP8I0RU9\/yLJ\/Z9L77BPU8g4FhHpvrsTHj41VRO3R9wCMxz6nXOok\/F65o1a9bVWcoo+c5vi\/REtKevl+9aE5ztsMe7vxUA3hnUT78nL1oT+UlqFvpF1wAQB\/eXNQt9MWeF2+Wc3RTssw4BWKDeWV73ylLsLvElxKPjHtnO2COuP7Jd21vVaQvtvu4uDT6qPDMONOjfzu+QDwAYj55rkO3EPsb1Ld\/XnnW33n21TOcCvxcvuTqW3UP+ylltBTPqF9\/PXkPOJi5eiE7LUvC1FxOVr6Ftz3I\/f+OBrW7GSbt3ZrLXUoGC4kxU9iW7zYt\/vOfuwLYye4p84O5iG79gAbjqc23FJ6VzudskjIkyMvAntJbnBCBvuq9glCVi47I32W1e7Hz47vbnK+teExPlrC9YnBgekRd45QUAILra7167M9O29F\/VWbPq4zZczRPvlWTgieoAr12iKeXxXD91dfsLpcBTsiL4+NsT\/lWiXdenUvaZEnnHnsLXNQmzP++4eMvBJ+3O8wdcZNHlux6KbLwhlaW\/Rt34kLkI5c1CX9wC2f1I9VIFxeNdFsoc\/e6Kq9HsnuAL3ZEXuiOvHYlsC8iIW3s7Ugn5anA\/TH3wUWXLKXu5uILpd6AheHh\/5PD+yK9ejexYK2PcemZNKiE\/LaZzgd8rr3BxrEvGLy5g4uh328W3lMPnrYuQ5\/giydXm\/saccwUuXpiGpeDrQjIEmrzhXYrdeX7fxmp3jZ0wTL2CgvKjb0R++Ubkl39O\/PIF3QfRu01JJeTducrdxfbG71B6WLvL3Sal1DD1jBNay8OWvVxcwfQ7IG8MRQZDkcHTicEndC9E\/3NKKiE\/KdUcpi5vHYqEhyLh84lwj74Aom9nsenra6zmcTsDeJrheO0STanrPVPXh7xE3ZnNb6cWekv\/I2s1+YIy89e9XXhV96l8XVWUXDeuVOd5eyA9rlEX5Qf5ySnr88bYn94vSdLln8l53DvNK\/ac7T10FoB6Zxmj36eEvDQQ2eZHapG56SSeXSNtOSXQoB\/eb7roGC+3rI3sWILUInMfUamF4tQ5BTZav7AXlvubyK2zUh+ZK9Rb\/8acA+CS\/ov6GEDrjiRJVzfmPNyu\/VaJ5LpxRTvP92uSJH3ikzmP8oLnqvLdFfzlCyqA3m1GlT8XH1ywPgDwObX4sHY3u40LSZIaFuU8Kgqec8WeVxoetmKQN4UiPS46xntvCw4+oQLof96IndAkSfrsnJxHDYPnBSuC9qz1fTtdLjU\/7Wo++fykZ6Enqg8M4Imo\/l3juw7Ae+LdCVvs3u\/XXVMwPk8uPof39PS8dF\/\/jrR10O4wr3z9O9LX92fNtn2Nz6mPfdEu+lnsWejsGelyDYszAOb7HLLl5Re0n89fds4Nj68BQFxM7EhuT1+X7BhfjrKLNPjmAhgXE9d7t6evS\/Z4L8basibZc\/6wU+69EBc1l8l5snl7enqfr3pHvMLntJybvfzblZeXPlbhheJsyXnL1Dn5i3ipN84pa96yOmZPX2dPZZfL7s9c2RJcyTXqILYvy7p3sEwfBhDT\/Y3S1Y2a870+eaEPqWkRc0VFFICv8HpvFRRM8U1M0VfvYstfiG6yuxUmexsAiJECX2giBqCh9Hpv\/Q8ryZ7zIafceyENJXP78vwmAOLsyIQtI+IsgCZfdcc\/ZTRV2pFkaklSvTyIZiYG8EQzVZ31Yp9avtnXILWYXDZ7ATl7MbnJm32DOhvAe9GJY93tGwR5XfQXrUkkEn\/8Q87Dngd+4QIZqTXhstnrwNlrwhVUbsFDh63iFRbha\/AgtZhcNnsBOXsxuULixj0rpVtWVqWrvG9eA7KWbc+04dx5APK8OUVLj1tbFmuD45i7xPxVweh93Fi9WPri4unpKu802bzz9PQVHOvKK5BaTC7nWBf\/iNRicsVZ5y+43HOmSyQS74\/lPOzl3BZ4ZaQWk8tmLyBnLyY3tVrNRCLxlz\/nPEJ3AYBvoYzUmnDZ7HXg7DXhCnJXUDx2UxnZft9VThfbJQDyVaWXarfGf+dmT1e7NciJRGL8dM7DTpV7G2VkLdueFhuPAvA2Fj+hov9hqf2EQKPac7pg9C52BUpl+28zE4nE78\/nPPatAID5XhmpxeSy2QvILaj0YhPbm2uc7Z+kmifemYGnGY4BPNFM5TQ83ZXkivOlFZzlfvrJi74kA+LgYO7y1G8aB98r2PU9WequhxLJGemyHttbZACzWyI\/+UHiJ2tUIJ3hnzjW3fp\/3wQgL7rBZRJ14Sp1YXp1t6xq7Oni71zlWE2ZBZPLzhWpsAh5qV8GxN5Q7psZNvbGAY+61OmM26l7WCfzVxdMdp4vJw8vtyyRAfHMvtw2nDKeGS++GhwAa8sabRCYuzZy2GlBeDvDD2vgVH5Zu\/N8VfPwcpsqA0I3cl+LZegCkNW2aqb85Tmz5PQicBnJWeUnZs4ncMyxA0gnXa3z+TGb3bXeVdK17s1vVecDw7uM3Ey4tX2XAORVbpaIK1L5xkjeXYP3xxLvD+jzAXj18Fji\/TGzyKgX312qD4huM3pz2\/bYNgHIbXc5ts1dQTtRj95DVl7x3m26najPPoA853MyIF4\/n7t3crr4ii+2cndz5F2qeoHYc0buCAlr53Oi+GpwAPofVtpPAI36YMhpQXg7w4\/+E\/lvWv\/zeskM\/4IV6gLg7M4JF9tOAcirylwibmLb5jcBQF9\/ftv6dupTm+GvUM2HvnMMPM1wvHaJZiyH4ekTN6cHrBcYFj9TJJPkb2pb91t2nvydN42t+y0As7\/U5tT13bXkWPfT+5VdQ8n68Z6160ntNIrcIChgQdudCwBY996iHbJHH561Hr9FKz1dfHkFo2fOAvAtnNyvswa\/2gAgrN3TZdkp8PGwcU+XBaDB3+YcOycXez\/ZpTwSTmWU4tYj9vR1Hn1dOesPzF2izgVwSlv9qGV3pD93ylj9qAVg7pI25y7x4tl09F5sOffkYu+DjypbTqWaOp6M\/B3nq58sO4KHpSmaZR9MWIaiWah6\/J69Tns0f512p1nlc\/xRXARwuc9hT3XOLADiFz9XXr6Qet8uWS\/\/XDsPh2XnZiBv2yovAGvdMq3P7kgfs7Yv0\/oAeNVV1Z03vlwL29oWArACN2m99soTZ6zHbtJ6ASxU7yoyX6W7gm2P6D4AB7Uv3WOlutuL3nvs6evk7z+Se0PsqlnqVQB+px0S1gcAgA9+ZxwSrqeLvyQ+AHCFr8SeLndz1ti2ohGA1R7Q+scAAGPWroDWD6BRbXXuEh97Ph29F1vOvfU+3YvkFHepgRciGfk7zlefkrrY1jZnXWzNyYttZcUX26pN+gIAxzR\/u5Ua7i762u3p6+TOTfW6Ypl0Wb08iGYmrgNPNGMVX2c9a8W49Hz0Hs\/1QBzIXx1+JrgmuGGN2LrfeudNbet3sp6\/wdyeNUHdO0PK1kGBa\/TtDzkuGlfQ7ObIxt8qu94Upwe109kdr69RN5ZVlfy9feaZW7RDZ617b8keX6f++LWs6eLPGl++RT8D+XuvRb63oJyCyeLRM6hgTnt4gts6xT1d1nhYu2dl1vN+84VA5s0cDyn3hAQ8+gvdQTuqbwhEtsWlR8LiZJdyS06F6rbUPm41BHc8JlY\/ap07pa1enPX8EjM7Mj+3T1m9T2QGutspeuDcPuWL+wrU2vJYYscSAJi7NrJjXNpySgw+qnwx57jO89VPmhw8YApFs4SlKTnnzowEq52yviJ4q08cjloXL2iHf5r1\/Cxzddas8hffUg6fF7hCX\/03wexY\/eIfoyg6Wf0cX+TGnyu\/uCTOR5Uf5WyRb1wYLH2DYEaQt3abw8u0vpi1bpm0LvO8uncga+a5mOFfpg9D3joQqfJqcEXb9uhPzOhNWu8ZK3CTFMhqW+iNYOasnTG+dJMehfz9NyKPLiyn4MLgL18Qn7jHih7UvpTTkV5ueyFdVdoVwSWyOCSsD36nHfpd1vOfM+\/Mmi7+g\/PKoXGBK\/Q7\/zaYHYR\/8McoXExW73K3YuSNj5sjAa1\/zGoP5HwAe7Ij8zGjJaDHMgPd7RQ9MKa3LNIL1HqbOf6ECgCNwcEnRMPDVuyE1rIo57jO89Vn9tn6jHm2WeuLWWubc9q2byiYuQEbM\/zN+lnInUNlXmzeYLhHfLbdOntM8+d0pJdX9UzndVsmpr6JKsOPENHMFQ6FnPLo8VBoYvyes7ZcZodCNXel5qPvKrLXNJt9g7l9jZ6VDJcXtUSSfeCrYdGayPY1+qLMfHjy7BvM7fZKcuVYoP74NfN7WZ3bF67S\/\/0PZunZ5twXHJ7sevJpDX7zhU49q7e8vDQQea2z9Ju5tDPxQqfakC7okZcGzBe6zaXlt2HuEvPwY3pWb3m5ZW3kV0694gEAgyfzu4oW0fJY4vBj6tx0\/Q1yy1rT3Xz1ZZNVM2Lqqpz1hB5JmFOS\/7pylrnap2f1N5bnzIn8N5+rY9mzhRUl3\/g3kdU+9cqs+q+cZa7+u8iNk+zhXI+86t4Bc2tWb\/n5rXq4aOf26bNQDb1hfj+rt7zvLv2XfzbbqlXwLvMvb5htCzPfc7679NAbEXsQfr6rPmfeKesNWRdDQ0NknVyti62M3YprVHtC5qbbMq\/de5s+eNqpVzwA4IRVxqIEt5njIbO1MfOmeW\/Te9zNVw+vum\/I7MzqLb9ghR4+X72LbYX5+yFzlTfTtgUr9H1DEXsQfp2qec95dqGnGU5KJBK1bgPRzBXuSkW4\/s4jnf4ST7sqCyAe6kiu4+YJdOcPQs9sdD5A9j55O2SOCvg7uzsLLCWfVTrv+BW+rlIkacI3UujJMspPp8BDf\/qg1m1w8KmrgP\/xUq1b4eArdyBSP\/eEsijlXKnT7xu31roFDv755fqdyTmR+P3Emcnrw2cb8L\/\/s9aNKOTjfw3cN4m7cdPi+ZPnf1brNjiY87f4w1u1boSDz3wh829JkgDU\/pf\/y2XciZ1at9brKAOionjziaj+ZOaXj4fD4eKD1cNdKzu6wpn13ePhro6sZdz9nXkhdPYT4a6Ojq5QpjDi8XCoK+v+gD9QH1PYERER0YdDzRPvzMDTDMcx8ER1LR7q6ggBBXPxHo8nHo8D8XBXR8GkpifQXSAD7u\/sDqSD9Hg41BUOFTx04dJEREREk8b124gqw5tPRHWoQOa70KJx\/q0Fu8ADADz+zgkRf3pboNu5YLL0xPsFRERERBWqeeKdGXia4ZiBJ6pHnkB3t6dre1b3dg\/icUwIuj3+zu7ucCgUCqf39Hj8\/kAgUDQ+twseiYdDoVfDb2f1ofd4PNe7KE1EREQ0GVy\/jagyDOCJKuHvPHLE\/dNl7eTxd3a76sHu8Qc6\/YHS+1WhZDVeFxEREX10MfVNVBkG8ERERERENC04Bp6oMgzgiYiIiIhoWtTt2pNEMwQDeCIiIiIimhbMwBNVhgE8ERERERFNC46BJ6oMA3giIiIiIpoWnIWeqDIM4ImIiIiIaFqwCz1RZRjAE80wnkD3kUktGkdERERUY+xCT1QZBvBERERERDQt2IWeqDIM4ImIiIiIaFowA09UGQbwREREREQ0LRjAE1VGSiQStW4DEREASBK\/kYiIiKaEJEkAav93dvSNGjcgbd5NtW4B0WQwA09Edey5R2vdAgfffOxPH9S6DQ4+dRUw9ONat8JB870I99W6EYX4V+HSxVo3wsEVV0KSat0IB4kEvnFrrRvh4J9f\/k201m1w8F98+Mufat2IQj7xKeBrN9e6FQ5efP3Mv9W6DQ4WfhXvna11Ixxcs6DWLZiobr\/QiGYIBvBERERERDQtJC4jR1QRBvBERERERDQtOAaeqDIM4ImIiIiIaFowgCeqDAN4IiIiIiKaFpexCz1RRRjAExERERHRtGAGnqgyDOCJiIiIiGhaSAzgiSrCAJ6IiIiIiKYFA3iiyjCAJyIiIiKiafExjoEnqggDeCIiIiIimhbMwBNVhgE8ERERERFNC05iR1QZBvBERERERDQtmIEnqgwDeCIiIiIimhZcB56oMgzgifKEu1Z2hQEA\/s4jnf46r7bOD01ERESUhV3oiSrDjxAREREREU0L6bJ6eUySMDRFkZIUzaGBvp4AACAASURBVLDEVBckysEMPBERERERTYuZnYG3NEmzsv4vLF2zhJkw1akqSJRvRn+EiGYQf+eRJHZiJyIioo+oyz5WL4\/yWZpmAZB1M5JIJBKJiKnLACxNMYpn0yddkGgiBvBERERERDQtat5zftJd6IVhWABUMxJUZQCArAYjpgpAWL1FAvFJFyQqhAE8Ec0gF4w9e5R\/2Cb9wzbpH7Ype16xfu2m1BktVST3cdDK3U\/8+yuavie1dY\/r+icSj39D+fJnpMs\/I13+GenL3zAOna1KQfH4LclNDg\/tUOFq3zW2fVdpWSO1rJFa1ijbXrTecteaV17UvpksJbV8V9v\/M4efGe9aWfVL3\/yu9sq77l7v28ajDyiLV0uLV0uLVyuP\/os17q5hp\/5FW5MsJS1+QNsXLvX7J6wtXi09GnbXKttZY81XlE9fJX36KunTVylruqwz1S141sraTfqvX9FedHuVVEIDpKk9wiXj5Z8rP\/qp9KOfSj\/6qfLyW9bFUvsfTu7s8IjmfE4vXtAO\/1wqo34nYseDyq2ydK0sXStLtz5ovDRabg3Welm69kGr8MZRa\/0q5dpJ1i8eu1e58XLpry6X\/upy6cZ7jYNur73yC54xbrxc+qsvG1HHPf5s\/M8zyuE3pMNvSIffUP7nb63\/cNeW\/7ionTgjlVXwP36rHH5DOvHbSYUzoucxZWWz5GuWfM3SyseMAXffcqOvGJvvU3zJgopjwbes7N0277fKuV7Ek5uVv1sofX6h9PmF0t9tnszF9s2F0uc35\/\/JevKOZJ0OD+2lco8zPS67rF4eZRK9lgCgqrmd3tWgLhcPxCddkKggBvBENFOc0f5hj\/7vF9J\/6MS\/v6Lp+UF4Ab++4PzbNMPaY0fsF1JPXLDjeaPsGN669zPK430i\/cv5TJ9+7y1OoXVVChb3M63lu\/or72bet1cOad98uuT7JvZ\/V9l2KCvUf9fa\/7QyseBbP9Navqtl1Y+33rW2fVfZ9rNSRwhrix\/QT72dadipf9HW\/KB0w\/Y9kBvqv23t+4FStKD1aOlqcx3WPv0V\/cWzmba9+H9r\/\/UbLipxV\/DMYe3TX9GydsOZs9aaryhrDpfXzDJZQJnvQ7kuaD\/6uX7+Uublnz+vHY5W7aAX31IOR62Ll9JPiPPntcM\/N8qO4a31srJjQIyk\/j8yoK9fVV6089KDzvuPGreu0l4azZzekQF9\/Splh6uwzQpcrjx2SKS\/taKH9MCXtYNTUlA8dq9e9Ovxonb4jP7unzMn9N3faCfGS5\/Q\/\/itcmLc+o8\/Z4707m+0E2eMYjH8n42f\/WaycYy1uVnpeUWk3+DRV\/TN92kDpYoNPKasfEwfeCvz+kZf0Tffp\/TkxvCjr2i++7Ts3Qb+H22li\/rttn1zofLkv4rh1P+H\/1X\/5h1lXmyb6zUUn5ya95yfbBf6qCgUhgOyzwdACMcP06QLEhXEAJ5msHg8HOrq6FiZ1tHRFQrH45MoapcsUSjcldq9yzmR57STw\/PppztC9uHthmW3rKPLzWua1CsqUr7ImxkPZXZzeCeyd0m9skpZew5aAK79v0z9kcR\/fySh36VfC+CMpr9S4jffby4IAF++K\/HfH8l93JX5W\/rvB7V\/vwDMUtevT25N1n9Bd3OPIMuhb2iHACzQf\/xa4o9\/SPzxNfN7CwBY995iFE+GuSgof8\/elPd4TV+Y3GreOaFaa9vTFoAv3Gk+tz8xuD\/x3AP6FwD8TPvmi\/8\/e+8eHkV9\/v2\/V\/t7LltrL\/z2iwcCG4KBJDtjbbWgditVKYfCAwTNTNifDY9SqcWEKgVNy6E7I4caQcESPHzhAR+iz8JMhAQeKIcvasGth9S21v1sEhIJWQhFaZVLq\/X6\/h7d3x8zuzu7OzN7SnaT9n5d+wfMzv353HPI7r7nvj\/3bXfeevdUN\/UBRcKKR8OHdUOhGOh9U4xT5n2yPv4EffzDjyo1RQDYsd2ybQRMF9Ulc5WmlvCrLeGmh6QSAH6xZqedYz07q7edBkYJqzaFX9UNhRKgxy+aB9hPqysrxZftPDHxreYeFUDFz5W2D8N\/\/zDctl2qANAijm9IscoxLcMOeZ62W6W+299fU5aVA2B7GlLcJTmgAuJAjR2Z4pWgCmDYaKXye+G7vxeudEnDAJwXW3qtz9ulXm3nhFflaA4ALpUqXZG\/00\/kV04xk\/E\/kV6xGd8EXXuXSs+2hs+y8NlWZUkpAPW+2fKJVLYAALbvZ477LNUbe3yJdMJkfPb4ktTjv\/hD8UUAFZLvrfB\/fRr+r7eUlRUAVI9dkDxLw+Ca6lW295va1qMCuOxqZdK3wpXfCk8qkS4DcEFMESSPSPFEw8+kNy0NWUePlGZsP4lDq8RDAIqlDVvDwSPh4FalthiAuvhe2e6ZyTFx8TEGcFNXBoJHjIZss1Gc98o\/W6XCOP6RwIaJHHpTjQ8gqr1LpS37wufaw+f2KUtLAagLZsqdqWwBAGzfYseCg6ZvcUu1MRNe+6Qy\/V1lZlpT5B2HY7C8MoMFgwA4zpX0jovjAASDFrd31oYEYQ4JeGJoEvI31CVLzIgItZeMIV9DXaKpbtmQieTtf\/wNdbM0x4yehfyav9au5XhEmZ5Mp8cTrcPnbzCR8CHfY1Ejp+dhjzOlC6k5e0x+C0CFIk0URgAARlR4pTsFAGfbm22D5Orv2wFwI\/7depfz8r52AMJ99yk3DNe3RcdHu\/pW2n52yGtaAQjP\/857RzkAoFzQdXWHapdIn7Uh2Jr5UjtQUb9reXnSm7175GMAJihb5gjFAIDiCd4tiwQAvW80WwtstWk3A7iaRcrEIn1T8QRlxR0cgGNvxJ5oHNst9WrjL9LHR5FQ82igpgjok5qsg\/A9O+WXAbiVprlCCQCgxO1tekgA0ONvtk6kV7ftZAA3\/2HltlH6phK38shcDsDLv0tMMH15p1izKFP1jvYGeQ+ASqWtXqgAAFRUetu2CwDaW5ptBE+ahnsapHZtt+36bigXlr0WWFYOdEhr+z8IzwBx4NU7LvTKpwAMVyqLhWEAgGHDvZr8vnC+ObMgua7VuW9WeIdFx\/+reqE\/xu+WHz8EQHi21TuzFABQKixpVWYC6FZT5jafOCTfN5u3Vu9Ad\/O+7mzHb5dX7QYg+N7y3qnfQsLKt5Q7AbSrdvnwWRi2y\/\/vGlvV8PE5uQ\/AMGXSVcJlAIDLhnknlQgAPv6w2UZsf3xB\/ThDw4\/PVXd8ZvZGGvTKm48BEDZs9U7VP+WE2q3KVAC9qnUiPdu8QwUwdWVgw0RO3xY1hHrwmL7t0A6pG0CxtDc6PripKwMbJgK90uZjiePG0S2vPwhA2LIvdjPoujqNm63zoLxgJm+h3i2Pa\/1iqRMoq9u1tDQjwzxiExJ3DMCrX4vYEcRggAQ8MQQJ+VII05Cvzio07G+oq7OMTIf8DXUNr\/aDh9ngf2yWzUGF\/L4680PK8YiyOpnu+nprCT8Q8h3srXYG4AaXELe5wjtzOHBefeu8uRkAnA\/+BcBwIarMTfgrOwugQrghYbu+JXjWZvw42lvVdgCzhfhIuLC8ngPY7lbLn8vZGzZUr+kAyqXn67nkd9mxNxiAiTfGn7cJ3poioE+1XqkurGgKH24K1BTFbS0uio8f9MlNbwIQVixKyAvkah4NH24Kr5hgNT572c8A3PadeEO3d\/4o4LT68mlLx1a1hF9tCcwfFbe1ZFRyYCOaac\/d9lBgVQa9H9ieFgZgzux43yq9y8qBDtV6pXp6hh3y2hYAQtP2xJO27LXw3z8MN1Wm72o6MIAHVIADAv07dMJEp84zAKOHxx\/XcO83LwU+UU99Ym5mOtSf2qULwLDRu755aWzrhU\/Mxv8KNwzAJyxtAX\/isHoCwFQhPjgpLKnlALbvsJ2mPfEUf+vPpH3dGDdVeeUJi95P7zKz8V3jSgGwE+\/a+RbcrQYB3CHcGe\/byuUcwF7cbelb5oZ68vydy6Xkvx19j74PGYCiy+OPc5i3\/BLgM7XPWm9\/9A8zw0u4ywB8xj5KNtAj9kL51SafYqnoPqZ2A5goTI3bLNTO4wB2yDJDK9jdC0CYNjFhu77lXT2rg3X3AsDUed4EOTz1ewKAQ7+1y9DqPKR2ApiWeLMtreMAtu+Q3c3WuZn\/3mJpXzfKpim\/3ZBuo7HOzdXru4FS6T9qsziXeSL8hfUrPAAv6+n6maxT4SmHnsgQEvDEkMPfYIgJO931jY2R\/myNjfUet9Nst5itQavG20ZM\/f6M6lz1G5Goe6JXBvnr9\/X7EWV9MuMkfJxfhv\/1m3yPSGjh2xUJ27W4Ojv7V2vTv7KzwIgK11+OiVKk+p30Ynx1ugolIaM+W9o7GIA7KhNHqih3AWjvsPyOztZQXdPAANxR7008NQCAYG8fAGFiopDmiosAsN40S81F6O0LAigeGfnF38d6AUwQEn8BpybYcxqAcHuiruZKnABYT4apMD2ngzCT8SVuadWmwCp3Rr9kg+0dAIQ7EoU0V1EOgLVbCvj0DDtYO4BKYU4mPuWMBASAAf1FH7zwCQBhdOKTMm7YVwCwC5+mPdJ5+U+fABC+WRzn8LBLOQCnzscLpk\/ZBQCXcsOQJp3dDMDMqYl\/a+OucQE40Z3qh3SpsOSJwCtPCOOsdriGGwfgkBq\/aDl4ohsAN+4au7Hb2xmAO+9I9M1V4QIQbLf+AMnQ8MUf8qvagTsUX\/Kqm6jHH38GQBiReGa5yy4BwD62FvBf+zIHoO\/D+Cv1GfsYwCXc1xJ3V9vapY+BohKlKPGtdHj3FENEThspLXYB6D5lddKEDUfCwSPKVIu34+FKi5O2FXOlAHqDNnH0ExY3W9k1LgCdadxsSzcEfrtBKEvLSQDq+kYGYGatN22TAmAn4PP76mfMcuQH1pD4V4UEPDHECPl8ETnq9DTubax3O6MS0el0e+obGyOa0bBr8gZ3fWO8rdtT39hY6BbtJl41GvrGh\/wJofIcjyiXk2mU8IaYuyEen7l8P3\/+\/F8NGN\/Roujc1Uk2Vw\/nEFnlbopWwe7sMdFQUp6dbRel1WLqxHgted4+em+EtXcC4CqSfzqVcRUAOoMWObBZGrY3yLsBzFaen206bF+wF0ARZ\/LTcyQHoLfPLgCU4OKxTfyC3QwQaubossqg59mxTXy0Xv2CTXKKKvSng6cAjOJGJ70zehQH4NTpDBx7eR1fs5MBwvy5Rr3Hzd8UbnrIe9soS0tzOoIdAMq55PUI5eUcgI5OC9\/SM2zvDEJ\/MMP23MOPj1ahv0cemCr0HBAGvAMxdByfBK2EtCa8L3ya5jVlf+pVAYx2KaMTxvl3IbKiXq88f+G8rFXIG13sTVfAazFwMyGtCe93gzbL1MfdHzjbqiyZavskpLRqZmRFvZ4j3a0+rlXIm+pdYpfVzILtADhX8tO4Cs4FoD1oIfgyNNwtenYDFdKfnrd5aPlZ8COY6m1dn3\/0meUFvWyYEFkqr1ee\/\/iCrJW+K7rae1n8zn09Yh9w2dWB8Wk\/g4lDi5BnKbDN0JLnuakTc3\/exTq7AXBlyRe9lCsD0B20WQZfVhs4t09ZOi0DNzo3y\/sATFO2TIvbHv1WPX8+3WyyAaXgun2gBDxB5AsS8MTQIhbetZSHhjesQsNOT2O928TYaYwr5x93valX7u\/GFHwoLrM4xyPK5WRG\/I04pkn4nOT7ABHR9twNdwb06nT3STcMB6A+m6LCPNt3TAVww0TviDw4mgVa+J1bXp976oDtNKu15nNvMhRJKx5VkuLtzat\/zq9+k0XXmva+Ka3+Od+UYXg\/C8dWas3n\/AyjpFWblNsGesL+pLnmZr6mxdByoEWquZlfm49OcoMbLfx+qfTN5Kdml3orv62MvhQXTola57mWoHQB3GhX4NY0H7HlB25Ja+DZqRy6pftmO0ZwjhGzxcfts+7ziur5oQpwK5\/3DljQ7xLvpAql6BJ8\/Bfx6B8dLX90HO2RPgZXVJKk0i+IbReAS6QJVw2ShO\/uJvkQgIne2shy91KtrN2OxFR5fW38IEILv3NLawfDbWbHF18MlleGWNeM16rMu1wWt3HWhgRhDgl4YkjhfzWiD90ea3kYK7JmDFnHbJ1uM62betwBxiDU03sjxyPK5WQmG4b8vgbDKv2szuPw4cP\/3UAGltaN4vTs+hvuDNxXoX9Bjhjuve8+5QakWDz\/1ov8vvPAcGmmaXJ6VnSwLEuMmxq2qrsBlAt3JId806T3TBrr7vqCvUVccREHAH3S6k1iVJn3nmEAendLx\/q4iYsChyNV6CcWAWBNm+yr0NuhpcSn4HTw1CiuZBQHAKellY+J2yxXzvcnNgsh0jHs6GAA2h+V9nRwc7YH\/h6pQj+nHABbe8\/AVaEvMBc+Seu8aRnyw4ZXmYZjL\/zV2ENOg104H8yyFbwZ3Sy92uD2gzT\/n3cT49Mn3lU7cxR87dl+gBgMtWL1ruW7Vub4wfbxP+wu6McX1I8Sc+zZRx8G4yvYaVXuufKSxLB8P9LLbMsOxHNMnLWDAVztvJgGnjpPKtXeWhXt\/c4OreIXH8t8\/AS6WXpdD9LjoLoPQKkwMyngH\/1WHT58UDzqKnjgPesIvFXNeOsq87kaEoQpJOCJoUQsAO102ubFjoqkgscsDLY2ajfVuwNIikNKJscjyuVkxsaOxdmN+j7vmQwjhlt9+3Ez7wv\/x4rwfYm\/VbXl9HptvGTeepF\/tl3rKtef4fdyLsvfzCaGbE2DCuvV72kRW81uQ5F3y6OBLY8GDjcFVtzBoU9t+rkYX3iZq3k0sGJCJIBQJOhRetsq9PaYFaVLYpS3aVOgaVPg1ZbAqrkcTqvbMi84nwVaWYKcDbllrwWaKiMnrVxoek2ZgwGqQj8oGHZpGuftE\/lP55G8+l3jQi\/fckrVQu56tzktIH8+q1bwFmi5zbnQLd86O1LojoXPsvBZpgXk1bRbwVtQke0HSMQwuIbXkuf\/9\/KcA36Xfdnygn58jj\/6F1ULuVd+K1z5rXClFpC\/YGwFzzrateT5XeWX5OqMDcWcbdkBA8fEWatUrcJ8rTEhv9j7xDwOQPcxcdZkh2uywzWZX3yM6cI+\/fGTKeUsKylkDFu\/WcWgX\/2uUXDdnrWA56oEDmCSHJ+PocoSAzihyvLPKmtDgjDlS4V2gCAy4HS0zVnIVzfLl66J2xlnO8ppq9CdzlFAAbrJpXArmRyPKJeTaRzc87DHH1\/irrALEdLl6uEc2tnZ88Gkyl5s37N67F2yUO9vvej48eqEbXdsD1ssRB8YOpp3axXT8jgpN3FOYMUZx+o31aY9bOIcrngkhzcZioSJibWnhJo7uGO7WW8fG+DCabpjt80NrDrtWOlXt+1kt80d1D+Fyss5gKFcmJOYOCEs+zm351HW0ZmfkzYYiTSKE0abvKn+SWss9+1ArDT9pcKt31Ze+a146hPpT+e9xkT6U0FHUpPnmU+En02vZFku7HtKOgGMqw28cn\/0MnIznwjgZ477DrHHn1KXTFUdXGI+9p3Ph23qyfUPet+4AU2eBwC14y8M4MorAjFlfokwvkLBH8W+z6SOC97xwyJ949JOnu\/rSb6gU1eGN2ReQdOU7iZej71vjVfvAIDSmsDeYnnzDklrSldaLNSuVKZCnrUDAHBMdExOvKAzN4QTFqIPLJHmhbPyOWm2DOHF51yVwEmMqSIvKrsUgQOYKleLKlLJ8KwNCcIMisATRCIZK+lBz8AeUcJq9wGR78NdVwM4z\/6S9I62xF0rZZcFSaF79dlU6t0OrQqdVpEunk7WDqDMpMhUloba9sS2cwkUuYoRqRUfj5b9rifGZ4JW\/c5kFjMsU\/RHuUYDOM1OJb2jla\/TStllRBYm5pS7ygF0sOTV6Fr2e3mZxUQZGZZb3QrZp+gXmEtdVu3ctPZvw76S+gKZN4rT0IvkCaMvTXhD+OboTIrkaeXrzNq5ae3frnHlFhTVi+TNnJJ4uDPvl1IVydOq0DGTkpXtLAigwmUhvNMy1FvNga26wfHfvhJ53SAFAbRL3\/yK4799RTTI0EtcX4N51zetS9zXLrG4oHr1O6EoMa6ud4n76DMW7VGHzyRtkbz2OvoXBuDjv\/Atf3S09Nj1ZzMcu7ZGvdvkU451Ayh2peyGfmiVnXrXKJ3o3bA1HDwSDh4J792qTC1OZ3ytfB0zWTqhrdQodfVbtFwbMLFf3SAl\/PlgeWUO592lCACYKvIOh8Ph4EWJARCUgDf2F8Fk3uFwOHiZZWhIEOlBAp4giByJXxwfW1rfn7hGDIdZP3ZtibvWTM6M87K02vFjs4LzJsr\/vPrsavGt8xhRofyHrXq\/4c5wOPzpB3EvLfxeUc4h0hPOiCbKbJKvMzXc3aLaD6jhKi5CpJmcEa2BnNZMzow+eUGNY0pNQqp8IsUThGJEat3Hoz8gsEzRd5WMQqSZXJxjPSFEmsmZcVquqXR8t3JAU+VdFeWI9ISL8629A5GecNkbVswWKgB0mGgtTednnaJfaFzDLkWkmZwRrYGc1kzOHvXU+TT3TM1oVzispa\/HXlr4vayUA9BpskY9CGBc6cCf\/qlKOBz+r0\/jXlr4vaKCQ6QnnBGtD5zWE86UrA1tcF12CSLN5IxoDeS0ZnL5o6gkHNb1c\/Slhd+vGc0h1rY9RndvEEDpaPtjZ4dWORYfYygWNhyxVO+maB3gS0e7MFEJh8Pn2uNeWvh9XCkH4ETSzdb5bhBAWf\/dbPsOqf074IAyIM3es3plAycoAUUSOMMGKRBWUlcOzNqQIJIgAU8MTdz1e9OjMfNaarHc8n8WUhxRbifT0ENOw1CKvv\/gbqjgomXhY7TL+87btnnTQvdQf5+gls7L+9oR31heffZZ8S1gxMSAlH1DeE2d6d3dYujl4u+YbfmcPUNDve2czYAa3MQbOYA17Y4\/b2\/KTX0wS32PoAfV1WOJi9jVpt2G0L0e4U9e664ZchMnWPnH3ebmALZtZ7xjfnnbaWCUYNn7TQvdQ30p8R5Tt+3MMnSf7NucSg5gaxvifWuR13bALPU9Q0M9UJ+81l3d3QKAm5Pqog5WuNHDuWgTuBh6VfnkyHkSljF2ANEIv3oq8QGBllqfVoQfADBuijAOOKE13DIM8\/hmZho5zxA9wr\/vcKJm01Lr7SP8rjsEFxBcI78Y79uqNQzg7rzD0rd0DF3LAwlPDf7r0\/B\/vSW5AFRIf\/o0\/F+fxmkJruhyDmAdf4m\/oBfkjs9MA+wR9NC92peo\/LXUei10z5VXhPXl8YbXpKs5AJddHaj8VriyJM3P4dKJQinQvUM+FD\/b5h0sZTc4vRZdsbR3q2VD+O4m3jXZMasp\/oL2ypvT6DZXNlUoAzobE282rVz8TPt+hBmg96vrvwEHloIvfc96DbwOJ3iVQDhCQEkKoXPeQDgcDifF1lMaEkR6kIAnhhKxVPDMRXbatial2jIgN+uMyPGIcjmZhrFj8t0ZHXAgJPyICmEEgHZRelFv5362XZZeVAGMqKiyjpYLMydy0IvS6b+\/zraL0rPSWWDERO8N+m5sX1S959b8t7zqjnIA6g+\/I+7WArEd6prviKnLxWdmqEV5XdbB4Ah6kPxNccEmVYuT974pL9ikAii+sco63CTU3MEBOLaJX\/1m5Hdrn7paK19XJNVMSNptjz6+YTfrBwRAiVsoAeAXa9apPQCAHr9cs04FUOKuKrF2TGv2\/vI6fqU\/4thpdaVWvm6UNL8\/1m\/oQfIWcfw9qvbkp71FHn+PCqCissqmjFh6hsKyn3MA9tzD1zTou6FDrblZ3AP7BwSDnVif9mBin3arqvJxfMouAPiKy2JPYfRwAOxPv+dfOR+59J+or\/xePAWLtnMWxPq0i4l92s0qeGfKzKkCgBOb+Vt\/pkay5dm+n\/H3HQLALbnfVpZWVN1ZAUD13CC+qN9C6qobxBcBVAh32t172RraEGvn3pPYzv2yy6us68YLI4YBYB3tfNuFyJX6TG1rF\/sAXCKVZ9fv3ZriqqnFANTF94qH9E85dfO94iEAxcJU60+57qaoevfaXPbSYheA7h3Vi4\/pR9N9TJ51r9QNlM7blSJoH7nZFsyM3WzrZ\/bbzRYh2NkNwGXScH5Q8sXng+VFEEMUKmJHDCVi1dhCfn\/Ik9HKbqfb7fSFQqltcwvA5zF8n+MR5XIyIxjlu+fhRre\/Ti9n529o8O\/t37Xww70\/vpNJL6pn20XJWECuQjFK7rPHeOkYM65gHzFx18x2ft959taL\/I8RZ\/jjqKEWyQfOHuN\/bJY1fsOdyXXsLeCWb1PavyPu7lB\/+B1jySXh+d8ZysV3yDd8R2oHt\/x3geXlmRjq5sF2pFnTvsi7YhFbsEntfVNcUGPYPkHZMid23nr38At2MxRJWx71ar9Hi\/V6dezYJn5K3IDCisg+kd341W+yY7vFY7stdzNhlPeRh1jNOrXHL9YYn\/e4lSZDFbqenXzNToZRUtMmr6bqS\/R6dezldfx31xkHFFZF9smVcu+O7Wz8PWp7izjeGCevVNrqY761N\/DjH2Uol9pei1yh9Awr6gNNHXxNC9vzqLjnUeO8QtNrOTQVKDiXem91sZageuG82PJbw\/bhSqWhqvyFXr7lFMOlUuW3vUYpd+HTIGyL1Y92Bb75e\/5Pn7BTQf65uHe4b1Z4M1CF3JLHlROzxX3d6n2zHffFtgvPtnpj4fFu+dbZ0glwS1oDSzLSRVOVV2r5WzezE4fEW+MfB46r3ZVqKG7l80rwBvHFdtVzQ9zngO8tQ+W5dvmbN0hBcCvfCkS6waVnmBmXeCeUsKM96scXxKN\/NGwfpkwyVJ77+Bx\/9C8Ml0iTKvRucEUlgY\/b+Y7PWF8PH798Z2A6xnG1K5Xue8VDverie+OOfYNRmfdqqju60F0L0QO90qzJksmoE5XgSkH7x4aJ\/OJj7NAqPu5MFktP1KR83sst3aB0zhT3dasLZsb5tmWfoVx8t\/y9mVInWkRB2gAAIABJREFUuKX7AkuzEOHdwRPo35r2A0uWuesEQUSgCDwxpIh1RA\/5fDZBXn\/DLJ1YKDjWTc3O1u69NGLWA7MA3IIcjyiXk6mbxZLn3R6PM66cnd\/n6+9HGSMqFOlOyZAtz90wMfAfqdPduZn3haU7hRFRw+HcDXcG\/uNOIRq3fyuYXrWk9CgXnv+dstyQB10xW3rrAyV1hen0DTszaQddPEHZskgyBMO5iXcEDi9KnZ46cVF4yyIhtk6+iJt4h7JFaxEXt1tgyyJpYqweHlc8wWS3ZErcStNDkiFbnrttbuDVh1I7dttD4aaHhJKo4SjutrlK0ybltpSWaVNRqbRtlwzBcG7OzwN\/357atzQN52wPtG2X5pTHTlpFpdKmdZIbygwbrlS6JEMOPDd6dOBuV1q50FoFO1u4b347UOkShhnGHzZcqfyeoS59epQKz7YqSwz5xuOmSq8wpb8KgI27P\/BKqzKz1DB+qfBsa9hQl96aCsH3lrLSkC3vukP606fKnQNnaMNlw5RJJZIhW54rujqQRnI7V14RmFQiGNbJc5cNUyZ9KzBAHeOKhQ1blVrDs9zSidLeI5ZZ8QBwTD1k8248U1cG9q4USmMPLrmpKwNB27h9jFJhyz5l6bSYb2XTpN+299vNBkQq2A0dCl67LocidgQxKHCE6TkYMaTwN8RkpLu+sd6kxXnIF4kDw+lpNKzbNryR8E5s9LoGYzfzhCCyYfKk9wCE\/A11Bo0bv0vMNm67xWarg07YKccjyuVkWp0Nw1Zzj2xwOJI+kbaszMA+nyxY9Y8PC+2DBV++HDjyfKG9sGDyD+FvLbQTZrhn45P+6iTe31w6DEkNtAYL4TDuubXQTliw\/ZW\/DNaC\/le78P\/9o9BOmPH\/fBmYc32hvbBgzx\/a\/7PQPlhQ8X28l9x+YnBwpWFRjtaKr+C\/\/D\/M21LDVFxuVW6FIAY3FIEnhhjGJmX+hrq6Bp8\/Fg0Phfy+hpik1cLCMYwB4pBPszWYNtTNavDbRo0N7dj8DbPqjOZ+X0Nd3QAUb7MnxyPK5WQa1rk7PZ7YUwHDmEnl7QiCIAiC+Nem4LXrci1iRxCFhtbAE0MOd32jJ6orQ35fg99nup\/T05gU0XZ6GutDkQixua3T4xlllVHu9HjcvqhuDfka6pLM3fX1GIgq7FbkeETZnsw4+f5wfJjd7fE4\/dqQId9jPncWjQAIgiAIgvinhJQzQeQIReCJIYjT02ia7m3Yw22Zve2ut2kt53TX28tNi0TzmHX\/Fm5Li9yOKJuTaSffkZgXYLe8niAIgiCIfykKHninCDwx1KEIPDE0cbrrG\/eG\/D7fq\/7ThrRvp9M5yu3xeGwFKZyexr3ukN\/v8\/mjtk6nO2JoLzijMycZu91OJ4BCrO3K6YgyPZnGJnEJefUxf2KpCgNQkJ4gCIIgiKEJKWeCyBEqYkcQxGCBitj1C1TELhuoiF12UBG7rKAidtlAReyyYhAWsXt\/0BTNv6Is9T4EMQihCDxBEARBEARBEPngC4rAE0RukIAnCIIgCIIgCCIfUAo9QeQICXiCIAiCIAiCIPIBCXiCyBES8ARBEARBEARB5AMS8ASRIyTgCYIgCIIgCILIB7QGniByhAQ8QRAEQRAEQRD5gCLwBJEjJOAJgiAIgiAIgsgHJOAJIkdIwBMEQRAEQRAEkQ8ohZ4gcoQEPEEQBEEQBEEQ+YAi8ASRIyTgCYIgCIIgCILIByTgCSJHHOFwuNA+EARBAIDDQZ9IBEEQBDEgOBwOAAX\/nu06Xtj5Y4y9pdAeEERWUASeIIhBzG+2F9oDC35wz6CNITguAv7XmkJ7YcH\/WI5dTxTaCTOqfwaHo9BOWBAO45MLhXbCgkuHFdoDO07\/sdAeWDDqW\/igt9BOmPFvxcAXnxfaCwsuuvjUm4X2wYLRE\/D+iUI7YcEV4wrtQRKD9tuTIIYKJOAJgiAIgiAIgsgHJOAJIkdIwBMEQRAEQRAEkQ9IwBNEjpCAJwiCIAiCIAgiHwzaVRoEMVQgAU8QBEEQBEEQRD4odBE9ghjykIAnCIIgCIIgCCIfUAo9QeQICXiCIAiCIAiCIPLBFyTgCSI3SMATBEEQBEEQBJEPSMATRI6QgCcIgiAIgiAIIh9QCj1B5AgJeIIgCIIgCIIg8gFF4AkiR0jAEwRBEARBEASRDygCTxA5QgKeIAiCIAiCIIh8QAKeIHKEBDxBEARBEARBEPmAUugJIkdIwBNpEfL7fD6\/PxSKbHA6PZ5Gj7uQPsXwN8xq8AMA3PV76weJUwRBEARBEEQ8FIEniBwhAU+kxt9Q1+APxW8LAaMK4w1BEARBEAQxNCEBTxA5QgKeSIW\/IUm9A8AopzP\/vhAEQRAEQRBDF0qhJ4gcIQFPpMD\/qj\/yT6e7\/uF6N+l2giAIgiAIIhtIwBNEjpCAJ9LG7SH1ThAEQRAEQWQNpdATRI5cVGgHCIIg0ues\/KsV\/PT5junzHdPn879qVU2Wd5jAjreKP9GtHNNXiC+0MdP9Qm3iT1Y4Mh8\/eUK5mucvdlx0seOiix18tawGB8hQrb7YcVG1mmrY9+XNv+bvXuG4e4Xj7hX85pfUvjT9MdD3En\/3Csfyl0xOXV9AXP5rhz7+r8WWgPnpNeGcvHEdP3eJY+4Sx9wl\/MbD6pnMHTtzmJ+7xLH0cNKkb4uRkeNfO1KerxwRAcfAztAh19zMf\/Vyx1cvd3z1cr6mQW3vX8MO1bCbY\/zN4p6O\/nM+ASaLPO\/Q4UVZTfvuyXHeDfX89693OK93OK93fL9e3n8yLbMTR+SFVbxTN+TTMFQXXu9w1md007HHann3aMfXRzu+PtrhrpVbuzKxBgB1\/mjH12vNJ+3YL8+frA\/+9dH8\/I2q7dUNytXf4C\/+kuPiLzku\/hJf\/Ujan2aZGjaLF3\/JUd2c5uhJsCeX8VNudJTc6Ci50TFlmXwgvQvadVSu9fAluiFvZdh1VK71OKK71W5VM7kmbP0D\/MQyx5VljivLHBMfkPd2Z2AMAFAXlDmufMDqLmJ7DeNfOYNfcDBPf0XZEf5isLwIYohCAp4giKFCmzh9hXT8bPSHCTveKv7k6ZS\/i9kLK+Kl+Fn1haf5ZMNQK\/+Tp9XQ2Zjh8VbxJyvkjDW8Wn0xLzez6I\/VYLNUfa2Yxu\/3jA3V6nSGDYh3\/1pqez923tpeEpfvzFDEvi8\/ZSbdAda207F8p9r3fnRPtWUnn9b4b4tz10mvn4s59vohcWmm6vqcvPGQ+W\/VM++lKzT6FRUY4AcELeJXb5b2dMTO255HxfH3pDFpeobtLeJXbxYNu6G9Q625ma9pyd31JFTRwUsqi7mkSiKfzl2d67wLr+c3HGEnIv8\/cURaWCXuT2W2v57\/fr20\/2TM3xNHpIVV\/AZrrbi\/PvWwCb7NH8037GdRUd2xX5o\/WWzNZIjWWsv9Ozby7lrJ8ESAtW4U3ZbjN4sXf0NqDsYOuPkR8dq5aVygjA3V6nSGtbSuvZHfeJRFD6vrqFTrEQ+kMjuwjJ+yTDpguKBdR6VaD\/9k\/AXt2qrtFt3ADmwRp6QxvubbgjJ+3UHWGfl\/50FpwQxxb1q2OnsfsN6\/W11Qxi8wjI9utvcBfqKl2i88X3wxWF79TXaPI1XRYUoePgmJoQoJeMKckK9u1qxZs2ZF+rMB8DfMihDbGDPw+xrq6uqiu8yqq6tr8Bkaz6WYIuT3Ra3r6pLL3iOkzWAYv8FnVl3Per4cPdR8aIgfoSHRPlcvsyLzQ7MynGVrGD0hsTPi9zXUJVr356EZUH\/1tArAOVt5Zlv4wLbwMwslJ4A28Setdl+RodbqF84CI4RfrA4f0A0FJxBqE3\/VZtjvrLy2lZmMf1Zaazt+sp+aqHZJu94Jf\/F5+It3FK8LgFp9rWyvJzM0ZGp1WsEqdfNOFUDR7cqa1eHnVofXzJWKAARE01i6Baxlp2QatO97qXpzAMbxn\/upMv4K9KUeX924QwUwcqqy\/vHwzsfD6+dJIwG8LZrE0q0da26SrIL2Z84xADfNC+98PP41T0h7\/ExRAXHABtenqLlHBVDxc6Xtw\/DfPwy3bZcqALSI4xtSnPC0DDvkedpulfpuf39NWVYOgO1pkNON86d9LKKoAuAkJRAOh8PhgCJxAFSRlwc0gKiL6jHS083h0B\/CoWZl8RgA6sIq+YSN2RFx4REGcDMaAqE\/GA3ZBnPxz\/bXOxYeycw3XXuPlbYdCf\/tVPhvR5T6sQDU+ZPl9LIgWGutY77VM4Mu+UcbGcDN3hz42yl9\/NljgS51vlm4XhfVrl8q7\/zf8Of\/N\/zOTskFoFm89pEUN1tmhkG1+kti1qF34MAy8QCAMdJmX7jnjXCPT3lwDAC11iPbxcmPirVHGcBNXxvoecNoyDYaxflJuXZL4m7TxwAn1dplqRWWrr1LpS37w+91ht\/brzxUCkBdMEPuTGULAGB7H3AsOGj57np9fEEfvzOwZREHoPOgvD7jOH+eKHjgfWAi8Nk+jmTBgjxrJoY0JOCJnNE0nKb7DNotFFHcJmI8CX9DXYMvah0KhU7HmYR8DUmSVB8+jcH7xUOE\/A11iYJdE\/R1vpDBTTMvZ0V36W+yP7SQ38wQGZyTkE8fINE6vROaIaFW+TiA8cozswWtFINzvPeZhQKAUFuz9XTqC60M4O66X7llhL7JOV5ZNpsDcPz3sW\/WUJsaymb8RIKy3AxA2PWOV3ABAFyC9x1FABBU7TJIMzEMNsvV1\/JppZr2vSS3AeCVNbcLRQCAIt67Zq4AoC\/QnGYifd9L1S3vm76jtrzEABTdHoiOjyuE2p8q46NTW3DmsPw6gOuU9VOEkQCAkdd5188TAJx5uznNRPozh6ubz1m9qb7+NgBu5JXpjZUrDBAHXr2jvUHeA6BSaasXKgAAFZXetu0CgPaWZhuBnabhngapXdttu74byoVlrwWWlQMd0tp+DcIzWVYBCErAK3AAAE7wBhQBAFObB07Bn5Q3HAEgPN3snTEGADBGWNyszABwUrXOh2cbnlUBzGgIPD2Z07dFDaH+n3ihrmXaZ6re0SU\/th+AsO2Id\/ZYAMBY4eEjymwAXereVEnbHfvl+ZN5S\/UOtG6UOoDyB3dtmxE5hLHCtqekcgD71cQgfPARuRlAlfLOLyMfSlXed3YKAILNzXafZhkYsuZHxGu\/kYt6x0l541EAwmafd3rkgj7gU6YDOKlaJ9KzJ7eqAKavDWyeFLuguiHU\/Uf1bQe2Sl3A2AW7jLttXiONBXBUTRGE75bXHwQgbNnvnVUKACgVlu5XZgHoVvelEtidB+UFM3hr9Q4clNd1a+Mr+vjgZtUFji3iALZu0yCN4BY88D4QEfjsH0cGGQMgKOFElIF71kwMdUjAE7kR8qUMuob8DXX2AvbVhsSQvtvjidbL8zfU1VnOEPI31DW8OuAewt9gI4V9dQ1+hHx2bvoeGwAJn8Oh2R1P1NAk0SJuBMtDSuOEZgo73sYA3PLt+O+z8d67RgBn1eNnzc0A4Rfbwge2Be4aEbfVOcKVsF\/vWbPxizgngLOsN10\/g81qEECVED+O4PVy9qIkfcPgIzxfLalBuKqUwK4U3++sLcAAjOfj9+O9lVcA76tt5rI8Hj15Xqi8nUt6K3gWMHtLmMADUN8MWDr2+tsMwE3XxTt2nbfqKuCc+rqlLDegJ88LVVOTHANwLngGwFXCTVelMVSuMIAHVIADLI+5Xyba08IAzJkdf94qvcvKgQ7VeqV6eoYd8toWAELT9oQbi1v2WvjvH4abKvvjICIuNasMgJB0z0sp\/lhy5MQR9QSAycKM+HkX38cBbP8Rq3mDJ04CEP775ITt+pauWBo2TjyrZdpj3GTlPxsy+BHesV\/tADBDmB0\/xcMPcgBr3W93TqK58eUzFP9m80lnbw7\/7VTY\/2D8X8xYV5nZzqy5mQGoqoofq8rrdQFB1VrBp2\/IHvmGtjaeq9oZ2FVlc3Q2dL2kdgGYJEyP2yw8uIAD2H7LTCD9gs6YlLBd39LVoxtOXxvueSN8+N74kzbGNTYN3zoPqp0Apgmz4qdYuogD2F7bleqdjfzEB6S93Sibphx70vSCsvWbVACznlTix0dZXeC9zvB75laFp+C6vf8FfA6PI1VVBcBxib9KCMIGqkJPmOP0NO71AIC\/IZIu7a7fW++O3ytOxDmdbs\/DHrfeHz4U8vt9voi6DPnqGpxJ5pFR\/H4Ym9SF\/H5E94xrQ+901xtm8Pu0CTR7c\/rJw4aGpPlDft9jDZGx\/b6606EQAKfb4\/F4tGr9oZDP91hsfJ\/fYzF8duRwaCGfL9Yc0FP\/sDtiiFDI73sscsb9Pl\/IHXuSEj955IzEjjd2RbQ5HvO5G82tsyAYOgtA+O74hO2cswg4y0J9wAgzOwtCZ4OIl\/HFIziAHf+9+ovxhp88fSwEYARXnO7AjJlJEsDlcgEsyIKAmdjM1NAleL1ebxWH5hQBlmDf+4jIaSNc0RXA+6zvfeAK+xHUzb+W+oDxc5Xx7\/Pm8dcruORzP+IKDmBn32cWBxw8cw6AcNN1iY6NvBI4x868B6QQ3urGddIZ4KZ5yk3v8Sbhu\/fYGWDkda4zh8WNh7TaeNzI67wPztMD\/gOABHgHamydYHsHAOGORCHNVZQDHay9AyjPwbCDtQOoFOb0v+cmLlnc85zLBTBm\/ceSI5rSnvH9xHnHjXEB7MRJq3mFp\/8QzmCaMcLi+7yLJ3M4kkEUtLOLAZg9PdG38rEugHV0pTonY4X6B70Pz+CwP5PQa1ewE8BYLkHGB1kQgCAk6mrO5QKCjAUBc8mRmaGrSvL+0lvlQnOWUXjtgk6flHjSxpa4ANZlfUE3v5HJBU3gZLALwBjOXsZrF3TWDxJ9Kyt1Aawz5QUtFR5a5F06jcNB0wsa7OwGIMycloHjg4F\/vupxNo8jVYmpzczLWV1oLYGeE6oG5OOO+GeFIvBE9sTLwMbGxvqoDtQUZX2jQcD5k8LsRtz1jdEmdU53tF2dcQp3fcIMbk99Y6OtJu5PD+H0xNk73R7D5KFQSN\/DE3Xe6fTUG3bxv2o3eqbkcmghf+SZiNPT2OgxGMLpdBt8Nk5iQsLxImHWzNMOzp8\/\/1cDhnfOBnthLqSLR3CIxM\/Tgx1\/mv9JKwOEu2bHvjCd44XIinq93F2oTdYK3d0y25vucwj9m9iV\/LPWxbkABK2WumVg6Ppl4It3FG9aX\/ZahNxSYOPs+ynOW9tOsQ0ouj1Qm\/gIIDf08DiXrKVHXsUBOPNeCsde3yG+DoycGngw8RGAjlbB7syhqHoHwM68LS5dIr6eg+MWcEB44NU70BHsAFDOJYv08nIOQEenxXlLz7C9MwigotwFsD338OOjVejvkfu\/Cr1+z5uEnVwcByAYTP+POqN5T7wLgBt3TdI713DjALwbtFsGb4KWPM\/NmBz7kxx3XyDUrCyenOkvctZ5AgBXPi7pnXFcOYATQZvLUP5g4G9HlIdnZDZpx37RPVnqAGY\/6I2\/O7QPHZfZBXLZXqAMDLlf\/jn8zk5vVS6xR9bVA4AbV5L0Tgk3FkBPMMMS\/lryPDcjOeUoQtdRcYpH6gKm3+u1FfDsRDcArqw06Z1SrgxAd9BmGXxZXeC9\/crSadYXVDMv5cqAzoPixBnRKvTi+vjYfvRb9fz583b+5ouCL33v9zXwto8jwZjdghPGAE5wBWUxUv6O58V8NeMghiok4Ims8fui8sxdbxFqdXrSU7Du75rq8NgUTk+jaRd6p7veWsL3p4dOz8PJAxgz\/c33sDqyXMnp0E5HV72PcppZGg7rtHUhPIt5jbPGnhQMDtRfac3h2hhGSL9YrdxifHOE95nVyi0jEIo0nPvJ01II3C0LA79IDPv\/yxAQNweAK6T7rX7JXuEaAeB9qSUxbVxfGz9QvC1ufBu4SnpwiuVv2zN6cXvupnkBrXbd+oekm64CoG5cJ2fRrO5fieaam\/maFhZdGN\/eItXczK8duE5yQ5gTz8r7AUz2Lh5TaFcypLVW61GndoCr3xzYNiO1yb8CXVvlAwAmeR8wu6AHlmk96tQucA+uDWxOTL8vDPse4Cc+oHZGV9R3q+se4Cc2Dl4JWPDM+f5Ooc\/hcaRmyiRRlKKinTFV5KkGPWEHCXgiW2KK0Onx2IhUgxq01MdW+j02hdtMvSdNMHAeWjjgdI5KsYdBI9uI4UzJ7dBiLvl9pivhnZ7GvRqWOfB288YuZ4YKfvjw4f9uIANLLSU+BWeDvSM45wgOAM5Kv3pKfCF+5XyoTe1NXEvPen8f7MeHEEGW5U+qrA3t6Xvf5rxp5eu5yrneIst99NXvbTv5zdHe7++rm38ttqUe344z5+wc27hDBbiqGq91Mjw78x4A3DQv8OB1usgfeZX3wYeUm5D2GvshSHtHlidcM+zoYADaH5X2dHBztgf+HqlCP6ccAFt7T79XobfDNmg1gJxkGQRsj4jff5YB3OL78rLYuIulV7c8HVjnCa58rJaTwRpqq+dvzPAzxjKfaMAMsyOjC3pUnLKFAdyD95qvOe\/q4cbqafNs47Lq2q25fTB353ZBNfNuad1BVjZNOdYZqUI\/jQPQuak6WoU++q06fPjwnBzuJ6YvtnwNhEq3ma7wRL7cOUEvfhcOBCQhL904iKEMrYEnsiQUOq3\/y05cR97XK8yfDoVgsrNBBmczhWGCAfMwxQiwCmYPDDkemtM5CtDTxP0NdbPgdLvd3\/W43ekfgv287u+6oRUmCIVOA3k4MclF6UwY4X1mtZbkzI63Vv+qVX1hhejcpsfhQ61aXj13y8JdvxiviXz1V0+Jx9vEn\/RJz6xOO4veFpflMriBMrSn6Aqr88Zafq0lz++qtF0kX3T7rsoA3\/I+a9vJ3x3bLFTeHmx5iVmPn4KRV1k61rxOS57fVWW3SJ6reihsVhJLuOk6vP42e\/3PrOqqf8IVhxXlWZ7weENOLzuvUS40vabUXC7u6ZDWtnj7tY6dHYWq6ZRqVXOMI+L361Wtq1yewu9Jy9RzgHv4SOBhAEDHfvlHtVLrRn7+2HDL\/WkP4DJZ8TOwhtmR\/gU9Kk5Zpmrt4kzD7wD3gC\/wAACg66hcu0w6sIWvLQlnH4cv7Z8LWrYocKwu+nnGzXoygAccCw6ydZvUpYOyjt2+dYNlupkP5cUD65Ieegs5QQlES85znFcJuESHqNovnif+paEIPJElqdKwDcT0eUx49usU5g8A8uBhocj10BLXHYT80e716fWPTzXvgKQd9CPcLbO1xHityRxi3eZWB3T1Dq11vHILgLPSC\/H90I4\/7XA4Lro47pVWU7ehgt43ziZ5PgZX+dNAbbSHHLgiXlmzWhmgZQd63zjb5Hl79DX2dhH+f1209fAoF+YkrpUXlv3cdo394EMVHQ6H8\/q4V8ZN3aw58SzvrFdPgFvcHHg6sS59Ko6IDofj66PjXja93waa8hlerWp968ZBHPBrnutwOEpujHvVHk1tlyZdW\/kSLTHel1Zi\/NhJ3sNrBQAHtspdR0WHI7L+PPKy6\/3WX+j6n5uVtE5+1iIp5Rr7AlLwzPn+TqFPhfXjSM4bMG0Ypy2nH9B+msSQhgQ8kQcGPDid8wT5DJ\/nGYtl7vXmNQWgt4GfVTcQvdyzZ4SrGObt3LTydVopu4yIM9GL5Am3JFZ70wvdpVskTy9YY5IhqtVltgw9ZW1oj75GnSV32dPK12ml7JLQm8\/hfWn5CsfdkdfylxiAvpf4u1c47t5pXJ3Hjb9dWbM6\/Nzq8HOrA2vmCkUpxgeuco0EcI4lr0XX1q6PvNLcMa35HM5JS5c45kZeSw8xAGcO8XOXOObuSGvZoHWEf3BT7ioH0MGSV6Nr2e\/lZRYnPCPDcleFxfxZp+ibYF3dScsp1Qqe9T9a+TqtlF0877ITAK5xJZeQS2B\/Pa9nzjf3b+ydKxsHgHUkl9E7wToAjHOZ9xjInXHJ9Q21D52g2QUK2l6grA2zgxtbAoCd6El6p4d1AShJ3e\/twDJez5z3WcXezShJGdvnxpUCYJ3J\/d617PdS8wZ+GeIal1wkzzjL4KPguj1LAa+KjiQGaqW6lnZXqJVExKCHBDxB\/GvidNc37o2vIm8kFPI31M2yKstvsehhAHE5RyDSTM4IC\/VBbyZnyln5J\/Md0+eLx\/vVm1sWhsPhLz6Pe2k9jDntOzepYI11XWadrA3tcRVdgUgzOSOs733ozeQGBK0DvM34rpFXIdJMLs6xM+9BbyaXC+fkpUscc80Kzts+IBj8uCrKEekJZ4S1d0DvCZeDYcVsoQJARzB5rbum87NO0Td1yaK6k3U9qEwQlHA4HPpD3EsLlY8dwyG+bbvGiZNB6M3kbGD76x0LjzCMEZ7+Q7bqfbISDof\/dirupdWQKxvLIdJ7zEhHVxB6M7lcYI9NziDab9U6I+UFytrQjqqd4XC45424lxYq1y9oT+JJ6+oJAhib6oIeWOaoPcowRtj8hql6Z096UkX7JynhsLb+PPbaMg2IXtDuRN86u4MAynK8oKVVs0oBBE9YPiDoxzUX\/UnBi8\/3dxX6AXscSd3hCQtIwBN5YMDTqHOeYHAmevcLtoem9Zvbu3dvY2O9x5O8Bj6u17yB\/K804G4ZzwHshdb4h91t8gtnTSPnEbTQPdRX2xLe0JPn9Ti8HuFXjyc+IIjfLTWuKsEFBGU53k9Vlpl9o9esDe3hxvMcwFpeih82ILe8D1whjDcX2FzlT7Vwetxrze0cgKLbA8+tDj83V0v4Yy2\/dty9gm+Jf0DQ95LcBpvxAXA3XccBrPlwvGNvy83ngKuEm8zXt3NVD4W1kvLG1\/qpHICRUwM7Hw\/vnCcAkQg\/1Nffjh\/gnNz8Nsz6zw8VuDmVHMDWNsSftxZ5bYdp6nuGhnqgXlrbkmCu7m4BwM2Z3Y8PPrgqgQOYlHTPSznd8ykZN1kYF60eb5h3w7MsoRtcMvvr+YVHgDHsHKOEAAAgAElEQVTSfzYrA1G1vXyGUA50bJRb4317bCMDuNkZtohLQovwo\/VAYtCwdaOkRfiNE3BVVRzA5Efi926W5SDgEqx7v2VtmB1jbxfGAl1b5ANxm9WNW5h9NzgAB5bxtUeBMdJhnzLdfBctwo8DRxNP2oGtUsoIf9k0oQzo3CTvjfdt\/SZmmvqeIXqEf92mRN\/2\/kYFUPaDqsEp4AseeM8yAi8o4SS05PdsH0cymbcI4w9sIhIx5CEBT2RJBqucDSXXMgrcpj2FuZzMg4eFov8Pzel0ezz1jbqWNwTlLerIp5g3g0X66RLr0\/50Yp925\/gq60n0HPjjT\/O\/aot8tZ5Vf7VCPA5ghHSXvlZb+O54AOyFFfa7pUYT4lCrrxVV7WF8UJWvFVUALkGw+eGataE9RbxQBCAgLt+p9gEA+gLy8p0qgCK+yrq8fJpoMXbWslNs0zU8a3uJX\/4SS1W+HiO\/IYwE8La4dIfep\/3M2\/LSHSqAkddVWZeXTxOhaioH4PUd\/Ma39Qt65m1x6TrpDDByqvemXMcvGHqQvEUcf4+qxcnbW+Tx96gAKiqrrFLf0zbU17rvuYevadB3Q4dac7O4B\/YPCLJBU\/BQxWjTY6bKvKhiQPU7MKZqxhgA6sIqcf9JAMBJdUOVuB\/AGGGGdVD9xLNR9e5NmWafJWOrZo8FoM6fLLZqxdO71Mcmi60Axgqz0q3GZsnsB6VyAPtFd60aScZgrbX8\/P0AuPoH4xfi6h9KzeK1cyMfSs3ytXNVAK4qOxmetWF2RC5orUc8ELmgT3rEAwDGCNOtL2jX1qh6t2vnPv1eaSz0EneRgvZMV\/6W9eoj6EFydcEMca8WJ+9W188Q9wIoFWZapb6njb7W\/aA48QFZHx9s7wP8goPojwcEA0XBdXuWAt6abB9HaqF7qGqCgmfaw\/zkxvIEoUECnsgSQ3G0FK3CDO9npuZilc5TTGGuJvPgYaHI7dD8DbN0TDPknU53fWOsfZz50xH7EHysZZ1Fg8BsGOFdtlAAEGoz9mkHxivPGKKCoVZ++nzH9BVy9LQ49Xp17PjT\/PT5junzHdNXiMfPajXqYrXlb1kYuGuE2W7g7ro\/kxL0nHeXIgAIqtXXOi662HHRtaIcBCDsescb++EalPmLHRddzMvBDA0z5grv\/XMFAH0BUVvQvnyn1AeAV9YYIlP6yvZfy30ZDj9+rjL+Cq11nLZUnt\/8EkMa5etxlffBeQI0Xa0tZd8hnQFwnbLeUKDuzGF+7hLH3Mw7t4+copWpZ6\/v4PWl8tqTguuUrAvgDQrKvTu2CwDaW8Txlzu+erlj\/D1SO4BKpa0+dlztDfxXL3d89WZD47f0DCvqA02VHMD2PKrv9tWbxT0dWi16r80DgmyI3PNMFXmHw+Fw8KLEAAhKwDuQ14hb\/JgyA8BJdWGVw3m9w1klbjgJQHjaqMxPyt+\/3uG8nt+gaUI9RA+clL5\/fWJ5POf1Dmd9v6yF5R5+SpkNoEudP9nx9dGOr08WG7oACNuOeGOPT7pk92jH10fzj2XQIQ0AMFavV9exX3Tr9fP4+fsZwM3eHHg4UcW6vLt2CgCCzeK1X3Jc\/CXHtXOlIIAq5Z1fxi5Q8BH+4i85Lv6G4dMsPcN+g3tgjTIdwEm11uMoudFR4hE3ngQgbDYq85PylBsdJTfyT0Yu6MYt+gWdcmNiebySGx0lyyIXdIxer67rqBjZk689ymzr1cd8W\/qkMgtAt7pghuPKMseVM8R13QCELfu9sfB4tzyxzHFlGb8+ORnenlLvsSeFMqDzoKSPX8YvOMi0WvRLc35AMEAUPHO+v1Pos38cKXilBDswVeR5iQGc5CX9TlhAAp7IFkOzb5\/PYqk0APh90STsTMPbBgVvM4Xle3nwsFDkdGiGNvBWbe9TnwjDyIkYXOpH\/Q7AOV55ZqFkyJbnbpkdOLAw9RfcLQvDzywUnFHDEdwts5VnVusN5KKj3bU6ELcbOOd45ZltmrDPAJew6x3Fa\/jGdlVJgc+Tisz2o6E9RbyyZq5kyGbnxt8eiOTA545Q+9NALc9Fg+1FVwi1Pw2vSV2+HiOvU9bPkwzZ8txNUwN6Dnw\/wFU9FF4\/TxgZHf8q7qZ5gZ3zhJzD+wWmolJp2y4ZguHcnJ8H\/r499XlL03DO9kDbdmlOeawtVUWl0vaaMid315PgBCWgaE2PIxukQHJF5n5njPB0s7LYkC0\/brL0n3+wzYo\/ouapTvxYYdsRpd6QLV8+Q\/KfUmb31\/gzlL8dUWaPjV3e8hnStiOBbaYH76pS3tkpGYLmXNUvA5\/vTOPTLFvD7BgjbPYpD06KnbSxk6TDb1hlxQMAjqoHbN5NYJLS41Omj4mdtLGTpM3p1atHqbBlv\/KQIRheNk061qnMSn92e6Ypx\/YrD02LLXcvKxW27A9oi\/AHJwXX7f0v4NN8HKmnzBsavHPeXRJntHPoUl5Qdg3oc0xiaOMIh8OF9oEY1PgbInFad\/3ehOZjvrroCmmnxxC0Nd8lcYDYexbGaU3hbzCWS7ecYqA8tDk9GRxmFuRyaIY3UptaGCa+ZTqr1TmxwuFI+kT6zfYM7PPJD+7p1+\/+\/sRxEfC\/1hTaCwv+x3LseqLQTphR\/TM4HIV2woJwGJ9cKLQTFlw6rNAe2HH6j4X2wIJR38IHyT01BgH\/Vgx88XmhvbDgootPvVloHywYPQHvJ\/cOGBxcYVjv4XA4ABT8l\/8Lyws7f4y7+verkqmyLEuRUDonSLuUeBHOZJ6XGDgpEJ9lxFSxWlaZZshxgneXIpB6J2ygCDyRPU6PJ6rOQr66uroGQwfxkNaPzGfQ1hlpucgUD8dyuX11dQ0+v3GGhrpZts3O8uBhocjl0Ay2kZMaO4mhkN9oahdD9zfMMk6rXRDjM4MhdD4JgiAIgsgDBQ+8D0AEHgDACV4lEK1vF1CSQuh62\/ekNUKcoASihoEAqXciFV8qtAPEkMZd3+iJir1QyN9QZ9V2zNOYpZhzehrrQ5Eod8jva\/D7knfxjLJMox94DwtFLofmrq9325\/U2H7mYzqdoVAIsJx26J1PgiAIgiAGnH6sHkcQ\/5pQBJ7IDaensbHePi88viZaFrjr91rbO9319oPnw8MCkcuhuevjis2bj26TAO9+2Np+qJ5PgiAIgiAGmIIH3gcqAk8Q+YIi8ETOON2exr3ukN\/v8\/lPh6IJ1U6nc5Tb4\/HYq8R054hNEU3ZdjrdkfFtyrjly8MCkcOhOd31jXtDfp\/\/Vb\/fkEOvm7qTm8Kb2Df6fRaXhCAIgiAIIgmKwBNEjlARO4Ig0mWACvJFoSJ2\/QIVscsGKmKXHVTELiuoiF02UBG7rBiERez+5+LCzh\/jRxsK7QFBZAVF4AmCIAiCIAiCyAcUgSeIHCEBTxAEQRAEQRBEPiABTxA5QgKeIAiCIAiCIIh8QAKeIHKEBDxB5JXYMvJscdfbFIcnCIIgCIIYvJCAJ4gcIQFPEARBEARBEEQ+IAFPEDlCAp4gCIIgCIIgiHwwaHu4EMRQgQQ8QeQVp6dxr6fQTmTLkHaeIAiCIIiCQxF4gsgREvAEQRAEQRAEQeQDEvAEkSMk4AmCIAiCIAiCyAefk4AniNwgAU8QBEEQBEEQRD6gNfAEkSOOcDhcaB8IgiAAwOGgTySCIAiCGBAcDgeAgn\/PPnpXYeeP8fMXCu0BQWQFReAJghjErF9UaA8sWLoJn31aaCcsuOQrqL6x0E5YsOsNOByFdsKMcBi7nii0ExZU\/wz+1kI7YYF7NgL+QjthAe8+9WahfbBg9AT89d1CO2HGv18D\/La50F5Y8L2qQ5sK7YMFUxfhTaXQTlgwQSy0B0nQGniCyBES8ARBEARBEARB5AMS8ASRIyTgCYIgCIIgCILIB1TEjiByhAQ8QRAEQRAEQRD5gCLwBJEjJOAJgiAIgiAIgsgHX3xeaA8IYohDAp4gCIIgCIIgiHzwBXWbIYjcIAFPEARBEARBEEQ++Jwi8ASRGyTgCYIgCIIgCILIB7QGniByhAQ8QRAEQRAEQRD5gAQ8QeQICXiCIAiCIAiCIPIBtZEjiBwhAU8QBEEQBEEQRD6gCDxB5AgJeIIgCIIgCIIg8gFF4AkiR0jAEwRBEARBEASRD6gKPUHkCAl44p8Af8OsBj8AwF2\/t95dYG8IgiAIgiAIUyiFniByhAQ8QRAEQRAEQRD5gFLoCSJHSMATBEEQBEEQBJEPKIWeIHKEBDxBEARBEARBEPmAIvAEkSMk4AmCIAiCIAiCyAck4AkiR0jAEwQxhPhAbjqo\/vkDBgDgvjHBO2WCcGVKq27xoYOqyfZSZd00wbjhvW6x6U31vQ8AAP8mTJngnVzKpetbu3xXjbq7XfftjuXeFcuEioExbF\/LX7+GVSwP\/GFZeu79Q36tWz39D32KUUVerkj4Whp2H30g\/q5P\/egfsDVkp\/tk9kFkty9zo\/4t3fFzQARUIDyAM5yTNzapr5\/TT9pNU71VU4SRGY5x5jC\/9BAbOTWwfkr8lXpbnLvD7J68Ttk5TzDZnsBpeeVj6sundd9um+udP1coSW3GXt4pb9up9mj\/GyXMn+ud77a9hfzid9eptz0UXpV+ddAeeckv1cM9um9T5nvvny9ck4Zvh7fJT72svqs5V8JNuc3UkB3eJj+1TX1X+1+JcP9878Lb0v4jjRvpyWXV+4+yLgDA2EnSg\/d6p49JbdZ1VN64VT1wUj++sZMEU8Ouo\/LGrdKBk9r\/uOkLvA\/eK4xN27d1i6pbf8M6AQBlP5Ae\/ql3VtrGAAD1R6Xi3h8o5zcl303qj0rFvSYmwv\/sVuabbD8tSxvUVyI3262i925BGJ3aA\/aKKj+nqKe0\/40S7ha8d9+cfKXS3C0N2PPbq4\/\/kfUCAIq\/Jf3wB95brspwjHPyfWul3qukZ5d5i6PDruWfP2djIyz\/tTI1lW9bN1QffZ1pt8OYm6R7Be+kND5MTr4ub1Wlo2e0\/3GTBO+9VYLhXmNbl\/Bbztj5tnaXMiH1PPmGBDxB5MhFhXaAIAgiTbrFh\/63FFHvANif3xTXmyrzeN77IJjG6OzPBx3rD0bUO4AP1MMH+XTGB4Dd4pe\/LUVEOAC2e414fU0atlkYtst3rWF2OyTwgai8I0XUOwB2uk882J3at4\/6+IPdUfUeMXxH\/ihuL\/W1d\/jX+gy7\/cN0t\/5FBdK7Llnztjh3nRRR7wDY64fEpaaS24Zz8sZD5lfqzHvp3JMW+MXvLpIi6h0Ae3mnWLMupW9s2yJ+ZVS9AzitblvH2xqqK1MPG8\/L4rU1UkS9A2CHt4mVK1MOoi6p4Zdsi6h3AD3s8DaxskZ+N\/4QntZ2i27oUZ9ayacxfvKEtTfyGyPqHUDXUanWIx5IZXZgGT9lmRRR7wBY11Gp1sM\/eTJut66t2m4xxw9sEaekMb7m249K+cci6h1A52+kH\/3AVHJbsneR9f5dwU6rt0x4Tbz1Z9IrhpvtFUW8+4nUN9tzP+OlqCwHcFp97gk+yTDN3dJAXfNT\/vmIegfQ+0dpzVrxeGaDsOe3Sb2pd8sUdVk1vyWi3gGcfF1atkQ8msrsZDPv2RBV7wDYUVX0pGE4+Pn888HyIoghCkXg\/9UJ+erqfCEg1oEt5Pf5fD5\/SN\/B6XS7PR6P25lyJL\/P\/6rffzoUCkW3OZ3OUW6Px+12mphHp3bX7613h\/y+x3w+zdbpdI7yPFwfP2co5Pf7fH5\/ZPi0HTM46PMZ\/bP1LtlDzQffYz6\/YQS352FPnL02S\/ZeZkXmh2ZlqDtsYdh\/d0s2qE0HVQBXTlBqJghXAu91y00Hpfe6xfVvBpZOsIvYvPcBA\/CNaeGaUut93qxu6oZxfHygNh0U\/5zG+IB6V40KoGK58sIyoQJo3y3fVSO17xavr7APkmdhyNbUSO223iRM8Vq3CuBrRcp3ioSvAR99IP+uW\/roA\/FgX2BakbVv\/5B\/18dMDP8h\/a6vKmp4uls8\/Q\/gy8LNpcqoLwOG3Q52u8TSNILJGaMC4gAMGzfFxh0qgJFTlQenCCOBM2\/LG3dIZ94Wlx5OiqVbwpqbJKvg2JlzDMBN88IPXpexb5qoLpmrPDJXKAF6\/PIv10k9frFmVKBprqVvPTurt50GRgmrHlZuGwUAPX7xl+vUHr+48jtmAfbT6spF4ssZ+rZkpQrgmvnK4\/OFa4B3X5aXrJTefVms3BZomW\/p2+GV4uEeoER4\/BFlSgkQNeyRKle63lml30Xvbqt+KnE3cclK9d2XxSUvhx+\/LX0\/DywTDwAYI21e450+BjipPrlc3HhSrfXIh31ey1D3UbH2KAO46Wt3bZ7EAVFDttEjjn1Dma7tdlKu3ZK4W+1y8cBJtXaZ2rM2xd+Err3HSv\/z195ZY4Eudd1Pxce61B\/9QH71N96y1AfH9i7if\/Qb6\/e7WScA8+B8Iqr0hApgtKhIgjAaOPWaLD0hnXpNvFsNPCdYXtBTavVzp4FRgrRYuXUUAJx6TZSeUE+9JkqvhaWbM9stDY5vF48DuEpaPt97y1XAOfX5beLz59Q1a2VDLD0Fvb+pNou0\/\/\/svX10FGW27\/\/tu8ZzJ57fQn9ZKhySdBIIcOlqYV6Ul2kFAjOZgGOOClXYKgy+sFgzBpmRl8wSmK4aXtY0LzpAHBcLUYTRhipAblRgcgaCaA+COnOQfpoDCSTpJAygKz9l\/Q455zjn9v2jqruruququ9MJSWR\/Vv+hVc+zn13VRZJv7f3szT3xQvSJ1MNqrB7cEy\/I99uaPfKScARAobj2l75phUC78upLwrZ25YXFUmCjzzLno11arjCAm\/bLPWsncADQrrzwknCkXXnhJeXkL9XvjntmY\/QZs7nexeJFcPM3ytNsfesr\/k7KmSBygyLwhJ5IoLqq2p\/QY1A1q7+6qtqvP5gyzV9dVe0PBIJ69Q4gos6urtJknyVBf7U\/EJ8biUTajHYC\/urqar9OOsccs\/UrPlS7hCT\/Et5lZsRfXV3tDxotBP3V1fGLiwT85l6mvf5u0\/1LiwTNJiKLe9LNp6WbXDklfQagTF4Sy5kfXOZbUskDuNK094rdVOV0EwBuSL7dmPpTDMDgcaG4feTzcx6Tx8SXtubsWmk\/gEfkv8RS30c\/4vvLLh7A2f17bcR2NyaeXTt7dTby\/VqH1AYgX66M5bQPyvdVlvEArnXutQmSX+tUrqWd2CWxTgD8xLs19a4fhk6lLQtPM4EBQu+rd7TXSx8BGCtviOXMF471bZjLA2g\/vdcuYdVgZPZey7xb5aPTALjC9Ns\/kmneLTUA8Mi7YjnzpR7frqU8gObg3mbLecpruxnAPRVT7wBKPfJvHuUANPw5OS7asFuYk7V6x4XXpHoA5fKBWOr78HLfgVU8gAsNey9YTWuWft8AgN+4S5Pl+oloUOpjl\/D71xjA\/fw3+mHyxqc4APVHs4jZXpR+dwQA\/3Iglvo+jF8UkGcAuKgcvGg1jW16VQEwY21Ik+X6iVDeiwVGD74qNgIj5u\/RD3t5jTgCwBElTRC+UVp3CAC\/\/VAsZ34Ev\/SQXAWgUalrtJ0LnDskPT3dVr0DdQcVAKNGuNLYAtCiSMcATJR3xHLmSyb6djzPA2g5sbfFcp6yQ2YANy8mywGUTJRFgQNw7ISS5bD0XJb+8FcA\/PIXYjnzQ3hNV19WPrDLfjcYWXso88QmLVZfPH3PE\/ZZ+u3Sqx8B4NdujOXMF\/LPqLq6XTlq\/cPkiCJeBIbxMfUOoJBf+0txGICPFNsgPHv1JW3uM9lu+blR\/Pf\/6S8fghigkIAnEgT91jozEvRXm58N+quqA+n0WiRQ7Q9anv3Qn3zS4\/XGg7hBf7X1ApGgv9r\/YZqlk1SmqZE0Ejvot5HCgWp\/UI1OWw9Z1wsSPodLs7ue+ESbr6y7T0u3YZ81MQBjkiK6Zb6KfKBT+azTfBoAdIavAMjnx9gIeHUM+IrkSDs\/tgyxVwCWvu3fzwA88rDRt0d8K0YDZ5X9lno7+4la8jy\/YnmmQeC2TgagKN+4RL6PywO6lLYu82kAvuoym5jHDQLQxb5S\/7eLXQOQzxclTdaOhK9Z288eBrgBBeCAUA\/aTV3oo9MMwISxxmsf65s1BLisfJSJINCS5\/lZPzb7pi6H2wEM4Sdku0MXrCHIAJT\/wOibx\/dUEdCmNFi+MuFXHYh+eCD0lPGrKi1KlXHxTHuufGkoi63vYPUNDEDFVKNv5b6flwLNSr3V24UWdgFAOV+RdFw7Eo7l1fMbP4ye+TD0M+Ne\/+GlGShRA41HlUYA0\/gZhsP8L+ZzAHvvqJWKC5+\/CIB\/IDmmqR1pjO0bmLE22nwyWv+M8Zsf5spkD\/u5Q8o5ANP5KuMSy57jAPa\/bRXmuc3u+xaKdY0YNV3+0DK6zs41AeD+eXr6HyHs2AkGYMpEo62JvnlFQJtyzPphE5XoMSU0z\/iwlRS6ujUsLa1\/VVoBfJc3RsL5J6ZzAPvgr5nIck2Q3z9dzCRcr8Xqh4gvpLuNFz9SLgKYwBufGv4ZngPYkY8sfZv2y+jJPdHALKP9QlfaShcX987e1g4UimtmZfhbog\/4+3\/3lw9BDFAohZ6IEfT7AQBOjzeRBG3IkI4E1gU8tV5n0qy4ynN6apZ5i5zx5Gs16T02OxgIRDxes9zqYDCozVaz5iPBIOJ\/NQb9OqHp9NQkMtbjvqnzra5KJySNGe9G9yKBar9TTQu3uzeJ9SPBwDp\/zHYwUN0WiSTdvUgkEFiXsB8Iei3Md48cLi0SCCS+NW\/NskTGfCQSDKzzp\/3Kuvm05ED4cidicloPNzgf6GSXOwErfd7JrgCDy1xXTgm7TilX1FllvjmVKdXv8rnUgOjgfA5gVzoZYPXXUDh8FgA\/85Fk30aPBs6y8FnAvCRdthOVx+8RzwKP7JIf+Tf3agtvkpa41gWAL0y+OdygPKCLXesC8szmAbflcQBr61Qm6jW8qtjzuNvU\/82XhRtdIEkEfL28RLj9MgB+QnJyO1c4GLjM2q8AaYS38rv1YjswYa484Yp7b+r5K6wdKBzraq8XfvdHpV01Ptb3i7lpi+SFm9sA8FOTf5RwpU6gjTVHgOS3KXY0t4VhJuNLPeJTj\/rKi9Dw58yNhZuaAfA\/Tk5l54aXAM2sqQUwVR\/l8hnbl7D2XGgOIzsZ33iRAZgxLVnijih1AazxYtji3zr\/8skcaiZeDDcCGMbZy\/hzjQxA1Yxk30aNcAHsXKOVbzFG8Mue8y2dzuGQVQA7\/G+NwAh+VJP09HOiGtIfNYJftllOLZIXbmkDwE9JTmXnSgqBNtbSnt3D1tIeBlBi8s6oO8N0RC4zAPd\/J\/mmFQ9xAaz1crqbBnzwuvsPl4Hvysu\/G15gm78AAFD+cIgBuH96+uT85jYGYNrEZN+GFboAdrEtvW8G2sPNAAo5axmvvKowANN46+T8fsDfKfRNELlBEXjCgNNbW1uj28Ls9HhrahMqLCWQHPwwqJ\/pceq3TjudHm9NbVw4RoI2IV9PTW18z7vT40ksmFCanhp1BaNvtprYKFRrk+YnXZzhZYQJsStMLK9bPBKJpNw9p1N\/+bp71RPkcmmJb8Lpra017OF3Oj36r0y3iAnZPi1p+fzzz7\/QoTujRdGtBLa2y90UtYKdTr0DYFeahA21gn1ifKacDZ8FMJpLFemjR3MAzv6bhW9ZTtw\/R9gPjF4eejNZ8FvTFf4KOr2t47Y8DrEwuymD8vlBADqFwx2KmjB\/rVNSS98VFfjSVJhXk+fz+CKLtwPdggOiva\/e4+FxLlVLFw7hALRfSRPR+2in8BFQ+OOQ1f52tYJd+x\/j6h0Aaz8tLFksfGRvui3cAqCIK0k5U1LEAWhpyyTaqK3YsN49ZzcD+KcMO+e5p7ZEdy31lWejzQCgOXwBQCmXWnB+eCkH4EJz5r4BiCXPl\/IVlmqF1a90P\/QaA\/ifW2+wT5nU2AyAG5lqtZQbAaA5nC5RPQk1eZ57YKqlC41HhAqv2AjMeMZ6gz0QD4\/\/r9RiHWXcKABNdvXnRj0X+vyQvNQ+JqxWsGsUn14oxhPyzzUqT093pCTep33Y2rN42I696J4nM4CfZ71zPuNhSZNa\/waAK\/6nlDP\/xBUD+Fs4TV26vwpr\/goMEbc+mVHJjtZD0gdQ1X5635rbAXDDTH6YcMMAtIctd2ykcPEjwbtYvGgrzi\/ulY4AmCCvnWA4Hv+t+vnnn2e8YC\/S54H33o\/AK4LD4RAy3wjCJMHtdmi4BUnJ8sclcbNBAp7Q4akxjZg6vVYqPKFJ9TnvSUbvyyDsbDEoGAgklGaNWWk0p6fGWsInpltdmvHi7DS207ss1YDhqk1HZHb52ZPTpbXFd70Xmdaq011WW8RSgmf9tPQRV+I95ypD66uj66ujSx4Tx+QDUHa9JWmSPt81GECnWJ+cKq\/tje979guP7wdGi29m2Dcud\/J8lXfLRXm41iEcPuWQTzkON4nXwBWVhSbaVRMAwFhHZjr\/G8lp4XengSHiL6xr3bXHW9PNDe3eGN29MbphqThhCADld+ulDPfY54Cy8iHHfQ+5VwYZisRVW+Qsqr\/dONgrrykAKp7ymbWgUxbf57j7PvfiBoZSceMuOTn9\/sbR+Kp0EMA03yIzUXXwBUfpeEfFC0ojuF+sDb3c5yXFmuKt6eQPm6KfN0U\/PxRaNp0DULfQvT7LVxeZoIi8YwrvFk8wFInii\/KUnIb1Asqa1xWAe+KpDGvdqeF37onpvVGg05wjLznGz3Z4X1Iugpv\/y1CSONf79qrCAG4+f+N86x5f\/72\/fHoJRchCuwOK4HCLCkv0elBEwZ2VBeKmgwQ8Ecfp9VpqzYQMNWgyT02dhk0gvCiRnm21Zc5Kvyfi+x7rwuaW7w706QHWl2YwYKngLRxwOovSjNBpZBsxnC25XVrCpWDAdCe801urfa+WOfDdeFrSc+edd96hI4uZ1o3imNoWbkxlaE6so5yVqmoAACAASURBVPvgfJ9anU63eV7b\/f7ZYfeuptgv0U5l11talD6zRnTmnD3bzbm6iWqxem7FLl9GjeUz5lqXnW\/XOpWvkjexs686w\/b94dqa3KwLyBO5NDp\/oNJ+2eamqeXruVlzfNbJ8Kz9CgBMmBv6xVjtmSwc4vvFUnkCMt5jb4GaEp+GtnBLEVdaxAFAm7hynfBaTxcbNEXNdc+Q+pXu3zcDpeLPTd8uNIcvlHJqYB\/N4uJfC69Yl+\/LlossCxl7RKjYxgDuF8+YSibW2MyN0NLm2e9emP3sq7m9D2xk2XSAM+FcYxgApssfbuG1gvYjuKVbQtunI+0e+2RaMn7YSmIPm\/iSsMP0YctwWLe4zGx+C6nl69PXoovzV+UDAEP4rDvMm9LOMnhwWXM7N0yN2INte2n2C3stvia1uF0hPzXlh0\/8t+qdd96Zk8M9RJ8H3nszAs8UIZvQe1ztc6Icikaj0WhIFjkAiuCW+kf8gOiPkIAnYthpZIMms5ThRtR92Poi7dZLO02TNRMr2ftmcTbT6YbzFiI7nQVYBbN7hxwvTXe\/I0F\/dVVVtd9YOz89Pf205MrgfKsNk9yPHouur05tIKdup2enY3J98Lg9FfkA2GeH3UtrHUtrHUvfEj7r1IS9tf30jB7dzbmxiWzNPWry\/J7lPSvfgUF5lr5d63Af7lDUkLswLiqMiwpqQL7Trsd7W5P7RCeQx0+8+xsbfi8cYnXT2N71avL8nll2f91zs5ZGd29MbSCn7rpnH33W\/T\/azIrSpVDk27UltGtL6MMDoVWPcmhTXsu+4Hw3yHybev1K9+IGoJTfuMs0\/A6U+g7sCh3YFTrzYWjjUxyald\/PEepNR2ZPum3qCY4IFS8oADdjbcg0\/A5wiwKh+kCo\/mS0fq04AuzgNvezuXTxHsFl0EbOjlHPhT5viqY2kFN33Z87ZCUNzchom3qRb8eLoR0vho4pIVHg0KbseF441u1h3WIIZ\/XLqvWQW02eT1uLLgb7wyEFme1+zwi73exxuGc2hgIbQ4E90cAvxWFgRxT3CyZ7bdirioJ+v\/td5T\/\/u798ehamSII7y9A5kyQFAC+HfNq+EY73hWQeAFOy+QdJ3FyQgCdipBGg6QLJkUgwEPD7q6urq6uqqqqqqqqr\/WpjuW57lC7TO475C4CMp+sN3CjBmRu5XlryvoNIUO0dV1VVVZ2ZlM\/xaekPxDbPx4NI3I8eC82J95ADN7hMXlItj+kb7xJofeNuZPI8ACisgwEcd3doYn5s3Tx+4t1yEYAukZmU\/WfsjONEJ0OeWKkOu8nQ+sbZJs\/bo+2xt4vw9yxc+aNqnXm1yVx\/gL0yx6Emxh\/IKDGeq3gqtLEcsSZzCepXOhyO0vGGT07i2Ujjq+5SNTE+kFFi\/Ihpvvq1PICDr0qNRwSHw3FnmeFj3\/ut11H32Dey3nv2uCl8SJwIQNlht73XctixFx0OR+Vzhs+av+bgkNY