tag:blogger.com,1999:blog-84998955245216639262024-03-18T05:47:33.663-04:00Phylogenetic Tools for Comparative BiologyLiam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.comBlogger1319125tag:blogger.com,1999:blog-8499895524521663926.post-72091108212201300152024-03-13T11:56:00.001-04:002024-03-13T13:37:11.977-04:00Evolution Congress symposium on 'Replicability & Reproducibility' in ecology & evolutionary biology<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p><img src="data:image/png;base64,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" alt="DALL·E generated image showing a group of evolutionary biologists engaged in a lively discussion on the theme of reproducibility & replicability." /><br><i>DALL·E generated image showing a group of evolutionary biologists engaged in a lively discussion on the theme of reproducibility & replicability.</i></p>
<p><br><a href="https://www.unsw.edu.au/staff/shinichi-nakagawa">Shinichi Nakagawa</a> & I have organized a symposium for the <a href="https://www.evolutionmeetings.org/">3rd Joint Congress on Evolutionary Biology</a> to be held next summer in <a href="https://en.wikipedia.org/wiki/Montreal">Montreal, Canada</a> & that might be of interest to some people people on who frequent this blog.</p>
<p>The theme of the <a href="https://www.evolutionmeetings.org/symposia.html">symposium</a> is “<strong>Replicability & Reproducibility in Ecological & Evolutionary Research</strong>” and the underlying idea is to feature talks focused both on analysis reproducibility, good research practices for replicability (such as pre-registration, blinding, etc.), and the “science of science” (e.g., meta-science aimed at measuring research reliability & improving scientific practices).</p>
<p>Here are some more details.</p>
<p><strong>What:</strong> A symposium on “Replicability & Reproducibility in Ecological & Evolutionary Research” at the 3rd Joint Congress on Evolutionary Biology (2024), (<a href="https://www.evolutionmeetings.org/">https://www.evolutionmeetings.org/</a>)</p>
<p><strong>Where:</strong> Montreal, Quebec, Canada</p>
<p><strong>When:</strong> July 26-30, 2024 (the exact date for the symposium TBA)</p>
<p><strong>About:</strong> A collection of diverse presentations on reproducibility and “research on research” (meta-research/meta-science) in ecology and evolution.</p>
<p><strong>Goal:</strong> Via the symposium, we increase the awareness of research issues and inefficiencies in ecology and evolution to promote open, reliable and transparent sciences.</p>
<p><strong>How to attend:</strong> Many conference support grants are available for students and early career researchers (e.g., conference fee waiver and travel support). See a collection of them <a href="https://www.evolutionmeetings.org/travel--support.html">here</a>.</p>
<p><strong>What you need to do now:</strong> Apply for a grant right now. Regular conference registration & abstract submission for the Evolution Joint Congress is already open! Please consider submitting your talk to our symposium! Even if your talk is not accepted by our symposium, all talks submitted by the deadline will be accepted for the conference and placed in an appropriate session.</p>
<p><strong>Organizers and contacts:</strong> Please send any questions to symposium co-organizers <a href="s.nakagawa@unsw.edu.au">Shinichi Nakagawa</a> and/or <a href="liam.revell@umb.edu">Liam Revell</a>. <em>Please don’t hesitate to reach out to us if you have questions about the symposium!</em></p>
<p><strong>Proposal:</strong> A growing number of fields across the medical & social sciences have identified what’s become known as a “crisis of reproducibility,” typically manifesting as studies & meta-analyses that point to low reproducibility of key research findings. In one well-knownexample, an industry lab attempted to replicate 52 important preclinical results of cancer biology and was only able to duplicate key findings in 6 of these. Though evolutionary biology has yet to encounter its own replication crisis, survey data and other information suggest that research practices known to be linked to low reproducibility are probably widespread. This symposium invites diverse perspectives on replicability & reproducibility, open science, the impact of research practices on the reliability of findings, & ‘meta-science’ (the science of science) to help ask if ecology & evolutionary biology is on the cusp of its own replication crisis & what can be done about it.</p>
</div>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-49483581823245478942024-03-05T21:39:00.003-05:002024-03-06T06:28:12.769-05:00Graphing a discrete trait and a text label for each tip of a plotted tree<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Today a <em>phytools</em> user emailed me with the following question.</p>
<p>“<em>I wanted to ask you for help with something (I am desperate). I am trying to create a phylogenetic tree where the tip labels have multiple columns, which have labels themselves. The first column is the species name; the second is a dot indicating the value of a discrete character trait; the third is the IUCN status. Here is a drawing showing what I mean:</em>”</p>
<p><img src="data:image/png;base64,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" alt="" /></p>
<p>OK – this may look like a scribble, but it’s <em>exactly</em> what I like to see when someone asks me for help with graphing. Kudos!</p>
<p>Actually, this isn’t hard to do at all. By the looks of their plot, in addition to the species names, it looks like they’d like to graph \(\lambda\) (I assume the rate of population growth, with \(\lambda = 1\)), but perhaps with all \(\lambda > 1\) shown in one color & \(\lambda < 1\) in another, and then IUCN threat status (i.e., EX, EW, CR, EN, VU, NT, and LC).</p>
<p>Before I continue, let me add that this is <em>exactly</em> the type of custom plot that Luke Harmon & I focus on in Chapter 13 of our <a href="https://press.princeton.edu/books/phylogenetic-comparative-methods-in-r">recent book</a> with <em>Princeton University Press</em>.</p>
<p>To illustrate how one might go about <em>making</em> this kind of plot, I’ll use a real tree – this phylogeny of 26 species of <em>Plethodon</em> salamanders from Highton & Larson (1979).</p>
<pre><code class="language-r">library(phytools)
data(salamanders)
salamanders$tip.label
</code></pre>
<pre><code>## [1] "neomexicanus" "larselli" "vandykei" "idahoensis" "vehiculum"
## [6] "dunni" "elongatus" "stormi" "fourchensis" "ouachitae"
## [11] "caddoensis" "yonahlossee" "jordani" "glutinosus" "punctatus"
## [16] "wehrlei" "websteri" "dorsalis" "welleri" "serratus"
## [21] "hubrichti" "cinereus" "nettingi" "hoffmani" "shenandoah"
## [26] "richmondi"
</code></pre>
<p>To continue, let’s populate some IUCN values. (Don’t take my word on it, but I believe these to be the <em>true</em> IUCN classification of these 26 species!)</p>
<pre><code class="language-r">iucn<-setNames(
c("NT","NT","LC","LC","LC",
"LC","NT","EN","NT","NT",
"NT","LC","NT","LC","NT",
"LC","LC","LC","EN","LC",
"VU","LC","NT","LC","VU",
"LC"),salamanders$tip.label)
</code></pre>
<p>Now, I’m just going to generate some random values of \(\lambda\) between \(\lambda = 0.95\) (declining) and \(\lambda = 1.05\) (increasing), without presuming that an endangered species is in decline or a species of least concern is growing. (Indeed, this might not even be expected to be the case – for example, if conservation or recovery efforts were focused on vulnerable or endangered species.)</p>
<pre><code class="language-r">lambda<-setNames(
runif(n=Ntip(salamanders),0.95,1.05),
salamanders$tip.label)
lambda
</code></pre>
<pre><code>## neomexicanus larselli vandykei idahoensis vehiculum dunni elongatus
## 0.9565825 0.9887832 1.0361898 1.0020955 0.9516036 0.9502447 1.0105711
## stormi fourchensis ouachitae caddoensis yonahlossee jordani glutinosus
## 1.0274635 1.0125997 1.0154203 0.9846055 0.9588364 1.0381764 1.0457046
## punctatus wehrlei websteri dorsalis welleri serratus hubrichti
## 1.0411562 0.9987080 0.9933846 1.0023392 0.9525084 0.9857701 1.0076362
## cinereus nettingi hoffmani shenandoah richmondi
## 1.0432823 0.9975689 1.0282926 1.0166452 1.0169282
</code></pre>
<p>(Please keep in mind – these are random!)</p>
<p>Now we’re pretty much ready to create our plot!</p>
<p>To start, however, we might graph our tree <em>without</em> all the trait info – just to gauge how much space we’re going to need for it!</p>
<pre><code class="language-r">plotTree(salamanders, ftype="i")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-4" /></p>
<p>Now let’s use <code>get("last_plot.phylo",envir=.PlotPhyloEnv)</code> to pull down the information about this plot, including the <em>x</em> and <em>y</em> user unit dimensions. (This is the most important part for our purposes.)</p>
<pre><code class="language-r">pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
pp$x.lim
</code></pre>
<pre><code>## [1] 0.0000 507.4171
</code></pre>
<pre><code class="language-r">pp$y.lim
</code></pre>
<pre><code>## [1] 1 26
</code></pre>
<p>Now let’s simply re-plot our tree, updating these values, and add all of our desired elements on top of it. Since I have to do this in a single code chunk, I’ll do my best to explain in comments!</p>
<pre><code class="language-r">## graph the tree, updating xlim & ylim
plotTree(salamanders,ftype="off",
xlim=c(pp$x.lim[1],pp$x.lim[2]*1.15),
ylim=c(pp$y.lim[1],pp$y.lim[2]*1.15))
## pull the last plotted phylo info
pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
## compute the string width in user units of our
## labels
sw<-sapply(salamanders$tip.label,strwidth,font=3)
## right align & re-graph our labels (this just
## looks nicer)
par(lend=1)
for(i in 1:Ntip(salamanders)){
text(x=pp$xx[i]+1.05*max(sw),y=pp$yy[i],
salamanders$tip.label[i],cex=0.9,font=3,
pos=2)
segments(pp$xx[i],pp$yy[i],pp$xx[i]+max(sw)-sw[i],
pp$yy[i],lty="dotted")
}
## sort our lambda values & discretize them as
## > 1 (increasing) or < 1 (decreasing)
lambda<-lambda[salamanders$tip.label]
foo<-function(x) if(x>1) "white" else "black"
lam_col<-sapply(lambda,foo)
## graph the levels using points (this could
## also be done more scientifically with e.g.,
## plotrix::draw.circle)
## the specific coordinates might need adjustment
points(pp$xx[1:Ntip(salamanders)]+
1.05*max(sw)+0.02*max(nodeHeights(salamanders)),
pp$yy[1:Ntip(salamanders)],pch=21,bg=lam_col,
cex=2.2)
## now add IUCN status as text. Once again, the
## font size & offset might need adjustment
## depending on the case
text(pp$xx[1:Ntip(salamanders)]+
1.05*max(sw)+0.08*max(nodeHeights(salamanders)),
pp$yy[1:Ntip(salamanders)],
iucn[salamanders$tip.label])
## finall, column headers & legend
text(pp$xx[1:Ntip(salamanders)]+
max(sw)+0.01*max(nodeHeights(salamanders)),
max(pp$yy)+0.75,expression(paste(lambda," (growth)")),
srt=80,pos=4)
text(pp$xx[1:Ntip(salamanders)]+
max(sw)+0.07*max(nodeHeights(salamanders)),
max(pp$yy)+0.75,"IUCN status",srt=80,
pos=4)
legend("topleft",c("decreasing","increasing"),pch=21,
pt.bg=c("black","white"),pt.cex=2,bty="n",inset=0.05)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-7" /></p>
<p>I mean, we could’ve gotten fancier – but that’s not bad!</p>
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-59587792976899180632024-03-02T17:55:00.001-05:002024-03-02T17:55:15.532-05:00A simple function for node depths, by various definitions<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Recently, a colleague asked how to compute to <em>depth</em> of one or a set of nodes on a tree.</p>
<p>As opposed to height above the root, for a non-ultrametric tree the meaning of node depth is somewhat ambiguous. For example, node depth might be defined as the distance of a node below the highest tip of the tree (overall); the distance below the highest tip <em>descended from the node of interest</em>; or the distance below the <em>lowest</em> tip descended from the node of interest (i.e., ancestor-descendant proximity to <em>any</em> leaf).</p>
<p>Typically, I believe that the first of these three definitions will be the value that’s being sought. If so, it’s indeed very straightforward to create a wrapper of <code>phytools::nodeheight</code> that will compute this quantity. (Note that if we have a lot of depths to compute at once on a large tree, it will normally be faster to use <code>phytools::nodeHeights</code> – but that uses more code, so I won’t show it here.)</p>
<pre><code class="language-r">node_depth<-function(phy,node=NULL){
if(is.null(node)) node<-1:phy$Nnode+Ntip(phy)
h<-max(nodeHeights(phy))
setNames(h-sapply(node,nodeheight,tree=phy),node)
}
</code></pre>
<p>Let’s test this function out.</p>
<p>To do so, I’ll first simulate a non-ultrametric random tree using <code>ape::rtree</code>, then I’ll graph it leftwards but with my axis flipped – so that the right side of the tree is at 0.0 and the tree depth will correspond to the horizontal position of each node along the <em>x</em> axis. Finally, I’ll compute the node depths for all internal nodes and plot them on top of the tree using arrows pointing from each node to the horizontal axis of my graph.</p>
<pre><code class="language-r">library(phytools)
tree<-rtree(n=6 )
plotTree(tree,direction="leftwards",
xlim=c(max(nodeHeights(tree)),0),
mar=c(3.1,1,1.1,1.1))
grid()
axis(1,pretty(nodeHeights(tree)))
nd<-node_depth(tree)
nd
</code></pre>
<pre><code>## 7 8 9 10 11
## 1.8782436 1.6916639 1.1627144 0.7354517 0.9366856
</code></pre>
<pre><code class="language-r">pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
arrows(
x0=pp$xx[1:tree$Nnode+Ntip(tree)],
y0=pp$yy[1:tree$Nnode+Ntip(tree)],
x1=nd,y1=rep(par()$usr[3],tree$Nnode),length=0.1,
col=make.transparent("red",0.5),lwd=5)
nodelabels()
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-2" /></p>
<p>Now, if we want our function to apply either of the other two possible definitions of “node depth” things gets a tiny bit more complicated.</p>
<p>To write our slightly more elaborated function, I’m going to denominate our three different depth criteria <code>"total"</code> (for the difference in height from the maximum height), <code>"max"</code> (for the difference in depth to the maximum tip height of each clade), and <code>"min"</code> (for the difference to the <em>minimum</em> tip height in the clade).</p>
<p>Here we go. First, this is our function.</p>
<pre><code class="language-r">node_depth<-function(phy,node=NULL,from="total"){
if(is.null(node)) node<-1:phy$Nnode+Ntip(phy)
if(from=="total") h<-max(nodeHeights(phy))
else if(from%in%c("min","max")){
foo<-function(node,tree){
dd<-getDescendants(tree,node)
dd[which(dd<=Ntip(tree))]
}
desc<-lapply(node,foo,tree=phy)
foo<-function(nodes,tree,from){
fn<-if(from=="min") min else max
fn(sapply(nodes,nodeheight,tree=tree))
}
h<-sapply(desc,foo,tree=phy,from=from)
}
return(setNames(h-sapply(node,nodeheight,tree=phy),node))
}
</code></pre>
<p>Now I’ll test it out by generating a random (non-ultrametric) tree, graphing it as before, and then adding arrows from the nodes that point <em>forward</em> in time towards the tips of the tree – merely to show that these arrows align with the minimum or maximum tip height of each node’s subtree! (This is what we were going for.)</p>
<p>We can start with the <em>minimum</em> height of each clade.</p>
<pre><code class="language-r">library(phytools)
tree<-rtree(n=8)
plotTree(tree,direction="leftwards",
xlim=c(max(nodeHeights(tree)),0),
mar=c(3.1,1,1.1,1.1))
grid()
axis(1,pretty(nodeHeights(tree)))
nd<-node_depth(tree,from="min")
nd
</code></pre>
<pre><code>## 9 10 11 12 13 14 15
## 1.0834354 0.5526454 0.5911463 0.1298558 0.3592411 0.4492303 0.2584885
</code></pre>
<pre><code class="language-r">pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
arrows(
x0=pp$xx[1:tree$Nnode+Ntip(tree)],
y0=pp$yy[1:tree$Nnode+Ntip(tree)],
x1=pp$xx[1:tree$Nnode+Ntip(tree)]-nd,
y1=pp$yy[1:tree$Nnode+Ntip(tree)],length=0.1,
col=make.transparent("red",0.25),lwd=5)
nodelabels()
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-4" /></p>
<p>Now proceed to the <em>maximum</em> height of each clade.</p>
<pre><code class="language-r">library(phytools)
tree<-rtree(n=8)
plotTree(tree,direction="leftwards",
xlim=c(max(nodeHeights(tree)),0),
mar=c(3.1,1,1.1,1.1))
grid()
axis(1,pretty(nodeHeights(tree)))
nd<-node_depth(tree,from="max")
nd
</code></pre>
<pre><code>## 9 10 11 12 13 14 15
## 3.1375804 0.9654019 0.9140639 2.2835820 1.5188923 1.4671948 0.9892051
</code></pre>
<pre><code class="language-r">pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
arrows(
x0=pp$xx[1:tree$Nnode+Ntip(tree)],
y0=pp$yy[1:tree$Nnode+Ntip(tree)],
x1=pp$xx[1:tree$Nnode+Ntip(tree)]-nd,
y1=pp$yy[1:tree$Nnode+Ntip(tree)],length=0.1,
col=make.transparent("red",0.25),lwd=5)
nodelabels()
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-5" /></p>
<p>Neat. That totally worked.</p>
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-90448284930249668812024-02-28T19:00:00.002-05:002024-02-28T19:00:29.937-05:00Using differential evolution algorithms to optimize an ordered Mk model where the rate of change between states varies as an n-degree polynomial functional form<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>The other week I <a href="http://blog.phytools.org/2024/02/fitting-m-k-model-for-ordered-discrete.html">posted</a> about fitting an ordered M<em>k</em> model in which the rate of change between adjacent character levels in the model varied as a <em>n</em>-degree polynomial functional form.</p>
<blockquote class="twitter-tweet"><p lang="en" dir="ltr">Still working out some bugs, but now in <a href="https://twitter.com/hashtag/Rstats?src=hash&ref_src=twsrc%5Etfw">#Rstats</a> <a href="https://twitter.com/hashtag/phytools?src=hash&ref_src=twsrc%5Etfw">#phytools</a> -- fitting an ordered Mk model in which the rates of change between adjacent states vary according to an n-degree polynomial functional form: <a href="https://t.co/DcS0GFtALg">https://t.co/DcS0GFtALg</a>. <a href="https://t.co/FhlTQsASCR">pic.twitter.com/FhlTQsASCR</a></p>— Liam Revell (@phytools_liam) <a href="https://twitter.com/phytools_liam/status/1760429010104823931?ref_src=twsrc%5Etfw">February 21, 2024</a></blockquote>
<p>This model is very cool (IMO); however, in practice it can be quite difficult to fit to data. I’m not sure why this is, but I suspect it has to do with the fact that the functional form can easily get the <strong>Q</strong> matrix into parts of parameter space where the likelihood is not defined.</p>
<p>I was searching around for a robust optimization routine in R that might work for “holey” likelihood surfaces that were not numerically differentiable & I stumbled onto <a href="https://cran.r-project.org/package=DEoptim"><em>DEoptim</em></a>. <em>DEoptim</em> uses the differential evolution algorithm described in Storn & Price (<a href="https://doi.org/10.1023/A:1008202821328">1997</a>; also see Mullen et al. <a href="https://doi.org/10.18637/jss.v040.i060">2011</a>).</p>
<p>Differential evolution is a type of <a href="https://en.wikipedia.org/wiki/Evolutionary_algorithm"><em>evolutionary algorithm</em></a> in which the principles of natural selection are used to try to solve a complex problem – in this case, optimization of a real-valued function. The algorithm first creates a population of “individuals” consisting of randomly chosen values of the parameters to be optimized. Each generation, this population is subject to selection (based on the objective function: in our case, the likelihood function), mutation, and crossing-over. Differential evolution is <em>robust</em>, but inefficient for smooth objective functions. So far, I’ve found that it seems quite good at converging to the same or a better solution that I’m able to find using <code>nlminb</code> or <code>optim</code>.</p>
<p>To illustrate it’s use, I’m going to use some real empirical data for a (potentially) ordered character trait: caudal vertebrae number in <em>Anolis</em>. These data are from an <a href="https://doi.org/10.1101/2021.09.14.460362">article</a> I have in review that was co-authored by <a href="https://kschliep.netlify.app/">Klaus Schliep</a>, <a href="https://www.otago.ac.nz/ecoevotago/">Travis Ingram</a>, & <a href="https://mahlerlab.com/">Luke Mahler</a>. (These data are available from a project GitHub repository <a href="https://github.com/liamrevell/Revell-etal-fitmultiMk.analyses">here</a>.)</p>
<p>To start with, I’ll load <em>phytools</em> – which should be updated from <a href="https://github.com/liamrevell/phytools">GitHub</a>.</p>
<pre><code class="language-r">library(phytools)
packageVersion("phytools")
</code></pre>
<pre><code>## [1] '2.2.0'
</code></pre>
<p>Next, we can read in our dataset and tree.</p>
<pre><code class="language-r">anolis_dat<-read.csv(file="anolis_caudal_vertebrae_data.csv",
row.names=1)
head(anolis_dat)
</code></pre>
<pre><code class="language-r">anolis_tre<-read.tree(file="mcc.tre")
anolis_tre
</code></pre>
<pre><code>##
## Phylogenetic tree with 187 tips and 186 internal nodes.
##
## Tip labels:
## punctatus, transversalis, agassizi, casildae, microtus, aqbl, ...
##
## Rooted; includes branch lengths.
</code></pre>
<p>There are some discrepancies between the data and tree, so I’ll use <code>geiger::name.check</code> to identify reconcile them.</p>
<pre><code class="language-r">chk<-geiger::name.check(anolis_tre,anolis_dat,data.names=anolis_dat$Species)
summary(chk)
</code></pre>
<pre><code>## 76 taxa are present in the tree but not the data:
## acutus,
## aeneus,
## alayoni,
## alfaroi,
## altae,
## altitudinalis,
## ....
##
## To see complete list of mis-matched taxa, print object.
</code></pre>
<pre><code class="language-r">anolis_tre.pruned<-drop.tip(anolis_tre,chk$tree_not_data)
vert_number<-setNames(anolis_dat$Vert,anolis_dat$Species)
</code></pre>
<p>Finally, we’re ready to fit our model.</p>
<p>Here, I’m going to use <code>fitfnMk</code> with <code>opt.method="DEoptim"</code> and <code>degree=0</code> to indicate that I want to fit a model with <em>constant</em> (i.e., degree 0 polynomial) backward & forward transition rates between adjacent levels. I could’ve also fit this model easily using <code>phytools::fitMk</code> or <code>geiger::fitDiscrete</code>. I’m using a modest number of iterations of <code>maxit=100</code>, simply because I expect thsi model will be straightforward to optimize.</p>
<pre><code class="language-r">anolis_fit0<-fitfnMk(anolis_tre.pruned,vert_number,
degree=0,niter=1,opt.method="DEoptim",parallel=TRUE,
maxit=100,trace=10,prompt=FALSE)
</code></pre>
<pre><code>##
## Iteration: 10 bestvalit: 303.445488 bestmemit: 0.129787 0.215553
## Iteration: 20 bestvalit: 303.441723 bestmemit: 0.130566 0.217604
## Iteration: 30 bestvalit: 303.441716 bestmemit: 0.130487 0.217581
## Iteration: 40 bestvalit: 303.441716 bestmemit: 0.130491 0.217592
## Iteration: 50 bestvalit: 303.441716 bestmemit: 0.130492 0.217592
## Iteration: 60 bestvalit: 303.441716 bestmemit: 0.130491 0.217592
## Iteration: 70 bestvalit: 303.441716 bestmemit: 0.130491 0.217592
## Iteration: 80 bestvalit: 303.441716 bestmemit: 0.130491 0.217592
## Iteration: 90 bestvalit: 303.441716 bestmemit: 0.130491 0.217592
## Iteration: 100 bestvalit: 303.441716 bestmemit: 0.130491 0.217592
</code></pre>
<p>Let’s graph our fitted model and the log-likelihood.</p>
<pre><code class="language-r">plot(as.Qmatrix(anolis_fit0),xlim=c(-1.6,1),ylim=c(-0.9,0.9),
show.zeros=FALSE,width=TRUE,color=TRUE,text=FALSE,max.lwd=4)
mtext(paste("log(L) =",round(logLik(anolis_fit0),2)),
line=2,adj=0.1,cex=1.5)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-49" /></p>
<p>Terrific. Now, let’s do the same for a <em>slightly</em> more interesting model – this one a first degree polynomial, i.e., “straight line.”</p>
<pre><code class="language-r">anolis_fit1<-fitfnMk(anolis_tre.pruned,vert_number,
degree=1,niter=1,opt.method="DEoptim",parallel=TRUE,
maxit=200,trace=20,prompt=FALSE)
</code></pre>
<pre><code>##
## Iteration: 20 bestvalit: 303.594425 bestmemit: -0.001227 0.167693 0.000076 0.236956
## Iteration: 40 bestvalit: 303.181487 bestmemit: -0.006270 0.207564 -0.006498 0.294802
## Iteration: 60 bestvalit: 303.176395 bestmemit: -0.006165 0.202675 -0.006765 0.295882
## Iteration: 80 bestvalit: 303.176297 bestmemit: -0.006164 0.202479 -0.006795 0.295932
## Iteration: 100 bestvalit: 303.176295 bestmemit: -0.006169 0.202606 -0.006796 0.296011
## Iteration: 120 bestvalit: 303.176295 bestmemit: -0.006169 0.202600 -0.006795 0.296001
## Iteration: 140 bestvalit: 303.176295 bestmemit: -0.006169 0.202599 -0.006795 0.296001
## Iteration: 160 bestvalit: 303.176295 bestmemit: -0.006169 0.202599 -0.006795 0.296001
## Iteration: 180 bestvalit: 303.176295 bestmemit: -0.006169 0.202599 -0.006795 0.296001
## Iteration: 200 bestvalit: 303.176295 bestmemit: -0.006169 0.202599 -0.006795 0.296001
</code></pre>
<p>This time, instead of just plotting the fitted <strong>Q</strong> matrix, let’s plot both the <strong>Q</strong> matrix and the function form. This will look as follows.</p>
<pre><code class="language-r">layout(matrix(c(1,2),1,2),widths=c(0.45,0.55))
plot(as.Qmatrix(anolis_fit1),width=TRUE,color=TRUE,
show.zeros=FALSE,xlim=c(-1.6,1),ylim=c(-0.9,0.9),
text=FALSE,max.lwd=4)
mtext(paste("log(L) =",round(logLik(anolis_fit1),2)),
line=2,adj=0.1,cex=1.5)
par(mar=c(3.1,4.1,1.1,1.1))
plot(anolis_fit1)
