Figures (Climate Change)<\/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 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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 (Climate Change)<\/h1>\n\n\n\n<div class=\"main-container\">\n<div id=\"requirements\" class=\"section level3\">\n<h3>Requirements<\/h3>\n<p>These six packages are needed to create the visualizations.<\/p>\n<pre class=\"r\"><code>library(janitor) # Cleaning Data\nlibrary(tidyverse) # Data Manipulation\nlibrary(plm) # Panel Linear Models\nlibrary(stargazer) # Table Creation\nlibrary(broom) # Tidy data\nlibrary(nlme) # Mixed Effects Modeling<\/code><\/pre>\n<p>This is the final data that we created in the previous <a href=\"https:\/\/www.danielgoralczyk.com\/academic-projects\/climate-course\/\">script<\/a>.<\/p>\n<pre class=\"r\"><code>p_df <- read.csv("p_df_climate.csv") # Reading in the data\ndf <- as.data.frame(p_df)\ncountries <- subset(df, dis == 1) # 1833 country\/year occurrences of a disaster<\/code><\/pre>\n<p>Look at the summary statistics<\/p>\n<pre class=\"r\"><code>vars_sum <- c(4,6,7,13:16, 18:24) # Sub-setting the variables of interest\nstargazer(df[,vars_sum], type="text", out= "table.html", title="Table 1",\n align = TRUE)<\/code><\/pre>\n<pre><code>## \n## Table 1\n## ============================================================\n## Statistic N Mean St. Dev. Min Max \n## ------------------------------------------------------------\n## reg_corr 3,740 0.500 0.307 0.002 0.971 \n## gdppc 3,469 15.369 16.655 0.538 100.865 \n## damages 3,741 344,803.100 4,135,080.000 0 210,000,000\n## occurences 3,741 1.153 2.109 0 27 \n## n_floods 3,741 0.914 1.677 0 25 \n## n_drought 3,741 0.091 0.300 0 3 \n## oecd 3,741 0.196 0.397 0 1 \n## l_dam 3,741 2.297 4.750 0.000 19.163 \n## l_aff 3,741 4.726 5.548 0.000 19.663 \n## l_death 3,741 1.155 1.854 0.000 12.313 \n## dis 3,741 0.490 0.500 0 1 \n## flood 3,741 0.441 0.497 0 1 \n## drought 3,741 0.087 0.282 0 1 \n## ------------------------------------------------------------<\/code><\/pre>\n<pre class=\"r\"><code>country_counts <- table(df$country) # Which countries had less than 21 values\nless_than_21 <- subset(country_counts, country_counts < 21)\nhead(less_than_21) # These countries have been recently established (checks out)<\/code><\/pre>\n<pre><code>## \n## Palestine\/Gaza South Sudan \n## 14 10<\/code><\/pre>\n<\/div>\n<div id=\"figure-1\" class=\"section level3\">\n<h3>Figure 1<\/h3>\n<p>Histrogram of Political Corruption<\/p>\n<pre class=\"r\"><code>fig1 <- df %>%\n ggplot(aes(x=corr)) +\n geom_histogram(binwidth=.05, fill="steelblue", color="white", alpha=0.9) +\n ggtitle("Figure 1", subtitle ="Public Corruption Distribution") +\n theme(plot.title = element_text(hjust = .5, face="bold"),\n plot.subtitle = element_text(hjust = .5)) +\n xlab("Level of Corruption")\nfig1<\/code><\/pre>\n<p><img decoding=\"async\" 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AvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUAkC9SbOLMQiIRYJApUgUG\/izEIsEmKRIFAJAvUmzizEIiEWCQKVIFBv4sxCLBJikSBQCQL1Js4sxCIhFgkClSBQb+LMQiwSYpEgUElxgf7pV5PJc\/\/ty+WNh+9dn0ze+EjcQKD+EIuEWCQIVFJaoF9MFrzw8fzGd+8ubjy\/fwOBXgLEIiEWCQKVFBboN9ef+\/vp9P6vJi\/Nb92avPjR9P6NyYtf7t5AoJcAsUiIRYJAJYUFemvy5tKj8wvN5f\/OLj2f+83ODQR6GRCLhFgkCFTi8yLSd+\/ObfnF8jp09t83d24g0MuAWCTEIkGgEh+BfnN9\/kD91uTXi1v35u4c3ECglwGxSIhFgkAlLgL91+tzWz68sXq0Ptfp4Mbyr360IrcLAFTG61lc9tSZZAr01mTy3D9MESgA7IBAD\/Lwf\/zH65Pn\/vtAoM9\/PLgxLHC+zPYmzizEIiEWCQ\/hJT7Pgf5p\/hj+0BUoAnWGWCTEIkGgEqePct6b7DgTgV4+xCIhFgkClTgJdKFJXoWfE2cWYpEQiwSBSsoK9OGNlSYXAl2\/5XP1PtCtGwj0MiAWCbFIEKik+CeRXrr4L59EmhNnFmKREIsEgUqKfxZ+8tdfTh\/+YTLX5Ox69IXNx98HNxDoZUAsEmKRIFBJ6edA7y2\/jem5xSP5+9tfwHSfb2O6ZIhFQiwSBCop\/iLS\/b+b6XP9rZ\/335sp840vxQ0E6g+xSIhFgkAlfCO9N3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUhOMcXxIFB7nHfSmzizEIuEWCSpWPJPdgRqj\/NOehNnFmKREIskLdBcESJQBHoicWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoQqDdxZiEWCbFIEKgEgXoTZxZikRCLBIFKEKg3cWYhFgmxSBCoBIF6E2cWYpEQiwSBShCoN3FmIRYJsUgQqASBehNnFmKREIsEgUoCChQAKuP1LPLrqoQrUAvizEIsEmKRcAUqCXgF6ryT3sSZhVgkxCJBoBIE6k2cWYhFQiwSBCpBoN7EmYVYJMQiQaASBOpNnFmIRUIsEgQqQaDexJmFWCTEIkGgEgTqTZxZiEXSQiwFTj4EKkGg3sSZhVgkDcRS4uRDoBIE6k2cWYhF0kAsJcSEQCUI1Js4sxCLpIFYEKgbCNSbOLMQi6SBWBCoGwjUmzizEIukgVgQqBsI1Js4sxCLpIFYEKgbCNR7zkqOvTdxZmkgFgTqRvcCdZ+zkmPvTZxZGogFgbqBQL2PYSXH3ps4szQQCwJ1A4Ei0BDEmaWBWBCoGwgUgYYgziwNxIJA3UCgCDQEcWZpIBYE6gYCRaAhiDNLA7EgUDcQKAINQZxZGogFgbqBQBFoCOLM0kAsCNQNBIpAQxBnlgZiQaBuIFAEGoI4szQQCwJ1A4Ei0BDEmaWBWBCoGwgUgYYgziwNxIJA3UCgCDQEcWZpIBYE6gYCRaAhiDNLA7EgUDcQKAINQZxZGogFgbqBQBFoCOLM0kAsCNQNBIpAQxBnlgZiQaBuIFAEGoI4szQQCwJ1A4Ei0BDEmaWBWBCoGwgUgYYgziwNxIJA3UCgCDQEcWZpIBYE6gYCRaAhiDNLA7EgUDcQKAINQZxZGogFgbqBQBFoCOLM0kAsCNQNBIpAQxBnlgZiQaBuIFAEGoI4szQQCwJ1A4Ei0BDEmaWBWBCoGwgUgYYgziwNxIJA3UCgCDQEcWZpIBYE6gYCRaAhiDNLA7EgUDcQKAINQZxZGogFgbqBQBFoCOLM0kAsCNQNBIpAQxBnlgZiQaBuIFAEGoI4szQQS\/sCrcItCDR5DHOHyayzpwFTlKCBWBBoCLcg0OQxzB0ms86eBkxRggZiaV+gmWVZaR6IOrkRgZofjDinZwOmKEEDsSDQkbKsNA9EndyIQM0PRpzTswFTlKCBWBDoSFlWmgeiTm5EoOYHI87p2YApStBALAh0pCwrzQNRJzciUPODEef0bMAUJWggFgQ6UpaV5oGokxsRqPnBiHN6NmCKEjQQCwIdKctK80DUyY0I1PxgxDk9GzBFCRqIBYGOlGWleSDq5EYEan4w4pyeDZiiBA3EgkBHyrLSPBB1ciMCNT8YcU7PBkxRggZiQaAjZVlpHog6uRGBmh+MOKdnA6YoQQOxINCRsqw0D0Sd3IhAzQ9GnNOzAVOUoIFYEOhIWVaaB6JObkSg5gcjzunZgClK0EAsCHSkLCvNA1EnNyJQ84MR5\/RswBQlaCAWBDpSlpXmgaiTGxGo+cGIc3o2YIoSNBALAh0py0rzQNTJjQjU\/GDEOT0bMEUJGogFgY6UZaV5IOrkRgRqfjDinJ4NmKIEDcSCQEfKstI8EHVyIwI1PxhxTs8GTFGCBmJBoCNlWWkeiDq5EYGaH4w4p2cDpihBA7Eg0JGyrDQPRJ3cWJFAs\/vlHsPcOTPr7GnAFCVoIBYEOlKWleaBqJMbB4QWaH6\/3GOYNyem0MSZpYFYEOhIWVaaB6JObhwQXKDjwb3+uvmxQKDGxJmlgVgQ6EhZVpoHok5uRKDmByPO6dmAKUrQQCwIdKQsK80DUSc3IlDzgxHn9GzAFCVoIBYEOlKWleaBqJMbEaj5wYhzejZgihI0EAsCHSnLSvNA1MmNCNT8YMQ5PRswRQkaiAWBjpRlpXkg6uRGBGp+MOKcng2YogQNxIJAR8qy0jwQdXIjAjU\/GHFOzwZMUYIGYkGgI2VZaR6IOrkRgZofjDinZwOmKEEDsSDQkbKsNA9EndyIQM0PRpzTswFTlKCBWBDoSFlWmgeiTm5EoOYHI87p2YApStBALAh0pCwrzQNRJzciUPODEef0bMAUJWggFgQ6UpaV5oGokxsRqPnBiHN6NmCKEjQQCwIdKctK80DUyY0I1PxgxDk9GzBFCRqIBYGOlGWleSDq5EYEan4w4pyeDZiiBA3EgkBHyrLSPBB1ciMCNT8YcU7PBkxRggZiQaAjZVlpHog6uRGBmh+MOKdnA6YoQQOxINCRsqw0D0Sd3IhAzQ9GnNOzAVOUoIFYEOhIWVaaB6JObkSg5gcjzunZgClK0EAsCHSkLCvNA1EnNyJQ84MR5\/RswBQlaCAWBDpSlpXmgaiTGxGo+cGIc3o2YIoSNBALAh0py0rzQNTJjQjU\/GDEOT0bMEUJGogFgY6UZaV5IOrkRgRqfjDinJ4NmKIEDcSCQEfKstI8EHVyIwI1PxhxTs8GTFGCBmJBoCNlWWkeiDq5EYGaH4w4p2cDpihBA7Eg0JGyrDQPRJ3ciEDND0ac07MBU5SggVgQ6EhZVpoHok5ufHSB\/unvJpPn3vhoeePhe9cnE3kDgfrTgClK0EAsCHSkLCvNA1EnNz6yQP8wWfDcb+Y3vnt3ceP5j\/duINBLoAFTlKCBWBDoSFlWmgeiTm58VIHemzz399Pp\/RtLT96avPjR\/MaLX+7eQKCXQAOmKEGRWE4\/dR7lbECgI2VZaR6IOrlxwOkCfXhj8uv5f2dXm7P\/fnN9odHv3p1fjw5uPPqSQaCng0AlZU6zXDLb2S9qBHpyLI8u0O\/eXT1CvzV5czr9YvLS4sYXezcefckg0NNBoJIyp5nrKkOgI2VZaR6IOrnxEQW6YSHQW8vL0dnj+pd2biDQywCBShDoyH2W6OdaV69AFw\/UH95YPVr\/5vqLXw5uLP\/oRytym7yeRX4dwPE4rzLvRZ3bz7Uuf\/dsyBfo4vE6AoV+cV5l3os6t59rXf7u2ZAt0HuLtzFtOfP5jwc3hn+deyk9funOQ3gJD+ElPIQfuc8S\/Vzran0If+\/6c\/PnOw9dgSJQZxCoBIGO3GeJfq51lQr0i9Xb6BHoctDMOnsQqASBjtxniX6udXUK9A+T9Ts9eRV+MWhmnT0IVIJAR+6zRD\/XuhoF+vDW5IX1c5zrt3yu3gf65uCXCNQdBCpBoCP3WaKfa12NAr219VFNPom0GDSzzh4EKkGgI\/dZop9rXYUC\/WL7o+4Pb0xe2Hz8fXADgV4GCFSCQEfus0Q\/17r6BLr6xqU582c6729\/AdN9vo3pkkGgEgQ6cp8l+rnW1SfQe5OBQKf335v99MbqknNwA4H6g0AlXQs0l9x+rnX1CTSL3B0ZDw6BShCoBIFmkNvPtQ6BJmcdDw6BShCopGuBjm8rcxK51iHQ5KzjwSFQCQKVIFAJAh2JOrkRgZofjLZNkU2cWRCoBIGORJ3ciEDND0bbpsgmziwIVIJAR6JObkSg5gejbVNkE2cWBCpBoCNRJzciUPOD0bYpsokzCwKVIFLA90MAACAASURBVNCRqJMbEaj5wWjbFNnEmQWBShDoSNTJjQjU\/GC0bYps4syCQCUIdCTq5EYEan4w2jZFNnFmQaASBDoSdXIjAjU\/GG2bIps4syBQCQIdiTq5EYGaH4y2TZFNnFkQqASBjkSd3HiEQB\/8zV\/d2dz46id\/cUf+FQLdDJpZZw8ClSBQCQIdiTq58QiBfvvyYx\/qGwhUDppZZw8ClcQSaCa57ca3IdCRI5vcOOAIgX51DYEeGjSzzh4EKkGgEgQ6cmSTGwfsCfTbl8\/2eJKH8AcGzayzB4FKYgnUswyB5hzZ5Ma0QKd39wX62qP6E4F6gUAlCFSCQEeObHLjAYE++J8\/\/elPrl35\/k\/X\/Oz3j+xPBOoFApUgUAkCHTmyyY0HBDrH4nUjBHoZIFAJApUg0JEjm9x4hEAHb2NCoIcHzayzB4FKEKgEgY4c2eTGIwRqTu6OjAeHQCUIVIJAJQh05MgmNx4t0H9Z8zkCPTBoZp09CFSCQCUIdOTIJjceJdCv3956FZ73gR4aNLPOHgQqQaASBDpyZJMbjxHo8N2gCPTQoJl19iBQCQKVINCRI5vceIxAb5+dPfGz\/7Xmn3gj\/YFBM+vsQaASBCpBoCNHNrnxCIE+eOvs6qM6E4FeBghUgkAlCHTkyCY3HiHQb1++8ksEesKgmXX2IFAJApUg0JEjm9x4lEB5I\/1Jg2bW2YNAJQhUgkBHjmxy4xECffAWV6AnDZpZZw8ClSBQCQIdObLJjUcIdHr77FkEesKgmXX2IFAJApUg0JEjm9x4jEBnl6CvItDjB82ssweBShCoBIGOHNnkxiME+uBvfnJ2dvGFTI\/+wfjcHRkPDoFKEKgEgUoQ6MiRTW48QqA736rMG+kPDZpZZw8ClSBQCQIdObLJjQjU\/GC0bYps4syCQCUIdOTIJjceIVBzcndkPDgEKkGgklNOiePJXWWeZQi07GpBoBYHoxJTeBNnllQs+as6d5V5liFQ29WCQEscjDpM4U6cWdICzV0trnUIdKTMd7UcKdA\/\/8s2fB\/ooUEz6+xBoBIEKkGgJ68WXkQqcTDqMIU7cWZBoBIEevJqQaAlDkYdpnAnziwIVIJAT14tR76R\/p\/XXwX6X145u\/Jf+T7QQ4Nm1tnTgkALrDIEKkGgJ6+W019E+urak4\/+L3Tm7sh4cAhU0oBAS6wyBCpBoCevloxX4S2+WCR3R8aDQ6CSJgSae\/Ryye3nWodAR8qMF+25uUAtLkFzd2Q8OAQqQaAZ5PZzrUOgI2XGi\/bcXKAW366cuyPjwZU59r77V4BAo\/gLdHxbE6awb9dELMaL9rzAFSgCLbN\/BQg0CgI1rSOWkTLjRXtuLdAHN8\/6eQifW5e3fwUINAoCNa0jlpEy40V7bvN9oOuvAv3pT66ddfQiUm5d3v4VINAoCNS0jlhGyowX7bn9G+k7ehtTbl3e\/hUg0CgI1LSOWEbKjBftubVAH\/\/5o\/sTgXoRaBQEalpHLCNlxov2nG9jQqBBQKCGdcQyUma8aM8RKAINAgI1rCOWkTLjRXuOQBFoEBCoYR2xjJQZL9pzK4H++XdPnZ1deernj\/5loAjUj0CjIFDTOmIZKTNetOdGAr29eRXp0d\/EhEDdCDQKAjWtI5aRMuNFe24j0Lk\/H\/\/+T3\/yPRuD5u7IeHCxjn3e\/hUg0CgI1LSOWEbKjBftuYlAv7p29uQHi5++fuvsyi8R6IG6vP0rQKBREKhpHbGMlBkv2nMTgW59fPPBW2dXEeiBurz9K0CgURCoaR2xjJQZL9pzk49yvrV11dnT19nl1uXtXwECjYJATeuIZaTMeNGe23wSaesLmHr6Orvcurz9K0CgURCoaR2xjJQZL9pzBIpAg4BADeuIZaTMeNGe2zyEP3ttc+MuX2d3sC5v\/woQaBQEalpHLCNlxov2nBeREGgQEKhhHbGMlBkv2nOrtzE98fvFT5+9wtuYDtfl7V8BAo2CQE3riGWkzHjRntu9kf7sqaeeMvooUu6OjAcX69jn7V8BAo2CQE3riGWkzHjRnht9lPOTa6tPcl559dH9iUC9CDQKAjWtI5aRMuNFe271ZSIPPv3J7Ar0++8YfJ0yAnUj0CgI1LSOWEbKjBftOV9nh0CDgEAN64hlpMx40Z4jUAQaBARqWEcsI2XGi\/bcVqD\/gkCPqcvbvwIEGgWBmtYRy0iZ8aI9NxLog989\/eHiX5f7wQcI9GBd3v4VINAoCNS0jlhGyowX7bmNQO9eO3tsKdCzK6+N\/A0C3dTl7V8BAo2CQE3riGWkzHjRnlu9kX75WaR\/fvsab6Q\/XJe3fwUINAoCNa0jlpEy40V7bvRRzifWj9z5KOcRdXn7V4BAoyBQ0zpiGSkzXrTnNt\/GNPg+UL6N6VBd3v4VINAoCNS0jlhGyuydxNfZIdAQIFDDOmIZKbN3ElegCDQECNSwjliM26VWYHJ5HiHQ6c2t5z1v8hzowbq8\/StAoFEQqGkdsRi3S63A5PI8RqB3z85+8Pnipz+\/f3b26O9jyjqTEOjpBBoFgZrWEYtxu9QKTC7PYwQ6u+w8O7vy1FNPzb+T6dEvQBGoF4FGQaCmdcRi3C61ApPL8yiBPvjt2frr7H7x6P5EoF4EGgWBmtYRi3G71ApMLs+jBLr5Oru\/5evsjqjL278CBBoFgZrWEYtxu9QKTC7PIwVqStaZhEBPJ9AoCNS0jliM26VWYHJ5IlD7urz9K0CgURCoaR2xGLdLrcDk8kSg9nV5+1eAQKMgUNM6YjFul1qByeWJQO3r8vavAIFGQaCmdcRi3C61ApPLE4Ha1+XtXwECjYJATeuIxbhdagUmlycCta\/L278CBBoFgZrWEYtxu9QKTC5PBGpfl7d\/BQg0CgI1rSMW43apFZhcngjUvi5v\/woQaBQEalpHLMbtUiswuTwRqH1d3v4VINAoCNS0jliM26VWYHJ5IlD7urz9K0CgURCoaR2xGLdLrcDk8rwMgebyehb+dWCJ99Groq6SMeuJxQauQE3q8vavAIFG4QrUtI5YjNulVmByeSJQ+7q8\/StAoFEQqGkdsRi3S63A5PJEoPZ1eftXgECjIFDTOmIxbpdagcnliUDt6\/L2rwCBRkGgpnXEYtwutQKTyxOB2tfl7d\/uwTCIE4FKYq2WMO26jiW1ApPLcwACNanL3T\/zOBGoJNZqCdOu61hSKzC5PAcgUJO6XDLbZR57bxCoYR2xGLdLrcDk8hyAQE3qcslsl3nsvUGghnXEYtwutQKTy3MAAq2vDoGenGYDq4VYjNulVmByeSLQyusQ6MlpNrBaiMW4XWoFJpcnAq28DoGenGYDq4VYjNulVmByeSLQyusQ6MlpNrBaiMW4XWoFJpcnAq28DoGenGYDq4VYjNulVmByeSLQyusQ6MlpNrBaiMW4XWoFJpcnAq28DoGenGYDq4VYjNulVmByeSLQyusQ6MlpNrBaiMW4XWoFJpcnAq28DoGenGYDq4VYjNulVmByeSLQyusQ6MlpNrBaiMW4XWoFJpcnAq28DoGenGYDq4VYjNulVmByeSLQyusQ6MlpNrBaiMW4XWoFJpcnAq28DoGenGYDq4VYjNulVmByeSLQyusQ6MlpNrBaiMW4XWoFJpcnAq28zvswZINADeuIxbhdagUml+cABFpfnfdhyAaBGtYRi3G71ApMLs8BCLS+uvxY8g5DNgjUsI5YjNulVmByeSLQyusQqHEs9v0K1BGLcbvUCkwuTwRaeR0CNY7Fvl+BOmIxbpdagcnliUArr0OgxrHY9ytQRyzG7VIrMLk8EWjldQjUOBb7fgXqiMW4XWoFJpcnAq28DoEax2Lfr0AdsRi3S63A5PJEoJXXIVDjWOz7FagjFuN2qRWYXJ4ItPI6BGoci32\/AnXEYtwutQKTyxOBVl6HQI1jse9XoI5YjNulVmByeSLQyusQqHEs9v0K1BGLcbvUCkwuTwRaeR0CNY7Fvl+BOmIxbpdagcnliUArr0OgxrHY9ytQRyzG7VIrMLk8EWjldQjUOBb7fgXqiMW4XWoFJpcnAq28DoEax2Lfr0AdsRi3S63A5PJEoJXXIVDjWOz7FagjFuN2qRWYXJ4ItPI6BGoci32\/AnXEYtwutQKTyxOBVl6HQI1jse9XoI5YjNulVmByeSLQyusQqHEs9v0K1BGLcbvUCkwuTwRaeR0CNY7Fvl+BOmIxbpdagcnliUArr0OgxrHY9ytQRyzG7VIrMLk8EWjldQjUOBb7fgXqiMW4XWoFJpcnAq28DoEax2Lfr0AdsRi3S63A5PJEoJXXIVDjWOz7FagjFuN2qRWYXJ4ItPI6BGoci32\/AnXEYtwutQKTyxOBVl6HQI1jse9XoI5YjNulVmByeSLQyusQqHEs9v0K1BGLcbvUCkwuTwRaeR0CNY7Fvl+BOmIxbpdagcnliUArr0OgxrHY9ytQRyzG7VIrMLk8EWjldQjUOBb7fgXqiMW4XWoFJpcnAq28DoEax2Lfr0AdsRi3S63A5PJEoJXXIVDjWOz7FagjFuN2qRWYXJ4ItPI6BGoci32\/AnXEYtwutQKTyxOBVl6HQI1jse9XoI5YjNulVmByeSLQyusQqHEs9v0K1BGLcbvUCkwuTwRaeR0CNY7Fvl+BOmIxbpdagcnliUArr0OgxrHY9ytQRyzG7VIrMLk8EWjldQjUOBb7fgXqiMW4XWoFJpcnAq28DoEax2Lfr0AdsRi3S63A5PJEoJXXIVDjWOz7FagjFuN2qRWYXJ4ItPI6BGoci32\/AnXEYtwutQKTyxOBVl6HQI1jse9XoI5YjNulVmByeSLQyusQqHEs9v0K1BGLcbvUCkwuTwRaeR0CNY7Fvl+BOmIxbpdagcnliUArr6tHoJlkpYIpTq\/rOpbUuj1+USPQ+upqEWj2aslKBVOcXtd1LKmFe\/yqRqD11dUjUPPdy61rYLUQi3G71MJNrmoEWnkdAj25roHVQizG7VILN7mqEWjldQj05LoGVguxGLdLLdzkqkagldch0JPrGlgtxGLcLrVwk6sagVZeh0BPrmtgtRCLcbvUwk2uagRaeR0CPbmugdVCLMbtUgs3uaoRaOV1CPTkugZWC7EYt0st3OSqRqCV1yHQk+saWC3EYtwutXCTqxqBVl7nLtDsw26+e7l1DawWYjFul1rvx58MCLS+Om+B5h92893LrWtgtRCLcbvUgj\/+bECg9dX5CzRrTExhWkcsxu1SCz55NiDQyusQ6Ml1DawWYjFul1rwybMBgVZeh0BPrmtgtRCLcbvUgk+eDQi08joEenJdA6uFWIzbpRZ88mxAoJXXIdCT6xpYLcRi3C614JNnAwKtvA6BnlzXwGohFuN2qQWfPBsQaOV1CPTkugZWC7EYt0st+OTZgEArr0OgJ9c1sFqIxbhdasEnzwYEWnkdAj25roHVQizG7VILPnk2INDK6xDoyXUNrBZiMW6XWvDJswGBVl6HQE+ua2C1EItxu9SCT54NCLTyOgR6cl0Dq4VYjNulFnzybECgldch0JPrGlgtxGLcLrXgk2cDAq28DoGeXNfAaiEW43apBZ88G0wE+t27L61+evje9cnkjY\/EDQRapg6BnlzXwGohFuN2qQWfPBtMBHpr8tLapJM5z3+8dwOBFqpDoCfXNbBaiMW4XWrBJ88GA4E+vDVZC\/TW5MWPpvdvTF78cvcGAi1Uh0BPrmtgtRCLcbvUgk+eDY8u0D\/9arIW6DfXF5eb37373G92biDQUnUI9OS6BlYLsRi3Sy345NnwyAL9YjL5639dCfSLzX\/f3LmBQEvVIdCT6xpYLcRi3C614JNnw6ML9IV\/mN5bufLW5NeL\/y5uD24g0FJ1CPTkugZWC7EYt0st+OTZ8MgC3XLkwxurR+vfXH\/xy8GN5Z\/9aEVml+nrWTRel9+uisNQyVGo56g3Xed\/MgxBoPXVIdAe6yoZs55YbLAT6PMfD24M\/9z+sWMDjz78H8JntYu0e7l1xCLpOpYqHsIj0AJ1jceCKdzadR0LAi0QahV1jceCKdzadR1LCIHyKvwl1DUeC6Zwa9d1LDEEun7L5+p9oG8OfolAi9Q1HgumcGvXdSwxBMonkfzrGo8FU7i16zqWGAJ9eGPywubj74MbCLRUXeOxYAq3dl3HEkOg0\/vbX8B0n29jcqhrPBZM4dau61iCCHR6\/72ZMt\/4UtxAoGXqGo8FU7i16zqWyxXoiSBQw7rGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jgWBFgi1irrGY8EUbu26jqUqgebyehaN11UyJrtnWlfJmPXEYgNXoPXVNR4Ll1pu7bqOpaorUARqWNd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsSDQAqFWUdd4LJjCrV3XsYQU6MP3rk8mb3yEQEvWNR4LpnBr13UsEQX63buTOc9\/jEAL1jUeC6Zwa9d1LBEFemvy4kfT+zcmL36JQMvVNR4LpnBr13UsAQX6zfXFted37z73GwRarq7xWDCFW7uuYwko0C8mL63++yYCLVfXeCyYwq1d17EEFOitya8X\/723EikCLVLXeCyYwq1d17HEE+jDG6uH7t9cXz8J+qMVhl0AAIKAQAEAMikk0N03MuU9hE9R4j6ziTMLsUiIRUIskkAP4RGoM8QiIRYJsUgQqDdxZiEWCbFIiEXSzKvw2TvpTZxZiEVCLBJikVzi+0DfHPwXgbpDLBJikRCLpJlPImXvpDdxZiEWCbFIiEVyaQJ9eGPyguVn4bN30ps4sxCLhFgkxCK5vC8TuW\/7bUzZO+lNnFmIRUIsEmKRXOL3gd5\/b+bPN3avPxGoG8QiIRYJsUia+Ub67J30Js4sxCIhFgmxSBCoN3FmIRYJsUiIRYJAvYkzC7FIiEVCLBIE6k2cWYhFQiwSYpEgUG\/izEIsEmKREIsEgXoTZxZikRCLhFgkCNSbOLMQi4RYJMQiQaDexJmFWCTEIiEWCQL1Js4sxCIhFgmxSBCoN3FmIRYJsUiIRYJAvYkzC7FIiEVCLBIE6k2cWYhFQiwSYpEgUG\/izEIsEmKREIsEgXoTZxZikRCLhFgkCNSbOLMQi4RYJMQiQaDexJmFWCTEIiEWCQL1Js4sxCIhFgmxSBCoN3FmIRYJsUiIRYJAvYkzC7FIiEVCLBIE6k2cWYhFQiwSYpEgUG\/izEIsEmKREIsEgXoTZxZikRCLhFgkCNSbOLMQi4RYJMQiQaDexJmFWCTEIiEWCQL1Js4sxCIhFgmxSAIK1J4f\/eiyJwgJsUiIRUIsklNiQaBtQSwSYpEQiwSB9guxSIhFQiwSBNovxCIhFgmxSBBovxCLhFgkxCJBoP1CLBJikRCLBIH2C7FIiEVCLBIE2i\/EIiEWCbFIuhAoAMBlTZMR+gAACHdJREFUg0ABADJBoAAAmSBQAIBMECgAQCYIFAAgEwQKAJAJAgUAyKQOgT587\/pk8sZHo78S23tA7Paf\/m4yeW71q+\/enSx4\/uNLme7S2I9lmASrZXn7xmTNPJdeV8t0vusvDW6f4pYqBLo6ttuHdvArsb0HxG7\/YXkSPPeb+Y1vrnd5SohYBkmwWpbsCLTT1TLn1mQg0JPcUoVAb01e\/Gh6\/8bkxS\/1r8T2Htjf7XuT5\/5+Ov\/V4njfG66LXhCrYZAEq2XIN9cX\/3\/b6WqZ\/R\/Jrclw109ySw0C\/eb66spheWG19yuxvQf2d3t2TfHr6eJXi\/\/emrx5acNdHmo1bCfBahlumC2aRTh9rpbp9E+\/mgwFeppbahDoF6v9++LiEA9+Jbb3wP5uf\/fu6pHG4mR4eKMvRawQq2GQBKtld8Pi4qrT1TLb\/clf\/+tAoKe5pQaB3lpeV20\/yBj8SmzvgcRuLwT63bsv\/u\/Z\/7v+p85eLRGxDJJgtQx+v3q00utqmX7xwj\/sZHKaWyoQ6Ob\/G7+5vn4iYvArsb0HEru9fvSxeong15cw3aWhYtlOgtUy3O31JVafq2XJwI4nugWB1kpit5cnxb3Zg5Mvp\/\/vvUlXj81ULNtJsFoGu715cq\/P1bKkH4Gu30ww+JXY3gPju31veRKsry36enVAxbKdBKtlsNv31i8v97lalowJ9Bi31CVQrkAvGN3te9efGzwMu9fVG3ZSq2GeBKtle7fX79u4oK\/VsqSfK1AEesHYbn+x+yCs20st8Y7HwTUFq0Wsjb5Wy5LGBcqr8Bq923\/YexKrL1OkVsMiCVbL1m\/3Q+hstSxo\/FX4zXuwBu8D3fqV2N4Darcf3pq8sHmeuE9T7McyTILVsvXbzTOeva6WBcN9Ps0tNQiUTyJJ9EduLq4fVp\/w3X+aq21ELIMkWC0Xv9x693ynq2XBUKDtfRJpdlBf2Pk86uBXYnsPiN3+YjuCb67P35hy\/1fEMkiC1XLxy81H17pdLQuGAj3NLTUIdHp\/6xtRVl99sP2r4Y1+2Itl\/Y1kqw\/3frH6ep3OPlwiVssgCVbLOpbBE56drpY59zYfJjjdLVUIdHr\/vdk+vLE41utjv\/WrnRv9sBvLvY0\/lyvi\/vzLQf+6+1imO0mwWtaxDN6z1Olqme4J9CS31CFQAICAIFAAgEwQKABAJggUACATBAoAkAkCBQDIBIECAGSCQAEAMkGgAACZIFAAgEwQKABAJggUACATBAoAkAkCBWtunj15p1jxg99dOzt77JeD33369ux3Z0+\/k981fx7oGwQK1hQV6M2ZKs8e+3DrN59+72zFlVez2+7zyV\/cOWYe6BsECtaUFOhX187+7XD77bMtns3uOzYHAoUUCBSsKSnQu2dnrw1+Mffn4z\/\/fPbTZz+eXYP+UpeZzwGwAIGCNWUFOnTk7Ir07Jl1wUymZtZDoHAMCBSs8RTozbOzq9u3zC5BESgcAwIFa\/bd8\/X8ZfIrP\/hguXX1EtCDt5Z\/t71RFG9vXj3feWHJb18eKPOrp3\/2wV7RvNFrn74ye6T\/y4ufZoWr50tvL+aZ3168wP\/EO1uNnt2aZ3CXyz\/\/3vzZAzTbNQgUrNlz4OZ1nmemW89izh59P7u7cb94vfnKL6ZCoHcHF6C6aC7Qny5fu7\/4SQj0h28ti+b99wU6vMvZn\/\/lK8tfPPGhGAB6AYGCNcKB8wu3P7+\/kOTMPVdXv56LcLhxr3i2+YnfT6efvbLS7s5D+Nvyhfedopk251Vfv7P1kxDobJDPpw\/eXyl551X4nbuc\/\/mVX9yZfv2W5Sv\/UB8IFKzZceDsSnN1lbhU5mrz8hH87sad4pmoljdnf7145L8v0OGL8qpors3lX138pAR6dTX9YI7lf3fvcv7nr02nF89DQKcgULBm7yJy\/b73mW2ubhw4U+dr+xt3im9vfLl6wH+MQHeL1vLd\/kkI9GLL9hw3Vw\/ph3e5EerFU7rQJQgUrBk6cCXGiy0z+cyltxDX3sad4gs9rbx2jEB3iy6uEi9+EgK9uinfnmN9a3iXF39+G4F2DQIFa\/YehW8xt83NCwWpjVvFWw+QVz\/uCPSueApyr+jC0hc\/qVfhN+Nvz3FzdQ\/Du9wth15BoGDNIYHenf\/v0oSHBbpzgboj0NkD6sHTBX\/828\/3i44U6PpS9rYU6N5VNAKFKQIFe\/YEuvNOo29fnklw8+LM1UTxwSvQnfeBLp6a5AoU\/ECgYM3ec6C7r1PfPHt2ZaD9jac9Bzp\/EvTq4Naz8jnQhEBv7gv0qOdAEShMESjYs\/Mq\/MXnK9e6vHv25CerX+5t3H0Vfv3IevVsZ\/Kz8J8snwXYLRoR6NX1r1YCHb68tPsq\/PAuESgsQaBgzf77QFe31x9C+vblx\/79yl97G097H+jyE0JX5t\/G9ODTH6++z068D3RPoJtL37tnmzd2Prua\/rj3gSJQmCJQsOfmzutCt5efMH\/w282XJc3\/YnVFt7tx\/JNIC2PtCXT6\/vbLUM+oIiXQxTc3fbD6fvv1J5F+eGf69durRvN3fj74XH0SaeVoBApTBAr27Ar04uPuazfe3fpS+Z2Nyc\/CK4FO\/3jtbPg34rPw+wJ9sP7k+2\/XAv3+tc0H4JcjLp5eHf0sPAKFKQIFe\/YEOruum\/+zG0+\/s\/6LrZdsdjeOfBvTM58vbwmBTh\/844\/n7ntq64uRBkVSoNPllym9uvUq\/Pzq82z9rVDTT2b3cPXO7rcxre4SgcISBAqwo3SAY0GgAAgUMkGgAAgUMkGgAAgUMkGgAAgUMkGgAAgUMkGgAACZIFAAgEwQKABAJggUACATBAoAkAkCBQDIBIECAGSCQAEAMkGgAACZIFAAgEwQKABAJggUACATBAoAkAkCBQDI5P8DRcojji9avqIAAAAASUVORK5CYII=\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"figure-2\" class=\"section level3\">\n<h3>Figure 2<\/h3>\n<p>Political Corruption by Year<\/p>\n<pre class=\"r\"><code>df_year <- df %>% group_by(year) %>% summarise_at(vars(corr,occurences,\n n_floods,n_earth,n_drought),\n list(mean = mean), na.rm= TRUE)\nmelt_df <- reshape2::melt(df_year, id.var = "year") \nvars2 <- "corr_mean"\nfig2_df <- melt_df %>% filter(variable %in% vars2)\nfig2 <- ggplot(fig2_df, aes(x = year, group=1)) + \n geom_line(aes(color = variable, y= value),lwd= 1.5, show.legend = FALSE) +\n ggtitle("Figure 2", subtitle = "Public Sector Corruption Yearly Mean") + \n xlab("Year") + labs(colour="Variable") + ylim(.4,.6) + \n scale_colour_manual(labels = c("Corr"), values = c("brown")) + \n ylab("Corruption Level") +\n theme(plot.title = element_text(hjust = .5, face="bold"),\n plot.subtitle = element_text(hjust = .5))\nfig2<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"figure-3\" class=\"section level3\">\n<h3>Figure 3<\/h3>\n<p>Pie Chart Showing Percentage of Each Disaster.