3LvPkeeDy3g8uA+AnJe1+\/6vgcDjGzzZ8zDR2rgyb4Av8kgdwRJGSN8+37z3SDoCfZplg34\/o88z53kihZ5LbLYgKA8fLqgDPaNZehQHgk7Y98D6RIwVP2EBV6ImciQT963qh73c2FDmdyMmDnA30X8wvzVNTW2P6tUWCAX8woJW1Ny070CfkuwYDV9R68sYz6hb3wfndlEzG0Do3Zpw8xlhW\/bO09ke7RgNnz7LUYvNnzzIAo\/+XxdyMJmqt5nBW\/N4\/ikkGzq5x560BHpG7dln8sZDnug241sW+ApLi4Wr5OrWUnQla9bvUKnQ8V8C1dbCvupLK8isnzghtXUCeWDnQY+9DXIVA+2XWDiRloqp71wsHm940rfkcLotLFotJ59r\/6H70j8BYeffc9H\/WWUf4gSJXCdDcxlpSCrqr5eu0JORsKCnigJ74I7HUNRy40MwuAElhc7V8nZbxboeyeI5Q3wyUigesYu9mDC\/l0JDxJXAjSoGL7HwzkBSpbGaNAErT93s7+IL72SMM4H4RsIq9m1HKjYBim5\/PjSoDGtm\/NQFJTqh718tcOUbg0zCC0z17Ra4SoKWNtQAlxmHaw1bYrYftRPpvKsNhGlzxPwGXWevfUrpD\/I21Avgnl6k+15rPgf1hreMPSecuiwueEwF++WbZ0JpONZjcr87Ot9JCoJ1dNPlhwi4CKHRlHS0v5IZBMSl9pxpM7lfXT\/mPr\/vag16C40Wfz8dzUDKNwoeZmX4HOJcLYIxl2aeAuGmgCDyhYZHGno5IoNqiobjT6fR4vDW1tT3XSozoQZyemto6YxV5PZFI0F9dZVWWv5tPSw64huQDCF9JDvyqW9y5IZY95KQNtY6lZgXnM1P+agd4a\/sA4HKNBhA+m9y2nZ09C4BzWea9d3ti5rgG5cGsHzu71gWtmVzudCknTgltXRiULwsDXb0DgKtwCGLN5PSoe9e5wtReCFlxWVqy2PGoWcF52xcEmm+lRYg1kzP41hyB1kzOlDZpzkOO+x7q1VR5V1kpdG3bE75daAHAlZXYzm5WFt8n1DdjeLl8xlS9N0sP3ee4+75MU+UrVkWj0eaTho8aKh8xjIOubXucxuYwgBHD7BPD2cEXHM8eYRjGv3zSVL2zTd500f5pcjQa\/bzJ8Nk+HQBGjeAQayanR927PmpE97fyqL6tn24R7Y+9INA\/e66SIsSayRmstLRDayZnSps0j3dM4dPlwGc4LMaU56PR6OHNho9aB945hEOsmZye1sthaM3keoYP\/lUxN\/hdORqNntxj+Kil5tRaE80pBfsvtocBDLPchcBeXZxdGP\/ICcXWYP+i6+\/95dODcL5QNCT7Mu+fAAAsHAbAcanfm4vjAITDFIInTCEBT2h0K3fc0CjM6fR4a2pqa2vVAmi1tbU1NYYWZb1Hznna\/TfRO2dsL03tN1dXV1dbW+M1+bIMveZ13PidBtyYMg5g9aeMr7WbpPpOIJ8fYyWw1fLymg7X0SnVN0HXWJ79y1uOpbXufzG+ILhySvoMtvYBgHvkEQ5gq9cafdsvrT4LjOYfsdThmUzkln8S7fr35M9flnMARi8Pdf171DL8DgBcUT4XLwuvv3zWZdvmLc91G4AupS1Z+aup9frQvXLijNAGDCoIVZb199rHmcFNGMsBbG+98aadlvZeBobwE8z3t2s725M+G37MASj8cWj3xqgWfh\/iKgQA5aPTRgOXpb2nYdZ\/3rBKuYcD2Gu7jb4FpdfagCLesvdbkasEAJSjye\/ktOT5boTuU32rKOcA9vvXjL41SL9vtu8GBy32Dgx\/KnRglcVTVOoaDgDKH5NfQmjJ8xlE+FVGTOVHAI3bpINGM7\/bxuy7wUGLvQPDxPqAPMN8CDeiFAAOHkkOwR18VUwb4R81nR8FnNss1Rl9W7eZAdw\/Z7pV2wpuVBkA1B1M8o2t36wgpf88N2UiB7AdScHEE9KONqCIn5LuYTt2IumEskPWhe4zHJae4u\/yxfHubjozarn4+79rbqZ4eijpdcDhzdHDL4jFAIaIWzdHDyeF32P96qwMmjJsAj8MuKhIxvc5Wrn4aROsTHGlhUBMlus5oohmoXutX521wf5F+79bfq79Z89\/bJYjiAEKCXgiRhoNa7bt2tjLrLa2xuvxOJ3JKrDb4jjjjdTmcjKLfdi6onA3PLTcHXr+0pxOj9dbU6tpeV1Q3qKOfDeelhwZXMYPBtAkbDistXO\/0iRtOKwAGFw2yzomalJe\/kqTsOEt8QoweJwvtsWdG5wPgNUfFmJ16dlnp9wbTjGAq6j02cdcRz\/MjwawX\/jeHEWNpp\/dL31vjgJg9COzbOLo3Z6YOYl27k3J7dwH5c+yjpbzhfkAGDvjPtEZiwB0aVpdV2Gesbh6LxgYfzlmQuEYvhDAaWHJTq1Pe\/tpaclOBUDh2FnW5eUzhJ\/1Yw7ARzvdvzut3dv208KS9WI7UPhjn\/0W1lIPXwogKMxZr6ih7uagNGe9AqDUM8taI2vN3hvWu1cGY19om7JSLV9XJD7VE+0uh5fzwwE0CA+tVC4AAC40SA+tVAAML59lnRLPXomrd7t27lqz9\/qV7sXxhPlmTflb1qs3Y9isB4YBUJ71CgfVXOSLyiavcBDAMH6GdU5z46tx9W7Xzn3GM+IIaCXuYgnzTFP+lvXqY4yY9c8jAChPTxe0Pu2NyvrpQh2AEXxVpuX1LKl6ThwF4JBw30JFK2jfqDw93b2uERghLptuHF0ygS8BcEKY96LSAgBoOSHNe1EBUDJxVonlKvw8gQNw7EW3eCLxsIlqXboicd7ErIalZ8is+4cAUNasFT5Q82YuK39YK\/RkuXgACLdeBuAqzspg4axphQCUFxYLR7QfJsqriwWrcvFxpvHiMAAfCd6X4gnz7MhLavm61EZx4YvtAFylOf906nOu\/b3nPwMY1otlKYgBDe2BJ2JEIm2ApdjSdXw3qTDu9FokYiOXYK3T43EGIhGoKtJrrQTN1aTTWQREkH66XqTeyFry3Se3Swv6Y6nxnhqT\/n9Op6emtjYQ6x5g\/lxk\/7TkTL5vTiXbcFi50iRsqNUdL5OXjEv80X9FVd354pLHNNU9eNyeiiZ3fSf77LB7KQwT5+gmjqmUx7wlfNap7HrLoR81eNyeH6Vthzba9+Yu9r05ytn9wvf2644\/Iv9FV3nu7Fr399YwjBb\/8kmsG1xmE3Miz\/eDMna4SbnWKRw+pTueL+sl97UO9+EOpt\/BXlQWunbGzbpYW5Pb+E+Y48piefJqJB+41uGWO0wWLyqLpmsa3y8Z4vvFXLZkp9J+WliyWHd8rLxBV6Cuvd695I8MQ8QNS22axplQWLFn1mn33svso53uR\/UnxsrpC+AV+X6zlM1ZrzQHhTn6cLpH3vVoYm7zbvec3QxF4q4tPlXVlz4aWtXmWBlkDevd963XG+RXxcbkSqlv4yr20ErlQoPw0H264+WyXplfeM390GsssdFdDdEDF15z3\/2aidWKVdGN5QAw\/KnQxmbH4gZWv9J9t2Fd63r1pnCL1sjnvcLBi8qzXv0\/d\/5lvTK\/KFV4xcbERnc1RA9cFCvGiyZWp8nNa3kAGOarX8tKX1AajwgV4w3rWterT4xZuln+t+lCXaPy9HSDb9sP+RIb4Bul+6aL58AtOxRampWqH+Hb\/pxy32Z27pBwn6E1B799sy9lg32RT3yezXtRaTkhzNMrxonyDl2icIviniczFIk7XvSVAABK+JDY5hBPsGMvuqcYDPJibEzmw9LDPfGU3LpW+OCysmat4aYtf0FXoO6ytGCt2AruiRdCmTaN03M5HIFdTXsr3575pXxxsXCkXXlhscG3tRt15eLbJe9i8SK4+RtDz6g\/TAp9gV+y8S8pFz8SvLMNBqf9MjYmMT3cjAxr2hMDCrPkeoIAReAJHbp4ejKRQMBEkWUUZrWxmpZErzKdA3bOGdG9arCZbnBxYATgc7w0XQqFVdv79Dci66elBxhcJi+pFHXZ7NyYcaH1lWnTtrkfPRZdUskPjk\/M58ZUhtZX8sa4Oj\/nsdCcMi5+cHA+P+exqP7tgA2jH5H\/skvUZctzjywP2Sa35zoxcwbly5Vloi5bnisqCAnp09057u5QZRmv2yfPDcqXK8eFuNiRts6s2uUMJArHyhvmirpseW7Cj0OZlKDLDG7W0uiGuXxh3P4QbsLc0O65fCYvAko98q6loi5bnit\/NPTh0vS+lS+N7lrKl8YnFnHlj8q7tsgZh67TM7xcPrBK1GXLcxVPhc5YZcUDAOqPZvEUVayKHljFD4\/bL+UqnpIzq1dvYBj\/ckD+xbTEP+4R08T6k1ZZ8QCAI8pBm7NJTJObA\/KMYXH73Ihp4suZ1avHCH77IXmZLlt+1HTxwya5KvPVbRn1XOjzQ3LViIRvo6bLHzbJ5uH9konyjudFXbY8N0UIHXs+\/cM25fnojuf5Et3DNkWQd7woT+nWsLQM4Ze\/ID+hS24v\/q64NTkHPjfUCnbdoJBfu1Ger0tuHzZBDOyR0z8LE+STG+VpiZ0E3LAJ4tqNobWpSTpqBTuit1EERwrZNY0jiB7CEY1G+9oHoi+JBAx92k1Dsvox+gG646bz0lhPnHR6rSrd6Q2Yjwr69UX0kvxIP93oouV0Sw\/TRLMzvMxukMul6U6kn2oxMfmU6apW98QKhyPlJ9KGhVnMv5Es2YL\/uN7XTljw7Vsxe3z6YX3CnpNwONIPu\/FEo9jzYl87YcHs5xH8333thAWef0bI5h1in+L2tJxKP6pPKBmHLy70tRNm3DEceH9vX3thweRZf9zS1z5Y8OOFOCX3tRMWjBMS\/+1wOADQX\/7dRBFS9TovR016xqkjzc9lNjBjC8TNCUXgCQNBf1W1P9EHXC1FrleBej2WCJAj6K\/2B3SbpSORYMAws5s4vcvi8jISqDYsEquTblejzeuN+xsJVFfrr03zUedicnf0fk0ul6abG7uphq9OP9Uuhp7V00IQBEEQBDFQ4eVoCjnqa6ti89bl6QkCoD3wRAKn0xmJRIBI0F9tGlBxemuTBJnT6\/UEtAB0rH+4HW2RCLLtLO701tZEqmwXcXq9RZZp9DW13rgcjVhem9nV9XdyuTRPTY3H\/qYmxpnbzP5pIQiCIAiCIGJws3hOZEyUFJ\/+VYAiiQzg+FnfnOKwRM9CEXgijmeZofy4AaenxjTV2lOTJinc6fEmNGA369l5auqsV3Gmc8Hpra2tSeek+dX1d3K5NE+N9bcdt26TAN+dp4UgCIIgCILQ4GbxHABFcAuKGoZniuQWFJB+J+ygCDyhw+mpqa0NBgKBYDwv2un0eLw2Nebh9NbWeYxzAKfTWVTkuS82L+hBMAioRdM83YnLOr21dZ5IMGjhWpotmE5PYnpbJO6m0+kssr+4\/k8Ol+b01NTWRYKB4IfB5O\/O4\/V6UpvCm8zP9mkhCIIgCIK4KWGS2y0ycGIo5NPEOefbIzO3oDBFcBv6FMjxIQSRAgl4Igmnx1vj8fbsHE9NXZ3JLG9tXTYLOZ0ep8Uy5gtkPN1ySnoP06+c7WV2g25cWnyqx+v0eLvtX3eeFoIgCIIgCAIAOF4OyZIkiVoIHhwv7pFJvRN2kIAnCIIgCIIgCILoCXjZvNI\/5wtFfWbHeZ\/Mm50gCHNoDzxBEARBEARBEARBDABIwBMEQRAEQRAEQRDEAIBS6AnihhIJ6PuzdwdPjU1xeIIgCIIgCIIgvrFQBJ4gCIIgCIIgCIIgBgAk4AmCIAiCIAiCIAhiAEAp9Dc7N6DJGaFnQN\/wAe08QRAEQRAEQQx0KAJPEARBEARBEARBEAMAEvAEQRAEQRAEQRAEMQAgAU8QBEEQBEEQBEEQAwBHNBrtax8IgiAAwOGgn0gEQRAE0Ss4HA4A9HuWIAY6VMSOIIh+zE8n9bUHFrxxHH\/\/uq+dsOBbt8Dh6GsnLIhGMXt8Xzthxp6TeGNNXzthwU+X41\/+0NdOWPCjJ3Dinb52woKJD14609c+WDD0blw939dOmHHXSOBIoK+9sGCa99irfe2DBVOeQeMHfe2EBSPu72sPCILoaSiFniAIgiAIgiAIgiAGACTgCYIgCIIgCIIgCGIAQAKeIAiCIAiCIAiCIAYAJOAJgiAIgiAIgiAIYgBAAp4gCIIgCIIgCIIgBgAk4AmCIAiCIAiCIAhiAEACniAIgiAIgiAIgiAGACTgCYIgCIIgCIIgCGIAQAKeIAiCIAiCIAiCIAYAJOAJgiAIgiAIgiAIYgBAAp4gCIIgCIIgCIIgBgAk4AmCIAiCIAiCIAhiAPCtvnaAIHIn6K\/yBwEAnpq6Gk8fe0MQBEEQBEEQBNEbUASeIAiCIAiCIAiCIAYAJOAJgiAIgiAIgiAIYgBAAp4gCIIgCIIgCIIgBgAk4AmCIAiCIAiCIAhiAEACniCIAcR16f1P3Ts\/cOz8wLHzA\/f7EeXLdOPrtMEWn7OKfviXXwh1n8ZOfSqc\/oJl4VtY8n7Hfcs\/OG75B8ct\/+D2rlLCPTmR7V0ljP2OQxv2nWzs54QAOHrRfJd04oxbPuWQTznkU+4THcq1zOZd6xQOn3Gkm8jaOnTDzmRhHwCuSi9vds9b4Zi3wjFvhfvlo0pH5nNjdBx1z1vhWH7U5EHqCAnLNzs0+5uFA6FsHrYOafWv3BVzHBVzHBVz3KvfVlozmsaOvy3M12Y5Kn4l7DplsWiHorPvmP8r4Xg3Ll5PRFpR7f5BleMHVY4fVLlXBJTmzBw+GhAe12Y5flAtbA9mc5fS2H5xibt8jKNgjKNgjKN8ifTuhWwtKAvGOAqWKOYnLygLHnYXaPbdC15Rzmfj24ZF7kmjHINHOQaPckxaJNU1Ze3b\/FGOwYssfAOr09kf\/IB7\/mGb+9ourVrm\/uFjjh8+5vjhY+5V+zJ92N7fJzytzXL8cJmw86TZGieFH8bH6D+brFy3WfCNre4n5zvK5zvK5zue3Codu5S1CVySnpzvKPdJLSlnWj6RJJ9mvHy+W3pHSR1j49sWn3vGJMfISY6RkxwzfNKhzCY3NUiL5rpHahPd1hPZIZ39kXPdixp67h8KQRD9D0c0Gu1rHwgiR6gK\/TcEhyPlJ9JPJ+n+5wshSW8DwB3y3NG8pcnrUt2nop3IT0xnrWfd73+RfP72O+QqM\/tvHMffv9b9\/z7hFm+KbzPlrwPWvmUxUfF+R9ibqtdd4ul\/9blSDn\/rFjh6RnQrgAAA6LHfE9EoZo+P\/U+nIDelXHu+LJSluWnXOtyHO1L+Ps0TK+\/2DUr8v3LijNDWlTI5eZjGnpN4Y43u\/0PCvN0pvrnlHY+m+0L1XJWWbxY7gIKpoTVTOd0J9vFu98uh5OEFbnmNmf2fLse\/\/EH3\/6eEii0pvo2T6xfa+8Z2\/cq9K0WHF4+Ttxkntp4S5qfaBzdpYWjFuOSjP3oCJ96xXRZAUPiBP8WgR\/5zTRqHt1e7t0eSj5Z65DfTTNSY+OClM1bnlAVjhHeTD\/JbP5N\/kollAMC7SxwL6oEKuWNDsjvn64XyVGE\/nN\/6tmZ\/6N24ainolfmjhLoU37adk6sy9q1ukWP+YaBSvrIp5VY1KfMfSLWPUZXy8U38XSOBIwHd4ZOCiZYeL\/9pUZrvbucy98725KPF4+Xtxomt+9xP7zPTmmZLTPMee9VqQUWaLxxLPsj7tslTbP00wt7wuXdcAoaKr0u+Et2JlnfcT9aluDmU90ma\/SnPoPEDS98WTRIOpfi26bg83dabQz5THc4t3BlaaHBOWTQ31T7KyuWDEg9gxP2Jgw6HAwD95U8QAx2KwN+0RIIBf3V1VYzqan8gqP6lFAnEDmuq2M5AwkJVtWoj5c8tg8nqgNn5TIZFrD3O5oozczjJn9iNiESCfqMFf\/L8XL3sFtlfmtXEKtuJqY9GJBjwVyfP7slL06G8f1YBcHuxXHV\/dO790arR4u0AvhDqItaxhlt96uCkT1UxBwC3inFx\/mVktqre4\/bnfl8uvhVf2tuP+eb1KgBcK+XT\/xX9+r+ipwOiC8A+Yewq+7kZTdzrFfaGARcf+Nfo1\/phYXFsqvjvMeLqvbfsn2hSAAwqkCvHRYVx0coycRCATsFEnOvpkv7cwUwmdol\/1k1saxLauoA8fuLdUcE47HDqW4MU317erQAomCqvWR3dsTq65lGxAEBIMI2lW8AO7BZN49YdR2er6j1uf8dz8r13oSMj+8rqLQqA4kfkbbui9bui2xaKxQBOCfPftpvb+vbsXR1AAb\/it9F6bSJfDLSeElaf0jsnafbHafbrfyvPKQDAju+XMgu9Jju8wq8AKPXKb9ZF\/1wXfbNGLAUQFB4P2DncHJi9PQI4+dW10T9rE\/lSoDkorLD71ZQJ7y4R3gUwXNz6drTjs2jH2\/Li4QCUBQ9LmcXJmabeTbkgLVDVe9z+Z6GtFRwuZGS\/bpFQB6BM3PZe9Mq56JX35KVlAJT5D0jnMvNNU+8WZzdo9nnN\/rnQtoUcgHOHpQ0pcX5l1SYFQPFMeftb0T+9Fd2+SCwGcFIwV90xWvfN3tkOFPIr10X\/pE3ki4HWk8Kqk4aRLe0MwORF2rDEJ80LgiSObRWOARgq+qRow7ZogyTPGwpAkcxi6Va0vDN7h2nQ\/pIk1TGAm7Ig1LBNsz9lKHBJkbam\/wF8yCccAlAibtoZPX88en6nvLAEgLJormSXV9EgLGpgADddCp0\/rp\/IthjkOtvya9U+r9k\/Htr0JAegqUHa0pLptRMEMbAgAX8zEgn6q6uSdJoqj+31dWJ+IG5ANzwSk9jV\/mQN53QWxeda67vEOafH4zScCfhTJKm2WspaPeKwqRF\/dbJgVwV9\/KZFAn5zLzO7r92h+5emewr0I7K4J5GAZiB5dmY3NEu+jEitAO6Qq5z87QCA2+\/wqfL7y8\/3pkmkT+K6dLyVAdzY0b7btUPK6VYG4PbiUNw+buUnf18uBr5sTaNbwqukvQBmyqdX8mo83DXTdzrAAwjvMwmcZzcxLK3aB4AP\/Ks8KxZtjw\/DPmVvVteeEQwQelm941qH1AYgX64s4NV4+KB8X2UZD+Ba516bRPdrncq1tBO7JNYJgJ94t1yUp02MD0On0mbrW8dR6WMAbnnNVL4AAFDg9qmx8Y7Q3gxzyTuOzj5w1fSMcuAogxaW1+zjLv7Z5+R740tb0\/q2dBzAOHnbw3wxAKB4nE8Nobee3Gv9oCq79jOAm7NQnqQtieJx8opHOADHTyZUyPH9Yqtqf6FmHwX8nN+G5hQAHeKuU8l209IckI4C8MhvevlSAECpx6eG0JuDe60T6ZXtAQZwTy+Tp8Z+G5R65NVeDsDRD3N6b3VB2lgPgN\/6tu8nwwEAw\/nn1dj4BSVtIv35emnBw25L9Q68+4p4HsBwsSFuH9xPNoS2VgAXxI3WEwGgSdpwGAC\/7T1fVRkAoIxf8p5cBaBJeSddIv25w9L8B9zW6h04LK1vUu3Lmn1wj1rqSAAAIABJREFUVdWh4ws5gK1PSrxo3Se9D2C8vH1m7GEb71ND6PYP2859DODmPidPLtQOFY+Xfz2TA\/D+R\/o1lOMnAXDFBalGsuCS9MYnAHif5JsyFAAwlP+pGhu\/pLyfYSK9ptJNOPaO2AKUVO3x3RNLoxnK+xaIJQA+UY7Zm22RtjQA4Dft9E0vAQCU8At3ytMBtCjWifRsy+sKgOlSaFN5bNH4RCiHG2IDNZXOb9opa\/bBTX8ydPBJLm6EIIhvHiTgbzoiATvRGwlUp9GakUDaKGsk6E+24rkvltgeiVj96Wyl34P+6mrLBSNBf7X\/w553OJmg30YKB6r9QfXWWQ9Z1wsSPodLs7ue+ETbDIyg3\/qWZXBDs4W1fs4AFN9pDMvc4Rt7K3Bdab2ehanTZ8UvgduL94y9NXbsevgrAODHOjnjYL7kDgBKS0pqvd7gvn0MwKxZRt9m+n7tAsLKPksFn9nEsywMYCY\/K2m2diR8toe3wjPADSgAB6QkeffcKm2dDEBRvvHa831cHtClmKS+x\/iqy2xiHjcIQBf7Sv3fLnYNQD5flDRZOxK+Zm0fYB+HGIB73cYl3L6H7gKuKh+by3IjV6XfH2UA\/9BULuVU+BJgdoof5wagnLK76+z4SQZg0nijb+N8cwqADsV6pzq\/Yle0fldojlEpFRcYd2B0SLtOAeBXJGfjc3N+G63fFU1NoU8HOxpkAKbeZzTo8T3tBCLKUcsfE\/zquuif60JPG97lotSZumUkW87XK+cBVPDGbHl+8c84gL1TbxdaPv+Ku3yJ+O4FjKyQG1Iy5wEA7PwFAPjJz3wjjSd+UsEDeLfeTlOdO6ycA1DJG7Pl+SULOYDV2e1Ux7la96RFYl2Tlgxv6tuGLQqAqk3J2fijqkNXzkWT8u3Z+ycZgMkTjLbG++YWAu3K+ykZ8nF3V74V\/dNbobmFhqPFhSnfXXu4BUAhP7kw+Uw2tHyqtAC4h59i9OKnVRzAjn2aSdIMe2Or2AJMqRJLUs5NWRBt2BZ9\/UHjv9ehrtSRqTQ1KE0Aynljtjy\/8EkOYIcsd6qHm1oA8JXlSce1I40t6sS4zk\/Oxi97MnT+ePS8lFUeA0EQA4Zv9bUDxI3FICSdHq\/X61W1ciQSDKzzByNAJGgj2wyqzen0eJd5PU71D6xIJBgMBHR5+H6nbj+65z4PVMPBD4PwmOxTT+h3j9eb+Jst6NcJTaenRrdgMKCuF7TxuNsOJ1nxp6wfCQbW+WO2g4HqtkgEyfc0EFiXsB8Ient0f34OlxYJBOK3zOmtWeaJTdQ9BwCCgUDE4zX+\/RxfPHZHEteb+EbUNdYFPLXms7tB+MvriMlpPdzttwLX2ZfXgVvN5qXyhXT6Osy0OnArd1vK8Nv+kcMX7KvrDEgZH\/MtHAbAz5yZ7Nvo0UCYhc8C5qIjs4kz5a\/\/K91F9Twi4OtN+6qE5gvzk45zg\/KALnatC8gzmwfclscBrK1TmajX8Kpiz4t9g\/mykLXUTPjWcRUxOW3wreAu4CrruArcZW9BeXmz2AHc+6h871X3AdMhd3FDU44NvYsD2KWrdg9bawcAflLy1XHFBUAHa+0AsglmtnaEoVdWHawVwDh+ks2c7Ag3RwDwU5N\/9nGlRUCENbcB2fyQaI6EkauMP3+BISan9Ywc7gLY+Qth69sPABjOL\/6Z7\/kKDnZSnBs1PHUiNxLK+Qvh80Dql69yrpEBqJqe7NuoMhfAzjWm862MX7rQt6SSw2FT38LnmgDwD1ba2UiMbm0HwE8an3ScKy4A2llrB5CN8G5tNz5s0J634vGuln3Cb7TaeFzxeN+vF8WyPzKi5RIDMOX7yTet5J9cAGu5lO6mAce2undcAu6Rfd8PP5laHsCUS+EWAEO5EttRqtKePiXZt7ISF8CaWqx84zcdj25K74SVzicI4hsOReBvKvTy3emtra3xxiPdTqenprYujd4y6r7a2tqauPBTJWRNrc5C0K+P4CZi8MEPzfS2Tr\/fl\/hTT7+ipyZpQY+3prbWVhPn4nAKTq9hvtPj1S0eiURM7qm3RjfE\/Lq7Sy6Xpst18NbWenUT1ecg7rN+EROSrhdJq2afdvD5559\/oUN3Ro2QWwls4KvrGe5MZqdbFQDFo+Vs\/kC0RZXhLi5VUrhcHIBw2MK3bk9UUZPnXfzM3EOSBjgg2svqHegKfwWd3tZxWx6HWJjdlEH5fGyrvFZS\/lqnpG5rLyowqU5nQE2ez+OLLN4OALEIuaXAxqWraR62j3cLHwMFU0PPJr8CyJmOcCuAAi716S0u5AC02pcPMMCOb3HP388Afs7DmobQ6Xl2fIs7Xq9+\/hapm1XoI+FmAE6uNOVMqZMD0Jy+wETC4aN+9+MBBvBPe9MIMlsz5y\/AWmADF8I229RH\/izU8bb8fEUO69v71gSAG1WWcqaMGwWgKWyzDX5UdejKe\/KSSmvf1Oll3Cjg3GFh0gPxKvTCBpPYvhYeN1GoJYUcYtvXM4O9v0ktVsfPnZnwT5X0rfsEXWV71npSePox4f2MTYO1XgLAlZj8g+VKEFPaNnwiSJ8AQ8XXF2Qar275RHjSJ7YAUx401LpL9a2pGQBXZvL8c2UAmsNZthdQk+e56WpefUu4EUAJNwJoahBmzI1XoRe2GGP78d+qn3\/+eXYLEgTRLyEBfzOh23\/uqTHV6k7vMhsJHwwE0swHnF4ryZrQ5W0mNdLM9XtiRae3tsZj5rGnxlrC5+Zw8jiTW2PIFTC\/efrL6UFyurTEF1DkNJupuyyz78p+Xf2qdhUP+gY1\/H6rODYpkn+r6zYA18XTyany2t74\/gdbtUoBMGulSRX6bzh5vsq75aI8XOsQDp9yyKcch5vEa+CKykITk+P5STDWkZnOz4WQ8HIIuEv8eWryvMpdrqEArooHklPltb3xvY+yWm0+d4qhQFzxWzkl3r539a\/cq0+x+Cbn1lPiarMK9jcKZYXafC7I4BRX18pT+8qRTOBGDgfANr6SHAPX9sb3A95Z5J60SDkX145NyvpF7km1vfL0KavU5nMnGQrFlevkybpzsVcA3ORFIa3W3TpxciEAZdWy7lVM7IaD0lYF4OYtsJfiGse2qj3qlBZw8xaEfPf0tnsGml6XDgEo9xmq0AOHfO4ZPqWpJfb\/LcoWn3vG6\/3zdxdBED0ACfibCH3c1WulKm1OJSSgzSAY5J+5gjeRdRb6PbGix0y9p6zXsw7rsXAgUZ3P0sWERrYRw9mS26UlXAoGTHfCO721dSqWORl26+oqHmSn4O+88847dGQx88t\/z2gjeOvnCoDb75x1e\/IZfmwxB6D1rPv9eO\/368r7nwqt2dg3RQ209+zEvV73b8KAS1yZnH7\/DeFal91Nu9apfJW8iZ191Rm27\/He1uRmXUCeyKXR+WnouGrjm1q+nnvoUZ91Jru2+\/3j3e6X473fryovbxY+Tm8\/DWpIMw0d4dYCrriAA4AOcfUWIa7MW9sZgNb94vEObtLCUH2sCv2kAgBs15ae11RqSnwaIuFmJ6dG7BERV6wTUnvL9SAXWI4y+yc\/E0cCqBfKl8R7v7N3l8Tq3uViv4llVojednqTuP4wG1UpHz8Xq0JfyQE4t2V2ahV6OzJ62NrDLYWcmh6CdnHVZkHXW461dgDA5EWhleO1t13FhT5N5Nvtsc+OS6zF+qRavr6kas9PrXY1GGCtl7gSLW2e7dg6W3onN5HcwhozH9wgzHidAdzCJ2OZAs2sCUCLuKWBlZXLB4\/HqtCXcwCaXp8dr0If\/61655135uQwQRD9AxLwNxHp4q4aViHjRPU5OzWddN6gWa0VfDyebJCFma5ocTZ3h9Muocf2pvYwOV6a7rVDJOivrqqq9mfUdM7crgmZ1CzsWW7\/xwzi0Nel01\/AfPc7cLtTrWnHWs+6d37g2PmBY+enQut1TdhnZN8Cl6ubc60m7vW6vfvUrnLf2PD7oDzLK7vW4T7coaghd7U\/nKAG5DuFw2ckKw3f1uQ+0al2lcs1\/F5wl5Vv7MBmNXl+z0O2m+RjA9jHu93zVjjmrXDM2yx8fFUT9tb202NSJ8xked