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAC7gAAASwCAIAAADkbJCqAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOzdPYhbaZov8KOhw/3I57KsaSQzGG1WkZSZCUZlMA4WRwVOjLR0MFUs2JGvA19HNizSBM0t4cRQkbmBMViaoHFWipy1MIMlmlqW2/ns3Fw3KJdKJR19nA9J50i/H6apUr3nvK+O6tWMdf5+nsJoNAoAAAAAAAAAAGDX/WbbC2CxbqMwo9Hd9qry7eY1rbaG4cOGrerstd/UxV9xjWTJcNhttRrVanXqF6darVYbrVZ3uO5XcdhttRqN8Pkb651/6899TW5sxHXtw2G3e/m6Tb/jXL5w+b16AAAAAAAAkEkFFWWyrdsoHLanHqt3Rqe1raxmBwxb1dJJb/xtpTk4Py6uMvKbTV381dfJ1g27jUcv272ZX5YQlUr92dsntWKqr+Vw2H396LC90vz15rMnx7X0pt/2c1+rqbfftHfhsNt6/fJkpdctj1cPAAAAAAAAMkpFGfbJsPXoRval/iyr6ZPi8dtm5frb3skjVWWyaNhqVAulw9WSIkEQ9Hrtw1KpUG10U3o5h61GtVRaLSUTBEGvfXKY1vRbf+5r1m3MhBRTM+y2qoXS4aopmeDq6lUb3gcAAAAAAAAgIUEZ9sdMTKaT5co8xeNn9YlvRWUyZ9iqFkoRog4Teu3DUvLASOwFfJt+G1On9dzXbdiqri0mM2xVS4ez1apW0WuflLRiAwAAAAAAgEQEZdgX0zGZSvNJhmMyQRAEtdPOzahMKVG2gTR1G2GduaLotQ9LCSIP4a3BIk1fiPn7tPXnvnbdRsInuOjUSS9e0DtJGHMCAAAAAACAvSYow36Yjcm8zWrXpQm1J5P9l4Kg/TLD4YI9MmxVV252tFDvJGZeJJ0kR/sw+uzbf+7r1m2srZhMehcvzksHAAAAAAAABIGgDPthOiYT1J/lICYTzPRf0oApCxaGVCr1ZqczGIyuDQaDTrNeqcw5IMZLuqgtUKXe7Awm5182e7QyRVt/7uvWbaQUZQkx8zY0qVJvNkMv3rwDMnjxAAAAAAAAIBcEZdh9M/ens9916dpU/yW3x7et25gTUqnUm53B6Pz0uFYrTqawisVi7fj0/Hw06ISnHqK+pN3X4XGLSv3b/MXJ+ZfNHqVM0faf+1oNu43C2lIyC2IylW8X7zj04o0GnWb4K5epiwcAAAAAAAC5ISjDzpvOFeSj69K16f5LvZPXUWqAkKZh62VoVKTSHJyfHtcW/l4Va6fng9DMQ5SXdE5Ypd4ZnJ8umr9YOz0f3AxdjWdfLW+x/ee+RsNuo1paV8elIJgfb6p3BueLL16xdnw+Cg8aZeTiAQAAAAAAQK4IyrDjZu7u56Xr0rXp/ktB+zBSuxxSMyftUO+cr/hLVTwOz4u036/2ioaHVSrNwcKQzHj22mloVmalvMXWn/vafAvJrKuUTBAEQdB9HxbCWfWFC4La6XloymnrFw8AAAAAAAByR1CGnTbb7qT+IDddl65NF5WJ0i6H9ISnHeqd0yi/UzO5pyAIVg08hIZVIpVIKk738lp1+q0/9/XYREgmmHP1Ita2mnkXCIJAUgYAAAAAAAAiE5Rhl83kCirNJznMyQRB8d7Dm/fI9VzZgjlph8i/UqGJh1UCD6ELiFwiKTQqsyx6tfXnnr5ht1EtbCAkEwTB8Gt/9sHIL1z2YkYAAAAAAACQR4Iy7K7ZNjX5a7t0ZfYeuaIym5ZOTCUIgqB4uzz7YP/rstczbAGxol+1B7OBi967jwvm3/pzT9Ww21qckak0O2HVW2IbfAkpBHSnFPk8YS8cAAAAAAAAEI2gDDtrtk1NLtsuXZm5R66ozGaFVwWJ9ytVuhMjhhGak3l4L070K6yuy6KkzNafe2q+lZE5mV9HplLvDM6Po4dYoirfjvHKhV28DaeMAAAAAAAAIO++2/YC2LThsPvx9ft3/X7Q6924V1ypVIJy+eGDB/dqtfWUXRl2ux/fz0xdqVTK5YcPntyrFVOddjZWkOuczGW4oX0j+9N+2XpSy2uNnNwpHp+P7g2Hg8Hg69f3X770+/2gF8SoChJXWFglZk7mW12XqaxI78sgCMJPt+3nnqKv/QWtlir1ztvTWjEIAtkTAAAAAAAA2FWCMntj2G29frmgjkLQ6/WCXq/Xbp8EQVCp1J99u2OcwtTD7utHc9uc9Hq9q2kr9c7bJxN5mWGrWrpZFabSHJyvlAyZbbsUq0dNphTvPayc3Eg39d59HB5LymxOsVgsFou12hZ+k4Yf383uoFhVSYIguCxQ1J7aIu333dP5T22Lz30TKvXm29NN7qX+12EQ+R02rIdT/F8CAAAAAAAA2EtaL+2BYbe1rNvIjF6vfVgqVButbrLKCsNuq1EtleamZKZmbR+WStVGwjmDICxVELv2RoYU7z2caryy5vZLw1a1sCHV1j7V8IiRdwg7JEmNpK018cle1qNSb3YG5+tMyYRd7N6XQeTzhFYVymdlHwAAAAAAANgaQZkdN+w2qtEiMpN67ZPDBMGVYSvO3L32YSlpaqL7+mR61p0ouzCblAna79eZlGEtZtuCLc07pB6RKN4uzzwWJ7sRVYznvkaVemcwOj89XlO3uSshGzcI2i+jvs2FvK/tyDsbAAAAAAAAbJCgzC4btqqr1nJZIGZwpduYbpsUZc6TUrURPwASci8+Se2NDAlJN0jK5M1sW7BgecWj9OuwbKWkTKznvhaVerMzGJ2n1V9uidCkTMR6UN3G4ey125V3NgAAAAAAANgcQZmdlSioMq13Ei0rM2xVkyZ0eu3D6usvsQ7d3ZxMENQe1KcfkpTJlWHrUci+rD9bY+OfcFsoKZOJ516uNzuD0QbKyNxQPH42s3ODoH24aiBw2KqGxWQqzSc78s4GAAAAAAAAGyMos5uWBFUqlXqzMxgMRtcGg0Gn2azPVj24EiEr020siOh8m/vG1HNm7rVjhW1CcjLba+2SOkmZHBvOia8tjzuk3nlp4+I/91QVj083m5AZq512QqIyvfZhodpa3N1u3qULKs23G89XAQAAAAAAQO4Jyuyi8LoNQRCM+42cnx7XisXJW6zFYrF2fHx6Php05sZleiePVojKhDcICYIgqEzMfWPqpTNHERIp2Eprl3UJ6ZgjKZN9w26rMacTWr1zvjTukH7npQ32Xkr43HdG7bQT+g7XOzksFaqNVrc7nLz6w+Gw22pUq4U5DfTEZAAAAAAAACAWQZndMzcmU6l3Bsv7jRRrx6fng/AbuitEZYatl6ExmUpzMDpfPPflzM2EWZnhx3czzz5poiBTwjrmrCXeQHLD4bDbajWqhULp8GRO2mFwupvNc/b5uc9Tm/8O12ufHB6WSoVrpVLp8KTdm/9mLiYDAAAAAAAAcQjK7Jzu6/CYTL1zfrpyx5Fi7fQ8rE9IEPROXi+qXhI+e6W58k3d4nHCrExI6Y18tahZKqT5Uu/dx7UkZYrH56MN2Z27/t3GVNYhPCUSbD3tEBa56n0ZJDllbp779hSPz0eDRLWzLhOPW2kfBQAAAAAAALtAUGbXdN+HFXSJU7qhdhqeWGm/nFtUJrycTNQOIcXjOSGdVYQ9/50qKBOEtsxJmG8gPSGtv0JU6s0oaYewk2Yw/7WW576DijFbzVXqncFgtNeXDgAAAAAAAJITlNkt6SRVrhSP34ZFZeaWLwnrehRv8tppzKhMTgIFyWi+lHuV8p3bO/ZbubJ9fu5Xht1W49HLueV25um1Dx+97g5tdQAAAAAAAEhCUGanhCZVgvqz2B1OisfPQgIrc5IyobPHnbz2JFYDppDGSztXUEZJmUwL+xWc0WufHJZKhUK1sVOxh31+7qsathrVQunwpN2LmJK51GsflkqFaqO7h5cOAAAAAAAA0iEos1NC71PXH0RtujQpNLASnpQJmz3+5MV7D6MnZfaioEw4JWWyYbXuQ1d67cNSaWdSD/v83FcybFULpch1ZEL02od7dukAAAAAAAAgPYIyu6T7PqTvUrKczJzASlj9krDZk0weJymzHwVlQnsvKSmTDYMgqFTq9Waz0+l0BoPBoNPpdJrNen3+L3OvfViqtnYg9LDPz325bqNaOpmXkalU6s3OYDAYTRgMBp1mc+7F26NLBwAAAAAAAKn6btsLID2h9RyS5mS+pTKm7+/2vw6D2o0ASvrFXEInJgi+9V6aujSzLwlbUDs+rx1PPlAsFoNarRYcn54Gw27j0WFoQZHeSalxe3SadLNu1z4/9yWGrWr4kw8q9eazJ8dhO7dYLBaPj2vHx6dzr90+XDoAAAAAAABIm4oyOy6NvkOlO6uUlFlDMZewiRfa485L5EGxdno+GoQ0MwuCIGgf7nR9kH1+7sPWo/BaMpXm4Pw0NCVzw6Jrt+OXDgAAAAAAANInKLND1tV3KKzRz0qSZlRiT7yX9F7KieLx+aBTD/tJ7+R1d84xO9JsK85zz7/u69CYTL0zOD9e/f157rXb5UsHAAAAAAAAayAow3JhlV36X29WMQjt+7RpYVGhnbSpCNGwVS1syBrKYnQb2VrPtWLtNLw+SPvlBquDbKcAUzae+wYNWy/bs49WmoPTyJ3S5l27Xb10AAAAAAAAsBaCMrsjE1GVdEXuvRQijZo6kLbi8duwyEPv3cfdjzzs1XMffnwXEt+rP4tQS2ZS8fhZSFWZ3bx0AAAAAAAAsB6CMrtt/fUhgFiK9x6unhZZpapTVOvq1baCSM8910JzMpXmk1rsM9aehKSMdvHSAQAAAAAAwJoIyuy23pfBtpeQxN60UmIfzUmLhO7ZTTXb2pQozz3Xwt7DKg/vJYkjhV67Hbx0AAAAAAAAsCaCMrtjfbfS4+ZVMnHvNmnZDViX8C278m9swv0V1qttcyWoEj73vAhtiJe0bE9oUmbnLh0AAAAAAACsi6AM8Uzf611HTCf0JvMiYf1pdtJ2Mw6kJcIvbPq9l7bYeSkI9mizzki+U8PebTMRSwQAAAAAAIA8EJTZIenfSr+0Wl5lDbPrvEQStdNRfOfHG4uMrCT1bISwFQAAAAAAALCXBGV2XBplBsLyKrN31ENv5L/7mCApE7mgzH4XWlhHMZDi8XmCrEmugylhhsPhsNvtthqNRrVarRYKje7mJq89qM88liSJFrGgzFafOwAAAAAAAEBqvtv2AkhP8d7Dyklv6u53+333tFZLctru+/bsgyF31Et3KkEwNXvvyyAI4gYgFJSZy6XZvG6jcDi9E3oJd1ek1zFkg/XefRwex0sYhW3r+oM5z2Xrz32nJHpXDIJANSAAAAAAAABIREWZXRJWUCVov09W+SG0rkvYTdnivYezzZfizz5svQwJ6Cyxru5TGeM++RaE/W4l3F3hNZPmlXVJtWZTWE5m/q/Q1p97bq3lPXmPQ0YAAAAAAACQAkGZnbKG+9nd1ychjZce3gu5nx2elHnZinUnf/jxXYx7wXvSeyli1xzSEBp5SLS7QvfW/LIuoc2XYiZlQnMyobs6CIIsPPfcWsN78spFvgAAAAAAAIAwgjI7JTSqEjurEswr6zLvjnro9L2T19FvCg9bj8Luoy+3FyVlFJTZitDIQ/zdNadk0qKsSGhSJs7+ipiTycJzz6s578kJkjLhF28Xrx0AAAAAAACsh6DMbikeP5u9lR70Th7FuqE9J64y/456+PTtw2q06WPHZPakpIyCMlsRHnmIl1SZ+zu+OO8QlpSJHlfpNg4j5mSy8Nzzak5S5rARLyoz5+Lt5rUDAAAAAACAtRCU2TWht9KD3kkp8n3ZbqMUejt74R312pNmyF3h3klp5axMt1ENn3c1Yc9/x0rKhBWUcZ98A8JzYHFCD93GnCjYstcxdH9F2t3DVjUkJhPUnx0vTFpl4Lnn1ZyQUeT8YBDMvXiV5pPdvHYAAAAAAACwDoIyOyc8qhIE7cNCo7vqjdlhtxF6Oz0IKs23C++oz7uh3jspVRutxQsYdhvVwmE7fkomCEKbxOxYSZmQgjIaL23G/M1VXXlzXe6t8KhI53RZ3mHO/loxdTGck35bJWix/eeeV8Xjt6GXLkp+MFh08ZalnAAAAAAAAIBJgjK7Z95t2SBoHy4PqwTDYatRLc2Lq6xwS7Z22gmNygS99slhqVBttFrd4eQahsNht9WoVgtzZ40irH5D+328NieZFFJQZnHbHNIzLwcW9NqHpaWBkSV7a7WoyJzASu+kVKgu2tzDbqNaCk+/rRa0yMBzH7aqhRAxuxhtzvxLd1IqrJAzGn578UIvnnIyAAAAAAAAEI2gzC6aH5W5CqtUG63ucDat0mpUC6XSyby4SqU5WO1W/ulg3vxB0GufnByWShO3uUul0uFJu5c8I3MpLCmTXvOl9mHYnfr4It/jH358N3OlyrflZDZlwS93r71gbzWqC/dWhIoq87d371sS7UYQbTgcdhfG0FafefvPPbfmxge/Xbqwazd58eZmCOudc+VkAAAAAAAAIJLCaDTa9hpYoNsozBSBqHdGK9xXnt/kJKbVpp2Yf3blkVTq9aA9/QwqzcHy+8LDVnW6wcxKxy09yxpEvKqhq4p6DhIadhtzarPEVO8MTmtRfj1T++WMvDG2+tznPO11bICwqWK8i9w4ZdqXLumCAAAAAAAAYD+pKLOzaqfnnfrcui4RVaLfiq6djhLMX+8Mzp/ciXlwSE2Z3ruPadWU2a7Bl5mcQP2BlMxmFRfWTIqoEjklEwRB8fg8jRXEKEey/eeeW6leOikZAAAAAAAAiEtQZpfVTs8HycMylXpncB6rYEO8+Sv15mCU7O55WFLmyyDBCTOj+366IkWl+UROZvOKx+nsrebgPObvetKsTIzw28TM233uuVU8Ph+lEZap1DtSMgAAAAAAABCToMyOKyYKy1TqzU6ym9nF2un5aNBprraCb/MlvwEckpRpv+8mPev2heRkHt5zu3w7LvfWir/asy4DaIl+1y9jFzEWED/8djXz1p97fsV+1S4lf1MGAAAAAACAPScoswcuwyqDTr2y+r3ZSr3ZGYzOT4/TuB9brB2fno9Gg0Gn2axXKlPLqFQqlXqz2RmM0povCILi8bP61EM7kJSRk8may1/tiHurUr/8ZU/ld714HCmycjl5KnNv/7nnV/E4SoDwm6vXLq03SQAAAAAAANhThdFotO01sFHDbvfj+/fv+v2g1+tN/qBSqZTLD+88uHevVszEjdhhq1o66d18LEK7mG6jcHgzV1Jp5rtdyewzit09h3WYt7cqlUoQlMsPHzy4V1tnyGHYbX18/+Vdvz87fbn88MGTde7sbT/3HBsOux8vX7eQ9+SgXC7fcfEAAAAAAAAgRYIyZNZsLiRa1GU2aJPrpMyOPR0AAAAAAAAA2Dytl8iq4dd+shPMtl/qvfs4THbO7Rl+fDdVXUfbJQAAAAAAAACIRlCG9Axb1UK1Wm00Gq1Wt9sdDhOlUgZfejOPlW9HiobUHkwnZU5ed5OsaXtmczL1Z6rJAAAAAAAAAEAkgjKkq9frtdvtk5PDw8NSqVQoNOIGU7rv2zOPVe6Uop2k9qRZuflI+30ukzLd1ze7LgWV5pPaltYCAAAAAAAAAHklKEN6irfLM4/1v8YqKzNsvQzJyUTvNVQ8fjsVlWm/bOWu/dLs1VBOBgAAAAAAAACiE5QhRaU7lemHYjU7GrYencz2XYqRkwmCoHj87Gb/pfy1X5opJ1PvnConAwAAAAAAAACRCcqQorCSMkH7sNGNUsNl2KqWQmIyMXMyQUj/pXwVlZkpJ6PrEgAAAAAAAADEIyhDmmoP6iGPtg9L1dYqYZlht9UIT8kkajY0038pT0VlpsvJVJpvdV0CAAAAAAAAgFgKo9Fo22tgl8yrBxMEQVCp1B8+e3CvVCoWJ6Mew+FwMPj4/uW7dm/OgUFQ74ySdRvqNgqHk4VZKs3BeQ4CJzOXM/GFAAAAAAAAAID9paIM6Zqp3jKh12ufHB6WSqXCDaVS6fDwZEFKplLvJA6H1E47N4rd5KOozHQ5mRQuBAAAAEsMh91GtVq9/ntrtdpodYfpNfEdDrutxuQEMWZY+yIBAAAAdpSKMqRvUVWZyCr1znlK6ZDpqjJZr84yfR2zvl4AAID86zaqh+15f6NNoTjpsNt4NH+CoFLvvD2tLZti3YsEAAAA2GWCMqzFkk/+VpX2x3tT0ZNMf3ooJgMAALBh0/++IkySv5yt9u9Klvxddd2LBAAAANhxWi+xFsXa6fmgU5/XhGkFlXpnMEo7xjLVGKp38qiV0arUw9ajyQ9PK82BzzgBAADWadiqLg2gBEHQPqzG/Jvk1F/05uqdlBrzmgWvfZEAAAAAO09QhrUp1k7PR4NBp16JlJepVOqdwWB0vrzWdKxFHZ936tffZjUq0319MybzNrOFbwAAAHbD1N/D6p3BYPTNoNOs3/hHF6/n5VgWuBmTqdSbExNc/t15YnD7ZfjfVde9SAAAAIA9oPUSGzLsdj++f/+l3+8Hvd7Nf0JXqVSCcvnhnQe379XWko4BAACARW40Rap3BrP/duPGiOidfCcPDz1/cLOpUtgMa18kAAAAwD4QlAEAAAD2280Yy2hO79uJIEvUEMrEBIsOnZhhdhlrXyQAAADAXtB6CQAAANhrw4/vrsuwPAkPoARBUHvSvGpu1Hv3MVIf3+Lx+VWPpEXZldKd+b2L179IAAAAgL0gKAMAAADss4kISlC+vaAES/Hew62FUHKxyEzo9/vbXgIwlx0KWWaHQmbZnpBldmhOCcoAAAAA+2zwZRxBqT+YW6olCIKgeLt89WXvyyD1hUyEYWYWkplFZtvlB5Q+poRsskMhy+xQyCzbE7LMDs0vQRkAAACAIAiCyp3S4gGLeiMlNWw9OvkWhlnUW2m7iwQAAADIPUEZAAAAYI8Nv8b6l1/9r2m1NRoOu61GtVC6jsm8PZ7urbT1RQIAAADsiu+2vQAAAACATCjfng6oTCneLgdBb/GYlXUbhcP2zYcq9eazJ8e1havY7CKXKBQKazrzzz//PP66XC6Hjpmsbm2MMcZkf8w8WV6zMcbs25h5srxmY4zZhzGTI7OwHmOMMcaYHaCiDAAAAMDGhRaJ6X/5OshNEZj1pWSmhN7Am3pw8rbB+MO70DGrnMcYY4xZx5hLUx+vZ3zNxhizb2NCZXzNxhiz82MWH7L59RhjjDGT34ZmRzK+5nTH5JegDAAAAMA2VCqVer1er9crlcsHer32yWGp2mjlIiwzGo02M1HoJ49TD46/nXx83phVzmOMMcasY8zssOyv2RhjjDHGGGOMMcYYYxaMKZfLmVrPhsfkV2FjH2oAAAAAZM6wVS2dXHYqqndGp7WFg6/bJVWag/PjJU2Qoq2j23p0eHLVMmnq9FlZ5IaMa9X42AoAAABInYoyAAAAAFtXrB2fD5rfSssEvZNH+SgrAwAAAJAzgjIAAAAAQRAE/a9LsinDr+ttyF08fnsdlXn3MXQ1W18kAAAAQK4JygAAAAB7rHg7VpPt8u21tDQq3nsYlpTJ1iIBAAAAckxQBgAAANhnpTvjaMqXweKhgy+9da9mTiQmW4sEAAAAyC9BGQAAAGCfTURTlrQ1mmhqVLlTWueaZuRikZnQ7+s8Bdllh0KW2aGQWbYnZJkdmlOCMgAAAMBem6jWMtHtaNbw47urWi2Vh/ciNDUatqqFb6qthSmXIOi+b29nkTvh8gNKH1NCNtmhkGV2KGSW7QlZZofml6AMAAAAsNeK9x6OQygnr7vzhnVfn8SMoEyUg1k0QRAEw9bL65xM+fbEJGtfJAAAAMB+EJQBAAAA9ttECCVoH4YWfRm2qofjCEvkCErtQX38dfuw0Q2vCDPsNkrjmEtQaT6pbXSRAAAAAHtBUAYAAADYc5MhlKB3Uqo2WtdhlmG31ahOJFiC+rPjqBGU2pPm9QTtw8sJrqMuw2G3Ua2WDie6Ls1OsvZFskihcP0HAAAAyLPCaDTa9hoAAAAAtmvYupEzma/SHJyHZFAmjw8d0m0UJoMwi9U7o9Pa7MNJF5kXhaswSoyPrfr9frlcXj5u5aUsGeCDNYgi5R0KpMoOhcyyPSHL7NCcUlEGAAAAoHh83qkvH1bvxA2g1E4Hq0wQBEGlOQhLyQQbWOQOSO0DyhWLx6gxA1G4hQBZZodCZtmekGV2aE4JygAAAAAE36Islfk/r8yp87KqYu10NGgumiGo1JuD0cKUy7oXSRAEcwrJjEbXf1YZDwAAAGSSoAwAAABAEARBUKydno8Gg069UpnIolQqlXpnMBidpxBAKR6fno8GnebNGYJKpd5sdgaj89PlpWDWv8h9N5V6CQ3HzD4iKwMAAAA5UYjR7BkAAAAA1qRwFTrZwsdWk3mXFWePcQgAAACwPSrKAAAAAMBNq0dehGMAAAAgVwRlAAAAACCN9kkaMAEAAEDmCcoAAAAAsCP6/X4KZ4laJEZRGVhNOjsUWA87FDLL9oQss0NzSlAGAAAAgF1w+QGljykhm+xQyDI7FDLL9oQss0PzS1AGAAAAgL2XVtck3ZcAAAAg2wRlAAAAAOBKvD5Kui8BAABATgjKAAAAAAAAAACwFwRlAAAAANgF5XJ5/F8ga+xQyDI7FDLL9oQss0PzqzBSGBYAAACAzCgUCpdfbPpjq8t5Y0+a8HAAAABgI1SUAQAAAIArVzGdTRwFAAAAbJygDAAAAAAAAAAAe0FQBgAAAAAmRC0Po5wMAAAA5IegDAAAAAAEwWi0/TMAAAAAayYoAwAAAAA3rV4kRjkZAAAAyBVBGQAAAAB2RL/fT3T8ZEmYQmFJCGZqQOxyMksnSuLy5GudAlaWdIcC62SHQmbZnpBldmhOFUZKwgIAAACQGYWrSEfUj63GH1CWy+WEKwh5cCpDs+CnCedK5cO6pbEYHwmycantUGAN7FDILNsTsswOza/vtr0AAAAAAMiS0SgkaLIgepIkdDI7V6GQ6IQrVo65HCYuAwAAwP7RegkAAAAAbhqNVgqRrL67aIoAACAASURBVDhs6UmmxG6TNK8WzvhPWhMBAABAbqkoAwAAAABhxsmSyUDJOqqwTE0Ub4qp1EvoSS4fnByZsIANAAAA5E0harNnAAAAAFifwlWMI8bHVv1+f097w8eI8qw7/QMz9neHQh7YoZBZtidkmR2aU4IyAAAAAGRIkqDM/hqnXiJdtHhHAQAAQJ79ZtsLAAAAAAASmGq6tJUzAAAAQE4IygAAAADATohaGEYhGQAAAPaPoAwAAAAAAAAAAHtBUAYAAAAAciutrkm6LwEAALAfBGUAAAAAIP/i9VHSfQkAAIA9IygDAAAAwI7o9/vbXgIwlx0KWWaHQmbZnpBldmhOCcoAAAAAsAsuP6D0MSVkkx0KWWaHQmbZnpBldmh+CcoAAAAAQG6l1TtJDyYAAAD2g6AMAAAAAORfobC5owAAACC3BGUAAAAAAAAAANgLgjIAAAAA7IJyuTz+756KWh5GORk2yA6FLLNDIbNsT8gyOzS/CiPthwEAAADIjMJVesPHVhGMIy+RLlq8owAAACDPVJQBAAAAgF2xepEY5WQAAADYS99tewEAAAAAQDKj0XXw5fKLBUVipiIy8crJLJ0loclFKngDAABAegRlAAAAACD/JrMywZy2SrNVZJKkZObNkkRonRuhGQAAANJT0OwZAAAAgOwoXKUifGwVR6SGSkmucFqZmwUnXMDvBgAAAHH9ZtsLAAAAAABSMhqtFCJZcdjiM0yJlHRZ5djLRYYuNclcAAAA7DdBGQAAAAB2RL/f3/YSsiE0X7Igd5LKLLFPO5V6WbD4BUeRB3YoZJkdCplle0KW2aE5pfUSAAAAABkSu/XS+APKcrmc8ppYn8m8y4qveIxDyAA7FLLMDoXMsj0hy+zQ/FJRBgAAAADYttUjL8IxAAAAJCAoAwAAAABsQ/L2SRowAQAAEJGgDAAAAACwVVGLxCgqAwAAQFyCMgAAAADsgsuu8HrDQzbZoZBldihklu0JWWaH5ldh5J9fAAAAAJAZhatmOj622nGTXZNivNYJDwcAAGBfqSgDAAAAAGxPvJiLcAwAAACxCMoAAAAAAAAAALAXBGUAAAAAAAAAANgLgjIAAAAAwMal1TtJDyYAAACiEJQBAAAAALanUNjcUQAAAOw9QRkAAAAAdkS/39/2EoC57FDIMjsUMsv2hCyzQ3NKUAYAAACAXXD5AaWPKXMpankY5WRyyA6FLLNDIbNsT8gyOzS/BGUAAAAAgG0YjbZ/BgAAAPaMoAwAAAAAsG2rF4lRTgYAAIAEBGUAAAAAgC2ZLAlTKCwJwUwNUE4GAACA6Aojf58EAAAAIDMKV0mIGB9b9fv9crmc9opYv9B8zFSGZsFP4821ps9FRXnms0Mhy+xQyCzbE7LMDs0pQRkAAAAAMiRJUIYci9RQKXlKJpWzLT1z6rMAAACQmNZLAAAAAMC2jUYrRUlWHLbg8FmRMjqhh69yhhWHAQAAsGbfbXsBAAAAAABBEEwEWdbXwOjybGmdP2rTqEJBaRkAAIDtEpQBAAAAADJm3WmSdbRbCj3nbC5HVgYAAGCrtF4CAAAAAIhoqibN4uzL1AA9mAAAALZHUAYAAAAAIK7Vy8MoJAMAAJABgjIAAAAA7Ih+v7/tJbAfkpeE2cuiMnYoZJkdCplle0KW2aE5JSgDAAAAwC64/IDSx5RsVNQiMXtcVMYOhSyzQyGzbE/IMjs0vwRlAAAAAAAAAADYC4IyAAAAAAArS6tr0l52XwIAANg6QRkAAAAAgOji9VHa4+5LAAAAWSAoAwAAAMAuKJfL4/8CWWOHQpbZoZBZtidkmR2aX4WRf8EAAAAAQGYUrvrR+NiKjBq3TIr9K5r8DAAAAMSlogwAAAAAwMrSSrdIyQAAAGyDoAwAAAAAQHTjwjAbOAoAAICUCMoAAAAAAAAAALAXBGUAAAAAAGKJWh5GORkAAIBtE5QBAAAAAIhiNNr+GQAAAIhFUAYAAACAHdHv97e9BPbP6kVi9r6cjB0KWWaHQmbZnpBldmhOCcoAAAAAsAsuP6D0MSUbMlkSplBYEoKZGhCvnMzSWRK6PP/aZrFDIcvsUMgs2xOyzA7Nr++2vQAAAAAAgBwajW5kSsZfT2VoZo+KYXye0FmSCI3FJI/1AAAAZJWgDAAAAABALFNZmUsLKrLEDp3MTlQoJI2wrFg55nKYuAwAALArtF4CAAAAAIhrNFopRLLisMVnmJKkR1LosZeLDF3qWrs+AQAAbFBh5J8CAAAAAJAZhav78TE+tur3++VyOe0VQRSbaVqUsMrLVOplwXlWH7kCOxSyzA6FzLI9Icvs0JwSlAEAAAAgQ5IEZYDlYkR5NpP+AQAA2AitlwAAAAAA9s/qkRfhGAAAYIcIygAAAAAA7IepVkpbOQMAAMBWCcoAAAAAAOyZqEViFJUBAAB2haAMAAAAAAAAAAB7QVAGAAAAAGAPpNU1SfclAAAgzwRlAAAAANgR/X5/20uAPIjXRylx9yU7FLLMDoXMsj0hy+zQnBKUAQAAAGAXXH5A6WNKyCY7FLLMDoXMsj0hy+zQ/BKUAQAAAAAAAABgLwjKAAAAAADsgcS9k1I+DwAAwDYIygAAAAAA7JNCYXNHAQAAZIygDAAAAAC7oFwuj/8LZI0dCllmh0Jm2Z6QZXZofhVG6mQCAAAAkBmFq6oVPraC9E1WhYm0xWIfCAAAkDEqygAAAAAA7IfkGRcpGQAAIOcEZQAAAAAA9s9kkZi0RgIAAGSeoAwAAAAAwN6YLAlTKCwJwUwNUE4GAADIv++2vQAAAAAAADZoNLoRfxl/PZWhmT0qntDzp0iUBwAAiEJQBgAAAABgz0xlZS4tqC6TPCUTpJ2YCV2t0AwAALCM1ksAAAAA7Ih+v7/tJUB+jEYrRUlWHLbg8Cv9n3/+9tXifk9LLe0YFWkYEASB/w2FDLM9Icvs0JwqjMTqAQAAAMiMwtWN7agfW40/oCyXyymvCfbBmmuxXO/Qf/mXROcPzb6sqWkU7A3/GwqZZXtCltmh+aX1EgAAAADA3ttYmiTFlEzoqS4fnGr5JCsDAABc0XoJAAAAAIDMm6p5szj7MjVADyYAAOCKoAwAAAAAAPmxenkYhWQAAIAZgjIAAAAA7ILLrvB6w0M2Jd2hyUvCKCoD8/nfUMgs2xOyzA7Nr8JIph4AAACAzChc3cz2sRVwbRxzifHOkORYAABg56goAwAAAAAAAADAXhCUAQAAAAAgw9LqmqT7EgAAICgDAAAAAEA+xOudpOMSAAAwQVAGAAAAAAAAAIC9ICgDAAAAAAAAAMBeEJQBAAAAYEf0+/1tLwGYK/4OTat3kh5MMJ//DYXMsj0hy+zQnBKUAQAAAGAXXH5A6WNKyKZ0dmihsLmjYJ/431DILNsTsswOzS9BGQAAAAAAAAAA9oKgDAAAAAAAORG1PIxyMgAAwE2CMgAAAAAAZNtotP0zAAAAO0FQBgAAAIBdUC6Xx/8FsibNHbp6kRjlZGA1/jcUMsv2hCyzQ/OrMJKjBwBIyX/8039ffvHv//UP210JAEB+Fa5ubPvYCpg2FXxZ8C6x+sil063vvWhykd7xAABgUwRlAABSMI7IjMnKAADEIygDLBJaJGby7WJ2QJKUTPLzrHLmNU0EAACEEZQBAEhkNiIzJisDABCDoAywRKSGSkneSVLPymxs5QAAwHzfbXsBAABBEHx6+tujs8svD170Pjy+tcIxF2/uV55/jjjRymdfwYKITObFueDbOCcAAMCMywTJBuqyjEbTsxQK8U8btRZOkrkAAID5frPtBQAABJ+eXgUsovjla9SUTGr+45/+O88pmZgXfPPnBICtGA67jWq1WhirVhut7nCY3gTd1s0JCoVqtdFodVeZotsorKbRTW3BANk0Gn37E/pgWhGTqbOllZJZsPgFRwEAAGkQlAEAtuzizf1YCYuLX/6S+lpWsmJEJrN9l+Je8E2fEwC2oduoFkqlw3av17t+sNdrnxyWSoVqK2lYZthtVQuF0uHJzQmCoNdrt08OS4VqY8kcw6/9hGsA2D2ph2MWzBLPZN5l6XmmBsjKAABA2gRlAICtunjzx8jtky4P/OnDxgvKrF5IJrMpmfgXfMPnBIAt6DYKh+3e/J/3TkpJ6rQMW9XS4cmC8wdB0GuflKqL5hh8WXwC+n1RIsguOzRC1EbTJTbODoXMsj0hy+zQnPpu2wsAAPZZgoTFjcZLR2e/vrqbzpLCRW20lFZjprQDN2IyADDPsFU9bC8f1j6s3hmcHxdjnP/RkpDMlV77sPFgdFoLPYuCMgtdfkDZ7/fL5fK21wJM298dmrwkTKEgN8O67e8OhcyzPSHL7ND8UlEGANiaT08rsRMWNxovHdz+PpUFzZFW6mXrUye54Js8JwBsQff1ZIylUu8MBqNvBp1mvXL9s97J6+hVZaZiMpV6c2KC0WBqiqB9OKeqzHVBmXpntFh40gaA7YkadhGOAQCA9RCUAQC25NPTo7P4R08WlDm4//tbydczxxZTMikvINkF39w5AWALhq2X19Vk6p3B+WmtOC4aU6wdn54PmtdBlvbL1jDi+T++G8dkKs3B6Pz0eGKCoHg5Rad+fUT7fVhS5rqgTOVOKdoSAAAAAAiCQFAGANiOizf3rxMWB0dHBxGP//TniXzG776/lc6qdljSC76pcwLAVkzmWOqd01pIY6Xi8fl1jqX37mOkpMzE+SvNt/P6NhVrpxNRmbCkzMR5yrejd38CYPOS911K9zwAAICgDACwDRdv/njdrufgxZ9+uB31BBtsvLQLEl/wDZ0TALbjRo7lydyORbUn46oyEZMy1w2TlgRcag/qC3462XjpgcZKYS67wusND9m07zs0Xh8l3ZfYlH3foZBhtidkmR2aX4IyAMCm3UhYHJ19eHwr8ik21ngpCP79v/5hjWffyAJSuOAbOScAbMlkPZmFOZbivYfxkjK109GV08UBl9Kdyvwfary0Ch9QQpbZoZBldihklu0JWWaH5pSgDACwWZ+eViYTFq/uxjjHjYIy62+8tMWsTApTp3HBN3FOANiaiXovSwq1FG+PP/7qfRmsc02hrhdavl0MguGw26hWC1eq1Wqj1Y3UEgoAAABgD3237QUAAHvl09Ojs/E3cRMWFz99mCgos5HGS//+X//wH//036sPXutiokjlgm/gnACQCUsLtZTuVIKgt3hMEpNNoGbWMllQJmg1qiftGyvp9Xq93mH7pFLvvD2tLWrwBMDmjEZBoZDOeQAAgJSoKAMAbM5kwuLgRS9uwiKs8dLFxac3T+/fv//ba/fv33/65tPFRaIlX/v3//qHFRMwq0dq1i2lC772cwLANl3nTyLpf02/eEv39ck4J/Pw3nTW5bqgTO/kcColM6HXPixVWyrLAGRMvLhMKiEbAADgJhVlAGDvfPnHH2YfvPPXH9c978Wb+5MJiz89vhX3RDcbLwWf3jxtPj/7PDPu8+fPnz8fnT0PDo5enPzw+G7c+W64zMosjcL8xz/992yq5uvfP5r89vbf3qaxorlSu+BrPicAZEf59pJCLMXb5fVVlOk2DttXX9efHU8vpfu+Hayqd1Jq3B6dLuwjlYrC2u7g/vzzz0EQ9Pv9YH7H98ufXjLGGGOMye6Yn38u/8u/xD/Pzz9fDt3omo0xxhhjjDHGGGOMMWa1MTmlogwA7JfQlMzl45N/0p/44s0fn4+zLMkSFpMFZYKzo8pRWEpm0uez50eV+28uYs84Y5XSMlNhmqmUzOUjsw+mJsULvtZzpuF///Nfx3+2vRYAiGnYqk7EZDqzGZepwjeVerMzGIzGBoNOvVKZGNA+bHTXuN4gWGdKZsrkB3PzHjTGGGOMyfSYy7DLzbfN5ecpFL4duJU1G2OMMcYYY4wxxhhjzLIx+SUoAwB7ZPUETNq5mRsJi6OzD0kSFjcKyqzu8/PKb59+ij/ttNU7MQVhKZlVfpRAmhd8neeMaTIZMxWOkZUBII+GrWpp3HQpNCYz2XgpqDQHo/PT41pxouhMsVg7PT8fdOrXD7VfrrkB02g0Wuv5x0L/1drUg+NvJz+5mzdmlfMYY4wx6xgz+9l69teczpiwijIrnefmgZl7XsYYY4wxxhhjjDF7P6bf72dqPRsek1+FjX2oAQBsXfLIS7wOTZ+e/va6X8/R2a+v7k4NuHhzvzLOYBy86C3KYNwYe+Xg4Oj+yQ+/v3vr6riLi4tffvpxtiPTkpPHNK8T0zhJs0oaJsVOTKle8DWec3VR4y//9p//mN7kAOy6iZRKvbOsXVG3UfhW+KXSHJzPtEdKOH8ap508XWpr3LRxrZqoH1uN78Hv2Od3sBv2eodO1pJZ8Z0txiGQwF7vUMg22xOyzA7NLxVlAIAI4kRtPj29DlgER2czAYuIbjReCoLg4Ois9+uHD68eX6dkgiC4devW3cevPvzaOzs6mBz9+fkf02zB9E1oaZnV681cSq0TU8oXfG3nXEZDJQD2wLDbSDUlEwRB8fjZuKpM78sg2ckASMdk0qVQCBa3rpsaEC8ls3SWhC7Pv+5ZAABgPQRlAIBoomVlLt7cTzlhcffVr73e2YsXRwcHl4VLXt29NX/0rbuvPvReTGZlPj//McUGTGNTnZiipmTGkmZl0r/g6znnMsIxAGxF/+uSXkXDr+k15B52G9XSYTvVlEwQBEFQulO5+nLpEwJgU6byLqEpk9lHYqdkFsySxIJlC80AAJAfgjIAwPpcvPnjdZekgxe9lBIWt27dffz41YcPv/66UnufW4//dCMqc/bndSRlgiC4isvETslcSlBaZh0XfE0v4iIJUzL6LgEQTfF2rPrI5dtJGyRNhmTqnfSaJMV8QgCsW2jqZUHKJHbHpdkDk0dYVszBiMsAAJAH3217AQDA5tz5649xeifFNZWw+NMqoZb1uPX45Oj5dVGUsz9/enU3ctwjnb5IEae7/be3qx+yjguenRdxRVIyAERXulMJgl4QfGtVtCiuMvjSW/DTFQ27jdJh+/r71ErJEJTL5X6/rzc8ZJMdGgRXEZalUZLYEZnJM8zWfYl92tAFT/WTSmsutsQOhcyyPSHL7ND8UlEGAPbCl3/84fLP5qb89LSSoYTF3T8cTXz3l18uohycoMRLUhHmXccFz9aLCABrMlGBZUmroonOS5U7pViTXZaSGX9baQ5Gaadk0uwPlUM+oIQss0O/GY2+/Ql9MK2IydTZ0krJLFj8gqPIAzsUMsv2hCyzQ3NKUAYAdtkW8jHffHp6XcAlODpbqUXSWn1/e6L70uevv6x84LYiMhEXsI4LvrUXMUlVmP/9z3+9/JPiegDYeaU7lW9f9d59XJCUGX58d1VQpvLwXox0y7BVLZ3E6rc0bFUL31RbC8M8yVcJwMakHo5ZMEs8k3mXpeeZGiArAwBAVhVGSiACwG5Zdyzmzl9/XD7o09PfTmQsEjl40UsjoXHx5v5EcZSjs19frdJ7aespmbElPZjWccG3+iKmm3TRjwmAJSYDLPXO6LQWOqrbKFzVgonVLWni+OhnWHnyyVnmP5eMK1zdW/WxFcCWjcMukd6Q4x0FAACboqIMAOyIzRSPWSklA4mlG21RZgaAJYr3Hl7VlAnah6ElW4at6kTKJUallm7j+vgIpWSu1B7Ur77snTxqdEMHDbuNyVU2n+QyJQNAViQvCaOoDAAAmSQoAwA5Ng7HbKa5Uq5TMr98/Xz9zcHt77e3Ela0jjIw48SM0AwAN00mZYLeSanaaHXHaZlht9WYbJkU1J/FqCYzDrBUmoPTWvSOSBNJmaDXPixUG63u8HqNl4s8bCdaJQCEiloYRiEZAACyTVAGAHJpY+GYsYykZD49/e21+28uVj3u4pe/THz3u+9vpb4y1mCtLZOEZgCYVDx+27yOygS99slhqfBN6fBkIn8yr1DLsFW9OqAwU5Om+35c5yXonYzPvNhU2Zjaaac+8W2vfXJYul7j1CKDeiefTZcAAAAA1u27bS8AAIhswxGZIEZK5u6rX399tfrwizf3K8+vKr4cvOh9eHxrzsjvbx8EwdXIzx9+ung8d+iNCX76MFFQ5ugPd1dfWz6s44Kv7UWM5N/+8x8XB1mWDljF+AxrjeYAkG3F4/POl8J146I56p2oTZOCYNh6uey0K6mdDpr9ydI281Sag/2NyfT7/XK5vO1VAOHs0DxJq2tSoaDATF7YoZBZtidkmR2aUyrKAEDO5CAls063fn//4Pq7zx9+uljlqE8/Po+Xk7n9t7crL22NMrKMbVkcXvnf//zXf/vPfxz/STiX6jIA+612OujUK/N/Xql3RnECKIMvy7Mtqykeny9eYhBUmp1B9CzPruj3++P/Alljh+ZVvJiLcEze2KGQWbYnZJkdml+CMgDAIplKyQTBTFLm+R+Xtl+6eHP/6Gzi+4j1ZLYeUtn6ArJgaVZmcmTCxIysDMBeK9ZOz0eDQadeqUykUSqVSr0zGIzO45VpGX5N8xOzqyU2Z9fY7AwGo/Pj2r6mZAAAAABWofUSAOydy+zLKpVpMpeSCYIguPX45Oj5dfLl8/PK/WBum5+LT0//eHQ2UU0mODp7FbnvUvKoyte/fxTjKBGZSYtbLF3WlZkaP/nTNa4MgJ1TLNZOzyNHYorH56PjiD+JrVisHZ/WUj4pAAAAwF4QlAGAvRAj8pLJlEwQBEFw94cXB2cTvZQ+P6/89sPB0cmffvj+1q1bl49dXHz66cfm8xsZmSBeTGYbRGRCLc7KLD7w8guJGQAAgJWMRkGhkM55AAAgYwRlAGCXxQ67ZDclEwRBcOvxh7Ovv73RT+nz57OjytncI4IgCIKDF73sx2REZBZbJSvzy9/96+S33/+//zN5+PjreedJ0rYJANiucrnc7/fL5fK2FwKEsEPzqlCIE3ZJJWTDBtmhkFm2J2SZHZpfgjIAkDN3/vrj4q5JyTMu2U7JXLr76tfe7fuV55+XDw2CIAgOjs7+9OrurXUuKQV7npKZCrgENzMuY6FZmXG6ZfYkv/zdv847z/jr8QmlZAAg73xACVlmh0KW2aGQWbYnZJkdmlOCMgCw1Ken4+IlBy96Hx7finj8xcWnn37884e//OXz53Gs4+Dg4He/u/+HHx7HyW6EZmUWp1v+1//42+UX//P//v2Ckyw9T5bcevyh9/2bkP5KUw4Ojk4yH5LZ84hMEBZwmXxwKulyGWeZTbeEniSYn5WZOmHakrx1XDYP+zD5rhEcHBz87v7JD7+/e9VhDAAAYBOiFpVRTgYAgGwTlAGAJT49PVrS0We+i0/zchyfP3/+/Pnz2dnzmKVOIsVZximZy68XZGUWnHbyJJfG59meW3cfv7r7+NXFpzc//fnDbKbgd/f/kJFQwe2/vf3694/m/WjDi8mgeQGX0AHjyEukdMvSrEzq4r51LHnbODp7HhwcvTiJl7IDAABY2WiUNPISo2cTAACsX2Hk/6oCwHwXb25294lQFuLi09M/Hi2pdTI+7dHZh1d3Y6xvBQkDLrOHxz4VU1kZEZmxpUGZULPBl6Xn2VhWJu5bx/RxC+SjnRgAxFK4ui/rYyuALZsMyqz4nhzjEAAA2CwVZQBgvos3f1zxlvXMkZ+eViJUk/h8dnT/doymTkstjrmkexRLScakK7TMzNJDNpGVifnWESElEwTB57OjSnD267oidgAAADeLylx+sSD7MlV+RkoGAICs+s22FwAAmRU/JhOSkjk4Ouv1fr3S6529ODq4MeDz88rTT3GXGi5q3uV//Y+/Xf5JdxmwAb/83b+uWJYmXvWaKGK+dXx6Op2SOTh6seR94+zo/puLBEsFAABYZirvUih8+zP74IKjVhd6/hSNz7++KQAAyDxBGQAIN3vTevUjp1IyBy96v354dffWrfEjt27dffzqw6+9Fzduep81U7zlPS/vMtUsaRyOiZGP0XeJnFprVibmW8fFm+aN942Do7Peh1ePQ943zm6EZT4//zHlhB0A5Fy/39/2EoC57NC8Ck29LEicJEnJzJ4/FQvyPUIzV+xQyCzbE7LMDs0pQRkACDMTdlnZzO3uF/NbKt16/OHsaOL7zx9+uog365SlKZnkxWOkZEjRJtoh3bSurEzct45PP95I1xydfXh191b40Luvbr5vnP1ZUgYArlx+QOljSsgmOzTfRqOV4i8rDltw+KyEKZYVczB7H5exQyGzbE/IMjs0vwRlAGDGxZv71/e6D46mep0sNnu7e15K5tLdHyaryqSSlFkQf0mYj/mf//fvx3/irg7C7UJWJv5bx6c/T8ZrDl78cHfh8JvvG5IyAADAhlzmYKbiLOMHk0Rkps429UhsodmXBQve76wMAMD+EJQBgCkXb/54nXU5ePGnH25HOPjm7e6js1eLb3cHQXDr9/cnkzJff4kwW4gkRWLmEY5hM77/f/9nw3GZVLMyCd46Ln75y8R3B/d/f2vJAbe+/93Ed3/55WLlqQAAAFKQbjhmTeefSr0sSPksOAoAgF303bYXAADZcuNe99HZh8e3Lt6sfvRUTuYPS2MyQRDcevzh18erT7FIiikZsRi2ZTIrs64GSRN++bt/TSWdk+it49bjD73ff/rlpz//+cNfzoLlORkAAAAWm8y7LE3bXA4YH1IorCsABABANqgoAwATPj2tTN7rXl4P5qYbZSGWdk9JWSopGcVjyJTLGjPrLjOTQhwn4VtHEAS3bt29+/jVqw8ffl3Sri3E776PegQA7KpyuTz+L5A1dijbsXrkZb/DMXYoZJbtCVlmh+aXijIAMPbp6dF1QZgY97ovfvrw+fq7jd67TpKSEYsh+9ZdZiZZXZmkbx0xZpwsXnVw+/u1TwgA+eEDSsgyO5QNSd4+aS+LytihkFm2J2SZHZpTgjIA8M3kve6DF70Y97p/+TqRk8n8vWv5GHJqnGjZQGOmVSR/64jq4k1zMiejVRMAAEC476E78AAAIABJREFUqGGX0SiFkA0AAJknKAMAQRAEF2/uT97r/lPk3ifBVOOlqYIyF5/e/PjnD385+zyO0hwcHN2//4ffP74bY6bYhGPYJesuM7OKNN46ok346ekfj86uM3mbmBMAAAAAAHaIoAwABMHFmz8+v06wpHLfeVxQZvq29pXPn88+fz57/vzg6MXJD5uKy0x2aBKaYWdsrbTMGt465s918emnH5vPb76ZHJ2JyQAAANyQVkmYvey+BACwJ36z7QUAwNbduNd9dPYh7n3nG52XLs/86en9SlhKZsLns+dHlftPP8Wb80qM1MtkaAbya3sNmNJ661g8x/3fXqpUjm6mZA6OznqvNlqSCgAAIE/ixVyEYwAA9oCgDAD77tPTyuS97ld30znt776/9enpspDM2OezI1kZ2J7JLk4rWtNbx5TZ/F0QBEFwcPTi7E9SMgAAAAAAEJ2gzP9n735CG03zPMG/qslip7p7dptqtmmC3sKbyEESuKYPY4bh9WGK2DykHGDi0AQ0GGIOgQQ5UDYM4bnExjBBXiaCBrtgEmzisAGGhqAPgSGkOuSamYNFM3gOPSmCJCRyTU1v0PTQRe9ud1cvO5Pag2zp1X/p1SvplfT5YBJLft7nfeyMx3r9Pl/9HgBW2/nB7mnzQZJr3d8c7kR63tx9dlouf7hRLpdPdzc32w64PN3deXk12Un/1//zHzQ+JusGVkuMlMz0fnW0u/r2m57PX54+3Q1v7ewcnF9N58QAsLgqlcq8hwD0ZYZCmpmhkFqmJ6SZGbqgBGUAWGFXL3cSXOtuX9G+vLyuA7G5e1r+cPb80d21teYX19bW7j4/OyufPmsLy1w+/XLCqjI3mokZoRno5+O//uPGx9hHJvurY4jNzd2W9nzd5eVpAhu3AcAyadygdJsS0skMZUaS2jtpxfZgMkMhtUxPSDMzdHF9NO8BAMC8XL38aWvjlM1n5WmsdW8+K589Wuv31bW7j87KwU5k/5bTw5ef3+1/QCzNrEz3RktiNKygOMmYNrP41XFj7dHZ2aO2Z54HV+cvf7rbGsHl6e6t4PTDVMM6AAAACyiTiRN2yWSmMBQAANJFUAaAFdWx1v2zydMpax9/EgSX0WdG6Xbt0c+enbWiMpdnX109Sjgpc0MshqX08V//8be/8ftD2yR1uuR/dYxr7e6jsw+fvmyL2O0efCYqAwAAAAAAo7D1EgAr6fwgnP5a9+7+SN2ufboT2U3l8uyrqymMBZZZzxxMc2elBFMys/nVMYq1R2enu5HHp4cvr+Y0FAAAgNQatzyMcjIAAKtBUAaAFXR+sHvafLB7OmBzpEls3v54tIYdSZn3305jNLDcorGYhMMxLbP51TGqu58/85sDADpsbGw0/wukjRnK7MTYcSnxHhaNGQqpZXpCmpmhiytTX70LPgBW3fnBrchq90Q2n5Vba+VXbXuhBLuno26F0n7g6McBszStXx2x+dUBwNLK3Lyh320rAGKK1oYZ8dUkxiEAACwmFWUAIClrH38y4wOBVeZXBwAAQB/RpEsmM2RPpY4G8VIyQ88yoUb/0z4LAMBqEJQBgMR8fHtzeKMerr79JuGRAIvl6ur8/OXBwc7OrZ2XV/MeDAAAwDLoyLv0TJl0PxM7JTPgLJMYMGyhGQCAuD6a9wAAYHmsffxJEDT3QTn9+fnzuyNthPLt+9aGTcHm7Y+THxmQYh17On119Wi0bZlk7AAAAAaq13tESQaES2LvuNR9okxm0v2bRgzBNJrZKwoAYByCMgCsnrvPP3x4Pnrzq5c74dObJMvms/JZ/yXsu5/tBqfN9e5RkzLti92ffNy3e2Cepvar4+Pbm5GM3eXZiEmZq6/OZOwAAAAGayRIhoZOJg+aJJuV6Tngjv2kkjoXAMDqsfUSACTo7me7kUenh6PsoXL+5dPIYvfuZyMVoQGWx9qnO9Ft2y7Pvroa4aj2Xx2bO5+uJTsqAACA5VGvX3/0fDKpiElHb0mlZAYMfsBRAAD0p6IMAKn2p7/5OMZRv/dXLxIfyYjufv5s87S5en359KcvPx1QgSYIgvOD6JYrcjKwitY+3dl8etmqKTP8N8dVx68OORkAuFGpVDY2NuY9CqA3M5T5m03ZlUnOEs27DO2no17OZHVlzFBILdMT0swMXVAqygCQUn/6m4/jpWSCuPGaZKw92o8Wlbl8Gu4cnF/1bnt1frDTvtb97HM5GVhBHb84gsun4U7/glRXL3fCjl8dPxtlr6aWV2u/7Pcx1rgBIG0qlUrzv0DamKEwntEjL0mkf8xQSC3TE9LMDF1cgjIApNHkSZc5ZmXuPj9tX/E+3Q1v7Ry8PL+6aj53dXV+sHMr3D2N7Jwy/lo3sDQ6f3EEl097/OK4Oj/Y2bkVRvdcGv9Xx+A0jAwNAADA3Ey+fZINmAAARmDrJQBSZ571YJJx93n52TftS9mXp093T58OOmj3dPBOK8Byi/WLI9gc81fHJHmXV2u/fHj1w9iHAwAAMKpxi8TU6yIyAACjU1EGAKZg7dFZ+XR3c9Tmm7un5ec2XYIVt/borPxs5N8bQRBsPiufzfZXh7oyAAAAAAAsOkEZAJiOtbvPz8qnu5tDVr03N3dPy2fP767NZFBAuq09OvswUspuc/e0/EEZKgDosLGx0fwvkDZmKAyRVEmYWP2YoZBapiekmRm6uGy9BADTs3b3+dnd51dX5199eXj2zeVla0+Vzc3NT3b2P//07tra/IYHpNHa3ednH55fnb/86udn3b84Ptn5bJLfHA+vfqgqDADLzQ1KSDMzFEYy7r5LzaMmi9qYoZBapiekmRm6oDL1eJdcADA1f/qbjyfv5Pf+6sXknQAsn0mCMg+vfpjgSACgn8zNOp/bVgCskGbMJfbL3+Q9AACsBlsvAZA6Mi4A0xM77CIlAwAAAADAEhCUASCNJszKiNoAJOjh1Q+lZAAAAKYrqTIwyskAAAwjKANAGiWy+xIAPY2beplktyYAAADG09xBaQZHAQCsJEEZAFJnwpSMcjIAiXu19ktxGQAAAAAAloCgDAAp8qe/+VgtGYAZiLeVkqwMAOlXqVTmPQSgLzMURjVueZgkysmYoZBapiekmRm6oARlAEiLRCIyyskATJXSMgCkWeMGpduUkE5mKAxXr8+rBzMUUsv0hDQzQxfXR/MeAAAkE5EJpGQAIn7xa9uNT370t8WeDR5e/TB25OXV2i/j1aQBAABgJJnMqKmXJMrJAACsFBVlAJgzey0BJOsXv7bdTMl0P4zqF3YZJQSjtAwAAEDyouGYTGZICKajQbxyMkPPMolG51M9BQDA+FSUAWBuko3IKCcDEEQKyfR8vl91mQ7NgjFDozBKywAAACSsXm+LlTQ/78jQdB8Vw5TyKz27nTzTAwCQkEzd5QgAMzeNKjIDgjL/8nf+uvn5v/nz30j81ADp0S8oE9URl+mZhmnGX0YsGyMuA0CCMjcLaTFuW1UqlY2NjaRHBCTDDIUxjBVhmWSh5+ZEla+/3vjxj5PqbSTWp2A0XkAhzczQBSUoA8CsxUvJ/N5fvRhw4IgpmQZZGWBZjZKSaYhmZQYHZQa0GXoUAMQzSVAGAJbK0NxJIq+VU61PM41COAAAk7H1EgCzEzsiE+903REZABqiOzE9vPphRw6mO+/S3aYnOzEBAAAkqZkjmeq+RR1nSSQl07OTxpMdG0vJygAAM6eiDAAzkkhKpmcnPZM0A1IyKsoAy2r0ijJNzdIyzRxMR9Kl2WejpdIyAMyAijIAsGBi5HimGv0BABhIUAaAWYiRkulXSKajq+5mgwvJSMkAyy1GViZo34lpcFc/+tuirAwA0yYoAwALppl6Geu1O95RAAATE5QBYOoSTMkMNnSvJSkZYOnFC8oEXVmZAf2MXlpGVgaAeARlAGCRxK4No6gMADAnH817AADQpiMi08y+DM24SMkATKKRjOlZWqanRghmcFzm1dovZWUAAABWxbhhl3q9LSsDADAr35v3AADg2u/91Yt+KZlgYA7mX/7OXw/dbklKBlgRP/rb4uhhl26NuMzgsjTRr8rBAJA2lUpl3kMA+jJDIc3MUEgt0xPSzAxdUIIyAKRC915LQyvEjNhMRAZYQZPEZcbdvOnh1Q/FZQBIicYNSrcpIZ3MUEiz+DM0qZIwSstAH15AIc3M0MVl6yUA5qw7IjMiERmAwX70t8VxUy8j+sWvbXcEcR5e/bB7GyYBGgAAgFUx7r5LzaNEZACAmVNRBoCpGxCF6feloSEYey0BjGLCnZjG0lFaRkoGAAAAAIAUUlEGgFn4vb968ae/+bjjmbF6aAZfFJIBGNc0Sst0F5VpkI8BAAAAACDNMvV41fAAYGp6RmEa8ZehhWSmNSaApZBsXGZmtWoAWDWZmy0YYty2qlQqGxsbSY8ISIYZCmkWf4Y2XrhjLzZNeDisAC+gkGZm6IISlAEgdbrTMP/mz39DIRmARMjKAJB+kwRlAIBZu3nhjhN2meRYAIC4BGXSpXknKJ38awFmYGggppuIDMC4korLCMoAMA2CMgCwSARlAIBF8715DwAAJiIlAxBDUgGXZOvTAAAAsMDGfSdwut85DAAssY/mPQAAaBmrnIyIDMAkGlkZSRcAAAAmUq9PGnlRTgYAmC0VZVKqnpoPgHSSkgFIxOSlZURtAAAAuDZ6YkY5GQBgflSUASAtRiwnIyIDkCAxFwAAACYVLSrT+GRAkZiOiIxyMgDAzKkoA8CC+Ze/89fRj3kPBwBpGwBSpFKpzHsIQF9mKKTZpDO0I++SyVx/dD854Kix9DxFUpqdq3xDCngBhTQzQxeUoAwAqRA78iIrAxCbgAsAS6Zxg9JtSkgnMxTSLJkZ2jP1MiBxMmFKpvsUkxuQ7xGaYU68gEKamaGLy9ZLAKvm/ODW7mnj081n5bNHa8PbTWD39MPzuxP3AkDa/eLXtn/0t8Ukehr1daqXq/OXX/387Oyb4PLysvXs5ubmJzs7n3366O44fQEAADC2RvZlaKBk8u2Wops9NWUy8XseMQQzdGMpAGARCMoArJbzgwTSLwAwJTFfp67OX355+PT0sucXLy8vLy8vT58+DTZ3n+1/Li8DAAAwXc0cSTR9kni4pDuUk2xKJtpbd40ZWRkAWGS2XgJYIVcvd5YvJvNv/vw35j0EgEWVUA2YxMR8nTo/2Al3+6Vk2lyePt0Nd15ejX8OAAAAxlevtz5Se4qOEEzP3rqfsQ0TACwyQRmAlXH18qdPR1hETNTm7Y9HbBkv7yIlA5ASCWRu4r1OnR/c2h0lI9Ny+TTcOTgf+0QALIKNjY3mf4G0MUMhzVZ3hnYUpBmctuloICvDTKzu9IRFYIYurkxddbg0ydxcV6Xn/0r0Qs+/FlhkVy93ws71x81n5bNHawme5PzgVrQUwO7ph+d3E+wegGn4xa9tT97JxEGZeK9THS88QRA0tlf69O7azXFXV+dffXl4dnrZ3rnXKIA0a90ecSMCAJiqZthlrKuOeEcBAKmhogzASjg/6Fp9TFzHhhmbz8pWIAEWwY/+tjhhzGXycjLxXqfOD9pTMpu7p+UPZ88ftVIyQRCsrd199PzsrHy6uxlte7qrqgwAAMBqm7wkjKIyALCYBGWYi1qtdFTY2src2NoqHJVqtUQ6bfWa2Wr0O73hTOX7gCnoXEicho4NM3ZPk61VA8CUNeIyPT+GHjXpuWO+Tp3/vO2o3dOz53fX+jVeu/v87HQ3+szpzyVlAAAACMYvDKOQDAAsOFsvpctKbL1UKxUebp+Ue30pzBdfHeeycTo92lrf79nndb8Xx7l+RxYe7vcbzuGr471+wxn4fQw6EGatbS+Lzd3d4PS0+SixrZfsuQRATLFfp9pfe0Z76YlzDACzZ+slAGAWJtlBye5LALDIVJRhxkqF9T7pkiAIyifb64XS2H0OTsk0+s307Ld2tLXeJyUTBEH5ZH9966h3fZgh30f/A2HW2gq9bD772ee3p3CSjkoAu6eWHQEYTfzXqfZ6MrufjfTSc/ezaFEZNWUAAABWVlK7Jtl9CQAWkKAMM1UqbJ9cfxrmD4vVekO1eBjeNDnZHjMqUyq0UjJhvli96bRerxYP84P6jR7ZdmjkwPJ+r+hOv++jWmyesLz/UFSGFGhbfpzWbkhXLw/FZACIY4LXqatvv4k8GjEnEwQf394c+RQAAACsgHglYRSSAYBFJijDDNWOvriJl+SLF8d7zU2Wsrm9i3oxf/3o5ItxEialN60+qxfHuWxrx6Nsbu/4otrM4HT0GxlN56HtB3ZFbFpHhofVtu8jm4scV95/MX51HEjU+UEYXX6cTn6lbY1TTAaA0U30OrX26OxDuXz67Nnu7uYY2Ze1jz8Z5ywALJ5KpTLvIQB9maGQZmYopJbpCWlmhi4oQRlmp/b29XX9lnzxONf15dzxTVSm/PrtyEmZZk4mPHycy/ZokN17cpPAKb+r9hpNkC8e9zg0u/eqGZV5E028RL6PJ3u9jmuesPJeTRnmqW0/pBnFZDaffS4mA8BIEnidWlu7++jR8+dnZx9GPrq9EA0Ay6Zxg9JtSkgnMxTSzAyF1DI9Ic3M0MUlKMPMRPIl97tjMkEQBLn7Yydlau+vf++ED+71ism0ddsWXKm+ux5NePi493CC7L0HPZIyw78PSIXo8uPms/KUyrycf9kek/nZVPZ2AmD5zOZ1qsvVV2fRF67bH8/mtAAAAKRNUnsn2YMJABaQoAwz00qm3Fnv02T8pEx276Jer9fr9YsetV0GaSZsgo3bfY/M3t64/iwSsWmest6jLE67AV3DdF293IkuP04rvnL18vA08nB3X0wGgFHM6HWqW0fAc+fTWZ0YAACAtMpkZncUAJAOgjLMykjJlPU71yVc2nZJmsWZhxhjPKXC9vVuUCrOMC9t2yFNcfmxs5yMXZcAGMWsXqd6nLgt4CknAwAAAACwigRlmJURCspMR2urpOiZexaL6Tr0/VgbytVqpcJWphmTKQ6tOANT0bb8uHt6Nq3lR+VkAIhjVq9Tg08ceOUCWE4bGxvN/wJpY4ZCmq36DB23PIxyMszQqk9PSDczdHEJyjBzg8q6jBRfGU/pxf51Tib/JLo9U6t4Td9tnloRm8HjqR1tZTKZTGZ9ffukHARBEOYPq8M3ZoKpOD8Io8uPz6dW5EU5GQBimNnr1MATz/jcAMyUG5SQZmYopNkqztB6ff49wAhWcXrC4jBDF5SgDDMyZnGWpLT2QQoPH7clV7L3HtwkZfYfHvVIwdSOHu6Xu5/uoVksp6nyrppQzgfGc36w26ryMs0lQOVkAIhhZq9TXee9tRt93RKTAQAAoN3oRWKUkwGAxScowxKrHW21YjKv9joK2WT3nuSvPy3vr28VjkrNbEutVipsrY8Yk2n0H+bz+Xx4E70pn2yvZ7Z6xW9giq5e7sxq+fHqqzPlZAAYzwxfp9qcH+y0p2Q2n5XFZAAAAAiC9pIwmcyQEExHg9jlZIaeaBKNzqd6CgBYfIIyLKvaUSvqki9edMZkgiAIcsfFm6hMUD7Z317PXLvZQyk8PMx3H9ajn/rFxfHx8fHFRb1eLR42K9Wsy8owQ1cvf9raUmLKS4Ad2y7tfLo2vXMBsBxm+ToVOev5wa3d0+iWS8Hu6ZkyaAAAADR15F16pky6n5kkJTPgRLENGLbQDAB0EZRhRrK3Z7g9W1tBmHyxfpzr0zB3XC3mw55fCvOH1Yu92zcPN273SNr0ks3tXVRbWZkXpVEHDRPpWH782VSXAM9/btslAMYy09ep1kl3wvZaMsHu6QfFZAAAAOjQM/UyIGUSOyXT89gJUywj5mDEZQAgQlCGmau8719lpfa+cv3ZyMGU7j6Otq4LwgRBOCglEwRBEGRzxxfVarG5a1IQBGGYPyxWL473spHxjCWyq9PJG0kZZuD8IJzh8mNHTuYzC44ADDbb16mbc+6ET9tKyWxKyQAAANBPvT5S/GXEZkM76RA7wtLzwMYgew5VVgYAgiAQlGF21u/0rtzSW3hnPc5JaqVCpllKJjysXgxOyVzLZnPHFxf1GxcXx3u5Rkyn+u6mrzHHk7t/k5QZlAuCZJwfRN4uP/0NJeRkABjLjF+ngiC4ernTueHS5rPymZQMwGqoVGK95QWYCTMU0swMDYKgd75kQO4kqRPF67l7N6h+gx9wFIvA9IQ0M0MX1EfzHgArI3t7IwjKQRCU31WDoE+5mGYwJY7aUWu/pTBffHWci1uUptljAgVuYOragyunu7dO+zbtcvk0vPW09XDzWXno8qWcDABjmfHr1NX5wU87QjLB7mn5+d0hxwGwHBo3KCuVysbGDDeABkZjhkKamaGdEszETOlE0bzL0E4aDZqHZDKz+waZmOkJaWaGLi4VZZiZZkmZ/rsRld6cND4JH9wbM5hSKmx1lJIZ1kGpkGnYOupT86X29vV1j/n7uTGOC0RsWGJyMgCk19XLnbCzlMzu6QcpGQAAAJbW6JEX4RgAuCEow8xk7z0YkpRp5mTGTZfUjra2TxqZljBfrF7sjXJ0M7hTfv22Z+Kl9GK/R05m+HFBNGITcw8pSKurb7+JPJKTASA9zg92wqddpWRsuAQAAMDSmXz7JBswAbDaBGWYnUhSZrtQ6sqYlArbN/VkDh/nOr86QKlwU0smzBdHKCXTNZzy/ovu5E5rOO05mbbjHvYsKtMaUIzSOJBqV1+dRVYg5WQASIvzg53OUjLPykrJAAAAsNzGLRKjqAwABEEQBJm6F8U0ydxkeNPzfyUaKp78X0upkGnGT8J88dV1qqVWOnq4fZMtCfLF+vHoQZlWl+Md1zGcyGiCWqnw8KZCTc9u27+NwyeP926OrJVeRA4ND0esbgMzdPUy8n77zWfls0drox98fnBrt7n10rgHA8BwcV6n2l6egiAIgt3TspAMwCJr3R4Z/0aEveEhzcxQSDMzdJE068HEWLWZ5FjmxPSENDNDF5SKMsxU7riYv/m8fLK9nmlYb6VkgnyxV9qlVLhumtlqK+JSO/riJrESnGxnhim0V47JPT4Mu0eTWY9EXXoOJ3dczLcO3I8cGTk0yBdfScmwZM5/HlmG3Nz5dG1uIwGAa1cvd9pTMkrJAKw4NyghzcxQSDMzdGEktWuS3ZcWh+kJaWaGLihBGWYsd1xthUw6hflidayiMLW3r8vDW/WX3buoHvYbTRAeVi/6DCd3POjAm+9ETIYlc/XtN5FHn3y8Nq+BAMC184NW/ZkgUO4MAACA1RGvJIxCMgAgKMMcZHPHF9Vq8TAftoImYRjmi9XqxbjZkuq7iXIyQRAE2b2Leu/R1Advm5Tdu6h3fh9BGOYPi9VqfezvBBbBt+8jS5Gbtz+e30gAIAiC4PygrZiMlAwAAAAAAENlYmz2zPS0NuGe7zgioqX3/GuBJXD1cqf13vuxVhTbjgx2Tz88v5v46ABYdWO8Tp0f3IrmZLwyASyR1u0RNyIAADo0t0yKfaU0eQ8AsOA+mvcAAFgQCsoAkCJXLw9P25443b112qdtX2rQAAAAsGjq9VbSZcJ+AGBV2XoJAABYNFdfnV0ObwUAAABLK15cJpGQDQAsOEEZAEZy9e03kUeffLw2r4EAQEedMwBoqVQq8x4C0JcZCmlmhkJqmZ6QZmboghKUAWB8dl4CYK7a45sAcK1xg9JtSkgnMxTSzAxdVOOWh1FOZgGZnpBmZujiytTtQZgmmZtrlPT8X4leNPnXAgAAsGpqtVq1+vb9m3fvet742djYCO7cv397fT2Xzc5+dCyn1u2RMW9ENP+RbmxsJDwmYGJmKKSZGbp4mpGXsa6X4h3FXJmekGZm6OL6aN4DAAAAANKmVjp6++b1/kl5WMNyuRwEJyfXj8Iw/+DJ43syMwAAMBuZzKipF+VkAOCGrZcAAACAa7XSUWErk8msb++PkJLpUi6f7G+vr2cyW1uFUq02hQECAADtJWEymSEhmI4GyskAsPJsvZQutl4CAABgHmq10ouH2zGyMQOFYf7Jq+Oc+jKMJ/bWS0EQVCoVJa8htcxQSDMzdCH1zMd0ZGgGfDX26aaxWiTK05/pCWlmhi4oQZl0EZQB+vmPP/zXjU/+0S//1XxHAgDAkqmVCsMjMmEY9tpyu1KpXG+/NPBYcRnGMklQBgBgtYy1oVIiKZmkOhzQbbKnAIAugjLpIigDdGjmYzqIywDA9PzRj66iD//gF2vzGQfMwICMTBjmHzy4f/veei47UsKlVqtVq2/ffPH6pE9sJswXpWUYjaAMAMB4ZhM3STYrM7OIDwB0EZRJF0EZoKFfPqZJUAYApqQjJRMlMcNy6Z2RCcP8gyeP9ybNs9RKRy96RmakZRiFoAwAQEwz2MAokVPMeNMoAGgnKJMugjKw4obmY6JkZQBgGgYEZZokZlh4PUIyYf4wgYBM14lqpRcPv+gIzIT5w1fHe8Iy9CcoAwCwzDpCMAMu+UZvCQDjEJRJF0EZWE1j5WOaBGUAIHGjpGSiJGZYRLWjwsP9SEgmDPNPpl3kpVYrvehI5oSH1QthGfoQlAEAWFoxCtLMoEwOACtGUCZdBGVgpcTLxzQJygDANIyblQnEZVgwpUJm++T68+lUkemrIy6TL9aPczM6NQtGUAYAYGk1Uy9jXenFOwoA+vjevAcAsIr+4w//9YQpGQAgPf7oR1eNj3kPBMYQ5ovV+sXx7FIyQRBks7nji3q1mA9nd05WT6VSmfcQgL7MUEgzM5RZ6NhKaS49LCDTE9LMDF1QgjIAC0k5GQBIIVkZFsN1RmaWEZkoaRmmqHGD0m1KSCczFNLMDGXWxi0Ms8KFZExPSDMzdHF9NO8BAKwctWQAAJif3PFFCvY7yqZjGAAAAACsHkGZlPouRf9r/uu8BwAAAAAAAMAiS2rXpExmlQvMAJAIWy8BAAAr5MMPftL4mPdAgPSq1UqFra2tTNPWVuGoVKsZK8PJAAAgAElEQVQld4LSUfsJMpmtrULhqDTGKaY+SAAAmJJ4MRfhGACSk6l7XUmTzE2c9r+lpqLM34tUlPGvBZIy+e5L/+iX/yqRkQDA6ugZjrn1q3/X8cwf/ehqkrP8wS/WJjkcmLdSYWv7pNzni+Fh9WIvO0n3tdLRw+39fv0HQRDmD18dDzvHlAeZAs3bIzFuRFQqlY2NjaRHBCTDDIU0M0OZumZFmdiLTZP3sJhMT0gzM3RBCcqki6AMrIgJgzJSMgAwrgElZBLMykjJwIIrFTLbJ0Pa5Iv141y87mtHW+uDQjI3wnzxov85pjzIdJgkKAMAQEoJygCQGoIy6SIoAysldlxmQFDmn//23zQ++bd/8evxOgeApTR4r6WOrMy4QRn5GFgKo8ZY4pZsGbn/IOifdJn2INMihUGZ5qJMYF0GACC2xkXVhEEZV2MATExQJl0EZWAFxYjL9AvKNFMyDbIyANAwOCXTEM3KxKgoIyvDsqgdFV68m9G57jweusXQLLUXagnzxVePc9nG+Gqloxdf7Ef2OopRsKUj4RLmD588vndzgqBWK71tP0Xvc0x5kOmRnqBMNB/T07wHCACwUCYpCaOcDADJEZRJl