<\/p>\n<pre class=\"r\"><code>df_pie <- data.frame(event = c("Floods", "Droughts", "Earthquakes"),\n count = c(3418, 339, 557))\n# calculate percentages\ndf_pie$percent <- df_pie$count \/ sum(df_pie$count) * 100\n\n# format labels\ndf_pie$label <- paste("", df_pie$count, "\\n(", round(df_pie$percent, 1), "%)", sep = "")\n\nfig3 <- ggplot(df_pie, aes(x = "", y = count, fill = event)) +\n geom_bar(stat = "identity", color = "white") +\n coord_polar(theta = "y") +\n theme_void() +\n labs(title = "Figure 3", \n caption = paste("Total:", sum(df_pie$count)), \n subtitle = "Natural Disaster Events 2000-2020") +\n scale_fill_discrete(name = "Event", labels = paste("", df_pie$event)) +\n geom_text(aes(label = label), position = position_stack(vjust = 0.5)) +\n theme(plot.title = element_text(hjust = .5, face="bold"),\n plot.subtitle = element_text(hjust = .5)) +\n scale_fill_brewer(palette="Set1")\nfig3<\/code><\/pre>\n<img decoding=\"async\" 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TCxrLCEwLHhbRS5zTF0pOmcoayxFLnNMLmxlbmd0aD9FLnNMOnZvaWQgMCk7cmV0dXJuIEUucj4wJiYoQis9dC5yKSxlJiYoeFtFLnNMXT10LnRvcCkscCh0Lmxhbmd1YWdlLHQudmFsdWUsITEsITApfWZ1bmN0aW9uIGIoKXtMKz1udWxsIT1FLnNMP2QoKTpoKCksaz0iIn1mdW5jdGlvbiB2KGUpe0wrPWUuY04\/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 (Climate Change)<\/h1>\n\n\n\n<div class=\"main-container\">\n<div id=\"requirements\" class=\"section level3\">\n<h3>Requirements<\/h3>\n<p>These six packages are needed to create the visualizations.<\/p>\n<pre class=\"r\"><code>library(janitor) # Cleaning Data\nlibrary(tidyverse) # Data Manipulation\nlibrary(plm) # Panel Linear Models\nlibrary(stargazer) # Table Creation\nlibrary(broom) # Tidy data\nlibrary(nlme) # Mixed Effects Modeling<\/code><\/pre>\n<p>This is the final data that we created in the previous <a href=\"https:\/\/www.danielgoralczyk.com\/academic-projects\/climate-course\/\">script<\/a>.<\/p>\n<pre class=\"r\"><code>p_df <- read.csv("p_df_climate.csv") # Reading in the data\ndf <- as.data.frame(p_df)\ncountries <- subset(df, dis == 1) # 1833 country\/year occurrences of a disaster<\/code><\/pre>\n<p>Look at the summary statistics<\/p>\n<pre class=\"r\"><code>vars_sum <- c(4,6,7,13:16, 18:24) # Sub-setting the variables of interest\nstargazer(df[,vars_sum], type="text", out= "table.html", title="Table 1",\n align = TRUE)<\/code><\/pre>\n<pre><code>## \n## Table 1\n## ============================================================\n## Statistic N Mean St. Dev. Min Max \n## ------------------------------------------------------------\n## reg_corr 3,740 0.500 0.307 0.002 0.971 \n## gdppc 3,469 15.369 16.655 0.538 100.865 \n## damages 3,741 344,803.100 4,135,080.000 0 210,000,000\n## occurences 3,741 1.153 2.109 0 27 \n## n_floods 3,741 0.914 1.677 0 25 \n## n_drought 3,741 0.091 0.300 0 3 \n## oecd 3,741 0.196 0.397 0 1 \n## l_dam 3,741 2.297 4.750 0.000 19.163 \n## l_aff 3,741 4.726 5.548 0.000 19.663 \n## l_death 3,741 1.155 1.854 0.000 12.313 \n## dis 3,741 0.490 0.500 0 1 \n## flood 3,741 0.441 0.497 0 1 \n## drought 3,741 0.087 0.282 0 1 \n## ------------------------------------------------------------<\/code><\/pre>\n<pre class=\"r\"><code>country_counts <- table(df$country) # Which countries had less than 21 values\nless_than_21 <- subset(country_counts, country_counts < 21)\nhead(less_than_21) # These countries have been recently established (checks out)<\/code><\/pre>\n<pre><code>## \n## Palestine\/Gaza South Sudan \n## 14 10<\/code><\/pre>\n<\/div>\n<div id=\"figure-1\" class=\"section level3\">\n<h3>Figure 1<\/h3>\n<p>Histrogram of Political Corruption<\/p>\n<pre class=\"r\"><code>fig1 <- df %>%\n ggplot(aes(x=corr)) +\n geom_histogram(binwidth=.05, fill="steelblue", color="white", alpha=0.9) +\n ggtitle("Figure 1", subtitle ="Public Corruption Distribution") +\n theme(plot.title = element_text(hjust = .5, face="bold"),\n plot.subtitle = element_text(hjust = .5)) +\n xlab("Level of Corruption")\nfig1<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"figure-2\" class=\"section level3\">\n<h3>Figure 2<\/h3>\n<p>Political Corruption by Year<\/p>\n<pre class=\"r\"><code>df_year <- df %>% group_by(year) %>% summarise_at(vars(corr,occurences,\n n_floods,n_earth,n_drought),\n list(mean = mean), na.rm= TRUE)\nmelt_df <- reshape2::melt(df_year, id.var = "year") \nvars2 <- "corr_mean"\nfig2_df <- melt_df %>% filter(variable %in% vars2)\nfig2 <- ggplot(fig2_df, aes(x = year, group=1)) + \n geom_line(aes(color = variable, y= value),lwd= 1.5, show.legend = FALSE) +\n ggtitle("Figure 2", subtitle = "Public Sector Corruption Yearly Mean") + \n xlab("Year") + labs(colour="Variable") + ylim(.4,.6) + \n scale_colour_manual(labels = c("Corr"), values = c("brown")) + \n ylab("Corruption Level") +\n theme(plot.title = element_text(hjust = .5, face="bold"),\n plot.subtitle = element_text(hjust = .5))\nfig2<\/code><\/pre>\n<p><img decoding=\"async\" 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\" width=\"672\" \/><\/p>\n<\/div>\n<div id=\"figure-3\" class=\"section level3\">\n<h3>Figure 3<\/h3>\n<p>Pie Chart Showing Percentage of Each Disaster.<\/p>\n<pre class=\"r\"><code>df_pie <- data.frame(event = c("Floods", "Droughts", "Earthquakes"),\n count = c(3418, 339, 557))\n# calculate percentages\ndf_pie$percent <- df_pie$count \/ sum(df_pie$count) * 100\n\n# format labels\ndf_pie$label <- paste("", df_pie$count, "\\n(", round(df_pie$percent, 1), "%)", sep = "")\n\nfig3 <- ggplot(df_pie, aes(x = "", y = count, fill = event)) +\n geom_bar(stat = "identity", color = "white") +\n coord_polar(theta = "y") +\n theme_void() +\n labs(title = "Figure 3", \n caption = paste("Total:", sum(df_pie$count)), \n subtitle = "Natural Disaster Events 2000-2020") +\n scale_fill_discrete(name = "Event", labels = paste("", df_pie$event)) +\n geom_text(aes(label = label), position = position_stack(vjust = 0.5)) +\n theme(plot.title = element_text(hjust = .5, face="bold"),\n plot.subtitle = element_text(hjust = .5)) +\n scale_fill_brewer(palette="Set1")\nfig3<\/code><\/pre>\n<img decoding=\"async\" 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