+234a2\/TZUvyu04hEOHcquXwnHDSO4Ob8NrRgX+2dSwGtR+m5Vobcno93sTt+btaE3a0N\/rgut9nKIKNurhaM97EgCNZE+Jwu+rT\/joHaDH+MoGOMoGONeUM80YZ+LfTWRPmdGLQwd38THTHFVm0LbKmFShd6ejB62Qt\/2daHt60J\/eiu0ciaHdmXnsnh6PDd3XfRPb0VXJu+xV3fdayX0csd6m3rLO241ed73YIZ7IrifSqHXpdDr26KvLxBLwI7VuaVPcvCthBuR4cgGYYZPUbvKJYXfAZQ9GToo8bGNF9x0KbSpHFSFniC+wZCAv3nQiT5ncmlmAxZKNEP9b1zAqN+sFHw8OGyUhRmvaH5BPeBwfyXXS0vedxAJxrvXZ9Y\/Pt26vZJ2kCtffqF8CeAOq\/JI3NjvhyYXx3rIgbv9Drnq\/p7bKt8zsFXfcXj3MbjE0\/8qJ9elvylQWAcDOO7u0MT82B\/defzEu+UiAF0i60ydwtgZx4lOhjyxUh3WO2h942yS5xNwDz0XejbeQw5cgVtes1q+t9d8s3Jj0sOhFeMAKLveZohtpEcBPyk5f4Cf80i2e+x7A26qN7Tag1iTOTuO+h0OVTwnPja933qWkT8LNWwQYz3kMHI4v\/Xt6NaK2Ol6weGI7T+Pfex6v\/UUmv7nqlL2yVctFNU99r33\/XKTZ4ZWjkesyZwd6h77pAj\/+5scDkf5fMMnJ\/Ec6+6eYfJ8so\/3+NQ988fekVo+ERyO2P7z2GdRQ1obmdL0unukT2kCt3CnqsxjqBvp41vidUx\/UuzWHnuCIAYGVIX+5iEL0ZczRU4nzHKn47XoIxFd7WEL\/d4D6904A\/0X80vz1NTW+NeZ5M9HggF\/MKCVtTctO9An3Oq6DfjyOvsKSMp+\/+rfGYDbbk0fQFFHJjeiM8AVO+Vi4zW3prXvcrmAcJiFU4rNq1Xo1Ip0PTFR8X5H2BsGXOLpgR57z3PdBlzrYl8BSfFwtXydWsrOBK36XWoVOp4r4No62FddSSXclRNnhLYuIE+szDD2fpdrKNBxlV1KKeiulq9TS9mloDWfw1Vx+Qox6VzHUfe8o4Bb3vFo\/PHj7p0q32vczP2xnX0AQIGrGGhVa3cbz6jZ71pifDYUF3I4ZRRUBS6r91at7ekrehtwukqB5ghrBpLqeKnl60rN0mHsKXVyCOagM7mRw4EL7NwFIKmOnZrcPtyVawQeADCywre1wlgLsj5u38p9bmQZ0MTONQFJdezU7PcyV09E4F0jU4vkxVbRfb+FrhKgtZ21pDxs6t51VWZnRUkhh4zj6hlF+AFwxUOBS6zlUkpxfzV53qLfm9Z8DmyHz7Ej6dwl8cn5IsD7tslTbFYeypVANWLpW1kp0MKamoEkJ9Ts91KX1VcR55DPvaiBAdzCnSaxdwCAq8z8uJaiP93iJEEQAxeKwBM3lHgMXrcjO3f9TnQDte2AoYq8nkgk6K+usirLnyaJoxdw3X4rYs3k9LAvr0NrJpcGtZd7JiOznaWmuqf2Y2dnzwLgXKN7YmJY8f6DsDcM10z564Gu3gHANSgPZv3Y2bUuaM3kcqdLOXFKaOvCoHxZyCJz3lVwF2LN5Ay+dVyF1kyuV1A7wNvbdxUXINZMzuBbawe0\/l6mdEjz5zgq5iSlyidTPI4vRqzWvRHtBUGGmkrncKkTsWZyBoeb26A1kzMlIj1e5fhBVfdT5afWRKPRjs8MHzUGPnI4h1gzOT3nL4ShNZPrFdQO8COHu1AhR6Pq\/vPEZ1slAIwawQE415Ts27mmMIBRI3LzrWxWVRmA8PnUsKz2gsDQE8NVXIhYMzk96R62dunpxxw\/TFtJ3nqY6QuCyYui0WjDNsNHrSFXMpQD0PK35JvW8rcwgJKhOX6h7A1fumj\/PXI0qu4\/T3zUUPmIEg6Jtu0JmlrC0JrJ2S19yOdY1MBQwm86bqbeS2ZNL0GsmZwR9QVB5in6BEEMKEjA3zzcyKxm6xVSFXxP6Pecr6gfJXr3NLaXpvabq6urq62t8Rr6yakYes3ruPE7DbjiO7l4E7gEWlV5vjitLNca0VmNZKc\/dez8wH3a+ILgy4jUajdL823mTA5gv1ll9G2f9JuwfZu3zCcq3u8IewHXytDpQKadjvo3XFE+Fy8Ln6BTYl22bd7yXLcB6FLakpW\/mlqvD90rJ84IbcCgglBlWVY3jbvXzQHswFGjbyHpwFXgLv5ec4HNPfRcdMfq5M8adVv71NCO1dFY+J0d2OyYt8J9wPiCoOOo9DFs7GurTBrPAWzXfqNvp6RdHaap7zG0oLpyPHkTu7Jrvy50rw4z2euuTuQmjcs26MpN9XAA2x4wOhyUtkcAJz\/V6oe+01UKAMrR5JeIWvJ8N0L3MUZW8COB869I7xoNb3yFAdyDObeIO\/+Ku2CMo\/wVo2a7IG2sR1r7oyr5UcC5LZKxGbmyYQszTX3PEm5kGUz3utcdUgCMmj5LvwA3eTwHsJ37jKNPSjvbgUJ+slUT+EI15K0cP5l0Qkue15S51bB2aedJmPWft6Lk+3wJ0FInHTOu9kYdA7gp3ze\/aSUPhpJeBzRsizZIYgmAoeLr26INWvidKx4KAMc+Tb5px94RW2AZ4VcpK+fL4tXjdb5teZ2Zpr7rOeRzL2oASsSDO2WLKLraoM5kr\/uhYwqAsvJZaSP8BEEMREjA3zxkvM\/bQvFl8QLAbrt9XMFrVuL6PbWYfMYrml9QDzncH+n5S3M6PV5vTa2m5XVvUizqyKdZtxf2a9x+B387gC+EurPKlwCAL7+Q6s5aVZVP4Tr7EsCtLouRaoydnT4rtGoanrVG3HWtDODGjvbZ23fN5F0A9gljvYoaTQ\/vk8Z6FQCumbNsQiyZTWSr4up9ZS+1n+4DEu3cm5LbuQ\/Kn2UdLecL8wEwdsZ9ojOmkLo0ra6rMM9YXL1nn1Ve4OYLAISE5bsVNdTdEZKW71YAFLhnWZeXzxA1xs4O7BY+1jQ8+\/ioe\/lRlq58PRAPkp8S5m\/RWme3npLmb1EAFI+fZV2yQdvEfnyLe3U8Yb5DWa2WrysQ54xLGfZ2rDV3Ypj1CwJrSj18KYCg8LhfaQYANAelx\/0KgFLPrNT+2HGH1WbvR\/3uFfGE+YiyQi1f5xSfzqE\/5\/BZDw4HoCx4WHj3AgDggvLiw8K7AIbzP0ntD58lagz\/\/CuzF9Rrjp+vl8ofFs8DI3+253l7+1qQXJn\/gFCnxsmblA0PCHUAyvgHc1Zj2l73w8KkRZJmH6xukXv+YZi8ICgezxcDOCk8vSn2sJ2Unt6U\/mFTm72\/v8m9Kp4w366sUsvXFYpzx1sOaz0pPL1MbAWKZ\/ompxq2YOisKUMBKJJPOHYJAHBJecMnHAMwlJ+cUXl5O6Y8KJYA+ER4cms8YZ4d26qWr+PmPWj7elALkiuL5gqH1Mktypa5wiEAJfz0Est5Ta\/H1bvP5mvX9ro3CDN8kmYfTFP+6V4QEAQxcKE98DcRic3QbZEILKPdVp3UnM4iIAKoms5ro8t0ms9EvsX2watW2uL6PbX4vdPjcQYikfQrmqvJnnK4H5LbpQX9sdR4T01dTeptd3pqamsD1Vrs3VCuIGHX9GiMxDNk1dOgG9zqmzSa1Z1VvvxCqPtAd\/wOuUoXi\/tSVd23ilXfN6juL6+HYVtMvni0XPyp0Hpdef9Th\/747cVqdXpbXL5AgI31KuF9wth\/0B2fKesld3iVe+wqZtjBnslENSAPhFe5b1llsvisQDQwEJvJ5fl+UMYONynXOoXD+nhvvqyX3Nc63Ic7mH4He1FZ6NoZN+tibU1u45s7jiuL5cmrkXzgWodbNuteXlQWtWsaf5fv54+y5buVjpCwfIXuuFteoytQ16Gq7rvENc+lUd1J3PuofO9m4eOrysubDQ9b2vL1AFDgW7GQzd+itJ4S5s\/RHR8nb3s44Vvr2+75+xkKxG2\/9alCq\/jh0Ip2x+pT7PgWd4XBIL8iNiY2zL36FDu+Xzi+33JYFjh9q2vY436lOSg8XqU77pHf9CYcbg64Hw8wOMU3a32qqi\/1hlZHHCuC7Kjf\/QODQX51bEw34Z7fIJ97WHj3grLgYf03wG9925fYAH9BVd3c4rdDaVR3EhXy1gr3gnr27hK34bkYLqrV6e19W7JJPveAUNekzH\/AMV\/n27b3fIkN8E3SpAfEc+CWvhdakpWqL\/Md38QmLVLOHRbnHxZ19rmqTammCn2\/XsSe3qS0nhSefkx3fLy8fabuYdvnfnofQ6G4fV3sYZsZWtnuWHWSvb\/JbciQL+RXrtM9bDP3zD3p3tmeMmy8\/OuZ2UhP7qcL5BafcOySIvkcUuI475N0BeouSU\/6xBZw86RQZk3jYgz1vb6AlW9VWj4RnjQk0nNTFqQ1xS38jdw0VzjUoiya61ik822TXpm3SDPmik2Jje5qiB5oEWdMEk2slsvnJR4ASnwHJTbDpzQ1iIsaRJ1983r1BEF8M6AI\/E1EIkU9EghY7G226YSu7w1mM1\/XE84i6BuzEwkGI0Eb\/Z6px5bnesrhfkhOl6ZrA2\/5Zae9ETrLyehc6kH9DuD2O+Sq0aIum50rLg7NHZ1RdrRawc4WfvL3Q5Pv4OKy\/\/Zb+cnfj1ZllqnrmimfDoi6aDs3a2Xo6wzS3dNO3Lv3G9sIaFC+XFkm6rLluaKCkJA+3Z3j7g5VlvG6ffLcoHy5clyIix1p68z1phW45TWPirpsdu7eqSFdCboc4Z99LvSsm4vLu4K7+Gefi65JX74eAIrHydsWirpgODfpkVD9wvS+TVoY3baQT2xdLuAmPSJvU1vEGYaFti0UJyVeo3DF40yGZU6pR36zRtRly3NTvaE\/16R3eGpN9M0avjQ+0clN9cpv1spT7SZlxHB+69vyYl02+8gKseEz+Sc5G1b5yYZQwwZ+ZFz2D+d+siHUoX87YEMZv+09eakuGD6qUjx+Tq6ymZIVlfLx9+SllYmOdKPK+G3vqZ3kUigeL29fJOqy5bnJM0N\/WpT+u5u8KLp9EV8cn1jITZ4pb1d7vCfg5q5LGbYo9KdFVr1CLBnK+yR53j2Jm1Zyj\/i6fQm6rLhHbpDkKUMT\/yZK7hF9UkjdhJ+GEn7TTnmhLhheVi4ePG6VFQ8AaFAO2ZxNolw+uFNeWM7FXweUlfCbkurVEwTxzcIRjUb72gfihhGJh1XVMuQpUXj9AKQGaPWnnd7a2uSc92QLpgFeJELAHo8nGAzajUy\/YtBfraulnmQnR4cT5ywmp41mZ2akO+RyaboT6adaTEw+Zbqq1T2xwuFI+Yn0026Lhl7mjeP4+9d97YQF37oFDkf6YX1CNIrZmW5tvaHsOYk31vS1Exb8dDn+5Q997YQFP3oCJ97paycsmPjgpTN97YMFQ+\/G1fN97YQZd40EjgT62gsLpnmPvdrXPlgw5Rk0fpB+WJ8w4v7EfzscDgD0lz9BDHQoAn9T4fQui4u1oL+62q\/r+B0JBvzV5hXLdPO9cTkWCVQnGUi2kNxsPEEsBKypd5tArd7jSKC62h8I6hf0V1eZdELreYf7Iblcmm5u7KYmbmIkEtRPtYuhB\/1V+mXVL0T\/zmAA3U+CIAiCIAiC6P\/QHvibDKd3mTcYk1iRoL\/aJv3aDE9NrTeu7iI2BpzeWmv1ltjcro31Wgs9p7e2JhKLcsealCcP8RZZptH3iMP9klwuzVNT47G\/qYlx5jadzkgkYvMMDbz7SRAEQRAEQRD9HYrA33Q4vbUmufP68zW2ad5Ob22t\/Qg4PTVpcsUNHePSto\/z1NRZm3N6atKs1RMO909yuTTTLRTJ1m0S4D3LrOcP1PtJEARBEARBEP0bisDfjDg9NbV1kWAgEAgm8p+dTo\/H6\/V4nM6gP80GOKfHW1vniQSDgUCwLaKz4CzyeL3eTLq562LwGbV\/dyZWjLuseuz1OIE0eQQ94HB\/JYdLiz0GwQ+DuucgNtWT2hTeZH6t8SnSfSUEQRAEQRAEQfQ0VMSOSCFel61Hi64R3wB6qSBfHCpi1zNQEbtuQEXsugcVsesWVMSuO1ARu25BRewI4psHReBvIjJUX5FIrLfywOiJThAEQRAEQRAEcVNAe+BvIhKtvW16h0cC6+I9wHq0hzdBEARBEARBEASRCyTgbyZ0ijypARiAiNo+TNdb3KY0PEEQBEEQBEEQBHGDoRT6mwqP1+sMxhS6bRM5T80y2v3eKyQ2MnQXT41NcXiCIAiCIAiCIL6xUAT+5sLpra1NVyPc6fGm7TBGEARBEARBEARB3GAoAn\/T4fTW1HojKX3HAKfTU+S5j3qAEQRBEARBEARB9EtIwN+cOJ0eZ43H29du3Iw4vbV1A\/bGD2jnCYIgCIIgCGKgQyn0BEEQBEEQBEEQBDEAIAFPEARBEARBEARBEAMAEvAEQRAEQRAEQRAEMQBwRKPRvvaBIAgCABwO+olEEARBEL2Cw+EAQL9nCWKgQ0XsCILov\/z9P\/vaAwu+9T8Bh6OvvbAgGsXfv+5rJyz41i34j+t97YQZ3741+n\/62gcLHP8DXf9fXzthQd7\/269968\/85\/\/f1x6Y8T\/\/n379U7c\/+\/Z1V187YcEteX3tAUEQPQ2l0BMEQRAEQRAEQRDEAIAEPEEQBEEQBEEQBEEMAEjAEwRBEARBEARBEMQAgAQ8QRAEQRAEQRAEQQwASMATBEEQBEEQBEEQxACABDxBEARBEARBEARBDABIwBMEQRAEQRAEQRDEAIAEPEEQBEEQBEEQBEEMAEjAEwRBEARBEARBEMQAgAQ8QRAEQRAEQRAEQQwASMATBEEQBEEQBEEQxADgW33tAEF8Awj6q\/xBAICnpq7Gk\/b4wCASDLYVeTzOvvaDIAiCIAiCIAgAFIEnCMKESDDkkbpOAAAgAElEQVTgr672ByJ97QhBEARBEARBEHEoAk8QhJFIoLpale4UfCcIgiAIgiCIfgQJeILoPTw1dXV97QNBEARBEARBEN8QKIWeIAiCIAiCIAiCIAYAJOAJghigsFWPu8d+23HLtx23fNsx9nFp79menBjeJ3m\/q4255dtu72ol3JPOGxAAR68ZB\/B\/2bvbKCfuO0\/0X80k2YTcWXlZc3AIXdzl2AN6aLCH2N642pl54XG8naUZ0y1xypg8nnXItfY6N3GQPQ1u9Rhs1CEZe1fZgPdOJgmGGiQaD+09vcTxi4xNkWtsgsGqFox92EuJEHNgvW7nhnjjnei+qCqpSqqSSk8tqfl+jk5OkOpf+qmkLtevfv8HYGZcujn84Y\/4PvwR34c\/EpYe9\/xhPDVUDz4eXX2zz9js5nr2nxvf+Knwxz7u+9jHfR\/7eHjjExmvX2L9DXNPhD\/2cd+fPKF6fAcbdXxDOPyHvj\/4Q98f\/KEvvGHc8west2Fmwx\/6\/mBDpq7YdnwpvGahb8FC34KFvjVfGj90piUN1R13GC+5PKKHejs2T2GMR8NhnyEcHc809Otp4H23fz58yx\/5PvpHvo\/+ke+Wz49Pej65eWiY2WhuYH9EJz3sv4vPut0d2\/3hmxf4PrLA95EFvpvvr+MLrbthbvzmBb6PrBlv33+wiKjzCkTUrKM71xp2Hu10LM07v\/9B49M8uP\/8nL5z5Rnpg\/fdHukRh\/NZRHbdvr6Gp7aGHLYKlDbTw23JI108G7fqUSgUPvid5SFHHD7McNq2jePDU8P0SNDpvy3BxCmnfRYKhd\/+xnzsddr\/+nRpA7dHAw1fSwT0L3E067hBofD7f3J7pJ3eLnLAdfvGGx7Qf50jaeuThULh6jtuj\/R6p7d41nV77w2zoyudvlj7xl0eW3Ocv7508zsuFAqFwvu\/dnukh53ed5\/r9nU2PG78KThuWejus243x\/a7q24P5+9Fdt2+mYbZbcaJLvG6+aSVvosW\/YSJqGP4Z0zXlvPnj+7f+aCZoK5du\/bBB3fuP3reS55a3lRvWSgU3BP4tiT2xfx659FCoXD+6P5iTA8++ODOo+Uf5fzR\/ft3Pmj9yPqGDp+6FG4Fx\/ibOJjOKi8s3K665GHjGkU+Wfjg\/cIHJ9OPmVctp6pernlqeDIRBIDQyL6s+Ux6RN9sON3aBL6YvaNtCbxxfRrcltYz6lOy\/vEQ3JatmsB7amgc0GBEft14priZ4z2CQimBN7K0wGj6F78p\/PY3hV\/srZFjN9Ewu9XMWepP4I2kOpg48Ebh9\/9U+P0b6THjOCSyVRP4OhtmDxQzCc8J\/LPrAAArE88eK1x9p3D1WNrIbFcmTlRNkhtuePWYfrBDo8cKV6sm8N0QWzOM9D2USGcLhUKhkE0nQsYz2Wb3XSi4J\/D77jXOSPuO6\/l2eqt5jjpZNYH32vDHEQC4N+24k0J3n3W7OTa3pFpeb77FicLvrhZ+dyJdmWO3quHro+aNBibwRPMa\/4zpmnH+6M4HXRPUGsXm8\/vd2j648+j5ziXwFSm37WO4R+38qetI4Js5mO4qLyycr7qMy6myIomeb4YeO+l+ueatoX5JF9yardJWD7eZRxYoq++1JYE\/tS1kXGZWltZdiuR1NHzdPCjOpfuK5y0J\/C\/0K82ysrleWg8kfuGewDfQ8BejpfJZvQn8G8ZHtJfN9eQuNPaGewJfT8PsgUTE2o\/BYwJv5KtlNW39\/oaRxLa4oVn6DsSz+jNdHlvjsnq2XlZvN76+lmTwznm4UR4vK5vrldjQ1uPuCbznhnqeH\/jLbH0JfHecdbs5Nuc8\/IS5mUNpPbTthHsC30DDE4nSWYQJPNG8xjHwdG3Q5FgsqVRZ1lyTY0NJxfElJRmLyW5tNSUZSx5tQYQNOJosj1iUJHPpNyU55B61SZNjLh+6RquGD2YrzExmZgAMR+xdHyPbtoYA9eCk6yhVjw1H9hU+qOwzGQg69hRvjAqEgQwQArKt263DG01OqgBGRuw3C4bHHgsCM5lJ12GS3hrmVKcDWnxmJue+\/0OHVADr77Xvf\/3Y1gCQyxxyHehZf8Pc+MYdKhDZOurUC7aGmYOZGQAjEfvbRcbGQoCaOej+Y\/PccOavwuENicwMgiPp7AGnXtsucoczOQDrIvYO55HReAhQDx12ja3xhskNO84AKxPPxmscy26OzQv1YEYFEKn4+hI1vvcm5f4+kwNwb8Tedzqy9S9DgDr59+4f32tDNXcGQGj4L+o7St181u3q2A5lZgCsL\/9eto2GAHXykHtsdTdUH78\/MQMMjyZa+J8qIupOTODpWqAkjYXNAUAQ46nUlCGVikui4LRZqa0lV7W3NZsqSvuS1Sr0txXEeMqMJy6JlqhtQRejLvvMUOTiZxbj+uvFmwCCZDaLmztu7mC2xkxOBTCyvjzVCQaCqJo0NtwQAHIzMwACoRZeGyWALNCCbMPdzMwMgMhw+VDKUCAAQJ1xzZO9NdTr845D5WsGlgMQGS4f7OwhsPoaZjZ+KpED1u91HFddk6o65XFAMBgEMKO636Goq2EwMnYgmz0QqevXlTujAlj\/F+VvEVgZBJA74xpbow0zO5IqgPXxMZdB1L0RmxczLl9fKBgEoLp\/782+b04FMHyvy8evdXLz0HAmlwMCkcCZ8Y23mXPd3RatOTVaN591uzm2nP691P8W9TacvD\/8eA5Yn5YbOtERUW9hAk\/znybLZjIrSKmpVFwUiumrIIhSPFVMWS2bVj4hxlP2tqIUT6UsqW0HiPFU3MyZBbGUPR+1fOJUXBRKUZufuRi3ptSq01s1czBrunz58hULl63U3AzMC2m7YCgIM\/VsZUPMTEZX35KYAUa2jrUkgQ8BBWCsFbuqSv9IQYdrzGAwBGBmxqUA1HBD3WTmIIBgZNjtaOVmcgACocpkKxAIwUzjmm94aFP0EBAYze5r7KpWnWn0x+a9YfCx7O\/fSI+N1HsnR82dBRAKrKh4ZUUoAOCs212QBhvmkuOHAKxLG2PUezU2L4yvz+n3H\/Lw+2\/8ffXyeKByir6VoQCAM+7HzWNDPe3MJTZ+PlFM2nO5zMbbfBufqxpY9551uzq2mRyAUNDhfBUKwvw6mm94KCodAgKJ1591vpta\/K\/q5cuXq8VLRD2CCTzNe6USsyBtkQSnTSwvWArSZW1LmbKtqRjvYAovDji+dyl\/t\/Sp99a0hmYOZk86uFFfWCgzg9Bj+7Ky06TAVEZ9\/PEMgJFtrbnb0bhD0Y2HgEBi31+2tZvDtUEvcYdG4w30t2i3bo6ty5xR9bQ9cG\/amNnueHbrvSEAk58Pb\/e6tll7dfNZtytjy0j3Z4DQtmc7fcYlornCBJ7mOy\/JLCBIZu9za0HaUsgWnbL32vttL7ck3OgLb+\/6Xq7PLJ1rWt7rGzZzMD1YtGjR9RZ1tLTKNdq91aGhmpsJBY1OkupfbdwgbZ+jZaDniHuJqfGGB6XwX80AwcS2Jq5tq\/QV9twws3FTBght3duaTtWO9J7Wc9nQOzNVa03Dw5lDAFZG1tdYv62Jt2i4YWtj86J9feira\/rkZoxBuDd98scR488iENr64+y+e1F9jH27A7No9Vm3u2Nr8A\/B0nDy\/ugkEBw9sM39RFf8r+qiRYsae0Mi6ipM4GmeK2WngtBXbUOHfNbStkr+XuvV9qnxiZxpmqLIcjIWa2CIejMHc+40PEzdoWFo28nsqZPZU+8XTu1LBKEe3B6WJpsNsIsEG52Zz63hQSksTeqryjVVDAoEGv0SjYbqjk\/pnecPjLYvfTc7VM9lQ+9WOowzaLShuiOZQetGmHd1bF44da6fC02f3AKPZksryVnog+dzzzU6O183n3W7O7YGf7Rmw5kdYb3z\/P5G5ugkol71oU4HQNReec1MUzU5NiR7bSIKtrZ9QtUMXRD6gO7sLK5piqIc1ZR8HprWbIjNHMy6ZaK+aKbsuZF9hU51WQwOj52C+uGNmYPbx7cNj63qTBRdTX38ZqP2fqq57L15uSc2bM\/V0Xn+0CbfxkNlz0UOFA6Uz67fCQejvg3lfwjr\/7bQosHe3pw5eOgMgMj6sjc9HPV9qVtj62ZOJ7fhH5sLuXfEylAAmVzu\/w77EmWvdMtZF+rqjd36XwSn2IafLbR9Prnc+H07VHaeJ7oGsQJP1AI1EvyO0JRkbGgoFkvKsqJozWfvXSMUCMKcZcpOn9rbtarccEOT05xu3c19rnR9Fi59RrpWNMxIdWXvgWAAzv1H9cmXAytdAvPU0FhqDrnEn3zc9zHz8Sc7VAC5HeGPfdz3sU3ll9vOjEnHG\/ixNdrQO32mN33WN7uzag7ACocJsBpsqD9fvrRbj8bmhftk8\/rYB9c\/nGbfN7AS5ox0dvrYgZXux63Bhnaf9LsG1r1n3a6OLei2qobeP991LTpPDY2l5qA+vsb3kQXmY01Cn6fw5gW+jyyIzqceY0RUxASeaD5yX6pdEARRlOKp0mzxXSqSLhQKH7xve+jFlmAgBHMFICt9ZZ2ge+drbw3Vx2\/xffijvvnRVd5IxCtGlKs5tzmOG2g4k5E+Ej04g+Bw+gOvtfdgMABjSat6A2uwYTXr9xYKhd\/\/k+2hl99DoRAAtWLScfdp+g0NNyw3ki4UClffsT30Erd+l6Nywn59nLO+fpijehse+vuM8w7XdXFszXGbbN59evp6RNKFQuH9X9seevndOEe5ffyaJ7caDdXtt\/k++kdOE87ref5tY9171h3u4v8iDKcLhcLvrtoeevndWByj\/tgabkhE14QC0bx2dOdaw86j7Wtb3NK+YTNv7ur8\/geNnT64\/3ytTdauXfvggzv3Hz16\/vz5824blQXn\/gZt+TwWlWeksss143EyEQSAiGx7Pq0nXI+ddGnluaHRJ3M47XixqD+vh9uqh3E2btWjUCh88DvjcWpbyAj6d6UnjZXbg4lT1iftD88N9cOH4Las266sj0Kh8NvfFH77m8Iv9CGb69P6P43H3ggABBK\/sD5pfzTZMDCadXy1IoE3Hm8Yv5kDtufTEQAIjb3h0qrhhgciADCStj5ZqEiSjcexRAAAIs\/antcXvA+NHnNpVXfD7OhK1x12eWyNyyZCgJFqlxhfXyLb3M4LhUJFAm88jhsff5\/t+fQwAIS2Hndp5bmh0Uv\/3rS9eXZrAACGf1wodPdZt5tjK0vgjccJ8y1szxvfy7YTLq2abxhIvG4+Y8Urf6L5gRV4mudKndvzdXci99y2E1O1VWFZvU2Mp1KpuCSKglDey7\/+49HUwWylwMhIAEBGuiV6UC\/E5jKP3xI9CCAQGa5SgvXWcGRrIghgMrp6Y8YsQKsHN+qTFYUe29pTS1UFhyPGh5GMDzMzOb5aygAIDo9UqeJ4a6g+fnP0IBDcljUSfs8C90YCAA5F\/2RTxvguDo3\/yaYMgMD6kWpfYqMNGxMciQQBZDb0R83jkBnvj2YABCORagew0YberRxZvxJA5v47oof0vtNnMjvuiNaekr2+hjO5MwCCDmuM92hsXoRGIiEAmWg4mtGLoGpmPBzNAAhFRto3X1hgZDgAILPxtuikeY7aflt0ErVPbl4aDj+aCAB4LnrL5zPmyvCZjbeF9SkjtlYZhN\/NZ93ujk3\/XqQ1pe\/l8TV1fKF1NySia0Gn7yAQtVmpauxasHblodhd9h7dUIH3FrWlSu+5At\/UwfSg8ozkXjlJO80vZi+kGNUVewXGS8P3Cx\/sc7wmC43sMzbQw+2BCvwHvyuckp0+jL20bqTf9pp87YaOG1iMyK4V+N\/+pvCLvU7N7aV1o95uL617adiqCvw\/FX7\/Rtrp7eyldaPebi+te2nYTAX+ncLVY2mnsd\/28rVR07aXqb00tDZfmTjhFECXx9aUrPPXl67d0hP3WnraaV42e2ndqLfba\/JeGv66cNJ5YsfIvuOF939dKHT3WbebY3MviTt\/L7JDvd1eWvfSkBV4omsSK\/A035XWStdkWXHfTkkOGZLFrUrrw1VrW32\/c8\/T5PmWKn0dmjmYrRWIyCfTjw2XrkSDw4lT7zteijXUcDj9wcn0SKC4WSg4nJBPZjs143FTgsPpU3LCUm0PjWzL1sy9vTQ8eNDbVHAuAuvTv9ibWF+qJYXWj2Z\/65ict6hhY4KRA2+kxyxV1+BIIvtPjtldixp6tzLy7LH06LrSWwTWJU6845gAN9rwbKNLVXdzbF6EIulsOhEJWZ5IZAst\/focBSL7jqe33mv5+PcmTv7aMZdrpGHg0ez7x9PDlpNb4N70yV+naxd1u\/ms2+WxnUhvW295i\/WJ1696+kIbbEhE852vUCjU3oqolynJUhopxlNxh1XNNLm4LLogWad3s7xQ9kpp79bZ4sT4VFy0vGa+s\/35ppRCcg7IGrPL21o\/VeVWVd+gmYNZk89Xfkb6X\/\/Tc+O59aF\/Bvh8nY7CRaGA\/\/VBp4Nw8aEP4\/2rnQ7CyUcXFH7f6Rhc+P4Av\/0fnQ7Cxcf+RVfH1s3+5\/\/X6Qic\/LP\/ravPut0c2we\/7XQQLj78sdL\/9\/l8AHjlT9TrWIGn+U+Ml9JTJRmLJWWlNIJb0xQ5aUlnRcmWcArSluK\/NVlva2majA05z\/XeSaV+A1CStoiNTzsUq1p9F4Q+c3NFKf90zRxMIiIiIiJqxoc6HQDRHBDjKamYV2qKnFRkx+0EKVVRsBakVFwzq87ObQVJ6uumbvSCJIly1Yjt8poGh0o6AE1OxmR9l8VSejMHk4iIiIiIGscKPF0bBCnl2N3bsoXo2t1bjE+5dwQXxHj3raheMyZBlEql9PJJ9B0K57ZNmjqYRERERETUIFbg6ZohiPHUlKbI8lElb+n2LQhCnyhJUtWEFIKUmhI1RZFlpdhWEESzYfdU302ClJoSFdkar\/5Z+8QB88MqIhQFAJSjCkTR1jglJCcsveMF2Kv0TR1MIiIiIiJqBCexI6JuwUnsWoOT2DWAk9g1hJPYNYyT2NWLk9g1hpPYEc0\/7EJPRERERERE1AOYwBMRERERERH1ACbwRERERERERD2Ak9gRzRFNjlVff70mMT7FhdmIiIiIiK5ZrMATERERERER9QAm8EREREREREQ9gMvIEVG34DJyrcFl5BrAZeQawmXkGsZl5OrFZeQaw2XkiOYfVuCJiIiIiIiIegATeCIiIiIiIqIewASeiIiIiIiIqAdwDDwRdYvKMfBERETUEhwDTzQ\/cB14IupiXTxRXDdPp4QvfKbTUbj40UvY9e87HYSTh\/8j\/uvfdjoIF\/\/mS\/jP2zodhIt\/9zjkXZ0OwoX08H\/\/b52OwcW\/\/FddOvnfx\/4FkHm601G4iDx04lCnY3CxZj1+\/Xang3DxRzd0OgIiajV2oSciIiIiIiLqAUzgiYiIiIiIiHoAE3giIiIiIiKiHsAEnoiIiIiIiKgHMIEnIiIiIiIi6gFM4ImIiIiIiIh6ABN4IiIiIiIioh7ABJ6IiIiIiIioBzCBJyIiIiIiIuoBTOCJiIiIiIiIegATeCIiIiIiIqIewASeiIiIiIiIqAd8qNMBEFHvUpJDSQUAIMan4mLN54mIiIiIqHGswBMRERERERH1ACbwRERERERERD2AXeiJqOXE+NRUp2MgIiIiIppvWIEnIiIiIiIi6gGswBPRNSEKZIDCHL2b+vjGDQcn1RkAQHA4sW3r2EigZQ1nJscf3544mNP\/FRrZOrZtayRYbbdXx\/8hlzl\/VdUbLFs2tlqIXFd1+6kTiXerbHB9+vOBSPFf716JvnQ+8+5VAMCCyOplY6uvD1WLp+id8b1HMqffMQJbddvY3bdFFtds9Vb0W0cyDs\/fmP72PRHrE5feiu49nrn0DgBgYeTu28b+\/EZvgQG4OP7kf8q8fNGI7c51YxvXRYTazdSXD4\/vO5zR9H8tiWxcN7bxVoc31V6NPnE4o11EnfsHAFwe33Moc+KyEduaz4yt\/UxkSc1WuegDk07HLZB+Zth63NQTL40\/n8tcvAwAWBRaE\/C2f92l8af3Zl65ZMR2+91jw38eWeqxrenCT8NbXlCX3p2d+POKQ3cp8\/TecXP\/WLo4MrwpfXvtH00FdSK24fC0ehYAsGIwseWhsXU31bWHzFeWRw8Ppq+kIjU2fHNc\/Gzi7E0J5SdjK7zFtuNLGw4dVvU\/8cC6xGh8bP3K5huqO+4I7zhTpXkkXUhXfJi3x\/\/6h5mfv218oZ++ZyxyT\/1f6JHwN46oS+\/Jfveean+AHjdzpj7znQ0vHlPPAQCW35F4IDp2V1\/tZueOjT+TTryY1\/8VumvD2APRyPLyrTKPDEdfdGgd2TmZvqvuUI2An3xgw3PPq\/oXsnJt4tFvjt3r7fdRjOoLn4g+tzb93jO1foFENL+wAk9E818GcMpb2vVu0kfDf2Um4QBmJhPSLdGDLWo4sz28emMxewegHtweXV1t\/1eiPz6RMLN3AOr589GpXKsOiHo+55vKmdk7gKuZU7mwp\/2\/Ff3W\/oSZvQNQTx+P7nLMzO0uvTNTcxtAPX3Et+uImb0DeCfzwpGwl\/0DwKvRwa0JM3sHoL58OLr5+zXbqvu2hp8sZu8ALmb2fT9c2VA7HN78\/WL2bu5\/67gGD3LRB\/YkzOwdgHripWjCMTO3u3jZy3HL7NkT3vOSmb0DuKyeeCma2DN+sVor0+nofbsSxewaUF95Ibplb50\/tkvj\/+EF1fGVC6ej9+2KWvaPC5cyT+8KP326vndA5ivLwxNm9g7g7HTiK5+NHq5nF4djHrdXJ2KJs7U3K8V2\/8LwDjMJB5A7nLj\/juihNjas4vVodGfCzN4BqD8\/Ev3GD+v8Qt8e\/+4R5y+0kc0cZR4ZDj9jZu8Azh1LPPJ1x5Tb5lw6HP1OMXsHoL54IBqtbJifOYfWynzhE+EnzewdwJnnE1\/4s+hz9eziuQfq256I5g0m8ETXBE1T5GQsNlQUiyVlRfOSLpQ31VtWbaIkzY2N1eQ6KgNE5\/DtDm6MHgQQSMgnCx+8X\/jgZPqxAICMdMt49fTJU8PcuLRdBUIj+7IfvG9sNhIAchlpo\/NFdeYfchkA1y1LD91Z+PydhaFA4joAV6JTmvu18oIxfeOyx9CyEAAsSAyZ5fd3tQ3\/cAXW\/X9+TXrZArxbff8AkNl7JANg8W3ph2OFb8cKD9+TWAzgreiu4zUu4i+9owJYdU\/h2zH7w1J+v3R8w963YN3\/t+9Lr1qISx72D2Se\/H4GgLAuvfsHhekfFHZ\/LSEAeDW6+XC1ttrhDfsuAksij24vTBsNIwKgvRp98lXLdhfHnzisOuz\/YuKJqvvXY9szmQGw5DPpxNbCM1sLieHEEgC5aOKlGm1\/dVkFsGa48MxW+8NSfj8xGT1xGVgU+epXjVeN\/V9OeLhHkHl6bwbA0rvTE98u7P92YWJTYimA09EtP\/WemKmTexMXHF+5NP4f9P2vMva\/\/+H08GIA6isvjDs3cWbk3jcl\/uYnhSvnCld+kt5yE4DMVz477i3TVg\/HfF+Z9rTp2ac3TLxZR2yHvhQ9BGBl4tljhavvFK4eS4+uBJC5\/47xXLMNQ6P6S2WPY4mA8Wp5+T3z1z\/MAFh6T\/q7TxXSTxW++8XEUgCvR79RR6atZn7o8oU2spmjF78TfRFAX2LnU4XXJguvPZV+oA9A5pGvj1dLvPPjjxxQgdBd38y+Nmk0vKsPyGce+Y79x55XzwG4I21sVno0WH43cu8ViR\/9rPDerwrv\/Sz96AoAmS\/82Xi1HhIl6nMP+L7wfEPvTUS9jwk80XynKclYZb5upuUxuVoursnJWHlTo2WyRhLfDVQgOrfZO3Ljj08CiMgnza7vgci2k+kRALnMZJULcG8ND25PzADBrQfkYbOHaSAi708EAUxmHIrw72rj5wFcnx4y+8xfd\/2Ynn6\/e\/lgtU7yla6Ov3ReBUKrA2Nm9\/vMqfMqgOuWZYv7x4LIn65JLwPePT9+3n1nl46PnwZwY\/phs8\/84hvHHr4nAuDSWwcvVYsjc+otAKEbFlbb5oXjKoDFt2WL+8fCyKb70quKb+1OOzz+MoBb07vNPu3CrWO7vxYBoL160P13n9l3WAVCG\/+P9J1md3Ph1vRfrgsBePm1UkKgvZrRGtk\/AFx8afwEgEA6YfZpXxIYSwxHAFzMHaxaJM+8lgMQWnK9+yaXx5\/PAYh89avpNYuM54r7Ry5zompsF346\/gqAVekJs8\/80lVjE5siAC6cOugxN7vw0w2TLl\/\/Ky8kLuj732R24V4cGX44O7wYuJSY9FyEf3N8YhpA5G9+YvaZvymy5SfpdQDezByulWyfnR7\/ymfDHrN3vDn+5afrKSqfGd9xGEDk2WNm1\/eVkdFj6fUAzmQOVcntGm4IdceXEzkgED8wWtZL\/8KR8Z8DuDn9XbPP\/NKbx777xQiAC697\/kKPbMi83bLNHOXHnzkGILLzKbPPfF\/kgafSdwHIZyzV9XIvphPngOUbDuy8wzyd9kV2fjOxHMCxjLUI\/+LPMwCW91UdqOTd2fEnnwcQ+dHPzD7zKyKP\/ix9L4Czmedq3UM68\/z4F\/4szOyd6FrGBJ5oXtPkGqm2JsfcyuRKMhZzrbVrSjKWPNqCCNtGBcJABggB2bl605nJzAyA4ciI7enItq0hQD046Xop77HhyL7CB+8XTm21jw8NBN2uK9Xzl1UAyxbZC2vXj61eAFzNnL\/q3MxxV6dyiXeB65YdWL3AfO7qzCwARFYLZQNWI\/\/79QAy\/+8V172dfksFsOpGe2A3jt29EHgnc\/od52YA8M7MJQALI6uqJPD6NojcfVt5YKtvhHkLwDW2l19VAdz5KXtst45tXAJczLzsmiVHHv1BYfoH2Y32weLCkvJv5\/xFp\/1\/MiQAuKhWuesBqCdyKoA1QXvbwNjaRcDlzInLzs0A4PLMrwAsihQzcwdX1IsAApE1Zc8bz8xcrLJ\/qK+cUgHcvtoe26qx4cXApbx\/htMAACAASURBVMwrVe\/KGIzO85HhuyuHvo9PngYQeWhTWZU4NPxwYf+3Cw+t8rB\/ADg7nTkLYDCyzvZ0ZMtDIUA9PF0t3z77dFiMJQ6\/iRWDaaXm0Hez8\/y6hxIehzbnDmdyANZF1ttjG42HAPWQe\/+MxhsmN+w4A6xMPBsvP+Tqz19XAXz6ZvvnvHkscgPwdubnXvJto1d8JFJ9TLvHzZyd+3nmHIA7IvZieOSBDSFAffHnrp\/9rm8WXpsspKP29+wLVgyAV8\/lAYTu+nQD0Tk4818yZwCsjdxrD\/jRh0OA+tx\/qfYLPPOd8G0PJJ47i5Vr08c59J3oWsUEnmgeU5KWArsgxlOpKUMqFZdEwWmzUltL4m9vazZVlC7oIF9DAsgCrbns8mAmpwIYWV9+XRUMBAHM5Fw70TfcEAByMzMAAqHKNH7m3asw02mr0HULAKjvek\/gr4yfugqnXB1YEPJXbO7\/eAjA7FW3S9GZt9+BmU7bAlu8EID6drUEXr0ELL4xeOl4dFfK962U71up8K4jGYf0cGGocmqzxQtDMDvhu8WmXQQQGbi1PDbhkwBU7ZfuTZ1oF2dgT+OXLSmvyQPAL1UNwJLQsmo701PoyKfKJzbU6+rqRdc7JkZyviQQ\/NVL0cR23wPbfQ9sDycmM7bbEYF0WY\/6esxcuAQg8q\/LE+nQ0sUA1Au1E\/jM07sSF4DbN6Vvr3zxknoBwKqIw0v1OfOmCmDdYPmnXHFTEMDZN2tNFHBTZEsqq6QiNXPyw7HwxJvAYPpvBr3GljujAlj\/F+WxBVYGAeTOuMbWaMPMjqQKYH18rHKSzZkLbwOI\/Ouby54PLb0BgHqhdgKf+eudiQvAp7+Y\/nQLNnNzLq8CuOvT5Z99+dIggHN5LzM\/WOjD3ftCljR+5lwe6Issz48\/8nXfp4Z9nxr2Rb8erVLbry53VgVw79rygFf+cRDAmbO1Al4RefSZ7PFnIp6mNSSi+YgJPNG8pcmymWALUmoqFReF4hzXgiBK8VRKEio2rXxCjKfsbUUpnkrFxZYHfPny5SsWTe4tBBSAsZZE5pWamwEQciiIB0NBADMzLpdmDTfEzGR09S2JGWBk61hFa71C3kiCXR7fqfMZAMsC6arppWdGFb2RBFufwe7S8eje48WkXb30VnRXKlrvRGbOLs6ch3MirSfe5y96PGgA1Je\/H958WAUiG9eVbnwIt0bMEfXGdHfaq+P6RHd3rhurNhG9UUUPfaLilU8sCsEc5e5In8Hu4kvRPS8Vk3b1Yi6a2B6t3jEeMDvPV6\/eX5r5JYDFoU9WvPLJG0IAfnmpxnF7ZW\/0FWDp3VnHWvqFSzMAlt4QBNRX9oa3fMt337d8933Lt2XvuKfafpF69k0AoRWVE87fFFoB4M2ZKl2YVzyUvfKT9JZBD7cEp6NfmQZuSngo1Jdiy50FEApU3htYEQoAODvjMgqnwYa55PghAOvSz66rfPHtmTyAG0KVE7n33RACkH+7xhf68x9Gfw4svSf7f5XfAmhkM1dGeXy5Q5yh5ahv\/rlzx6LRryfOAXdFx0oJvL6HfOIRy3R35\/KZR77ue+RYIwGf+UcAoZV\/XPHKH4dWAvjHmSojHlZ+M\/vez9KPrq3vpnTxv6qXL1frRENEvYIJPNF8pchmWV2QtkiOWYHlhdLW5W1TcdGhsSDG25DCUx0ObvR9+KO+1RszMwg9ti8rD7fvrfTy+4LE6rJK\/oKgH8DVxKnyuy3G2Ph2uFRcc+6erD533cP3JVYtBJDZu3\/cSOUWBhcDeCfxQnlXeWNsfPtlnvyyb\/DL4SdfVbEk8ej29J3WF5eM7d6evnMJtMPRzV\/2DX7Zt\/n7CQ2hO7+WfbS87N8yvyquOTecNWan+2pizSIAmT01ZphXn38pA2DNZ8a8riTXgNPRp08DixP\/Z+W6cTYHn94Vfvq0WhyAfeF04uldYbdh8x2T+UosA4S2pDyuG9cRevk9NBpvR0\/s16N\/\/TpwQ+Ib1XvFe9ys7V78ju9Tw77odzLnEHrgm9mdd1heyxeXpkunjbnusg\/cEQLw4nfCzzRahyciahgTeKJ5SjlqltBFyTl9BwBBkow0XFNKPeZLbQXRKXuvvd+GLFq06HqLlu67O+TUOntzVmmo5mZCQaPbvPpXGzdI2+vPTN\/9jad4zl\/OALhu0UjF0vGR1ctCAM7nwv9wxXz7q5l\/OBE9X8\/+K7kvFKfqy8Ktuie7yVzRffHCMX12OsvgeWP0++kj4b1vmYG9k9m736jSe1uIzpneJb6GizPnl4SEJSEAuJh48j9F99lTZO3VzPnypFk9\/9pMkzNDui8UZ\/SuXzOc\/WrAOG5LFo199avpNagxeP7EZPj5y8CixNrKTtb1uPB2leOmT18fGt405rbA+C\/fVgFceCHxyqXQ7Zuy+81Z6G9fDECd3FvXLPTVvKl6mwa8Gn2W+xUPHdhS38LytZxRq09EX1\/Dw5lDAFZGvK0wX6H6F\/rXP8wAocgXXb\/QejZrSl71UIFXz+VDy41u8+oz39nwSLp0Oj13YQYA7kinv2muD99XTPKrjbFv0NlGv2V3xf+qLlpUpRMNEfUMJvBE85OmmXUBQajsWmjRZ\/aNL7WwtK2Sv9d6lSo5DVNvtGFo28nsqZPZU+8XTu1LBKEe3B6WJuvc7XUf9xDP1fFTV+A8+h24TtDntFPP58I\/ftn345d9Pz4RPX\/VSOw97d\/J4oVuDUN\/fl\/h27HCpvLB8\/pwevWUma4vvu3A3QsBqKePhL+lD5XfHz39jpHYu++\/tspJ6RwsGdu9Pbt7e3b6B9lH14VwMbNva\/Rl80XtcHjz4YxectdXm5vWC\/Kvel4K3u1tF7ket7VfLTyztfDV8iRcH05vzI1X6cRkeE9OX1Wu2fL70htcp1qc3KV3nj8wXDmmolxo+OHsQ6vMn+LiyEMPp29HfbPQV3dTqMmhxWefDuud53\/wUKuLyitDDd5EcWio7khm4DL63ZMqX2hmp94r\/kDkhio78LhZs2yj2d2EHngqm34qm54spL+ZWA71xQPhYvf45dHsa5OF175Z3k9BH3V\/7tjBFi8Rv6LRb5mIrhlM4Inmp3xx4TdNtiz\/Xqk0f12xSaltn1A1Q69xb2Ae8\/l8H\/6o7VF38tw6weGxU\/siAA5ur7HUfCPevZJ5F8D1EZfR76HVa7J\/usxcQw6h665PD93ZoqHy9TAHzxePQOjP78tuKq4hh9DiG9MPx9JepypvmdCd6\/SO8foicyitNrc9++itZoa3JGJ0s7+Y2Peq267aQh8871S6V5\/f49uTU7EokdAL9e1hrBtXq\/O8PpAeiyO3lyf5xpT1ZWPsX9nr8\/muX257eF37rRnGunFVO89PR30+34KFtsf9h9sfm9WZg4fOAIisdxj93hxjQbhaveI9blb08x\/6fMYEcsVHQ0PQa1h+x1j6mxEAL6arriGP4hh7lwr\/89F\/\/glf2YNrvxFRS3yo0wEQUQ\/rEwT0wHrwcyYUCAI5dWYGKKuhzKgzAIJu67013NAUDAWRqcjBFgT9wLtX1VmgrPf77G9UAP4FtS+d9S3LF6KzR79MSC+z3+o5X33\/C4OLgUv6fPL2V\/Qh7no23gB7aT206rb0qttsG5yuuf8lwWWAdlE9D5TdvtKnr9OnsqvLsiUhwEwvjUnyIneWV7QjG9eFXj6snr+ouq6bsCj4CeDiZfVXQFlrfYi7no03oKJ0n9mzJ3riMrAokfBYe18c\/CRw4ZL6S6CsO7Te+\/2Tix1jMxafw6XElm8lyl678EL4vheAVen9xaXjFgfd+lpfeHvG03oToRU3AW+qZ98Eyvq3v6meBXBTsJlR68YadVAnPuubKHvtzYS4PAFE\/iblGltgBXBGzZ0FyroB6N2qVwRdarP1N9SfL192zuqGYB9w4W01X\/GF6tPX6VPZVTAWn8PbiW98PVH22oUj4egR4OZ0+otBb5t5GJ0fWt4H5NVzeaDshrKeWjssC1dLX2g5Ml7r6p4q\/FahlX8MnFXP\/CNQ9lP7R\/UMgD8Ocnp5IqqOFXgioroVCoUP3rc99DnkgoEQzDXhrPR14PQ14Rx5a6g+fkt91f7gdQtgLiZnpS8gpy8mV52+lruXLetqFbxhIYCZS+XLxelD3EM3uK3x\/s74rpTvW04TznvL\/PUV4N33DwBBYQnMxeRssWm\/hLmYnJOL45u\/7Bv8cqmrfBsElyyC03rs+hB3fTE5J5fHE9t9DzhNOO+Q+V\/O7NkePXEZSwLpZ+roOR9cuhjmYnK22C5cgrmYXOOWroosBXBppnKsu36DoKxH9+2bCoXClXO2h76c28qbQjAXk7PSF5DTF5Nrr8F0oVC4+o7toc8DH1gZgrkmnJW+Dpy+Jpyjehse+vtM9R0CCC69AeZiclb6AnL6YnJz59NfLBQKr03aHvpUc8v7QgDOXSj\/7PrY9eV9rj39n\/m6lzK++2bVbxCsTb\/3q0LZ40drASCwIgQg94\/lAZ\/5xxkAK1e0\/xdIRD2OCTzRfCfGp7xJ1T8nXamzPQEAgsORIDCzffyg7enM49tVIDQy7JpdemsY0hP5g4cyZc0Pbk84FupDyxaFiovAlRizykeW1UzLjYXo3LZUT53w\/fjl8Cn7DYJ3tfHz1VoBCK26MQSoLxy3B\/bW+AvvAAsjq9wSbH16eSMPt3hn\/IW3YFlYXv3pft+3UuGf2m8QXDo+fhpV9w8AoTtvDQHqvsP22F4d33fRsXJuWhJcBgCZo+V94I3O80bpXt\/sYubl8hsE9s1cYlsTCBWnhS\/JjT9\/ueoyb4uCnwCAzGtl02NdHn8+B\/vC8pk9e6IngCWfySbqWxA+dPvqEKBOvmCP7fT45CXHru9Gq+GHC8aMdJbHxN0hAEvvzu7\/dsEovy8OfhKOY90z\/89pAKHbV3kovwPAisHICuDs0+P2TuuZiadVILTOyxJxVXb+ULbsrsGVc4UrP0msAHBTQjlXuHIuXaXTemBdJFBc3c0Smz5d\/Pp1rrHV2dBYdq7KDgGEPn1zCFAzR+xf6OvjmbeBGyKfdk7gQ5FHCumnyh\/fvScEYOk92fRThfQXI54382L5pyPLgXMHxl+0f\/ZnDqhA6K5Pu31GY+W5F39efjp9MZ2wZOZum6nPpDNwWn++ppX\/NrISOLNr\/Dl7wE\/uUoHQvf+2s\/PxE1EPYAJPND+VRq\/Xn2R7blua7Y4MgZGRAICMdEv0oJ4r5TKP3xI9CCAQGa4yN5G3hiNbE0EAk9HVG4sd5tWDG\/Xp60KPba24lLzu+sh1AK5Ep3KZdwEA714Zn8q5zSpf4ar6LoAFQZct9Rq7eioXPW\/k8Op5LTx1XgVCqwNjVfa\/+MbIYgBvRXcdMZZzv\/TW+K4jGQCLbxxxL9Y6TC9\/6a3orv2JS8Di28bMIe6hxQsBqC8ciZrz0qunj4d3HVeB0N33jFUvBpfWaf9++Trtwq0j7re5jMXeX\/5++MlXix3mM0\/q09ctSWw0loiLDNwKQN23tfpmzpYEIksA5KKJSWM594u58cRkBsCSwIh7tTyy9jMhGJPSGW96MRdN7ElcBJZ8Zswc4q4+X8zeP1N3GmEUyU9Ht+zN6HXyC6fHt+zNAFi6eqTpacaNse6v7A0\/\/VNj\/7iUeXpX9BVUuUHg4KaRdTcByHzls9HDbwIA3sxMfDZ6GMBNkXWtnTe+XitH1q8EkLn\/jughfTb8M5kdd0RrTxdfX8OZ3BkAwUD1vtpLb44sBfB69Bs\/NL\/Q18e\/8cMMgKU3N\/+FtkzfyF19ADKPfD1qrNOezzzz9eiLAPoid7lP1HJXNLEcwLFo9DvFDvPqi9\/Rp68LPRCNuG6Wzzzy9fAzeaAv8cAdlTuuZcXIvSsAZL7wZ9HnzgIAzmae\/LPocwBWRO7t4oUHiahL+AqFQqdjIKI2UJJDSX0xOEFK1Vlc1+SYMbdd9bal9xDjU5Zl4d2er8Hnqzgj+Xz1xF115wCAlp3vCoX\/9T9dXsplJD3xtonI76dHStuMr74lMYPQYyez2wL1NAQwGf3wxvKSERAaMZeC\/9A\/A77wmdIr716J6hm7zfXpzwdK6f67eta9IDG0xpZ1689ftyw75DQFPQAg8w8nitl7iVuTH72EXf\/e+P+X3oruOlIR2I3pb99TCuySnnUvTDx8XzHrVn+6P\/xCed974Mb0w\/dELElcZu\/+YvZesvi27MO3OQT28H\/Ef\/3b0j+1V6N6xm5za3r6a6XYtMPhzYdVLEns3j5W\/Bt5+fu+JytnoSvOUWd+hH1bw\/sc1l4Pbdye3ViRhf+bL+E\/byv982IuqmfsNoH0M5aC+cWXwomXVPsIdvX5PeHnK5eLC6QTwxFjm1z0gco9W6wZLp\/H\/t89DnlX6Z8XTkf1jN3GOogduPDT8JYXVCxOTDzsuniYvs3Su7MT9pntXtkbfvp0xYT5xbno7aSH\/\/t\/c9n\/m5mv6Bm7TeRvrOXxN8fFzybOIrTlJ1nn1eCmo9fHMhhMX0nVqsHqu7opofzEmNnuX\/4r\/PZ\/uGx8JnO\/nnjbY3v2nXRpvPqZ8TV3JHIIjR7Ljq6sp6G1+crEiWPlU9B\/7F8AmadL\/77welTP2G3so9MvHAl\/44iKGxLffcT9Cz0S\/sYRdek92e\/WmNmu2maRh05UfDxDPvOInrHbG+ycTN9V2mY8+vXEOYQeeCr7QDGrPxb91HccTqd32ZeCP5cORw9ULtQQ2flUWr9BsGY9fl0+1KCqs5kv6Bm7fYc\/+lX63tI247f9WeIMQo\/+LPuoY1b\/fPSfP5DB2vR7z1T7Bf6RpauEz+cDwCt\/ol7HCjzRPCUOmImzJsuK+3ZK0pyPPlncqrQ+XLW21fd77QpE5JPpxyy95YPDiVNlSXgzDYfTH5xMjwSKm4WCwwn5pJG9O7ju+vRQIGHpzR5atixrzd6r0Gewqyryp2uyf3p9qJj2X7cg8qdrCu4Jf8niG9MP35Ow9GYPrbota83eXYT+\/L7Cw\/dEFhcbLgytuif7bVv2DiCy6b7sphtDxScXL4xsuq\/gmL1XEm5N7\/5awtJbPnTnuqw1e3dz59cKu78WEYoNl4TuXJfebcveoSfqts0QEm5N7\/6BQ\/ZeaUkgnRhOWHrLh9Z8JvtM7e7uobVfLSSGI0uKDReF1gxnnylm78CJmWrZuxdLV6UnNiUsxfDQ7Xdnrdl7k27flJ3YlLi9NB9eaOmq9IRT9l7dTZG\/+Ul6i6W3\/IrBhFK1c\/vcWRl59lh61NK5PbAucaIyCW+mofeVxpfenP7uFxOW3vKhT9+T9dy5fe70RXY+lX7gjtJnX35HIm3N3t3ckX7tqfRdfaUf1PI7EjufsmXv0FeSK98snZ5MVynv17Ai8qOfpR9dWwp45drEcWv2TkTkjhV4onmrVAcHxHgq7rBoe6nUXlZrt7zgUoVXkrFkaQL67q\/At1iVCnynlVfgu4q1At9VyirwXaWsAt9VyirwXaVKBb7TqlXgO6q8At9VqlTgO63uCvwcYgWeaP5hBZ5o3hLjpdxZScZiSVkpDWnXNEVOlpJ0iJItRxekLcV\/a7Le1tI0GRtKcvk4IiIiIqI5xXXgieYxMZ6Sikm6pshJRXbcTpBSFXVyQUrFNbOQ7txWkKQ+dqMnIiIiIpojrMATzWuClHLsO2\/ZQnSdp06MV1laThDjDaw7R0REREREjWIFnmi+E8R4akpTZPmokrf0oRcEoU+UJKlqdg9BSk2JmqLIslJsKwii2ZDVdyIiIiKiOcMEnuiaIIhSXJQabCuIgktjMT415f1pIiIiIiJqArvQExEREREREfUAJvBEREREREREPYAJPBEREREREVEPYAJPRERERERE1AOYwBMRERERERH1ACbwRERERERERD2ACTwRERERERFRD2ACT0RERERERNQDmMATERERERER9QAm8EREREREREQ9wFcoFDodAxERAPh8PCMRERG1hc\/nA8D\/zhL1OlbgiWj+u3LlypUrVzodhTPG1oCuDQyMrVGMrTFdG1vXBgbGRkQ9jgk8ERERERERUQ9gAk9ERERERETUAz7U6QCIiEr0EXotd\/ny5fbtvEmMrQFdGxgYW6MYW2O6NrauDQyMjYh6HKeMIqJuwUsWIiKituKVP1GvYwJPRERERERE1AM4Bp6IiIiIiIioBzCBJyIiIiIiIuoBTOCJiIiIiIiIegATeCIiIiIiIqIewASeiIiIiIiIqAcwgSciIiIiIiLqAUzgiYiIiIiIiHoAE3giIiIiIiKiHsAEnoiIiIiIiKgHMIEnIiIiIiIi6gFM4ImIiIiIiIh6ABN4IiIiIiIioh7ABJ6IiIioFk1JJpVOB0FERNc6JvBEREREVSnJWCypMIUnIqJOYwJPRERE5E5JDiUVTf+\/sqx1OBoiIrqmMYEnomuBpii86iai+mlyrFh2F6RUShI6Gg4REV3jmMAT0bynKclYMhmLsXJGRHWy3PwT48zeiYio05jAE9E8pySN+pkmM4cnorqU8ndBksTOxkJERMQEnojmPVGK87KbiJpUNg6Hw3KIiKgjmMAT0XwniPFUXOTwVSInmixzYnV3giiaJw1NnjC78GhyjMNy5hdNScZiQ134jXZtYETUMb5CodDpGIiI5pqmaYLAZJ6udZoci8ngra2qbINvBCkuQU4a\/+ZdwXlBKw60AsT4VPf02erawIioo1iBJ6JrjibHYjEWz+haZyammpbvdChdTZBScUsZPsnsfX7R5IlkqRNKF60T2LWBEVGHMYEnovlHU5JDQ0nnfsHFahrntKNrXF7Tyv4PuRDjlhweQHdm75ocG4q5nPg6rXtjs05mIEjx7vlauzYwIuq0D3U6ACKi1ip2OkwOJR36HAqiJMrGdaQmx2LonssiTVMU5aieSwkDA6IodkdgmiLLR5W8XqXtE8UBUeqSyBhbU\/oEAYoGowTfVaF1IVESBaV0p0NTFE3qpmE4xf4UyVhSn\/Wje3RzbCVd20e9awMjog7hGHgimmfslXXHSx\/rwMKuKKVpSnIi6TCntSBKktTJrE+TkxOy02TbghjfEu9sOsrYmqYkjY4qXfA3AADQNEWekM00WRBEqVuOlmOHnW45bDolGSueRMyZO7tFZ2LTFAVVboNqciwm98VTA0djSWWu0+RqsXU0MCLqAX+YSCQ6HQMRUQv5+wdFKNPZWQBAXpE1QRqwXyf5hQFR0KYVvTY6m51WIA72++c8VACApiRHR2Uj3DKz+awyrWhCeECY++g0JblpdDrvGBhm88q03LnDxthaI2\/8ocz6+8v\/SOacpiRHR\/dM52eLR262e46Wsnt0Og8AghTf7M8r+tfb4VNHiaYoWUXT4PfljcjyiqIJg53+ToHOxaYpyVhSntYE0fHsad6RySvTeZ8wOzsrDEhz9k1Wi62jgRFRb2ACT0TzTw\/l8EpyU1IxMhZBlDbft1mSBvv7\/chnzRRwNq90IDolucnspCCI0ub4ZmlwsCwwzGanO5IlMLYW8b\/3hqz\/CfiEDueh1j8Eu67IkoUBUdCy+YEdKalfGBgUNKVLcnhNTo6OTsiKomSz+bz1tlHnc\/hOxlb8O8wrznmy3z9r\/ididnYWwOx7\/jn6HqvH1sHAiKhXMIEnonmpJ3J4TY6NTusRivHU9zZ\/rl8Q\/H6\/XxD6BwYlUdCyRpaA2ex05Qdoa2QTe7KzAAQptTf+uX7B73cJzPHQMrYujM1Rd5TgLX8I+m2szw0MCNZ7WF2Qw\/uFgcFiBN2Rw1f09RAEYXa2O3L4TscmCNbTv1MOb\/9PBIDZ7Ozc\/EXWiK1zgRFRr2ACT0TzVdfn8JZuuaknBiuuz\/zIT5vRC1LqicG5SxC06T1ydhYQpB3xgYq39QsDg5bDhrwyl4eNsTUUmRwb3TP9xhuzPp8f8PuNN+2OErz1D2Fv\/HP9giAYtzxKf7\/dkMPbdDyHt\/X1iO\/4nt7ZQ580w3anqAM5fBfEVn7695LD55W5ualWM7ZOBUZEPYIJPBHNY92cw1uKtU7ZnmXSrLmfKis7vVvJA+LmJz7n8r5+YUASNLl42OauRMTY6qb\/lmZnZ\/P5rKJMT0\/LsiwrivbGrE+YNcZz+\/sHO5UdK\/KEkgcgxvdu7re94u8f7IqBLi46mcMryZisHxYxnnpCsr2tX7Dd\/JjzHL5bYmsgh5+zm2r15vBzeyeSiLoc14EnovlM0yBYp3EvTrttZZ8Vea7WhzfX3hYcpiJ2yd41Oea6vn1LaHJsaMjzpxfjpfsKSrLdSzwztsa4\/Z41TVHkZHFqcE2OxWKxZDIpK4qizeW68JpmVN8lp5m2O\/PH6Zltffg5jE45qpgBuEzTL0ip0tzl9nU3rqHY7Dc\/rXPhu20zd19izdg6FRgRdT1W4IloXtKU5GhsYvf09LSiZG0zgre9Dq9pWrGLcrUA\/06vrlSUPp2zd02ObZpQZoF8vk2VGPN9Z7PmcRAGapSH\/f3hYpEojzYWkxlbw\/z9g5IoCv39AuD3+Xy2gcg2s7Oz+Xw+qxSL9LKiaG+8kff53oOl232raHJs0+gbgnjdG7KShzC4WXL5Vc99JxlNU3aPTkzs3m0eBX+VdSA6UYc3Oy1AvC9e5cdj7e4xZ3X4bout\/jr83HWmqLMO33V9UIioQ5jAE9G8oynJTaOyyzpeQLtz+OzuTRNKzavR2ey0UwLv2nO+NFq5XfON+f3+0vhsAJ7GRfv7\/eZVeDszUcbWFL9fEIT+gYEBYyCyJIpif79fgP+9ahk9yjL6FiYPFWtlVe\/CP4c5fCOr2c11Dl+8+1d7hTFhwDJiYy5y+G6MjTk8Ec0v7EJPRPOMpUOmIMZTU6ZUytqfs3196ZWjipdeoYLQZ7yNUuw4WXXce59g\/jPfpg7O9o9vD82dOGA2aVdcAGNrMUEQRFGS4vFUakvxZyZK8bgkiaLg1u25hTMxCGKxw7zeX9\/oSF+txVz0pXfuZO3hHTvTeotrvgAAIABJREFUl77mUYPekb3UYO760ndXbOxLT0TzCBN4IppXSmOKxbg9ZRcEMZ6asjzlIYdvgHnZarsa1eRYxRDpYkKuybKC2rPWFTP+dir7+Jo8UftKsc854Ws5xtYWpd9VHn1GUm\/e8YpLoigIQjvmUaz4Q1Pkmoes3Tm8Jpf+ZAVRisfj8bhlAo16c\/j2JcqW78zLzZ\/SvSJAPzO1Mf\/r3tiYwxPRfMEEnojmk5rzJwliPGWdQqxKDt9Y0mKZk07P4TXjYqv8msuyoZKMJeuYc769mV95luQhFTW0PyNlbG1QupNkL5kKgihK8XgqlZqaassqCBV3PTykvI0f5dqKtxAEKTWVikuiKIqiFE9Nec+cSjm8IDV3I7C6Ytpr3P2rofwX1tb8r5tjYw5PRPMCE3gimkdK+ftAlYtn24WQWw7fcNJi27umWDPzLbY9Wqfd1pRa2XvparjqZ2sJW5akyW6dio3Xzf7ic9JFgLF5oGmKLCd1cs3u\/HWWTFuqLIf3VH8ttWltvwDz5GFdJMB4RynlvfIvxlNxqe0LP5ZOAl7WMTC+WFFq172PnomNOTwRzQecxI6I5o\/i\/Ek15wH39w+W5k9ynNOuGWVL+AJuveItkzgBTgthFym7R6eN1bbim1s1g5GmyLsn9vzd9PT09PQb\/rAglCYat80allfcJ04qBlZl8XPGNlex6YsvyNNKNpvXZRVlWpYVDX6h320i9bzxW23X9IhGbJoyPS1PTyuKouR9Pr+gh9PI\/HR+YUAUhMHNgy39Uv9uOjvr9vdVV5RCf8vmGNM0ZXq3PK3o8j7Bb\/zYBKG0jkGtJcLN86LwuXhcKi3Bns02NxtaT8YGNDKnXfUpFlsWmJfY2hUYEfUSX6FQ6HQMREStUapIiPGp2h1Y7cV3T00aCgaoMra+YrMtFX3\/LcPpW1Zz1JTkREXpyWE2Nuu0UoIU32IdEtyWwBhbS0MrC7PyxwVY\/hBaP9S9amSCKEmSfmTKj1i7K9iW4ORYTO6LpwaOxpJKjXeeyyhdv05BEKUtcVGwnzqqTN5hfr3mGc7SrsGTXm\/HZm5oO\/PaJjCAbRu05nv2HJiX2FoZGBH1HibwRDSPlFLyBjL4VubwTp0bXS9jK7pKCqJkVEI17agiF19zvsisPziXK0nHj18xNbQgiH19QD6vaDWufhnb3MVm+y0LoiQNiH19yOeVo7JsDdk56WxjBu\/9tkIncnjrzJGCoGlazbedkyhrHjTzqNnPYBV3imx7svxM6zxPzr\/YzO095PAtUW9gcxkbEfUgdqEnonlE8BUX18576IJZ2lyXVxz6UjYkOz2t5GcBQYoPvqcY3ULdVjoWBsp63M\/ms0YXy2y2uJx9qy7hlOSmpKLvVBDEwc3xzVK\/fzb\/nrD5CadUxN53GMba4PnSMtmCGN\/RuiyUsTVCk2Oj0\/qOxXjqe5s\/1y8Ifr\/fLwj9A4OSKGhZY41yzGannYaLtKsTveWgQRClzfdtlqTB\/n4\/8sUf9qw50ECYu7Xei\/x+v\/mOs7OeDsAcrEhvO2iCOLj5vs8NDAwIyL9X+vUYR23z5kHLmWM2q0zLioZZ33vv5fN5RZ7Ys8d8UYx\/r\/QzLZ34ao01mqexGd+Yl770LVB\/YHMXGxH1JFbgiWhesZR9PFTH9K0FKS4qSbl29a2+SOSkJsYlAV67k7pXaVz7PtfN1kO1jhsCZfVkvZosCAOi1LqyEGNrVK0Ceq0VCttUgq9+0Mp+7sU+1HNehy\/\/jry8ZfuirP5daYo8kbR07RGkVEpC7fJu+Z6K33ddVe55Ftvc1OGbCKztsRFRr2IFnojmFcv8SS7FRgtjAqVZ\/8ATT0iCKLVyTiwI\/QNGNcVWS3Gtw8MvDAxKkihgFu\/5fH6\/3+8Phwfvi2+OS59rTeVFk0cn9EqQIKWecP20mqbPgQYU51cqqyfPzvoG4k9IrSwIMbbGo5vYk50FIEg74gMVe66dvQPFErwwuFlqVTnZMu+i00HzIz9t1hcFKfXEoPHHMud1+PLvqOZpwyHKJqdcK7L90hy+K7\/QPyhZCrOz2WlN2CxJg6KA2VKvBitBjO8oP\/zF2T6FAclz3PMuNvNLbmetu6nA2hwbEfUuJvBE1ItcZrQG4O8PWy94FE0Iu13waNN75OyscaUotPWqyGMOD8Av9A8MDBoGBvrtcxQ3xfy8rrPda5qyW5\/EXFEURZmelhUNYeM+RHszK8bWsOz0biUP5+TbJXvX5Nim0TcsiYL\/vTdkxdfKcncTtxU6nsPXnDrd3qZ1BfjiL835oJnvXJbUaYI00C\/0DwxKkigKfj\/8fkEQBGFg4L7NT8QdbheVbq3Ucb9mfsYmOL3kE1o253yzgbUxNiLqYUzgiai31F4oy7ZEnD60UAhXLKGlKcnY7izQ2qojNE3zO6fc3nP4NinloffFK95YU5KjE3vk6bI62Wzemj61L7NibE5vrCQ3xZRa1eBixbJiRSnnJFmTY5smlNnyaSJ8LV6VrbnbCvYjNheLeLV9NTtNUWZr3CUspXu1Tkn2ZTBLX6TfL\/T3Dxj6ndcNVJIxWW9YXMGwm2PzoPnYUDo\/+1s5HqIVgbUpNiLqZX\/Q6QCIiDzTlGQs5jKiUlPk0ov2ceaanIzFYklZ0QzGpgAAQdrSiksiTUnGYkNDQzH9f13GsttGXpZNU67ZpwufO5qSjA3FkpbJ0ctel2XLCGHboXWabJ+xtSQ28+dRvlKC5+jcStyC0GduopUmcBTE1o6tte7bS2CaHBuKyRqgyOaLxhFrUX1bU5KxoaFYLCkrRXIyFhsqnVEa+f14PG6akowlyxebqJA3f0p9Qu2divFirJri9cyhWX5O5g66OTZvWhWbIKVSLc2QW3jQWh4bEfUyJvBE1Cusq60JohSPp1KpVDxunQ5MU5LGVbcgxqes8\/0YWbsuWUyVW5K+a3J5IqcpydiQ85q\/ZTm8sZWmJGOy7H57ohWKmZuSNN5FU2QjB7VuJsZTqampqVS8GGcxqSpu0Oo8mbFVKGXA1XP4YniWq\/6q495LyUTe7d5D29R3W0EQ41NTLUhaqt34g2Z9tT33gIq36ioWjHTh7YsRpWLfBbcsWZON851+u2IoZpnhU\/+c3Rxb3ZqPzUOi3YiWHLQ2xUZEPYgJPBH1BE2OlaozqalUXBJFQRAEUZTiqSnr3LylLcV4KhV3n+5bEOPNlzQ0JTnkcpFfvJlQ\/r62zEVJGiV7Y3dH3SqXzRMHzMti\/U2HLHcyAP2uiH4sBf1fxZsb5fXU1uc5jK1M+a\/EPYcvJuRGyb\/WrHWlXLmNuui2gu3GnyBK8Xg8Ho9LojUfKt35a0cOX0rMPObJ7v0XbKp\/k0anBr3HUTJpuWtpPfF1c2x1a0ls7dC1gRFRb2ICT0S9oNSxVnJaSEfoKz1lq98YuVUx3xeKSb896280rFIveEEQ46lUyn7LwO3y361bcOO1J0\/cO6YKouRwt6Pa9WRZnuO5oyxj8xybxxze0otbScaSXuacN3jp2NuoLrmtYLnxJ0jmmUAUi6cASxylCFuew1fcs3POky13imRP71j1C3Ts3S+I8ZT9xNfNsXnU2thaqGsDI6Iex0nsiKj7NbtQlt82tXur5nbX5NjodHEZrFT8c4Lf7\/f7hf6BQfu6QI7TYfn7B0Vo2dLqSoIo7Xii3WMchQFR0LKKZco1QRA37\/je5s85TSpVY0Wn4rxfrRmmzNgqlc9PLTutcObv91smbSz9Ip13XfxjcpyUr2X8\/lkz7ryiaIo8XeO2Ql4xPkP4c5tbFVbji3i1fE5ET+uBCT7zi\/S2Mp05U6DzMfP3D0qiKPhn8Z5PCIcHXFek7ObYPGltbC3UtYERUW\/zFQqFTsdARFSdWXx0ugp3n9E6JvfFp9pW0C69rxivLBuVV+1c0xZNUZSjGgZEUWxZ8UXTFEU+ar67MCBV7lvTlHy+r69PqPamxQ9RNdHUNK3qXhhb07HZf02i06\/aXp933KRsw9Ytfuamss9AtdsKpT+nlv3RevsiUHaALQHYJ5pswREr\/yYrzhxukVTfW0u+y26Oraauja1rAyOiXsYKPBF1vRYtlNVSxeWKxfj3pIq1wYuvmlxLeH5B6B\/ob9Vq76U19vJFWWV6WlYUzR+2FNX8fkEQXNa7Mz9DcpO+zF6NFZ2q74WxNRsbPNXhhQHLFsgriiaEK4qompLcVFx8ocq61C0iDJRWxgIAMb53c8Wfiq60+rcU39yqv9gWrHzW6tXsata6\/f1h6+vV1posdS+oZ8m13oytpq6NrWsDI6JexgSeiLrebHbaKYF37Tnvf+8Ns9+iv7\/GKtoNUuQJfZVrp3yjuJixGE8N5Gv1pW8VTUmOjsrZWccXZ2fzyrRjUqe3LVu93pLpQYx\/r\/niHmNrLkZt1if4kTcHXDjl8P7+QUFTzF7+s3llWpYVDX7fe\/l8Pq8o8p7RPeZdJTG+o+k0WVPk3fKev\/u76enp6ek3Zmd9\/srRBJ29rVBXf2TL3YbZ9\/ylv1Mzh\/e1qiZaK0+23UyYzSuyAiFccWg1JRkz7hO18J5HN8dW6\/fWsdi6NjAimr\/YhZ6Iup9Dt9+q494t01G1pytiMSCHPpHlr9l7prarb6S1u7IgiKKe3WlHZcW+TrnT++ttBVESBwRB044qpTnWWxIuY2uYpiQnXCcGd+qQ62HGNachH3VGJScnZKeoBDG+pWLfFfOiCaJk3HywH7TmAyt\/4\/pGC7T9tOH4XoDDJ6\/4GgVRkiSxDwDyimz5dbZwxEHXxub99zbHsXVtYEQ0zzGBJ6LuZ7n6EeNTcbHmrHXtHujrun\/HHKDs4s0xy2lK9eOhKfJE0vr+9k2qzG7eijgZW8PR2QZgO3O82nfP+lsQWu2onA7lXNxWqFD6hjwmRXM4PwBq58nV7t24NZp\/sdX9e5ur2Lo2MCK6BrALPRF1v47PaK0pydGJienZYs\/avBGPrbetbdJrS19g6yzhMHo3Kxr8gtMM5g0E1\/BU2wCg5RXb7Oo6QYzveKL6uGHG1sbYAEtnfEGM7\/hefLMkSZIkiaIwW3pjx\/HwfmFgUJJEAbN4z+fz+\/1+fzg82Nw8305RSZvjm6XBwcH+fkvvfn2sSNlIX3\/\/oFQ+jX+JIMZ3fK8lB61sv8UpwL1OhmH+WbdgtHttNfqr+4WBQfdjBkGUdnyvbT2tuyW2Bn5vcxNb1wZGRNcEVuCJqCd0bkZra6WluD\/zLawlzSoFv8oKZOtqfE1PtQ37\/OuOs68ztjmNzfZbcqrJ2at5c9XrtuohKy8wOgelKbJ8VMnrd7P6+sRWHrRKlrOGlz+4aiNj2qXm3O9lxwzoE8UBUZqLOm2nY2vy99a+2Lo2MCK6RjCBJ6Ie0ZmFssq7vxd3qSRjRwcs\/ZGr9tc19iJIKQmyLOfF1vXQrWvloToTGsbWmdi8ZZJ1LVDVCsW7Vu63zlq97FodwSlmH5c+sZQL9cQiXh7y5I7pZGxd+3vr2sCI6FrxB50OgIjIGzFuH4EccxpPqJVSLUHa0vxFk6aU3kSQ4pbrsLJrWeVosUjvkCTk9RmK+gRBlOKpqVZezeXNyY\/6PBQyLcFZP1m7MLbGlH5MA1USTlta4Doiv4WMQyZKrj9fwZYja7Lc7pCg50pDQ0OxpEn\/l2LMRGE5CVQftKzJE+Y8G+4fsC3s+Z3Lma1D2hWblz+j7vy9dXNgRHStYAJPRD1DkKw5s37hHkvKik6Wk7EhS2f3FqTvFmJ8KlWll2P1lMt4tWo61rS85uXKunTROReZqImx1UPT8rU3AmD8RZj\/aFsOr8mxoaFak9AVWW+0Kcn23lXQlGTM5UbeUeMY2g6RpiSHYk7ThmtKsjSdoTT3k4BfWzm8piRjSff9dO3vrWsDI6JrDRN4IuolYrysM6KmyEbhTW7pelSaHBsaSioQ+vQ9Vs+9q6Zc5sVbe\/N3r2mfYHyiOcXY2sbW46PBHF6rcg\/D7C6syTWnxDdZy97FO1ttYMslBVEURbPzvC1rL+u7o+k3+mRF0ylyMhaz3PjrVGfnayaHL3aEcNxP1\/7eujYwIroGMYEnoh4jSKkp9\/xcEOOpqRZk7zFZA5RkTM4LqCd7K79OK17utauwV7otoMieakNeuoy3CGNrSOnX5umq335jqJEcPi\/HXJMSQSz\/3XrosmD5sbcrcbHkUWI8NTWVisfj8bjx\/8p73whSyn7KMNL2WCymp\/LFHXV0Ce5rI4e39jyv3E+3\/t66NzAiugYxgSeiHiQY1+ySKAoGUZTiqWqpfV27L+5EL07W6jZtaaAkY0nZUttr+7jaUv5WGsVbTV2Dv5vE2BpS582F8q4dSrK+5Eo5qlRZ1VooT2s9jSEoxeRtiEK9igfGPq4GsP0x2p6Np6qcHARRav7GXwtcCzl89f105+8NXRwYEV17mMATUc8SRCkeTxnical161FVTBtcaxoia9KgKXKptmfuro2VPcu9AQ\/dO4s9xuekTzhja0i9NxcAAIIUlwQ4pbTVmZ\/MlsNrcqw02rcsdfEUU1tvcxT\/HL3PVKlpjvf9BEGUpHhqKhXvmmnC7SeffFdlfa2Kra4cvvO\/N1PXBkZE1xgm8ERETspz+BrTELlmTULFsP2W6+apthlbQ+q6uWBk4JoGKZWq\/9dm7W+ip1LGEBLrEmL21KWO2wrtSGCKpU\/nYrvD9tZh7rb7fqlUXOq+JbjNk083rj\/WqtjqyeE7\/Huz6trAiOhawgSeiMhF2SVqaaJqZ0Yf3VID4f9v746RFMfB\/o+r3\/fN\/b8AOsFwAnECpqpzTdXkHThuB5NsMlNlYm\/VTLyBNu7AJ2idYDmBfALPBeYfgG3Z2MaAwYb+fsIdwA+0Yf2zpEdK907bHc+cW21T23mVNW8udJ56RZyVciGEPONsq53nzlbrPurj27Xo4kz\/BOoqY19hwsJJk5HLRvUDex3MhNRJMr\/0vjNWbSdk+GnON2cL\/qFnUBiAD+7pz58\/U9cAADPmj0POc0xsr16oEEIqrbVaCCFEZo2xXrOutxs366K25kGdNZuyfZqUSr8e3umpN6STOno9GCyu5r1femY2P4aO16tNtO88Zln5Vf6c5asPes\/eG7v9yYWj6idecweRac43Z+PNQS6XKvK+pHP4IgD4qAjwAHDM\/WT4tuvOhhH22DsLtR07WsuJ1ewtJ6VSxc0FkVljvDYLF5+UjdO8syd7vaiD+wreP1\/pq1IVOuwApwV+3NwJGf7651vPj0EjhU\/+RQDwURHgAWCAu8nwfdefUunXSZt1UduRfd7aTqwB7b5HOB8P5iGI4RleCCGlWiyEyDLrOoPYeE4dVC8+8zl\/bz+4UzK8uOL5Vvt6SqUWQojMWtdx8kz8RQDwQRHgAWCY+8nwQghnjXm32b5zulgotVJzadb1gWur94XTeiWFcO\/GX3nfdmI5a4xpW54vmhN7z1bcJpA6UjYuz\/MTMvw1qurif44DIjwB\/h6cmOFrxjnfajeGaod31oqOjomTfhEAfEwEeAAY7K4yPGancy73oBPLOWu9uwuLhVppNd7eicKa2KlIy0Y5gzP8bvBRypvcjqndCjnyRWQh8r04KcOPfr6dvdRiyi8CgI+IAA8ApyDD41xFQGjNkc0FtROfWGdl+JtWPbBC73Hk9ztw2nr4Ec+38sDDX9U5Udw\/m9nXF8Bj+9+\/\/vpr6hoA4H4Ey7USNt3mQggh8m1qhVovg4mrwpSctbmUR88BZ\/9Nt7mQOnppOWECuVLSpXY3vj75iVU7z\/PMWifXq8NIMmHVwfKT90XMrLFCflo2\/gzOxuHPrRBCdH3u53DW\/DS\/\/v03TdM0\/S\/Pn4LmcUfjTPj1239St3z291ebcM6mP02635ste5KBDBrF1X9gM5s6qVblO7je+ebSX2abCyHk+kUPeEVn42\/ffpXvfmZfXwCPjQAPACeqX2IGyzUXah+Ys3EYm77r9X3OUf\/vP2OzvnwwsxAw+wxf\/yKKfGtTa10eyEDkeb5Nf25+\/Up36V2o6J+X5QjHdCb+9u1Xus2yfC\/bbm1qjHXy02rkqFwMCmd20Gc669ps\/C3cmNRus9LWpqmx1gWN4ibJ8Nv05+4lh\/yg2zj8Zra5EFlWHXxmX18AD4wAD+CRDBwLvVhxiRkwVfJjs\/HX3cTZruv1Kuek2ZPM87w\/H8wsBPRmeGfMdje8O22Gl25rsyLE59nWpmmapqndZvn+v6ooidTl5Tgbf\/2WFodqyDObmjHf92mb5c28tm+7vNtWW57Z9OAOw+0zfGbN8AAvZb4vLt\/m3hSEmX19ATwqAjyAh3F8LHRMwXKtNRdnH5yU1fV665V\/EATFA\/I8F0LkwbJ\/zvFtQoBz9ue3zebnT2OMaRsGLctpZHizi1LOxuHPtIpeE2Z4uVorKbbZNm+JiFLp73+PMnW+vFcjhFT6JXrR6\/V6uQxEti1zc75NO+YpnOjEre5nX9u+CCnV+uXL59VqJUX2u7zBIvLMHpwwt87wWRHJfwfHXylYBm4f+J9k7eFkeADXRxM7AA\/C38CXHkK4HWfjMM56Trlmk+ohZ+c1m2J1bXnfc5S2beL3\/NZw07byctbYd7uPTiM36e9tcdb8QC\/slndiQp5zbd550\/J4Z80m9k6rtofcrKddbQ+5AZ9R796E9LQDcE2MwAN4EEfHQoGrCOSqPhfDORf4vbnqg3Ii36buaOev5kDedrRxPH9EtK5nuLCx3LwkdfJj3Tn8OGQsc0SBXC5X673VannQIO18RYszqb9Hq4NX3U0CqP7CA9eFtx\/pxPQ+59qc+bbZnWrtjw\/kcq3rPUGb34z6ifck6z\/sY55vQVBMixeZPf4FLefct0+8mfSLAODR\/c\/UBQDASIqdpBjuwIScCcPwYLi6sc2ZjbvGs1ufM94p7Uw1MCiVjqIoivzNqntG2qVOktq+1lK1lVVW\/VDfw8ztNqLTne9I1oZtnTG244F9Tk\/vc67NWVsMvr92P77+ajaOm8UVD2g\/7Hjnm1\/l8S+ofd\/XueiY5PGYXwQAs8AUegCPzDknx5pEewXOWWvfnZNypWrZaNyjmDA0i1Nnzs62ttsUdmZtXv5tnTJ8+sRaZ61QY73Ncp1J89j14N5X2e7TFyvVOz195l+8wZwJQyN0ol0Y2wFzq\/3P8dTJ6mfNnJ9pbbXnDHmKtwKq\/eHenuttxxp+vjlnrXkvznVZX2dR+x407rrVXqR83JFP8lG+CABmhQAP4GHtLrJmOv7RXP4phJA6eh09kZ515T3X2m5V2Dm1FRUeiehXWRw7NOQXKak1dLBst+lwOsKA3HvqUuqDp5247n2Gte2VmXzYsaoIf61zr6v3g5BS6df94vrGB9v2++J9U\/iaAJgCa+ABPKbyOmyOfYCdjcM4ba4nzreHrZgvPM5Z6X2mtd2qsHNqKx3tQT1+k+rhmy84+2+6zYXUUVtbdtpnN3k7COw1Oo63PqnqT56J4yuphRDt55uz8dfQdr7ApLUNU27MNqAyIYSU4pQ+8CcavJVdo9tDvrWptS4PZCDyPN+mPze\/fqXb3T+q6J+X5ahlAsAQrIEHcKecjZ+fD9ZLlqTS3qLPzoW9lxZhwr4iup608XuS1yZYjljqWVfes63tRoWdVVtdfeJtS21HH3CKcjCw53X2Z6nbLZaW3WP1o1b2AA7mUJeruvuoVfGU\/er0fh3pPYxtfWuNudR2Ouey4w8SQsrFea9\/nI3DcuhdFr0fIl1bBOJs7E3595vdO2dNHIZhGIaxscXn1j2\/HgCujAAP4B6dfIF7jTBSvOagjmQVa4p9lVSUvL0lSfL25l8vjlLqubNe51rbTQo7rzZnwrAxMfeGGV7pIynCP0uz4++HDF\/XyMnObI5\/Hl1tzVp0nW9V5B2e4W9V21DVzYLy2ztabafwGjdKnbwlSaSVUkopHSXJWxJ576xatq+iJIl0Z386nbxF1+y\/AQB9mEIP4B7lu8nAQgiRWdO15881JwWffXVrzcZmQggV\/ROpopZArtb17ZQuKfXxartBYefVtntKntnUSbWSnRuqXW8uffE6Tx0le3Ot8zwXQuTBsn\/yNHPp607e0S\/fpruT8tPnl75Puvt8q8\/jPuEn7ga1DSefign7w7ZB3KY\/dw8\/UttJzt\/KLpDL9VorKQLx+\/dTEARB8OnT+kv0EunPH\/jrAGAGGIEHcI+aWw\/deBz+gqvb\/XRSFR0MnDaG4M4t9RFru3ph59bmTVv2Z+nua7vVOLxU0dubX7Lzp0cfzLUeMB7KOHxd7fNwpvmXrqt2T+ubE37sfDvvJ+42tQ3l7Wzn71\/YddRi2sGYc+kv3spOKq2jZK857R4AJkGAB3CnJsvwl13d7tcht1+iXhxHH7S26xZ2QW3Nk\/DCDD+Klo3oD+ZaHw1Th6UPmJ790GqfR7lcukV5f6RnY\/Zh59t5P3G3qW2YWmqu7XLQctjN8dpOVuX3Y7s0SO2d7gPn\/APANJhCD+B+nT3R9PxJwedd3Tpn09SkaZY9BUFmt3mwXHccv\/6eTir1wWq7TWHn1dZ57Avm0nfNgT9J5+YL9TJEZgd8RNVzPsBuWc7Z9KdJ7U72JAMZND6e2meYb1Njhfy09P7Wwtn4a7nBWGuv\/\/0r\/f7P2iw\/\/rGe9xN3m9r2r2p+ml\/\/\/pumaZr+l+dPQe2gIliuZTGRXuSZPaxrX1v4c3u8tpOdNCtfrspSr9EIHwDGwj7wAO5dfVyzZ8\/hize6PnNXtra9h49sjVx\/T0OO9lC13aqwc2obcmwVJY0WVzfbZL3\/QOeUMXST+bs1aHvw2sPrI8lSqsVCiCyzrucMaDmskwM\/1jN\/4q5cmzPxxrR+biqqf2wHU0+k0lqrhRBCZNYY67V2H749\/RDltIXb\/hwAwFUxAg\/g3t1oHP6sSzsbf41t297DWdZ77BOHlB+rthsVdlZtw459xjj8WPoPdE4ZgWyOlz6QwduDV\/+1MZdBiDzbak+QAAAc\/ElEQVTPsizL8uJFpIq+D2hRHgz9WJ3Ln2Qgsm124k\/cFWtzNv76Lc06PrfMpsY\/s4LlWkm3teXj82xr0x27LatTUVK1qBxHuRf90daN+0p\/\/7d\/Qvd8HwCYGgEewN07+wJ3eI46c0\/18FtaXuJKKfO8uuA92pd5cBx9rNpuVNhZtfV74Az\/qPxbRVKq9cuXz6vVSorsdxV588we2UFg\/+xPn+Rq9eXlR6RXI93xcDb+Fm5+pmlq7bYWlk\/J8FeorZqML6TSL9GLXq\/Xy6X3G7w7s5xcFzUGctUI8TVS6e9\/jzh1vnzdshH+kbt\/pWz\/FSbAA5gvAjyA+zXCBe71xmn97Yui7z8ivV5rraTY2sFDxPVI2HpF+WC13aawM2tzLmiuiu499rEMf8WIQIY\/zrtVJHXyT6RXSymllHK52u0eVp50x3cBFHn+tIp+jBbd90PcpmOIW4hTMvzYtTmz+bXNxf5j+7yUQRAEQSDlcrXWfkjPGzUGcrX7Oufi99NuX7Yg+LRef3n58XKtjdlmsZUdAIyLAA\/gPo13gXudcVqX\/trNzFXRPy\/e1uXL9UnZqYiEQdvBH662WxR2Xm3OhOHGNPJ437GPZfhRWtb1FkKG73P+9uDeQ672GdaGuKPvf0cvWmuttVIyrwaxb9K280DxJZX6e7Q6eMX9SHtPt8RALlerdWm1PGhpNyopyz9iy9+wydl\/dw+WK\/2hvg8A7goBHsA9GvkCd8Rx2sJ+JKelp\/Kp19bBcq1bLiYfsbarF3ZebeVTDvN4x7GrxtvtGb6jtpGR4TuVt4raY+he827Mwa\/JdT5DG4dm94oqSn5o7\/WCQNZHuSfI8PsvqXr58bnjyxPIlfZaz2\/zI6l5HM6an5tf+3b4wSdZbCIQLD\/5f0N\/Xv\/BS5R3dXreHQBMjn3gAdwfGxfpXUVJraOylCpK3rz\/NGDz5K4cd+7s9PD5uexp3bH78Bhb00u5kI9S280K66jN2fi58zypF3S413sbFflvfNhzrqL\/QxvpI70\/I24PPv5naN\/LX7f2fnNSRd7JO3R\/+EtrcyZ8fh78Av43oPq9vhJn4\/A5jI11ezYOw6odf+1v6Gz8HLY1z3c2Lt6d1HrMVvgAMDJG4AHcHWs2u8EdFf2tly0PCOTKGznrH6Qab5zWe1Zm0+xJ5nnf1uUXj4\/J1VpJpdf3XttNC2uprdh6q+88OTIvvvUpQTUKP3Ts\/ipOGYf\/KJ27xt0efNyx7urn7UvUXVvtlLz+OHzxJc23xUvJ1ZFhdX\/kOxNXG4Tv2kdAvfzt\/WzLlfcFFvnWpsY6EchA5Hmeb9Ofm1+\/0u3+mdE\/L23\/WwGAuSDAA7g3417gtjl7dnoQBMW18q55evsFf\/Hoi6+tB+9ENefabl1Ys7a8WPY6cobft8+SUuT7k3BIE62rGJbhr74sfz7K3cWe5JA\/SbWOuuvcHC\/Dl6uwj0bk2lKNK2d470u6N+CT825iXSvBe\/sISKnWL9GLXgZ59lu+\/GicytNtZQcAY2MKPYA741x2\/EFCiObs1+6JpodPPH12evHM2pxVIYQzpu+ot5zDPNvaJi6s\/mfum5DceOCwefGL\/Vk4zl51Zzs6l\/7t7aOkd9\/AXxMpF8cfU\/+E7S0WTajI++IMn0t\/Rm2HX9IhL6JWxVMyN\/7H4Uzor6VKIq2klEpHSb3UgmyuuGr+s07euv8ZAGaDEXgAdybfpgNHqERt9usp4\/Anzk6vae7D3NL6qufx1+0lNtvaJi6sObw+yjj8fqaIXL1orZS6RR+vfh+6a13dlbYHLz\/hC+7WBL\/\/O2XUunonuyqPj8OfXVtzd7pB27Jdb1v12j4CPzp\/q52z222WZULIIJhmKzsAGBkBHsCdudYFbvMwFyxXblzpHu6k1Pv4665Dnm1tExc2eoYv87teL4NjG8jfysdc8d7iatuDB3J14d2aE28u1H\/gdve+Om4qXV5b8x7Q0Y+uvN06+rbqtS0n25asO2d\/fgs3JrXWWmvT1FgnPq2Wgbj5VnYAMC6m0AO4N9W0zLam0D0P3z8pvkVH8FOneR9rif8hapu4sPPn0h\/UWU3uXcipB94bbnmmzZjS1R4E1UzsLuVM+0Fz6U\/4kzsTPjePXv1iObMZujpE6kjv1\/30zQI\/pbaOV\/C\/pM70ryOpuv0P+NxOUr5y8\/d9949xGIYHpTn7cfZZAPDQnv78+TN1DQBwGi9bDYghu0dLHSkbGzdebnHOWvNeXA7KlVaqeXVcNDgfXOtY7rm2yQrbH752ka+it9bltAcPlEprrRZCiMwaU2xT9cFT8uScNebdZrv0vVBqpXSVbmt\/wIM13v6rlA\/sOR3Oqa5qllk\/eq2yI8csHquit2hhnbzNGu7al7TzLC9\/qMf93ITwPqLGSzsbb\/rv0I5fCwDcGAEewB2a+AK38yJRSqVf6wNgt46jD1HbdBneOZdl9t14G0UPzvAHiAoTcibetG33LaSKynOtPs1C6uhVN38fvHNx9BPRb4TYM\/3Er7ipeODtbxU1v6SNz+6an5sQ\/p9ORUmkpHDWGNP8i0sVvWolpbNmExvuqgF4DAR4ALPlnLX2fde9WK5WSnnXh5Nd4B4f4Tmo5mZx9JFqm83NBSHOyvB95ySurH7ytClPqIO\/XzWVQmTWGGuL9ukjj75bmzn37lxWdXOvZ\/iTbi5ME0oPPmcp1WIhRJZZ590A653Uf7Yj+4pIpbXWrf\/L4MYagDtHgAcwQ11pqnZRNsUFrn9MKYuGUO7du84XbYe7RRx9uNpueXPh6Crovov+xul6EB1wU\/4Km2phQ2NehReXj99bGjWFdk4NqBUlxOF5KaVSxc2FuazU6P\/uXPc2VleE7\/gCXnFCPwDcFAEewMwcvZyuLgpvfIHrDda1vKA\/SbPtIdeNow9a241vLtTyhnPW1M7EY9f9zrkxuoThIuXZ1na2NH9cyj9pz6+OVPo1Gum0axmylq6xQ3pzHL6\/TZyYfkp4403tRuGlrPUbuN6ha3+2lnVC1WP7TgwAuCcEeACzUhuqVVqv1GLRNnpWXoPd7ALX6zjV\/Xr9HdCuFkcfubYrZ\/iDpbTNymoRgbG7uTu+ZKbnhKr1vDvseneprltFLXM4auvh2xZ3V4+cw0qNaRtPOmezbLFY9N48I78DeBzsAw9gPpwJv6W7\/bVVlPz98nkpZRAEgZTL1Vor6bY22\/1zvk33+3TL1VpJkWfb\/b80SBV9\/7EeY+17se2w1N+jVdemwc1NwuubiV9rF+6Hru26W5fvd2sXQkV\/67bdpAO58krr2R8es7DfsF29\/Pjc8VcK5ErLcu\/0fJv759oVtwe3cWh2x1RR8kPXzuJArta6Os3yzFon1\/uygt3Pn5JBLn4\/PQVBEATBp0\/rL9FLpD\/PYgPz5v7wqR2wg\/14Rw+klEHQdzgbf\/25FUL0nhkAcCfYBx7AbJTburfvZSwX1X+S2huhkkpHyVuSRFopWVBKR0nyNtbK1WpDY3XkBWulHexUf41duB++tuttXW7f98OGbbtJ+6VVxz3SOwvTcCZ8fh68ybeK\/D\/oTf6e1akWdfwmSZ28da5\/F1IqHUVJIYr0wc6Qk+rpon9jzTUJzvvKqogZNADuHwEewEw4Y4pNh15bUlr\/Qmpx7QvcrLgoXAx4Ue8q0dmDqa9SRW9vYwbRj1Db6IXtjuKy4w\/aHV939gfH5IofB2eONiMs+L8yZba+omG3imprNIb0VpyVWWR4G4dh+BzGxlhrjYnD5\/JDrH2JAeB+EeABzEQR9dqGajvSuzPh88VRytn4lBfJ3JBrUqXLGg9T8nDUNiO1wTsy\/JxIpRvBbMDpJnX5pOsn+PJWkZSLIw\/1zzMy\/ImK6RTOGhPHcdU6QKqIpe8AHgUBHsA8dA+Gtqd3Z8LdjNmDmeAnHXV\/gTw8jw0ctD1+nX78SNR2bdXRBkW4+uApGX4+6rlRDLz\/U\/09h91eGsOQ70HtVhEZ\/gROiJaMLlWUXGcvegCYBAEewKx1zpyvstfwedBtr18+tz+PVdf6A28YDJkyfgS1Xd2J5TWnP9v42A4IuJVGhndmc\/wPeruTrfq5GnSvoH6iORtPtqD8LM0u+jf7kkhVdkPZGbURCgDMBAEewDyUV7je5V7vuvfq4vuC4bP6y\/Zl0eqSelA0OG3xN7WNWNtJTi1PCCGE1Lt9wdubLWIqzbHfwX\/QG5xs5YlW9vro1SxoyqZwZyn\/FrfftW3XDWVnZp3+AGAUBHgAM1Fesu6vcI91rRtrsvXQLFotzx7SK+uENa\/UNnptHS+9Wxcbx3FsyrtEJ5W3r845oZOENbUzVMvwzoS9MySqLRJusHDDm+wxoO39\/j6W0ufdkJgFqaIk4UsCAKMjwAOYCa95nY3D+EjPed\/Fw2fDsmitO37\/wtTqWtvLh9R2y9pqL2vj8Pk53HemttZaE8fh83MYG+sOy+tMSUXgk3IhhGTsfZ5qGd7G3SPX5aqJUU+2Tt5Rjk6Jr+5j+Rve3V2EF5LxbwAYHwEewFx4XaGFs8fSezUTtX9fpsEHH5BFa9sQORs\/h6Yl7XkrVv23RG23rq181a5Q7qyJwzDOVL288Eh5R7e0x8Sa4\/CHJ5y3N\/iIJ9uRqrxbRc6EPXeyilsLaqWa+24MmX8PAHhoT3\/+\/Jm6BgAo1BOgvyly1wNHXWJZX2nafviD1ahSaa3VQgghMmuMtcUq7p7yqe02tfnnk1Rar9RiIbLMvptaopM6eZX1CfRSKlWUJzJryifcfk0vznPQv11KtVgIkWXWeSfrbfsY1H\/hpI5edf3wzsab\/Q0n74tQPW3cby4A4P4Q4AHMSz3nSRW9Hlxfexfm48Z355rZriOLVtfYnUYOBtR2Rl3VqdTyqo1iVPQWid4J9EII4vud6d+DrfXX5era7mSplZRCCPfeeR+rTPAEeAD46AjwAGbnYCGyVFqvpBBCOPduq5w4VtjrDZYdF8w9z5FKv0ZjpTxqO9exSRqtXRKdNca0zaAXU+U9XKaR4Xej8FKulJ7uT3n8TtbBOUuABwDsEeABzNGAXZNGSu\/9Y3TFobqumZ015t1mxaboC6XGDAbUdkF9xRnUHt\/79zhwzlqvvsVCrbRiQ6p7VT9XZzKJovtWUduNoiOnMwDgAyHAA5ir7mGq8YZCvRWptRd1zprawScY96K2SxQVtgWejvTuTBiaBQOcj2iWGV6I3b0i++6K7ew67mNdp+UHAOAuEeABzFttrHbkoVC\/M1TbcH79FsJtsyi1XaR7xLI9vVf\/lYj0oGab4Y+igx0AwMM2cgDmTSodRcleFOkRJzLb92Ijuqh9PF+qyLvK79rn\/Cqo7So6Z85LuSgeUmzBjcdS21tuyCKdWfD2uxMqIr0DAAjwAD6sKof2bSRfy3k3y6LUdqEykDtbTgXoXfe+KG8MZe4Och3OcQcZ3pkwDMPYWGuticPnctKA1AnxHQAgCPAAPqzhI621S+ebZFFqu1gZyJ0xVhzrWucPweORzTnDOxM+h8Y556yJ4zguW9zVp7QAAD42AjwAHFebvHqVLOpsHIbP56SJj11bF6lUNf4fxv3pvWZBt\/nH1sjwtnc\/t1vyzln\/P0bJOLtlAgAeAwEewAdVDbmWc8L71OeLj5tFnY2fw9g6VwwXU9vlpNZeSDuW3vdvThxZGIDHUGb4efWykzp5S5JIKyWlUkpHSfJGeAcA1BHgAXwgtRmzVVKzZsDgcjPY2bh9j7szitp4oXZXC7WNoNnzS0WdWa18J37sxyOTKkqSOaX3Pblv2xmN27ETAPAwCPAAPopdeq+GWr1o6cxm6PxwqSMtxX6B9xiX1\/4UXqmLta7UNoZ6ZLdx2HbvwOvzLfXr7AIdrkaSjwEA9+f\/pi4AAG6jHGS1xji1S6JaS7v7r86EsezdY3nfvM05kSSJdHL0FFrf45naRiF1Erkytzsbh89CKq1XclfUuzXehvXEdwAAMG+MwAP4IJQu0lk1rlwbce0YoBX1J0m5EGKUFOpM+PwcW7FfU96cak5tIzno4L3v8R3HsfHTO4uNAQDA7BHgAXwU1fJmbxp9baszZ+MwNO2zrPdr51sbRZ+hWI1v49BkUrRuY0ZtY5G6rxmYVFHyRnoHAAB34H\/\/+uuvqWsAgNuQT87YTAghskyo9TLY\/deVki61+93N861NrXV5IAOR53meb9Ofm43Z7h6qv0erYIxSgiC36TYXQog8z4UQ+e+grMirmNrGEsjVWmslRS5+Pz0FQRAEnz6tv0Qvkf4sJ64NAABgmKc\/f\/5MXQMA3ErVhr65f1T\/RHDR9pTxitmpLzT3UBsAAAAEI\/AAPpZgGewH4fNtLvetzIQQQsjVWkmRZ9ssb3uiVNH3H+txU2iwXCtRjHULITLraiVRGwAAAHyMwAP4YLoH4ff\/7qw17zbbTw1fLNRKqytuyFwf6+4fraY2AACAj4wAD+DDqfb97pwYflun5ORbm3NtAAAAHwxd6AE8FGfC5+fnMG7riV6oNkWz77bzUTdUj8XN5efTmnNtAAAAHwwj8AAeRyNeSqn0a+v2YMem0V+nOudk34zyaca6dzPfi8PKjmnvjMMDAADMAAEewMNw1hhzOPQuVfSqm6n0htPonY03xjpXVdO55\/hNc7Kz8aa1gXz7jQ8yPAAAwNToQg\/gYQRyWWz17TdFzzObpsY6EchlueG3lEWP9Uy0t1cfhTPh102a5VWH9jyzqXFSrdr2Hq\/3fs+3qRUtG7CPUZeNv30z29bG8SLPM5taJz\/VarxZbQAAAOhAgAfwaHY5XimZb7MqOufZ1qbGWhfscmm1oVyWXSeJOht\/\/Za2ZuTMdsbfW+RkG3+N7b4wKdX65cvn1WolRfbb\/7wOayTDAwAATIop9ADu14D12+3T6nez6oUtJoVfYRp9NUd\/NyVdL4TIbK2Wnmnol8xXdzY2Iup8P95Lt7yus2YT+30EWh7CXHoAAIBpEOAB3KMT12+35ngp1UJYe40E3xOSB8ff\/qDdxcZhbF33GxrUvq9eY8tLnVcbAAAALsMUegD35oz1263T6vM8KxfKjzqN3plvm90MdRUlP9b1dBsEeTkJvXcaejFfPTglvT8XU+M73pBLf+0+Oam\/R6uu91ufKp9Z1+wScEZtAAAAuBgj8ADuizc1XUip1C5aundjy0bvu3\/rGWBum1Y\/3khyWWHrKLhf\/6jH9ofNu16wfMyQI\/qLAAjqAAAAM\/A\/UxcAAMM5E3qZ8i1JIq2UUkrpKEneksgLmY094X1S6Sh5e0siXUy1HzOg2ne7f019OIfdxuXmdd4Be2odzNnyjkTttWuy4h7Hom9D+vJlytsP3osDAABgMgR4AHfDmU3vwmupdPJWz8UHg931h0fJW5JE0ZjDy0V+b8vIXnyPVP09XJrhq4jdeuOgKXNDjqV0USAJHgAAYAYI8ADuRRkipX7tDtz1XFxG5k5SqoOWd6NoZuTqdkIZsetvxJkwbG3Md5pG1m6P3s5lQ15LysWl5QAAAGA0BHgAd6LK78cSt9RJtfbcmksnp5+mHHivJ2d\/9oCX2hvD5c7G4XMYH2x7d5z3oVSH2t0TiKuxfbUqjjbwYxky1R4AAAA3QoAHcCfuZP12maTloirTxkWGPlif3vJuzpoT4N8XcCYMjbXlrPzqI6gSvBfze5z0oQMAAOC6CPAA7s3M129LrZVUUZKUu9FX8\/i9+woHz9r11LugnZ7U1SGFM3Hc1jCg+liOtQgQwptpz1x6AACAGfi\/qQsAgBM5lwlxPONKuRDiisndWWPebbZLuAulVqpoaq+ixI\/pZVu71vi+vx2xkFKpSOnLalJREsW1hfQHNwSkftW2mA9g4zCOkq6bCtUgvRf7AQAAMBlG4AHciRmt33Zmv1Tduj1rTBw+P7c1oavy+6olKO\/\/tfXfzlLeRtiXejj9oNYiwNn4OWxbc++qaf+D+toDAADg6gjwAO7FPNZvdybe\/T+Gz\/Xt4Hr7vReT60fL74e70bXuT1dfiV\/ejyjvRsRhGFbT\/kfcZA8AAAAXIMADuBszWL9t4\/K4UukoSZIkSaKoNuq92w6u5bnv9f9YvofxRrjLuQlSR\/56+MMML7W3SF8IIfaxPQzDXZTf\/VfVPcEeAAAAt\/a\/f\/3119Q1AECNM+HXX\/\/J9ao58BssPwmbbnMhhBCZta7lMeVrfNvYXAgh1MuPzyONIDuz+bXNhRBSJ\/9En5cyCIIgCKRcrtZaSbe12a62PLPGSb2SQgRBXpScWevEJxnkeb5Nf2426X6B+XgFypWSbputvid6KVdr6ey+onybWqHWy8B7cCBXa7\/o5msp\/f3vl9ozAAAAMKmnP3\/+TF0DAFSq4WLZPvxr42dvfFvq6FU3d11z1UD5BV3dO0vrfk3vwNWxWyexNx5zNdbvadd1sFo\/vkZHPgAAAMwGAR7AzPiRsz3DHyRiqbTWaiGEEJk1xnozwN9GnAG+v3Vw5EX9GwzFQ23c1t5Oqug1un5OHpThAQAAMH8EeADz4azNnHt3Lqt6p3dkeBtvWiJxjYqSceKxM2FohE60CwcE+PoNhvLBzsabam25VFrr2w1yk+EBAAAeAQEewBw4E2+6Wrt3zaXvCfFS6ddonJB6OAF+wLC+96RxJwGcjwwPAABw92hiB2BqzsZfv6VeJzUpZZ57jdXy9n51gVyttVZS5OL309Oun1zwab3+8vLj5fNozdeCIHCp9beCe5KNbnAtT1oGzuyelIldM7upHe1pBwAAgLljBB7AtLwl44014Y0R9o5x+Fuo96YbNn5dvq9ZjXYzDg8AAHDH2AcewJRsXARjFTU2JhdSRclblTAbKfqWGvcOnNl0dpUvLeQco3GtL0Bve3wAAADMDgEewITsexnfO\/rNSZ1Ua8hnk+EHRfi9uSX5Zoaf6AMFAADAyQjwAKZT5fdV39x4vw\/cXDK8M20bw1Vc0UdfysX1SztRleGlnmpZAgAAAE5GgAcwGef2veGOh1wVecPfM8nwNu6egW5N0YRez3OVuYqSSLMGHgAA4K4Q4AFMr0zyPfwIP5sM70z4HDa3v3NVXz6p9XzHt+d6bwEAAAAd6EIPYDondmr3GtaL4c+6ioM7CFKqxUKILLOujPO11eYAAADAhRiBBzCdcum7M2bAeHqzHdyEXdQP9rRzzlprq\/QuSe8AAAAYGQEewISq5nXVfnLdsl08Vvq8dvAjO9yXXkqllNI6St7eSO8AAAAYGwEewJS8ddg2PjKcXvW8U5G3Pfx0Ef5gf3iXSR1pTXQHAADANRDgAUxK6lcvi4c9remKxu5qperL34fNv7+S5v7wk03qBwAAwMMjwAOYWG0rcmfjw7butZ5x5ax7r8N7uZ\/8JMjwAAAAuAm60AOYg4PYK5VWKymFEO7dVM3hVPTmzVkv29LX\/\/Mk6n3pJ2yQDwAAgEdFgAcwE87Gm\/hg7N13kIrnFOAFGR4AAADXxRR6ADMhVZQkUVcHOKmigzxcdbWTi2tXNwRz6QEAAHBNjMADmB\/nrLXv+2nzUq5Ua6wvx9\/nNdbtj8PPqzIAAADcNwI8gPtUxveZzJ\/37TI86R0AAACjIsADuD\/+IPf84rsQQgjnnJSkdwAAAIyIAA9g\/pwJN1YslF5J4d5Ntc0cg9wAAAD4OAjwAOatsxecVNFr1NHyDgAAAHg8dKEHMG9StYT0Xcd60jsAAAA+EkbgAdwB56w17zYTi4VcaaVYXQ4AAICPhwAPAAAAAMAdYAo9AAAAAAB3gAAPAAAAAMAdIMADAAAAAHAHCPAAAAAAANwBAjwAAAAAAHeAAA8AAAAAwB0gwAMAAAAAcAcI8AAAAAAA3AECPAAAAAAAd4AADwAAAADAHSDAAwAAAABwBwjwAAAAAADcAQI8AAAAAAB3gAAPAAAAAMAdIMADAAAAAHAHCPAAAAAAANyB\/w+5pWYj3ejEzQAAAABJRU5ErkJggg==\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"figure-5-8-histograms\" class=\"section level3\">\n<h3>Figure 5-8, Histograms<\/h3>\n<pre class=\"r\"><code>fig5 <- df %>% filter(edi_rate >= -5 & edi_rate <= 5) %>% \n ggplot(aes(x=edi_rate)) +\n geom_histogram(binwidth=1, fill="brown", color="#e9ecef", alpha=0.9) +\n ggtitle("Figure 5", subtitle ="EDI Rate (-5 to 5)") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5)) +\n xlab("Percentage Change in EDI") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\n \n\nfig6 <- df %>% \n ggplot(aes(x=govdom_osp)) +\n geom_histogram(binwidth=.1, fill="brown", color="#e9ecef", alpha=0.9) +\n ggtitle("Figure 6", subtitle ="Government Dissemination of False Information") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5)) +\n xlab("Level of Government Disinformation") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\n \n\nfig7 <- df %>% \n ggplot(aes(x=fordom_osp)) +\n geom_histogram(binwidth=.1, fill="brown", color="#e9ecef", alpha=0.9) +\n ggtitle("Figure 7", subtitle ="Foreign Dissemination of False Information") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5)) +\n xlab("Level of Foreign Disinformation") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\n \n\nfig8 <- df %>% \n ggplot(aes(x=pardom_osp)) +\n geom_histogram(binwidth=.1, fill="brown", color="#e9ecef", alpha=0.9) +\n ggtitle("Figure 8", subtitle ="Party Dissemination of False Information") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5)) +\n xlab("Level of Party Disinformation") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))<\/code><\/pre>\n<pre class=\"r\"><code>grid.arrange(fig5, fig6, fig7, fig8, nrow = 2)<\/code><\/pre>\n<p><img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"appendix-figure-1-edi-index-by-year\" class=\"section level3\">\n<h3>Appendix Figure 1: EDI index by year<\/h3>\n<pre class=\"r\"><code>append_fig1 <- ggplot(df_year, aes(x=year)) +\n geom_line(aes(y=edi_mean),lwd=1.5, color= "brown") +\n xlab("Year") +\n ylab("EDI Index") + \n ggtitle("Appendix Figure 1", subtitle ="Democracy Index (EDI): Yearly Means") +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5)) +\n xlim(2000,2020) +\n ylim(.45,.55) +\n theme(plot.title = element_text(hjust = .5, face="bold"), \n plot.subtitle = element_text(hjust = .5),\n panel.background = element_rect(fill = "white"),\n panel.grid.major = element_line(colour = "gray", linetype = "dotted"))\nappend_fig1<\/code><\/pre>\n<img decoding=\"async\" src=\"data:image\/png;base64,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\" width=\"672\" \/>\n<\/div>\n<\/div>\n\n\n\n\n\n\n\n<script>\n (function () {\n var script = document.createElement(\"script\");\n script.type = \"text\/javascript\";\n script.src = \"https:\/\/mathjax.rstudio.com\/latest\/MathJax.js?config=TeX-AMS-MML_HTMLorMML\";\n document.getElementsByTagName(\"head\")[0].appendChild(script);\n })();\n<\/script>\n\n<\/body>\n<\/html>\n\n","protected":false},"excerpt":{"rendered":"<p>Figures (Misinformation) Figures (Misinformation) Required Packages The first nine packages help create, clean and visualize the data. The final two packages are used as data sources. library(tidyverse) # Data Manipulation library(stargazer) # Table Creation library(reshape2) # Data Aggregation library(janitor) # Cleaning Data library(fauxnaif) # Simplifying NA Values library(gghighlight) # Highlighting Graphics library(gridExtra) # Graphic Development […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":2,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"wp-custom-template-code-pages","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-149","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/pages\/149","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/comments?post=149"}],"version-history":[{"count":9,"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/pages\/149\/revisions"}],"predecessor-version":[{"id":1097,"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/pages\/149\/revisions\/1097"}],"up":[{"embeddable":true,"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/pages\/2"}],"wp:attachment":[{"href":"https:\/\/www.danielgoralczyk.com\/de\/wp-json\/wp\/v2\/media?parent=149"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}