+adoP8v84P5jqTp+/VfNT/3rwUSF6+oTM+gTEdKJhCUAYAbowRlgkhWRlCGFTbKtj5JSVWQoy3Hki9Wj3OdGZ62FmPXa4ke3ffgWqmw3vrxd/98pj3IFElDUGZoRCbK/RIAgJEIygCQDt+b9wAASEB3SgYAGNeIeZqeYmRrgBSpvX3dLMWSL3YHUIIgyO5dFPM3D8qv39Zi9h8evuqXXsnmjlunCE7elGY7SCJ6pmTq9dbHKO0BAOhr3Osn11sAJEpQBmBukionIyUDAINFt1UaTFYGVlNbjuVx3zI3uceH4fWnY4ZQqu+aEZeN24OKvOTu5/t9aeqD5EbHKkzPcEz3M9ZuAACGm7wYjHIyACTho3kPAGBFxUvJdOuXkrHvEgAk7g9+sTY4DfNHP7qyBxMLbv1xsXg/CILg/Zsv9k/KbV8Lw/zGRnDnzv3bt4MgCN6/f/PuXaVyUi53dhKGYedT6RYt1TIwx5K99yDcb3zD5ddva3sjb2yUO67Xj0dquX4nDIKuH+lMBrksKpXKxsZG7MOjeZehqzCNBs1DMhkLNzDEhDMUmCozlFkb/eJp5SPJpiekmRm6oARlAOZASgYAUuvDD34S/I//W7+vysqw7LLZXDYblApbkZRMmD988niva6OfXC4XBEFwHAS1WunFw+1IrObBq4uFSmdE6r3k7/ct1RIEQZC9vXETYym/qwbBDL/LhRjk/FUqlSCh25SjR17qdWs3MJIEZyiQODOU2YlePDU+GXDh1V3rL56hJ5rEWFHr8ZmekGZm6OKy9RLArA1NyXRvrtSTlAwAjG703ZeCIPin/+WfDfjq0ByMPZhYcKXCViv0EuaL1Yvj7pRMm2w2d3xRr7Z2/Nlf3zpazD1/wjvrgxus35lutZzo/kr9xjL3QS6xyfMuEjMAAMN172HZ+Oh+csBRo4vmcrq7jW3AsBM8CwDTISgDMFMjpmT6ZWWGZmikZACgnwSzMkPJyrC4SoVISuawenE8OCMTkd27KOZvHpT3Hy5OVKb2vhLnsMr75L/D0ov95k//wb3ojz5Fg1wJ467C2HEJAGA8Pa+fBqRMJrne6j52whTLiDkYcRmAFLP1Ukp9F3x/3kNo+tW8BwDLI6kdl4I+5WSkZABgsFu/+ncffvCTERv/0//yz/59ZA+maCGZoRswwaIqFbZPbj4PD1+Nu39S7riYP7nuobz/orR3PHCLoBTauD3kW45sa5S86I8//6TvT3++g+yQmdqt/6+//jq4qWLdr4R146sNibT5+uvgxz+O38/XXzdqbic2Hm20WbI2/aR5zNpos2pt+knzmLVZ4DaN/EomEwRB5euvW21+/OO2429iLpOe6+bC9fpcsa8zO/rpbhO5Qq58/XVw09UkP8Noy1T/P9VGG21Wss2CUlEGIEWiBWP+0S//Vb+HUjIAENu4dWX+4BdrjY/GMx9+8JPGhw2YWEqlN82cxqCgxgC5+82iMsHJm1ISg1oVtaOtSEymuBAZo+mlZDr0XMDreDK6bNC8edezzeB+GmGXUc7VoePA0cesjTar06ah4/Z6ysesjTar1qanlI9Zm4VvU69HEydBEFS+/jqo11sfSZ2rXu9xrnH76ZWS6WxzM+xJz9XHAvw/1UabVWrTMzuS8jEn22ZxCcoAzMiImy51P9mRmOmZkgEARjdWVqZZgaaRj4k+P3R7JlkZFk10d5/wznqsPqJJGdv+jKx2tLXe3HRpUWIyQVCf1YZDPe88djzZfBh9vl+bAU/++Mcb3d9WjH600Uabnm26m6V/zNpoo4022mhz/VkkJj68n3o9FWPWRhttpt9mY2MjVeOZcZvFlZnZTQ1G0Xwz1v+b+e/nO5Km/67+fzc/968FYouXkunWLyWjnAwAjGv0PZgGb9gU3Z6pp6G1ZyA1SoVMs6ZJvliPF9ZIpJPZiqRUho+49f2Fh9WLOFV3Bp2/f7fzHuSMNW+PzPJGRHPhI/Y5J+8BAID0ine15xoRIJVUlAGYurFSMv/8t/+m8dHdTEoGAOZicKTGHkzQJlqVhuFqpcIIKRkAAGC+Jt91dFb7lgIwCkEZgOkaNyXT8/Puh01SMgAQz1gbMA3w4Qc/kZVhWazfCZufn7wpxeqj+q4Z+oi9fdMcDd0tKskgUK1U2FrfPhk7JTPTQa6SpN7i663CAADLbNyrPVeHAKkkKJNS32W+n5KPef8kYLHFTsmMSEoGACaRVFZmFLIyLILs7chm07GSMrWjL05ajzZuL0ZtlLbve3STfXu1o/aQTL44OCUzl0Guqnjv9fUOYQAAAFgUgjIA0zI0JTO6nhkaKRkAmFxSWZmhRWVgIURLygQn24UxozK1o4etTYSCIH8/l8ywpq71fZffVQc3jVbMia1WKmQi+y0F4WH14jg3JNEy60ECAADXkspEy1YDpIagDMDcRMvJDCAlAwBTNbOsjKIypF9270k+8vBke+toyCY/LbWjrWj2IwgPHy9KTiZarWXItkaRTY3ibizVKCXTfBgeVusjbbg000EutEolgZ2nxl3CsOQBI0pkhgJTYobCcPH2UZp49yXTE9LMDF1QgjIA8zFJSgYASNaEWZkPP/hJ4xN1ZVh8uceHkaIyQXl/PbNVOCoNjsvUSoWttgopQRAevhol/JEWkWotr98O+GZrb1/ffJfhg3sxvsH2ONHQ/ZbmM8iF1rhBGfs25cRLGAn0kLhMpvUB8zXhDAWmygyF1DI9Ic3M0MUlKAMwFYP3XZowJaOcDAAkzh5M0JDde9UWlQmC8sn+9nomk9naKhQKhaPStaOjQqGwtZXJZDLr2yftW/0sWEwmCLL3HjRDKPsv+u44VXqxP1EEpVSIpmRG2W9pDoPkxuixkskDKNNIsfQMxwjNAAAAQBAEH817AAArp2dKZvTKMVIyAJByf/CLNbsssciyexfFd1ud2ZcgKJdPyuUgODnpeVRLeDhGlZS0yN57EO6XG9/yyfbWnR7fQu1oq7VjUpwISqnQOj5frI4VkpnZIAnq9VaIpPHJgCIxHXGTeOVkRj/duB2O0iyFJXAAAFIneo04YT8ApIOKMgBT0a9mzIi1ZPqRkgGAafjwg580t09KhLoyLLjc8UX1MB8Ob9hpvL2E0iRSriUIyvvrbRtO1UpHheiWSUH+ydjfZCQmEx7GSMnMZJA0dKxfDCjNMuCoSU43iZ6H1+utj1HaAwDQW7yLJ5dcAOmTqUsvpknm5sXyb/7e78x3JE2//t/+vPm5fy0wlu7dlwakZEapKCMlAwDTkEhEpnvnpu6iMtIzLJxarfTiYXdpmZ7CMP/kVbz4R1rUjtpyJv31qZkTPb6rSamQ2R5Wi6dLvlg/ziU7yEXRvD0S40ZEpVLZ2NhIYgxjNE68DMyExWmGdpJUygfGldQMBabBDIVBmtdPMa6cJjk2CALTE9LNDF1QgjLpIigDy6cRlxlaSGZoUObf/sWvd7SRmwGARCRVS6Y7KwPLolYqvX3z5nWlEpTL0YxGGIbBxsaD+4/v5bKLG8mIGiXO0iO90jAgKDNyvGWUU000yEUxSVAm6ZEMaZDsACfZDik61BF7iHEIAMCKin3l5JILIJU+mvcAAJbchHstNXUnaf75b/+NrAwATCjZHZdgSWVzub1cbm/ew5iB3HG1GAwoohPmixdxAijVd+OnZPqa1iDpqbmWMZsFjkR6Hr2Tet0+AAAAo5n8yklKBiBNvjfvAQAw0r5LAADA1GVzxxf1arWYD8Ow9WwYhvlitVqPGUCpva8kNb4gCKY0SIao11sfKTR53kViBgBgVKNfObnGAkgrWy+li62XYDXFDsqoKAMAE0qwooytlwCSkp6tlxZFcwkmxg9skmMBAFZLR/BlwPXT6C1HOeOULtRsCwWsMBVlABaVlAwATE66BQAAABhJR5okk7n+6H5ywFGja/bT80SxDRh2gmcBSDdBmZT6Lvh+Sj7m/ZMAepOSAYC0SbA4DUxTqbBVKNXmPYpaqbBVKM17FLAcElwxAQBgiJ6plwEpk0kqtXQfO+EV24g5GHEZYAUIygAskn/7F7/e+Jj3QABgeSgqw8opn2yvZ+aXlqmVCluZ9e2T8nxOz9KrVCrzHsLcxFuFUWWfWVrlGQrpZ4bCqOr1kS6hRmw2tJMgqHz9deuZ2BGWngc2BtlzqLIyMBovoAtKUAZgAcjHAMBU3frVvxOXYdU00zIzjMvUZGSYtsYNSrcpIZ3MUEgzMxTG1jNfMiB3ElcjJdPKysTruXs3qH6DH3AU0MUL6OISlAFINfkYAJiZRlxGYoZll3t8mA+vPy+fbK+vbxWOpl5c5joiE83IhIePc1M+KwAAwNRNIRwz6EQxRPMuQzvpaCArAywpQRmA+euOwighAwBzFC8xI2HDosjuHV9Ui82wTFA+2d9ez0ypukytVipsdURkgjB/WK1f7GUTPxuspqRWZOzBBACw5Ea/4HNpCCy7j+Y9AACCoFdWBgCYu2b25cMPfjLPcUDisrnji+r9wsNIfKV8sr1+EgRhmH/w5PFebsIUS6109OKL1yflrk2Wwnzx1fGkvQM9ZTJxVjS8SRgAYJlNfrUX7yoTIN0ydb/a0iRz83L1//y9/2m+I2n6B//tPzc/968FAIAV1y8xo5wMi6pWakvLRIVh/sGD+7fvreeyI+VaarVatfr2zZvXJ737C8L84atjdWQYRfP2SIwbEZVKZWNjI+kRpV1z+WOSoIy7PszAas5QWBRmKKTWRNPTlSJMmRfQBSUoky7NO0H/10f/83xH0vQ//Nf/o/m5fy0AANDQTMyIyLAEBqRlWsIwDILuWz+VSiUIyt2VYzoOVkeGsUwSlFlN0fcJj/Uzi30gAACLQVAGoBdBmXQRlAEAAGAearXSi+FxmXGFYf6JiAxjE5SJId4qhrUPAIBlNmEsWqoaWF7fm/cAAAAAgLnLZnPHF/V6tXiYDxPoLgzzxWq1fnEhJQMzFl3OSKrlXGQyrQ8AACYSL+YiHAMsLxVl0kVFGQAAAFKgVjp6++b1/rgVZsIw/+DJ43u5rHQMk1BRJp6OQMmAH97oLUc8Y4L/o4bGYvyjAAAY1eSXayoQAktKUKZTrVarVt++f/PuXaVS6f7yxsZGcOf+/dvr61O57ScoAwAAQKrM989kVpOgTGw9UybRn2J3g8kXTSbvql+HA/inAQAwnKAMQB+CMg1peaucoAzM3PnBrd3Txqebz8pnj9bGOfjq6vyrLw/PvgkuLy+bT25ubn6ys/PZp4/ujtUXALCiJroaGdTf7umH53cn7AxgLgRlJjHLuMlUYzfB1CI+AAArpHEVNeFVmgsvYOl8b94DmLNa6aiwlclk1rf3x07JBEFQLp/sb6+vZzJbW4VSrZbgwL7LfD8lHwl+U5BC5wc361Jjujp/ebBzKwx3n55eRlMyQRBcXl6ePn26G966tXNwfpXEKAGA5RX7amRG/QEsmp6Vj1ZKvT7SQsaIzcbqJKmUTKPbjt66nxkrEkRKmKGQZmYopFYC0zPelZPrLRiBF9AFtbJBmVqtVNjKZNa34+RjupXLJ9vr6428TALdATNx9XIn3kLS+cFOuPv09HJYu8vT3VBYBgDoK/bVyIz6A1g0jRuUblMGA7MmiURkhp5rdNH1l6H9dDSwdrNYzFBIMzMUUsv0hDQzQxfXR/MewBzUSoWH28PiMWEYNnZab1epVIKgXO53cLl8sr1+Eob5J6+Oc/Zmh3S7evnTp0OjLj2P29kdnpFpujzdDQP7HgAA3eJejfTr7vwgTLI/AJbCApXJH32o9bqIDADAmDKZ8S4NXW8BS23FgjIDMjJhmH/w4P7te+u57EgJl1qtVq2+ffPF65Ou2Mx1XCZflJaB9Iq7MNW9ALW5+2z/80/vrq1dd3x1/tWXh+3lZk53Dz4TlQEA2iQbk7k6PwgVkwFg4Uy+/jLuig8AwGqZPGLsYgtYRquz9VKtVNjKrHemZMIwf1is1uv1+sXF8d5ebsSUTBAE2Ww2l9s7vrio1+v1avEwH4btDcon2+sZWzFBOsV9v/XVy8O2BajN3dPy2fNHzZRMEARra3cfPT/7UH62GW14untwHmukAMBySrT6y9XLHSkZABbbuOsv1msAAMY2emJGORlg2a1GUKZWKmx1ZGSuAzIXF8d7CVR9yV5HZqrVYntgpnyyvb5VOBKWgVQ5P4i5knT11Vl0QWv39Oz53bXeTdcenbVnZU5/LikDAFyLfTXS5er85c4tOy4BXGtsot29lTaQBmYopJkZCqmVwPSMRowzmSEhmI4G4skwkBfQxbX8QZnaUXtIJgzzxWq9nkxAplM2mzu+uGjkZZpPlk/21zNbwjKQElcvd1oLU5u7u5uDGnf49n1kEWrz2eeDN1Nae7S/G3n4zbdXY5wKAFhak1yNtHd0frAT7grJALRxg3KBJPVGZW94XiBmKKSZGQqplcD07Mi7NNIwHVdR3c9MkpLpeYqkNDt3IUgKeAFdUEsflCm92G+GZML8YbF6cXE8hYRMu2w2d9wRlynvvyiN08V3wfdT8pH8jwfm6erlT1uLSZvPfvb57XEO/vabyKNPPl4bdsDHtyMLX5fvvx3jXADAkproaqTZyfnLg51b4e5pW0hmc/f02W6/QwAgveItwXh7MwDAGHpePA1InEyYkuk+xeQG5HuEZoAxLX1Q5lqYL1anVEWmr+u4TLS4DDBfbQtTu6dnj9bmOBgAYAUlcjVy9fKnu0/bMzLB5u5p+ez53Y8nHB8AAACwrOr1keIvIzYb3EO3SYIsI+ZgxGWAka1AUOY6IzPLiEyUtAykxvlBGF2Yej5446Qe1j7+JPJohK2U2rdqum3lCgBW3MRXIz1t7j47LZ89v7uWSG8AAADAMmvkYDqyLM0nk6ra1/MU8fTMvgwYsKwMMIKlD8rkjueXkWnJ5o4vjnPzHgWstvOD3dPmg5gLU3c/i+xmcPn0y/OBra9eHrbOGGzufLoW45QAwNJI4mqkw3VG5pGQDACLKMFVGAAAxpZ4OGYap+hIvQxI+Qw4CqDL0gdlAIKgfWFq81k57sLU3c+fbbYene7uvLzq0/Kq7R3jcjIAsPISuhppdrH77LT8QUYGgKUQbyHD8gcAwJKLXvANTdt0NHCxCAwkKAMsv6uXO9GFqZ89Wovd1dqjn0WjMpdPw1s7By/Pr64iZ7s6P9jZCSPvGJ/0pADAokvwaiQIgrVHZyIyAP1UKpV5DwHoywyFNDNDIbVMzzEK0ig2yMyZoQtKUCalvst8PyUf8/5JwMSuXv60Vdpl8sTK2qOz8rPdaFjm9OluGN5qCsPd08toLZnd0/KZmAwArLCEr0YA6Ktxg9JtykU07jt+vUN4EZmhkGZmKKTW6k7PyS/4XDIyfas7QxefoAyw3NoWpnZPE0msrD16flYun0bTMj1tbu6elstnz73dGwBW2TSuRgBgSUz+jt8Uvmc4k2l9AAAwqXEv+FJ4gQikj6AMsMzOD8LowtTzuwn1e3X+1ZeHp5dDWl1efnP45bdXCZ0TAFhE07oaAYClM3qsJJF3FyeeYukZjhGaAQAASKGP5j2A+aodFV68m9G57jw+3svO6FxAEARBcH6we9p8kNjC1NXLnch612CXl6e74enmM3svAcBqms7VCAAsk3q9FSJpfDLgPcAdcZN47xYe/XTjdjhKM+9wBgAYLqmUcSbj8gvoacWDMtV3JycnMzpX/v5xICgDs3P1cmcKC1PdKZnNzd2d/c8/vbu2dt3i6urbL396eHrZanX5NNx5f3pmaQwAVst0rkYAGGBjY6NSqWxsbMx7IIwnmpUJIssi0UWN7rWS2Ese3aebZPWk5yLOgJGv8mKNGQppZoZCaq369Ix35dRxwQdTs+ozdJGteFAGWFZXL3/ayrNsPisnszDVtndCEASbu6c/e353ra3N2tra2vOzu5+fv/zpbqvx5enuwWcfLI8BwOqYztUIzE2tVHr7/s27d5VK5fqZjScXx7nrz0tHR8G9e7msd4eQAm5QLqieaxkDVjcmzJoklZUZpcJN48kEozkLzQyFNDNDIbVMT0gzM3RBCcoAS6hjYepnyex7dPXy8DT6eHdQkZi1u4/OykG0/IyoDACskOlcjcDs1WqlFw+/OCmXu78UuQ1UerO/f7K/H4T5wyeP93LiMkAs3YGSAc2SPd3kKZmhPXR8d6uclQEAAJi7FQ/KrD8uFu8HQRC8f/PF/kn7jb8wzG9sBHfu3L99OwiC4H3jrXM9bg+GYZj8yL7LfD/5TmFFtNV9SW5h6uqrs0g1mVHeF7726Oz0/a3WlgunPz9/fldSBgCW35SuRmDGakeFh51/Kfdu+P66ykz5ZH/75PVh9WJPVgaIqxkfGSuGMvnpZtOJTQAAAEaS1GWTbDLQx4oHZbLZXDYblApbkXt/fd4Bl8vlgiAIjq/fULcduVn44JWbgJAe5wetZEqwe3qW1MJUR05m59OR+r372W5wKikDACtlWlcjMEu1o631/REyMkEQBEH1XbRleX99612xtS0TQDwpX9SYfOFGURkAgOHiXTPJJgPDrHhQJgiCUmGrFXoJ88VXx8OqRGezueOL+uPmXcPy/vpW4A1zkBLnP49uj3S6e+u0b9Mul0/DW09bDzeflSMLW9++j5GT6UzKfPPtVXB3xCMBgMU0tasRmJ1SoVdKJgzzQdCjzGqzoExT+WS7cL8uKgOshHEXbhSVAQAAmLvvzXsAc1YqRFIyh9WLoSmZpuzeRTF/86C8//ColvzogLT65OO1UZt+fHtzigMBAICE1Y62tk+iT4T5YrVer9cvLo6fbPQ4ILt3Ua8W8+2bEp9sF0rTHCUAAACrYdyUsVQyMILVDsqUCq27f+Hhq3FrwuSOo1GZF+4BAsNcvv923kMAAIABakcPo8VkwsNqfZS3lGRzxxfV1p/IQRAEJ194QwlzUal01jiCxCW1+LKCizhmKKSZGQqptaLTc/JdKu1zyUys6AxdfCsdlCm9ab1JLv8kztZJufut24AnbyRlYGV88+3VqE3bt2y6/fEURgMAAAmpvX0dicnki+PsMpzNHVcPI3Vlyq/fSsowa40blG5TMjPxFl9WdsnGDIU0M0MhtUzPIBgnX7yCSWTmygxdXB/NewBzFN1GPbyzHquP3P18cHIdt6m8rwUj79w0zHfB9xPqCVbM3ecfPjwfvfnVy53w6U2SZfNZ+ezRWp+WH9/eDIKblpdnX1096tu07QTffhN5NMaWTQDAgpra1QjMQFtOJl88zo15fHbvSX6/Wbq1/K4aBEn9lQwAAMCKqddbwZfGJwMSxx0RmdjZ5KEnmkR0kCubnoZ0WOWKMtV3rft/G7cnv3dXfleduA8gtdY+3dlsPbp8+uX5KEedf/lUQRkAABZEe07m/rgxmSBoL7waVN4rKQMAAEB8HWmSTOb6o/vJAUeNLprL6e42tgHDTvAswDhWOSiThGhVGmC5tSdlgtPdg6FRmfOD3dPIw9197xAHACDFou8nmaTw6g3vJwGWVFLv/vUuYgCA4XpeMw1ImUxyjdV97IQplhFzMOIyMHOrHJRZv9PaO/3kTSlWH0ncRQQWxNqj/d3o49PdnYPzq36tr84PbrXFZDaffX53WkMDAICEJVF4FWZuY2Oj+V+YgXjLGSu7CGKGQpqZoZBapmcQBEG9PlL8ZcRmQzvpEPvqreeBjUH2HOrKXiYuMjN0ca1yUCZ7O/IvNlZSpnb0xUnrkbuIsPTuPj9ti8pcnu6Gt3YOXp5fXbWevLo6f3mwcytsS8kEm89+ppwMAADAtLlBCWlmhkKamaGQWqbntZ75kgG5k6ROFK/n7t2g+g1+wFEsAjN0QX007wHM0/qdMAhuKsKcbBfu14/H2YG9dvRwv1VPJub27cBiufu8/Oyb8Oll5KnL06e7p08HH7Z7KiYDAMBCqbyvBbkYbweJ7lCs8CqwAjKZ8ZZOrH0AAExqZhtYxj5R9JpvaCeNBs1Dxr2+BGJZ5YoyQXbvST7y8GR766g26rG1o631aEwmPHwsJwMrYe3RWfnZ5hgHbO6elp/fXZvWeAAAICnRHYrL76pxuqi9fV0e3gpg4U2jqD8AAMtm9Gs+V4cwWysdlAmC3OPDMPKwvL+e2SoclQbHZWqlwlamLSUThIev9pLdd6me+X5KPhL9tmA5rD06+1A+3R2eltncfXZaPpOSAQBgMWTvPWj9jXzyxejvJWlqy8mED+7ZoRhYBaMXiUl5OZlMpvUBAEBMk19LuRqD6VvprZeCIMjuvTp83RZ6KZ/sb5/sB0EY5jc2gjv3798OgiAI3r9/8+5dpXJS7vHWuORjMkDqrd19fvbh+dXV+VdfHpXetiQAACAASURBVJ59E1xetnZj2tzc/OSTnc8+//Tu2tr8BggAAGPL3nsQ7t/83Vvef3h072KcP3fbdyiWkwGWXL3eViA/GPg24I7Fjsmr+Cf4luOeCzFjbRcAAEAP415FRa8vgSnL1P2hE5QKW9sncWtDh4fVse4bDpa5+fX34e//06T6nNCtv/v3zc/9awEAAFhqHfsMh/niq+Nc82/eUiGzfXL9eb5YP871PzLhv5ZZMc3bI25EkH491zKi/3K7G0yekpm8q34dDmA6AgCMZJJo8zRi0UAvK771UkPu+KJ6mA+HN+wU5ovu+wEAALA0snuvolsUl0+217cKQzYoDmqlo0J7SiYI8k/8tcx8VCqVeQ+B1dJzCWPAHkaTLHl0HzvJW477RXyaHwmeq8kMhTQzQyG1TM9FklRJGKVlFocZuqBUlGmp1UovHo5YWiYM80+i76pLiooyAAAAzFdnbZiGMMxvBJENicPDwwfv3r3uuUWxajJMKHZFmeYNyo2NjYTHBMMMXcuYxmZJSRWnmcGmUYEZCulmhkJqmZ4LJsELNcuyi8AMXVwfzXsAKZLN5o4v6sdBrVR6++bN60olKLfd7gvDMNjYeHD/8b1c1v0+AAAAllN276IadGVlyuX2N5aU97vDNA35opQMsIKaCxnRZMmUVjcS3HFpaFeNBs1DMhlLNgAAwMITlOmWzeX2crm9+Q7iu4z/NQAAAMxHdu+ierswatHVCLVkABYoRzL6UOt15f8BAIDl8b15DwAAAABInWzu+KJeLebDEduH+cNitS4lA5Byk+ddJGYAAPpKKjS9QOFrWEyZcTd7Zqqam3D/2Q/+l/mOpOl3f/W/Nz/3rwUAAGAF2aKYGWveHolxI6JSqdgbHgZoxlxi3Oeb5NgGMxTSzAyF1DI9F8x8r7eYOTN0Qakow1zUaqWjwtZW5sbWVuGoVKsl0mmr18xWo9+pHditVLju4GjCbwYAACA1srnc3vHxxcXFRb3NxcXFxfHxnpQMaeIGJaSZGQppZoZCapmekGZm6IJa+ooypcLWm/uvjnPzvWlXKxUevrl/cZwb1nAlKsrUSn03ug/zxZj/s2pHW+v7Pfu87rffTz/2gb2UCpntk8aBh1UVxwEAACCOSSrKAANEd02a5B3O8Q4HAFgJsa+ZXGzBDK1ARZnyyfZ6ZqsQpzpIEmqlwlZmvU8uZBWVCgN+GuWT7fVCaew+B4ddGv1mevUb+8CeSoXrlAwAAMBqq9VqpdLEZUMBmJZ4Ky/WawAAhpv8mslVF0zfCgRlgiCIpGVmeJeuJiPTLZIlCfOHxep1ue5q8TC8aXKyPWZUplRohV3CfLFabVYBrxYP8wP6jX3gsG8NAABgQZUKW00x3sYQBLWjrUwms76+vr29/fCtpAwAAACrK1okJqmWQBKWPiiTe9xKPJRPttfXtwpHUy8ucx2RiWZkwsPHo2/gEwTBd8H3U/KR6A/m6IubLEm+eHG819xkKZvbu6gX89ePTr44GuN/UelNq8/qxXEu29rwKJvbO76oNjM4Hf3GPrDnKMRkAACApVBuinV49nZra+7yu2pSowIAAIBFES0Jk8kMCcF0NFBOBmZi6YMyQXbv+KJabJUHKZ/sb69nplRdplYrFbY6IjJBmD+s1i/2sgOOWxG1t6+vfyz54nF3bih3fBOVKb8e/W2HzbhLePg41+uHnN17cpPAabtJG/vAbrWjrUZMJgzDQe0AAAAAYG6SWnaxfAMAMETHBVMjDdORmOl+ZpLLrJ6nSEqzc5VvWBbLH5QJgiDI5trDMsF1dZlMZiuZAjO10lFhayvTSMhE33QX5ovVi2MhmSAI2nIy93uX18ndHzspU3tfaXwSPrjX78fc7DaovG92G/vA7iEcPWzs4BQevnqy0bcZM/Unv/WHf/JbfzjvUQAAwOpp1e6E+ahUKvMeAiyAeAscky+LmKGQZmYopJbpuah6pl4GJE4mTMl0n2JyA/I9QjM3zNAF9dG8BzAz2dzxRf1xqfAwWuwlKJdPytsn+0EQhGH+wYP7t++tR3fgGaBWq1Wrb9+8eX1y0rscdZg/fCUiE1V9d/2TCu+s92mSu58PTk6CRlJmb5SfXnbvor4XZzSxD+zQjMnkixd72VIhgS6JryMc03j4T/7yX8xpOAAAKfLHv/ufog9//8/+4bxGQgrUSoUXb3p/KXp3p/JFodCnWT+VSvRP5P5//MGUNG5QViqVjQ3vZIHUMUMhzcxQSC3Tc7E1si9DAyWT1+ur13ucJZOJ3/OIIZhGsxWuN2iGLq7VCcoEQdAvLRMEQSMyUz4J9q8fhmEYBN3/oCuVShAM3ak9zBdfHffczWeVNUu4BBu3+/5s1u+EQVAOrjc7SuhHONKZ4x0Yicn02EyK2VJCBgCgn46UTPMZcZlVlV2/UznZH/KX7fXfyZOcZ8w/wQCYpXHXTbxhGAAgpuZVV/SKKvFwSXcoJ9mUTLS37hozK5yVYUGtWFAmCIKbtEyt9KJHXKapXC6PkIjpFIb5JyIyfYxQUGY6Wls+jXnmoQeWCutiMmkxICXzJ7/1h4rKAAD09Me/+59kZVZTdu/V4ev14VGZyfTbdReAOer5ZuNxe0ibqS45AQAkZgZXKpOfouNisWeH3aEcWRkWzffmPYB5yWZzxxf1erV4mA8T6C4M88VqtX5xkVRK5rvM91Pykci302bQewqzt2+K+FTe15I5XenFzc3f/JOxtsIadmCpsH3S+LKYzFz9yW/9oVoyAAADdJeT6fjq4AYsqezek/xUTxD6Swkg9UZPzExeTmYaBWkymeuPnk8qgQMAMLaOAPLg7EtHA5dfLJSVDcpcy+b2ji/q9Xq1eBgnMROG+cNitVpvJGQUkhmktY3RTDXTLEF4+Hicm7TDDhSTSQcRGQCARMjKrKLccTHxqEwYhmEY5vOHxeqFv5SYh8Ym2vaGh8E6ljMGr2h0NIj3PuFGDz/+8UbzvxMaMQcjLgOj8xoKqWV6Mh+jX/atdiEZM3RxreLWS71kc3t7ub294yCo1WrV6tv3b969q1R6JDs2NjaCO/fv315fF4xJv9rRVivt8mqMcjJDD7yJyYSHVTd/50dKBgDgL/7+P2588tt/9x8m7KqRlbET00rJHdfrxx3PlQqZm7+Ggnyx7g8eFo8blDCKjg2Ymp8Pfktw7EWQ5ukaKZkJC/P3zL4MGLl9AGBEXkMhtUxPZiSRKoKrd+Flhi4oQZlO2Ww2m93LuRe48GpHW+vNvZOKF6PHZIYf2IrJjJO+IUEiMgAAzYhM9GEicRlZGQBYBR1ZmYYBiyMTLnl0R3MmKU4zeFSNJxM5HQDAKhr3yqnnlSWk26pvvcTMZG/PMExXKxWiYZfR3wQ5woHNajNiMvMiJQMA0JGSGfr8WP74d/+TnZgAYBXU6yMtgozYbKx+Jk/JDB1VRwNrNwAAQJOKMsxc5X0tyPVJmNTe3+x3tXE7bgglWhEmzBcvRk/JjHBg7ehho4mYzJxMIyXz8Ld+1fjk1V/+IPHOAQAWlNIyqyp3XK0+vv7chsMAK6GZJumIoUz7dLPpxNubAQBGktQ1k1J+LAgVZZiV9TvhGK3DO+txTlIrFTKtsMthdeSUzIgH1t6+vm5T3l/PdGvUmmn7cqEU5xuh25/81h9ONSXT8TkAQGoNLhuTSFGZBnVlVlS2ad4jAWC2GiVYkqofk7jJ124kZgAAhot3LZjOK0joT1Ampb4Lvp+Sj8S+pebeS+V31b6Nqu/K8c9QO9pav0mqhPli9WLUki+xDwQAgOUmKwMApM24qzBWbQAAgA6CMsxMs6TMyZt+RVZKb27iKg/ujZlVKRW2OirCjNhB7ANZIP1K0SghAwAspQSLykB8tdJR4UiFTWavUqkMbwTMiRkKaWaGQmqZnpBmZuiC+mjeA2B1ZO89CPfL5SAITt6UjnM9tjZq5mSCjdtjpVVqR1vbJ42wS5gvvho96zLugdm9i/regK+XCte7L4WH6tIkahqbLnV79Zc/mMFZAAAm9Nt/9x9EYZiVWq1U7V8TNOr9+zfv3gVBEASVSqVcbvydlS8eT21o0EvjBmWlUtnY2Jj3WIBOk8zQpHZNymQUmIHevIZCapmezEi9nswl14pdbJmhi0tQhtmJJGW2C/ernamUUqG5/dHh4x4xmr5KhZuSMGG+eHE8+qGxD2QpKCcDACyxv/j7//i3/+4/zHsULLBa6ejFF/snE+yNCwDTEG/lJal1HwCA5RcvWexii0Vj6yVmKLv3JH/96cn2+lahVLt+VCsdbWVuYjJB/sk4tVha+Zoxwy6xD2QO/slf/otpn0I5GQAAaKgdba1vS8kAAAAAsJwEZZip3HHxJioTlE+21zMN69v7zVuw+WKv0EqpcN00s3VUizxfO/riJl8TnGxnhimUJj6Q5aCcDACw0EapFpPI9ky//2f/cPJOWDCt0psTC+8k0w8AAAAwM+OWh1FOhgUkKJNS32W+n5KPpL+z3HG1mA/7fDHMF6tj1XapvX0d7wZu7AOZm3/yl/+iWVcm8QIzyskAADT8/p/9w+jHvIfD7EXfUxARhmHY+Uz/TsLw8LBYrdYv9tTuZMYau8LbGx7SaZIZGm/Hpen1A8vHayiklunJ7Ex+qbR6F1tm6OISlGHmsrnji2q1eJiP3FcNwzBfrFYvjnNjbLoUBEH1Xcy4S+wDmbNoXCY25WQAgCXw/7N3RyGOY/u+35c205sJgZA95+5D0ucGnEYqhoonLzEnF5lNSDEPYxcUveHSgWAoAo0M/TA2XLogUPRD0RCoImDPw4BNQWgwgTSB3RS0PQ9DhWRjkRwqLxmnGUqiY8jdfcPZObPDhcsZ5qGdB1fJki3LsiRbS9b3Q9G47KXlVT29ppaln/4rTFGZCP7Hf/p/bKJbZMbgwltNRm/1rclkMhkOh0Or5foM13o1nNyz5m+HMIU4rKjrfboDksIJSkBm8WdotNuVuckZCIPfoYC0mJ5IQfj1U+5XWszQjFIm+Qt2yUy5/1+J/W//F+mOxKH+m//Becy/Fkjif/2r/3bdQ9zxmrmgDOVkAABARoXZXOl/+SeX63ZLIZk8G9SV6qygjN6yhg1X3MVul51dmeZf877q9zqwBuf0CCciADicSzAR/scQ51gAAIB8mQu+BKyfwrcM844bWqi5B8laEC5UlAGQL5STAQAAOyNMUZllqZeANAxFZXLMvh25vjNO55Iu6t7sHinznTV3sNoY9o3Z682LwQZGCADA2jct5/4mZwAAgHXMpUkU5e5r8cmAo8Jz+vF9o8gChp3guyDLCMoAyJiAcjLLdmUK2K2JcjIAAGC3hak6A/gyHlfmn9L2Zzssdd8sBmEqHVdUxq8BAACRxb8BmFuIAQAAQvFdNgWkTOIssxaPjZliCZmDIS6TewRlAOQI5WQAAMCOiVZUZvoMRWWwwHrnbJ0k9H1t4XV3SRkxurUXe6g8JikDANi88Bc1JL/8wV3NAABAUpNJqPhLyGYrO5kTeW3ke+B0kL5DZRGWY5+kPQAAWMPKcjLTP51mAbVkBOVkAABAPvz9p3/7z0PkaQCv4p66+KS2rwtxF6Yx31lCLLSpPDZEtzt93H0z6FQWytIAABDVZOKpzS8C715OfDeABAvS+F6RcT9J8RsAACAFZ1Gy6ZXK3BtFe4sw67/pk+6WisLaK5+oKCOpj8oDSb7S/psAovhn//Avpl/uJyknAwAAdlKYojLLUFQGa/KUlPHn3p7Jt+gMsGGj0SjtIQBYKv4MnbuK4VuOZfGZ+CkZ326jdchWAJAWv0MBaTE9kb6AoiybeKMI5qI8wZ3MNYi38GKGZhRBGQC7ILhyjC/KyQAAgPz4+0//1nkw/Up3PMiu1TEYd5bGfGdtYUyAy/QEJacpATklNUN9r3oE7GEU52pOsuX52QoAMuN3KCAtpiewnvCLvyRCP8zQ7CIo48seDNrter1edtRdW6sP2u2BzW1xwNYF7Lu0EuVkAABAzs3lY5xvKSoDF2IwAIBsCHmncSL3PM91kkhxGiH8wzGLz5CVAQAAWC2Run/IGYIybrY9qJfLiqJo1Wqz2e12TYer1eBNs1nVNKVcbw+IywASoJwMAADIuci7L1FaBl6eGMzrt6s+8fpmaexb7qICAGxHQNYk8W0BYvaZ3lYAAAAAebLucm3TO0lBYgRl7tntelnTql1PJsa34f1JP7PbrGrlNlkZYCtClpM5/qt/nH5tejwAAAA7g6IycFQeG85js3kxWGzhLjrjm6Wx3q36VA0AQMI2FI7ZhO1uBQAAAADAH0EZIYSw22VFa3bDnczznvQzm5pnWyYAW+YuJ+POxyx7DAAAsJMoKoNkuHMwoltdvDdEPXwSmJQZvOnOvtH3tcRHCAQqFovOnwBkk9sZylYAyITczlBAfkxPYIWklkqR+mGGZhdBGSEGda25mJHRdUPXfVovVpE2u9XkozIfxSeSfCX9kwFRhCwnExL7LgEAAMyhqAzuqI1Tw/Wt2dSUcrk+sGd5GG9Spnlcd+1JbLfLVVdORhT31A2OFfDHCUpAZjmfoWwFAMnlfIYCMmN6AqFEWzzFXnIxQzMq90GZ+dN4Qjf61mQymQyHnVO/f9RqYzix+oY3Q7OJqAyAZFBOBgAA5AGFYZCUyvOW9wOvaXar2vGstIwnKSPMblVTyuV6vVxWlLm7UIzHlQ0PFgAAAAAAAFhbzoMydvvYfRpPb1mTYaey8o43tdIZWn33XXai+3KhIDWAZASUk3HvuxQS5WQAAMCO+ftP/zaRlAxFZXBHbbxqLdRXddeGmas6I4QwzW7XnK/Uqreek5MBAOReqlsBAAAAAPCX76CM/fa160ye0R82wleFVisdy33u0GdrdgCpo5wMAADYbRSSwSaojeFcIVV9X3M3mPs87EdvvVrjEzYAADsvpa0AAAAAdl1SCyYWXjmT66CMJydj9Dvr3uvmvYvOfGclMywALpsrJ3P8V/84/Yo4MgAAgJ0TUFQGeaNWOkPL6hu6LoQQ+pPDudCL2hguz8roRt9a50YUAAAAAACAmKKV4KNwX17lOSjjzclE2jq98tiVlBndUlIGkMqyEMxcPoasDAAAyKhtlpNh96U8UtVKZzicTCzr1XxORggh1MZwYvVbd1kaIYQQuq4bfcsKs6UxAAAAAAAAkJI8B2Wsd7OczFwZ6dDcSRlKygBbFLmcDLEYAACAABSVwSJVVZflXtRKozMcTu4Nh8NOZWljYDtGo1HaQwCwVA5nKFsBIENyOEOBrGB6AmGtWx4miXIyzNCMynNQxq24J9mZvI/KA0m+0v6bQK4F7LsUARstAQAALPrrn/8u7SEAQGKmJyg5TQnIKeczlK0AILmcz1BAZkxPYLX4meKoPTBDs4ugDIDsWVZOZlozZl3RjgIAAEjdhjIuFJXJN7tdVhRFKdfbA3YXBgAAAAAA2RI+aEwkOd8IykyNbqOdAbRvZ/GwqNs3AVgmwv5Ka3n1D/8WKRkAAABgZnDRNIUQwuw2q5pSH6Q9HgAAdkgaWwEAAADkg7skjKKsWEjNNYhWTmblu8Q07X/T75JjeQ7KaPu689h8Z0Xpwn772kxsPABCSSo9Q0QGAAAgPMrM5IPdftl1vtFbVqeS4mAAANgR6W0FsEFcuAEAANKZWzP5LlYWn4mcktmQgGGz9kpUnoMy6uGTWVKm+7K9fk0ZT05Gf3KoJjIuAC7/7B/+hZOMcT+Og0IyAABgZ/z1z3+3iQ2Y/vm//I/nvhJ/C0jJesdnXGRcsVh0/gQgG2ao2OJWABu6jMKFmx3GDAWkxfQE1uCbeglYrETOI98fWPzii7s/46+EQi6nWHUlJM9BGW9SxmwerxmVsdvHTc4hAltBRAYAACDAJrIyyL3iHp9xkU1cQgBkltsZuuWtAJzDE8yvcOEmD3I7QwH5MT2BNUwmodZPIZsF9yCEuM/KCBEv6ex77HSQvkNlyRVbroMy3qSMMJvH9UHYrIzdLmuumEziOZmPygNJvpL8qYBUEZEBAAA7bEOlZZAz7h2KR7frl10FAADLbHMrgMSvpHDhBgAAZIzvMiVg+ZLIu0TudnEJuGzwAUdhTfkOygi18arljsp0q1p5ZVjGHrTr3pSMEMZpg3vtAGlRSAYAAOQEWRnE476bxGxeDNIcCwAAO2drWwH4Hhv5SgoXbgAAQIYlHo4JeJdo5moJBvcz14AlVww5D8osRGWmYRlFUcrlev3laPb06LbdrtfLZUVRtGqz60nJ6C2rU9nOcAGsjYgMAADIFUrLIA7PR+RudfWdJAAAYB1b2wpAJHSHMxduAAAAtiT8cm2joZ/cUCb8PS7uo7QWoz9JLiaj3H96GP07z5LqM6biv/7Wecy/FmTC8V/94/QBERkAAJBnf//p365sQ6QGfuY+Iuu68eT0+aGmqhRSxdY4p0c4EQFgt83FUCTkjHCt4UU7CgAAIHciLwflX0dKj6DMHXtQP6521w3L6C1rmOieSwRlAAAAACQoOC5DUAY+bNsWwnp7XF1yP4mu677P+ymeDinAiigIygCADLhwAwAAsFlx8sVkk+P5JO0ByEKtdIaT5+HTMrrROn3eqHA/HQAAAACJ/fXPf7csK0NKBn4Gda3aDWxhmuHvMSnGHQ6wvtFoVCzybw+QFDM0o9a9+DKZsO9SJjFDAWkxPQGZMUMz6ldpD0AqaqUznEwmVr/fMgx94S45Xdd1w2j1LWsyGXZIyQAAAADIgL/++e+mX3PPpDgkANiQ0Wjk/AlANsxQQGbMUEBaTE9AZrFmaFLJYhLKkVBRxodaqTQqlUaqY/goHqT6/gAAAAB2DeEYAAAAhJTghRt2AwAAAAgSbbVEEb94CMoAAAAAAIApbd8wjMR629cS6woAAKSDCzcAAADYPQRlkmDbtmVZmlZR2Y0JAAAAAJBdaqPTSXsMAAAAAAAAwAb9Ku0BpGtQLzvqgwgd2O2yoiiaplWr1eO3duIDBAAAAAAAQDjFYtH5E4BsmKGAzJihgLSYnoDMYs3QpPanZJ/LSHJfUcY0zbtHkf75qntFIe56MN9ZQlBSBgAAAAAAIC1cQgBkxgzNkKT2TuLCTYYwQwFpMT0BmSUwQxUlypqJfS7jyXlFGQAAAAAAAAAA4C/aJRgu3AAAAEBmua8oE9PgTXczHX9UHmymYwAAAAAAAAAAAAAAIId1i8qQSo4tD0EZe1C/eOP/0mjkevyyXl/SbJnRqGvOvtP3tfUHBwAAAAAAAACAtLhwAwAAsBHxd7tkn8uo8hCUUbX9Ubdprmpmml1zZaMgxT01zuEAAAAAAEACtj24OH45Mp2zBLpuPDl9flhRN/S5326XtaYphNGfdCqrGg/qSjVUddtQvQEAsBQXbgAAALYnfDaZVHISfpX2ALZBbbxq6Rt/F+Mxp58AAAAAAMi0Qb2saFq1a7rvpTHNbrOqaUq5bW/gLe328eq7e2atb0erGwEAkLDwl2Mkv3CjKLMvAACA9LnDMSvXKHMNSCXHkIugjBBq49TY6BvoRp/btAAAAAAAyLJBXal2AzIrZlNT6oOk31NbIyYjhPUuVjXcHBiNiBIB8mKGZs72L9xsKMXi2y2hmTnMUEBaTE9AZgnM0LllU8DCJeAorCknQRkhKp1+4lEZXdd1XTeMVt8aEpMBAAAAACDD7HY5zJZG3WqCdWVCvqf7CArKBJqeoORCAiAnZmhGbfPCjbuTpCIsITshLsMMBaTF9ARkltgM9V08BaR6ScnElpugjBCVzmSBOzxj9BdfDzYcDofDYafTqGxok3IAAAAAALAVgwt3YRfd6FvW/cd/q98yXDs6m82LJKrK2IN6eb1iMkK4C8qsPI3BLT0AgIRs7cLNsjeKzPfYyWT2leB7AQAAxOK7OoncDKvkKCiTLRPlgSRfaf9NAAAAAACwaXb75ayyi9G3hp2K6twUo1YanaHVmmVlui9jFpWxB/WyFrjL07IDnYIy+r4WawgAAKxjaxduFnuI3OFikRvfzhdL5gAAAKQmYMlCRCZRBGUAbMH1ycN7R5fjNQ8eX19enhwdHT2cOTo6Orm8Hq/bEwAAAMKLtYQT4/H1/BqORRwkZr997YRWjH7Hr3Cs2hjOytKar99GTcrYg7Y3JKPrelD7ZeMs7lHdFgCwbVu7cBO/T3feZWU/cw3IygAAgPQRjtmwnAdlKh3LQUliYFOuT2q9SAeOr0+OHj7Uay9e9G5ublwv3Nzc9F7UdP3h0dHJ9TiRQQIAAMAt8hLubhGn67X5NZxrEccaDpJx5U/01vOlpwcqz52qMhGTMoO6olWbrpBMy5q8ehL+eNfGS485i+GnWCw6fwKQDTN0l2Towk34Ecr/s2wUMxSQFtMTkBkzNLtyHpQRQnWkPRJgR40vjyJdYxlfnxzptd5NcKubm15NPzpZ/xZnAAAALBd1CRd6Eder6YRlIBF3PZnAQi3q4ZOYSZkZ3Wj1rWFjrbMRbLwUBicoAZkxQ7Ed8UvC5LOoDDMUkBbTE5AZMzSjch+UAbBR48uvX6y4TOJ/WIjrK46b3gs9wnYAAAAA8BVxCSeEuD4Jv4i76dX0k+tIbwMkbVanZVWhFnXPOf1lvrOivt80I9Np+O3wFGg20OKeKoRtD+rlsnKvXC7X24N48R0AAHbKukVicl5UBgAAID8IyiTEHrTr7UHaowAkE/Eay/WJvnBYqXbWM80Pd0yzd1YruV+/ecF1FgAAgCTEicnMlaFZtYQTvRpLOEhmZaEWbV8PbrDi8MetvjWJkpERwltQRrTrZU2rdk0n4yNM0+w2q5pSrpOWAQAAAAAAWO6TtAcgFdseWOFuCLu9ffPunRBCiNFoZN6dljL6ncSG8lE8SKwvICV+eZdQhy1cYOl9c35QcD9VKBw8PT94+uzyyPUWvdrJVx/OD6INFgAAAEJEXsKJhVVc6cy8elpwN5gu4b786uRrV9UZ74TpBQAAIABJREFUlnCQwSx/spbRrS3WzbuolfX2WvKaFZQxm1VzaTOzW9VGrXW3dQIAYEcktWuSolBgBgAAYGcRlBFCCHvQvnjZ7C4/yQRgbQt5l7DHfec9rNa7WnrlpPD0yhSurAzXWQAAAGKJuoQTYnzZch9Z682lZByFg/Ornng4e59e6/LZwZLGwNYV91aES9S9ohApnT4YvOmGbms2tfrepBO4j1QilKSuRi744YcfhBCj0Ugs3/F9+uoUbWhDG9rQhjZzbZyYy1r9/PCD+OILqX8u2tCGNrShDW1oQxup2mQUWy8Ju13WqqRkgESNL49m1z5KtbkS+4EHtuZuRF6Reyk8/ebM1XvvO4r3AwAARBN5CSeEGH9/5apDU+sFr+EOznu12Xc3V9+P13grILfmCt/oRqtvWROHZfUN3b0vVLda3/QO0ZtLycxxn5hb9iRtaEMb2tCGNkm1+eEHucZDG9rQhja0oQ1taCNtm+zKfVBmUNeaCWVk9P1k+gEyb3z59axgf+nsm2d7oQ99f+uu9F9rhri3uPC06brOQlIGAAAgkhhLOCGuv3Xv11T7amWJv4NnrrAzSRm52bZt24OIbDvt4e+S2cZLQm9Zk2GnUVFd9W9UtdIZDq2+MXuq+7K92f8Ck23tSOF719rck8637jN3y9qE6Yc2tKHNJtosnluXf8y0yWEb34oyko+ZNrShDW1oQxvapNVmNBpJNZ4tt8kuZWsnNaRkt8t+ORld14Vpmp5nhLksT6PrrSenh4ee81NROTdj/e//7ov4vSXiP/n/zpzH+f7XgrDGl67NkGq9D+cHnmdKZ+ayOvxzx04PDvOW1yeu4v2hjwIAAMC9OEu4aIu4dfpHKuxB/fhld+kn4XCM/jY2/4nNdW5g9YgHdaU63QFJb1nDRgJnAtZ6+/X6S2yMW+ecHln3RIRzDX7Hzt8Bu4EZiq2Z/hqJfDI75uEZxQwFpMX0BGTGDM2ufFeUGVx4UzJ6q29NJpPJcDgcWi3d9fyrobeYsfsoU4hkUjLALrg+8VwkWTOy4ikoU9p7FPKwR3uzG5LFj+/Ha70nAABA7sVbws3vu7S6nowQQhQefT77hpoyshnUy4pWjZuSQUrUxqlTVcZ8Z6U5FAAA0hRth8Bt7SsIAACANOU6KDN403V9p7esYaPi5F3UwydOHMZ8/XZWrFhVK53hxJ2jMZvHGy5mDGTF9cmsskuEayxenz8qRDns5vZ9nHcFAADIm9hLuGhhZ0/WmSWcTOx2udrNbURmdLvi4719m4ENubV955TFyh8IAAAAAAAgd/IclPGe3TJO54oRq3uz+kiLt2CpjaFr32+zeTFIdnAflU8k+Ur258Juc19jKZ2ZaW2AREkZAACA8JJewoUOO3tKyrCEk4fdPvbZoHjHuT//r6G4J2tt2Yg/EAAAO2fd8jCUkwEAAMiJPAdlPIzHC7uAu+7AEt03i0GYSscVlfFrAOTK+PLIfY3lm6eFuD2Gv1riuYmZ+5EBAADCSmQJN37/Y6Q395SUgSzmdygWQjda/b5lWdYkgs7CJ205zT7/r9yqyHqXuxxRtkx3hWdveEBOzFBszWSSfg+JU5TZ1yYwQwFpMT0BmTFDsyvPQRn32S19X1t43XMHlm+x4spjkjLA1Pjy6xdOWCV6TMZbgP/q+3Goo66/661uBAAAgDkJLeGi7bw0h6yzJLw7FAu9ZU2GnUaloqqqrMVTEuH6/L9iqyJXbVq/EwmSyMT+UJvDCUpAZsxQbF/4WImc5WR8wzEbCs0wQwFpMT0BmTFDMyrPQRk334LJ7pIy/jeVkZQBhBBz11hqvavI1WQKXx65kzIvvr0OcRA5GQAAgAgSW8Jhh8ztUNwfNnY6HuPiKinz+m1AUsZ++/r+lhv9yeFW/3bsdlm5U24HhnnSHCUAALJwl4RZGSiZaxCtnEziyZWQvW2uxgwAAMAOIygTIMSm3u4szYrbzoCddX2iu6+xnB/E6MublBG92smqqMz1SY2cDAAAwLqSXMK5ff6oELZp4dHnCb0pEuPZVshnh+LdpR4+cZIyzYult8G4dqbaegLFdYoiOMzj2T/L97YgAADyYS7vElCaJeCokNydJJKY8T18Mpl9hWkPAACAZQjKBFkdg3FnaVbuZA7sJE9QJf41lsLTZs39fa92dHI9XtJ4fH1yREwGAABgbQkv4bCTcpWT8SRlRLfqW7LFbperzs5UKVRqcdW0NZvHdf80jz2ou0fZep6r/4oAAMzzTb0E7FsULSUT8EbRLGZ3FsMxi8+QlQEAAAgvz0EZqWMwH5UHknxt86dG9owvjxK/xnLw7MxdVEbc9Gr6w6OTy+vxePa+4+vLk6Mjvdab3gddKnkOAQAAwHKbWMIBmedOygizqZXr7YFzosAetOtlbVanRRinKexK5d792exWlXK9PbBnY5wOstpNeZQAAEjGt/5K5GZr9RC/OM3KUc01ICsDAAAQUp6DMp4YTHDdYiGWZGm8G7gDOTO+/HpWsL90ZiZ0jaXw9KpXm3vupveipusP7+l67UXv5v69a72rJnX7AQAAQtnQEg67wX0/Se6ojVct149vdptVTbmjVZuu/MmyQi12u3x/gOJbkyauSqdvuL41u82qNhvj3CCF0e9QTgYAgDsBRVniR2Q21Gf4HhIcPwAAQE7kOSjjvRnLdxNy90lC3yyNZwN3IF/mrrF887SQXN8H52avFqpITKnW4+oOAABAWJtcwgkhhPjx/Tj0WN7/mPCbIzbP/kNv/Pf22WFqY+gJoixh9IepFWqpdKxWqDCT3rLyG5MZjbinCZAXMxSp20Q4JkHxS8LE6YEZCkiL6QnIjBmaUbkOynhvlvPbhNxbenkxKTN40519o+9riY8QkNb1ib7RayyFg/OrVWGZUq1nXp0fFOauspT2HiU7FgAAgB2x6SUcsi/nSRkhKh2rbwQkUXSjP0k3gKI2hsFDFEJv9a30sjxpm56g5DQlICdmKBDeujme+LkfZiggLaYnIDNmaHblOyijNk49VYubmlIu111bfM9vUn5cn21RLux2uerKyYjiXl5PQyGHrk9qPeebWu9qM9dYCgfnVx8+mL2zWqnkSsyUSqXaWc80P0xDMkII8f72xrcHAAAAODa1hHu0F6oSYDCyzrJwf0zuVus5jMqolc5wYll9Q9ddaRRd142+ZU2GMpRpuR9ia3GMrb5lTYaNCqcnAAAAAAAAllMmclYY3Bq7Xdaa89sn6a3ZzVeLDXTdKIpR15w7KpHbypT7woj/22f/Tdy+EvKf/vRfO4/z/q8FjuuTh66rLLGUzsz412jGl0eum6NrvQ9sxgQAADBvc0s4T8/h12IRD8PmuT8Guz8eA9vjnB5Z90SEcxtfsVhMeEwAYmOGAsHcuyZFOBMf83BmKCAtpicgM2ZoduW7oowQQm28Wtzf210bZq7qjBDCNLsLKRmht55LcFsZkFOegjLcjQwAALBdnpIyP74fhzvKs3kmpKI2htb9B+W7yqttd+lVAAAAbFK0+1W5yxUAACC8T9IeQPrUxtDaqx9Xu072Rd/X3A0qHas1Wiw746a3XiV8i91H8SDR/oBddv2d+97ozx8V0hoIAABALhUefS7EfXD55va9EIUQR5F1lpRtDyxLiL3TfuvNy2bXFEKYZtesdpt3DTy7/axSPJViryLkSLFYHI1G3MkHyIkZCsiMGQpIi+kJyIwZml0EZYSY7u9tPR9cHL/smqbQnxzOhV7UxtASPls0CSGE0I3+qw77fwPp8eZkal9Rsx8AAGC7Hu2VZkmZ3nfX5werV2SeNVzp6MvCRkaG9VkX1Wo3qIG5UGE1AOeJkAJOUAIyY4YCMmOGAtJiegIyY4ZmFEGZe6pa6QwrHWHbtvBJvaiN4eRw0L54+drZdknX9eLpq+cVlZAMcufg/MOH8/DNx5dH+ov7KyelM/PqaWFp2+uThzXnmsmKtndHkJMBAAAIYYNLuMKXR6UXN/eNf3w/FgfLG09RExAAAADwmEyEoiTTDwAAAIL9Ku0BSEdVlwZf1EqjMxxO7g2Hww4pGSBhj/ZKs29urr4fr2g/vmyRkwEAAEhZ4cuj2SLu5sW316sOIOsMAAAALBEtLpNIyAYAACAnqCgDQCre25Fvrr4fPw24eXl8+bVzn7MQonT2jGssAAAAKfAu4nq1k68+nC9fmF2f1Nz7LrGGk4q2bxhGYr3ta4l1BQAAAAAAACQj50EZu13WmqbQjdbp80aF4jCABOaSMi/0k0fmuV/t/vH15dc1d0xG1Jor92kCAADARhSeNmsvZvGXXu2h6Pmu4sbXJ3rNU06GNZxc1Eank/YYAAAA8k5R1ttBiXIyAAAAa8n31kuDi6YphBBmt1nVlPog7fG4fFQeSPKV9t8E8qfwtFlzf9+r6Ucnl9fjsfPMeHx9eXKke1MyotYLuGsZAAAAG3bw7Kzk/n5hFXe/iHOnZFjDAQAAAI61wjEb6gEAACAP8lxRxm6/7Drf6C2rU0lxMABmDs57tZ77CspN70Wt9yLokNKZySUWAACAVBWeXvVuH661iiMmAyB5o9GoWCymPQoA/pihQHjhi8okVU5mEzPUPTZCPEBk/AIFZMYMzag8V5Sx3pnOY/3JIRsvAfI4ODd7tdXNpkq1nnlFwX4AAID0rbOKK9V6RJ0BJG00Gjl/ApANMxQIw50mUZQVIZi5BtGSKNNOkp2h0z7nBu88yUZRwFr4BQrIjBmaXXkOyrgV98jJAFIpHJx/MM9qpeBWpdpZz7w6PyhsZUwAAABYpXBw/sHsrV7FsYgDAAAA/M3lXQJCJwFHhbSYWYmZYgmZgyEuAwAA0pXnrZe0fV2Iu6Iyo1tbVMjKAHIpPD2/evpsfP39t62rH29ubpwXSqXS50fNZ18eFArpjQ4AAAD+CgfnVx9Yxe0YezB4e/vm3TvvPVLFYlHs7z/eO6zwgRoAACBBk8l6EZbIuxote6OkYjdioUZOIm8EAAAQkzLJ8TLEbpe15v32S0Z/0qmkOhwhhFDu14nDv2qnOxJH+R8azuM8/2sBAAAAgPyxB+2Ll82uubqlrhunrzoEZpAM5/TIuicinCwXO8QDEmKGAhGsLLuS1Dl7Z4Z+8UUxkZRMQCeJ1MIB8oNfoIDMmKHZleutl9TGq5Z+/023Wq4P7DSHAwAAAACALOxBu6xo1VApGSGEaXarmsIHa6RsemqSE5SAnJihQASTyd2X75MJRkycGRo/JbNyYHMN2IMJCMYvUEBmzNDsynVFGSHEXFkZIXTdeHL6/FBT1VRug3NumfrjP/k2jff38bv/95nzOPf/WgAAAAAgF+Y+Kq9Fb1nDBpVlEEvkijIAACAVTthlrV/d0Y4CAACIL/dBGdu2hbDeHleXnAHUdd33eT/F02Hc3ZsIygAAAAAAUjaoK9Wu3wu6rs/ukhqNRsI0fT9Ly7G5MTKMoAwAABkyV05mCwcCAADE9EnaA0jXoK75n/xzLDnp54uSSgAAAACAjLPb5fkPyrrROn3eqCypEmMP2hcvvTs0davlfcrKAAAA5My6YZfJhH2XAABAOn6V9gAAAAAAAIAsBhfegqtG35oMO0tTMkIItdLoDCdW33A/aTYvBhsaIQAAAAAAABAHQRkAAAAAACCEEMJuv3RXkzH6k05ARMZNrXQmnqxM92XbTnRsAAAAkE9SJWEoLQMAALYp51svafuGYaxuFtK+llhXAAAAAABsm/32taucjNHvVNY6vNLpG11n3ybz9Vu7wfZLAAAA+bDuvkvOUURkAADA9uU8KKM2Op20x+Dvo3iQ9hAAAAAAAPlivZvlZPTW8/ViMkIIUXne0rv3ezeZ7ywhCMpg20ajUbFYTHsUAPwxQwGZMUMBaTE9AZkxQzOKrZcAAAAAAIAQwr4dOY/1J4dRMi7q4RPd+WZ0y+ZL2LLRaOT8CUA2zFBAZsxQQFpMT0BmzNDsIigDAAAAAACEt6BMcS9aLRh1b3YXlfnOij0mAAAAyCzajkub6wcAACAMgjIAAAAAAAAAAACITlG2dxQAAEBMBGUAAAAAAMCcqNsmubdvAgAAAAAAAORDUAYAAAAAAAghtH3deRx12yT39k36vhZ7TMBaisWi8ycA2TBDAZklMkPXLQ9DORkgDH6BAjJjhmYXQRkAAAAAACCEUPdcJ3a6bwYRuhi86c6+Ke6psccErIsTlIDMmKGAzCLP0Mkk7lvH7yFxijL7AlLHL1BAZszQjCIoI6mPyieSfKX9NwEAAAAA2JLKY2P2TbdaXzcqM6hXXTkZ43ElkVEBAAAgK8LHSuQMoPiGYwjNAACwewjKAAAAAAAAIcRcUkZ0q+W2HfpYu112x2TIyQAAAOSGuyTMykDJXIPI5WSSDa+E7Iq4DAAAu4GgDAAAAAAAmKo8b+mub82mVq63B6vSMvagXS9rTdP1lN56Tk4GAAAgP+byLgGlWQKOCs/dT/zEjO+xk8nsK0x7AACQIcpEwr0fc0y5X179T7/979IdieM///N/5TzmXwvW8sffdqYPfvfnerojAQAAABCa3Z7LvAghhK4bT5483jvUNPezlvX29s3r111zoXnLGjbUzY4Tu8w5PcKJCAAAsmWtBEnM3/PL0i0x+wnoIamUDwAASB1BGbkQlMFucCIybsRlAAAAdsBPv/5i+uCzX34I0/7qb4Zzzxz9qZzwmJC8QV3x7KK0JqM/6VBOBnEQlAEAINNWxmUS/A0fcxenCIcnsm8UAABIF1svAQAAAABW++nXXzgpmcVvw1uMzkA+lc6kb+ir2/nQSckgZaPRKO0hAFiKGQrILMEZ6rtjUcBORom8V8xuwx9OOAbbxy9QQGbM0IwiKCOpj+KBJF9p/00ge3zLyQQ8DwAAAPkty8SQldldlc7Q6rfWSsvoRqtvDUnJIE3TE5ScpgTkxAwFZLahGbqhcExS1tooakM9ACvxCxSQGTM0uwjKAEhSzDTM73/z8/QrqfEAAAAgRQGBGLIyWaBWGp3hxLL6LUMPCszoutHqW9Zk2GlU1K2NDgAAAEjIujkeOXM/AAAgvE/SHgCA3RE/JeN+/Ie/fBp7RAAAAEhAcNmYn379xWe//LC1wWDrVLXS6FQaHSGEsG1bCGFZlhCapgkhVJVkDAAAAAAAALKFijJIhW0P2vVyWblXLtfbA9tO9j3aZUVRlHLbv9tBXVnHsm7WeMddFyYlw+5LAAAA+bGyZgxFZTJIVVVVVSuVSqUyfZj2gAAAAIBokto1id2XAADIopwHZexB0uEMrGYP6mVNqza7puk8Z5rdZlXTyvVBUv897PZx01zdLEHbf0eZkIABAABABGRlACSrWCw6fwKQDTMUkFmeZ2i0fZTYfQlbk+fpCciPGZpdOQ/KWG+qmqYoG6hmgmUGda3aXZYnMbtVrT5I5l0SDq0U94JvlUz+HQEAAIDsCp+AISsDIFmcoARkxgwFZMYMBaTF9ARkxgzNqJwHZe5Mq5koSrlcJzCzWYN6tXv3UDdafWsyZfVb+n2TbjVmVMYe1BXnXZardCYrWM6g9JbVqcR+x921VjkZas8AAAAAAAAAAAAAANLySdoDkIppdqtaVwhdN56cPm9UUtxt/aPyIL033xi7/fI+TmL0h67oiVppDCd792mT7sv280oj0t++PagfLy9Ys5ZZiRi99Wr5aBJ8x4xKKvjy+9/8nEg/AAAASNxnv/zw06+/CGjw06+/+OyXHyL3f/U3w6M/lSMfjjUN6uWXo7vHxdPh3E0B7lfjW+wfAAAAkMJkIhQlmX4AAEDmEJTxY5pds9ptCqEbrZQDMzvFfvv6LlBi9H3OlVY6faNb7QohzNdv7ca6SRl70L542byPrOi6MOOkV2alb5bHZJJ9x2zaXHmYP/zl0w31DAAAgE2LsJsSWZmtMp3PLn7Fgc0EP9lQfBgAAACyU5QoYZdEQjYAACAtOd96qdKZTKx+y9B1/9fNbrOqKYpSrrfZkyk2V07msf8thZXHxvSB+frten/ddrusVWeZlZY1PDWijlOEiskk/I6ZFDklw+5LAAAAWBQhXgMAAAAAAAAA68p5UEYIIdRKozMcTiaW1W8ZQYEZTVHK5TqBmcisd/epkn1tSZPoSZl7utG3JsNo+zbdC1NNJtl3zCLCLgAAAPBF3gUAAABAtqxbHoZyMgAAZB1bLzlUtdLoVBqduQ11PEyzW9W6Qui68YQ9mdZk397vc1/cW/oXp+3rQphCCPOdJcR6f7+60X/Vif/fxG6/vIvJCOM0OP+S0Dvm0h9/2/ndn+tpjwIAAAByYQOmrdD2DeO+HubiXQzuV+NbepcEsDmj0ahYZNsvQFLMUEBmOZyhk0ncyEuEPZuACHI4PYEMYYZmFEGZRZ7AzOuu3+7sptk1q90mgZl1hCgoE53aGE4aifQ0uGjebxDV7/jvEJXwOwIAAAA7g3IyWaA2OgHlIYNfBWQ3Go0EpykBWTFDAZkxQxUlbOpF8nIy7uGR49kNTE9AZszQ7GLrpeVC7Mlkmt1mVVMUpVxvJ7sn00flgSRfCf5QdwIKygh17/7/IaPbNPa4mpWT0VvPA2Iyece+SwAAAHnz2S8/BDf46ddfbGckAAAAAJAUd5REUVaEYOYaRI6hTPtJNnDj26fzpOThHgAAto+gzGqqWml0hpPJZHlgRpjdZlXT7gIz2x1eVsx2XpKYq5zMil2XEJ87bfP73/yc4kgAAAAAAAAAAPk0l3cJSJwEHBWeu59EUiwheyAuAwCAG0GZNdwHZiZWv9UydL/MzF2FGfIy2TR4c1dORhiPKScT5Hd/rm+0/z/85dON9g8AAABgs2zbHgySLbwKAAAAbIhv6iWgHEucLY2WvVc0vgdOJrOvpN4IAIAdQ1AmClU73NsviiXVZcR9XqZcrhOXyRC2XQIAAAA24ehP5cRbYmMG9bKjPojQgd0uK4qiaVq1Wj1+y2dibNl0V3j2hgfkxAwFZMYM9Y2VRG62bifR+lwscuPb82LJHGQL0xOQGTM0uz5JewCZYg/aFy9fd00zXHPT7Fa1kdF61WEXHyHUvaIQIf/mUmG/fX03PP3JIf/BVpoWlZlun+R+vG4PAAAAyDOSMTIync+8kc7yuD/7me8sIfh4hS3jBCUgM2YoIDNmqHAFVtxpkvjJmOD3imatEU4bOIcoyqZ+KGwI0xOQGTM0o6goE4JtD9r1sqIoWrW5JCWj60bfsqz+4oZMZrepldvcROcyul3+12Hfju4eFfe2ezaVnEwkv/tznbwLAAAAHIvBF6IwAAAAADInYPci2YQfofw/CwAAW0NFmQAhCsjounH66nlFvQtWqJ1hpSNse3BxXO3ODjObx+3DYd7Lymj7+holZfR9bZODWUBOZqPmSs6QrQEAAMiiz3754adffxHQ4Kdff/HZLz+QjMm7wZtu2kMAAAAAdlv87ZMoKgMAyDmCMj7sQfviZbMblOmYC8h4qWqlM5w8b5e15n0fZvNi0OhUwo/ho3gQvnE2OPW3g4pvW+/S2Z2JnMw2kI8BAAAA5GAP6hdv/F8ajVyPX9brS5otMxq5P0tv+w4IAAAAIF/WDbtMJgmEbAAA2AEEZWZse3Bx/DKwgExwQMZLbbxqvZ5FZUa3tqjkO4HhlJTpvhl0Kr6pIefWw23HVZyADjmZFPz+Nz+nPQQAAAAkxqk689kvP6Q7EiynavujbnPlbQqmGfwJeaVtb6kLAAAAAAAArPartAcgAXvQrpfLiqJp1aXnAHXdaPWtyWQ47IRKyQghhFAPn+jON+Y7K/5Qs23299F9M/BtMSvRveXTqam98e5wtlVatG4hmT/85dPYwwEAAEA63Hsz/fTrL4K3akKK1Marlr66WUzG4zXqqgIAAAAII6mSMJSWAQDkWc6DMoO6oihatRkmINNYvx6MuleMO8Kd4krKVOsDe/7lQb16X0+m9Xyrp1Pt2/vi4pzHBQAAABZMIy/RUi/To47+VPZ99epvhrFGhujUxqmx0TfQjf46+w8DiRm5NxADIBlmKCAzZmjmrLvvUpyjkC6mJyAzZmhG5Twos1S8gIxvj2zN7jkT261q5VlYxh60y8p9TEYYp43tlnWZbbzEf6UN+/1vfp5+pT0QAAAAhEJVmF1W6fQTj8rouq7rumG0+taQmAzSMD1ByWlKQE7MUEBmzFBAWkxPQGbM0OwiKDMn0YDMrFCJrj85ZEsf4T0Ta3armjKlVZtOTR//uw4H9bumSrm9UIsmptl/JzZe2ih3PoasDAAAgPySisgQtZFWpTNZ4A7PGP3F14MNh8PhcNhJ6o4TAAAAAAAAIHmfpD0AWehG6/R54qfyDl9Zh6oapdOJ8iDZoUij0rH64rja9d3sSjf6r7jrEHecMM0f/vJpuiMBAAAAAAAAAEAGk4lQlGT6AQAgt3JfUeaugswksS2W3FQ1Wkpmx6mVztCy+i1D153ndF03+pY17KRx2yE7L6UjuKgM5WcAAADSRRkYAAAAAJBZtLhMIiEbAACyTpkQGZWJcr9C6f9736U7Ekf1//nKecy/Fvj64287y1763Z/r7m/nIi/TUjGLTy4mYygqAwAAsGUJBmU+++UHIcTV3wx9Xz36UzmpN0IybPt+u1tu/UBqnNMjEU5EjEajYrGY9IgAJIMZCsiMGZohTtglwkWbOMciLUxPQGbM0IzKeUUZu11WFEUp19sDe3VrAImjWgwAAAAgF9WR9kiASDhBCciMGQrIjBmaReuWh6GcTEYxPQGZMUMzKt9BmcFF0xRCCLPbrGpKfZD2eICc8a0cQzkZAAAAGUzLwCRoWeWYZZVmAAAAAAC+4heDkbCcjKLMvgAA2LQ8B2Xs9suu843esjqVFAcD5MLKyAspGQAAgB2TeOAGAAAAAOAIHyuRM4DiG44hNAMA2LRP0h5Aiqx3pvNYf3JIUWkAAAAAwM4b1MsvR3ePi6fDuXtG3K/Gt9g/AABJpaVuAAAgAElEQVQAgARMJrMQyfRBQJGYubhJ5HIyTj+JFKQJGYJZ+dMBABBBnoMybsU9yXIyH5UHaQ8B2AjfzZUCGm90MAAAAAjw2S8//PTrL2L2kNRgkCTTvL9txG8X7dmr8bFLNwAAALAp7qyMWJJiWQyjxE/JLHuvyL05AkauKGRlAABJyvPWS9q+7jwe3dopjgTIsD/+trPspd/9uR6nZ1IyAAAAqSPpAgAAAADS8s2OBOxbFCdrsuy9IliscDP9Wnwy/nsBAOArz0EZ9fCJk5QxmxeDNMcC5EmYBAwpGQAAAEmQlQGQLaNRcruHAUgaMxSQGTM0oxYDJXGardtJhD7deZeVo5prkNusDNMTkBkzNKNyvfWS2njVeq01p0Wlu9Wy6L/qVCTbggkAAAAAUhZtDyYSNrLS9g3DuHu8rwW9Gt9i/8BmTU9QjkajYpGdvwDpMEMBmTFDs85Jk8zFUDb6XlvrZ26TqbxhegIyY4ZmV66DMkKojaElyndZGbNb1bq6bjw5fX6oqSqJGSAtlJMBAACQTbSsDKSkNjpLt09d9SoAAAAAqW0oHJOU+HkXRZH9ZwQAZELOgzJC2OLwlbX39rh6V1jGNLtmtdt0Xtd1fdmhC4qnw04l8RECu+gPf/n097/5edlLWx4MAAAAtuPoT+WrvxmmPQoAAAAAQMrWDbvkvKgMACBxOQ/KDOpatRvYwjTN0L0lWU/pY97/0yAzfvfn+h9/63PL6e/+XI/QGykZAAAAaa1VVIZ9lwAAAAAAAADI6VdpDwBATpGJAQAAyJz48ZejP5VXPgMAkU13hWdveEBOzFBAZsxQbEFSJWHyVlqG6QnIjBmaXZQtARDXtHiMU1cmWi0ZQXQGAAAgC9aqK+OLZAyAjeIEJSAzZiggM2YotmbdfZeco/IWkXEwPQGZMUMzKudBGW3fMIzEetvXEusKyJ4I+Zg//OXT3//mZ+dx0iMCAADARqzMyrDvUk7Y9uDi+OXI2bFY143TV88rqprusAAAAAAAAIBAyiRabhObodynYa/+/f853ZE4jv7Vf+Y85l8LAAAAgKmArAxBmd1g24O3Fy9fd8UTa9hYCL8M6uVq1/Q7Tm/5tQfW4pwe4UQEAADAznDqwURe4sXvAQCAqZxXlAEAAAAAJImUzE6w2/Xj5n0OpmgJoc69vCwlI4Qwm5ryrj/pVDY7RAAAAADZktTeSaRkAADx/SrtAQAAAAAAsuezX36Yfs09k+KQkBC7XdaarhzM6Naee/24uSwlc6dbLbft4CYAAAAAcipaXCaRkA0AAFMEZST1UXkgyVfafxMAAAAApLaYmEGmLcZgzNdv3aEX++1r7+u6brT6/Zah6+6DmheDzQ0SAAAAAAAAiIygDAAAAAAAmBpczFeL0Y0newENjP5w2GlUKo3OcGi1XFmZ7kuKyiAVo9Eo7SEAWIoZCsiMGYptWrc8TM7LyTA9AZkxQzOKoExC7EG73uZ2OQAAAABAhg3edF3f6Ubfmgw7jYq6pIHQW88rs+/UxrBvON/NVaIBtmF6gpLTlICcmKGAzJih2I7JJP0eMofpCciMGZpdn6Q9AKnY9sCyQrW8vX3z7p0QQojRaGSa09vpjH5nY0MDAAAAAGDDPDEYvfWq44rICCGEsG89p36M08Zcg8pjQ3TvOjHfWULMvQ4AAAAAQgihKGFTL5KXk3EPL4c5HgDIKIIyQghhD9oXL5tdc3VLAAAAAAB2lCcGsxiCEcJ++9r9yVnf1xb60PZ1Ie4ajW5tMR+1AQAAAJBnk8ksWTJ9EBAumYvIRI6hOP0kGGTxje8QmgGArCAoI+x2WZvfgh0AAAAAgLyx3s0+HPuFYOZzMk8OF1Mw6l7RCcpQUgYAAADAAndWRixJsSzGUOKnZJa9V5wOVzYjLgMAcvpV2gNI26CeWEpG30+mHyGEEB+VB5J8JfhDAQAAAAAyori3qp6MXxMgZcVi0fkTgGyYoYDMmKHYMt/4iKLMvsK0j/le0fgeOJnMvpJ6IwfTE5AZMzS7ch6Usdsvuz5P67quzz+zvBNdb7X6ljUZNiqJDg4AAAAAAHm4C84IIYzHfAiGjDhBCciMGQrIjBmKLfONlURutm4n0fpc3ArKt+e5Z5LKygCQEzM0o/IdlBlceKvJ6K2+NZlMJsPhcGi1dNfzr4aTe5bVNzyxGVOIw4rKfXQAAAAAgB02eOO502RJTsa+HTmP/bZvAgAAAABHQNYkkYhMgt268y4rO5lrED8rAwBIVq6DMt6TfHrLGjYqTt5FPXzixGHM129tp52qVjrDiTtHYzaP27PXAQAAAADIIm1/9kl3dDv3OdedgBFLQzDz2zMBAAAAQAgbCsdsQvgRyv+zAEBu5Tko4z3JZ5w2vEVh1L1ZlSTznTV3sNoY9o3Z682LwQZGCAAAAADA1ng+B7vvGBELCRj9yaFfYVVP4dYlbQAAAAAgY+KXhKGoDABIJc9BGQ+fmtHuW+m6bxaDMJWOKyrj1wAAAAAAgAypPHbfEeIqnmq3j5srczJ2u1x1F24t7pGTAQAAALBT1i0SQ1EZAJBTnoMy1jvXfW4+NaPdt9ItFp0WwnsKkaQMAAAAACDj3B9zhdnUlHK5Xq+XFc0Tk1moyWrbg3a97G2kt54v3JACAAAAAAAApC7PQRk33/vc3CVlFjdfEmKTSZmP4oEkXwn+UAAAAAAAuVWet3T396bZ7XZNb5u5CIzdLmtatTnXamF/Y2BLRqPR6kYAUsIMBWTGDAWWSWrXpMj9MD0BmTFDM4qgTABPSRl/7iyNb9EZAAAAAACyQ20MXdsM+9Bbr7wRGL/Pzka/QzkZpGF6gpLTlICcmKGAzJihQBjR9lGKufsS0xOQGTM0uwjKBFkdg3GfD/QvOgMAAAAAQJZUOhOrZeh+L+kta7hQKcb92XnaZkJMBgAAAAAAALLKc1CGGAwAAAAAAD7URmdoWf2WYeh3jFbfsiaLKRkhhHr4ZPrxWteN/pI2AAAAAAAAgCQ+SXsAKVL3ikLc7aFuvn5rN4LP5Y1ubVGZb2HfUkcJAAAAALCDVLXS6FQaYVoevuofqgufmAEAAABgB0wmQlGS6QcAIIk8V5QRlcezfdfN5sVgsYW76Iz5+u1i1RnrnbmRoQEAAAAAkBUqKRlIolgsOn8CkA0zFJAZMxQII1pcJmbIhukJyIwZml3KJM/xRbtd1pqzpIvPXuueFouvD+pKtRtw+NqU+9+Wr//p/xmvp8Q8+Zf/kfM41/9a8mR8eaS/uFnzoNKZefW0EKb38fX337aufry5mb1FqVT6/Kj57MuDQpgeAAAAkLKNLOnG15fff3fl6ZRlIpBXzukRTkQAAABABk7YJcL6NM6xAIANyXdQZi7pIoQQum6cvnpeUe8DL94sjW70X3Xu75Obi9kIoz/pVGKOh6AMZHB98rDWW/egMEGZ8fXJ17VeUASnVOt9c36wohsAAACkZnx9+W3rxYol3Vnz2dN11nQhlomlWpN1IpAjBGUAAAAgFXdVmLWWqJEPBABsVK63XhJCVJ63dM8TptmtasdtZ5Ml9fCJq4HZrWpKuVyvl8uK4knJCGE8jpuSAeQwfv/jJnq9PjnSgy9/CCFuejX96OR6vIEBAAAAIK7x5ZFeC07JCCFuei/WWNOFXCZO14mX4foEAAAAACBJ8TMuEqZkFGX2BQB5k/eKMmKxMIyYrw2zUHXGTxL7LgkqykAGkTZeWlVRZt0iNbXeh/ODtccAAACAzVl/mbh6Tbd+n6E3/ERibNsWwrKsSAdr2qxgK7AGKsoAAABANhFqw8hZTmZlLEaeoQLA5nyS9gDSpzaG1l79uNqdbbC0r7kbVDpWazSfpfHSW68SSMkAUnh/67pUkUxg5fpkLiVTqp01n315UCgIIYQYj6+/nyvg36udfEVUBgAAQB7XJ/OJFu+Szn9Nd7QXHKZeTMmsWijevNBPHrFQ3Ap7UD9+2TWDPgqvZvQnHT4sAwAAANgBk8ksYjJ9EBAomQujRI6eOP0kEl4JWTlm5U8HADsg71svTamVztCy+oauCyGE/uRw7jye2hhac1s0zehGP5FiMoAcPBsvlfYexe9xLiZTOjM/XJ0/dS6pCFEoHDw9vzJ7tZKrWa92ch3/vQEAAJCE8WXLE3wu1Xqmd0l3t6b74F3T3bz4dumazidM3fNfKH4wz1gobtmgXla0atyUDAAAAADslLnsiO++RYvPxE/J+HYbpzfHZDL7CtMeAHYGQZl7qlrpDIeTiWW9ms/JCCGE2hhOrH7rLksjhBBC13Wjb1nDToWUDHaIu6BM6ejLQtz+5i6q1HrL7ikuHJxf9WquJ3qty3HcdwcAAEACrr/1VH6p9a7ODwr+TRfWdN8tCbVcf+eNyQR1Wnh65cnKEJXZLLtddpVcBTJnNBqlPQQASzFDAZkxQ4EwfFMvTmJmMVwSpy6Lc+wPP4ycN4pmMbuzGI5ZfIasDBAGv0AziqDMPFVduoG6Wml0hsPJveFw2NnYbusflQeSfG3m54O0PBcsPn9UiNvf+Psrz05OwVXyD87dl1Vurr4fx31/AAAAxObNtJTOngVvfHTwzBNq8U3KzKWpS2fmit2UCk+/Wd0rkmC3jwN3HgbkNj1ByWlKQE7MUEBmzFAgPN/6K5GbrexkmpKZ/hmtQ3feZeWo5hqQlQGC8Qs0uwjKAHBJeuMl783Hta+CL3+IucsqJGUAAAAk4Fkihik6WHj0ueu7H9+PF5u4yxgKUWsuKTro6fVp05WpJimzKYOL+ZiMbrT6fcuyrEkEnUo6PwYAAAAAbFZAUZZEIjK+77i1HjYxfgCQCkEZAC4Jb7zkvagSIicjROHLI5IyAAAAMik8vTLNXu+sViuVEtmcM9IyUQhx8BVJmY0bvOm6v9Vb1mTYaVQqAbVXAQAAACDPNhqOiS9+SRiKygDYSQRlAMx4rljE33hpbt+lcBdAPDcgk5QBAACQQaFwcPD0/Pzq6sNViNovXn6rSk9BmfB1DB/tuXZf8q1Ug5jsW3epYKM/bBCPAQAAAIBdsG6OR87cDwAkhaAMAIcn2JLAxkvRLoB4rn/c3L6POwoAAABs1/V3vdk3q1eBEfPZLBQ3wXrn2nfJeMy+ScieYrHo/AlANsxQQGbMUEBaTE9AZszQ7Pok7QFIxrZtISzLinSwplUoRo1M89t4aTy+/v7b1tWPNzfOa6VS6fOj5rMvDwqFNToPfQGk8OhzIZw3+/H9WBys8z4AAABI1fiy5c7JJLJVky8WihtGTgZZxQlKQGbMUEBmzFBAWpGnZ1K7JikKBWaApfgFmlEEZabsQf34Zdc0V7cMYPQnnaSCMh/Fg4R6AkKb23hJXF+etF70bhba3dzc3NzUei9EqXbWfPZ06dUJT39reLRXciVlAAAAkBnj65Ova64FZOnsm9VbNYUPvHgKFk5LyoQ6DgAAAACAPIsWc5lMEovaAIBs2HpJiEG9rGjVuCkZIPs8Fx56Nb3ml5Jxu+m9qOlHl+Mw/UXdyYmS+gAAABkwHl9fnhw91N0pGVHrLYvJeDfbvPp+HOpNPFs6YSO0fT3tIQAAAAAAAAAblvugjN0uV7tEZAARuQDMzQv94cl10oMBAACA/MaXRw+n9PmQdanWM8+X1okpfHnkTsq8+DbMcpKczBaoh0+cpEz3zSDNoQAAAAAAAAAbkvOgjN0+bpKSAYQQQoy/v1qsH1Mq1c56pvnBYZpm76xWmmvWqy2vK3Pn80eFsCMpPPo8bFMAAACkyLsVkqNUO+t9szwlI8R8Ukb0aiuT19cnNXIyW0BSBgAAAAB2RrQdlzbXDwDII99BmcHFfExGN1r9vmVZ1iSCTiWdHwNIxPxljlKtZ364ujp/elAozJ4tFAoHT8+vPpg9b1rm5sXXq6IyAAAA2C3LKhLe9F7U9IdHRyfX46XHFp42a+7ve7WA5uPrkyNiMluiNk6N+8fdap2oDAAAAABkn6Js7ygAyIRcB2UGb7rub/WWNRl2GpWKqqpqWmMCUnNw/sE0e2dntVJJiNKZeRV4E3Dh4PzKPHNnZUJWzAcAAMAOKZVqMyVvkvqmV9OPlleKOXh25m3fq+kPj04ur8dj57nx+Pry5OhIr91t61QqzZc2RPIqHat1X1WmWy237VRHA6xvNBqlPQQASzFDAZkxQwFpMT0BmTFDM0qZ5Ldalt0ua7OKMkZfhoowyn0487//D/6vdEfi+C//7//QeZzjfy3wN7480l/MCtHUeh/OD2avXp88nN34O/daoMgHAgAAIGXj68uvay88pQoD1nOedd9Ktd6Hr75jobgdns/Lum48OX1+WOGWEmyPc3pk3RMRzgnKYrGY8JgAxMYMBWTGDAWkFXN6uqvCrLW4jnwgkCv8As2uT9IeQIqsd659l4zH6adk3D4qef5Pg8woPG3WXswuVfS+uz4/WHKt4sf3YxFUosZlWQ1/AAAASK9w8PTqw5eeOHWvdvLVkkTLwbnZE1/f14sJUqr1vjk/ENffJThW+LLtgWUJsXfab7152eyaQgjT7JrVbvOuga7rQcd7FU+HEtySAgAAAAB5NZnE3UGJlAyAnUQaY0q2nAyQFQdf1UTPScqskYYBAADAzio8verdukq/9FqXzw6eFnybHpxfmV+dBIZlpiGZgphLVJf2HiU1YLhYF9VqN6iBaZpBL3txNxUAAAAAyEJRwqZeYmZrNo1qNwDi+1XaAwCQbY/2SrNvbm7fL3spKq5/AAAAZNHBs7Oly8R5hYPzqw8fzN5ZrVRyHVQqlWpnPdP8cHV+n8V+f7u69gyQANse1MvlsuIol+vtgW1v7g3b0zerDyQeJAAAAIBMckdJFGVFCGauQeQYyrSfZAM3vn06T0oe7gEgmzwHZbT9NepFA1hb4dHns2+CL454eK5/fP6okOCQAAAAsCWFL49coZfed9crDzh4en51dfXBcXV1df70oFCYNfFu0clCEZsxqJcVTat2PaVzTLPbrGqaUm5vIodit4+ba9TpEakMMiumu8KzNzwgJ2YoIDNmKCCtRKbnXN4lIHEScFR47n4SibCE7IS4DLaPX6DZleetl9TDJ3rz7pxS982gU2H3JSBZj/ZKQtyHXkJvy+S9/gEAAIBsKjz6fLYWTIYnUE3lwQ3R9g3DSKy3fS2xrrZjUFcCd54ym5ryrj/pJHn+YFDX1ovJpDHITOEEJSAzZiggM2YoIK1Epudk4hMiCYiVxNnSaPG9wu/6tMh3kHNlcpJ6LyACfoFmVJ6DMiRlgAQEXa3wXBy5uX0vRCFmjwAAAEjBeHz9/vvvvrv6sSeOzKunhZSGcf1dz/UdBWU2RG10OmmPIS12uxwYQLnTrZb3rWFD3eZ7rn1AooMEAAAAsBOm8ZGVNVcSSZnMvVdSKRnffhZ/LrIyAFbK89ZLQqiNU+dGuW51na3AN+6j8kCSr7T/JrAl1ycPZ44ux2GPCy5//2hvvXr7Qsxd/ygdfVlY2hIAAABbcH3yUNdrtRe93s2NuLn6fhzyuMTrBHpzMrWvDpLtHhhcuAu76EbfsiZ3rH7LcG3ebDYvkjiBYA/q5TWLyWx/kAAAAAB2zGRy9+X7ZLL5kph9urMvK/uZa8AeTACC5TsoI0SlY7XuzyN1q/nexxv55om0hL/+Mf7+ylX+ZeFqReHLI1e3P74P0Sv3CQMAAMjFs1AMv1L0LhQX6gSun9MmJ4PNstsvZ4VajL417FRUpx6LWml0hrPTB0J0X8Y8f2AP6mWt2l0vJbPtQQIAAADYZRsKx2xC+BHK/7MAkETegzJCqI3ZeSSzqSnlcr09sDmXhLzxRlrCXv+4/vZFUE5mrtubF9+urCnD9Q8AAADJeBeKYVeK3oXiYp3AdXPa48sW60Rskv32tRNaMfqdis+eRWpj2Heq0pqv30Y9cWAP2t6QjK7rQe1TGSQAAAAApCt+SRiKygAIkPOgjG0PBoOBtXc6K1Bsmt1mVdOUqfI6pNq7CVjTXFLmxdcrb+sdXx7VVl6t8Hbbq50ERmWuT9w9ls6ecf0DAAAgdfNJmdUrxbF3Wee3n+Z6Oe3x5dee3A3rRCTNFUHRW88ry5pVnjsFWyKGUAZ1Ras2XSGZljV59USyQQIAAACAPNYtEkNRGQBh5DwoY11U7zT9Cx6b69j26IFEFZ42a65vb17oASXwx9cnR7r7YoWo9c59r1bMddurPTy59u12fH3y0Bu8aT4trBw1AAAANm5uRbdqpXh5pHtjMmff+Kzr5nPa+pJVohhfX86vPFknZoP9/7N3f6GNpnm+2F9NejKH7d05JBsyOwWHmF7JNIXvYnIhcyB4G6blHkxdLB1YFPpcFDI0h7Zy0Q6EokKKIpCqi8jDoUHCF6eJWEixF405JfVCjQkcpEBwrkYUTUnb6HCgZjrkJJzeneVMpvsoFyrLr2RJ1p9X1ivr88E0kvy8z/u41s/s61df/X7V44PjFfk8SbhUy9bmkEItF5IffBhZCCWdK1SatcMxZ+u3lEWupEajsewlACPZoRBndijElu0JcWaHrqi3lr0AIDZ2P360XQ69B3H+MH3ndDub/8XH72xsbHRfa7fPXnxWeFg+7z90VExm2LTlbPqr7KP8x+/tvpl06JzjZgQA4GbtPilny+H0y/nD9J3Tvmu6oN1uf/3ZJ4Xyef+V4vCYTNCN3zwMzXnlKnHEpafrxJvValWbzYlGvnr1xcuXQRAEQaPRuPgoSa5SXNjSotR8ednS6N7IUi1BEATJza0g6A6uv2wGwcQxlz7pXOHBp4fDWieNcdOLXFHdG5SNRmNra2vZawEG2aEQZ3YoxNZ6bs+ouiYlEgrMsFjruUNvB0EZoGfj/mn5VX9Zl/PzcjZdHnlEEARBsP2oPvbNiqvTnpcfZssPxxzi7Q8AgHjZfVJ/9FV/YZdrr+mCYDtbPh1d/eVq/ObaGa+78iQyrerx08cjSq/eaum7qfEDUnfTFyGUWaTuFSpTR2QGLXqRAAAAMTFbzKXTiSxqA9xWax6USd3N5XKRzXbdnapp/Pvgh9FNBpPbffK6vjlQ236c7Wz5F092N66ftl4O+kvwXzPlhOcHAOCGbNw/rQdTXCgG24/qY1IyQRBMd5U46ZUnEWgd76Ty6xSzaL2aqUpy41UrmDbyksxM3mup3w0uEgAAAOB2W/OgTPKwuBploOEGbdw/rb9zMqS/0oDt7Wx+8rcqNnafvK6/f/RJduys3v0AAIixjfunr987u+6SLpjmqm5j98nr+ubRJ+OvPbezj/If33eZeEOqB5GlZNJ3o5nnBm1tXhMqCbU1WppYLTKxsM9p/upXvwouqliPKmEd7gRvjDHGxH/MKHFeszHGrNuYUeK8ZmOMWYcx4ZFxWI8xxhhjzC3wg2UvAIihjd37T05fv66XHz3Kbm9vh7+1vb2dzT4q1+uvT0+njbRs7D45fV2vl4dO2p1TSgYAIN42dq+/UJzyqm7j/vVXiVIyN6Z1/Lg05OV0Op0efGX0JOl0oVBpNju1w0ykiyNuFpeSGTD0DbyBF8NvG/Ru3g0dM8k8xhhjzCLGdA3cXo/5mo0xZt3GDBXzNRtjzK0fM/6Qm1/PzYzpdlz61a+imSc+P5cxt2/M0OxIzNcc7ZjVlejM1tuNxejdY/rn/9m/We5Kev7Jv/rj3mO/LQAAALdZ9SCxFw7KpAuVzw/fdO4Jd2RKF5q1Xg+hVqv69KO9Uj18WOjb8Rf6yXKVTnF8uufynyiqn3Ky0y95kSMtuqJMVxw+IWeMMcYYY4wxxhhjjDHG3OSY7p8a4azM5PP0/kzpvbEZn5/LGGNu35gVJSgTL4IyAAAALEt/TmYwYzEyKXPluysWlRGUiZ/e7RE3IgAAYD1dDbvczLHAmtB6CQAAAAiCoPUqXEM392AgYJHcvPzkUP1lc+Dg5GGtkrv8fv5pdQErBAAAYL1MW8XypjrEAqvtrWUvIJZa1erzV1+8fNnfZ2trayu4e/fe5geZzOI/jPXvg/9g4ecAAACAEXL3rhQtSd1NB8GbojGlL6rFzMCITLGSK12UpBk2IP4ar1rB2L/5+8NEy7ESiwQAAJhHpzNv5CWG5WTCP1EMlwdrRVAmrFU9fvo4H+6rHlav14MgKAX5IAjS6dyDz4s3EJgBAACAm9F8efn3cPpu6sr3k5tbvaDM8LRG5l4uKK1cUqbv55rc1uZN3hRYiUUCAAAsQCIxaawknuVkhq5KaAaWS+ulN1rV451Eam9kSmZAvV7aSyV2DqqtBa8LAAAAbt7QgEXqbrr3+GrzpSDoJmUulL5Yle5Llz/X8J8qJBwmulkrsUgAAIDIhOMjicQ1IZiBATNHT7rzRBW4mXCqCM8ITEhQJgiCoHW8k9rLT38bqV7aS+0cy8oAAACwDpKbW9cNCWdpGq9W5A/m0M91zZpDTY2G1dxZpJVYZCz099EG4sUOhTizQyG21nl7DuRdhqZYrr4yT0pmzLTzzNbT6Vx+TTKe+FvnHbrSBGWCoHqQGh6SSafTuZ50Op0eNqieTx2symfkAAAAYA7Xx2DCWZprK5/ERqhay7PnY0IorefPLu4fpD/84IabGq3EIpeue4PSbUqIJzsU4swOhdiyPYemXnqJmavhknnaGEUYXrma3bkajrn6iqzMyrFDV9faB2Vaxzt7pf6X0rlCpdnpdDq1Wq3YU6vVap1Op9OsFHIDiZnSnrIyAAAArLrbGoO5XvKDD3shlPzTkZ+GqT7NLzGCshKLBAAAiNzQ+iszD5tqktkmHGgCNX6SgQGyMnAz1j0oE7p/FARBEOQqzU6teJgZfScpmTks1jrNSi784rhbVAAAALAK+mIwY4uWBEEwIksTavuzSkIhlFGfhun7oM1SIigrsUgAAIDFGFOUJZKIzLXnmm2eyEcCkVjvoEzr+HG4mkyu0imOiciEJTPFTl9WpvQ42qIy38fmCwAAgDWRuXf5h+7wT1MaYuYAACAASURBVISEi84MzdI0Xw7tbRx74RBKUM+ndg6Oq72frlU9PtgJd23OPThcRgRlJRYJAACwWAsKx0Rl/pIwisrADVjroEyobXcQBLlKMTPV4ZliOCozwYftAAAAIM7COZihRUv6oxpX/xCufhH6PEr6biryFS5M8vDzQuiHr5fye6nEG6m9fCl0/yBd+HTY/YPW8c7FAYkFdWief5G33tbWVu+/QNzYoRBndijElu25uqbN8cQz98N4dujqWuugTPhzbjPdQcp8GrpBdZu6swMAALCOkocPwsVT6/lUYmfnoNq6TH0MFDX56OCypEl/358gCLY2V6qiSfKw1t9mebhcpbbESi0rscglc4MS4swOhTizQyG2bE+IMzt0Ra1zUCbcOH3Gxt19NwiHdmcHAACA1dH3iZAgCIJ6vbSX+uiyQErfH8JBvbSXSuzsHBzs7CQS4b4/QRDk7q1cSZNMsVnJpUd/P52rdKasRhu9lVgkAADAOoqqa5LuS7Bo6xyUCReUmfVjbsnNy4SYkjIAAACsuoHuPl3hP5oHqs4EQVCvl0r1+sAhK9r6J5kp1jrNZiWXTof+FdLpdK7SbHZq8QigrMQiAQAA1thsfZR0X4Ib89ayFwAAAADESPKw1tw8+Giv1Mu+pO+mwgMyxWahMVA+ZkC68PkKt/5JJjPF2tRpk+RhrXM4y9lmO262RQIAAACwzhVlwmZtmxRu3wQAAAC3QjJTrHUrlgTBsG7FycNa82rdmTfSuUqztsIxGQAAAAButXUOyqTuXt7Um7VtUrh908An7ObzXScuXwAAAGN8+8M/7X4teyFELZnMFGu1TqfZ/HwwJxME3ToozUohF2r+86b3T62YkZIBAABg/UTVO0kPJli0dQ7KJDe3Lp+UvqjOMEX1i9Llk3DLdgAAgNtuIB8jLnNbJZPJUX/tJjOHxVqtc6FWqxUzIwfDzWg0FP+F+LJDIc7sUIgt23MVJRI3dxTLZYeuqHUOygSZe7nLJ6W9g2mjMtWDvVBOJndPa3AAAGBdjMrEyMoAS9S9Qek2JcSTHQpxZodCbNmeEGd26Opa66BMf1ImKO3tHLcmPrZ1vBOOycjJwEz+7Me/634teyEAAEAQBK3jnUQikdg5OK5O/gcyAAAA0G/a8jDKycBNWu+gTJD5tJAOPa3nU5PcDGxVjw92Uvl66KV04VM5Gdbc2U/+svs1+SHhfIysDADAChlfNkZRmRVWfdr9W7deyu+lElMXXgUAAID11uksfwbgWm8tewFLljz8vPAsnHmpl/J7pXw6nfvww3ubH6RS4cHN5vNXXzx7VqrXB2ZJFz4/1ISd9TUQjuk+3f3mL5a0HAAA4qv60y8HXsn8+v2lrIRhWsePLyunpgvNok+EAAAAwKwSiUlTLzEvJxNenhwPt0Oi43c5qB4k+rooTSlX6UR28zBx8T8z/+wf/duIppzXP/3X/7D32G8LQw2tIjNJUGagiswvv/1RZGsCAGCRrq0Z8+Pf/83Q168GZQJZmRgJ/3WcLjRrPhLCsvRuj8xwI6LRaGxtbUW9IiAadijEmR0KsWV7rqKB4MuYv2wmHznhGSN8O/fa+I63jgM7dGWteeulrkyxU8mlrx83RDrKlAysolG9lqbqwQQAwDoYmpIhrrY2pWRYTW5QQpzZoRBndijElu25igYSJInEm6+rL445anLhea5OO9uEk0wSyblWnR26ogRlujLFWrNSmCotk84VKs2alAyMJCsDAECPlMwqSN29/Ku48aq1xJUAAADAahuaeuklZq7mS+apznL12HnyK0OP7XQuvyI8FyyLoExPMnNYrHWazUohlx4XmEmnc4VKs9mpFQ8zPl8H402VlRnoxAQAQDzN0HdpfEpGhiY2kh982PtzuJ5/Wl3mWgAAAGDFDY2VzDxsqkkiKU4TBMPDMVdfkZVh5SRmaPa8NlqtVhAEzWYzCFKpVBAEyeSikzG9Jtz/7B/92wWfalL/9F//w95jvy0MmDAHs/vNX4z61kA45pff/mjeNQEAsGDTBmUmycFkfv3+XGsiMq3jnVS+/uZJOlf5vOgjIixB7/aIGxEAAMCtEU6TxPNvnRlWGP8fCoZSUWaMZDKZTCYzmUwm03247AXBitKDCQCA8RSViY3kYa1ZuCgrUy/tpRI7OwfH1e4HSQAAAIBZjeleFDeTrzD+PwsM9dayFwCshbOf/OWYujIAANxWEjCrpxV88Hlz8/lHe28Ky9TrpfpeKd/7fnpst+J+Ww9qxUzkKwQAAACiNn/7pERCboaVISgTU98vewFwrWnrxMjKAACsGymZFVQ9SO2Vxo6o1+tjvx+2Ne9yYHqNRmNry+8exJQdCnFmh0Js2Z7csGnDLp1OBCGb1WWHriitl4CbowcTAMD6mDYlI1UDzK/RaPT+C8SNHQpxZodCbNmeEGd26Oq69RVlqgc7jy9+Ma/WfA5/d35qSk+u1ao+f/r4Wenik4jpdO7DB59+kEkmIzzH8U4qXw/ShWbt8Jppb2I5t83MkRd1ZQAAVtq3P/zT8QN+/Pu/CaReAAAAAFZHVCVhdF9iVdz6oEy4KvSwkkfT1Iy+jpJKk2lVDz7aK/X/u79pep/OVT4vZiJJp7SOP8pP9H/bscspfF68LmRDpP7sx7/75bc/WvYqAACYi5TMKkvdzeVykc12NxXZVAAAAMDCzRZzWfPuS6yiNQjKEC9jG97XS3upoNKZvzBP9SA1WUzmmuXkU43g+oI0TClcVOaX3/7oz378u+WuBwCAmKj+9MvMr99f9irWXPKwWFz2GgAAAABggX6w7AWwXqoHvVhKOleoNDtdzUohfTGktHdQnescrepBYnT4ZaLlNCu5i/XU8x8dt+Zaz200c98lAAAAWJytra3ef4G4sUMhzuxQiC3bE+LMDl1dt76iTLhq9NWaz/GtKf39rWze1jp+fJFLyVVqoboxycxhrbN5kW8pPT7+NDNbFZdhfZQmWE660Fc2JpnMFGvNuzvdqjT1/NPq4fxFbugTLioDAAAAUXGDEuLMDoU4s0MhtmxPbkBUvZNm69y00uzQFXXrgzLjq0arKX2jWs+fvYmw5CpDgieZYiVX2isFQVB/9rx1OG1SplU9fvo4fxGSSaeD+jV5mdByHgw5WfLwQS7fTe40XrWCjPZLAACweLov3RKtVqvZbKZSmaQ/pQAAAGBlJBKzhF0iCdnATdJ6iRsTCqbcG16fJXPvTX2f+rPn07U7ah3vpPYuUzKFZu3BdaWCrl8Ow0XSd0k5GQCAVfTtD/90/IAf//5vbmYlLEz1YKdnpra4reOdRCKRSqX29vY+mvIvOwAAAABYPEEZbkzz5UWOZWSTqtmTMhfSuUqzU5ukGk3ysNbpurat0tamz0ACAMDErpaEUSRmldR7Zjo8uXlZcbj+shnVqgAAAIAbMW15GOVkWEW3vvXSjVBTehKtV403j8bkTlJ300FQD97cT53unzOdq3xejK5DUvWg23dJxZl59YrHdEvRqCUDALBaelVkpqoWM5CMqf70yyjXBAAAAECkOp15Iy8z9GxatPBPFMPlsURrXlFGTekbNEFBmdklD2udWlQpmVarerCT6MVkKtdWnFkz0yZdeq2adr/5i0mO/bMf/26WZQEAELVvf/in4V5L1/ZdgiAIguoXpWUvAQAAAJjH5ImZeJaTSSTefA19MZ5r5oatfUWZy2LSW2PHjZDc3OoWQAlmqoGynsY1Mrr8B228agXRlYeZSOt4J5UPFxdP5wqfFydp48Rcfvntj4RjAADiZrZYzLTlZzK/fn+g2IwmTTeiVT14+sXwbzUaocePDw5GDBul0SiF/qhaxMck4DqNRmNra6abPMDi2aEQZ3YoxJbtyY0JF5XpPhhThWUgbjJzvZbePJFUfJkwBHPtTzc5O3RFrX1QJq6+u3Wlny47L8VWr+ZNT+NlsxVoqHVVtzBMuFRM+GmEegGaX377o8gnBwBgcbqJmUniMpIxy5BM3W2U8oN/AF1Rr5fq1w4aZ9zHJGAhGo1G4DYlxJUdCnFmh0Js2Z7csIEGTENTLFfDKPOnZIIowitDUzJjVp5IzJuVsUNX15q3XpqbmtK3TDqdy+Vy6XT3Wb1e2ksldo711Bqu20pp2k5MkwuXmVFyBgDgJkXVZUm3pthKHn5eSC/8LLl7+tgCAADAihmaHRnTt2ierMnVY2fui3S1wk336+qLkZyOVbcOFWXUlGYymWLn4i5uMWhVjz/ay9eDIKjnUztBs6YFU3TUiQEAgGVLHj7I5fcW+NGPdK5SlJMBAACAFdRNk1wbIomkddHAuWabM7zUa2cYOOP8dWVYResQlFFTOhaSm1tBMNc/8M1KZg5rzWAn9SYr87R66B5vNAbqxIzKyighAwBwO3z7wz+dpAETS5ApVnKliKMy6XQ6CIKtrQ/vfXqY8ScyAAAArLBefGSqGMqc57qxeQaaTLFu1qL1kprS8dJ4NbqVUevVRZGfOOSOkocPcm8elr6oLnUpq2BMD6azn/zlqG9NGIhRewYA4CZFG22p/vTLoa9nfv1+hGdhBpli54pK7vL7ucrV749Xq9VqtVqxKCXDsnS7wusND/Fkh0Kc2aEQW7YncdBrYxTPyivz511mnsEOXV1rEZTpCzwshprS10vdnSatFJNGVpl7F7844+I9RE05GQAAAGbjBiXEmR0KcWaHQmzZnjChaXM8keR+7NAVtSZBmW5N6ajnTKfT6XQ6lytUmrWoYzLfB4mYfEX2IyU33/yPRP1lc+Sg5ssV6s7ETK7WhhnTgAkAgFWn7xIAAAAAECtrE5RRU3r5eiVlRrcxqn5R6j5If/jBov9RqweJrp3jVWkFdWsMzcpMNR4AgEUTcFlXmWKzR+FUAAAAINbm77sU7TysijUKyrBsyQ8+vCYp08vJ3EQspZfbqT97Piop03r+7E2Fm5i0ggIAgFUibbOSkj3LXgkAAADAZGbroxRJ9yVWkaAMNyeUlNk7qF4Jp1QP9i7qyRQ+XfwHFy9XU89/NLSoTPUglb/IySy+ws2aUSQGAAAAAAAAgJu35kEZNaVvVvLwwUWzq9JeaucyLNOqHu8kLmIyQe7B4U2kUkKrqedTOwfHl9mdVqt6EFpQuvD5jaxo9e1+8xejvnX2k78ceGXCrIxIDQDAssxZD0Y5GQAAAAAghtY8KKOm9E3LFCsX4ZSgXtpLJbpSexelW4IgVxmWWaoevBma2Bla/WXm1aR7q8n3lpNIpfZKoQWJySyKEAwAwG3VS8lUf/rl0AGZX79/g8sB1kij0Vj2EoCR7FCIMzsUYsv2hDGi6p008zx26Ipa+6AMNy1TbF6mUwalc5WbLe2TKdaahVGrCS4WJCYDAMCamq0qjFoywLJ0b1C6TQnxZIdCnNmhEFu2J0wokbi5o3rs0NUlKBNT33fi8hW9ZKZYazYrhVz6MqGSTqdzlWaztoRQSvKw1hlcTpBO5wqVZrOzjAWtmfFFZZScAQBYOVIyAAAAAECcvbXsBSxXq1VtNiObLZXK6OA0oWQyc1jMHBYnPiBT7HQmHz3tAVMvhyj98tsf/dmPf7fsVQAAEAEpGQAAAACWIpGYroPSnOVkWGlrHpRpPt3bK0U2W67SKQrKwAxkZQAAYuvHv/+bb3/4p8teBQAAAAAM0enMG3mZKl7D7aD1EhCl3W/+YtS3zn7yl1NNpe8SAMBqUU4GWLqtra3ef4G4sUMhzuxQiC3bE6YyeWImknIyi9uhicTlF4uw5hVlgLhQVAYAYKVJyQAx4S0EiDM7FOLMDoXYsj3hWuGiMt0HY4rEDERPZi4nczHPVoQFaYbGYsIvKn4TFUGZ+aRzucv/33Q3tcSVwOoLZ2WUkwEAiI9ruy+NSslUf/rl0Nczv34/gmUBAAAAQBAEVxow9R6HkyVXYyhzp2QuH88ZYZmwckwk5yJY+6BMptjpFCce3Wq1gqDZfP7F42elej0IgiColxpblVoxE/nKvvfLzVqSjwEAWDljaslkfv3+qKwMAAAAAERoICvTNSaAMk/c5Oq5EoloYjfhU4waMM+56PrBshewSpLJZDKZyRwWa7VOs5Duvlgv7SUOqstdGMTK7jd/MdXrAADE36g0jI5LAAAAAMREpzNRgmTCYVNNElVKpjvtwGxXX5mwAg2jCMrMKHlY62VlgtLeznFrqcsBAABYrB///m/CsZiBp6Nc7bKk7xIAAAAAizMmaxJJRObac00unHe5dp6BAbIy80h0FOWZXet4J5Xv9mAKcpVOBB2YEhe/zv/DT7+de7Jo/Pe//nHvsd8WpnL2k7/sPlBLBgAAgMn1bo+4EQEAAMAt1gu7TPXn72xHEaaizDyShw9yF49LjxWVgX673/xF92vZCwEAAGBdNBqNZS8BGMkOhTizQyG2bE+Is3l26PwlYRSVmZmgzHxSdy/aLwX1Z88lZQAAAACWpXuD0hsJEE92KMSZHQqxZXtCnEW1Q6ctDKOQzPwEZeaT3NzqPa6/bC5xJQAAAAAAAAAAjPXWshfAcN8HyiQBAAAAAAAAwG0TVdekREKBmVmoKDOf1iuVzgAAAAAAAACAac0WcxGOmZOgzFxaz5/Ve0/Sd1NLXAoAAADAetva2ur9F4gbOxTizA6F2LI9Ic7s0NWV6Mgazax6kNgrXT7NVTrFzJxTJi5KLD386d/OOVVUHv36j3qP/bYAAAAAi9a7PeJGBAAAALdSr/XSzH/4zj/DOlNRZiatVvVgpy8lEwS5e/OmZAAAAAAAAACA2y2qdIuUzGzeWvYClqt6sPO4McX4er0+6ltyMgAAAAAAAADApBKJWcIuvXIyzGbNgzJjoy/TyFXm7rrU7zvJLwAAAAAAAACASGm9FIF0oRlxTAYAAAAAAAAAuO2mLQ+jnMz8BGXmk84VKs3aYXLZ6wAAAAAAAAAAVsMMHZcin2FtrXnrpdTdXC439VF3797b3AxSqUxSQAYAAAAgPhqNxtbW1rJXAQxnh0Kc2aEQW7YnxFlUOzSRmDT1opxMJBIdKaM4SVz8Xv93f/K3y11Jz//4mz/qPfbbAgAAACxa7/bItDciGo1G94E3EiCG7FCIMzsUYsv2hDiLZIcOBF/G/B08+UiuteYVZQAAAAAAAAAAlqDT6UvA9B6HczBXq8hIycxJUAYAAAAAAAAAYAkGsjJdY1osScnMT1Ampr73yw0AAAAAAAAAt103+zImHBMexvx+sOwFAAAAAEAEul3h5+kNDyyOHQpxZodCbNmeEGeR79BO583X0BelZCKU6PjnjJPERUjsv/3J3y53JT3/0zd/1HvstwUAAABYtN7tETciAAAAgMjd+tZL1YOdx40bOtfWg1oxc0PnAgAAAAAAAABgOrc+KBME9Xr9hs6k6Bnrq32yn354PuVB24/qp/c3Zjrf2dGdbDkIgiBbfv1kd6YpAADoarfPXnxWOP3q/Pzyem57e/vd/fzH7+1ubMw3aXBl1v3337u/O+OsAAAAAADzWoOgDLB4X7+aNiUzj7OjbkoGAIC5tM9OPis8LA+5kjs/Pz8/z5YfBtvZR/mPpwq2jJ60O+t5+eHDYDtb/sUTcRkAAAAA4Ob9YNkLYLjvg0RMvpb9L8FKaH/91c2d62RfTAYAYH7tk/10dnigJeS8/DCb3j86a0826dnRJJMGwXl5mlkBAAAAACJz6yvKpO7mcrkbOtfd1A2dCGKm/eL0hgrKtM+Opm/xBADAoOk6Z56Xs+ng+paX7ZP97PUZmWlnBQAAAACI0q0PyiQPi8VlrwFuu77GS9mFvdnRPjtKKyYDADC/q+Hj7eyj/Mfv7W5sdJ+222cvBvonlbP7m/XT+xuRThqUs0fvi8oAkWo0GltbW8teBTCcHQpxZodCbNmeEGd26IrSegmYV1/jpe3NdxZzkpN9KRkAgCi0Twp9l1Xb2XL99Mn9XqAlCIKNjd37T05fl7PboXHnDz87i2DS+qPwpEE5ezR6VoApNRqN3n+BuLFDIc7sUIgt2xPizA5dXYIywLzCBWW299/biHr+9tnJ/h0dlwAAonH2Wd+FVbZ8+mR3Y/jQ3Sen5WzoefnLUZmWgV6c4ybduH/an5UZPSsAAAAAQOQEZYA5nX0Z+vDwu+9sRDp5++xoP50VkgEAiErfxVuw/ejj8X2Pdj8Oh1pGZlr6enFeO+nG/Xw4f/PV1+2xwwEAAAAAoiMoA8xnUY2X2mcnR/t30tlyX0hmO1t+lB11CAAA1+m7eJukHODGO++Gno3ItPTPOkF2+p3NUPzm/NXX140HAAAAAIjIW8teQCy1qtXnr754+bK/ndjW1lZw9+69zQ8ymeTCl/B9Z+GngGgspvFS++STK3VktrPlXzzZ3Tg7iuYUAADraOP+af29s69ffPnl6VflYAFtMwGWaWtrq9FobG1tLXshwBB2KMSZHQqxZXtCnNmhq0tQJqxVPX76OF+qD/9uvV4PgqAU5IMgSKdzDz4v3kBgBuKu79PDUTde6tnOPsp/fH93QbMDAKyVjY3djfu7u/eDJ9MfO+J6b+Odd4Ogl3L+6ut2cM2VW3+rpuiqEgIEblBCnNmhEGd2KMSW7QlxZoeuKK2X3mhVj3cSqb2RKZkB9XppL5XYOai2FrwuiLn2i9NQQZlFvMWxnX1Urp8+kZIBAFiKsy/Ll09GXu/tvh9qj3n+8LOzsXO2TwrhSdW1AQAAAABujqBMEARB63gntZefLCITVi/tpXaOZWVYZ8MaL7XbZydH+/v7dy7t7+8fnZy121PNvZ19VK6/lpEBAFieiSMtux8/2r58Vs7un7RHTXl2lA732JSTAQAAAABuUqLT6Sx7DctWPUjslYZ9I51OX5ZKajQab5ovXZGrdIqZaNaSSCS6D/6b//Tvoplxbv/z//WHvcd+WxjUPtm/fJsjW66///VnhYfl89EHRNBD6ezoTrb3dk22/PrJ7hyTAQAwSvvs6JNs6NJu+1H99P7GmPHhS8MgeHPp997uxsUx7fbZZ58Uyud9Y66ZFFhPvdsjbkQAAAAAkVv7oEzreCc1UEsmnSs8+PQwkxxxQPX46ePBDk3pQrN2OOKAqQjKsGL6QisTm+/tEEEZAIDFarfPXlyJP2fL9SfXxp3bJ0efjI1N99nOln9x/ZzAOhKUAQAAABZn3VsvVZ/2p2RylWanVhyZkgmCIJk5LNY6zUou/GI9/7Qa7cK+68TlC8Zof/3VLIedP0zfOTqLejEAAMyjfXLROjOdzvanXbYnSskEQbBx/8lpvV7Obl8zbns7W67XT6VkAAAAAIAbt95Bmdbx43DPpVylUxwTkQlLZoqdvqxM6fFxK9K1wQpovzi9+nHh7e3so3K9/rqnXq+XH115s6Sc3T9p38gqAQCYxNevhlaC2c4+mqbuS/vsxWeFa2vKnJ9/Vfjs6/Y0ywOYUKPRWPYSgJHsUIgzOxRiy/aEOLNDV9RaB2Vaz5+FysnkKsXMVIdniuGoTP3Zc0kZ1s3gmynb2XL99enpk/u7GxuXr25sbOzef3L6evCjxecPPxGVAQCIi1G1As/LD7PpO/v7R2fta6c42b8zWIxmlPPzcjZ9R3QaiFj3BqXblBBPdijEmR0KsWV7QpzZoatrrYMyzZeXOZl04dPpYjJBEASZTwvp3pP6y2Ykq4LVsfvkdb1efvQou70dBNuPrimev7H75LT+KJyVOX/4mQZMAACxsb2dvbTdn3E+L2fT++O6Z7ZP9tMP+yIyg5UG6/V6eXDah+MnBQAAAACI2lvLXsAStV5dRrvSH34wWc+lfskPPkzn62/iNo1XrWDCzk1wa2xs7N6/v3v//pMJh9//xaPT0Dso5S/PnuzuLmpxAABMbOP+6en9vleeBO2zk0+yl9du5+XsnaD8+smQy7ezo/6UzHb2ar+mjY2NjSenux9fmfTo/aFzAgAAAAAswDpXlAkXlNnanC3hktzc6j1WUgYmsHE/nw09LX/pE8QAAHG1sXv/9HV/TcBydkgFmPZJoRx+ni2PKTW4sXv/dII5AQAAAAAWYp2DMsBS7L4fTsp89XV7WQsBAGACG/dPy31J58JJu39E+8VpqJrM9qP6tfVhrswpPQ1EY2trq/dfIG7sUIgzOxRiy/aEOLNDV5egTFfjVWum48LtmyL1fZCIyddifj7W2juboQ8Qn7/6enkrAQBgErsfPxpzATeQk9l/b2OiOd+XlAEWwg1KiDM7FOLMDoXYsj0hzuzQFbXOQZnU3XTv8axtk8Ltm9J3U3OvCQAAIHY23tsPJWUGUi1fv5ohJ6POIAAAAACwHOsclEluhtJdpS+qM0xR/aJ0+WRrMzn3mgAAAOJn4513Jxv47jsbk87ZV2cQAAAAAOBmrHNQJsjcy10+Ke0dTBuVqR7shXIyuXuZSFYFt17/Z44331neSgAA1lC7fXZ2cnS0v39n/6S97MX0aMgJAAAAANyMtQ7K9CdlgtLeznFr4mNbxzvhmIycDOvn7OjOpSneZWl//VXo2RSfOQYAYF5nR3fS6Wz2Ybl8fh6cn75oT3hc/yXcGFO0UBKfBgAAAACWYL2DMkHm00I69LSeT+0cHFevS8u0qscHO6l8PfRSuvCpnAzrpq9W/uTvsrRfnIbeEcm+vxvpogAAGKe/3dHE13D9l3ADoZZZLwvFpwEAAACAJVjzoEyQPPy8LyoT1Ev5vVRiZ+fg+LhabfWrVo+PD3Z2Eqm9fCmckgnShc8Pk9Eu7PtOXL5glI339md4S+Tss4dyMgAAy9J/CTfpNVz/Jdz2/nsbo+c8f/jZ2SQrGZhTQRkgKo1GY9lLAEayQyHO7FCILdsT4swOXVHrHpQJguRhrZIbfLFeL+Xze3upfnt7+XypXh8cnKvUoo7JwEoYfEvkk2vbL7VP9rPl0HM5GQCAGzaYlLn+Gq59dtR3CTeYk7kyZzl7dG1UZmDObP7+xqihAFPo3qB0mxLiyQ6FYlXwKwAAIABJREFUOLNDIbZsT4gzO3R1CcoEQZApdiq59PXjhkjnKp2ipkusq437+Wzo6fnD9P7o91naZ0f76fDHhoNs+YmcDADADRu4hLvuGu5kP90fk3n0i6uZlsE5y9n9o7PRc54d3RmY82OXhQAAAADADRGU6coUa81KYaq0TDpXqDRrUjKst92PH4U/PRycP0zf2d8/Omu3273X2u2zk6P9O+lsOZySEZMBAFiS3SflvlhL9xru6OSs7xKufXa0v3+nP+g8PCYzbM7zcvbKnKHrwonmBAAAAABYgESn01n2GmKl1ao+f/r42ZAOSxfS6dyHDz79IJNcRLulRCLRfXDwn/x2AdPPovh/v9177LeFYQY/ETyJ7Uf101nfD+k7X7b8Wt4GAGBq7ZOBYn8T2M6WT8ddes0yZ5At15/sbkx5EHDr9W6PTHsjolfvemtrK+I1AXOzQyHO7FCILdsT4swOXV2CMmO0Wq0gCJrNZhCkUqkgCJILCceECcqwmqZ6U2Q7W/7FPO+GCMoAAERhulzLZEHnKeec87oQuL1mDsoEQdBoNNyghNiyQyHO7FCILdsT4swOXVGCMvEiKMPKap+dfFZ4WB7/tsj2djY/95shgjIAAFFpnx19kr3mEm7aPMuEcz7Kf3xfSAYYYZ6gDAAAAMB4ax6UabVai68SM43enaD7sQnKnAjKMI322cmLL09Pvzo/v3xvZHt7+91399//+L3djY0ITiEoAwAQrUVcwrXbZy8+K5x+FSzwuhC4vQRlAAAAgMVZ86BM9SCxVwrSucKDTz/IxCExIygDAAAArDlBGQAAAGBxfrDsBcRBvZTfS6USiZ2D42qrtezVAAAAAAAAAACwCIIyIb3AzM6BwAwAAAAAAAAAwC0jKDNEvV66CMwcVwVmAAAAAAAAAABuhTUPymQ+rRRy6VHfrddL+b1U4k1PpptcFwAAAADTazQay14CMJIdCnFmh0Js2Z4QZ3boikp0Op1lryEOWtXjp4+fler1saPSucKDTz/IJJMLW0cikeg++Cd//NuFnWQ6//zfvN177LcFAAAAWLTe7ZFpb0T0blBubW1FvCZgbnYoxJkdCrFle0Kc2aGra80ryvQkM4fFWq3TaTbHlpgp5bs9mQ6Oqy0lZgAAAAAAAAAAVomgTL9kMnNYrHU6nWalkEuPSsz0AjM7BwIzAAAAAAAAAACrQVBmhIlKzNTrpYvAzHFVYAYAAAAAAAAAIM4S0zZ7Xlut6vHTx89K9froIblKp5iZ7yy9Jtz/5I9/O99Mkfnn/+bt3mO/LQAAAMCi9W6PzHAjotFo6A0PsWWHQpzZoRBbtifEmR26ogRlptVqVZ8/fZwvDQnMCMoAAAAAzGueoAwAAADAeFovTSuZzBwWa51Os1JIj2rJBAAAAAAAAABA7Ly17AWsmjEFZSL1fSex4DMAAADr5bdv3ek+ePu718tdCQAAAADAsgjKTKhVPX76+FmpPiYgk76burn1AAAATKSXjxl4RVwGAAAAAFhDWi+N12pVjw92EolEai8/KiWTzhUqzU6nUztM3vDqAAAAZnU1QAN0tVrVg52dnUTPzs7BcbXViscpqgeJyRxUI1wwAAAAwK2R6HQ6y15DHE1QQCZI5woPPj3MRJqOSSTedFz6r//jv49y3jn8L//PH/Qe+20BAICVMyYQo6gMXFE92Nkb2W45XWhG8CGZ+U7ROt5J5SfqB52rdIqZ6ZcXC73bI25EAAAAAJFTUabfBAVkLivIFCNOyQCR2H77992vZS8EAGD5xpeNUVQG+lUPEqMjLEEQ1POpeeu0zH2K5suJUjJrrNFoLHsJwEh2KMSZHQqxZXtCnNmhK0pQJgiCwQ5LIwalc4VKsykgAytDVgYAAJhY63hnr3T9sNLezvGsTZgiOEXrlRtw43RvULpNCfFkh0Kc2aEQW7YnxJkdurrWPCjTqh4f7OwkEqmJAzI3lZD5PjZfAADAilIwBqZQfRpuaJTOVZrNzhvNSiGXvvxePf90tqoyUZzisqBMrtIZb2X7LgEAAAAs1JoHZZpfjO6wtJyADBApRWUAAMZ4+7vXy14CxETr+PFlqZdcpVkrhu4EJDOHxVqzcBlkKT2eoahMJKe4LCiTvpuaegkAAAAArH1QZqj0mw91CchAbPz1n/yLv/6TfzHh4PPf/nChiwEAWAmRlJN58ZO/evGTv5p/Hoi71vNnvU/R5CrFYQ2Xk4e1Su7iSf3Z82mTMpGcIjTJ1qY7FgAAAACzEJS51AvI9H2oC1iqcERmqrhMj6IyAABDjSkn083H9CIy4jLceqH8Sbrw6ciORZlPeyVfpk7KRHOKUOOlexorDbO1tdX7LxA3dijEmR0KsWV7QpzZoatLUEZABlbMJHEZRWUAgDU3TzkZmRjWT7jYy9hCLckPPpwxKRPNKTRemoQblBBndijEmR0KsWV7QpzZoStqzYMymU8FZCDGxgRipioto6gMAMAkxleOEaDh9rqs03JdoZbkZu/2V/1l88ZPcTnL1mYyCFqt6sHOTuLCzs7OwXF12pZQAAAAAOtmzYMygYAMrK7xpWUUlQEA1tYk5WSu9l2Sg4FggkItqbvp8QMWeYpwQZng+GAnldor1XsBnKBer5fye6nEzoG0DAAAAMBo6x6Uia3vO3H5gpibsLSMojIAAKOMLyQDt99l/mQqjVeTx1GiOcVlQZl6fi9fqg85IgiCoF7aS+0cy8oAAAAADPfWshcQT61q9fmrL16+bDQu7mRtPagVL2ojV4+Pgw8+0K4J4qKblfnZb34+8Pr5b38oHwMAcFWvnIx8DAzY2rzmT/3k5lYQjEqoLPgU1S9KE5+lnk8dbHaKY5s8RSKRSCxo5l/96ldBEHRvzIzq+H5528YYY4wxxhhjjDHGGGOMMcYYY4xZxpgVpaJMWK+7d2pvL58vlUr1ntCo6hf5/F4qldD6G2Ll2tIyQjMAwDqYpO9Sl5QMrJaBqjTpXKHSbHZ6ms1KLh1u2lTaO6gueEmLS8kMCN+YG/WiMcYYY4wxxhhjjDHGGGOMMcYYc8NjVpegzIXW1e7eIwZe3Jmql/KKGcPiTNhTaeCQgaPOf/vD6FYEAHAbvP3da72WYBVdNl4K0oVmp1Y87Ct1m0xmirVas5K7fKn0eMH3LDqdG2rYPPRTawMv9p6G79yNGjPJPMYYY8wixly9tx7/NRtjjDHGGGOMMcYYY8yYMY1GI1brueExqytxYzc14qx1vJPKjw/I5CoXFYurB4m9vmLH6VylFlU1496Hsf6r/+jvo5lxbv/r//sHvcd+W7hJMwRlesJtmAYKyYjOAAC32CTlZP73P/7FzPO/982fz3wsxFfopsDlH/+jXN4USBeatcMJmzLfwCmGnWu2CeKgd3tk2hsRvffgb9n9O7gd7FCIMzsUYsv2hDizQ1eXijJBUD0YlpJJp/tLFl8YKHUcBEH9BqoZA1MJh2wkYwCAW+m3b93pfk111DwpGWA1JA8f9KrK1F82l7kUAAAAgDha+6BM63jnSn2YZqfT6dRqxQfDcl/Jw1qnWcn1Z2iij8p830nE5CvanwuWbqDADADAyhnIx/SeThuaAa5qvLqmV9HVT8/E8BSpu72bFteeDQAAAGDtrHlQpnX8UbiYTLfJd+baosTJTLG/7fcNNP4GpqOoDABwK41Kwyy66VLXi5/81ZwzQBwlN2eqj7y1OXlPoxs4xfxnAwAAAFgP6x2UaT1/ForJ5CrTNO5OZorNQqiuTP3Zc0kZAAAAWDmXFViubVXUfHm1d3NMTkEQXHSF1xse4skOhTizQyG2bE+IMzt0da11UKYvJ5OrFDNTHh9u+63xN8TMz37z81Hfutp9afvt33e/FrwoAIC5zNlc6b1v/jyqlcDtEqrAck2rolBbpPTdVLxOMXSKdeQGJcSZHQpxZodCbNmeEGd26Ipa56BMf07m3rQxmSAIgsy9UFJG42+IsTHdl+RjAIB18PZ3r4e+Lj0DQV+9l7HlYkM3EtIffjBVW6R5T9E63km8sXNN7+c5VgkAAACwBtY5KBMuZjzrp7TCSRklZSA6f/0n/2Kq8T/7zc97JWTCj0cRjgEA1k23Gs173/x5LxnTffziJ3+11HVBLCQ/+LAXY8k/rY4aVn2anzmBMu8pQiVprun9HJoi2NqUkwEAAAAYsM5BmTC3jmC1dYM14yMyY4rKAACsg9++dedqXAYIgr4YS1DaG1qypXW8s1e6eDJDpZZ5TxH6pE49/9HB8KhNq3oQnqLw6SzVcwEAAABuN0GZmPouNl9wWykqAwCsp25Wpks5GbgQjrEE9Xxq5+C42ouytKrHBzupfKh984PD6T9uM+8p+mralvYSOwfH1dblBN0Z9kpzrhIAAADg1hOU6Wq8Gt/ge5TWq0bv8aztm4BITNKtSVEZAGClvf3d62UvAW6t5OHnhcscS1Av5fdSiTdSe/lQ/mRUoZbW8c7FAYmhBWPmPUWmWMkFA8dfTjAwQ5CrFJWTAQAAABhinYMyqbuhj3K9bM4yRev5s/r1o7iq+1G30D3E/k/C3fS0My9nqgOrB4lpDL2vylS23/5972vUgBteEgBAHHSLyignA/2Sh7W+IMoIuUpt5kIt854iU2yGozajpQvN9Y3JNBqN6wcBS2KHQpzZoRBbtifEmR26otY5KNNX9Lj0eIZUQl9OZoYG5WuqVT3Y6X7U7fJfr979JNzOQXXmcMis07aOxxw37rdi5gOZxM9+8/NRr4/6VjC2qEwvE6OoDADAtd775s+neh1ui0yxWcmNSaKkc5XOnAGUOU+RPKyNPz4I0oVKc/Ysz6rr3qB0mxLiyQ6FOLNDIbZsT4gzO3R1rXNQZrA9+EdTZhtaxx/l5WSmVj3oa5ner17aSx1Ub3Da1vFOKj/muHxqRF2XmQ+c3Nam36iIDS0to6gMALCexpSTkYZhrSUzxVqn2azk0ulQGiWdTucqzWanFkWZlnlPcXF84eoEhUqz2akdZvw1CQAAADDaWgdl+pMyQT3/0eT1TFrHO6l8uH24nMxEqgd7pTcP07lCpdnpalYui0eX9qaPysw4bfUg9H/E7i3J3oEXH9Cr54dkbGY7MFPsXOOyhvZal8m+MFA8Jvx0TFGZsKHFY7bf/r2iMgDAmnv7u9fXjnnvmz8PJ2YGnsLtlkxmirVa7fKPtVqtVswkr/mzP3l4ecS1FV1mO0Xf8YdXJzicYgYAAACAdbXeQZkgefh5uLt3vbQ3QfOfVvX4oD8lEwS5BxFXNf6+E5evKLWOH1/kWXKVWvHyQ27JzGGt02vUPm0frBmnDR0W5CrN8C3JZOawWOulVgYzNjMfeI3L+E268Pnalsm+opuPmTAZE1zpvjQqKxPBygAAVtbk5WS6+RgRGQAAAADg1ljzoMyVqEw3LJNIJHZ2Dg4eh5qJNV4dHx8c7OwkEonU3kDLHcU/JtR6/uzNP1yuMuRfLFO8yLTUnz2fIikz47SXhwW5SnFIYerQ70bpi2oEB453WRVHTGYik0dnzn/7QyVkAAB6JiknA7Citra2ev8F4sYOhTizQyG2bE+IMzt0da19UCYIkoeXFUAu1eulUj0Uh6nn8/n+Vy7kKtdWVCYIgr5Ay73hwaLMvRmSMrNO23z55rB04dMROafL3lzhwMvMB44jJhOlgaIyXbIyAABBELz93evJy8kArCI3KCHO7FCIMzsUYsv2hDizQ1eUoEwQdLMyldyVsMz10oVmRzGZSV0GTO6mRgyZJSkz47StVxcFg7Y2R+ZSkpsX/8PWeDX3gWOIycxm8qIyXbIyAMAtME89GLVkAAAAAAAEZd5IZoq1zhRpmXSuUGl21JKZwkQBk9TdN/8XqL9sLnXaQYs8sHX8+E1MJsg98CsVjaFFZQJtmACAdfX2d6+7KRnlZAAAAACANScoE5bMFGudTqdZqRRyuXQ6PZCaSafT6VyuUGk2O51a8TAj0TCVCSq/3OS0E9V8uUzhRHDgKNWn+YveURX1iW6GrAwAsFYUkgEAAAAA6BGUGSKZyRwWi7VardbpU6vVasXiYSYpITOXMZVfpm1ZNM+0l1VmRrZ5aj1/Vr94HMGBw4f2ysmkC5+KyUxtTPelUUVlupSWAQDWRDglo5wMAAAAAICgTEx930nE5Cuqn2iaGis3Mm3ygw8vAi/5j46HhFlaxx/l61dfnv3AYULlZHRdWoKBrIzoDABwm/TaLQEAAAAA0CMow9pKHj7IvXlYz6d2Do6rvdBLq1U92EmNSrvMfOBV1S/elJMJcveUk5nRzEVlurqlZRSYAQBWyCTxl6tjlJMB1kSjsZAP6gCRsEMhzuxQiC3bE+LMDl1RgjKssUyxcpF4Ceql/F4q8UYqtVeqB0GQLhRykR7YT9slAAAWQSEZYG11b1C6TQnxZIdCnNmhEFu2J8SZHbq6BGW4IcnNrRhOmyk2K7n00G+lc4Vm7XDz4unWZl9jpJkPDGk9f/am9Ez6ww+0XZrHmKIyAAC30qgozKh2S8rJAAAAAAB0Ccpw4xqvWiO/13p1kbcbnS+JdtpkplhrNiu59GXqJZ3OFSrNWvEwGTrwipkP7C1KTuYmTNJ9CQBgFQ1kYkZFZAAAAAAACHtr2QtgbaTupoOgPuno9N3UzU2bTGaKtUxxyHeaLy+yLNEeGMjJRO1nv/m5TAwAsIbmDMcoJwMAAAAArBsVZWLq+9h8RabXJKn+sjlyUC9fsuxpu2YucHP9gXIyN0eABgBYc2P6LgHcMltbW73/AnFjh0Kc2aEQW7YnxJkduroEZbgxqbtvmhSVvqiOGFL9otR9MEV4ZOZpqweJrp3jEU2bLsMsuXuZYP4Dwy5LzsjJROVnv/n5spcAALBKlJMBbiU3KCHO7FCIMzsUYsv2hDizQ1eUoAw3JvnBh9dEWnqBlmkKuMw8bS9hU3/2fGjgpfo0PzTuMvOB16+JRRCgAQDWnEAMAAAAAECPoAw3JxRp2TuoXomYVA/2Lgq/FD4dkS+JctrL4+r5p1cjNpfHDcZdZj7w0mVrppFDAABggaRnAAAAAID1JCjDDUoePsi9eVjaS+1cplpa1eOdxGW85MHhVEVWZp2277jQYUGrehA+rlIcyLLMfGDPZeOlu6kJfkIm9bPf/Lz7FX663CUBAMTBe9/8eS8ZE34MAAAAALBuEp1OZ9lr4FIikeg++NmP/91yV9Lz19/+g97jKH5bqgeXSZKhcpXOkHzJ5WHpQrN2NUgz47St453URZukodK5Sm1Y3GXmAweOHr4sAAAAWGO92yNuWwEAAACRU1GGG5YpNiu59IhvpnOV5my5kRmnTR7WmoVRhwXpQnNU2GXmAwEAAAAAAACAZRGUianvOnH5il4yU6w1m5VCLn0ZNEmn07lKs1krZqZquhTFtMnDWmf4YZ0hlWuiOFDnJQAAAFiQRqOx7CUAI9mhEGd2KMSW7QlxZoeuKK2X4qVXW/jP/igurZd++bfRtl4CAAAAGGfm1ku9G5RbW1sRrwmYmx0KcWaHQmzZnhBndujqUlEGAAAAAAAAAIC18NayFwAAAAAAQ/RKywAxoeA0AABwC6goAwAAAADA9cTXAACAW0BQBgAAAACAxdra2ur9F4gbOxRiy/aEOLNDV1dCtcxY6X0m47/8w3+33JX0/G9/9w96j/22AAAAAIvWuz3iRgTEh40JAADcGirKAAAAAAAAAACwFgRlAAAAAAAAAABYC4IyAAAAAAAAAACsBUEZAAAAAAAAAADWgqAMAAAAAAAAAABrQVAGAAAAAICFazQay14CMJIdCrFle0Kc2aErKtHpdJa9Bi4lEonug3/8h79b7kp6/uXf/aj32G8Lq6h9sp9+eD7lQduP6qf3N66f++zkxZenp18F5+ehM2xvb7+7v//+e/d3r58BAFgf7fbZi88Kp1+FLxy2t7ff3c9//N7uxsa1x58d3cmW515Ftvz6ye7cswAsVu/2iBsREB/zb8zeWwhbW1vRrAmIjh0KsWV7QpzZoavrrWUvAGCxvn41bUpmAu2zk88KD8vDZz4/Pz8/Py8/fBhsZx/lP5aXAYC1N/rS4fz8/Pw8W3bZAAAAAABwQ7ReAm639tdfRT3l2dF+OjsqJdPnvPwwm94/aUe9AgBghbRPJrl06F42HJ21b2RNAAAAAABrS1AGuNXaL06jLShzdnQnO0lG5tL5w/T+0VmkiwAAVsV0TSDPy9n0gi8btjffWej8AAAAAAAxl9DsOVZ6vX7/8R/+brkr6fmXf/ej3mO/Layes6M72fLFk2z59ZPd6Kbr2s4+yn/83u7Gxpvn7fbZi88Kp+Xz/rfE5j83ALByrl46DFw5dC8cBsrNbD+qn97fWMgKXJEAK6J3e8SNCIiPSDZmo9HY2tqKaEVAxOxQiC3bE+LMDl1RgjLxIigD0er7EPfcbzoNvte1nS3/4snu8BnbZ0ef9Jee8cYUAKyZwWoyoy8dzo72+64bIrpsGFhAlAEcgMUSlIEYsjEBAIBbQ+ulmPq+E5cvWGlfvwq9N7T/3sZck5192feJ8Gz5dFRKJgiCjd0np+Vs+JXyl/ovAcA6OfvsYX9mdvSlw+B1QySXDe2TTx72hW+kZAAAAAAABGWAW60v2vLuOxvRTRZky9d/znv3SfRveQEAK6L/0mH70cfjLx12P360ffls/suGs6N0f0xGZTsAAAAAgCAQlAFus/bXX10+2d58Z67JBnIy70/0XtPu+5IyALCe+q5DJqlst/HOu6FnX33dnufsZ0fZaRO+AAAAAADr4a1lLwBgYaJsvNT/ZteEOZkgeGdzOwjOrx8HANwyG/dP6++dff3iyy9PvyoH83aAnE77pCAmAwAAAAAwnKAMcGv1ZVvmbby0cf/09Xvtsxcvvnx1+lX5+vEXh73zrqAMAKypjY3djfu7u/eDJ9MfO8elS/vkE02XAAAAAABG0XoJuK3aL05DBWXmbLwUBEEQbGzs3r//5Mnp6euJ32/qL0QDADBKX5vH2S9dBmIy248+FpMBAGKj0WgsewnASHYoxJbtCXFmh64oQRngthrWeKndPjs52t/fv3Npf3//6OSs3V7IGvrCOtGkdQCA26i/W9LsPSPPPuuPyfzi/owTAQBErfsWgjcSIJ7sUIgt2xPizA5dXVovxdR3nWWvAFbdQOOl4OzkqPCwfLUL0vn5+fl5tvww2M4+yn98f3cjwjUMvFU181teAMBt1j47+iQbukqZPd7SH7cJsnkxGQAAAACAAYIywC0VLigTlLPp8uihXeflh9ny6aP6aVTvKA28VSUnAwD0a7fPXnw2mOTNlmeuAjNYTkbXJQAAAACAKwRlgNupr6DM5M4fpu+8Kr9+Mv/bSu2TT8JvVflINwDQ1T7ZTz+8WuUuCIJgO1v+xZNZ69spJwMAAAAAMIEfLHsBAIvQfnF69f2n7e3so3K9/rqnXq+XH2W3B4aVs/sn7TnPf3bU/wZYthxB9gYAuA36yt5d2s4+miMlo5wMABB7W1tbvf8CcWOHQmzZnhBndujqSnQ6nWWvgUuJRKL74L/4g98tdyU9/8ff/6j32G8Lq+Ps6E62r+/R2M9nt8+OPsn2dT3YnqcF0+DJg2wkNWoAgNtgTEGZIAi2t7P5WeIyA7O6+ABWXO/2iBsREB82JgAAcGsIysSLoAxEp90+e/Hiy9PT8nkwSepl8E2rWd9fOjvajzBzAwDcNu2T/U9O33333YvnX31VPh/IzWxny6fTXYf0X8i4+gBWnvfjIYZsTAAA4NYQlImX3h+c//kf/H/LXUnP//n3/2Hvsd8Wbrf5P4ndPjtK99eS8XluAOB67bOTT7L9ZWamuoboL2cnJwOsPu/HQwzZmAAAwK3xg2UvACAuNu7ns6Gn5S/Ppjq8fbIvJQMAzGJj9/7p6/qj7dBL5ezRxJciZ1+GL0GyeSkZAAAAAICRBGUAenbfDydlvvq6PfGRZ0f9jZuCYFtKBgCYxsb903JfaLdw0p7owIGczPsuQAAAAAAARhOUAbj0zmbok9znr76e6KD2yf6dbLk/JfOofvr/s3c/IW6s+b3/H53x/U0Cv83MCYFp7g2Kr9QY04ssBIHSIqHxYiRzhCFgCAicRSOBCZY2rWxMLxov5rYXkQ7hgDS9iKG4gQMXjIIlL3xEslDlDmhxIY0xVv18RAi9CBmynMzvd87RbyGp6qlSVakkleqP9H4hTLe69NSj6ipVu55PfR9SMgAAYE2nTy/X/1uEnAwAAAAAAAAArIGgDABsYbJcSkaUVa3LjAcAAGAD6QclKSnjayJIcjIAACA5bm5uou4CAFccoUBscXgCccYRmlAEZQBgU5PrkmIvJVNWb69O0xF1CAAAJF367r31XkBOBgAAJMVsCIGBBCCeOEKB2OLwBOKMIzS57kTdAQCIkU8fpdhL7viux6KDRskWkhFlVSMkAwAA5iaTwad3b992P6iitLNyc5NPH6TvyMkAAAAAAAAAwCpUlImp76dxeQBJNGgcmUrXE7+vsw413bubdl+BPSWTu9QoJQMAABYGjSNFKZcvVHU0EqPuu4nP11n/Glm9+Luu9BcJORkAwJZ0vV/N5/MpUz5f7etRd2v/9KvGBm6xeQEAAAAgdARlAOyhu8c58xv/Q1M+h5oGjSNbSqas7uw2cQAAkEiWv0b8/zli/WvEu7ydEGtVwwMAYAW9lc9mix1N06QnNU2ITGRdAgAAAABgFwjKANhD6QelDZIyg68uVudkJtelsio/QSkZAACwzPrXiN8/R6x/jeRKD9Irln8r/VmyenEAANz1q9m65vC8cj8bel+wr05OTox/AcQNRygQWxyeQJxxhCYXQRkA+8iWlLl4tnL6JXsAxjknM2go8vCVyF1SSgYAADixJ2VW/zkyGTQsf42sDr74njUSALCRVMry2G/91x3ja6XZG08XhjUKyiBADCEAccYRCsQWhycQZxzmWEdpAAAgAElEQVShCUVQBsBeSp/Vy9K3owul5D44NRk0StYATFm9csjJ2EevSMkAAABXtr9GVv05cl1SbH9ofLny7wwmXgKAXXFMxux1Ykb/eLP4Umm+qhUIxwAAAAAA9hhBGQB76vTppXwbtxhdKEelUmMwmUyM5yaTwXWjdKSUVTkl4y8mU1ZJyQAAAC+nV6olKjP7c6RxPbD8NTIZNEqlI2tm11dMhoIyALALfqIw+xuXEUIIcXJMSgYAAAAAsN/uRN0BOPs+6g4AyZc+66ofjyzhltFILSuq6yuEEELkLjWnmMzkuml9oVo+WtGSY9ukawAAOCCnV9rlB2sGZqRelNULz1flfOZxKSgDAEFbjr9Mp64LpFL2nwIAAAAAgESgogyAPXZ6datZ68p4y5VVlyTL5F135PA0AACAp/RZd62/RkTuUus6hXYBACGbTh1yMCRjAAAAAADYAwRlAOy39FlXUy/LK8encrmyqnWvTtPOP7bcsQ0AAOBf+qx7q6mr/xoRubKq3fqvPsfMSwAQLLlajEcgRv5R8idg0lv5VCqVSqWydW3xXKeYMlT7jq/qt6r5fN5cLJXP56utvu61qn7V0qber+all1erZnv5lltDRnddu2Zdyrklvd9qVfPWNzB/Cx7vYVX/l1elz7aTvIpqX/fcSAAAAACAcBCUAbD30qdnV93bW029vCzncpZBqlwuVy5fqpp223UPyQj7QBQAAMB60qer/xq59fxrZAVmXgKA4KwsG3PAdWX0fquaT2WL9Y6madLzmqZ16sVsKpWvesdl5s208tlix2xA0zo3JyfK4ruv3zi3ob/52nxN57VLUsZcSnn8MGPrfjWfSmWL9XpHs76B+VuoF7OpvEPmxUf/7UtU89nZdpJX0Slms/420f66ublZvRCAiHCEArHF4QnEGUdoQt2JugMAEJL06dnZ6dnZZq89695u9koAAICFbf4acWiNv08AIDgb14ZJpQ4nN6O38lLhGWdap5i9aY6HtYz7Mq+r2Y69GeXx+bm4mcdKtK/f6DWHFsbv5ZfdfNRFYXkh15xMv5ovLq3X8S3UszfC4y04919aV7+aKnY82i9mRaWyuiP7aDaEcHNzc3JyEnVfANhxhAKxxeEJxBlHaHJRUQYAAAAAAAAQwne1mH0Jx2Rqw+l0Op1Ox81FPRdR6U0N7cLiWVtKRqk0e2NjsfG4VzFeL7R61n1eJCE6nc6shUUD416l8vxhJvPwsVFT5v3Y4YX915b0iXPhGbecTL8qpWSUSrM3Nrs/nY7H417T8hZeur4Dt/4vOtDKSykZy3YyN9O8DQAAAABARAjKAAAAAMAafvujn9geUfcIAA5RKhXkY4Nmd9STjWvb7Fb/ZV2KmfSmw3ZNquaSyRTaQzls0yl6RWWEEJXesL1oIFNotwsZIaSkjNO8SvpHWz1zp6SMNDvTybHZQb31wkimVHrjYbtWyMgFYzKZTKHWHkrv4Oaj5/xITv0XQtg2VHNs2U5LmwkAAAAAEBGCMjH1/TQVk0fUWwIAAACIEcdYDHEZAAhZTNMkAYnfu7PmTIZmnRmLTG3YM2YU6rxouSdNlOa5UxOeSRkjAqNUFqVfHArPmLMzVR6Zq5DiM0rz3GG+puUOOBe18e7/0oZynL3JspkAAAAAAJEgKAMAAAAAvpCGAYCY2JeZj5zF7t3ZciYeSxbOjXIpzjMjzRqxTIokyRyfLL60V3Qx+3Dy6HwRZ1mK05izM8k5GXOGqenUObyyHtf++91Q0mY6MCcnJ8a/AOKGIxSILQ5PIM44QpOLoAwAAAAArLYyJUOMBgDCNJ0G/Fi32R11I3YpGWv8wy0isiDXZHFNysiTIlkVHi1qrdhfbZSKqTwqmHkaW5zGJSezkq7r/X6rWs1nzXmTPLj236xns2JDSZvp4DCEAMQZRygQWxyeQJxxhCYUQRkAiIXM73w3e0TdEQAA4IAQDAAcCJ/THsVvdqQdMuMfHhGXBakojOfsRS7ckjJGBEa5n5WWclnIOyczT8VUq/l8Pp9KpVKpbDZbLNY7HT8pGQ/6x5vFl6s2lLSZAAAAAADhuxN1BwAAFpnf+U7/Tz6cAQCIEVIyAHBQUqkVZV0OKiVjodzPrlwme18RwjNx4tlK4VFFdDpCzHM287iJEUGZV2oxViIvtDIno/dbL1/Ut43DuPdfShQBAAAAAGKNijIAEDvUlQEAID5IyQDAgZDDMR5RGPlHMZwmKfnMmjKd1/35V+bkT/NKLebURdJCRj0Xx5yM3spni64pGUWpNJu98bgZzIxIqxNF2fsHO/cSAAAAAMQARQti6jsutQCHjboyAADEASkZADhYs0CMLQpzuLVkQmSWpOm87rcLBTknY0RgMscn84VuPuqikHFcSNKvZutyRkapVB4/enSczWZFJmPOkqR/DOY9yIVuAAAAAADxQ0UZAIiF5VgMdWUAAEiWH3//H1F3AQCwleUKMamU5eG98P7T3o9XLrP1/ENmtRhx81G3NCkVajEKz2hfv9GFnJNxqObSrxYXszIJpdkbT6fDdrtWKBQyckpma+tUiWGaJgAAAACIEkEZAIgLsjIAAMQK5WQA4ABNp6sTMH6W2SdS/mOeXPFgToDkY/4hZ2ZSZhaC6b+ep1yUxw/NWIvRK+392JKTkReaMRoQQmm+qhXcszHbxVcyxyeLL1dtKGkzHZqbm4N960ACcIQCscXhCcQZR2hCEZQBgBghKwMAQEyQkgGAQ+YYhZk9eVARmRmpxMu8fIs7M7AixMnxhtVarEkZI1NijcCYC3Ve96WiM8s5GYn3T+VEzUbMSNGKDSVvpoMyG0JgIAGIJ45QILY4PIE44whNLoIyABAvy1kZAAAQsg1SMsy7BAD7x0jGHGY+xiQnZeov+x5L9l/WjQBI5VFh+xVq798YmRJb8EZOylQdi86sSW+92C4nIzK15/MJoYRWf9JyjcrImwkAAAAAEAGCMgAQO7asDEVlAAAIU7ApmX/4/b+dPbbqEwAAUZICIKJTzFedszJ6K1+U5jg63zgnYwnB1BeZkqXgjTnTUafjmZORCr245nz0Vj5rSa+snmXKSeGRsaG0+hPHDWXZTAAAAACASBCUAYAd+vujf5Qf/l9IVgYAgN357Y9+Ij9sP1q3NceUzHI+hrgMACDBCufNRdhEaJ1iKl9t9c0gia73q/mUFDRRmq9qG1d2EUIOwRhN3s8udcpMpcyXca4nI1XEEZ1iKt/q65a+t6yd30qh3TOjMp1iKl+VVqb3W9V8UGsCAAAAAGyOoExMfR+bB4CNLSdjNkjMGMjKAACwveVkjPzk9ikZ6scAAPZUpjYcm1kZoXXqxWxqIZstdsz0h9IcD7eLyYjlEIxjBsYsFeO+jBDWijhCaPVi1tL3+qLzSrNnvEft/XjDnretG0pambEqpdmsuDawz05OTox/AcQNRygQWxyeQJxxhCYXQRkAiICfxIytqIwgKwMAQMzIKRmf+RgyNACAxMrUhuNeRfFcRqn0AkjJCLGUlDk5dmhULhXjkZMRQhTaK7quVHrj6bBWMCvZbDb3khDzDdV0XZvSHA9rxxu2nXwMIQBxxhEKxBaHJxBnHKEJRVAGAHbCZ9kY78QMWRkAAALkXTBm3XIys5QMJWQAAIckU2gPp+Nxr1lRFDkIoiiVSrM3nk6H7UIQKRkhbEmZyqOCY3/kGZocszTmooX2cDrrufSsoiiVZm88NjpurlX7+s2mSRkhMoWasaGklVWavfE0mCARAAAAAGALqel0GnUfYEqlUrMv/vuP/79oe2L4f377X4yv2VuAtWwwxdIXt3+y/ORyOMYjQLP8IwAAMLPBzEoe/unzv97shX/6b38RYDcAYC8Zl0e4EAHEBwcmAAAAgL3BeCoAxIiRrZETM/p/3vFfSCbzO9+RlQEAYFlMUjIAAAAAAAAAgGgx9RIAxJGtGo0t+8IETAAARGiblAzlZAAAAAAAAAAgWlQdiKnvqWAKwMpWV4bKMQAARIJaMgAAAAAAAACQaFSUAYCkoq4MAAAhIyUDAACwjZubm6i7AMAVRygQWxyeQJxxhCYUQRkASIzlEjJkZQAACM2Pv/+PqLsAAACQYLMhBAYSgHjiCAVii8MTiDOO0OQiKAMASeInK0N6BgCAwM1SMn/6b38RdUcAAAAAAAAAAFshKAMAu/LF7Z/s4rWOWZnlJwEAQIB++6Of/PZHP9myEXI2AAAAAAAAABA5BlYBIEZ8Zmv0/7xD2RgAACIxC7v8w+//bcT9AAAAAAAAAABshIoyABAjf3/0jz6XtJWQITcDAICH7YvB2NqhNgwAAMC6Tk5OjH8BxA1HKBBbHJ5AnHGEJhcVZWLq+2kq6i4AiBFbDmaWkqGuDAAAUaGiDAAAwAYYQgDijCMUiC0OTyDOOEITiooyABAvforKZH7nu9nDY4FAOwUAAAAAAAAAAAAA+4CgDADEjv8JmAAAQPg2KyfDbE0AAAAAAAAAEAcEZQAgAl/c/on3AraszGyuJQAAEDkmXQIAAAAAAACARCMoAwDR2CArM3vsslMAAMDLP33+11F3AQAAAAAAAACwFYIyALBD3mmYdbMyMyRmAACIJyZXAgAAAAAAAID4IygTU9/F5gEgWo5ZmRniMgAA+PHbH/0kkHa8y8nMUjJuWRkyNAAAAEKIm5ubqLsAwBVHKBBbHJ5AnHGEJhRBGQDYreWyMfIzK4vKrESBGQAAvP34+//YsoV/+vyvmXQJAABgS7MhBAYSgHjiCAVii8MTiDOO0ORiYBUAdm7lBEweZWOEEH9/9I9+8jRkZQAACJaZsPn9v/VeUi4YM/v6HxYvoZYMAAAAAAAAAMQKFWUAIHorczDeSRoAAOBtraIyP/7+P2aP2bf/sE5KRn5y9vC/XgAAIqG38qm5fEuPujcb6FcX/U9V+1F3Jp7MTZTMXzEAAAAABI2gDADEAlkZAACiZcvHzGyWkgEAAAAAAAAAxBZBGQCIC7IyAADsznIIRn7e8UekZAAAAAJ0cnJi/AsgbjhCgdji8ATijCM0uQjKAECMkJUBAGCnjFiMRz5mhpQMAECkUpYHgK0xhADEGUcoEFscnkCccYQm1J2oOwBn30+j7gGAuPr7o39cmacBAADbICUDAIfOMRZjPDnlqg0AAAAAAAlGRRkAiBdCMAAARGtlSgYAsM/8FI+hwAwAAAAAAElGUAYAYocJmAAAiDPKyQDA3lqOv0ynlof3wgAAAAAAIAkIygBAHFFXBgCAeCIlAwCHYjkZI5h0CQAAAACAfUBQBgBiiqwMAADh8553iZQMAOwzuUKMRyBG/tG+FpXR+61qPp9ayOerrb6u+35tq5rPSy+fNZGvtlp9X23ottXPXuzvtc4NtuTGqn0hhOhXjSdabi3Lr5u9ynsp55Y22yBG/2Yr1vtVy++jurwqh81W9f1bAwAAAIADQ1AGAOKLrAwAAPFBSgYADsXKsjF7XVdGb+VT2WK9o2nGU5rWqRez2VS+6plWmYU5ssV6vaNp0stnTWider2YTeUdIh62JrK21c9eXFy5ftf3k60vGlMqvWG7IIQQ2fvKovWv3zi3qr/52uxE57VLUsZcSnn8MLP8brbbIMZbKHYsv48b+xLVvMNm6xSz2Y022i7d3NysXghARDhCgdji8ATijCM0oQjKxNT301RMHlFvCeDQkZUBACBMbmkYUjIAsOc2rg2zX0Vl3r+UUiVLtE4x61Z/pV+1hjnc26i7tWHPgziu372yi2OT/ar0foyUjBAi8/DxqqTM+L3cl5uPzp12y8kEsEFmXleXfyWWdfWrqWzddU1ap5itvl7ZjZDMhhAYSADiiSMUiC0OTyDOOEKTi6AMACQP6RkAAMJESgYADojPajH7WVRG68zzFkqlNx5PZ8bjXkUxF6k7ZVX6VSkTolSa5qtnLYx7TUsbL52akPMglg70muZrO0X/UZl+NVvsLL6p9KZGSkYIa1Lm/djp1a878rfOcRq3nEwAG2Su0+nM2uiNF5ujUnlurEtv5c33OFuTuZbFL27eBgAAAABggaAMAMTdF7d/YntE3SMAAPbZn/7bXxjJGPlrAEC8pFJBPjZodkc9ibxEjVLpTYftQmYRxchkCu3huFcxFui8sBVA0VsvpDzKeNiuma+etZAp1NrDsZl3WSrPIjex1IFCTV7/0uqd9at595SMEJakjNO8SvpH2y2hTkkZaXamk2PzLQewQawqvWG7MG8hU2gbX4v+SzNdpDRnazLXUmgPp9JKAAAAAAALBGUAAAAAwI6IDHDIdL1fzefzKUM+X231dT9j8+GtIoROxlrkaZKdivLdydMTSTKFtpm4sBVAkdIiSvO8kBEuPGq4WJp45dCBTOG8uWqqJLm9Vt6s6OKUkrH1ZzkpY/RIqSxKvzgUnjFnZ6o8MlcRwAaxUJrnTv23B3KGNac1ZWpDKeQEAAAAABBCEJQBAAAAAABY6FfzqWy22NE0cxIYoWmdejGbTeV9FbLY/SpC6GTs7efMRwvRvTvXSIYQIlN7blZ1kYMlmdpwMduPc1ZjJSlZUnnu0oScKvFOyuitvDmLk1tKRgghMscniy/tFV3MHp08Ol+seClOY87OJOdkAtggFtZJnRw76fmLE1LIKGonJyfGvwDihiMUiC0OTyDOOEKTi6AMAAAAAACAEKJfTZlVKBxo9WyqujxFS7irCKGTCTGdBvxYt9kddSPKDJBrJGOm8MhIyqyYKshC1/V+v1WtSvEV2wJS4ON+1q0Zf/ET3ykZIeQ3ZM/eGKViKo8KZp7G9q5dcjIrrdwgVvKkThZmPZsVvzgpZBQ9hhCAOOMIBWKLwxOIM47QhLoTdQcAAAAAAAAip7fyxc7qxTrF/P3xpmUztl5FCJ08eKmUr6jKfs795BrJmMveV4TQhJhPFeS4sK73x29ev34vbm5uhKXqkSsz8LGyByt0ipaczc1HXbjPfCRmSZlOR4hZUqZmHDNGBEa5nxUis1jKZSHvnMwGG8Qf/ePN4stVmy1zfDL/xQEAAAAAhKCiTGx9H5sHAAAAAAD7r/9Sru2gVHrj8aJ6xbjXrEjlGLT6y80Ktmy/ihA6CeEjBLOfKRnPci5LlkvK6P1WNZ9KZbPFYr3T6XS0DUIh6/TAB63+ZMVUZFJNmfdj41kjgjKv1JK9rywvtDInE8QGER7bRMoXAQAAAADWQ1AGAAAAAAAcOL31wizUUumNh+1CxqjQkCnU2sNx04yhdF6sGHzfzSpC6ORhkwvJeERh5B9FOU1SvOitfLZYd5sUTFEqzWZvLO+gu1RpGitaGZUxkzKd14twmTkV1LxSizl1kbSQUc/FMScT6gZZnS8yoj4AAAAAACEIyiAiut5vVfP51EI+X2319a0v4a3TbL+aWkfe7bqKbZXzda7Z71becx3AeibXpaO1la4nvtqeDK4bpZJlBaVSqXE9mPh6PQAAC7s6p0wmg+uGreFSqdRoXA+2ahfAfjPHxYWo9NpOc7VkasPeYkBdaF+/Wff/b9uvIoROQpZKOcRl9rWWzIxcL2Ut/WpWLnYklEql2ev1xuN5zaPhsF2rec6BFJxKb9qu1V75jsqYEZJFCMY81IwITOb4ZL7QopKOw0KSkDfIxr84AAAAADhUBGUQOr1fzWezxXpHKjiraZ16MZvNV9eNmOy8Wc9Vtqr5lG2V83WuE3rRW0/qFMtFkD59HO2g1cngulE6UpTyhToaWVYwGo3Ui7KiHJUYggQA+LGrc4rUrq3h0Wikqhdl5eio1OBcBcCBFEFRmueOk6gIIUTh3Bx7XzeEsv0qQugkHCrEzOIyxsN74UMyr7UihBD9atGodaQ0e+PpdNhu1wqFQiaTWTMLsm3io9KbtgtCCJGpPTczY55RGbNazCIEY0xpJBVqMQrPzA8r83h0qOYS4Abxsk6VGKZpAgAAAAALgjIIWb+aLboVnhVap5itbjSL+o6aNUkXgGb0Vj7rWkJXCK3uc5X2m4yArU0+fQi+zeuSUr5QVwRwRupFWWEAEgDgaUfnlMmg4addMVLLSqkx8NssgAMhl2pZ+s+fTBpRXzOEsv0qQugkhBBCTKerEzB+lkmkRbkUF3Jay4yH9F9LqZBXXnVS3NIaUuLDswfzgrypVCq1+ppLod3zF5UxD5nZEWO8H+XxQ/O9GH3U3o8tORl5oZntN4g/ZpmbVb84aZ6o6N3cxKcvAOw4QoHY4vAE4owjNKEIyiBU0j01SqXZm9WbnU7HPXNS5k5x/UzLJs0W2tMVzJmilea4bb1bT463bP5O9H41Zd5kBARj8q4bcEGZyXVJufDd5kgtK4w/AgCc7eicMhk0lPLKjIzcrs8pBwEcCmmw2mkSFYk0ML1e5YvtVxFCJyFxjMLMntzPiMyMd7ZKzsksx0NcnzVIARIrOd3lsc8653Tc+Y3KWJMyRqbE+m7MhTqv+1LRGc+3vOkG8ckMGK0Ixck5u2jNhhAYSADiiSMUiC0OTyDOOEKTi6BMTH03jcsjSHrrxeIKQKU3bJv31GQKteHUuHrReeF/2qLdNWtGYZTmq5r1uoa0RqU53myVer+az5KSwQ5YJl4qq7c+dc/Szu0NGvYRzVz5UtU045Wapl6Wc5YlGH8EADjZ0Tll0FDKqvWpXHlFs6MLYp0AHK0cfV9nrpNdrSKETmLOSMbseT7GpNVfut7z039Z987JeJOupSyR0l3ul1JW5nSWSTOReb01KSnz/o2xFlvlJjkpU3UsOrMmrw3ijzS/lGfNHOk3BwAAAAAQQhCUQZjMKxqVXnv59jfzRp/1ikPvpFmzRs1yTEa6wODwQyFfh3Fepd5vVfPGVFEKFzARKMvES7nju9s2d920DD3myqrWvTo7TaeNp9Lp07Or7q1qGYEcXXzF8CMAwGJH55RBw5aSyV1qt90rh2a1S0tYRm2S6gQwt+GkJKvmOgl2FSF0EhBiVh7X6VJGK2/e7GONh0h1TVyzKHorb5142rZrSokWl8iH3npiNFB57nAxxlGm9spP5V8pBFNfrGWpcpOZ5ul0PHMyQWwQnwqP5Jo5jm/P8psDAAAAAMzciboDOBxSoMWlSnThUUV0OmKWL6n5vOixi2Y9YzJSZVy3KzOZh4+VuqaJeclgyzLWSyFKczw8fsn8SwiQXFAmV3qQ3q61wVeWO//Lavfq1GXR06uuKo7MsUr17eDq1G1hAMDh2c05ZSl9c6m5FklLn3XVj1Kzo+67yZnbwgAOla2ExLLM8YkQW9Vm2H4VIXTSv1QqFc6KEJ5OMXtT6b06L2Rme5reb718Ue9IlzKsl0rMiyBCdIqpm2bv1cPFa4Wu999YXu0iU3vV/Hp+vUSrZ/Pvm8/PF/V7db3/8knRaEJpnntOPubesOgUq4+mDjdZORw0DpWbjOtLxjLO9WQC2SA+Fdq9Smd+VUnrFFOev7kdkCvMn5ycrFwmqHZYhmVYZnfLuIlzn1mGZQ5hGXnJOPSHZViGZVhmD1BRBqEx5292rRJt3AizRvGX4Jv1jsmYt/F5XJnJ1IbTGafLL/OXV3rj6dDvPVCAT4O30nDhvbvpAFsTucun3sGX06fyrfrqW2rKAAAMuzmnLKdvvIMv1mZH3XcTz14AALyRktk7leas/orWKWazqbls0ZKSGS9dypBmABJCaHXptams9Gql2TPrxrwfC3srr3pmeZROvZiV2jA7UOmteynFV1UZqTTLrK9OGRjbrGau8y4Fs0F8KrTH5ttz+c0pzWbFtYHN2UbWHQfaHZ+0XV7foB2WYRmW2d0yjmLeZ5Zhmb1fxvsl4feHZViGZeRvHbMjMe9zsMskF0EZhMUsE+1x85txycH39YHAm5WmiHYsGKO7TVa9hllGpl0gJIPABTvxkqU1P/Vp0nfvSd99+DTZbv0AgP2xm3OKNX1TVl1r1JjNPijlzO9GHz+tegEAwMN0Oo26CwjYcW0oxy6slEpvOSUjhBCi0B73Kl4zS89vFioYsxc5TTWUKbTHPde1z1txvyHJnSW44hKVsSVlHK/5mDM0CeGRkxFBbRCfMrWh13ZTmuNh7XjDtj3ZhgQcRwiWl1lebLN2WIZlWIZlWIZlWIZlWIZlYrLMyclJrPoT8jIJNkWcGL+X//uz72PyCGxvMW4LUppj14XMqzGVXjTNmncvuSxqtLVY4Xjca1YU43qEolSaPfeubPoWAH++Of+Z4Ytffrt9g99++803vzw//+ILf83J6w+mAwCAvRH8OcWyyM/Ovwm4wwAOh5QLWP1fUfM/jev8F277VYTQyZjhslVoHHYu65UO35c6bC8TQpm9Unqpn51zbG9H8e6A2abH0dGTczCOi8lLuLXjZxn5nWy+QTY4iu3bTd5qwVx7MprevAkAAAAAiIc7AgiZVyEWc07om4+6WKviSiDNmuVkXOdVMqZ6EkIIvV+VZskWQgihaR2t2Kkrld4rSsYgdJbb9beeeEkIIdLp0/TZ6emZuFr/tYF0AACwNwI/p1jrqK2azAkAADjL1IbTmu2pQq1dqLXXbmn1ywrt6XRVu5k1V++nTR8L+WnG16pMW2yQNdckhPd226A5AAAAANhnTL0UU99PUzF5BPWOzCmSAhVss/2X9XnoxXHWJauT43E1a0vJmLROMes87TWwO5N33ZHxzdYTL23AMgNGFB0AAOyN1ecUy2mPeCaAgKyc/GT7/4Ruv4oQOgkAAAAAALDHCMoAhv7reTkZUXnkNuW1eb2xUyx2hJhNK20Ww+41zTmoXaa9Bnbm00cpJ1N6kBZCiMlkcN0olUpHplKp1LgeTCZBr35y3ZTHNOcdAABgfX7OKfJpj3gmgK1kjjeaZNurrmnwqwihkwAAAAAAAIeBoAww52PapWWV3njYLmTMS5eFWntozu7dedFacaMfECDbxEticN0oHSlK+UIdjaShRDEajdSLsqIclRrXg0lA6x40SsqFlNO5/PIsHcRAEkgAACAASURBVEzTAIAD4/OcYjnt2QrKTAbXjYYtJdq4DuysB2D/ZO8v/hOnvR97L2qZjTfUVYTQSQAAAAAAgINAUAYh2fDmt/Ca1d98Pb+SqDx+6H7HnWWFlV674LBopvZqEZXRvn5DUgahsdxZr5aV8oU6cl9aCDFSL8pK6XqyzUpnFWuOlLK8rrJKTAYAsLYtzilGQZnJoFE6OlLKF6pqS4mqFxflQEOiAPaJ9B+9FdMaSZMaKfezoa4ihE4CwM7d3DA3HBBfHKFAbHF4AnHGEZpQBGUQOq8reublvLXLQ2/ZrM+cjIX7BE2Zh48XSZlVd/oBgbHeWe/b6EI5agzWXdf14i59xZ7HyZVV7eo0vUlXAACHaNNziiUfOmtp0ChZUzbLZiHRtU98APaeVK3F824H83+Oa/zXMahVhNBJANip2RACAwlAPHGEArHF4QnEGUdochGUQVjMS3p++L7rLaBm/edkzBV69dG81W/FnX5AYCbvussjg7lc+VLVtFuDpmnqZTlnW0wtr1lXZnlwcra68qX6JSkZAMA6Ajmn3LubHjRWhWQMI7VMVgaAlXmzg9DqL/tui/Vf1jeOoGy/ihA6CQAAAAAAcAgIysTU97F5BMaIjnjVWFl/IvVgml2jnsyO5pACtmYfZ8yVVe222706O02nzWfT6fTp2VX3VlOtaZnRxbM1ojJuxWtG6kVZOSqVGsxqAQDwKZhzyodmqawa39liopqmqeWcNSU6WjskCmDPSSEU0SnmWw43POitfLGz+GaDCMr2qwihkwAAAAAAAAeAoAxCY5Ri6bx2u/Ot/3p+QW+Ny3mBNGskaXys2FihVzRnizmkgA2dXt1qmnp5Wc7lhMhdal3Pu/DTp1dd7VIeMxxdfLXOvfW5XNlkHXwcjVRmtQAA+LfROcUasBmN5nHRWU7UGhNNp9OnV92upl7aQqJrnfkA7Ds5hCK0ejZfbfWNIIreb1Xz2bp5B0bleW39/+ltv4oQOgkAAAAAALD/UtPpNOo+wJRKpWZf/F+pH6LtieH/nZppqi33Fr21uGZX6U3bheUF+tXU/NY3lwV21ex6KzZXqDTHQ8cLjz4WcVi7j2WBYE2uS8qFWYimrN5enW7c1uD6WfnCUtVmq/YAAIfLzznFdg4TQsxyomdpz5atr1r9AgAHxfyP3Aou/3eTX+9jkU1WEUQLiTG7QsJlKyA+jOuW2xyYNzc3JydUawZiiiMUiC0OTyDOOEITiooyCI9571unWO0v1YjuVxcFopXmud+UTCDNmuVfKo98rNhcoVZ/4lzr+sniuiV38CHe0mf1svSt+naLO+vTp2fdW2uRGrVMWRkAwAb8nFPSd+/ZXpW7/HJl6CV99qXc7Kj7brJ5NwHsnUxt2KusXqzS2zyAsv0qQugkAOwQQwhAnHGEArHF4QnEGUdoQhGUQYgyteeL63mdYjZvplr0fiufMuZRXzdcsnWz5sRL97NrrlCrZ/P5al+XVlmV7yFcJ/EDROH053JS5sOnyXbNpc+6qiV607zeskUAwKFa95xSrvuqDZN+UCIpA8BdoT3uVRT3nyvrlD/d1SpC6CQAAAAAAMA+IyiDUBXa5q1vWqeYTc1ki2bl6ErPZfqkubxDDZeNmxVCyAVlTo59JnQK7XFzcVlS0zrFrLTKzmKdSvMVd/Ah/u4ey8OFHz9t3eDp08uAWwQAHKp1zim547v+GrUlZThRAbDJFNrD6XjcqyiKlEVRFKXSG4+nwyACKNuvIoROAgAAAAAA7C+CMgiZ561vSqU33uyK3o6adZepDb3u4VMqiZ8OHtiUdQByq+mcAAAHzuucYol6CnHvbjqcPgE4CJlMoT0cDqeG4XDYLmRW/BcvUzNfsfL/g5utItgWAAAAAAAADhNBmZj6fhqXR/AyhfZwPO41K9Kdb/Mb34btwsbX9DZvdt2Zl+Q1Tm1rFIpSafbG42GblAwOV/ruvai7AADYEx7nlI1PN5ynAAAAAAAAAOCg3Ym6AzhMmUyh1i7U2r5fUGhPp6uXXrvZNdp2W+Umawxw/cC2Pn0cmd8sTVsxmQw+vXv7tvtBFSWte5YOtWsAgL0S+Dnl7nFOiNHq5ZY68unD1usGAAAAAAAAACQWFWUAYB8MGkem0vXE7+usg4XWaSsGjSNFKZcvVHU0EqPuO7+NMgAJALDbxTnFWhnG/1x/3hlRAAAA7NDNzU3UXQDgiiMUiC0OTyDOOEITiqAMAOyDu8c58xv/A5CTd11psLD881PXNv03am2TAUgA2DPfffa7toefV+3knHL687L0nd+kjFdGFAAAADs0G0JgIAGIJ45QILY4PIE44whNLoIyALAP0g9KGyRlBl9duOdkbG36bdTaZq70IO2nJwCARHCMxfiJy+zmnGJLyjT9VFTzPvcBAAAAAAAAAPYeQRkA2Au2pMzFs5WDhZPrUlmVvl8eK7SPaq5udDJoWNokJwMA+8J/8RhnuzmnnD69XO/sZ2uTnAwAAAAAAAAAHB6CMjH1vUjF5BH1lgDgU/qsLt9WP7pQSu6jhZNBo6TId9SLsnq1PFZoa3NVo9clxTqkefnlWXpFtwEACeAnIrNqmd2cUxzOfo2BS6uTQaNka/MpORkAAAAAAAAAODip6XQadR9gSqWMYEp8fi9mVoa9BYi3ybUt/SJELleuf/n0bjqdni8yGbz7qnmhWpcSZfXWIScjhBBi0DiyjCoKIXLly/rTB6dmm5NPXz1rqiPbqi+17vo5mc/v/CCE+PV35DgBIBbWqiJz54ffeC+wm3OKn1YHXz0rq0GcpwAAoZldIeFCBBAfxnXLbQ7Mm5ubk5OTgHoEIGAcoUBscXgCccYRmlAEZeKFoAyA7TgMFq60aqTQIX+zus2y2nWL3ribpWRmyMoAQLQ2mGhpZVBmV+eUDVr1iIgCAOKBoAwQN4EEZQAAAAAgDhiGBIB9cnp1q13m/C+fK6sr76dPn3XXalPkLrUNUjLCGo75/M4Pcm4GABCmDVIy/uzmnJI+62pq2XezubKqkZIBAAAAAAAAgENFUAYA9kz6rKupl6uHC3O5sqp1r07T/tq89TUEmSur2u02M1nYCsmQlQGAQHz32e/aHt5L7rIvuzmnpE+vuppazq1odp2THwAAAAAAAABgLzH1Urww9RKAAE0G1+/edrsfRiNzOopcLnfvXunnTx+cptNxaXPZcj6GmZgAYGMewRfbZEnbRGR8zLtkt5tzymQyePdVc7nVUj3AExUAYPeYegmIG6ZeAgAAALA3CMrEC0EZADAQlwGA7XlnX4x0y/ZVZDYIygAA4IGgDBA3BGUAAAAA7A2CMvEiBWXiiL0FQMjIygDAllYmYO788BtSMgCAGCIoA8QNQRkAAAAAe4PhRgBAfP36u89syZjP7/ywnJ5Z5mcZANh7fhIwW6Zk7vzwG1IyAAAA8Onm5ibqLgBwxREKxBaHJxBnHKEJRVAGABB3jnEZj+VnPyUrAwC7RkQGAAAA/s2GEBhIAOKJIxSILQ5PIM44QpOLoAwAIBk2KC1DVgbAIdt+QiUPFJIBAAAAAAAAACTUnag7AAum+AUAD7OsjBx/+fzOD7YAzWwxIjIAsDtEZAAAoUmlUlF3AYDdxgfmP//zP2/ZAoDd4QgFYovDE4izEI5Q8gM7QkUZAEDCrFVahsQMAASIQjIAAAAAAAAAEBpCcjuSIoIEAEgoWwhmOUDj+DwAHILA511yy8cMf+9v3F6S//e/DLYPAABEi6uTAAAAAIDwkejYBYIyAICQ/K//+n/Wfcmf/esfeS+wXDDGiMXIPyIrA+DQBBuU+dVPX278WuIyAIC9YQRlEncxjZ6Hj56Hj56Hj56HL6E9T2i3BT2PAj0PHz0PHz0PHz2HoztRdwAAcBA2SMnIr3JLzMwSMHIm5vM7P8ye/PV3nzHvEoDDFGBKZpuIDAAAAAAAAAAAMcQd9gCABPDO2SxPumSLyJCYAYANuE23tBaPuZkAAAAAAAAAAAgfQRkAwD749XefLcdlPL4FgH0VSDmZOz/85s4PvyHjAgAAAAAAAADYPwRlAAD7w5aVAQBsJsDJm/L//pdBNQUAAAAAAAAAwPYYUAQA7JXl0jIGisoAAAAAAAAAAAAAB46gDABgD3nEZQBgjwVYCea7z353+2IwlJMBAAAAAAAAAMTNnag7AAA4CH/2r3/0v/7r/9nm5Y7Pr1sk5vM7PxCgAQAAAAAAAAAAAA5WajqdRt0HAMCh2CAr4xaREZtOpURQBsAeC7CijBDizg+/mX0x/L2/2eDllJMBAOyZVCo1+yJxF9PoefjoefjoefjoefgS2vOEdlvQ8yjQ8/DR8/DR8/DRczhisBAAEGse2ZoNIi+kZAAAAAAAAAAAAIBDRkUZAECoNp6AyaO0DABgJvCKMpvVkhGUkwEA7KPk3sxHz8NHz8NHz8NHz8OX0J4ntNuCnkeBnoePnoePnoePnsPRnag7AACAL7OEDXEZAPBw54ffBJWV+dVPX4pNUzIAAAAAAAAAAMQWM1AAAEK1ZdJl44I0AIDQUE4GAAAAAAAAABBbVJQBACQMpWUAwMOdH34jtpuD6Vc/fRlcdwAAAAAAAAAAiJcUM1oBAMIXSGEYsjIAEKxhEHMtUU4GALCvkjs9PD0PHz0PHz0PHz0PX0J7ntBuC3oeBXoePnoePnoePnoOR1SUAQAkFaVlACAogURkAAAAAAAAAACIv8+i7gAA4BB5pFv+7F//aK3sSyDFaQDgkK2VkvEuGEM5GQAAAAAAAABAzFFRBgAQR7OsjM8QDKVlAGAzAUZkAAAAAAAAAABIBCrKAACi4SfXQmkZANidjVMybokZkjQAAAAAAAAAgPijogwAIEaWkzGUlgGAwO2ikAwpGQAAAAAAAABAIqSm02nUfQAAYLW1CsaQlQEAR2tFZMSq+MusNSIyAIADkUqlZl8k7mIaPQ8fPQ8fPQ8fPQ9fQnue0G4Leh4Feh4+eh4+eh4+eg5HBGUAAEniPy5DVgYAlvkPyhB/AQDAJrnXKOl5+Oh5+Oh5+Oh5+BLa84R2W9DzKNDz8NHz8NHz8NFzOPos6g4AALAG4i8AEAJSMgAAAAAAAACAfXUn6g4AALCeWVZmrZmYVppcl5SL0Zovyl1q3bP0xuscNI7KaiAtAYjYZDJ491Wz+2E0Mj9HcrncvVL96YPTdHq9tnb5ceSnnAwRGQAAAAAAAADAfqOiDAAgkYItLfPp47rD0tsaNBYpGQAJNhlcN0pHilK+UOWUjBBiNBqpF2VFOSo1rgcT/y2G/3EkIyUDAAAAAAAAANh7BGUAAEn1Z//6RwHFZSafPgTRjP/1XZeIyQDJN7kuKeULdUWwZaRelJVSw2dYZrcfRx45mPy//yUpGQAAAAAAAADAISAoAwBINseszHoBmsm7bpgVHCbXz9aeVwVA3Kw3RdJILSuNgY9Ww/04EkIQkQEAAAAAAAAAHJg7UXcAAIBtbVtXxjLTSVm9vTrdskNeiMkA+2DQsKdkcuXL+tMHp+n07NvJZPDuq6al3IxaLh1r3bO0V7u7/ziaZWKGv/c3gomWAAAAAAAAAAAHiYoyAIBDZ5npJHd8d5frWh5cB5A8k+umZfa0XFnVuldnRkpGCJFOn55ddW/Vck5abnTxlXdVmdA+jqgiAwAAAAAAAAA4WARlAACHTq7gkCs9SO9uTYNGWV29FICYG3xlCbyV1e7Vadp50dOrrlqWvlffeiZlwvs4AgAA65tOp8a/yULPw0fPw0fPw0fPw5fQnie024KeR4Geh4+eh4+eh4+ewxFBGQDAgRu8lcIr9+6md7WeyXXJjMnkypYyEwASxPKhIXKXT72nRzp9eikd7p5JmbA+jgAAwKaSe4GSnoePnoePnoePnocvoT1PaLcFPY8CPQ8fPQ8fPQ8fPccygjIAgMMW0kwnk+tnZgmK3OWXT493tCIAO2b50PBT9yV995703YdPE18t73geOAAAAAAAAAAADhVBGQDAYQtlphNLTKasds92sxoAIUifdTVNVS/L5Vwu2E8NJl4CAAAAAAAAAGD37kTdAQAAomSp4LCjmU4GDUWOyVx5T9MCIPbS6dP02enpmbha/7XunzNhfBwBAAAAAAAAAHDwqCgDADhkk3ddqYLDTmY6GTTKqvENMRng8Azemp8BHp8zIXwcAQAAAAAAAAAAKsoAAA6a00wnk8ng3VfN7ofRyPhZLpe7V6o/fXCaTq+5Ajkmk7vUiMkAh2Zy3ZRzMu4zKu384wgAAAAAAAAAAAiCMgCAg2ab6UQMrhvNC3W0tNxoNBqNyuqFyJUv60/PTtM+m78uyTGZL898vg7AfpgMGs/K0keK18fAjj+OAAAAAAAAAADATGo6nUbdBwAAIjJoHEnzIvmVu9S6PjIvk+uScrEY5ba/xvOHAJakUvZn4vxH7KwSjC3nUla1K/dcy04/jgAAAAAAAAAAwAIVZQAAh8tSwcG/0YVy9FG99Z5GaXL9zAjCiLLKUDawheWUjPHkunEZx6YCytxYAnBWubL6pUdKZrcfRwAAAAAAAAAAwPRZ1B0AACAqk3fd5SHtXK58qWrarUHTNPWynLMtppZL1xP3pgcNRY7JMIgNbM4x2rJBI7OHx0+39umjY0omV75ckZLZ6ccRAAAAAAAAAACQEZQBABws+6B2rqxqt93u1dlpOm0+m06nT8+uureaah2eHl08cxubHjSkGVSIyQBbWJlf8VjACMcEErVZza0ozEi9KCtHpVJjMHF97c4+jgAAAAAAAAAAgFVqGlCpeQAAEmgyGbx797bbVUfiUls9PZJ9YpWyw4wn1mWcllhaKudn3aFKpYKaiwbYgs+Ai21n3SYWs9V+P7kuPeveu3dv8f2HD+rIViYmV1a7btG5HXwcAQAAAAAAAACAJQRlAABYg21semlo2m8AZkdBGSMhsM3pPZBGgG35z7tMp4HVjAl8p58Mrp+VLyxxmcASLas+jgAAAAAAAAAAgAOmXgIAYA3ps3pZ+lZ9O5B/Orl+Zg5b5y6/DLdMjBwV2GbCGSMqENJ8NcCytXa+OO+p6dOz7q12KU+UpJYbA9fl12rb8+MIAAAAAAAAAAA4IigDAMBaTn8uD01/+DQxvh40lAhjMi61MIzEzGZZgjgnELC39m63S591VUukpXk9CaRh948jAAAAAAAAAADggqAMAADruXssFYcYffw0/2rQKKvG02U1oLmU1jSdek0d4z8xIzeyd6EFxNue7nCnTy8dPzi25PJxBAAAAAAAAAAAXN2JugMAAOyFwVtV+k4tH6muiy4ZXShHF+a3uUttu5jNyrmT5OfdgjXTqblYKuWVvwECE21KZqd7efpBKXcxWtScUt8Ork5Pd7g6AAAAAAAAAADggooyAADsrVmBmY3LzFBXBqHa850sffde1F0AAAAAAAAAAAAEZQAAWNenjyPzm9zx3eh6shb/iRm3ejN7HmNAtCLfvdYpJzOZDAbXjUapdFS6nuysR34k9OMIAAAAAAAAAIAIMfUSAOBADRpHZWN6pDVmO5p8+iB9d++uv1fFiJ/si/H8LFvDHEzYW+vv0JaPDiHeTc78fXZYPzo82jykjyMAAAAAAAAAAMJHUAYAcKDuHueEWBRjGHX9jnZP3nWlCg7ln5/Ovzq9ur298r/2yXVJuVg0tMa4eMCMkMDKxIz8DFkZJN4WO7Hlo8P/Z4f1o8NW/CXgjyMAAAAAAAAAAOCOqZcAAAcq/aCUM78bdd9N/Lxq8NXFXg5MGxMz+ckPRD5JDvZNOLvUWnu5O+tHh9/PDutHR670IO3e5qF/HAEAAAAAAAAAsFMEZQAAh8o2NH3x7Hqy4hWT65I85cq+Dkz7yRKQlUFS/Oqnv9g+HGNhT8qs/uyYDBqWjw57ToaPIwAAAAAAAAAAwpOaMn0CAOBgDRpH1uFr9zmQJoPGs7IqlW8QZfX2auOR6dCmXvq7P/jW9syf/8sfrtuIWyyGPyIQjKCDV7/66S/cfvTHv/6rAFZg/+jw/OyQD3aPZaP7OAIAAAAAAAAA4KBQUQYAcMBOn17KlSHE6EI5KpUag8lkYjw3mQyuG6UjxTosLcpqfIel/+4PvjUejj/12U4qNX84IiWD2PFRDelXn/8P47H5ik6v1LLlidGFclRqXA8sHx2TQaNUOrKmZETu8kvn+MuefhwBAAAAAAAAABA3VJQBABy4pdIQPmxfAmYXFWX8J2A8isr4Ke3B3w4IWIAVZabTzRIw61eaWaoU40OurHa9Mi3RfBwBAAAAAAAAAHBQ7kTdAQAAonV6dasdrzHgnSurX16dpnfZpTX4D8es5J1VIByDHZpOA599aV1GvMZ3YiZ91tXEOlkZH4mWZH8cAQAAAAAAAACQCARlAABIn3W1u9dfNS9U7+HpXK5cj82odIARGeGekgkwH7NJ/Y1V0YJdtLl3JpPBu6+a3Q+jkbmlcrncvVL96YPTdDrQdUkFURK7mWeJGX9xmfRZ9/bBoPGsvOKjY51ASyI/jgAAAAAAAAAASBCCMgAACCHSp2dXp2dXk8H1u7fd5UzBvdLPgw8VbCHYlIywVvTYUfGYTx/XTbRE0+YemQzc8haj0Wg0KqsXIle+rD89CyhtMWisPW2QKbiiMn/867/abPalzaRPr7q3wX50JOzjCAAAAAAAAACAZElNmUoBAICk2SYo8+f/8ocB9sS3jYq/rChLsos298YaGyeQ+Xvs69tmM2+TmJlOhTSP0jZ8z8EEAAAOjK7337x88fWN8cTJyeNH5w8LmUyEnbLTdX0sxFKfdL3/5uXrr2+Mzp88fvzoYa0QXdf71fyLGyGEePxqWIvTFgyW3m+Z2/3k5PGj8yg3+jK933/z+vX7G3PPMJ2cnIj7jx49zMZrF1+Yd1249f3+/UfHDwux2toJp+u6EEKIjM/9QW9VX74XQoj75+2YHuN6vyV/pp88fh63T3RPxqfoyfNhuxB1b1bgBBokTqCxwAkUvnECjZtEnUBFQs6hCURQBgCA5NkgKBNRPmZhs0yLd9piF23uifU3TVm9vToNcoWBbOZ1EzPWP2u3jMsQlAEA4PCsvB6tt6pP6h3N+dVKpfk8+tEbvV998qKjaUKISm8qX/PVW/ls3bXvvVftSLrer6aKnag7sa3ZKMFsqyuKcvJcfh9uO41Sab6KfNhD1/svnxTddull8djJhRDzje56NC5TlMrzhO5fMeGwxRWl8vzV+YrxGeMYt30ihUrX+2/evH7//v79Rw+tA0r9at75CEjOB1IstjAnUE6gG+IEGgFOoGHjBBpXsdjCQoj9OIcmF0EZAACSZ8uplyIIzQwaR+a0PFuGMnbZ5l6wbBghhJjNsGTO1jOZDN4tTcq0RbLFKZcTeB7JT2gmuHIygqAMAACHyPtqqevlYJnSHEd3X7dtJE9+F9Jwmptoum7rWHIurS+4DJ/ON77X4KoQQqn0IryBdUXn3EW6l4vZYPYag5Oy5O1gMeH18bdio0Y9CuUwtGT0eNUxUOmNE7C7RL2FfXWDE+gucALlBLo2TqDh4wQaY1FvYb89if85NNnuRN0BAAAQNiNnE1piZvLpg/lN7vhuXNvcB5PrpiUl4zCxUjp9enZ1evbzRqlshmVGF18NzjYJGw0amxT2WZuR7XZKzPzqp78QQoiAIjKClAwAALDTW/IFSkWpPH7+6GE2K4QYj9+8XtwMLYRWz1aPo7nU2q9aL1grxld6Ky+NpSmV5rzvsem6SesUs53kjMW4jxJ0ivn74+HxS+OnSqX5/NGxEEJ8fG3cVax1itVH0WxzW9eVSuVECCHEzc1ih1CavVcPs2I8Hn98/fpr42khhFbP5t9HNkLZr2YtY9aKUjl5fP/R8bEQ2WzWfH48Hgvx8fXr9zdS37VOMSuiHgxJHOvHnxBCKEKY32udYvYm0iFrd86H6Hw3OP/4ZPEzRak8fn7+MCvE+M1L81OxU3xyP/xhJ+O2cp+MSVNuXlSrry0/islsHZxAw8EJNCycQOEbJ9BQ+7yHJ1CRiHNo4k0BAEDS/M//9inwx047/M35zwxf/PLb2La5B+TN8rOf/ez8mzWWXrGwn/WF+Cv53z/9xe4eO+47AACIp15lfrWs0nP7iRBKpTdefum41zTH1ZZeHgKph0JpWrood77p1Pcou25u86bUDdftHCvyhlMqzd54PB6Px73K4llFUdw2e6Tb3Lp+295i+am14/J7i6jfnju6F8sB6nwcwIV1P5c2uW2HcNsj3D9Xd25s+a0rlUqlUlGM47Oy6P3yZ438zsLfW+SdfEthbnNOoJxA18EJNAKcQEPHCZQT6No9T+A5NPk+C2y3AQAAYdlFJZi/+4NvZ4/AWxZi8FaqcXLvbjqube4By2YRucun3iViTp9e5szv1LeD9dY2uS6ZkzzlyuWc18IB+dXn/2P22FH7f/zrv6KcDAAAsOm/XtyAqzSdb9XOFGpD40Jm50VLD6trc2YPK73p0DJJvfwjxzs7M3LXX/d32EtPx7WhfFle6xSzqXy11Q97U/qmv/l6cTNtczxs1wqZTCaTyRTaw/nb0GZ3eDpt9oi3eX9xo77SHFv3FiGEEJna/C1o9WzV7NzsvZn9LlZD77jeeuG6o3vKFGpS17Wv34S8W/WrqaCEvdXN/VxUekP54y+TKbTlg7ZTDL1z3oz9XCjN8XQ4bLfb7fZwOB9z0jqd+QG6/JmeKbRfLd5X+HvLvuEEGgJOoOHhBMoJ1DdOoJxAtxf/c+geICgDAEAi7W7WJCMxE1hohomXQmPZLCJXepBe8YL03XvSdx8+TdZZ2fUzc86l3OWXT4/XePFajHDM7vIxM0RkAACAE2mk7LlHFe5Ce3GVMvQLw0YPleZ5wfePTIXzxTXtm49RXl7N1IbTcbMiDfbVYzvaZw5/LO0Vmdpz8+7PyiPnzR7hNjf2Cff92XgL9gvumULbGNgJ4RiMhAAAIABJREFUfYRS2ua99UvLZyI8QpNr5TbP1IZT4/bxTjEfnwEa6bPvlWVHN3cEj89F8ygOfW8pnFvqN4jZnfzuzHv8l5a8n3VaQbg4gYaFE2goOIFyAvWNEygn0O3F/xy6D+5E3QEAALChP/+XP9xNARiT0f5WuZxPH404hZ/sRmRt7oH0WVd7MPj07u3b7gdV7HS7WGIyZbV7lp5cB7yKXcdibEjJAACAVdyGbBay9xUhNCGE9n4sRBQT258cu67V40dCZI5PIu652ZVae/jwUevli3pnPr6gderFTl0oSuX5q/NCJtLemcbvF8MfDntF4VFFdDpuP52JbJubw3xe+/PiLWhfv9FrlkvzmYePlbqmidkIpe970gPguc39MH4vYW/zQnvcE0+Ki106QXxt80J72BOpYkfMiigcT9cfhQ2eOcz3+KH9V104byqduiY8Pxcj21tEplAbTh+28tnZDf1a5+ak53wbuRBCiH61U9SEEOLkeTsOW94NJ9AQcALdNU6gnED94wTKCTRA8T+HJhgVZQAASLDd1ZWx2abGjKXKSUCTJO2izT2RTp+enl1ddbu33bP0mq/1vyUHDUWOyVx5z/C0thCKx9iQkgEAAAHIHJ9E3YX9kCnU2sPpuFeR7wrVtE4xm02lUvlqq9XXuV0yJNr7se0ZYz9f/hHcSFOKCDGbymAzMR3IKbSNmTlidVe8cB7KS8BntVweROsUs/lqDOuCBCoBv5Rk4AQaI5xAA8EJNDKcQJMjAb+X+CIoAwBAsoWWlZlZPyszedeVir8ENPHSDto8TIO3qvmN7y05aJTNlwUfkwkdKRkAAOCp8Gh+/XpViX/9400I3XGQve9ay99f542eKzGpNC7EbGRkOh33zMLoM1qnXp+N+KXy+Xy1Wm21+v1+ZCN/ThvW3BPcN3tke4vB3y4RR5tOthHxm8rUjKE+rZ6thjzvxq5Jk4ok6N157EoxOAQytfZwkXeYjfXFagTVH06g0eAEumOcQEPGCTR+OIGGIf7n0H1AUAYAgMTzk5X583/5Q+MRQpckTpMkTSaD60apVDoylUqlxvVgMomszUM0uW7KORmfUzXJMZncpRZ4TCaoWjJ//Ou/8pOAISUDAABWWlykXHX/r1FkPezRsszDx4uBvhf268BG5z3mrO+/rM977jm/RCQyhfZwOJ2Oe82KsvRDTdM6nU69XiwWiy/DvTnbGFt12LD6m68XUwS47jPmMmHvLV49N3h1zyzJH3LPjdECrf5yk2Ekcz/fdOqJrWVqQ/O+8SSMhXlkCJZZ3l3Ud8V797zQnk6n0/H4Vc31Ey+yz3OrTEEe66tnU1Fv2LVxAo0QJ9CgcQLlBOofJ1BOoAGI/Tl0HxCUAQBgH6wVfwk1MWObJEkMrhulI0UpX6ij0UhabjQaqRdlRTkqNa4Hk/DbPDiTQaMkTZ8kcpdf+pmqaXJdkmMyvl4Trlk+ZhZ/WZm5ISUDAACcdIqLe61bs/usC+ezGz2XR9Ek/WpxMfzx+GHIo2XmQJ9Wz9oKjC86r9WfOPZeNzse3fDHSrPJJKbT8bjXrNhvkY+kQ9ImfyJvcr1ffbIYThKuoznmkFPoe4ul5y47tNk9+9CvvLuEPipsDPRtMIykt/Lx2M8L7SSN9Jml/P0M9M3enXFXfKQjUlL6wXU7ZzKue3CUn+dL5LE+odWzqXwrxtNIcAKNH06ggeEEygnUP06gnEA3kLxz6B4gKAMAwJ7YIPgSRpkZufiLUMtK+UIduS8thBipF2WldD0Juc3DMSu9c6SU5Y1WVn3GZJ6Z2ZoYxWSMcMxawRdSMgAAwIumaZ1OvTiboiA7H/XQ6k8crxjr/ao5iBDFJcpM7VVzMfY1KzBuXgbO1IazK8RaPZu3DALqer+az5odb57HdZjPkMkUau32cDi7m7XXazYrlYqiKOGP/GVqzxeDTlqnmE3lq9VqNZ9PZYsdTQghlGZz9vNO0brVrXtL5bn7Hbk7Ive8ns1XW9ZJN/SWvDMb+4Su91vVfMS7y2K0QMxHO/LV1qopQ/RZx41jOAb7uTTS5zXqEQ/mJvc5tlpoG3fFa/VsvvVxd33zJu3nnWIqX/U9uYzeb0V7hDqyjfUVbR/mccMJNJY4gW6PEygnUP84gXIC3VCyzqHJl5pOp1H3AQAABObv/uBbx+f9R2HcWtigKSHE5NpStmQdZfXWeVafXbS59zw2Wq6sfnl1ml6zjeVNaflx7lLrbh6j8TP7ks+Yi1tTpGQAAMASXW+9efn+65uOpnktVulN29IwQb+aMq5OCiGE0hwPo7kurPerWUtXhFAU5eTkRNy//+hYvChKt2krirC/S9v7Coex9SJZ+9b0Vj5bd9xblOZ4WBPWHyuKIoRm2e6R7S323VbMR0pdu2d/QXS/MLeNvjzWqzkcyUqlN4zBnma+iQTs+dbfvaJUHr9qr9hrnX5JUbxTez9W9iE++7kbvd96YnyWK5Xeq7Z4GYtPUU6gnEDXxAk0ApxAw8YJNE5iewIVyT+HJtwUAADsl//53z7ZHtE19e0vv/jZki++OP/lN99+Ky317bff/PJ8eckvfvltSG3uv2/Olzfaz372sy/Of/nNtxu0cP7N8gKWX8x22/l///QXbo/tm9qiXwAA4IAsbrZevtG60rMsuLj3UwghhNIcR9TfuXGzssmd4YrtTYXG2HpRdWBrxi2qjrvBuOnx64h2b3HquEf35P1cafai3c/HvY32c6UScb8txnNR98MP237s62gdWz4a/b4qeJbPxJV9iNfnuSv5F2Keo2L0KcoJNBScQGPVcY/ucQINGifQcHACjUhCz6HJRVAGAADsjj2e8cW5Vyzj22/syRanuMUu2tx7jukiOWa0Ki6zMiYTaFBmJsBoCxEZAACwpfF43Os1KxVFsQ+JLa5RKpWoBz8M64yCRNzt5I/zzYx7BvvWHPeayxe6Y7K3uO0pDt3rVYSiVOLR7blxr9l0GERYfjdKpRmnfieTvK/4PlrXG2PbnfGi977H+eI1JuxoOdQR309RTqC7wQk0UpxA4Rcn0LhJ0gl0mrBzaCIx9RIAANipyWTw7t3bblcdCT+z8dinCHKcLGkXbe63yXXpWffevXuL7z98UEe2iZhyZbXrslmsG9Bt8wU49RIAAEBy6HpfiEImlnWudb0/Hn/8+Pr9e9sP7t9/dHyczUbfbV3vj8dCCBGHzuyUruvj8VjE850anRPZbDYTu+6tpuu6EGL+Hmay2awQSXwvMaf3++O19mFd77988uJG006intfAD13Xk7Tb6P3qk2JnMU1D5DNHbIAT6DY4gcYCJ1D4xQk0TpJ/AhXxPocmCUEZAAAQL7ZYSyCpll20mXiTwfWz8oUlLuMcS/IZgCEoAwAAAABAePR+6+Xr90IIcf+8XWO0DAAAXziBQghBUAYAAMTPoHFUVo3vgkm17KLNfbCy2o7/+AtBGQAAAAAAAAAAEH93ou4AAACAzenPy0I1Ui0fPk3EaTqObe6D9FlX/ShliNTm9dNTM+EyaEgxmtzll2RfAAAAhJjdgvji65vFtyePn58/TEbla3oePnoekX41/+JGCCFOng+TVVGfnoePnocsod0W/397d+zbxrEoengcnH/ipAoC0rgQVKZadcEtHmnYcOXKgJuDJXCLJzVKZaQ4cHXcUK8jk8ZAKldCAJPNSTqxcikYF17i2tX9N/YVkkguRVKUY87uSN9X2SIl/bhacYSd2V3ldVAey3Q6frc47If9/WdPkxj4lcenPL50y5vNQhkAoHG+f/hDCFfrM95//J8Qvmvk17wbfvyvf/7w28+rNs2fP1WuwuMSMQDAPTKdjt+9O/3wYW/v6aPqAchx72B+T/sLk0l3eBSyfPRm0Kn9UKXy+JQ31GQyCSGE/bo7bk95fMojSzQ7KK+D8r9qetJ7vfEWM9OT3oujpVE/hMlkMhwehSzvvzw+rGfkVx6f8vjSLb8TSgCAhvn0y+O/zx3/0dSveVes2TZ/HP/9a3n8y6c6XyAAwG0U/TxbOn6W5aPi8rHlh6qunqdcufK6jfJZbt0pt6Q8PuWRJZpdKq+D8l2XjK79PbBC1q9l5Fcen/L40i2/C1xRBgDgnvvu+/+YX20HAOBem54ctI+Wz9cLk2G3HUbl8ccXV49lWf7s5fGjdgjFu9ev3g4vThkOw+6LveJs5amAu6Y8PuVRzU633dL51bXpz1/1eqeVh9adsLsjyoPyrSVanmh2UB5CUL61dMs3mJ4sXkAuy/JnL58+ardDCEXx7nQ+8k+O2r2HZZPuIKU8PuXxpVuejrpX6gAALKtcyuQrXYxkF1+zgT59+uOPX46PHz++1WusbBxXlAEA7q/KhTSyLM/zPM+uPpTlV+fzXb+eRrFwrl8tZ/QpV37ny2en2/51kU/uV678zpcnmq1c+X0rv/Z9F15TtvJyccVo4W+G+JfGUa58e8prv3hVkr5Zfn8GAPhK/vzp27knv37e9vM+/89/L/zvP77/bsdf887486dvs+z5859/++39+/D+939/3vLzqhsHAODeGr+eXUijX5RnZ4PBYDA4O7s8RjkZXpzPl48G1+4C3+oM3lwdppy8fTeNlnxJufLtpVsOAHw949Ph5b+y/pvrw34IodU5PJvN1Q9fnTRl6Fcen/L40i1PiFsvAQC78v3DH+Z39Hn/+78//+Mf323xaZ///fvCbYCe/58fd/0174zKxtl+61Q3zg8Pv7/814//+t///df23/3zr0+yn6++0A//nPy+1U8GAKA5Zscis/6bygXxO4NRPuwOLx87Xn1R69bhy/yoOwwXKwgOo15RX7ny7SVb3jke9c+78ztGZXm+v+n55+eXl6PPsny/+sy99k4K11EelG8t0fJEs4PyEILyraVbvs58Fj5/uWFAn/99EP+PljWUx6c8vnTLk1L3JW0AgLvr0y+Pb3/7neoNf2b3Adrl17wzqhtny61T3ThffpOkyjd3ryUAID2zs/FW3VNmdrOaTde0Xn/d7N1Srnx76ZZfWLxv1OqL0F+pt/M65fEpjyzR7FJ5HZTHtK5k68L5i27ITaOU745y5feLWy8BADvz3X8++WH+v/c//98bb5X0+dcnz39b+P/1a7/s4mveGdWNs83W+fznT5WN88OT//zu63cBACRl/+H1E/FaDzeeNNwQyuNTHlnr8Kws+nkWQgiTYbd90BsncpV55fEpjyzR7KC8DsqTksCfB2soj095fOmWN4CFMgDA7nz3j6PnC/99/3P2ZP3Kjc9//rRw754QQnj+27+ur2nZxde8M5Y2zk1b59cnWXWZzD//n/slAQBsdP5x7XTI9ON5zJLbUh6f8t1oHQ7OitHiLOVJIrOUyuNTHlmi2UF5HZTXrfP08oIVG0b9EEIjhv4q5fEpjy/d8pRYKAMA7NKP//XPxWuchPc/Z98+efLTn58/f5597PPnP3/96cm32fPfFle0rF/SsouveWf8+K/fKktlLrbOT7/+Wdk4n//86cmTb6tLiCyTAQDuufbe5UWrh6fj6492BmVZlkXxZv1934sPk4t/ZHvtXQSupVz59tItr2p1Fmcpj9oPDlKZpVQen/LIEs0OyuugvFZX8/CTD8XG5zVk6F+gPD7l8aVbnhALZQCAnfruH78vrdwI79//9jzLsm+vZNnzn6vrWUL44Z+T9UtadvE1744f/zWpLiQK4f1vPz+vbJzs+W/vq1vnh+e//W6ZDABwr7UePbtaQdDtrVhCEEIIrdba5QPjXnd48a/s2aO1z9oJ5cq3l275dYuzlGFy1H5wcJLIDTCUx6c8skSzg/I6KI9m2H3w4MHBwUGvdzIeT6chdI77WQghDF9tWObThKFfeXzK40u3PGUlAMDOffrl8d+39vj4j081fc0741Yb5++Pf/n0lb/lV/mKAACxjfL5MbMsHxXFdp9WjPqXkyQhhJCPdhu5kvL4lDfGbJby6hWVZbnwMpuUukR5fMojSzS7VF4H5buyOO6vla3MrL60/pZ/MShXrvxelN8FFsoAAHF8+uOX4xsXbzy+3YKWXXzNu+PTHzdvnK+4gshCGQDgLij6WeWY5I1zG8tHNmubDFEen/IGKUb9pVnK5sxQbqY8PuWRJZpdKq+D8p20Ff1+nmfVof+6pc7lob+OSXjlypU3ufwusFAGAIjq0x+//HL8+HFlBcfjx4+Pj3/549OnBn3NOyPaxrFQBgC4I4pbXTajcoyy5gOUyuNT3iiLC4Dm0w21z1BuQXl8yiNLNLtUXgflu1QUo9HqWflN0/BNGPqVx6c8vnTLE2WhDAAAAAAsKq7uMrP1AoLZhfZrpjw+5Y1SWQG0al6hsZTHpzyyRLNL5XVQHklRFKNRP8+zbPnOLvOhv9/IsV95fMrjS7c8FQ/KsgwAAAAAwK1Np9MQWq1W3R23pzw+5ZFMx70X3eHk8n/5qBx0au3ZnvL4lEeWaHZQXgfltZpOxyF0khn6FyiPT3l86ZY3i4UyAAAAAADcIdPxyevTDyGEsHc8OExpFkF5fMojSzQ7KK+DcgB2xkIZAAAAAAAAAADuhW/qDgAAAAAAAAAAgBgslAEAAAAAAAAA4F6wUAYAAAAAAAAAgHvBQhkAAAAAAAAAAO4FC2UAAAAAAAAAALgXLJQBAAAAAAAAAOBesFAGAAAAAAAAAIB7wUIZAAAAAAAAAADuBQtlAAAAAAAAAAC4FyyUAQAAAIDbGfcODnrjuiu+hPL4lMenPD7l8SVanmh2UF4H5fEpj095fMq58KAsy7obAAAAACAd496D7jCEkI/KQafumFtRHp/y+JTHpzy+RMsTzQ7K66A8PuXxKY9POVdcUQYAAAAAtjfudYcX/xp20zqhT3l8yuNTHp/y+BItTzQ7KK+D8viUx6c8PuXMWSgDAAAAAFuanhxcHaEMIYRh9+BkWl/NbSiPT3l8yuNTHl+i5YlmB+V1UB6f8viUx6ecCrdeAgAAAICtXF3uuiLrF2eHrTpybkF5fMrjUx6f8vgSLU80Oyivg/L4lMenPD7lLHFFGQAAAAC42dJ5fDOTo3Zv3Ogz+pTHpzw+5fEpjy/R8kSzg/I6KI9PeXzK41POCiUAAAAAsNkonx1Py/r9PIQQ8n4/m30wH9VduI7y+JTHpzw+5fElWp5odqm8DsrjUx6f8viUs4qFMgAAAACw0Si/OhiZ5aPi6oBlPirLYuGhflF353XK41Men/L4lMeXaHmi2aXyOiiPT3l8yuNTzhoWygAAAADAeiuOQs6PUZZlWRb9hSOY9XVepzw+5fEpj095fImWJ5pdKq+D8viUx6c8PuWsZ6EMAAAAAKw2O1cvyxdP1aseo1x64qgR5/Qpj095fMrjUx5fouWJZpfK66A8PuXxKY9POZtZKAMAAAAAK43y1Ucdrx+jLMvy4kBl1ow7xSuPT3l8yuNTHl+i5Ylml8rroDw+5fEpj085N/hbAAAAAABWaB8X5aC19dNbncFZZzCdTneYtCXl8SmPT3l8yuNLtDzR7KC8DsrjUx6f8viUc4Nv6g4AAAAAgGZqtbY/QPnXPulrUx6f8viUx6c8vkTLE83+0gjlf4ny+JTHpzw+5dzAQhkAAAAAAAAAAO4FC2UAAAAAAAAAALgXLJQBAAAAAAAAAOBesFAGAAAAAAAAAIB7wUIZAAAAAAAAAADuBQtlAAAAAAAAAAC4FyyUAQAAAAAAAADgXrBQBgAAAAAAAACAe8FCGQAAAAAAAAAA7gULZQAAAAAAAAAAuBcslAEAAAAAAAAA4F6wUAYAAAAAVhqf9E7G09t8xnR80jsZ76pne8rjUx6f8viUx5doeaLZQXkdlMenPD7l8SnnBhbKAAAAAMAa50fd9oODbY5UTscnvYMH7e7ReYyumymPT3l8yuNTHl+i5YlmB+V1UB6f8viUx6eczUoAAAAAYLWin10cRcvyfnH1wVEeQgj5aPakUX71rPmT6qY8PuXxKY9PeXyJlieaXSqvg/L4lMenPD7lbGKhDAAAAABsMDtMGbJ8VJRl9Rjl/Phk8w5QKo9PeXzK41MeX6LliWaXyuugPD7l8SmPTzlrWSgDAAAAAJvND1OGLB/Nj1HOj0829QCl8viUx6c8PuXxJVqeaHapvA7K41Men/L4lLPag7IsAwAAAACwybj3oDtc92DWL84OWzFzbkF5fMrjUx6f8vgSLU80Oyivg/L4lMenPD7lrGChDAAAAABsY91hynxUDjrRa25DeXzK41Men/L4Ei1PNDsor4Py+JTHpzw+5Sz7pu4AAAAAAEhCZ7Bw9esrWb9o/gFK5fEpj095fMrjS7Q80eygvA7K41Men/L4lLPMQhkAAAAA2E7r8E31KGXWf5PG1a6Vx6c8PuXxKY8v0fJEs4PyOiiPT3l8yuNTTpVbLwEAAADALcwvfp3a5a6Vx6c8PuXxKY8v0fJEs4PyOiiPT3l8yuNTzowrygAAAADALXQGozyEEPJRagcolcenPD7l8SmPL9HyRLOD8jooj095fMrjU86MK8oAAAAAwC1Nx+PQ7rQSvOC18viUx6c8PuXxJVqeaHZQXgfl8SmPT3l8ygkhWCgDAAAAAAAAAMA94dZLAAAAAAAAAADcCxbKAAAAAAAAAABwL1goAwAAAAAAAADAvWChDAAAAAAAAAAA94KFMgAAAAAAAAAA3AsWygAAAAAAAAAAcC9YKAMAAAAAAAAAwL1goQwAAAAAAAAAAPfC3+oOAAAAAIDkjHsHr85DCGH/5dmgU3fNzabT8bvXr96ezz6wv//s6fGjTqtVY9Sy6XRahHCtaTodv3t9+vZ8Fr//7NnTR4ed+tJnP/1nb84Om7QFv67p+GS+3ff3nz09rnOjXzcdj9+dnn44n+8Zc/v7+2Hv6dNH7Wbt4lcu08O69r29pw8fdRq1tRM3nU5DCCG0ttwfpie91x9CCGHveNDQ3/Hp+GTxPX3/2cumvaOvZwDdAQNosxhAd8YAGpsBtGlSG0MbrgQAAAAAbmeUXx5dy0c1lxT9/EK/WPuEbO3BwSzvj9Z8XkTFKM+ylduz6G9qryt99tOvM+KvKkb92VbPsqXXsW6nydbuZhEVxWjDLt3Unbwsy8uNfpv0dPevhlixxbMsHxU3bdVGvMMXxajfz/O8318OXvsbkMgO04jNW5alAbQOBtBaGUDZmgG0qRqxhe8MC2UAAAAA4Laac4xyc8lWEyJZnXM3SzN5i69iYTqtWelLYekcWr+yZvr0cuNvmly9eLnNS79ZrXt5eTGZ/WXlCe5gDbFpk9+wUet+h18x0z4rvul3IIHdpe7Nu22JAXQXDKCNS7+ZAfT+MYA2WN1b+G5x6yUAAAAAmF0nfEuzC76fv+r1TisPNedK49OTg+5wcvW/LMufvXz6qN0OIRTFu9NXb4eTiwcnR+3ew7KWi3ePe+2jycL/58evpycH3eH843n/sr0x6XOTYbc9zPLRm0ESl/qfnhxUN/rMsHuwV5w9fD17NMv7L58+DCGEj6evji73pcmw23tazzZfSs/yfD+EEML5+dUOkfVHbx61Q1EUH09P384+HEKYHLUPPozqukb9uNde2J1DyLJ8/9ne04cPQ2i32/OPF0URwsfT0w/nC+2TYbcdRnXv5qmpvv2FEEIWwvz/k2G3fZ7XtkNstPpX9HI3OP744uqxLMufvTx+1A6hePd6/q447L7YK+Le08YAagD9YgbQWAygbM0AGrX5bo6h6ah7pQ4AAAAA1G6Lc6+3Ffn0vvWnFd54f4NitHBiZR1nJS5u9ax6df/F+FVnMhd1ps+3eb96amoCZy4vbrgs74+KoigWb8WQze4mcW2z17rNq98/u34viNmj1fCl20zUc/Lthh19k8ovaO1n9Kelup8vbPLl+46s2SNqPF27cr57luV5ns/u8RKy/Kr++nvN4iuLvLcYQA2g2zOAGkBvxQAanQE09t6S7hh6F1goAwAAAADpHqNcezx6/pI2HfLd7lm7Mf/eG+Yo12/ObZ6zG9Vtvnwd9yzffiYnunns8s+7+jJumv2o4VD87Huv3VNnL2E5rlj4/a513ub237yo8Tc03XfFG7d5ZW9f9Yz65vnW/cCrP401Wet/v3cr3V3FAGoAvQUDqAF0a+m+KxpA7S33i1svAQAAAEDneNQ/784v1j27Jv0as+u6Z1m+X33mXnvlZ8Q2Pr26UH3+csNVuDuDUT7sDkMIk7fvpocxr9c9K8z6x52tH5rrHPez4dEkhHD+cRrqu2lD6/CsfHTSezG/s8JRd3iU5f2Xx4dNu5XE9N3by3382l7ROnyZH13d3SB/unqz17jNZ/vE+v159hKGr06OOwvPanUGRf/84mL8w9PxoBPzbgEL23x0+9sUtGr8DU3Xjdu8dXhWPuxd3lri4o4pDdmyC+99bypJ8x1hw/vi/Lc47t5iADWAfikDaBQGUAPo1gyg8feWuzeGJqXulToAAAAA0BBrrzZ+TY3XFd+yZOvC+Ytuyqn8W8fX9VNY/X2LUT+vnhofQsiyfFQ05/T4zVtsm+3ZrG2+9mkb7nsR+0zhv77F6nu3WbrLwpdr5t5Srr9QQu37+arddO0VH1Z+hXrveWEA3TUDaHwGUAPobRhADaC3k+IYehd881V+TQEAAAAgfa3Ds7K4nKyZDLvtg954WnfTzrUebjxtkW21OoeDs+WZkclk2G23Hzx4cNA7ORlP7/7u1BCTD8XSR2b7+fWHWKfVGZwtzNx8+RTp7a8EEEVnMLszx7B7cNKkX8/9h9dPZm/6e7UBlC9nAG0QA+hXYQCtTYoDaLinY2gDWCgDAAAAAHOtw8HZ1VzNxXHKRh393Vrn6eXx6/OPm/unH88j5KzQ3rucPxiejpce2i5+Vp416Erjrc7g7OJE4uqZxJPh0dHFjN+Dg4ODXq93cjIej2ub+Vu1Yed7wvrNXtveMrPdLtFEN/0mrlPzi2o5gwFgAAAKWElEQVQdzqb6Jkft3vLvauJanUGCr27DrlT3r4ABNBYDqAH0CxhAIzOANk+DB9Bwd8bQlFgoAwAAAABVrc7iccqj9oNmnSq5nau5spvO/y0+TC7+EXu2rPXo2dVE36vl7TuLf/tu7ZYfvz66LF917mi9Wp3B2dmam0mEyWQyHA6Pjrrdbvd13JOzZ3OrKzbs9N3by+25fp+ZPyf23rKpfGZT3vh0uO6h3ZpNWk+OXn/JNNJ8P8+f1nRaeevwbH7eeApzYRvWEFxXeXV1v9VvLu8MyrIsi+LN4dp3vNrezxcYQGMwgBpAt2cANYBuzwBa9/LBOzGGpuQLL/UEAAAAAHdd5S4AWX/hfvHNuT38rOQiMsvyvD8aFUU5v9v9puu9zz/9y68K/8UWrkkf8lGx+rHVXcXC647+M7j1T78oRv18+RT5WtoXbwOwuMmXbnixJqzOvWWLGxis3ydq3V0Wu2673aq/Ijvq2878VdT+pnezW8cu7P9Zv6jxHX7hJ/4F37rW9/NrDKC7ZQA1gG7NAGoA3Z4BtAkDaJnGGHoXWCgDAAAAAOtVj1NeTY005xhldZ5vjWxl5tIh2DoOCy9OY4Qs71cm+2Z5lRmpsqjOSdUQ/pd++kUxGvX7eZ5nWZat/sHs1NLEcJ5XJiCzfj+fPVT5aVS2ei27/WJ5lveLys+96K/cmYti1K9MsNayn1d285BleX9UbM4oiuWLKTRg3mb2A2hAy022mBZeVpmO7df3Dl/dz2/aU2aqO0ztA9MVA+guGUANoF9UbgCtgQE0irs1gJbNH0PvAgtlAAAAAGCzYtRfOk7ZnGOURdFfc651xVLn8uxgfQfui+sTlVmW5Xme9/ujUWV+JKx4lfVOONX+0/8i1Vmna7tBsbzRs+XtXtvecm1fybLNecufUN8PbN1Gz65Z+axm7GnzF9GMno2WLxWS37zXrvoh1fFKlztubGjOfr6SAXSH/QbQ2AygNTCAxmYAbZImj6F3gYUyAAAAALCFxWOv84PxzTpGeXWy9fXJgk3zfLWf3lr085vmKVepbfIj/SPU124UUdkN1k8E1r63rArfkFc5t7g/qnc/Xz7FffvdvEGnnxeX6u7YxtJ+vNVv67V1BzX9jhe3Oru9We/nqxlAd8YAGpsBtAYG0MgMoA2TwhiaqG9u/8YCAAAAAPdP6/BsdvB1Mqm7ZrVWq9M5PBwMzs7Ksry4/Pyon+drzrINlzdrODtsRa28pnU4OLvVLMjFPSbOBp2dZt1hrc7grCyL0UxRlvPdoHV4Voz613eaBuwtrc7gbN2esjovy/KLO5KcHXbq3c9bncv9vH/zBSwuzuC+6B7U3F3RulR3xzYu9uPbza22OoMvXXfwVbUOB2fX7h5yoywfFWXt7+erGUB3xgAamwG0BgbQyAygDZPCGJqoB2VZ1t0AAAAAAMmYjnsvusOrg5T5qExxtmk6HYfQaebR+ul0XBQfP55++LD0wN7e04cP2+36s6fTcVGEEEITYnZqOp0WRRGa+UpncaHdbicy9VQxnU5DCJev4UK73Q4hxdfScNPxuLjVPjydjl+/eHU+meyn8A4/nU6T2W0MoDtmAG0OA+guGUCjMYA2yZ0YQ5vFQhkAAAAAuKXp+OT16YcQQtg7HjT29EMAaBgDKAB8GWPoV2WhDAAAAAAAAAAA98Lf6g4AAAAAgJRMxyevX709v/rv/rOXx4+ad1X9VZTHpzy+dMtDCCGMewevzkMIYf/lWVpX1FceX6LliWYH5XVQHl9q5dPp+N3isB/29589TWLgVx6fcqoslAEAAACAiul0/O7d6YcPe3tPH1UPQI57B/M7w1+YTLrDo5DlozeDTu2HKpXHpzy+dMu3MplMQghhv+6O21MeX6LliWYH5XVQHl9TyqcnvdcbbzEzPem9OFoa9UOYTCbD4VHI8v7L48N6Rn7l8Snni5QAAAAAwIWin2dLx8+yfFRcPrb8UNXV85QrV678S43yWW7dKbekPL5EyxPNLpXXQXl8zSnfXDK69vfAClm/lpFfeXzK+RKuKAMAAAAAIYQQpicH7aPl8/XCZNhth1F5/PHF1WNZlj97efyoHULx7vWrt8OLE2/DsPtirzhbeSrgrimPT3l8SZbPThTe0vnVVfXPX/V6p5WH1p1qvCPKg/LtJJodlIcQlG9NeYhevsH0ZPECclmWP3v59FG7HUIoinen85F/ctTuPSybdAcp5fEpZ726V+oAAAAAQBNULkeRZXme53l29aEsvzqf7/pVKYqFc/1qOaNPuXLljS2fnSj810U+uV+58rudrVy58lTKr33fhdeUrbxcXDFa+Jsh/qVxlCvfXrrld4GFMgAAAACweCyyOpVenV9YcwxyPoVfwwoC5cq3pzx2+R2YoVSu/E5mK1euPJXy5e+77i+CL3nWTihXvr10y+8Ct14CAAAAgDA+HV78I+u/qVxWvjMY5cPu8PKx49UXtW4dvsyPusMQwuTtu+lh1OvSK1e+PeXRyzvHo/55d37HqCzP9zc9//z88kL6WZbvV5+5195J4TrKg/LtJJodlIcQlG9NeYhevs7sL4KQv9wwoM//Poj/R8sayuNTzkZ1r9QBAAAAgNrNzsZbdTLe7GoUm86kXX/d7N1Srnx7yuOXX1i8b9Tqy+dfqbfzOuXxJVqeaHapvA7K40uxfF3J1oXzF92Qa+Eo3x3lTfidTc83AQAAAAC4tP/w+ol4rYcbT71tCOXxKY8v0fLW4VlZ9PMshBAmw277oDee1t20HeXxJVqeaHZQXgfl8aVb/hck8OfBGsrjU34vWSgDAAAAANs5/7h2UmH68TxmyW0pj095fM0ubx0OzorR4izlSSKzlMrjS7Q80eygvA7K40u3vKrz9PJSGxtG/RBCI4b+KuXxKWcTC2UAAAAAoL13edHq4en4+qOdQVmWZVG8WX/f9+LD5OIf2V57F4FrKVe+PeXxy6tancVZyqP2g4NUZimVx5doeaLZQXkdlMeXbvmCqxUEkw/Fxuc1ZOhfoDw+5WxgoQwAAAAAtB49u5qH7/ZWTMSHEEKrtXYSftzrDi/+lT17tPZZO6Fc+faUxy+/bnGWMkyO2g8OThK5AYby+BItTzQ7KK+D8viSKx92Hzx4cHBw0OudjMfTaQid434WQgjDVxuW+TRh6Fcen3JuowQAAAAAylE+P2aW5aOi2O7TilH/cqohhBDy0W4jV1Ien/L40i1fYzZLefWKyrJceJlNSl2iPL5EyxPNLpXXQXl8TS9fHPfXylZmVl9af8u/GJQrV37PWCgDAAAAAGVZlmXRzyrHJG+cIVg+slnblILy+JTHl275WsWovzRL2ZwZys2Ux5doeaLZpfI6KI+vyeVF0e/neVYd+q9b6lwe+utYPqBc+X0ovwvcegkAAAAAQgghtA7PisWLT9xO1i8Gna/asz3l8SmPL93ytVqdw7PZAqDJsNs+eDWsOWlLyuNLtDzR7KC8Dsrja3J5q3V4OBicnZVlWZZFMRpttZ6gIusXZ4fxb0ejXPn20i2/C/4/zDSHKUkiCIQAAAAASUVORK5CYII=" alt="plot of chunk unnamed-chunk-51" /></p>
<pre><code class="language-r">anolis_fit2<-fitfnMk(anolis_tre.pruned,vert_number,
degree=2,niter=1,opt.method="DEoptim",parallel=TRUE,
maxit=400,trace=40,prompt=FALSE)
</code></pre>
<pre><code>##
## Iteration: 40 bestvalit: 313.032922 bestmemit: 0.007247 -0.049616 0.154917 0.014953 -0.157637 0.311038
## Iteration: 80 bestvalit: 302.032363 bestmemit: 0.002105 -0.029666 0.310493 0.004510 -0.069509 0.462582
## Iteration: 120 bestvalit: 298.087849 bestmemit: -0.003116 0.101355 -0.598268 0.001908 -0.022558 0.194169
## Iteration: 160 bestvalit: 297.922071 bestmemit: -0.002958 0.095977 -0.538803 0.002085 -0.023139 0.184739
## Iteration: 200 bestvalit: 297.920032 bestmemit: -0.002985 0.097075 -0.547527 0.002109 -0.023431 0.185733
## Iteration: 240 bestvalit: 297.920013 bestmemit: -0.002987 0.097064 -0.547306 0.002102 -0.023354 0.185633
## Iteration: 280 bestvalit: 297.920013 bestmemit: -0.002987 0.097054 -0.547246 0.002101 -0.023351 0.185630
## Iteration: 320 bestvalit: 297.920013 bestmemit: -0.002987 0.097053 -0.547236 0.002101 -0.023351 0.185630
## Iteration: 360 bestvalit: 297.920013 bestmemit: -0.002987 0.097053 -0.547237 0.002101 -0.023351 0.185630
## Iteration: 400 bestvalit: 297.920013 bestmemit: -0.002987 0.097053 -0.547237 0.002101 -0.023351 0.185630
</code></pre>
<pre><code class="language-r">layout(matrix(c(1,2),1,2),widths=c(0.45,0.55))
plot(as.Qmatrix(anolis_fit2),width=TRUE,color=TRUE,
show.zeros=FALSE,xlim=c(-1.6,1),ylim=c(-0.9,0.9),
text=FALSE,max.lwd=4)
mtext(paste("log(L) =",round(logLik(anolis_fit2),2)),
line=2,adj=0.1,cex=1.5)
par(mar=c(3.1,4.1,1.1,1.1))
plot(anolis_fit2)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-53" /></p>
<pre><code class="language-r">anolis_fit3<-fitfnMk(anolis_tre.pruned,vert_number,
degree=3,niter=1,opt.method="DEoptim",parallel=TRUE,
maxit=800,trace=80,prompt=FALSE)
</code></pre>
<pre><code>##
## Iteration: 80 bestvalit: 323.114084 bestmemit: -0.110058 2.594987 0.095398 -0.658322 -0.023410 1.320606 2.973144 -1.786844
## Iteration: 160 bestvalit: 322.561268 bestmemit: -0.046732 1.078965 -0.505863 0.012502 -0.018492 0.666359 0.283562 -0.283691
## Iteration: 240 bestvalit: 316.330584 bestmemit: -0.007572 0.226626 -0.990072 1.418284 -0.004184 0.190996 -1.052335 1.798670
## Iteration: 320 bestvalit: 313.424801 bestmemit: -0.003558 0.092464 -0.335300 0.466350 -0.000780 0.042978 -0.138476 0.294190
## Iteration: 400 bestvalit: 306.819655 bestmemit: -0.001681 0.053889 -0.410016 1.077750 -0.000730 0.031338 -0.249775 0.728293
## Iteration: 480 bestvalit: 303.042333 bestmemit: 0.000301 0.002289 -0.115700 0.694865 0.001343 -0.026053 0.108531 0.314291
## Iteration: 560 bestvalit: 297.490606 bestmemit: -0.000109 0.005058 -0.043357 0.146974 0.000344 -0.005590 0.017234 0.189912
## Iteration: 640 bestvalit: 297.296921 bestmemit: -0.000019 0.002161 -0.022959 0.112327 0.000420 -0.008811 0.045689 0.140619
## Iteration: 720 bestvalit: 297.287727 bestmemit: -0.000036 0.002814 -0.030054 0.134835 0.000411 -0.008379 0.040328 0.158209
## Iteration: 800 bestvalit: 297.287689 bestmemit: -0.000036 0.002815 -0.030075 0.134978 0.000412 -0.008407 0.040547 0.157920
</code></pre>
<pre><code class="language-r">layout(matrix(c(1,2),1,2),widths=c(0.45,0.55))
plot(as.Qmatrix(anolis_fit3),width=TRUE,color=TRUE,
show.zeros=FALSE,xlim=c(-1.6,1),ylim=c(-0.9,0.9),
text=FALSE,max.lwd=4)
mtext(paste("log(L) =",round(logLik(anolis_fit3),2)),
line=2,adj=0.1,cex=1.5)
par(mar=c(3.1,4.1,1.1,1.1))
plot(anolis_fit3)
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAC7gAAASwCAIAAADkbJCqAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOzdMWhj974v+qX98g7nsu8tbnPOfalMkIaQq925kooLJsW2AyZwIZUgzSBBOMRuxlWYYphqppHCIWDjZkDVwIHBMFaKYNiFVbmLTggjEVzNffs0u9hvcy733Yde4bEsS0uytLQk/SV9PgzD2PlrrX+0/FswWt/5/TLdbjcCAAAAAAAAAIB197tlb4DxGpXMkEpj2btabfff02KtE7+sUysOv/eLevMn3CNB6TQatUqlUiwWh350isVisVKp1RqduV3Km7MPnbx34nmddw24cAAAAAAAALBBMjrKhK1RyeydDHyvfN493l3KbtZAp1bMHTZ7Xxaq7cuD7CQrP1jUmz/5Plm2Tqfx8uvnJ82hH5aRCuXqd08OdtO5oJ1G7eXzw5NJzl4olL97dTz9eeNrYQ4W+3O+/hcOAAAAAAAAGKajDJukU/v63vP+8nehpk+yB6+qhbsvm4df6yoToE6jUszkcnvThC2iKGqeHO7lMsXKrN1Cbk6/N1nYIoqiZvNkL5cpVrQpceEAAAAAAABgYwnKsDmGYjLnIXfmyR58V+77UlQmNJ1aMZPbmzTqEOMm/JD0qnYalWKy0zdPDvdys4c9VpYLBwAAAAAAABtNUIZNMRiTKVSfBByTiaIo2j0+vx+VyVUaS9sM9zQqKQ0jah7mitNf1k4tYdbi7rwne7nEWY8V5sIBAAAAAADAphOUYTMMx2RehTp1qc/uk/75S1F08twT8gB0asXZwg73NU/2pko+dGopZj026gfKhQMAAAAAAAAEZdgIgzGZqPzdCsRkoqH5SwYwBaBRGZd2KBTK1fN2u93u9mm32+fVcqEw8lVTdAsaf/rb8987+Zhzb1KbIhcOAAAAAAAAiARl2ARDMZnwpy7dGZi/JCqzZI3K3kn8fymUz9vd7uXl8cFuNpu9l8PKZrO7B8eXl932ebU8IvlwsjdJ8GH06aOoUD1v357/3sl754499ZRtUeZorm2eXDgAAAAAAAAgiiJBGTZA4+VgTGYVpi7dGZy/1Dx8qZXEknRqz2PjDoXyefvyePfBH6vs7sHxZTs+9zDBYK1Rp4+iQrXdvTwYu4Hs7sFl9zwu7vHgT1T24LKbovvRr7v/g8v51eWGXjgAAAAAAABgmKAMa27oEfWqTF26Mzh/acIeFqRuMHP1Qfl8kqxFT/ZgROTiodzDiNNPkzHZPb6Mi6ks8CeqUyvG9FYpn88xJePCAQAAAAAAAHcEZVhrQ1OXovKXKzN16c5gU5kJeliQvsabuLYg5fPjqX+ksgexsYfo5M3o2MOoriTTZkx2j+PSHgv6iWpUcjGZkSRv4VRndeEAAAAAAACAW4IyrLOhTg6F6pMVzMlEUfaLr+4/Ijd0ZfE671rD30yc8RgKP0VRFEWtd6NSD523r+OboiRJe7waPnfz9dt5By7im8kUqu35xmRcOAAAAAAAAKCPoAzra7iTw+qNXbo1NH5JJ4lFiw08zNCgaCj8FEVjUg/xcYukwa+4c887cBHfTKZQfTXvmnThAAAAAAAAgD6CMqytoXYyqzl26dbulwNJGU1lFqv9S0zM47Nc8gPGBi6mOfsMwa/h4NWcAxeNSkwzmamnDyXiwgEAAAAAAAB9BGU2TqfTqFUqxWKxmLmvWCwWK5VaozG3Z66dRtypP5y2k/ZpG28GH8yvdE4mbuSLpjILFDu/J/8o7ZhH85f2xGef6Qc699kCW5OMisnMeeZSFEUuHAAAAAAAAHCfoMzG6DRqlWImk8nl9g5PTprN5mCfg2az2Tw5Odzby2UymWKxkl5gptNp3Jx6L+7UH06by2Uyxcr9vEynNpTmmTQZMjx2Kemwk3AMN7LwgHxxsgeX3Xa73T4/P6+Wy+VCoVCYrS9JvBGHTL0rSpR9lB/63oiwx6yWGZNx4QAAAAAAAID7BGU2wE1EJrd3eBIzA2SEZvNkL5cpVmozxmU6jVqlmMvtTXbq5sleLpdKRKfz9vXAGQtffTH3GS/zFpOUme/4peGk0txMHIFapmw2m93d3T04Pj6+vLy87C5gbtCNeXRFielMErXepX8VlhuTueHCAQAAAAAAALcEZdZcp1EpTheR6dc8OdybIbjSqSU5d/NkLzdraqLx8nDwrOnPWlmC4aRMdPJmnkkZ5mg4zRVN83M6h64oc+hMEkJMJm0bceEAAAAAAABgbQnKrLNOrThpL5cxEgZXGpVibiitMvE5D3PFSvIASOPN0LP58pcr/GD+TszYFUmZFRUbt5hHiGIaKXcmGZ6AFkUrPwVtEy4cAAAAAAAArDFBmbU1U1BlUPNwuqxMp1acNaHTPNkrvvwl0UvXNycTRbtflge/JSmzkuLjFsseEJZqZ5JO7euYW1Ch+mpRg4/mYgMuHAAAAAAAAKw1QZn19EBQpVAoV8/b7Xb3TrvdPq9Wy4ODfe5MkZVpVMZEdD6c+96pR5y5eZIobBOTk1l2u4cUScqshREZklFxi5hOQjNHI9q/pJWjGyFmAFoUReXvVjsmswEXDgAAAAAAANaboMw6in+WG0VRFBXK1fN29/Ly+GA3m+1/tJvNZncPDo4vu+3zkXGZ5uHXE0RlGpW9mGkrURRFhb5z3zv1g2eeRudda+jEy273kKbcZ0NvkqTMqonPkEz5czrbtJ2YOklV/H2gfH680r2dNuDCAQAAAAAAwLoTlFk/I2MyhfJ5+/L4YHf8I93s7sHxZfs8PrLycFSmU3seG5MpVNvdy/HnvjlzdcasTNxglPyj9cnJxPaomO3JO4vVqRVjs2Tjeq3ExKNm7Ewyoi9JSj9K8feBQvXJKsdkNuHCAQAAAAAAwPoTlFk78S0Poqh8fnn8QEbmTnb3+PJ8aMRPFEVR8/DluO4lIxouVNuXE85byR7MmJWJeYy8RoOXoih2+FLz9du5PCXPHlx2F2TSH5CVN2ow2fheK3HxqJk6CcUMKEvROk5d2ogLBwAAAAAAABtAUGbdxD9GLVTbU0882T2OT6ycPB/ZVGZUG4lXUz0fzx6MCOlMIu7/f60aykSxTSpm61HBoozqSfLwSKKYeNTYWnxoH/GNn9Kxhu1kNuPCAQAAAAAAwEYQlFkv6SRVbmUPXsVFZUa2L4mbepTs5LvHCaMynXet4R2sV0MZw5dWVadWjO9J8nDaIhoRuHh4FlqsUW2n0hF79KQ3oRBsyoUDAAAAAACAzSAos1ZikyqzDDzJHnwX95A3PikTe/akJ999kmgAU8zgpbVrKKOlzCoaHbaYtN1TbOAiah7mKtPN8RnZHCUdI8J6X32xolW4MRcOAAAAAAAANoWgzFqJi4lE5S9nGXgSG1iJT8rEnT35ybNffDV9UmYjGsrE01ImYKPDFlH5/HLSKNmo8NjJXrHSmPDqdxqVUTtJR3zPkxnCeku1QRcOAAAAAAAANoagzDppvInpNzBbTmZEYCWuf0nc2Wc5eZKkzGY0lImdvaSlTKA6jcqYsMVkPUk+GDELLYqaJ3u5hzMXnUalmJtzT5LYe1Ch+mS2m9BSbNaFAwAAAAAAgM0hKLNG4tqpzJyTiU9lxPQvSb+ZS+yJiaLY2UtayoSoUyvm9k7iwxaFavt4d8oQ18jExU3mIpMpVmq1RqfT/6PQ6TQatUoxkxncSaFcTjLebIz4sUur2E5mwy4cAAAAAAAAbBJBmTWXxtyhuFTGcP+SOTRziTvxWBs8eYngjOtIEpXP2xNP7rlnTOIiiqKoeXJ4uJfL5TJ3crm9vcPhzEf5/PLJZwk2MEbn7evUZ78tweZdOAAAAAAAANgogjJrZF5zhxJ3dpk1o6KlzDTMXgrJ2I4k5fPu1C1J7mQPLtvjIheTKFRHjQ6a4Y7ReBmTLlm1sUubeOEAAAAAAABgswjK8LBJBv3Ezn1atLio0FpaVISoUytmFqRYS31yVKOynP2M7UhSqLYvR0QdJjdT5KKQuCnKeI03MWOXCl99sTr5jQ29cAAAAAAAALBhBGXWRxBRlXRNPXsphkYLLFCnURnbkSS1pEP24LLbrpanLJBC+bx92WuKEhMsS94FKjYnU/5uVYIdm3vhAAAAAAAAYNMIyqw3T09hYcaN7fnQkSTV2Ej24Piy3T6fKHRRKJTP2920d3AnPifz5WqMXdrkCwcAAAAAAAAb56Nlb4C5av7SjqLVfcC6MaOUWHmd2uipPVGhfP5qTkmHbHb3+LJ7HHUatbdvXr9uRc3m3S4KhUI+/9VnX35xEHfyuB5USRswrW5OZsMvHAAAAAAAAGweQZn1kX2Uj6K5BEuS5lWCiOm03nUizRiYq0alOLIhSVSopja2Z4zs7sHB7sHBNC9JcYDPquZkNv7CAQAAAAAAwAYyeolkBhsYZB/lUz9HXOOEsXKfTTLLZA3EvTMelS9Hp1HJjBvb011A2CKRuHBLwr4kK5mTceEAAAAAAABgMwnKrJG4mEjrXWfm406WV5nD2U1eYha7x93kJktJdGrF3F5MSCSKoqhQPl9ER5KkUgxbxd4hws7JuHAAAAAAAACwsQRl1lzzl/bMx4jLqww/mI1rKdN8/XaGpMzUDWXi95DCO7AS5tFTIntwOUPWZA7BlKB0asXc4eiOJJfHIY/86rx9PTy/56svkuw47lBB52RcOAAAAAAAANhkgjJrJPvFV8NNXU7eNGY8bOxYlZhURlxLmZlSKhrKjOStWboxYYv5dSTpdDqNRqNWqVSKxWImU6wlzqHFhluSZa1iDxVuixMXDgAAAAAAADbcR8veACnKPspH0eBT1JM3jePdGZo7xPZ1iXsMnv3iq8Jhc+D0yc/eqT0fMRlljNxnhaF3oPWuE4XcISIBw1eWrVEZGbaozitrERPw+KUdRYnOlWYTmNiOU6G2OHHhAAAAAAAAYOPpKLNW4pq6zNhTpvEy5rly/GPw+I42z5M1T4h9IPygDZm9FBdN0FRiYTq14l5siKtQPp/fCKm4n+2ktR1b1QnjFrGprTBzMi4cAAAAAAAAICizZmKjKomzKtGoti6jHoPHnr55+HL6Z8Kd2tcj+j48IC4q1HqXeM5JmDSUWaZRPUkK1fbl8TwTC3E/24kCF7FVXag+SZaTWZlRQC4cAAAAAAAAEEWCMusme/Bdefi7zcOvE0VlRsRVRreLiD/9yV5xutMnjslsSEsZDWWWp1GJ70lSPp9bR5Jb8R2bpg5cxFdX4h4wsYOXAkxtuXAAAAAAAADADUGZdbP7ZUxUJWoe5irTPpcd2YBh3JPZ3SfVmJ42zcPcxFmZRqUYf97JxP3/r1lLmbiGMqavLER8h6WoUG3PtSXJB3EpsOhkb6rKHlHV5e8SpkXifhgDTG25cAAAAAAAAMAtQZm1Ex9ViaKTvUylMWlgpNOoFOMbMBSqr8Y+mY1vKnOTlanUxm+g06gUM3snyVMyURQ752TNWsrE9PAIsYXH+hnR6WgBPUk+iK/tiTs2jazq8nniuEhcQ5ngUlsuHAAAAAAAAHBHUGb9ZA9exUdlopO9h8MqUadTqxRzo+IqEzQw2D0+j43KRM2Tw71cplip1Rqd/j10Op1GrVIsZkaedRpxc06mH3MSsJgeHsavLELjZXyno5O9TJrG9RkZEUNrHuaKE4TQRtRXofokcdoirqHMHFNbnVpx2rcscuEAAAAAAACAewRl1tHoqMxtWKVYqTU6w2mVWqWYyeUOR8VVJh1UsnvcHnX+KGqeHB7u5XJ9D5hzudze4Ulz9ozMjbikTHrDl1J+uP7QM/5hnbevh96p8EbdrKHGm9gWSws2qmFU80MIbaisG41apZgZHUKbra1KXEOZ0LhwAAAAAAAAQD9BmfWUPbg8L4/MqkTN5snhXm44rTIyIhNF0z2YzR5cjmgrM7lCecz/wdiTDydlmq/fppWUWbK4nExwo27WUKf2PIS4xdgUXBRX1nt7Y6p60ujbKHENZQKLbblwAAAAAAAAwH2CMmtr93hsVmY6hfJ5d8oHs7vH3RnOXz5vXz75LOGL1zkpE9PCQ05m/uLyScvyQApuYoVqe9aeJHENZeY4eSkBFw4AAAAAAAAYICizznaPL9uzP5ktlM/bl4naFyQ7f6FcbXePd2d5EByXlPmlPcMBgzE8RqZQfSInM3eBjRiaOQVXKJ/PK2wRVkMZFw4AAAAAAAAYICiz5rIzhWUK5ep5+3KW0Ep29/iy2z6vTraDD+eb/TlwTFLm5E1j1qMuX0xO5qsvPDWfu9gRQ8uVuLBnL+qeAN+WAQHuMIQLBwAAAAAAABtNUGYD3IRV2uflwuRPZwvl6nm7e3l8kMZj2ezuwfFlt9tun1er5UJhYBuFQqFQrlbP2920zhdFUfbgu/LAt9YgKSMnQ58PKbSJ67pQKJ+32+kVWfxJgpq8FKYgLxwAAAAAAABsjEy32132HlioTqPx9s2b161W1Gzem0pSKBTy+a8++/KLL3azQTyP7dSKucOBwSnl8+6kU6Aalcze/VxJobraU0uG/4+meDtYa51O4+3LmLIOrqq5z4UDAAAAAACARROUIVjDuZDpoi7DQZuVTsqs2f8OAAAAAAAAACye0UuEqvOuNdsBhscvNV+/7cx2zOXpvH090F3H2CUAAAAAAAAAmI6gDOnp1IqZYrFYqVRqtUaj0enMlEpp/9Ic+l7+0VTRkN0vB5Myhy8bs+xpeYZzMuXvdJMBAAAAAAAAgKkIypCuZrN5cnJyeLi3t5fL5TKZStJgSuPNydD3Cp/lpjvI7pNq4f53Tt6sZFKm8fL+1KWoUH2yu6S9AAAAAAAAAMCqEpQhPdlH+aHvtd4laivTqT2PyclMP2soe/BqICpz8ry2cuOXht8N7WQAAAAAAAAAYHqCMqQo91lh8FuJhh11al8fDs9dSpCTiaIoe/Dd/flLqzd+aaidTPn8WDsZAAAAAAAAAJiaoAwpimspE53sVRrT9HDp1Iq5mJhMwpxMFDN/abWaygy1kzF1CQAAAAAAAACSEZQhTbtflmO+e7KXK9YmCct0GrVKfEpmpmFDQ/OXVqmpzGA7mUL1lalLAAAAAAAAAJBIptvtLnsPrJNR/WCiKIoKhfJX3335RS6XzfZHPTqdTrv99s3z1yfNES+MovJ5d7ZpQ41KZq+/MUuh2r5cgcDJ0Ns58xsBAAAAAAAAAJtLUIa0jYvKJFMon1/Ong4ZjMqsQuRkFfcMAAAAAAAAAMEyeom0DQ06mk06KZkoinaPz+/NhTrZqwQ+f6lTe96fkonK51IyAAAAAAAAADADQRnSlz24bJ+X0wjLFKrtdFIyURRF0e5x+16E5+R5rZPWsdPXqX09MHRJTAYAAAAAAAAAZiIow1xkd49nDMsUyuft7uVBNr09RUPdbpqHX4calRmIyRSqbTEZAAAAAAAAAJiRoAxzk909vuy22+flwlR5mUKhfN5udy+Pd9MNyXzY1MFl/wSmUKMyjZf3YzKvUk4MAQAAAAAAAMAmynS73WXvgY3QaTTevnnzS6vViprN5r3/VCgUonz+q8++fPTF7lzSMQAAAAAAAAAAgjIAAAAAAAAAAGwIo5cAAAAAAAAAANgIgjIAAAAArIlWq7XsLQAjqVAImQqFYClPCJkKXVGCMgAAAACsg5sPKH1MCWFSoRAyFQrBUp4QMhW6ugRlAAAAAAAAAADYCIIyAAAAAAAAAABsBEEZAAAAAAAAAAA2gqAMAAAAAOsgn8/3fgdCo0IhZCoUgqU8IWQqdHVlut3usvcAAAAAAAAAAABzp6MMAAAAAAAAAAAbQVAGAAAAAAAAAICNICgDAAAAAAAAAMBGEJQBAAAAAAAAAGAjCMoAAAAAAAAAALARBGUAAAAAWBOtVmvZWwBGUqEQMhUKwVKeEDIVuqIEZQAAAABYBzcfUPqYEsKkQiFkKhSCpTwhZCp0dQnKAAAAAAAAAACwEQRlAAAAAAAAAADYCB8tewMAAAAAAAAAAERRFEWZzN2fu93l7WNtZbreVgAAAADWQqvVyufzy94FEE+FQshUKARLeULIUq7Q/nxMLOmOlAjKAAAAAAAAAAAsyYMRmX4yHjP73bI3AAAAALDGOrViJpPJZCqNNA/aaVSKxZsDZzKZTKZYrNQanU6KpwAAAAAWITYl0+3e/ZpkPdPQUQYAAABgXjq1Yu6wGUVRVD7vHu+mcchGpbh30hzxHwvV9uVBNo3TAAAAAHM3kHoZk9+YfCUP0VEGAAAAYD4alQ8pmRSPmBmdkomiqHmYS7d3DQAAADAn/dmX2OYx/QYW6CszA0EZAAAAgDno1Ip7J8s44slesWYIEwAAAKyMydvDaCSTBkEZAAAAgJR1GpVi2s1kosbL/iMWyuftdveD9nm1XLj7b83Dl7rKAAAAQMhmbwmjqUxSgjIAAAAAKeo0KsXc2PlIyQ5be37XTaZ83r483s1mb7/O7h4cX7ard1mZk+cb2lSm1WotewvASCoUQqZCIVjKE0KWToVO2yRGU5mZCcoAAAAApKPTqN0PyRQKhXHrpzn029e9o5bPj3ezw0uyB5fn5dsvmq/fbl5S5uYDSg8SIEwqFEKmQiFYyhNCpkJXl6AMAAAAQAoalUxu77AvJFNtd199ldLB+3IyheqT3VHLdp/0uspsZFIGAAAAVkJaU5NMX0pEUAYAAAAgXYVy9bx9eRDT9SWh/n4y+Udjjpv94itJGQAAAFgVyeYomb40G0EZAAAAgNTcZGSOD+JmIyXX/uVu7tKXI/vJRFEUZR/lb//Y/KWd5h4AAAAA1oGgDAAAAEAKcl9Wz9vd1DMyAwqf5R7YxmeF8QvWWD6f7/0OhEaFQshUKARLeULIVOjqEpQBAAAASEF2d24Rmc67VpKXtd5t3uwlH1BCyFQohEyFQrCUJ4QseYWmNTvJDKZEPlr2BgAAAACYVP7RA2Gc7KN8FDXHr0lLJpOZ05F//vnn3p9HfezYarWsscYaa6yxxhprrLHGGmussWa112QyvbDLdMf5+ef8H/6wnD2vPh1lAAAAAJja/FIyA/o/mBv1TWusscYaa6yxxhprrLHGGmus2bg1ff/IZCn7WV2CMgAAAABMrbuo9s6x/2pt4JvWWGONNdZYY4011lhjjTXWWLOqazKZhMeJ6yizyP+v1ZVZ2IcaAAAAABumUyvmDm/mIJXPu8e7izhMo5LZO4miKIoK1fblwQOTmkLU61XjYysAAADWWa9X61R//032KvroKAMAAAAAAAAAsCSTTzde1Bzk9SYoAwAAALAyWu864xd03q3V1PBprdnQdFgzKhRCpkIhWMoTQjZrhfa3hMlkHgjBDCzQTmYGgjIAAAAAYcs+SjQJPP9oBecuzeLmA0oPEiBMKhRCpkIhWMoTQpZOhQ7kXW7SMAOJmeHvSMnMRlAGAAAAIHC5zwof/tT8pT1+afuX5ty3AwAAAKQlNvXSS8wMt5mRkpmZoAwAAABA4Ppayjwwe6lv8lLhs9w89wQAAACko9udKP4y4TIeIigDAAAAELq+ljKv345JynTevr5tKFP46osNm7wEAAAAq+wmBzMQhel9U0QmPYIyAAAAAKHLfvFVLylz+LIxalnj5eEm52Ty+XzvdyA0KhRCpkIhWMoTQjbHChWOmTNBGQAAAIDg9SVlopO9Yi2mq0ynVtw7uf1iE3MyUeQRAoRNhULIVCgES3lCyFToihKUAQAAAAhff1Imah7mipVao5eW6TRqlWKu100misrfHWxkTgYAAADgAYIyAAAAAMvXqRUzt2IbxmQPXlXvojJR8+RwL3f7gtze4cldSiYqVJ/szn/HAAAAACtIUAYAAABgJWQPLs/LDy8rn19qJwMAAAAQT1AGAAAAYFXsHrfPy4XR/71QPu8e6yYDAAAAMIqgDAAAAMDqyO4eX3bb7fNyodAXmCkUCuXzdrt7KSUDAAAAME6m2+0uew8AAAAA8EEmk7n5Q4KPrVqtVj6fT3tHQDpUKIRMhUKwlCeETIWuKB1lAAAAAFgHrVar9zsQGhUKIVOhECzlCSFToatLUAYAAAAAAAAAgI0gKAMAAAAAAAAAwEYQlAEAAAAAAAAAYCMIygAAAACwDvL5fO93IDQqFEKmQiFYyhNCpkJXV6bb7S57DwAAAADwQSaTufmDj60AAACA1OkoAwAAAAAAAACwWLf/UIQFE5QBAAAAAAAAAFigm5SMrMwyCMoAAAAAAAAAACyKfMxSCcoAAAAAAAAAACxct7vsHWwiQRkAAAAAAAAAADaCoAwAAAAAa6LVai17C8BIKhRCpkIhWMoTQpawQs1dWjZBGQAAAADWwc0HlB4kQJhUKIRMhUKwlCeELIUKNXdpSQRlAAAAAAAAAADYCIIyAAAAAAAAAADzZ+5SAARlAAAAAAAAAAAWyNyl5RGUAQAAAGAd5PP53u9AaFQohEyFQrCUJ4RMha6uTFdMCQAAAIBgZG7bUPvYCgAAgLXSP3fJ33mXR0cZAAAAAAAAAIBFkZJZKkEZAAAAAAAAAAA2gqAMAAAAAAAAAMA89c9dYqkEZQAAAAAAAAAAFsLcpWUTlAEAAAAAAAAAmBvtZEIiKAMAAADAmmi1WsveAjCSCoWQqVAIlvKEkCWpUO1kAiAoAwAAAMA6uPmA0oMECJMKhZCpUAiW8oSQqdDVJSgDAAAAAAAAADAf5i4FRlAGAAAAAAAAAGDOzF0Kg6AMAAAAAAAAAAAbQVAGAAAAgHWQz+d7vwOhUaEQMhUKwVKeELJJK9TcpfBkunr7AAAAABCMzO1niD62AgAAYOX1gjL+khsMHWUAAAAAAAAAANgIgjIAAAAAAAAAAGkzdylIgjIAAAAAAAAAAHNj7lJIBGUAAAAAAAAAAFKlnUyoBGUAAAAAAAAAAOZDO5nACMoAAAAAsCZardaytwCMpEIhZCoUgqU8IWQqdEUJygAAAACwDm4+oPQxJYRJhULIVCgES3lCyB6oUHOXAiYoAwAAAAAAAAAwB+YuhUdQBgAAAAAAANUfxgAAACAASURBVACAjSAoAwAAAAAAAACQEnOXwiYoAwAAAMA6yOfzvd+B0KhQCJkKhWApTwjZRBVq7lKQMl0XBgAAAIBgZG7/4Z2PrQAAAFhJvY4y/mIbJB1lAAAAAAAAAADSYO5S8ARlAAAAAAAAAABSpZ1MqARlAAAAAAAAAADYCIIyAAAAAAAAAAAzM3dpFQjKAAAAAAAAAACkx9ylgAnKAAAAALAmWq3WsrcAjKRCIWQqFIKlPCFkgxWqncyKEJQBAAAAYB3cfEDpQQKESYVCyFQoBEt5QsjGVah2MmETlAEAAAAAAAAAYCMIygAAAAAAAAAAzMDcpdUhKAMAAAAAAAAAkAZzl4InKAMAAADAOsjn873fgdCoUAiZCoVgKU8ImQpdXZmuNBMAAAAAwcjcdqv2sRUAAACroX/ukr/MBk9HGQAAAAAAAACAmUnJrAJBGQAAAAAAAAAANoKgDAAAAAAAAABAIv1zl1gFgjIAAAAAAAAAALMxd2lFCMoAAAAAAAAAALARBGUAAAAAWBOtVmvZWwBGUqEQMhUKwVKeELJWq2Xu0ioSlAEAAABgHdw8QvAgAcKkQiFkKhSCpTwhZB8q9OefP3xt7tLqEJQBAAAAAAAAAGAjCMoAAAAAAAAAACSlncxKEZQBAAAAAAAAAGAjCMoAAAAAsA7y+XzvdyA0KhRCpkIhWMoTQpb/wx96v7NaMl0tgAAAAAAIRiaTufmDj60AAAAI1+3fXs1dWjk6ygAAAAAAAAAAsBEEZQAAAAAAAAAAJtZrJ8MKEpQBAAAAAAAAAJieuUsrSFAGAAAAAAAAAICNICgDAAAAAAAAADAZc5dWnKAMAAAAAGui1WotewvASCoUQqZCIVjKE0LW+vnnZW+BJARlAAAAAFgHN48QPEiAMKlQCJkKhWApTwjRbTuZm5SMCl1FgjIAAAAAAAAAAGwEQRkAAAAAAAAAADaCoAwAAAAAAAAAwENu5y6x0gRlAAAAAFgH+Xy+9zsQGhUKIVOhECzlCeHqdlXo6sp0u91l7wEAAAAAPsjc/vs8H1sBAAAQll5HGX9jXWU6ygAAAAAAAAAAjGXu0roQlAEAAAAAAAAAmIx2MitOUAYAAAAAAAAAgI0gKAMAAAAAAAAAMJq5S2tEUAYAAAAAAAAAYALmLq0+QRkAAAAA1kSr1Vr2FoCRVCiETIVCsJQnhEyFrihBGQAAAADWwc0HlD6mhDCpUAiZCoVgKU8IRdzcJRW6ugRlAAAAAAAAAAAeYu7SWhCUAQAAAAAAAACIE9dOhpUmKAMAAAAAAAAAMJZ2MutCUAYAAACAdZDP53u/A6FRoRAyFQrBUp4QMhW6ujJdoScAAAAAgpG5bWrtYysAAACWrH/ukr+lrgsdZQAAAAAAAAAARpOSWSMfLXsDAABr4r/9p//V+/Of/vp3S9wJAAAAAAAAsQRlAIAQXBx9XKrf/HH7WfPs8dYEr7k+3S88vZryRBMffRr9EZkVkeQNX8YxAQAAAABgSfrnLrFGBGUAgOW7OLoNWEzjt3fTpmTSt4IRmShK+oYv/pgAAAAAALB85i6tF0EZAGDJrk/3EyUsrn/7NfW9TGFMRCbwuUtJ3/BFHxMAAAAAACB1v1v2BgCAzXZ9+u3U45NuXvjT2fIayoxKyfzpr38XeEom+Ru+4GMCACTSarWWvQVgJBUKIVOhECzlCUszwdwlFbqidJQBAJZohoTFvcFLpfr7FzvpbOkBYyIyCzn/jMRkAIB1dvMBZavVyufzy94LMEiFQshUKARLeUIQRsxdUqGrS1AGAFiai6NC4oTFvcFL248+SWVDY42ZtfTgf01gHsmbWd7wRR4TAAAAAABgToxeAgCW5OKoVE/+6v6GMtv7n2/Nvp+xUs/BTHLGlE862xu+uGMCAAAAAMByTTB3idUlKAMALMP16f5dwmK7VNqe8vUXP/blMz79ZCudXa2xWd/wRR0TAAAAAADCMWLuEitNUAYAWLzr02/vxvVsP/v+m0fTHmDhg5dW28xv+IKOCQAwk5up8GbDQ5hUKIRMhUKwlCcsx2TtZFTo6vpo2RsAADbOvYRFqX72eOv6dMpDLHjwUhT96a9/N2oQ0p/++ndzP/1sUnjDF3JMAIDZ+YASQqZCIWQqFIKlPGGZHmono0JXlI4yAMBiXRwV+hMWL3YSHONeQ5lFDV4aFYgZFaAJRRpv+CKOCQAAAAAAMH+CMgDAIl0cleq9L5ImLK5/OutrKLPAwUt/+uvfxcZl/tt/+l+hxmVSecMXcEwAAAAAAAjAZHOXWGlGLwEAi9OfsNh+1kyasIgbvHR9ffHTD9WzX6+uev9te3v70/3Dbz7f2dpKuN94N1mZ4WTMzXeCmsSU0hs+92MCAAAAAEBYHpq7xOrSUQYAWJDr0/3+hMX3j7eSHuj+4KXo4vRo/+NCofS03peSiaLo6uqq/rRUKHy8f3R6cZ3wZCOFP4kptTd8zscEAAAAAABYGEEZAGAhrk+/fXrX62WmhEV/Q5moXiqUntavRq+Oouiq/rRU2D+9TnzGEcZMYkr7VNNL8Q2f6zEBAAAAACAQ5i5tBqOXAGATHf7j34a/Wf3z7+d2wnsJi1L9bJaExb2GMpO7elr4+F39ffqTgkZNYor1T/9w987/87+txhs+z2MCAKSs1Wrl8/ll7wKIp0IhZCoUgqU8YTkmm7ukQleUjjIAsHFiUzI33+//leIZL44K/QmL2bIq1z+dDfeP2d4uPas3m+97ms1m/Vlpe2BZvTSHvjI3Rk1i6tefkhn+MkWpvuFzPOaM/ut/+N/Dv5a9KQBgmVqtVu93IDQqFEKmQiFYyhNCpkJXl44yAEC8gaxM8n4zF0eleu+L2RMW9wYvRVG0Xap//2Jna2DV1tbW1uMXO4+/uTj6ttQ3menq6benn8+pF8okWZkBN1mZlFvLpPyGz+2Y05ODAQAAAABgXsxd2hg6ygAAE0nYY+b6dD/lhMXOi/fNZv3Zs9L2dhRtP2ueDadk+mztvDhrPuvvLHP19IeLWfeQsn/6h7+l1l0m/Td8PsecjG4xAAAAAAAs2mRzl1hdgjIAsHES94aZPitzffrt3bie7WfNlBIWW1s7jx+/ODt7/36i3jBbj7+/F5Wp/7ikpMz4zjFpZGXm8YbP6SI+LEEy5l//XbtEAAAAAACmp53MJhGUAYBNlHyO0jQGEhbfz2fg0SS2Hh+W+r5cWlJmgqzMLHGZebzh4VzEWP/67x/1/1r2dgCAJcvn873fgdCoUAiZCoVgKU9YgonbyajQ1SUoAwAbau5ZmYujQkAJi50/9idlfv3telkbeSgrEyWOy8zjDQ/rIsYwjwkAGOADSgiZCoWQqVAIlvKEkKnQFeXf3QLAZpl+fNKdabI1F0eleu+LUn2iEUlz9cmj7Si6zXxcvfstiramP0ga05GmONeDkZo+83jDg7uIsXpZGR1lAAAAAABIwtylDZPpTtw4CABYXbPkY25M14Hm4ujjvozFTLafNdNIaFyf7vc1RynV37/Ymebli4zI9Js0KzOPNzyAi5i4YYzQDACstMztB5Q+tgIAAGARekEZfw/dDB4hAMDamj0c0zP3OU1hW1ZKJpq6r8y6+dd//yhZVqb/VUIzAAAAAABAj8cGALBuUszH3FiPlMxv767uvth+9MnydsJUYrMyvezLJDEas5kAAAAAABjJ3KXN42kBAKyD1MMxPaGlZO6NA5pioM/1b7/2ffXpJ5O9iiAMZ2X+63/43zepl2SJmUhoBgAAAACAAeYubYyMYc8AsLpmz8fc5GBGHWdhKZnr0/3C09uOL2PjL/dWTp6Uuf+yUv39i53pdris6Utzmrs0+Ru+3GP2G9NX5sGVY0jMAECAMrf/mC/Bx1atViufz6e9IyAdKhRCpkIhWMoT5q7XUcZfQjeGBwMAsKoSp2QG4i9LT8lMZevz/e2nV7dxjKuzn64fT5DHuPjhad/gpdIfp0zJRHMIrEySvJlTSmZFjekrM7yyf834w2ozAwDrpNVqRT6mhFCpUAiZCoVgKU+YuxnmLqnQ1fW7ZW8AAEgiQUqm+uff3/yacPH0m1qIrc/3t+++unr67en1A6+4Pt2/m9YUJcvJpOmf/uFvD6Zk/vnffi8lM2w4yPJgDuZf//2jm1+THH+qVjQAAAAAAKwPo3g2iX81CwDr7MG8S2zgJtyUTBRF0dbjw9LTu+TL1dPCfjRyzM/1xdG3pXpfN5moVJ926lKqJonILGYnK2ryvjLDL+x/Sfo7AwAAAAAAVoGOMgCwhqZqHjP82tT3k7Kdb55t93999bTw8f7+0cX19XXve9fXF6dH+x8X7qdklhyTGZ+S0UVmQrMPSJqqzQwAAAAAAOtphrlLrDSPBwBgJVX//PuBZjCpBFxWICUTRVG09fis/u7je/OUrq7qpUJ95CuiKIqi7WfNpXaTGUdEZirDfWUSH2f2gwAA4cjn82bDQ7BUKIRMhUKwlCcsSKK5Syp0dXk2AACrKq1kTC9wsyIpmRs7L943H+0Xnl49vDSKoijaLtW/f7GzNc8tJSQik4yMCwAQyweUEDIVCiFToRAs5Qlz1O1GmUyylMwNFbqiPGAAgAddHPWal2w/a5493pry9dfXFz/98OPZr79eXfViHdvb259+uv/Hbx4vKLvx3//z/7z5w7/85e8H/tNK5WP6bT0+a35y+kP1aX18WmZ7u3QYRkjmn//t9/3Tl0Rk5ufgNv5VW+aP9yy3juvri59+qJ713zWi7e3tT/cPv/l8Z2uaIwEAAAAAMMoMKRlWl6AMADzg4qj0wESf0a4vRuU4rq6urq6u6vWni2h10kvJ3Px5OCuT7FCzHCclWzuPX+w8fnF9cfrTj2fDmYJP9/8YWqhAOGa8g/sDxZLFXPoPcvCPf1tWVibpreOB20ap/jTaLj07XFjKDgAAAAAA1kqmKyEFAKNdn96f7jNFW4jri6NvSw/0OukdtlQ/e7GTYH8T6I+23EgQcBk+SOJDwSgDKZkBk+ddho+z+KxM0lvH4OvGCHecGADMLJPJ3PzBx1YAAABA6nSUAYDRrk+/nfCR9dArL44KU3STuKqX9h8lGOr0oFEBl3m/FlI3yzSlRfeVSXjrmCIlE0XRVb1UiOrv5xWxAwAAAACA9fS7ZW8AAIKVPCYTk5LZLtWbzfe3ms36s9L2vQVXTwtHF0m3Gi826fJgD5j//p//582vdDcDaTn4x7/1fsUuiM3EjG9Xk6qEt46Lo8GUzHbp2QP3jXpp//R6hq0CAAAAAMDGEZQBgHjDD60nf+VASmb7WfP92Yudra3ed7a2dh6/OHvffHbvoXe9muIj76lSMr1wzFT5GHOXSFeyVjFjEjPDi6ff1NQS3jquT6v37hvbpXrz7MXjmPtG/V5Y5urpDykn7ABgxbVarWVvARhJhULIVCgES3lCyFToihKUAYA4Q2GXiQ097n42eqTS1uOzeqnv66uzn66TnXXAhCmZZM1j/uUvf3/zK/n+YITEA5IG2syMOs7cszJJbx0XP9xL15TqZy92tuKX7ry4f9+o/ygpAwC3bj6g9DElhEmFQshUKARLeULIVOjqEpQBgCHXp/t3z7q3SwOzTsYbftw9KiVzY+eb/q4yqSVlhvRyLcmax0TyMSxK7c+/v/mV+Ajje8zMMSuT/NZx8WN/vGb72Tc7Y5ffv29IygAAAAAAwOQEZQBgwPXpt3dZl+1n33/zaIoX33/cXaq/GP+4O4qirc/3+5My736b4mzxhhMw//KXv58xHCMfw+L1EjOzhGZizScrM8Ot4/q3X/u+2t7/fOuBF2x98mnfV7/+dj3xqQAAAAAAYMN9tOwNAEBY7j3rLtXPHm9dn07+6oGczB8fjMlEUbT1+Oz948lP8YDYKEyCfExK24F09LIyaWVcDv7xb+nmb2a6dWw9Pmt+fvHbTz/+ePZrPXo4JwMAAAAAACQlKAMAfS6OCv3Puh/uB3PfvbYQD05PSd+0gZh+wjGshP50y4yhmTSzMjPeOqIo2tra2Xq8s/M4ejH92T/9ZGv6FwHAWsrn861WK5/PL3sjQAwVCiFToRAs5QkhU6GrS1AGAHoujkp3DWESPOu+/uns6u6rRT+7TpaSkY9hdc3eZialrMyst44EZ+xvXrX96JO5nxAAVocPKCFkKhRCpkIhWMoTQqZCV5SgDAB80P+se/tZM8Gz7t/e9eVkFvvseqqUjHAMa2aWNjOzZ2Vmv3VM6/q02p+TMaoJAAAAAAAmJygDAFEURden+/3Pur9/vJXgGP2DlwYaylxfnP7w49mv9atelGZ7u7S//8fPH+8kOFMy8jFsgtnbzEwljVvHdCe8OPq2VL/L5C3inAAAAAAAsEYEZQAgiq5Pv316l2BJ5blzr6HM4GPtW1dX9aur+tOn26Vnh98sJC7T6zojMcO6Wkw45s4cbh2jz3V98dMP1af3byalupgMAAAAAEC8TObuz93u8vZBcARlAODes+5S/Szpc+d7k5dujjwiJNPvqv60VD8r1c9mGtjyL3/5+8mnL0nMsJaSpWRmmLuU1q1j/Dn2C0/j7yHbpfr3LxbXkgoAAAAAYDX052Nivyk0s/F+t+wNAMCSXRwV+p91zxRX6fPpJ1sXR4WHUjK3ruql/aOL2c74L3/5+5tfk79k8mwNBG7hKZl53ToGDOfvoiiKou3SMykZAAAAAID7Mpn4lEyyZawvQRkANtvFUane+yLNZ92/Vvf7jrxdelZvNt/fajab9dL29r0XXNVL+6fXaZw6QWIGNkftz7/v/Up+lLndOu67/u3X2O9f1Z+WCh/v7x9dXM/nxACwulqt1rK3AIykQiFkKhSCpTxhUrHZl2737tck66ekQleU0UsAbLDr0/0Un3Xff6J9dfWhD0TceJStra2tF2c731ycflvqm6py9fSHi8cpPnDvz8poHsMmmykTMyzdW8cDtrdLn356+8Wvv9av+m4ZV/VS4ddZB7cBwDq5+YCy1Wrl8/ll7wUYpEIhZCoUgqU8YVIDqZfY4Uo33+xfmcnMMoZJha4uHWUA2FjXp9/ehVS2nzXn8ah5+1nzbPR4lK2dx2fNZ/2NZerVdJrKDIttM6PrDGsjNgqTQueYGIu4ddzaenx2dvbiztnZ+/fN+r27xlW99PGsg9sASF2n06gUi8VMT7FYqTU6nVTPUKv0nyFTvDlHeqcAAACAFdGffYltHtNvYIEZTBtJUAaADTXwrPv7x1uzHnHrk08HvjPJYbcef9//0Pvq7KfrWTcyXi8xIyXDmumfqTSHfMwH6d86prW18/js/UDEriQqAxCQRqWYyeX2TprN5t03m82Tw71cLlOszZ5k6Xw4w+FJ/xmi5s05MsVKCucAAACAVTR5e5gZGsmwBgRlANhIF0eF+T/rLh1OdNitz/cXmpQBElvIrWMSW4/P6qW+r+fXjQqA6TQqmb2T5uj/3jzMZSqNGU7QqRVzY88QNU8Oc8WZzgEAAAArZPaWMJrKbB5BGQA20MVRqd77olQ/m8+z7u1Hn0y2cCAp8+63eewGmNlibh2T2vnmmTsHQGA6teLeycPLTvYS95Xp1L4+HBeSudU82dvQqMzNVHiz4SFMKhRCpkIhWMoTpjBtk5iZm8qo0NWV6eopBMCmuTj6uO9p90y2nzXvnpVfn+73NZuISvX3L3YmOsr9F07+OmCR5nXrSMytAyAwjUqmLydTKJ+/erKbzUZRFEWdRu3l88O+RjDl8+7x7sxnqH735IveKTqNt2mcIwyZ23/M52MrAAAAHtDrB5Pgr5CzvJZVpqMMAKRl65NPF/xCYJO5dQAEpVN7fpdhKZ+3L49vIyxRFGV3D44v29VCb8HJ8wRNZRpv+lIy1fbl8UH/KYbP8WYzm8oAAACwQdKammT60oYRlAGA1HzyaPvhRTGuf/s15Z0Aq+X6+uLi9Ohof//j/dPrZW8GgCQ6b1/3ermUz493s8NLsgeX5+XbL5qv306blOm8a93+sVB9dRBzhijKHry6i8q03iWc8AQAAACrJllLGI1kNpWgDACk5n57h/qPFxO+7rd3dwObou1Hn6S5JyB4F0cfFwql0tN6/eoqujr76XrC18nYAQSkLydTqD4ZOfBo90kvxpIgKXMn/yg2JhNFUZR9ZDI6AAAAwDgfLXsDALBwOy/ev38x+fLr0/3C09sky/az5tnjrZFH/mMpqtdvv6r/ePFiZ2eCE9x72P3pJyMPDyzT3G4dnzzajqJeXO7q7Kfrx6NvM30n+OlMxg4gFP39ZMaEWKIo+8VXhcNmM4pukjIH8X1hHtR614nimtZE9/rOjN0JAAAAwKbSUQYAUrTzx1LfV/XqJDNULn542vewu/THCaI1wDrZ+ny/f2zbhD1l7t86tvc/30p3VwBMo/3L3dylL0f2k4miew1fmr+0pzpJ9ouveu1oDr+uxfaj6dS+Puy1tvksN9XxAQAAYOWkNTvJDKYNIygDAGna+eZZ3wPvq6ffPhSVuTgq1fu+lJOBDTSYlHn4znE9cOuQkwEIxoPplNxnhfELRssefFe+/XPzMFes1BqdXlym02nUKsXcXUym+iphu5pV12q1Hl4ELIkKhZCpUAiW8oSJZDKLe1UfFbqiBGUAIFVbjw/7m8pcPS3sH11cx6+9vjjav/+s+9k3cjKwgQZuHNHV08L+6KzM9el+YeDW8f0ks5oAmJu+cUfTaL2L7Qozxu5x+7zcaytzcriXy2U+yOX2Dk96KZny+YbGZG4+oPQxJYRJhULIVCgES3lCyFTo6vpo2RsAgHG++7/+n2lf8vx//Md57GRyOy/qpXrfQ+yreqlQ3y49O/zm852trZvvXV9f/PBtqX5174WedcPmGrxxRFdPCx+fDd44rn/74dtq/cqtAyBg+UcP5FOyj/JR1By/ZtzLd48v21/WXj6/S8XcVyhXv3tysLuolExm5n97N8rPP/8c3X7amM/nY9f0fxZpjTXWhL9mlJD3bI01m7ZmlJD3bI01m7Cmf2UI+7HGmuDW9P6UyfRPUHr4OJlM6+efe6uD+/9akTUrSkcZAMKVICWT+FWp2nnR7B/AFEVRdFV/WioUPr5VKAymZKJS/cyzbthgk9w4CqWhlEzSW8d/+T//v9hfifcPwKJ0Gi+fvx6RkomiqHny+s3bxrStapKZX0pmQOwDvIFvWmONNeGviRX4nq2xZtPWxAp8z9ZYs/Zrxr9k8fuxxpoQ1/TCLtMe5/4L1WmCNatLUAaAQAWQd5nB1uOzZr20Peny7VK9+cLQJdhwW4/PhrIyY20/a54lunWMCcQI0ACErVEp5vZOmmM70jRPDvdyxdoCsjLdvn+oN1ex/2pt4JvWWGNN+GtiBb5na6zZtDWxAt+zNdas/ZrxL1n8fqyxJvQ1t/+i4+HjZDL5P/whlf2Mf8nkx1nFNasrs7APNQBgKrMEZdKdvnR9ul94evXhi+1nzSm6N1xfHA2PSblve7t0+P2LnYkPCayIxLeO64ujoclsQ7ZL9RnuHMmCL//3//t/JDwfwNrr1Iq5w5vwSvm8e7w7dnGjktk7iaIoigrV9uXBFDOS+k4TRVGhUP7u1ZPd7IcDdDqNt/cHMj28lXD1etUk+NiqNbpdNrB0KhRCpkIhWMoTJjLQ9HTMXycnXzkBFbqidJQBgPnZ2nlxdva+2aw/K21v3+sTsb29XXpWbzbfn51JyQD9tnZenL1/36w/i71x3Nw53s9254iNvIzPwUjJACxdp/Z1X0qm2r68PO6lZKL/n737CXEzzfME/yo7E7Z7qnpPA11meic2kUxhdIzTq8OAqUMpzBqzB+8lwBcjQR0q1Af7MJhs2pg+2IdR1CFBwhdDXNaHxXixVIckYA/SybcRprBEbvT2kFUwp+3q6V7o6dQeFKF4pdD/v+8rfT6IRFK8et8nwvHL0Pvo+/6eIEin8yeVRrtWCK+eqR4V6xseYyyYoIQ4U6EQZyoUYkt5wkyG8i6p1OXt5pMTXjU/FZpQOsoAEF+LNZVZbTsZgJ00rqmMQAzAIiKtXqZ2iZln2zGvm9wrJrrhvD1rYmOZjjIAAADsr6EczGROOffYl9seAACMNRR5WWYxJgCi/vAvfzIyK9N7UlwGYD7p29kgaE7fbkj29uwZls6Ht1cHCMtPJq2olD55VihdLu7U/NQOgiQGZQAAAGARvezL1LiMiMzes/QSAAnw7Gf/OGNKRjsZgOWN6zcDwBiZO1cLHjU/tSdv2v40f6Jm0NR8zfVogtbnzpJHAwAAgKTpdi9vI5+UkkFQBoD400gGYB2ibWP+8C9/MtRF5i+++ldxGYCZpW/3VySfEk3pfG5d3Q3vZNY+GgAAANhjwjGMISgDQHzN3kimRzsZgMX0V1y6GZfZ0ogAEibSUubthwlJmegKSg/vLbYo0tQuMfV31YV2DAAAALAXBGUAiKl5G8lIyQDMKxqL6WditJYBWED63sN+Uqb0qj5us/qr0oI5mUiXmEkHCILBnMzUZZp2UKvVmr4RsCUqFOJMhUJsKU+IMxWaUIIyAMTOvI1kAFjYUCym/6TWMgDziSRlgupR7nRE05fOae6oH2GZu59M/kGhf3/MAW4cJCg8yM91kOTrTVCapoR4UqEQZyoUYkt5Qpyp0OQSlAEgXiZHZF78/icjO8doJwOwvKE0jNYyAPOIJmWCZimTK57W+2GWTv20mMv0u8kEQeHZybytXvJPygMHSOWKp/XO9SE69dNiLhU9SFh+sm85GQAAAIDpBGUAiIupjWR6aRjNZgBWa2RTmf6XtJYBmFH65E0kyRI0q6WjTOpS5qhUvQ6wjEuwdE5zVy9IjWgZM3SA3hGuDzF0jCAsv5k7jAMAAACwBwRlAIiFxRrJ9L+6hhEB7KORORitZQBmkz5p1ArTNyvUGgsmWGY8QBAE4eIHAQAAANhxgjIAbNmMjWSWUfy3/9S/LbkrUwLYnQAAIABJREFUgKR4+hf/2L9N3XhCU5n+BlrLAMwgX2nXCuH4r4eFWreyzHpI+Uq3XZ50hCAIC7V2Y6mDJFg2m+3/F4gbFQpxpkIhtpQnxJkKTa5Ut9vd9hgA2FNTF1EaGZEZetXUGM3NcEzlv/7ZDKMDSLCb4ZiXf5geOvyLr/51amLmZj5m6ksA9lCnU3/16EWr2bxaCykMw+yzN0/y6UldXjqnuUzp8hVhuT2xJUynfvrh3du31f4RgjAMsw+fPbk3+RgJkUqlendMWwEAAAArJygDwHYslpIZeu3klMy4/jGCMsDOG9dFZpa4zCzEZQBYK0EZAAAAYH0EZQDYtGUiMrObsMqSoAyw8yYstyQrA0D8CcoAAAAA6yMoA8BGbSAlMyEiE0jJAHtjQlYmEJcBIN4EZQAAAID1EZQBYHMmp2TWHZEJpGSAPTM5KxOsLS4jKwPAkgRlAAAAgPURlAFgQyakZCZEZPrZl6kZFykZgJuWz8r09zB5S1kZAFZIUAYAAABYny+2PQAA9t0sKZlgYg6m+G//aepyS1IywH56+YefTA64PP2Lf5wQpol+aXLm5g//8ifRcMzNJZkAYDNarda2hwCMpUIhzlQoxJbyhEmuLrTYFhWaUIIyAGzNi9//ZMaUzAQayQBMNXvbmCU362dldJQBYCt6E5SmKSGeVCjEmQqF2FKeMEkvJbO9rIwKTa4vtz0AAPbFi9//JLr60oSIzIxEZABm18vKTG0eMzVSM5WIDAAAAACwdtvuJUOiCcoAsDmzh2OmhmCmrrU065gA9skscZmpSzUtH6YBAAAAAFiNbnfbIyB5LL0EQDL0sy/Ff/tPUjIAy5gaheknaWRiAAAAAADYMYIyAMTOhBzM1IiMlAzALF7+4SdT4zILfAkAtiubzfb/C8SNCoU4U6EQW8oTRovHuksqNLlSXZ2IAIiZm2mYyn/9s6mLMYnIACxgaurl5R9+cnMbnWYAWKvU1YynaSsAAABG6AdlnDayEEGZeEnFI/s2jt8WYAOmBmJuEpEBWNICTWJkZQBYH0EZAAAAxop+pO60kYVYegmAZJOSAVie1AsAAAAAkDBSMixKR5l40VEG2HNztZMRkQFYublay4jXALAmOsoAAAAwmnYyrIKOMjHVjc0NIJ6kZADWQfYFAAAAAEgAKRmWoKNMvFxfMrXdcUREW9z4bQHWasZ2MiIyABswY2sZwRoA1kFHGQAAAEbrd5RxwsgSvtz2AABgPkN5GrkZgJWYa9ElAIitVquVzWa3PQpgNBUKcaZCIbaUJ1yLrrsUDyo0oSy9BEAszNhOZoUvBKBv4ZSMeA0AsdJqtfr/BeJGhUKcqVCILeUJo8WjnYwKTS4dZQD2zfnTW8dnvbuHz5vvHx9M324Jx2c/vLy79F4A2B+z/p0a5eL89Xe/ff/+d8HHjx+vnz08PPz5/fu//MXju/PsCwAAAACIkfi1kyG5BGUA9sv50xWkXwBgTRb8O3Vx/vrb8jdnH0d+8ePHjx8/fjz75pvg8Ph56VfyMgAAAACQYPFoJ0OiWXoJYI9cvL6/ezGZyn/9s20PASDxXv7hJ9seQhAs/Hfq/On98HhcSmbAx7NvjsP7ry/mPwYAAAAAADtCUAZgb1y8/vU3M3yIuFKHt7+eccvF8i5SMgCrslhWZpUJm8X+Tp0/vXU8S0bm2sdvwvtPz+c+EABJkM1m+/8F4kaFQpypUIgt5QmXYrnukgpNrlRXY6I4SV1VeHz+VaL/y/HbAkl28fp+OPz54+Hz5vvHBys8yPnTW9FWAMdnP7y8u8LdA7C7Fvs7NfSHJwiC3vJKv7h7cPW6i4vz774tvz/7OLhzf6MA4ux6esREBAAAAEEkKOM8kVXQUQZgL5w/vfHp48oNLZhx+LzpE0gAZrPY36nzp4MpmcPjs+YP718+vk7JBEFwcHD38cv375tnx4fRbc+OdZUBAAAAgCSIZTsZEk1Qhu3rnOZSqVQqd9rZ9khgZw1/kLgOQwtmHJ+ttlcNADtswb9T578deNXx2fuXdw/GbXxw9+X7s+PoM2e/lZQBAAAAgATRToYVEZRh2zqnj0rNbQ8CdtpAo5fD48Hr6VdlqBPA8ZlmMgDMZuG/U4M5mVn+9Nx9ORCVkZQBAAAAgLjTToY1EJRhu+rFjJgMrNVAo5fD57/51e01HGSoE4CYDACzWvzv1FBO5pcz/em5+0tJGQAAAABIIu1kWB1BGbanUy+mjqrbHgXstoGPH9e1GtLF67KYDACLWOLv1MX3v4s8mjEnEwRf315LZzUAAAAAAJJCUIbt6NSLuYyUDKzZwHpI68qvDHzGKSYDwOyW+jt18Pj9D83m2fPnx8eHc2RfDr7++TxHASB5Wq3WtocAjKVCIc5UKMSW8mSvxX7dJRWaUIIybFynflrMZY6qvRWXwnDLw4HdNbAe0oZiMofPfyUmA8BMVvB36uDg7uPHL1++f//DzK8ebEQDwK7pTVCapoR4UqEQZyoUYkt5wqVYrrukQpPry20PgD3TOc1lSs2rR2G53bj9yvpLsA7Rjx8PnzfX1Obl/NvBmMxv1rK2EwC7ZzN/p264+O599A/X7a83c1gAAAAAYF6xbydDcukow5aEhVq72zhJb3scsJsuXt+Pfvy4rvjKxevyWeThcUlMBoBZbOjv1E1DAc/7v9jUgQEAAACARcWynQyJpqMMmxcWam8qeREZWJuB5ZDW+PHjcDsZqy4BMItN/Z0aceCBgKecDAAAAADAPtJRhs1KnzS6DSkZWKeBjx+Pz96v6+NH7WQAWMSm/k5NPnDgLxfAbspms/3/AnGjQiHOVCjElvJkfyVh3SUVmlyCMgA75fxpGP348eXamrxoJwPAAjb2d2rigTd8bAA2ygQlxJkKhThToRBbypN9F+91l1RoQgnKAOyQ86fH111e1vkRoHYyACxgY3+nbhz31nH075aYDAAAAADEWBLayZBogjIAu+Li9f1Nffx48d177WQAmM8G/04NOH96fzAlc/i8KSYDAAAAAAkQ73YyJNeX2x4AACtx8frX10tKrPkjwKFll+7/4mB9xwJgN2zy71TkqOdPw8GUTHB89l4bNAAAAACILe1kWD9BGYBdMPTx42/W+hHg+W8tuwTAXDb6d+r6oPfDaLIzCILjsx80kwEAAACARNBOhrWx9BJA8p0/DTf48eNQTuaXPnAEYLLN/p26OuZwSuZQSgYAAAAAAEEZgOQ7fxpZVGL9C0rIyQAwlw3/nQqC4OL1/VvHZ4MpmefN91IyAPuh1WptewjAWCoU4kyFQmwpT/ZL0tZdUqEJlepqWBQnqavKj8+/SvR/RWv5bakXU0fVIAiCsNxunKRXfwDYdedPbx2fTd9sFofPm1M/vhw8nIvzAZhiw3+nLs6f/nooJBMcnzVf3p3yOgBi5Xp6ZM6JiP4EZTabXfGYgKWpUIgzFQqxpTzZO/2gTBJiDCo0ub7c9gAASBL9ZACIr4vXw+stBYfHZ1rJAAAAAEASJK2dDMklKAPA7C6+/13kkZwMAPFx/vS+VjIAAAAAsAOS0E6GRBOUAWBmF9+9j3wCKScDQFzcTMnMsk4TAAAAAAD7R1AGIOHuvvzhh5ezbz6wKsW8HyJ+/znyGeTh7a9nfyUA+2oDf6fOn946Pht4RisZgH2VzWZbrZa14SGeVCjEmQqF2FKe7JEErrukQpNLUAaAWZ3/NvIx5OH9XxxsbSQAcOni9f3BlIxWMgB7zgQlxJkKhThToRBbypO9k6h1l1RoQn2x7QEAkBQX3/8u8ujnXx9sayAAcOn86XX/mSCQkgEAAACAJEpgOxkSTVAGgBlZeAmAeDl/OtBMRkoGAAAAAJItUe1kSC5LL7Ft+Uq3W9n2IIAZaCgDQKwMxWSOz6RkAAAAACB5tJNh4wRlAJiNhjIAxMjF6/LZwBNnx7fOxmw7lh40AAAAABAb2smwKZZeAgAAkubiu/cfp28FAAAAAABDBGUAmImVlwCIkYE+ZwBwrdVqbXsIwFgqFOJMhUJsKU92XMLXXVKhCSUoA8D8rLwEwFYNxjcB4FJvgtI0JcSTCoU4U6EQW8qTPZLAdZdUaHKlugn8hdthqavEXHz+VaIRPr8tAAAA+6bT6bTbHz6/+/Rp5MRPNpsN7jx4cDuTyafTmx8du+l6emTOiYj+L2k2m13xmIClqVCIMxUKsaU82XHRdjIJ/CRahSbXl9seAAAAABA3nfrph3dvS9XmtA2bzWYQVKuXj8Kw8PDZk3syMwAAAMDsEpiSIdEsvQQAAABc6tRPi7lUKpU5Ks2Qkrmh2ayWjjKZVCqXK9Y7nTUMEAAAANgJ0XYysFmWXooXSy8BAACwDZ1O/dWjowWyMROFYeHZm0pefxnms/DSS0EQtFotLa8htlQoxJkKhdhSnuysflAmyZ9Bq9CEEpSJF0EZAAAANqxTL06PyIRhOGrJ7Vardbn80sTXisswl2WCMgAAACTDTgRlSChBmXgRlAHG+U9/+Q+9O3/193++3ZEAALA7JmRkwrDw8OGD2/cy+fRMCZdOp9Nuf3j34m11TGwmLNSkZZiNoAwAAMCOi6675NSPjROUiRdBGWBIPx8TJSsDAMDSRmdkwrDw8NmTk2XzLJ366auRkRlpGWYhKAMAALDjtJNhqwRl4kVQBugZmY+JkpUBgHX70y+6QRD884+pqVtC8owIyYSF8goCMjcO1Km/evRiKDATFspvKifCMownKAMAALDLtJNh2wRl4kVQBvbc1HxMn6AMAKxVLyUTJTHDzuicFh+VIiGZMCw8W3eTl06n/moomROW2w1hGcYQlAEAANhl2smwbYIy8SIoA/tp9nxMn6AMAKzVzaBMn8QMCVcvpo6ql/fX00VmrKG4TKHWreQ3dGgSRlAGAABglwnKsG1fbHsAAPvrP/3lP/Ru2x4IADCHP/2i27tteyCwlLBQa3cblc2lZIIgSKfzlUa3XSuEmzsm+6fVam17CMBYKhTiTIVCbClPdk1qpy5CU6EJJSgDsB3L5GO0kwGAOJCYIakuMzKbjMhEScuwRr0JStOUEE8qFOJMhUJsKU92WfLbyajQ5Ppy2wMA2Ee6yABAEv3zj6mRsZg//aJrPSaSI19pxGC9o3Q8hgEAAABs0m61kyG5BGVi6scY/dP8920PAAAANm1kJiYaiBn6qqwMAAAAAMwq+e1kSDRLLwEAAEwSTcD08zH//GOqd7u5DQAAAAAwTDsZYkNQBmAL/urv/3zbQwAA5jAhBxONywCwXdlstv9fIG5UKMSZCoXYUp7spl1pJ6NCkyvV3ZXfwt2QuorR/Wtsll76k8jSS35bYLX+01/+Q+9OLzfTfziZkA0AbEa0eUwwuNaSZAzAWvWnR0xEAAAA7I5+RxnnemxbXNIYAHsoGnmZMSUz1X/82T/27vzt73+ykh0CwI75m1t/7N356x9+OtcL//nHVD8r86dfdGVlAAAAAGBW1l0iTnSUiRcdZWA/zZWSmdBRpp+S6ZGVAYAh/ZRMz+SszFBHmaEnA31l2E2d0+KrTxs61p0nlZP0ho5FwugoAwAAsGu0kyFO4pLGYMiPqa+2PYQr3f8+fRtgCSvvJQMAzOhvbv1xlr4y0f4x+sqw69qfqtXqho5VeFAJBGUAAABg92knQ8x8se0BALACUjIAsJihHjNR40Iw4xrMAAAAAACTaCdDPAjKAGzTvO1kRq67JCUDAMuYkJUZR1YGAAAAACChLL0EsDUTUjJ/9fd/PmOGZlxK5m9//5MFhwUAu+uvf/jpyFjMjGswRUXXYIIdknlSqz0IgiD4/O5Fqdoc+FoYFrLZ4M6dB7dvB0EQfP787tOnVqvabA7vJAzDjQwWRmm1WtlsdtujAEZToRBnKhRiS3mSeDu97pIKTahUV3ejOEld/W/iX1J/ut2R9H3V/ef+fb8tsEKTUzLjNhjqKCMlAwALGNdC5mZWph+FGbkMUzQoM26dJkimejF3dJ2SCQvlZ09O8umxm3c69VePoi8otxsn4zeHqfrTI/NORLRard4d05QQQyoU4kyFQmwpT3ZBPyizc581q9DksvQSwBZMTcnMQkoGABYzrnnMzQBNL/4yLgRjASZ21EBKJizU2o3KpJRMEATpdL7S6LbLV31kmqVM7rSz3lECAAAACbDT7WRILkEZgE2bcU2lm4mZWTI0UjIAMIvZF1qa3CpGVobdUy9GUjLldqMyOSMTkT5p1ApXD5qlR6IyAAAAwJWdaydDognKxNSPwVcxuW37JwG7ZnJKZigKE304y6JLUjIAMLuRWZlxqzJNICvDTqkXj6pX98Pym3nXT8pXolGZV/XVDQwAAABIHO1kiCtBGYC4GNkw5q/+/s97t+iTUjIAsBKyMjCk/q4fkwkKz+aNyQRBEOQf9JMyQfWdpAyb1lsV3trwEE8qFOJMhUJsKU92xI62k1GhySUoA7A5E9rJzLKsUs/IlAwAsEKyMuyrzudW/354J7PQPqJJmdZnqy+xeSYoIc5UKMSZCoXYUp4QZyo0oQRlADZkrSkZ7WQAYDEjm8oES2dlIJnan5r9+9nbC/STGdL81F56HwAAAEAiWXeJGBOUAdiE2VMy//Fn/9i73dxSSgYA1mGurMzf3Ppj7zZ5n5rKsL+iXWkAAAAAdnTdJRJNUAZg7eZKyYy8f/Nhn5QMACxvxqxM9OHIrIwFmEi4zJ2wf7/6rr7QPqJdaRZdvgkAAABINu1kiDdBmZj6MfVVTG7b/klA4k1IyQwZF4WZQEoGAFZlXFZmAlkZdk76dmRZ7YWSMp3TF9XrR6tYvgkAAABIMO1kiCVBGYA1mpySGWonM8HIDI2UDACs1siszNRVlm6SlSG5oi1lgupRcc6oTOf0Uem6n0xQeJBfzbAAAAAAYHUEZQC2Q0oGAGJIVoY9lz55Vog8rB7lTjuzvrZzmstEYzJh+YmcDNvQarW2PQRgLBUKcaZCIbaUJ8mzT+suqdCEEpQBWJcJ7WSWTMkAABsmK8PeyD8pR5rKBM1SJpUrntYnx2U69WIuNZCSCcLymxPrLrF5vQlK05QQTyoU4kyFQmwpT5Jt19ddUqHJ9eW2BwCwd5ZPyWgnAwDr89c//HRkLGaxrIyIDImTPnlTfjsQemlWS0fVUhCEYSGbDe48eHA7CIIg+Pz53adPrVa12by5EzEZAAAA2FP71E6G5BKUAdiocSmZ2TvHSMkAwLqNy8rc9De3/jhytaa+XlYm2l0GYi990qh9yh1VhwMwzWa12QyCanXK68NyuyEmAwAAAHtu19vJkGiWXgJYl5uZmNl7yYwjJQMAmzE5/jIXKRkSKF9ptMuFcPqGw8JCTUoGAAAA9pV2MiSEoExM/Zj6Kia3bf8kINmiyRgpGQBIlhVmZSCB0ieVRrtdmzktE4aFWrvbqOSlZNimbDbb/y8QNyoU4kyFQmwpT5JqP9rJqNDkSnX343c0KVJXIbv/9id/sd2R9P2bf/1D/77fFlifqUsv/e3vfzK0jdwMAKzW0HJLvaDM1DWY5GnYA516/cO7d29braDZjC7IFIZhkM0+fPDkXj4tH8Mq9adHTEQAAAAkSb+jjLM54k1QJl4EZWBvTQ3KjCQrAwCrMjUQM46gDMDKCcoAAAAkT3TdJWdzxJullwC2b7GUDAAQBwsnbAAAAABgB0nJEHuCMgAAAAAAAADAEnr5GCkZkkBQBiCprLsEACtkBSUAAAAAWIqUDAkhKBNTPwZfxeS27Z8EMJqUDACsnKwM+6FezBXrnW2PolMv5or1bY8CAAAAgD0kKAOQJH/7+5/0btseCADspr/+4ae927YHAuvUrB5lUttLy3TqxVwqc1Rtbufw7LxWq7XtIQBjqVCIMxUKsaU8Ic5UaEIJygAkgHwMAGyYxAw7r5+W2WBcpiMjw7r1JihNU0I8qVCIMxUKsaU8Ic5UaHIJygDEmnwMAGyXxAw7J/+kXAgv7zerR5lMrni69uYylxGZaEYmLD/Jr/moAAAAAHCToAzA9t2MwmghAwBxMy4xI0ND4qRPKo12rR+WCZrV0lEmtabuMp1OvZgbisgEYaHc7jZO0is/GgAAAABM9eW2BwBAEIzKygAA8SQZwy5I5yuN9oPio0h8pVk9ylSDIAwLD589OckvmWLp1E9fvXhbbd5YZCks1N5Ult07AAAAACws1e12tz0GrqVSqd6dP/7JX253JH0//de/79/32wIAALBTOvWBtExUGBYePnxw+14mn54p19LpdNrtD+/eva2O3l8QFspvKvrIMIv+9MgCExGtViubza56RMBqqFCIMxUKsaU8Ic5UaEIJysRLfybo//3yf97uSPr+x//+f/fv+20BAADYPRPSMtfCMAyCm1M/rVYrCJo3O8cMvVgfGeayTFAGAAAAYDJBmXgRlAEAAGAbOp36q+lxmXmFYeGZiAxzE5QBAAAA1ueLbQ8AAAAA2Lp0Ol9pdLvtWrkQrmB3YViotdvdRkNKBgAAAIBY0VEmXnSUAQAAIAY69dMP796W5u0wE4aFh8+e3MunpWNYho4yAAAAwPoIygzrdDrt9ofP7z59arVaN7+czWaDOw8e3M5k1jLtJygDAABArGz3NJn9JCgDAAAArI+gTE9cLpUTlIGNO3966/isd/fwefP944N5Xnxxcf7dt+X3vws+fvzYf/Lw8PDn9+//8heP7861LwBgTy31bmTS/o7Pfnh5d8mdAWyFoAwAAECMXJ2jBUEQOE1jJ3yx7QFsWad+WsylUqnMUWnulEwQBM1mtXSUyaRSuVyx3umscGA/pr6KyW2F3xTE0PnTq8+l5nRx/vrp/VthePzN2cdoSiYIgo8fP559881xeOvW/afnF6sYJQCwuxZ+N7Kh/QEkzcjOR0BMqFCIMxUKsaU82ZpU6vI28smh5/eVCk2ovQ3KdDr1Yi6Vyhwtko+5qdmsHmUyvbzMCnYHbMTF6/uLfZB0/vR+ePzN2cdp2308Ow6FZQCAsRZ+N7Kh/QEkTW+C0jQlxJMKhThToRBbypPtmDEHs/dxGRWaXF9uewBb0KkXHx1Ni8eEYdhbaX1Qq9UKgmZz3IubzepRphqGhWdvKnlrs0O8Xbz+9TdToy4jX3f/eHpGpu/j2XEYWPcAALhp0Xcj43Z3/jRc5f4AAAAA2EMjsy/RFZdu9pixHhNJs2dBmQkZmTAsPHz44Pa9TD49U8Kl0+m02x/evXhbvRGbuYzLFGrSMhBfi34wdfMDqMPj56Vf/eLuwcHlji/Ov/u2PNhu5uz46S9FZQCAAauNyVycPw01kwEAAABgKUMhmJEJmN6T0S1lZUia/Vl6qVMv5lKZ4ZRMGBbKtXa32+02GpWTk/yMKZkgCNLpdD5/Umk0ut1ut10rF8JwcINm9SiTshQTxNOi11tfvC4PfAB1eHzWfP/ycT8lEwTBwcHdxy/f/9B8fhjd8Oz46flCIwUAdtNKu79cvL4vJQMAAADAcqLZl253SvZlaIP9XoOJxNmPoEynXswNZWQuAzKNRuVkBV1f0peRmXa7NhiYaVaPMrniqbAMxMr50wU/Sbr47n30A63js/cv7x6M3vTg8fvBrMzZbyVlAIBLC78bueHi/PX9W1ZcArjUW0T75lLaQByoUIgzFQqxpTzZjtnbw+x3IxkVmly7H5TpnA6GZMKwUGt3u6sJyAxLp/OVRqOXl+k/2ayWMqmcsAzExMXr+9cfTB0eHx9O2njI958jH0IdPv/V5MWUDh6XjiMPf/f9xRyHAgB21jLvRgZ3dP70fngsJAMwwAQlxJkKhThToRBbypMNWb4lzF42lVGhCbXzQZn6q1I/JBMWyrV2o1FZQ0JmUDqdrwzFZZqlV/V5dvFj8FVMbqv/8cA2Xbz+9fWHSYfPf/Or2/O8+PvfRR79/OuDaS/4+nbkg6+Pn7+f41gAwI5a6t1Ifyfnr5/evxUenw2EZA6Pz54fj3sJAAAAAMxg3iYx+91UhoTa+aDMpbBQa6+pi8xYl3GZaHMZYLsGPpg6Pnv/+GCLgwEA9tBK3o1cvP718TeDGZng8Pis+f7l3a+XHB8AAAAAwK7bg6DMZUZmkxGZKGkZiI3zp2H0g6mXkxdOGuHg659HHs2wlNLgUk23fXIFAHtu6XcjIx0ePz9rvn9592AlewMAAABg76xq1aS9XH2JJNr5oEy+sr2MzLV0vtKo5Lc9Cthv50+Pz/oPFvxg6u4vI6sZfPzm2/OJW1+8Ll8fMTi8/4uDBQ4JAOyMVbwbGXKZkXksJAMAAADACiy2jpLVl0ianQ/KAATB4AdTh8+bi34wdfdXzw+vH50d3399MWbLi4ErxuVkAGDvrejdSH8Xx8/Pmj/IyAAAAAAAzElQBth9F6/vRz+Y+s3jg4V3dfD4N9GozMdvwlv3n74+v7iIHO3i/On9+2HkivFlDwoAJN0K340EQXDw+L2IDMA4rVZr20MAxlKhEGcqFGJLeUKcqdCEEpSJqR9TX8Xktu2fBCzt4vWvr1u7LJ9YOXj8vvn8OBqWOfvmOAxv9YXh8dnHaC+Z47PmezEZANhjK343AsBYvQlK05QQTyoU4kyFQmwpTzZkVWsn7dkaTCo0uQRlgN028MHU8dlKEisHj1++bzbPommZkQ4Pj8+azfcvXe4NAPtsHe9GAAAAAGANUqnNvQq2R1AG2GXnT8PoB1Mv765ovxfn331bPvs4ZauPH39X/vb7ixUdEwBIonW9GwEAAAAAYCFfbnsA29U5Lb76tKFj3XlSOUlv6FhAEARBcP70+Kz/YGUfTF28vh/5vGuyjx/PjsOzw+fWXgKA/bSedyMAAAAAsC6p1HwrKGknQwLteVCm/alarW7oWIUHlUBQBjbn4vX9NXwwdTMlc3h4fL/0q1/cPTi43OLi4vtvf10++3i91cdvwvufz977aAwA9st63o0AMEE2m221WtlsdtsDAUZQoRBnKhTpaaROAAAgAElEQVRiS3myOd3uspGXueI1O0GFJteeB2WAXXXx+tfXeZbD583VfDA1sHZCEASHx2e/eXn3YGCbg4ODg5fv7/7q/PWvj683/nh2/PSXP/h4DAD2x3rejcDWdOr1D5/fffrUarUun8k+a1Tyl/frp6fBvXv5tKtDiAETlBBnKhTiTIVCbClPtmD2pjJ7305GhSaUoAywg4Y+mPrNatY9unhdPos+Pp7UJObg7uP3zSDafkZUBgD2yHrejcDmdTr1V49eVJvNm1+KTAPV35VK1VIpCAvlZ09O8uIyAAAAkETRpjK9OxPiMkMRmf1rJ0Oi7XlQJvOkVnsQBEHw+d2LUnVw4i8MC9lscOfOg9u3gyAIPvcunRsxPRiG4epH9mPqq9XvFPbEQN+X1X0wdfHd+0g3mVmuCz94/P7s863rJRfOfnv+8q6kDADsvjW9G4EN65wWHw2fKY/e8PNll5lmtXRUfVtuN05kZQAAACCJhhZg6t+P5mBudpGRkiFp9jwok07n0+mgXsxF5v7GXAGXz+eDIAgqlxfUHUUmCx++MQkI8XH+9DqZEhyfvV/VB1NDOZn7v5hpv3d/eRycScoAwF5Z17sR2KTOaS5TmiEjEwRBELQ/RbdsljK5T7XrZZkAAACAJBnKyvRMWGJJSoYE2vOgTBAE9WLuOvQSFmpvKtO6RKfT+Uqj+6Q/a9gsZXKBC+YgJs5/G10e6ez41tnYTW/4+E1465vrh4fPm5EPtr7/vEBOZjgp87vvL4K7M74SAEimtb0bgc2pF0elZMKwEAQj2qz2G8r0NatHxQddURkAAABIpl72ZUI4JroZJNAX2x7AltWLkZRMud2YmpLpS580aoWrB83So9PO6kcHxNXPvz6YddOvbx+ucSAAALBindPcUTX6RFiotbvdbrfRqDzLjnhB+qTRbdcKg4sSV4+K9XWOEgAAAFizbvfyNvJJKRmSbL+DMvXi9exfWH4zb0+YfCUalXllDhCY5uPn77c9BAAAmKBz+ijaTCYst7uzXFKSzlca7etT5CAIguoLF5SwFa3WcI8jID5UKMSZCoXYUp5sn3DMeCo0ofY6KFN/d32RXOHZIksn5R9cTwNW30nKwN743fcXs246uGTT7a/XMBoAAFiRzoe3kZhMoTbPKsPpfKVdjvSVab79ICnDpvUmKE1TQjypUIgzFQqxpTwhzlRocn257QFsUXQZ9fBOZqF95B8Ugupl3Kb1uRPMvHLTND8GX61oT7Bn7r784YeXs29+8fp++M1VkuXwefP944MxW359+zAIrrb8+P67i8djNx04wPe/izyaY8kmACCh1vZuBDZgICdTqFXyc74+ffKsUOq3bm1+agfBqs6SAQAAAGA19rmjTPvT9fxf9vbyc3fNT+2l9wHE1sEv7h9eP/r4zbfns7zq/NtvNJQBACAhBnMyD+aNyQTBYOPVoPVZSxkAAAAA4mafgzKrEO1KA+y2waRMcHb8dGpU5vzp8Vnk4XHJFeIAAMRY9HqSZRqvXnE9CQAAAADxs89Bmcyd67XTq+/qC+1jFbOIQEIcPC4dRx+fHd9/en4xbuuL86e3BmIyh89/dXddQwMAgBVbReNV2LhsNtv/LxA3KhTiTIVCbClPiDMVmlz7HJRJ3478xi6UlOmcvqhePzKLCDvv7suzgajMx7Pj8Nb9p6/PLy6un7y4OH/99P6tcCAlExw+/412MgAAAOtmghLiTIVCnKlQiC3lCXGmQhPqy20PYJsyd8IguOoIUz0qPuhW5lmBvXP6qHTdT2bB5duBZLn7svn8d+E3HyNPfTz75vjsm8kvOz4TkwEAIFFanztBfoHLQaIrFGu8CgAAAED87HNHmSB98qwQeVg9yp12Zn1t5zSXicZkwvITORnYCweP3zefH87xgsPjs+bLuwfrGg8AAKxKdIXi5qf2IrvofHjbnL7V7ut06sVcLpfqy+WKp/XOzJMOMx7jdPggueJpfaUHAQAAANg9ex2UCYL8k3IYedgsZVLTJ5U69WIuNZCSCcLym5PVrrvUTX0Vk9tKvy3YDQeP3//QPDuenpY5PH5+1nwvJQMAQDKk7z28Pkeuvpj9WpK+gZxM+PDeXq5QXC/mUpnMUbXZjEwcNJvV0lEmk5rjCp0JOpfHKA0fpFktHWVSuaK0DAAAAMBYe730UhAE6ZM35bcDoZdmtXRULQVBGBay2eDOgwe3gyAIgs+f33361GpVmyMujVt9TAaIvYO7L9//8PLi4vy7b8vvfxd8/Hi9GtPh4eHPf37/l7/6xd2Dg+0NEAAA5pa+9zAsXZ33NkuPTu815jndHVyheD9zMvVi6qg64evNUib1qTbfys9DhlvcjjhI9SjTKrfn+scDAAAA2Bupbre77TFsXb2YO6ou2hs6XOnUUyqV6t354X/4D6va55Ju/X//V/++3xYAAICdNhTCCAu1N5V8/5w3mgIpDKU9bq5QvH9BjekRlktL/HCmJXFWcpDt60+PmIgAAAAAVm7Pl17qyVca7XIhnL7hsLBQS/CsEwAAAAxKn7yJLlHcrB5lpq/j06mfFocTIoVn+3e2XH81kBQq1Nrt7qV2bWDaoVl6VV/sEMWBlMzAMbrtdm0lB0m6Vqu17SEAY6lQiDMVCrGlPCHOVGhC6ShzrdOpv3o0Y2uZMCw8i15Vtyo6ygAAALBdo/uihGEhG0QWJA7L5YefPr0duURxonuZLGrgx1aotW/OGQxsscjPaKYdRFvOJPcfYuGOMv0Jymw2u+IxAUtToRBnKhRiS3mydqlU4CPgRanQ5NJR5lo6na80ut1uu1YrFwphGA71mAnDMCwUyrV2u9ttNNaQkgEAAICtS5802uUbXVebzepAJqZZKpWqo1IyQaGW0HDGUjof3vZ/FoXayDmD9EmjVrh60Hz7YUqjnhuiHWvG/5DzlchBPrXnPAYAAAD7pHeVwtW1CrA/vtz2AGIonc+f5PMn2x3Ejyn/NAAAAGxH+qTRvl2ctelqRHJbmCwpkpMJy0/y4zbLPymH1V7cpfn2Q+dknp9V/V1/1aVCrTL2EEGQr3S7ldn3CwAAwH6Sj2GP6SgDAAAADEvnK41uu1a40VpmjLBQrrW7+5mSGewnk7094WeQvvfw6ic6Z0+Zzuf+oueFBxNiMgAAADAfSy+xfwRlAAAAgJHmWaK4crLHSxS3P10vijQ5xZK+3V+1fK6FkSJRHDmZCXqrwlsbHuJJhUKcqVCILeXJumgnswoqNLkEZdiKTqd+WszlUldyueJpvTPv+uxR9WJqmtzpzAe42tvUlwx9H6lc7ztZ4hsBAACIm3Q+f1KpNBqNRndAo9FoVCon+fT+JmRuCO9kJm+QuTNrk56pR7h5ap0rLndqvRNMUEKcqVCIMxUKsaU8WS/tZJajQhNq54My9WKuuP3YQqdezBXr2x5FXHTqxVwmc1SqNq8Xu282q6WjTGbxf6xID+rl1YtH1elbBfViLjX0fQTN3ncyTygHAACAZFvwlLT1efYzx0jPmt4hT0edWjerR5lMKg4TIQAAAMSXdjLsvS+3PYD1a1aPMtWwUHtT2UoT6E69+Oio2gyCwoMtHD2G6sXM+BRKs3qUCWrdyvxdpIenDJcwW0ymXkxN2qxZyuSCduPEZZUAAMAe6nQ67XY7k9nDXjPZ21O+5fTtbBDMfQYbieJkb6frxdxRdfw+eufW7Y1Mg6TWNrv6n//zfw6CoNVqBeOvz+t9tcc2trGNbWxjG9vYxja2sY1tbDP3Nt1uvMZjmwRuk1A731HmUrN61LukaoPXVHU6vY4jE+au9k8khBIWyrX2Zbvudq3cbz1dPVqg+U5/yjAst7vjzBRbmTUmc71VWKi1I99I4eo7aZYeaSsDAAAkS72Y61uoMWrnNJdKpTKZzNHR0aMPzonWoPViYkrmUvVoA6ek60vJDIlOzI170ja2sY1tbGMb29jGNraxjW1sM9M2g6dy2x+PbZK8TXLtfFAm/yQSXKgeZTK54unaOxBfRmSiGZmw/GSuLik/Bl/F5LbSH8zpi6t4SaHWqJz0L25L508a3Vrh8lH1xdyzef2GMlOv3Zts1kWX3vXjPuV2o3J9jWQ6f1Jp1K5+5ZqlVxbcAgAAkqXZt9DL07evLy9qfmqvalRc6//ThNHrNrrddrtWCMPIduu/eqO7qZXsR161NvSkbWxjG9vYxja2sY1tbGMb29hmvm263XiNxzYJ3Ca5Uhub1Nim/vJH18JC7c2TlfeA7nTqrx69qDaHDlV+U5lxCZ7+xVj/z5/+crVDW9j/9M+/7d9f8relc5rLlJpBEASF0csr9ZczCsvzrVrU3/O8LxyzlzC8nHgcvb/1fSMAAABbFV1ldswJz9r3kEDXZ4kzfM/XP6E5ThkjRwgmvnZww8T+C/SnR/Zi2goAAGBjou1knHCxx3a+o0wQBEGQzlca7X6bjyAILrvLpFK51TSY6dRPi7lcqtdEZmDiqlBrN2ZNyey6zoe3lz+bwoPR83T5B5dNZZpv52rQfb3nJRrKdE4flS7DMW+eTY7D9fvXhHcyIzfI3AlHPg8AALDjrhtwsj4TEjbpk0a/X2sQtD7v4epXO9YLGnaMCoU4U6EQW8qTtZCSWREVmlBfbnsAG5POVxrdJ8OtZZrNavOoWgqCIAwLDx8+uH0vM2ObmU6n025/ePfubXXMyuDzNJLZD1PjJb2kTLUa9JIyJzP/9GbY8zT9mEyh1jhJ14sTN87cCYOgGVz2ER8xyv6A2Iqzf//73p3jv/vZdkcCAACx1KkXX70b/aXo7E7rRbE4ZrNxWq3oKfLip2gJ1vrcCfKTzmY7n5eeQQsf3pt0hP6p9bwn17ugN0HZarV2rCM07AYVCnGmQiG2lCerFG0nwyqo0OTan6BMEATj0jJBEPQiM81qULp8GIbhqHW2Wq1WZDnwccJC7U1l4rzYPrqeC5zQ9mVqBGXinsOH99JDy1+FYeHhsycnU/41IjGZWZpSp+89DEvNZhAE1RenT/LDc46d0xfV6wHN9j2wGv2ITP+hrAwAANyQztxpVUtT8/3NZnXa6e9kS/T8TJj07WzvXHY+c/yAokeYeqoZScoAAADADdrJsPf2LCgTBMFVWqZTfzUiLtPXbDZnSMQMC8PCMxGZMVbQ9mXanoNPr3KlwX/Uy55BExd+rxcz88RkgiBInzwrlI6qQRA0S5ncp9qbJ5eNiDoDv1eFZ3t13d7WDaVk+k/KygAA9PUuHDIZQvrkTfltZnpUZjnjVt3dRf2rPqZf9qEFKQAAAFugnQxEfLHtAWxLOp2vNLrddq1cCFewuzAs1NrtbqOxqpTMj6mvYnJbybczYNIlc+nbV018Zl9I/bpVTXPcOlhBs5TJnY7eYb141LvObuaYTBAEQb7Srl3+6jSrR5lMqieTuUrJhIVae479sayRKRkAAKL68yEmRujF/9d6gHCuU6zEuz6ZnXY2G1l5aa7LSDJ3+rMXzU/t+UYHAAAAfa6ggj0OylxK508qjW63266VF0nMhGGhXGu3u72EjOYhk6xgFfYxolfjXSaWLrX7YZYgCJqlTLF+48WLxWSCIAjS+cqbMTmrsFBurywzxTRn//73UjIAAPNKpcRl9l6+Ult5VCYMwzAMC4Vyrd3Yp5hMEM2xNN9+mJCU6Xx4e3UKO99ivel7D/vnn9V3N89uo+rv+usu7c/yV5d6i2hbGx7iSYVCnKlQiC3lyWqYBloPFZpcqa7I2KBOp9Nuf/j87tOnVmtEsiObzQZ3Hjy4ncmsJRiTuvqf1MWf/S+r3/tCDv7p/+zfX+a3pXOa6y9w1B0/YVovpnrJlYmLJY18xbiXXG9wY4urL417fsIorr+fMcJCzTJc6zdLRMbSSwAAPSOnRJwRMihyAjX55I0h0ZPE8T+5CSeocx1h0otn3S7W+tMjpq0AAABWoD8r5CQLgiAIgi+3PYDYSafT6fRJ3lxgYuQr3W5l8gbtcqs3S9h8+6Fz0p8jvOomE5bfzDlvODDtWCg/e3JymYjpdOqvHr2oNpu9FZkC08prpZEMAMDyUikzJLAK6XsPw1Kzd6JYPcrdGRFQ6Zzm+imkOfvJDB+hWcoUb7dHXZxRLz66vqhj/oMAAACwc7STgRv2feklNiayYPvmj93vUH29knt/gnKRmMyj6MV5lZPrqcl0Ol9pNNrly8NVj0as9sQKrHa5pVf/7o+926p2CACwMSt5J2MZJliF6NpIQbOUyRVP6/01mDr10+JAW9LCs/kbvaRPnkVWy6oe9Q5xfYxOvZhLHVWXOwgAAAA7y8VScEVQho1rfR6/XHvn89V6VytdR/06pXN58H7WZf6YTGRF+XEvTp+86UdlXpxOWJyehay2kUz0UyVZGQAgWVb7TkZWhiAIgiBfafdpkDmfyKlgEARBs1o6yqQuZY5KkQBLEJafjPrhdk5zVy9I5UadTOYrtUhUpneI62NkoiGZICjU/AsCAADsPTM+MIqgDJuSuRNO36gvvJNZ20iiWZdmqT+nGNFvhn395evWMO1PVzmZ8T2sR/WwYSXWl5IZ9wwAQDyt5J3M0HVEWssQBJcLEqfT6bReJHNLnzQGgixjFGo3l2WaVb7SLs9ych2WBZ0AAACI0E4GIgRlYurH4KuY3Fb2LfW7ukyKjvRDKOuyfKOa2Zre3OhhwyqsNiUDALBXRiZgUqmg2x0RlwEWla+0a4UJSZawUOsul2BJnzTatfKUY7QXj+IAAACwM8zywBiCMmxMv6VM9V19zCb1d5etXCY0axl+SXFSW+ob+12+Uc1sEZg1rSG11xZOyYx7oeYxAMDumeUdzs1kTDCqtQwsq1M/LZ6OO/nbZel8pdFtt2uFMIyEWcIwLNTa7W5jFX1e0vmTSqPbrpWHj1EoXx5jr89DW63W9I2ALVGhEGcqFGJLebIC2smsjQpNqFRXVcRJ6mpC+vs/+1+3O5K+r//p/+jfX/K3pXOay5SaQRAEY66gqxevFj2a/RK7652G5TGXzF1vMut++wMZtc8ZjjjTNsxpmXYyx3/3s5tPjvwY6cl/+enCRwEA2LC53s/0sy+9N/XRKEz0bf6459lXnU69Pdtysp8/v/v0KQiCIGi1Ws3mXKdgMKw/PTLvRER/gjKbzU7eEtg8FQpxpkIhtpQnizPLs34qNLm+3PYA2CPpew/DUrMZBEH1qPigPXyJW714dNX3pfxk5qnU6502S49O790MpXROH12mZOba7xJHHDjkzK1x2CztZACAPdftjm4b03/e/Mme69RPX70oVde8Ni4AAACwdmZ54AZLL7FB6ZNnhcu71aNMrli/WrqoUz/NXTWTCYLCs3lasER22ixlcsV6p78gUqd+Wuw3k5l3v7Mf8XT9hyQY0xVmtbSTAQCSZeS7lwUCwUOJmZFrM7FXOqe5zJGUDAAAACSWdbVhIkEZNipfqV1lTIJm9SiT6skc9aMlQaE2ZlWmS7nTztDXhnd6tddUdGo3LLdX1/E7X6kVrtaBb1ZL4w45+lthcdGszDK5Ge1kAAACVxMxTr14nf1fUnhnNfsBAAAAFmMCCEYRlImpH1NfxeS26u8sX2lfh0yGhYXaQnGWfKU7fqe93Y5YIWkZ+UqjXZ54yHK7ISazBsd/97PebeV71k4GAEiiNTWVYY91Tl9URzwdhmE4/Mz4nYRhuVxrt7uNEydFbFhvVXhrw0M8qVCIMxUKsaU8WYSJnk1RocklKMPGpfOVRrtdKxci86phGBZq7Xajkl80zpKvNLq9nUZma8OwUK61u0vsdoL0yc3v4+qQ7UbFmktrdvbvf7/YC7WTAQDoc00Rw+qvBrvJhOVau9vtdhuNRqNdjpzDld80ulfaw5dDNIPgXj7tnIjtMEEJcaZCIc5UKMSW8mRxpn7WT4UmVKqrPOIkdZXv6/yb/227I+lL/7f/vX/fbwvxMTIoc/x3Pxv3fP/+yKCMdjIAQHKNywEPvcPpX0o09KY+eomR9/vUi6mj64YyYXmwN2fnNNdflWn4a4NfHfV1mEN/esREBAAAwHzM9cAMdJQB9oh2MgDA7pkx8tubGLk5PWLChIjO51bkUeHZUNIlffv6Gqnmp/bQi9MnjVrh+uulV/U1jBAAAACYjUkfGE9QBkieCW1jos1jos9PoJ0MALCTbkaETY8wl8KD/PBTmTvXKyxV390MwuQrkajMqA0AAACANYq2kwHGE5QBdk00GTN10SUAgB2wquCvuZS91/7UXzopCO9kbnw92lImaH3u3NxD/oGkDAAAAGyd66VgIkEZIGEmtJOJPuzdpu5NOxkAYIfNGBQ2c8Io2dvpm09GW8rcXHwpCCRlAAAAYFtcAgUzE5SJqR9TX8Xktu2fBKyGdjIAwG7TVIaNGGgpM1o0SzOy6QysWavV2vYQgLFUKMSZCoXYUp7MzUVRG6RCE0pQBkiSke1kFqadDABAj/kTZjQ9BhPN0oxuOgNr1JugNE0J8aRCIc5UKMSW8mRWLn7aBhWaXIIyI3Xq9dPTYrGY6ytGGkbXT0/rHZfFQWzMssQSAMDOGxkCXqCvnnmVPSYGAwAAAAnnciiYwZfbHkCsdDr1V49eVJvNm1+KdJeuvyuVqqVSEBbKz56c5Ees2g6sxSztZPofBUU/KBr5+ZB2MgDAHhr5Zqmn2xWRIX07GwSXZ8TNtx86JycTz3hbnzvBjXPizmdXUQEAAMBGmdOBOekoc6VzWsxlMkcjUzKDG15N+jWrpaNM7lRrGdiqaDuZaCBmgYunAQCSbnJTmdnfLJld2Vv5B4X+/WbpVf3mFtGmM823H26eEbc/TTurBgAAANZDOxmYjaBMEARB5zSXypSqs03mDU76NUuZgWWZgDWZ2k7m5oc9vWe0kwEACMa/WYoyl8JADiaoHt28NiR97+HEpEz9XfX6QXgns/IRwkTZbLb/XyBuVCjEmQqF2FKeTOeCp+1RocklKBME9WKmdDMjE4aFMByx9c0u0s3q0eqjMj8GX8bkturvDFYp2k4GAIBxFmi2Z45lT6VPnhUiD5ulTCqXK9Y713mYwaRM6VGxfv21zmnuKJKTCbK3LVbM5pmghDhToRBnKhRiS3kyK5dAbYMKTai9D8oMT+MFYaHW7na73Uaj8mzUL3X6pNFt1wqDGZp1RGWAFbAAEwCwb5bsnGdGhfyT8uAJb7NZPco8um4tM5CUCZrVo0wqlysWc7lUaugqlMKD/JoHCwAAAPvNpU6wkD0PynROH0Wn8cJyu9uo5Kde8ZbOVxrtWvQqu6D64kZDamBlRq67tHA7GesuAQDMwkzLnkqfvCnf6K8a7Q0z1HUmCIJms1ptDndqDctP5GQAAABgM1z8BPPY76BM58PbyExeodY4mb0rdDpfaUfnDkcszQ7E2at/98febdsDAQBYgeh7G01lWFL6pDHUSDW8k4luMHQ+PEpYfjPHGTYAAAAwNxc5waL2OigzkJMp1CrzXus2eBVd81N7NcMCBq28ncxQPkZWBgBIuqH3Nit8e2O+ZW+l85VGu10rhGEQBEH48N5Q6CV90hiflQkLtfY8F6IAAAAAy3DZE8xpn4MygzmZhZZOzz+IJGVan7WUgfgb+bmRrAwAkFzreCdjdoUgCIJ0Ol9pNLrddvvNcE4mCIIgfdLotmvlyyxNEARBEIZhodZuz7KkMQAAALAMlzfBEvY5KNP+dJ2TGWojPbNoUkZLGViDke1kAADYGLMupNPpcbmXdP6k0mh0rzQajUp+7MawGa1Wa9tDAMZSoRBnKhRiS3kyhQuetkqFJtQ+B2WisrdjNpP3Y+qrmNy2/ZOAERZedwkAgL4n/+WnE75qjgVIot4EpWlKiCcVCnGmQiG2lCejubApHlRocgnKADti8ic963stAMB2re+dTC8rIzGzZzqnuVQqlcoVT+tWFwYAAICYM3EDCxGU6Wl9XmwGsPP5Oh626PJNwAQ3m8esvJ2MlAwAkHTrzsqwR+qvSs0gCIJmtXSUSRXr2x4PAAAAMEQ7GVjaPgdlMnfC/v3mp/Yiu+h8eNtc2XiA0aLJGCkZAICRvKthFTqnL6r9B2G5XclvcTAAAADARK5wgkXtc1Amfe/hdVKm+uJ0/p4yAzmZ8OG99ErGBdxw/Hc/691WuM8n/+WnPk8CAHaJtzcsrf3JOS4Jl81m+/8F4kaFQpypUIgt5ckw7WTiRIUm1z4HZQaTMs3SozmjMp3TRyVziJBAPkMCAHaY9zmsSPa2c1ySyQQlxJkKhThToRBbypPRtJOJBxWaUHsdlBlMygTN0qNifdasTOc0l4nEZFaek/kx9VVMbqv8riAGfHQEAOw8sWAWFV2huPV5/rarAAAAwBppJwMrst9BmSB98qYcjcpUjzK5qWGZTv20OJiSCYLCsxPX2kHM+cQIANgr3vkwv+jVJM3Sq/o2xwIAAACMo50MLGfPgzI3ojK9sEwqlcrlisUXreunW59PT4vFXC6VSmWOStWBlExYblfymxkusAgRGQBgP3kXxLwGTpGrR9OvJAEAAAA2QzsZWJ1UV9zs5jpKcynUuquLyaSu/gfX+vNfrWqfS8r+w7f9+35biL9X/+6PQ8/4cAgAwHsk5jF0ihyGhYfPntzLpNMaqbIx/ekRExEAAACX+kEZJ0qwNEGZS5168dFRdd6wTFhuN1a65pKgDCyv/zmQj38AAKK8TWImnU4nCNofHh2NuZ4kDMORz4+SfdbQgJVFCMoAAAAMiLaTcaIESxOUiZojLRMWys+enORXfT2doAwAAADbUy+mjqor29tKW7CyT5YJyrRarWw2u+oRAauhQiHOVCjElvIkCLSTiS8VmlBfbHsAsZLOVxrdbrddq5ULhfDGVXJhGIaFQrnWbne7jcrqUzIAAAAALKzVavX/C8SNCoU4U6EQW8qTIBhsJ0OcqNDk+nLbA4ijdD5/ks+fbHUMPwZfbfX4AAAAAAAAAMSGdjKwIhFWKXQAACAASURBVIIyAAAAQE/mTqFQWNne7mRWtisAAADYS9rJwBoIyqxCp9Npt9uZTD5tNSYAAACSK31SqWx7DAAAAMAN2snA6nyx7QFsV72Y6yvWF9hB5zSXSqUymczR0dGjD52VDxAAAACA2WSz2f5/gbhRoRBnKhRiS3nuO+1k4k2FJtfed5RpNpuX9xb69U3fzgbB5R6an9pBoKUMAAAAwLaYoIQ4U6EQZyoUYkt5EgTaycSXCk2oPe8oAwAAAAAAAAAxo50MrM3ed5RZUv1ddT07/jH11Xp2DAAAAAAAAEBCaCcDq7YPQZlOvfjq3egvtVqR+y+KxTGbjdNqVZvXj8I7mfkHBwAAAAAAAADXtJOBddqHoEw6c6dVLTWnbdZsVptTN5okezu9zMsBAAAAAAAAoE87GViDL7Y9gE1In7wph2s/SuFBfu3HAAAAAAAAAGC39fIxUjKwHnsRlAmC9MmzwloPEBZqFTkZAAAAgK1qRdfZBmJGhUKcqVCIrf+fvTsMbSTN9/3+1J6ZVxd2DtyccNO5Z0ZpSmZwtC/CVd6UTsjGmcBIXkyTFw4sIk7AW+I0y0gE2hAwfmEaAjYEaVjmIK0hcRAL6RehMadVA+k4J+Sq3sQhL1Yxg6voaObc9L1kc+HMwn2X05UXskqlUkkqSSXVU6rvBzNI8lPlx249u6WqX/3/LM/0IiWTBKzQhEpJUEaIYrMTeVRG0zRN03S93rG6xGQAAAAAAABiNThByWlKQE6sUEBmrFBAWixPQGas0OT6KO4JbE6x6ThN32tGRSm1Hh/rHYe0CwAAAAAAAAAAAAAAwNZKUVAmWRzl47inAAAAAAAAAAAAAAAAsFVS03oJQJxuT54MHVz1F9y4f3t1dXJwcPBk5ODg4OTqtr/ongAAABDeSodwot+/9R/DcRAHAAAAAAAAIH6K4zhxzyFWtm0/PlJVNdaZCCGEUBRl8OD/+NP/Mt6ZuP6dv/uv3Mdpf7dgWbcnT8rt4ZP8uXlznAm3Yf/25Kty+27GiHy+XPv6Yi/k/gAAABDW0odwoQ7iym2O4QDM4J4eWeJERK/Xy+VyUc8IQDRYoYDMWKGAtFiegMxYoQmV+ooyqivumQBbqn91MLrEssh2tycH2uwLLEKIu7t2WTs4WfwWZwAAAEy37CFc6IO4dlk7OLntL/UjAGAmTlACMmOFAjJjhQLSYnkCMmOFJlTqgzIA1qp/9dXZnMskwZuFuL7iumufaUu0AwAAAECgJQ/hhBC3J+EP4u7aZe3kdqkfAwAAAAAAAABLIygTEdtoVBpG3LMAJLPkNZbbE21is3z5vG2a7x+ZZvu8nPd+/+6M6ywAAABRWCUm4ytDM+8QTrTLHMIBAAAAAAAA2CxliWbP28u2DcsKNfLh4fX9vRBCiF6vZ5qmEEIIveM0i6vNwG3C/b//6dlqe4rMP/m7c/cx7xYs5PbkSUDF/vy5eXOcWWSzfLn99cVe0Cb9q4OxSE25/f5ib6m5AgAAQAix9CHc5JbTNunfnnw1VnWGQzgAk9zTI5yIAAAAAAAAkfso7glIwTYaly9rLTPueQDbZOKG4rDbfTu+Wbl9M/XKSeb4xhSerEy7fPIl11kAAACWtuwhnBD9q7p3y3J7WrAms3dx0xaeTE27fvV8b14KBwAAAAAAAAAiQuslYTcK2RIpGSBS/auD0bWPfNlXYn/mhmNXWPLn5pzcS+b463PP3tvfUrwfAABgOUsfwgkh+m9vxorEzD6G27tol0fP7m7e9hf4UQAAAAAAAACwitRXlDEq2VpEGRltN5r9AInXv/pq1BApf/71c/FV2DuT3z14rrCIci3EvcWZ41r5zL2m0/729mKPmjIAAACLWuEQTojbb8b6YX4593Bs7/l5vj3c5u7mbf+YmjLSsm1bCCtkm2K/bLaoqhFPCJij1+vlcrm4ZwEgGCsUkBkrFJAWy3N7DJvMCiEEfWa3BSs0oVIelLEbL1sBL2uaJkzTHHtFmNPyNJpWPzzd3+fsHzAwdo2l3L45zvSvQm/77jvPsxCXWIQQQux9WRZtkjIAAADLW+UQbqmDuMwXB/mzO5IyMrONytHL1tRPwuHoHafJR2VsUq/XE5ymBGTFCgVkxgoFpMXy3AbefEzgi4RmEosVmlzpbr1kXI5Xk9HqHctxHKfb7XatuuZ5/brrDFlWR9e8W5lCkJIBhm5PNO81ljmNk/zGCsrkd56G3OzpjqcxwHfv+gv9TAAAgNRb7RDO33cpXNg58/Tz0RO6L8nGqBSUbGnVlAwAAAAAAOmmKMEpmeWGAYhOqoMyxmtvORmtbnWrRTfvou4funEY89Ub2x2nqsVm1/HmaMzaUWP0fSDNbk/Kowr9i19jGff508wym909vFvlpwIAAKTNyodwy4Wdx7LOHMLJxG4USi0iMgAAAAAArCQw++I4o68w4wGsR5qDMvZDz/NMP62OF4VRd0b1kcx7fzt2tdrt6KPv1y6NaCf3QflIkq9ofy9sN+81lvy5uVpMZnmUlAEAAAgv6kO40GHnsZIyHMLJw24c1UjJAAAAAACwEl/qJTAcM/kKWRlgU9IclBmjPyv6X8rujorGtF5PBmGKTU9UJmgAkCr9qwPvNZavjzOr7jH81ZKxm5i5HxkAACCsSA7h+u++W+qHj5WUgSz8HYqF0PR6p2NZluUsoTnxSRtYr0FXeHrDA3JihQIyY4UC0mJ5JpI37xJYPMbLN4CsTKKwQpMrzUEZ6350+k/bzU5831tSRvQeAporFZ+RlAEG+ldfnblhleVjMuMF+G/e9kNtdftte/4gAAAA+ER0CLdc5yUfss6SGO9QLLS65XSb1WJRVVV12jaAZDhBCciMFQrIjBUKSIvlmWCzIzLLjYRkWKEJleagjFduJ+Ccn7ekzGTzJSFIygCPxq6xlNs3S1eTyXxx4E3KnH1zG2IjcjIAAABLiOwQDlvE16G4060SjwEAAAAAYBGrl4ShqAywfgRlZhgrKRPMm6UJLDoDpMDtiea9xnKxt8K+xpMyol0+mReVuT0pk5MBAABYVJSHcF6fP82EHZp5+nlEPxSR8RZeDepQDAAAAAAAQlq0SAxFZYANIigzy/wYjDdLE1x0Bth2Y0GV1a+xZI5rZe/zdvng5LY/ZXD/9uSAmAwAAMDCIj6Ew1YiJwMAAAAAAIDtlOagjNQxmA/Kx5J8bfK3RvL0rw4iv8ay9/zcW1RG3LXL2pODk6vbfn/0c/u3VycHB1q5PbgPOp8f2wQAAADTreMQDgAAAAAAAFF1TaL7ErBmaQ7KjMVgXr2Z1zcpMEsz3sAdSJn+1Vejgv35czOiayyZ45t22ffaXfusrGlPhjStfNa+G/7scvumRt1+AACAUNZ0CIft4L2fBAAAAAAALGu5Pkp0XwI2Jc1BGVF8pruPzdqlMTnCe5IwMEsz1sAdSBffNZavjzPR7XvvwmyXQxWJyZfbXN0BAAAIa52HcEIIIb571w89l3ffRfzDsTJ1/9D9ENx6HfAhGUiAXo97mgB5sUIBmbFCAWmxPAGZsUITKtVBmfGb5VqlQsOfhPGeJAxKyhivW6Mn2m428hkC0ro90dZ6jSWzd3EzLyyTL7fNm4u9jO8qS37nabRzAQAA2BLrPoRD8pGUQdINTlBymhKQEysUkBkrFJAWyxOQGSs0udIdlFGrp7rnqVnLKoVCxbBHeZjxpEztqGKMvmc3CiVPTkbkdtQ1zhWQyu1Jue0+Kbdv1nONJbN3cfP+vdk+L+fznsRMPp8vn7dN8/0gJCOEEO8e7gL3AAAAANe6DuGe7oSqBDgbWWdZeD8mt0oVojIAAAAAAIQXVe8kejABa/ZR3BOIWfFFXWvVPO2TTLNVyvbqVrc6SL2o+4dazRwOMFulbEvT9JzotUxf0yX9WXEzcwbid/tt2/OsXX7Snjp0wt2Z9uRs9DR/bs65RpPZO77YO565z/Gy/Z8/nbk/AACAdFrbIVzm6edCDGPLdw/vhMiIMMayzhzCyaPYtOq97OBzcqtU2HU/HgMAAAAAgJAUZZmwi6KsYSoAAqS7oowQQq1e1zX/i97aML6qM0II02xNpGSEVn9BTgaIy9hFFu5GBgAA2KyxkjLfveuH22o86wyZqNWuNfyg/Fh5teEtvQoAAAAAAAAkWdoryojBKcCdylGp5WZftN2sd4D3droptPp1xLfYfRAfR7o/YJuN3x3N3cgAAACbtVxJGbLOkrJtw7KE2Dnt1F+/rLVMIYRptsxSq/Y4QNMmbjaZLnfabXJTCTYpl8v1er1cLhf3RAAEYIUCMmOFAtJieSbYokVlKCeTQKzQ5CIoI4QQarHZtV4Yl0cvW6YptMN9X+hFrXYtUZiSldH0znWzSCVqIDbjOZnyl3uxzQQAACCdnu7kR0mZ9re3F3vzj8jGjuHyB19k1jIzLM66LJVaswaYExVWZ+A8EWLACUpAZqxQQGasUEBaLM+EcZxVIy9L9GxCfFihCUVQZkhVi81usSls2xYBqRe12nX2jcbly1du2yVN03Kn1y+KKiEZpM7exfv3F+GH968OtLPhlZP8uXlznJk69vbkSdm9ZjJn7OMW5GQAAABCWOMhXOaLg/zZ3XDwd+/6Ym/64AFqAgIAAAAAgG0XvqgM5WSAzfpJ3BOQjqpODb6oxWqz23WGut1uk5QMELGnO/nRk7ubt/054/tXdXIyAAAAMct8cTA6iLs7++Z23gZknQEAAAAAwLbyhmMUZU4IxjeAcjLARlBRBoBUxm9Hvrt52z+ecfNy/+or9z5nIUT+/DnXWAAAAGIwfhDXLp98+f5i+oHZ7UnZ23eJYzipZHd1XY9sb7vZyHYFAAAAAEBy+BowuY99GZrJrQBsRMqDMnajkK2ZQtPrpy+qRYrDABLwJWXOtJOn5kVQ7f7+7dVXZW9MRpRrc/s0AQAAYC0yx7Xy2Sj+0i4/Ee3Ao7j+7YlWHisnwzGcXNRqsxn3HAAAAAAASD5fVmZgRnUZUjLABqW79ZJxWTOFEMJs1UpZpWLEPR+PD8rHknzF/ZdA+mSOa2Xv83ZZOzi5uu333Vf6/durkwNtPCUjyu0Zdy0DAABgzfaen+e9zyeO4oYHcd6UDMdwAAAAAABgazlOqPhLyGEAopPmijJ242XLfaLVrWYxxskAGNm7aJfb3isod+2zcvts1ib5c5NLLAAAALHKHN+0H54sdBRHTAZA9Hq9Xi6Xi3sWAIKxQgGZsUIBabE8E88NwXjLyZCM2Ras0IRKc0UZ6950H2uH+zReAuSxd2G2y/OHDeTLbfOGgv0AAADxW+QoLl9uE3UGELVer+f+F4BsWKGAzFihgLRYnltlUDmG+jFbhBWaXGkOynjldsjJAFLJ7F28N8/L+dmj8uXztnlzsZfZyJwAAAAwT2bv4r3Znn8Ux0EcAAAAAAAAgHikufVSdlcT4rGoTO/BFkWyMoBcMscXN8fP+7dvv6nffHd3d+d+I5/Pf35Qe/7FXiYT3+wAAAAQLLN3cfOeo7gtYxvGm4fX9/fj90jlcjmxu/tsZ7/IB2oAAAAAAAAkheKkuLKT3Shka8P2S3rHaRZjnY4QQijD1nTdf9iIdyauwr+suo/T/G4BAAAAgPSxjcbly1rLnD9S0/TT6yaBGUTDPT2y6IkIN8tFh3hAQqxQQGasUEBaLE9AZqzQ5Ep16yW1el3Xhk9apULFsOOcDgAAAAAAsrCNRkHJlkKlZIQQptkqZRU+WCNmg1OTnKAE5MQKBWTGCgWkxfIEZMYKTa5UV5QRQvjKygihafrh6Yv9rKrGchuce8vU//qvfRPHzw/w7/2/z93HqX+3AAAAAEAq+D4qL0SrW90qlWWwkqUrygAAAAAAAMyV+qCMbdtCWG+OSlPOAGqaFvh6kNxpd9XuTQRlAAAAAAAxMypKqRX0DU3TRndJ9Xo9YZqBn6XlaG6MBCMoAwAAAAAA1uejuCcQL6OSDT7555py0i8QJZUAAAAAAAlnNwr+D8qaXj99US1OqRJjG43Ll+Mdmlqlwi5lZQAAAAAAACCln8Q9AQAAAAAAIAvjcrzgqt6xnG5zakpGCKEWq82uY3V074tm7dJY0wwBAAAAAACAVRCUAQAAAAAAQggh7MZLbzUZveM0Z0RkvNRi0xnLyrReNuxI5wYAAAAAAABEIeWtl7K7uq7PHxbSbjayXQEAAAAAsGn2m1eecjJ6p1lcaPNis6O33L5N5qs3dpX2SwAAAAAAAJBMyoMyarXZjHsOwT6Ij+OeAgAAAAAgXaz7UU5Gq79YLCYjhBDFF3WtNezdZN5bQhCUwab1er1cLhf3LAAEY4UCMmOFAtJieQIyY4UmFK2XAAAAAACAEMJ+6LmPtcP9ZTIu6v6h5j7pPdB8CRvW6/Xc/wKQDSsUkBkrFJAWyzMBFCXuGSA2rNDkIigDAAAAAADEeEGZ3M5ytWDUndFdVOa9tfKcAAAAAACQ1yAlQ1YGSBqCMgAAAAAAAAAAAAAALIJ8DJBYBGUAAAAAAIDPsm2TvO2bAAAAAADYVt6UjOPENw8AyyAoAwAAAAAAhBDZXc19vGzbJG/7Jm03u/KcgIXkcjn3vwBkwwoFZMYKBaTF8kwAUjIpxgpNLoIyAAAAAABACKHueE7stF4bS+zCeN0aPcntqCvPCVgUJygBmbFCAZmxQgFpsTxlRNMlDLFCE4qgjKQ+KB9J8hX3XwIAAAAAsCHFZ/roSatUWTQqY1RKnpyM/qwYyawAAAAAAJAITZeA5CMoAwAAAAAAhBC+pIxolQoNO/S2dqPgjcmQkwEAAAAAbDdSMkBiEZQBAAAAAAADxRd1zfPUrGULlYYxLy1jG41KIVszPS9p9RfkZAAAAAAA24amS8BWUBySbjJRhv/b+j//2X8T70xc/8Ef/nP3Me8WAAAAANh2dsOXeRFCCE3TDw+f7exns95XLevNw+tXr1rmxPC61a2q650ntpl7eoQTEQAAAADk4gZl+LQCJBlBGbkQlMF2+Osnf+N75Rfvfx7DPAAAAAAsw6goY12UFqR3nCblZLAKgjIAAAAAZOQtJ8OnFSDJaL0EYBMmozMAAAAAZFVsOh1dmz8ugEZKBjHr9XpxTwHAVKxQQGasUEBaLE9ZkJJBEFZoQhGUkdQH8bEkX3H/JZA8q2RifvvZj4Ov6KYDAACAKP3m0z8OvhbdUFE4hZQsxWbX6tQXSstoer1jdUnJIE6DE5ScpgTkxAoFZMYKBaTF8pQRKRkMsUKTi6AMgCitmJIJfAwAAABJePMxC2VlBikZsjJJoxarza5jWZ26rs0KzGiaXu9YltNtVovqxmYHAAAAAMDGeMvJAEi+j+KeAIDtMTsl89dP/uYX738+7buTyZjffvbjr77/JIp5AQAAIAKTyZjffPrHX//w07kbevMxiuI4DqeWkkVVi9VmsdoUQgjbtoUQlmUJkc1mhRCqSjIGAAAAALDlaLoEbB0qyiAWtm00KoWCMlQoVBqGbUey09FelcJgv+ubzlp+j6RapZYMAAAA0oO6MkmmqqqqqsVisVgcPIx7QgAAAAAAbA4pGWBbKE6q17NtGCJblOjUnjIMJP5Pf9aOdyau//APZfdxNO8W26gclVpm0Lc0vXPdXKpUt90oZGuB+3zcb7dZnLZl5ag2bTr162Z12nSW3nArhU/JTCsqE9hriYoyAAAA8gjstTS3osy0WAx1ZQDM4J4eWeJERK/Xy+VyUc8IQDRYoYDMWKGAtFieMaOcDGZihSZUyivKWK9L2ayipLkKyMYZleyUlIwQwmyVshVj4X3OTskM9qsE7tduFLJTwi5CCLNVyxYage+MpTcEAAAAAADrwwlKQGasUEBmrFBAWizPOJGSwTys0IRKeVDmkdmqDQIzhQqBmfUyKqXW40NNr3csZ8Dq1LXhkFZpwaiMURmlZDS9Yw136jhWp67P2q93y7FNPRuatYDoztIbbimaLgEAAGBRNGACAAAAAACJQUoG2C4pb71kVBQ3t+Ghafrh6YvqUi2AVuPWFv4f//X/fuM/PNh/9P/8J+7jVd8tnsovesfx90Ia/WtodasbunHRaDO9YwX0bfL80PH9euvQBG06dbZLb7idlkjJTHZfou8SAABAIizafWluGoYGTHEwKoWXvcfHuVN/l1rvd1c3uX8glFVaLwEAAABANCgnA2yvj+KegJRMs2WWWjUhNL0eT2BmO9lvXrnxkoBzpcVmR2+VWkII89UbuxoyKWO8fow6afUXgf9SavVUrw2iNOa9JcRwzGg2Qu8EBGyEWr2uvxokXlqvjWaxuOqG24haMgAAAAjDcRQ3NON9rCgOWZkYmObwM01QceDRd1dH8WEAAAAAQPKRkgG2TspbLxWbj81ytODvm61aKasoSqHSoCfTyjw5mWfB2ZHiM33wwHz1JuSf2354vNdRO9yflqxxdyt6D6PdWvePs9HqL6ZEWdT9w8d3Ruv1qIvS0htuHVIyAAAAmGFGORnCMQAAAAAAQGoK5y6AbZbyoIwQQqjFarPbdRzL6tT1WYGZrKIUChUCM0sbBUx2s1OGLJ6UUatdx3Ecxwnfq2nATdiI3M7ULdWd4f2Po4jN0htumVVSMiRsAAAAUmV2LGZueyYAAAAAAICNoukSsO1oveRS1WK1Waw2hW00Ll/WWkG1pk2zVcq2hNA0/ZCeTAsKFTDJ7mpCmMLXJWkTP3mOpecT5S8CAAAAJMXc+AsNmOKT3dX1YdXNybsYvN9d3dS7JID16fV6uRxtvwBJsUIBmbFCAWmxPONESgbzsEITiqDMpLHAzKtWUHd202yZpVaNwMwiQhSUWY9RyyfvT1Z3coNIjug92GLKP+EoYjOy9IYAAABACk0mYNxYDFmZmKjVZnPZ7wKy6/V6gtOUgKxYoYDMWKGAtFieMaDpEkJjhSYXrZemC9GTyTRbtVJWUZRCpRFtT6YPyseSfEX4Sz2aVdZlDS2LjMvaY05GP/W2Z8ruPv6jTm/zNIrYeOez9IbwoPsSAABAEv36h59OvvibT/8YZtvAHAzhGAAAAAAAIBGaLgHpQFBmPlUtVptdx3GmB2aE2aqVstnHwMxmp5cUMdVYMSql1uCRVn9R9H5H3T8cBl5qR42AfzW7cVQLasC19IYAAABAOsztu+TlVpdZ23QAAAAAAAAWREoG2GoEZRYwDMw4Vqde17WgzMxjhRnyMnKwG4VRTOa66itko1ZP9ceHZi079m9m20alkJ2Wdll6QwT77Wc/Tr74q+8/2fxMAAAAEK2Q8RdSMlvItm3DiLbwKgAAAAAA60XTJSA1CMosQ83u7+zmxJTqMmKYlykUKsRl4mM3RokVvdP1x2SEEKLY7AwTL8OM00A2W2qZQgitXtcnN1thwy3yi/c/n/sKAAAA0okiMUlmVAquirHEDuxGQVGUbDZbKpWOprWrBdZl0BWe3vCAnFihgMxYoYC0WJ6bQ9MlLI4VmlwEZRZhG41KYXDKr1RrmfPKhphmq5QtVIKa86SQurPB/4EYq+uid5xmccrAYtPqTOmnpel1q1vdGT7N7YwlbZbecJv84v3PvV9xTwcAAAASISWTYKZrqc29n/3MeyuqWQGhcYISkBkrFJAZKxSQFstz00jJYBGs0IQiKBOCbRuNSkFRlOnxGE3TO5ZldSYbMpmtWrZAVsar9zD9z2E/9B4fLZ8vsRuFx7ouQmizUjJCCCHUYrPr+5fTNL3esbrNquqZT3QbphHlZwAAAAAAAAAAACApmi4BKfNR3BOQmW00Ll++mlk5RtP00+sXRfUx06E2u8WmsG3j8miY1BBCCLN21NgP7P2TJtldTYjQdyRqu9llfohtVLKl1nAfdSvcX11Vi81usRnwHevenDWfpTfcSn/95G8CXx9kYkjGAAAAbIdf//DT33z6R9+Lv/n0j7/+4afhd6IoDiVntpbxujV/EAAAAAAAUqKcDJAOBGUC2Ebj8mWtNSvT4QvIjFPVYrPrvGiMmv8Is3ZpVGdXNhn3QXwcfnAyqDu5QVDGvLeEmJJfcfMly7A9f3JN71w3i6tmk5YucBNFZRwAAABgyziOoiicb5KBbVQuXwd/q+cpjtl7WalMGTZNr+f9LJ2iGwcAAAAAAIlFORkgfQjKjNi2cXn0cmYBmdkBmXFq9br+ahSV6T3YYuXcRrK5JWVar41mMTA15N56qB3uL/jHMioFt4pPuFIyRkUZFJ+ZOtx+8+pxj/qzYgQbAgAAAIAM1Oxur1Wbe5uCac7+hDwXNw4AAAAAACTnTclQTgZIjZ/EPQEJ2EajUigoSjZbmnoOUNP0esdynG63GSolI4QQQt0/1Nwn5r21+lSTbfT3aL02AkeMSnQvWsCl4aZkNL0TsuFSdvdxOuarN3bgdC5rgXGXpTdEgN9+9uPki7/6/pPNzwQAAABID7V6XdfmD1sRH4gAAAAAAIlBSgZIk5QHZYyKoijZUi1MQKa6eD0YdSe36gy3iicpU6oYExETo1Ia1pOpv1jkdKpRGVbu0fRON3TDpdF0zNrlZHJnNB3/2d2lN4T47Wc/Dr7inggAAADW5Tef/nHwFfdEMJtaPdXX+gM0vbNI/2EgMj1vAzEAkmGFAjJjhQLSYnmuEU2XsDJWaEKlPCgz1WoBmcA90pp97Exsq5QtjMIyttEoKKN4yWmoijCPRrkUvdNd6Dzs2HQ8sxG2UfFOZ+Ls7tIbppw3H0NWBgAAYCt58zFkZWRXbHYij8pomqZpmq7XO9ZiH8+AiAxOUHKaEpATKxSQGSsUkBbLc41ouoSVsUKTi6CMT6QBGfthuCY07XCf1uxi/Eys2SpllYFsqebW9AmOlxiVx6FKoeGtRWM3Xg5zKaJVUuapjBeAKb5wq417ZqNkh32cpt4EufSGW+uvn/xN4Ou/eP/zwYPJZMzcrAzlZwAAACThKxLz6x9+Om3M5ItrnxxWUGw6E7zhGb0z+f3Zut1uOd4CIgAAIABJREFUt9ttRnXHCQAAAAAA60dKBkgfgjKPHgMyTmQVZIQQQuxfW9bjycJFaqQIIRzlY0m+IvtjPCo2rY6uTfmmpnesheIl9ptXU7pmhaNWu1Z92myEVp96E+TSGyIkys8AAABIYk1FYhSFk1AAAAAAACAmNF0C0i31QZn1BGQeqaqqchfdBLXY7FpWp65ro6CJpml6x7K6zQX/Faz7lXIyQgihVrtO8Gyc2fGmpTfEXEuUnwEAAMA6RF4kxnE4DwUAAAAAAGJF0yUg9RSHxS8TZfi/y51/9G28M3GV/sWX7mPeLZhmbuslsXLY5Vfff7LK5gAAAFjCirGYwCZNbi0ZQjOSsu1hu1tu/UBs3NMjS5yI6PV6uVwu6hkBiAYrFJAZKxSQFsszem5QhkufWBkrNKFSXlHGbhQURVEKlYZhzx8NAAAAAMCWU11xzwRYCicoAZmxQgGZsUIBabE8I0bTJUSKFZpQ6Q7KGJc1UwghzFatlFUqRtzzAbbaKiVhKCcDAAAQi8CSMAAAAAAAAIlHORkgxdIclLEbL1vuE61uNYsxTgZIsDB9lwAAAJA2hGwAAAAAAIBcKCcDQAghxEdxTyBG1r3pPtYO9ykqDUiKcjIAAAAx+vUPP/3Np3+MexaIkFEpvOw9Ps6ddn33jHi/u7rJ/QMAAAAAEBNvSoZyMkC6pTko45XbkSwn80H5OO4pANH71fef/PazHxfdZE2TAQAAQEhLZGXClJNRFMdxuJErDqY5vG0kqIv26Luro0s3AAAAAEA+pGSA1Etz66XsruY+7j3YMc4EQDBSMgAAAJKIsI8S4RgAAAAAALBpNF0C4JHmoIy6f+gmZczapRHnXIDUIPsCAACQUBFmZQBgfXq96LqHAYgaKxSQGSsUkBbLMwI0XcLasEITKtWtl9Tqdf1VtjYoKt0qFUTnulmUrAUTkF5EagAAAGQTsgcTkRq5ZXd1XX98vJud9d3VTe4fWK/BCcper5fL0fkLkA4rFJAZKxSQFsszYqRkEClWaHKlOigjhFrtWqLwmJUxW6VsS9P0w9MX+1lVJTEDhPHXT/4m8PVfvP/5tE1+9f0nv/3sx9m7JSUDAAAArIdabTaX/S4AAAAAAAnkOEJRSMkAcKU8KCOELfavrZ03R6XHwjKm2TJLrZr7fU3Tpm06IXfabRYjnyEgt1+8//m0rMzSSMkAAABIK2RRmdkcR1EUx3HoDo6tZdvG5dHLnmmajy883pZTXONdOXZjeCOQ3nE4PQEAAAAAY0jJAPBIeVDGqGRLrZkjRie15ouyntKHtP/TAAAAAJDU7KxMyL5LpGSwvYxKodTyn0sY3paj1a1udR1hGbtxVAt/AgMAAAAAACDFfhL3BAAk3mSXpRl9lwZm1IyhnAwAAID8QqZhgPQxKspkSsbDrGWVihH5jyUmMzToCk9veEBOrFBAZqxQQFosT0BmrNDkomwJgAjMTcaEREoGAAAgKSLpwQRsF7tRmFO2VgghRKtU2I20roxRyRKTGeEEJSAzViggM1YoIC2WJyAzVmhCpTwok93VdT2yve1mI9sVsP1+9f0nv/3sR98rcU0GAAAAS5jMylBpJlVs27g8etlzOxZrmn56/aKorqOvUDIYl964iqZ3Rn8O22hcvqy5pWbM2qVRbRYj+rGVMOkcAAAAAAAAPFIcx4l7DhhRFGXw4Obf+F/inYnr4J//++5j3i2InJuVISUDAACQUG5WhpTMlrFt483ly1ctcRhU/MSoFKZ0GNLqkRZLSQ67URjVddE7VrPo/yuMjYjo7zS2zyG940SVwomLe3qEExEAAAAAACByKa8oAyBm5GMAAACSjnzMNrIblSO3/EnOEkL1fXtaSkYIYdayyn3ygxoLs9+8cv8kemcyJSOEUKvdzr3yWP7FfPXGrq6alLEbR48pGa3eOXxVogETAAAAAADAfD+JewIAAAAAAEAedqOQrXlyML0H2/f9o3l5jFap0LBnD9k2npyMVn8xNSVUfFHXHh+ar96s+DfyxmSuq3SDBgAAAAAACIegjKQ+KB9L8hX3XwIAAAAAsDmTMRhfoMNbOUUIIYSm6fVOp65rmnej2qWxvknKx/tXye3MqBOj7h9GlJQxKllPTCaNza4AAAAAAACWQ1AGAAAAAAAMGJf+ajGafrgzY4De6Xab1WKx2ux2rbonK9N6maaiMtb9qO/Ss5ldp9Sd3PCheW8t/QONymMLJ6F3usRkxvR6vbinAGAqViggM1YoIC2WJyAzVmhCEZSJiG00Ko1U3S4HAAAAANg2xuuW55mmdyyn26wW1SkDfF2G1Gq3o7vPVm8tlEja7pweSNldbfaAELwxmebMXE7qDE5QcpoSkBMrFJAZKxSQFssTkBkrNLk+insCUrFtwwp3O9fDw+v7eyGEEL1ezzQHN47pnebapgYAAAAAwJqNxWC0+nWz6CtVYj+MnfrRT/21TIrPdNF63Il5bwmRjlonvr9LWL0HW/j/xCF+WKNATAYAAABAiinK6LHjxDcPAAlGUEYIIWyjcfmy1jLnjwQAAAAAYEuNxT0mQzBC2G9eeT85BxVPye5qQjwOWi4HknC5nTm/sbqTc/9CS7AbR4/Nr7S6JUFMRvGeoY7U73//ezG8LS+XywWO8d60xxjGMEb+MdPIPGfGMCZtY6aRec6MYUwaxnhHyjCf2Mb87GcBIxSl9/vfyztnxjBmhTE/+9njGF8eTLY5JxStl4TdKGRLpGQAAAAAACln3Y8+GgeFYPw5mcP9yUyIujM6a2LehyvaitC8MZnrySTTpq0vJeMTeAHP9yJjGMMY+ccEknzOjGFM2sYEknzOjGHM1o+Zvcnm5xPnGE8gZtqL0s2ZMekYM3uTpX/W73//+FRRRl+S/+4JkvqgjFHJ1iLKyGi70exHCCHEB+VjSb4i/KUAAAAAAAkRUBjFl5OZXzsFERudwpAiJiOEs6ki54F3rfleHDz1/nfamDD7YQxjGLO+MbM3lHPOjGEMYxjDGMYwRoox3ooyjjP4ChgzEeiX/fdiTJLHDJ5G8rMUZVRCZsD3NPDF2P8+yaVs7KSGlOxGISgno2maMM2x++Q0YU7L02ha/fB0f7+oRnCOyr0Z63/4N/+31fcWif/4//533cfpfrcAAAAAwHYzKkqp9fhY7zj+vj7ebwePCLGT7eQ5uzD/dx79hbS61Q2fd5mz3UJzkJ57eoQTEQAAAECq+VIvMz4ghB8JyCewYKv3XTw5gPf4itJdUca4HE/JaPWO5TiO0+12u1Zd87x+3XWGLKuja96tTCGiSckAAAAAACAr43XL+1R/FhjFsB9GdXiD2jdhSUZlmD/SOwukawAAAAAgsbzRgEEJmRl8AzbVKBZY3WTKa/L9PvkK7/EVpTooM36ST6tb3WrRPdek7h+6cRjz1RvbHaeqxWbX8eZozNpRY/R9AAAAAACSKLs7+qTbe/B9zvUmYMTUEIy/PVP6TPzh/Hx/yFDsRmEUk0l6sRgAAAAAWFD40hkU2UDSkAeLS5qDMuPnpvRT3w1Z6s6oyZZ5b/k2Vqvdjj76fu3SWMMMAQAAAADYmLHPwd47RsREAkY73A8qajJWuHXKmG3k/cstILcT7g/k/eO3SkowT2dpz5gCN/YAAAAASKTVIwCECJAo5ME2LM1BmTEBNaO9t9K1Xk8GYYpNT1QmaAAAAAAAAAlSfOa9I8RTPNVuHNXm5mQ8ZU+EEOFjINtgdAZh8k4bH+s+5TV3AAAAAGARi4YCCBEgOciDxSjNQRnvuamgmtFjN4QF1k72nkIkKQMAAAAASDjvx1xh1rJKoVCpVAreaiVCTNZktW2jUSmMD9LqL1LUIshzBmFO7yVPddsp7asAAAAAAECqkAfbvDQHZbwC73PzlpQJviVsfUmZD+JjSb4i/KUAAAAAAHIrvqhr3uem2Wq1fBVQfBEYu1HIZks136iJ/sZbzlNSxte0apyni1KKWlNtVq/Xmz8IQExYoYDMWKGAtNK4PKOqkkG1DaxfGlfoViAoM0OIHuPeLM2cm8YAAAAAAJCdWu162gwH0OrX4xGYoM/OeqeZonIyQgih7h+6SZna5dQbaYzL2hI5GbXadeayRhEnveO+2k1XXml4gpLTlICcWKGAzFihgLTSvjyXq5tBtQ1syiorlDxYvAjKzDI/BuM9Hzi3DzkAAAAAANIrNh2rrmtB39Lq1mTywvvZeTDGSVtMRowlZUSrVGgEnEOwG4VSa/iEejIAAAAAAIA8WEzSHJQhBgMAAAAAQAC12uxaVqeu69ojvd6xrOD6JG5ERNP0zpQxKeBNygizli1UGoZ7qsE2GpVCtjZqT5W21lQAAAAAAADy+CjuCcRI3ckJ8XiSynz1xq7OPknVe7BF0T/CfkhrpTMAAAAAwFZT1WK1WayGGbl/3dlXJz4xp41ava6/GoVhzFat1KoFD9XqL4Jq7tiNUZgmsHgPAAAAAKSC40TTToaaGwCmSHNFGVF8Nuq7HtxC3Ft0xnz1ZrLqjHVvTrwGAAAAAECaqKRkhBBCqNVuR58/TO8QgVmbXC7n/heAbFihgMxYoYC00r48l4vLRBKyAUJYZYVGleMiD7acNFeUeczBDJMurVJh13+7lrp/qNXM6VVnjNet0RNtNxvd1D4oH0e3M2Ax/asD7exuwY3y5+bNcSbM3vu3b7+p33x3dzf6Efl8/vOD2vMv9jJh9gAAAICYreWQrn979fbbm7GdcpiI5Ck2rY44KrWm3VWj6Z1uM6iaDCKT3ksIQBKwQgGZsUIBabE8AZmtvkIVZZmwC3mwFaW6ooxQq6feW73MWlYpFCqGPaoc42sxflQZNRgXdqNQ8uRkRG6HG8KwHd49LJqSCal/e3LwRNPKZ23vJRUhxN3dXfusrGlPDk5u++v52QAAAIhC//Zq/iHd1YLHdP3bk4MnT7TymX+no31ynIjkUIvNrmNZHV3TRicUhKZpeseyHFIyAAAAALCQReMAxAcAhKA4Ka/F420A7vJ2Ap8coGl6TvRapm8rveOsfrpLGf5v96t//H+uuq+IHP6zf9t9nPZ3S1osVVBmbkWZ/u3JV+V2mN3my+2vL/Zm7AoAAADxWOBAMfQxXfjDRJEvn399EaqIIYCkc0+PcCICAAAASC838rLQ54LltgLi4I11Lfc2X3RDuFIflAmMyoxnXoyKMlY5JpA3W7MCgjKI33I5mTlBmduTJ+X2Ansrt99f7C08BwAAAKzP4oeJ84/pFt9n6IafiIxt20JYlrXUxtlsUaX2KpZAUAYAAADAMlkA4gNIGvJgcfko7gnET612rZ2Kt4G4tpv1Dig2rXpvsuyMl1a/jiAlA0hhrPFSNIGV2xNfSiZfPq89/2IvkxFCCNHv3779pn7mvY+4XT75kqgMAACAPG5P/ImW8UO64GO6g53ZYerJlMy8A8W7M+3kKQeKG2EblaOXE7VUF6R3nCYflgEAAAAAy3CcURxg8GBGKMDXcYn4AJJGUZbJg2FpP4l7AlJQi83uoH+4EEJoh/u+83hqtWvVtaAthRCa3omkmAwgh/6770ZP8jtPV9+jLyaTPzff31wcu5dUhMhk9o4vbsx2Oe8Z1i6f3K7+swEAABCF/lV9LPicL7fN8UO6x2O69+PHdHdn30w9pgsIU7eDDxTfm+ccKG6YUSko2dKqKRkAAAAAAFbjCw4oyuPX5IsztgIk5n23Tr6XfXwDeKevgqDMkKoWm92u41jWtT8nI4QQarXrWJ36Y5ZGCCGEpml6x7K6zSIpGWwRb0GZ/MEXmVX357uoUm5Pu6c4s3dx0y57XmjXr/qr/nQAAABE4Pabscov5fbNxV4meOjEMd23U0Itt9+Ox2Rm7TRzfDOWlSEqs152o+ApuQokTq/Xi3sKAKZihQIyY4UC0kr78gzMAriJmclYAdkBbNbqK5Q8WCwIyvip6tQG6mqx2ux2naFut9tcW7f1D8rHknyt5/eDtMYuWHz+NLPq/vpvb8Y6Oc2ukr934b2scnfztr/qzwcAAMDKxjMt+fPnsxsf7T0fC7UEJmV8aer8uTmnm1Lm+Ov5e0UU7MbRzM7DgNwGJyjTfiEBkBUrFJAZKxSQFstTCCEcJ1QoIOQwIDpRrVDyYJtHUAaAR9SNl8ZvPi5/Ofvyh/BdViEpAwAAIIGxQ8QwRQczTz/3PPvuXX9yiLeMoRDl2pSig2N7Pa55MtUkZdbFuPTHZDS93ulYlmU5S2gW4/k1AAAAAABbZ5CD8QUE3BcJDiDhyINtGEEZAB4RN14av6gSIicjROaLA5IyAAAAMskc35hmu31eLufzkTTnXOowUQix9yVJmbUzXre8T7W65XSb1WJxRu1VAAAAAAA2inAMthd5sI0hKANgZOyKxeqNl3x9l8JdABm7AZmkDAAAgAwymb2944uLm5v3NyFqv4wLOqocKygTvo7h0x1P96XASjVYkf3gLRWsd7pV4jEAAAAAAAChBLZJWg7hmHUjKAPANRZsiaDx0nIXQMauf9w9vFt1FgAAANis22/boyfzjwKXzGdzoLgO1r2n75L+jL5JSJ5cLuf+F4BsWKGAzFihgLRYnoDM3BXqjchElZXBWn0U9wQkY9u2EJZlLbVxNlukGDUSLajxUr9/+/ab+s13d3fu9/L5/OcHtedf7GUyC+w89AWQzNPPhXB/2Hfv+mJvkZ8DAACAWPWv6t6cTCStmgJxoLhm5GSQVFxCAGTGCgVkxgoFpMXyBGT2s5/5Vyg1YBKBoMyAbVSOXrZMc/7IGfSO04wqKPNBfBzRnoDQfI2XxO3VSf2sfTcx7u7u7u6u3D4T+fJ57fnx1KsTY/tbwNOdvCcpAwAAgMTo3558VfYcQObPv57fqil84GWsYOGgpEyo7QAAAAAAAIBoBVaOISWTFLReEsKoFJRsadWUDJB8Yxce2mWtHJSS8bprn5W1g6t+mP0t28mJkvoAAAAJ0O/fXp0cPNG8KRlRbk+LyYw327x52w/1Q8ZaOmEtsrta3FMAAAAAAACQm7fRkstxSMkkSeqDMnajUGoRkQHE0gVg7s60Jye3UU8GAAAA8utfHTwZ0Pwh63y5bV5MrROT+eLAm5Q5+ybM4SQ5mQ1Q9w/dpEzrtRHnVAAAAAAAACRERGY7pDwoYzeOaqRkACGEEP23N5P1Y/L58nnbNN+7TNNsn5fzvmHt8vS6Mo8+f5oJO5PM08/DDgUAAECMxlshufLl8/bX01MyQviTMqJdnpu8vj0pk5PZAJIyAAAAAAAA0/hSMkRkkivdQRnj0h+T0fR6p2NZluUsoVmM59cAIuG/zJEvt833NzcXx3uZzOjVTCazd3xx895sj6dl7s6+mheVAQAAwHaZVpHwrn1W1p4cHJzc9qdumzmulb3P2+UZw/u3JwfEZDZErZ7qw8etUoWoDAAAAAAAwJAbiyEik3SpDsoYr1vep1rdcrrNarGoqqoa15yA2OxdvDfN9vl5OZ8XIn9u3sy8CTizd3FjnnuzMiEr5gMAAGCL5PPlkfx4kvquXdYOpleK2Xt+Pj6+XdaeHJxc3fb77mv9/u3VycGBVn5s65TP+0sbInrFplUfVpVplQoNO9bZAIvr9XpxTwHAVKxQQGasUEBaW748J9vYANFRlNFXVHwRmS1fodtLcdKbdLIbheyooozekaEijDJco7/78/8r3pm4fvm3/5b7OMXvFgTrXx1oZ6NCNOX2+4u90XdvT56Mbvz1fW+mpTcEAABAzPq3V1+Vz8ZKFc44nhs77pur3H7/5bccKG7G2OdlTdMPT1/sF7mlBJvjnh5Z9ESEe4Iyl8tFPCcAK2OFAjJjhQLS2vLl6YYXuASJSM2NxUT1jtvyFbrVPop7AjGy7j19l/Rn8adkvD4oaf6nQWJkjmvls9Gliva3txd7U65VfPeuL2aVqPGYVsMfAAAA0svsHd+8/2IsTt0un3w5JdGyd2G2xVfDejGz5Mvtry/2xO23Ec4VgWzbsCwhdk479dcvay1TCGGaLbPUqj0O0DRt1vbjcqddCW5JAQAAAABIiFoyWIOQb6vBMAJaaUYaY0C2nAyQFHtflkXbTcoskIYBAADA1soc37QfPKVf2vWr53vHmcChexc35pcnM8Myg5BMRvgS1fmdp1FNGB7WZanUmjXANM1Z3x7H3VQAAAAAgCDeOANpBUQkMCXjfX/5BigK7770+kncEwCQbE938qMndw/vpn1rWVz/AAAASKK95+dTDxP9MnsXN+/fm+3zcj7v2Sifz5fP26b5/uZimMV+9zC/9gwAAAAAAJAbKRmsgS8E4ziPX5MvztgK6ZHmoEx2d4F60QAWlnn6+ejJ7IsjY8auf3z+NBPhlAAAALAhmS8OPKGX9re3czfYO764ubl577q5ubk43stkRkPGW3RyoAhg0qArPL3hATmxQgGZsUIBaW358iQlg4j4wlez31m+AatkZbZ8hW61NLdeUvcPtdpjzejWa6NZpPsSEK2nO3khhqGX0G2Zxq9/AAAAIJkyTz8fHQtGYyxQTeXBNcnu6roe2d52s5HtCgiLE5SAzFihgMxYoYC0tm15UsED6xQ+fOU40bwZt22FpkaagzIkZYAIzLpaMXZx5O7hnRCZFfcIAACAGPT7t+/efvvtzXdtcWDeHGdimsbtt23PMwrKrIlabTbjngMAAAAAYEvRdAlrsHreRVF4P6ZOmlsvCaFWT90b5VqlihHnXHw+KB9L8hX3XwIbcnvyZOTgqh92u9nl75/uLFZvXwjf9Y/8wReZqSMBAACwAbcnTzStXD5rt+/uxN3N237I7SKvEziekyl/uRft7gEAAAAAwFqRksGaLfq24m2YZukOyghRbFp17fFxq1Ro2LHOBojPWKQl/PWP/tsbT/mXiasVmS8OPLv97l2IvXKfMAAAgFzGDhTDHymOHyhO1AlcPKdNTgYAAAAAgOQiJQNAJmkPygihVrtuVsasZZVCodIwbAIzSJvxSEvY6x+335zNysn4dnt39s3cmjJc/wAAAJDM+IFi2CPF8QPFyTqBi+a0+1d1jhMBAAAAAEg+UjKI1Op9l6LdD5JCcVL9P0a2bViWEEKIh9cvay1zYoCmaROvTZU77TaLq01IGS7B/+6zf7HaniLzn37/j9zH6X63bL3+1YHmuZqRPzdvjjMLbCDK7fcXk9crfKOCBw3dnjwpjy6AzJ8CAAAANsB/3Df3MK1/e6KVvf00AzYY3+mcXS58qAog4dzTI5yIAAAAALYB5WSwNu6ba+l31up7QBKlPChjVJRSK7K96R2HoAySbDymMvMCRP/25Kty23O1ZEYCxr/bctu82Jvcrf9yypxMDQAAADbHf0Q380jRF6uZNnYydh14lCj6t1dflc/CHXlCKrbRuHzYaVZX/JiMdFolKNPr9XK5XNQzAhANViggM1YoIK3EL09SMlin2IMyiV+haUVQhqDMHARl0mTiooYQ+Xy59vXzp5lM5nFI//btN/Wz9vio2RcrJnebL5/Xnn+x97jTwH1y+QMAAEAmE1EZ/zGd6Pf77775qt6+8x1PTo/UTMZv/HsMOvTkOHGzRnVY53l4eH1/L4QQotfrmeagYmsEH5ORTksHZXq93uABpykBCbFCAZmxQgFpJX55kpLBmsUblEn8Ck0xgjIEZeYgKJMyAVdA5gpR+n7R3XL5AwAAQDYBoeq58uX2zazDuoUPPmm6tDG20bgMbFC8GIIyWBJBGWArsUIBmbFCAWklfnnS1QbrN3iXrRiUWbqczOBBUldoin0U9wTild3VdT2yve1mI9uV+CA+jm5nQHh7F+/NnQUugeTL7a8DS+T7d2u2hRbuKshglyF/PgAAADYkc3xjikWyMiFCLYscJYY98kQE7EYhW1s1IwMAAAAASDtvORlgzRRlmbALb9LUSnlQRq02m3HPAZBN5vjGfHoV0F/JJ58v18JfqsjsXbw3vzz5qjxzr1z9AAAAkFjm+Ob9F7fzDunEIkd1mb2L9+bOyVezjz3z5fPa82MOEzfEqESWktF2o9kPAAAAACBxaLoEQGIpb70kHbe28H/72b+Mdyau/+z7f+g+5t2SNv3bq7ff3tx8d3c3umyRz+c///zgy+df7GUyy+20f/v2m/rkTg9qy+8TAAAAmxX9gSJHibKYUk1G0zRhmubYK8KclqfRtPrh6f5+UVXXMkekwNKtl4QQvV6PkteAtFihgMxYoYC0Erk8Sclgg5Z+u0XyPk3kCgVBGdkQlAEAAAAAxMaoKKWW57lW71xXi4O8izdDo9WtbnUYg7Ft4/Ko1DK9m3m+DSxulaAMAAAAgJiRksHGuW+65YIyvE9T6CdxTwAAAAAAAEjBeD2ekrG6w5SMEELdP9SGj81Xb2x3nKoWm13HqrvfFWbtqDH6PgAAAAAglUgfYOO8Ma2oRmIrEZQBAAAAAABCCPuh53mmn/qKwqg7o0rC5r3l21itdjv66Pu1S2MNMwQAAAAAyI30AeLgDWUpypy3oW8Aga50+ijuCUjJNow3D6/v73s97znCXC4ndnef7ewXi+svIP1B/MnafwYAAAAAAFPoz4r+l7K7mhCPHZZar41m0Tei2OzorWHrpqABAAAAAIBtRvoA8XGcsTdgYFulyQAN79PUIijjZRuNy5c1b191L9M0hRAtURNCaJp+et3cQGAGAAAAAIDNsO5Hn4e13ezE99WdnBuUEb0HW0x8Ki4+00WLpAwAAAAApBApGcTNl5UZmFFdhvdpmtF66ZFtNApKtjQ1JeNjmq1SVilUDJquAwAAAAC2T24n4NaQ7K7mPp5sviTEICkz1HpN9yUAAAAASB/SB4iP44R6A4Ychi1GUEYIIexGIVuqhYvIeJmtUrbQICsDAAAAAEgDdSc3b4g3S9N74AMzNm+8jzYAubBCAZmxQgFpJWN5zqjaAWzcIAfji8K4L0YbkUnGCsUEgjJCGJVscEhG0zQEjD+EAAAgAElEQVTdpWmaFjTIrGUr3CMHAAAAAEiB+TEYb5YmuOgMsEaDE5ScpgTkxAoFZMYKBaSVjOVJ0yVER1GijF2tKRzjSsYKRZCP4p5A3OxGodQaf0nT66cvqhOd1ocbGI3Ll+Mdmlqlwq7VrU7ZAAAAAACAJMjuakI8ftztPdhi8oOxupNzR5j3lhB8EgYAAACAdCMlg+i47yZF4d2E9Up7RRnjcryYjN6xnG5zakpGCKEWq82uY3V074tm7ZKqMgAAAACARBurBvPqzby+SYElZewH7qICAAAAgLQgJYOI+ArJ8G7CuqU7KGM3XnqryegdpzkjIuOlFpvOWFam9bIRaev1v5fmCwAAAACQEsVnow+6wXeEeHsvBWZprPvA3sYAAAAAgG1GrgHLmuy1xLsJG5DqoIz95pXn/J3eaRYX2rzY9EZlQtxsBwAAAACAzLw5GNEqFSZuCVH3D2cmZYzXnvtRtN1s5DMEZsrlcu5/AciGFQrIjBUKSEvq5elLNwCLm3wTJSslI/UKxUypDsp473PT6i8Wi8kIIUTxRd1zgvDeimRWAAAAAADEQ62eeounmrWsUihUDHuUhxlPytSOKsboe3ajUPLWbc3thCvaCkSJE5SAzFihgMxYoYC0JF2etMnByiYLySTxrSTpCsU8aQ7KeBuna4f7y5y+GztBGNidHQAAAACA5Bi7I0QIIUyzVcoejUrLjH0QFmarlFUKhUqlUFCUbG2s7ZL+bPEbUgAAAAAA8iMlg5X53kS8j7BhaQ7KeAvKLHubm7ozSohRUgYAAAAAkHRq9doXlRHjH5p9VWeEEKbZapmmb5OlCrcCAAAAAJKEdAOW5b53eBMhFmkOygAAAAAAAD+12rU6ujcso+1mvQOKTWsySzNOq19X6bsEAAAAANtpEG0g4JAaijL6ihCFZBAjgjIDy7ZN8rZvAgAAAABgK6jFZteyOrqmCRHUrVitdqdnZTS9Y3WJyQAAAADANiPgkAKB4Zg1hWaADUtzUCa7Ozqpt2zbJG/7Jt8ddqv5/xxZvgAAAAAAaaSqxWa36ziWde3PyQghhFrtOlan/pilEUIIoWma3rGsbrNISgYAAAAAgMQKmYMhLoPkSnNQRt3JjZ60XhtL7MJ43Ro98bZsBwAAAABgK6iqOu3TrlqsNrtdZ6jb7TaLUwcDm9HrUfwXkBcrFJAZKxSQFssTGxaYfRm0SQpslpTyrAwrNKEUJ811sYyKUholXfSO0yxucPMgyvB/SP7q079bdV8R+csf/tR9nOp3C9bgd5/94H36y+8/jWsmAAAAWFrrsx8HD/TvP4l3JgC2hnt6ZNETEe4JylwuN3skgM1jhQIyY4UC0mJ5YsN8qZcZn8nCj9xirNDkSnNFGSGKz3TPs1ap0LBDb2s3Cp6UjBD6s5VTMkCq+FIyga8AAABAcm5KxvcYiWU3CoqiKIVKwwj/ARkAAAAAACSfN/sSWDzGyzcg5XVlkDjpDsqI4ou65nlq1rJhTgbaRqNSyNZMz0ta/QU5GaTcP/2zvxp8xT0RAAAAbMhkMoasTOIZl4PPumarVsoqlWV6FAMAAAAAgGQLXx4mnYVksAU+insCMVOr1/VX3syL2aqVWjVN0w8Pn+3sZ7PewZb15uH1q1ct0/TtRatfV2nCjvTyhWMGT//iD385YxOKxwAAAADysRsvR5VTtbq1en9hAAAAAACQCKuXhFEUcjNIDGXRZs/byKgoY12UFqR3nMhOHrpNuH/z57LciPnrv/3Efcy7BYECq8jMDsqI6VmZX37/aQRzAgAAwPoF1o/Rv/9k8kUkhPfTsVa3utwSgri4p0eWOBHR6/XoDQ9IixUKyIwVCkiL5YnNcIMyS1wQXmXbpGOFJlTKWy8NFJtOR9fmjwugRZmSAZJoWq8lejABAABghn/wJ+k7cZIwuR1SMkgmTlACMmOFAjJjhQLSYnkCMmOFJhRBmYFis2t16gulZTS93rG6pGSAqcjKAAAAINAgJUNWRj7Z3dGn4t6DHeNMAAAAAABrpiijL6ReVO8C3k1ICoIyLrVYbXYdy+rUdW1WYEbT9HrHspxus1rk/jpgNrIyAAAA22rpvkvefAxZGcmo+4fux2GzdmnEORcAAAAAwDoEhmMIzWBoud5JKey4hKRTlmj2nBq2bQshLMsSIpvNCiFUdd3JGLcJ92/+POCkcyx+/bejM928W+ATMgfzF3/4y8kXf/fZD4GDf/n9pyvNCQAAABuxXFBmMhnzr/6ec3BSsRuFbM18fKLpnesmt4ggBu7pEU5EAAAAAJFZKATDoXjKuO+Opf/lV98DsElUlJlBVVVVVYvFYrE4eBj3hICEoq4MAAAABPVjkkGtdq36sKyM2SpllUKh0jAGN5IAAAAAABIqMCXjOKOvMOMBYFt8FPcEAKTCP/2zvwqsKwMAAICUmJaS+Qd/4lBURi622L+2dt4clR4Ly5hmyyy1au73tZndisflTrvNYuQzBAAAAAAsxJd6Caz4MXjRO1JRqA2SHo4TTTiKtwySgqCMpP4+7gkAcy1aJ8aXlfnl958Gdl/63Wc/0H0JAABgy1BLJjmMSrbUmjnCNM2Z3/fKrTodYHG9Xi+X470HSIoVCsiMFQpIa9Xl6Y0/zE0x+OIyZGXSZ7l/8zRXIOL/QBOK1ksANoceTAAAAClH8RgAa9Xr9dz/ApANKxSQGSsUkFaUyzN8/IFwDBAO/weaXFtfUcaoFF4O35iTNZ+9310dNaXDs23jzeXLV63hnYiaph+evtgvqmqEP6NRyNZModWtbnX+bm2j4Z3Q44yqxdlbbuL3kNTSkRd6MAEAAGyB1mc/Tr6of/9J4OC55WTovgQAAAAAwFqsXuiDojLps+i/eZrLySC5tj4o460KHVTyaJGa0fNQUikc26gclVrjf/fHpvea3rluzsmmhP0pjaNayH9bu1E5qvkm5M5oesxm5u9Rv26GSOcAAAAA286bkvGlYf7V3yu0ZJJPdlfX9cj2tpuNbFcAAAAAgBUsGnZxHOIPabP6vzmRKiRICoIykMvMhvdmq5QVHWf1wjxGJRsyJvNYd2bqjGrZyk7QhOb8HrVsT4SqZJNKFJUBAABIiRkpGchKrTabcc8BAAAAAADEKXxRGfJUSKifxD0BpItRcdMlml7vWM6A1alrwyGtUsVY6WfYRkWZnmHxz2eUkllkQtN+D6ujD7cza0cNe4VfQ2pL910CAABAeiyUkqG0DIBI5HI5978AZMMKBWTGCgWktdLyjCrCQBQiNbzhGEWZ8y/vG5DOcjL8H2hyKc6Wv2ftRuXy/vHx7gt/Nxzvd1c3uf+FKcP/Ofmv//GPq08oEv/FP/vEfbzqu8VTvUWfrBszyrfM6Hc07ydMtkOa1TxpNJ+gUVMnNNouaLPZv+V2iCQo8xd/+MvfffZD4Ld++f2nq+8fAAAA/z979xPiSJ7n/f0XM83uw87uNjzPs7a3GHZEIxVNoT6N8CE0D5h0Y7dUIIo51GGRabNOJKYOnfKh0mCKNE4Kg7MOluZQi0TauLHYQx2WIqGk9kNZGJ5VHEzOqUVRpEShWZpa2/P4gdndWZ5dpggflAqFQhGh+KeIX0S8XySFUhnx00+R+ZOi4vfR93c4gx/Z/Iel9cuPzd8a2RdzSmY3PWO7GYCcMy6PZP2yFQAAAHBIRooh8Hl1+BaQQrb5GEuGxuWnQCpkPiiTMtkOymwSJA4BEiOZEiQpsxj3nj3trEMyqio05wiM5eGctnEIxBz2eaRCVEEZIQRZGQAAgDTyEpQRQvzg+7ol/rIbiyEok02LxWI+n5dKtWIW/0eEwyMoAwAAAESAoAyC8lVFiL8OpBFLLyE2i1cvblMsrQf2ZVZqD1qrG9qLV/5WLVr0qqX6JiXTnU+ftPbtM365Xj2p9cQ+zVK8//B2ISXtzXzzWHufR8ZFmJIBAABAGnlMyQif2RdWX5LDuF01BFoWd9GrKopSKpXq9fqXPv9nBwAAAAAAJKDrnuIvHjcDJERQBrGZv1nnWO6VHDYJnpRZU1ujue6pisviZna7S/exU96leDLVV0yFY2zvtFe+y4cnAQAAAFcUkpGOZgi0e/HuZl1u80cOAAAAAAAxiyrCQBQir1Y5GMvv37iTvwuk2kdJdyATqCnthRFMcYuPlO6pQmji9nqqv8OptkZf92te99nUhYk6zTJu3y7olNeKM1ZG8ZhVKRpqyQAAAMDiNx+U3UWaAAAAAABANBQlSKjB1+o7kMzqt0dWCnCS84oy1JSOkYeCMsEVT6b61HtKxmzdncVi3GtXq8qtarXdG/v8jS4W43ZVMWIyo70VZ9LJb9LFWKrpJ7/6GSkZAAAA2CIlkx2bRW4BAAAAAEDcFGWTcSLsBDjJfUWZTTHpsut2Dop3y6sCKCJQDZR8cqvgsjmgs5uFCBR88cjI7QghxGLc/rI+2KorrmkDrT7oeCpTs+hVSx3z3mqr+3Xfy/pPcPMXP/pr87d/+ss/SaonAAAAeTb40a9XN1q//DjZniA6i3H72Uv7H81mpttP222HzZzMZub/WR3iYxLAPrPZrFwOdJEHwOExQgGZMUIBaUUzPP0WlSFhkUK7vzQqwcSAN9CUyn1QRla/zdzL1mblJcmU787bpbrTRx61Qb0kRrp7bZit0I0QQojZm/lCZHglrlVhGHOpGPO3kbCkZFb3kJUBAACImZGSWd0OmZX5wfcz9/+ctCqW7s0GHev/Y3Zo2kDbu5GbqBe6BfaazWaCy5SArBihgMwYoYC0wg5PXQ8beSFqkQa2v2R+dTHgDTS9CMqEQ03ptNrkdgb1uhBCCLU1+vpx7Tbcshj3nj3t3H4SclBvP9gTlRGq2iqXxWy2uoysaYN6aaB259NMl5UJto7SbgIGAAAAcjKnZJzuWTECNB7Lz7DQUuKKJ193X5T2R2XCaT3I5nK0AAAAAJBK3ovKUE4mVSgkAwSQh6AMNaWxV2s031pgqVg76dfu31uvqDR42ntcc8681Pr6+vJvXyzGvS/rHU0IoXVKVZHxrIxfpGQAAAAyLNryMziw4smTVsextmYE1NZoz+cNAAAAAAAxMBeVWd1wiVFYMhcELqTHbwwIJg9BGWpKS6F4tyzEgT+u6MNWd1qjrZSMsc3mM5bai1eLE2+Jl2LtZDoXtxEbrfNsfMLFYQAAAGSfbfkZsjJSq/VHrUHEURlVVYUQ5fLDB49P7P6XBQAAAABIgGUBJuO2OVVBWZJ0Mn63/LoAX76XdAfiUDz5uqse/FGoKe3V7Gbh+LPNikgx5o6cf3XF+w9v/3K0N3MfLRZPnrRubw5ejkN0LVVcVmL6qz/68zh7AgAAgEh4j7k4LckEydX6+o5Ra/Pz1mj35+6m0+l0Ou33SckgKatV4VkbHpATIxSQGSMUkFZkw9M2RqEomy8v2yMcl+Mdhq7z60oMb6DplYugzFZu4TCoKb1f6Z6ftNLBF7LadMftoYp31y9rbvEeG7UH6784nzvC0Z/+8k+S7gIAAAAAQHZcoARkxggFZMYIBaQV2fD0mKcgdhE123DMgUIziB9voCmVh6WXhBDpqyn9QWTuRdFY7Eh7MxfC4XjN38S1OpNkS0EBAAAAWcO6SwAAAAAASMcIwZgDGiRjDsNjCIa1k4D45aSijBDUlE6eUcPFeTWi8cvbLJP68P6hD6rRHbdVleyWghq3lZVqT7I1pAAAAICIRRh2+cH3ud6TCrX+3EDhVAAAAADIrlXlGOrHHIxtSsblqFNaBohTjoIySFrx/sM9SRkjJxNHusTUnadOiZfFqxe3RWdM6zNtEjYvXjklZWx3RIjlk1h3CQAAIF1cEja/+cCFH7kVDUn3BAAAAACAdLKkXmzDMbv3kJUBYkNQBvExRVPq7fFOxmTcXq+NpXYfx/DBxU13tM6XdlGZRe/Lzm3cpfXkpOh5PzFul9Y7xlAaJ22IvAAAAGQeiy4BAAAAAIDcsqxq5V6yx7IBWRkgHjkPylBTOl7Fkyfrxa4G9VJ1E5ZZjHtVZR2T2UqlxNQdrVOqVtvjhalD7eom7bId3LHs1+5tQj+LxbhteiZq9+t4noosfvKrnzn96K/+6M+N22RlAAAAUsRv6oWUDAAAAAAAgBA+VrVi/SsgZjkPylBTOm61/midMRHaoF5SVkr1dSZFiNbILrM0bt9uqlSd1kkK1J15V113RxvUS6YODdY9skm71PqjlrHfoGM8D6VUqg9MzyRnMZmDIVgDAACQFqRkACRuNpsl3QUAjhihgMwYoYC0GJ7pEr4kDEVl0oURmlK5D8ogbrX+fBMysVJbo5hL+xRPpi79EWqrO5/apV1q/ekmY2O742jerxGTcUT2BQAAIEU8xl9IyQBI3OoCJZcpATkxQgGZMUIBaTE808tvkRiKyqQRIzS9CMpI6oMuy1f0irX+dD4fdVvqJmiiqmprNJ9Pk8iWFGv9qW7pj1DVVnc0n0/7zjVhiidT3fo81vvpiTyTlCErAwAAAAAAAAAAEJCiUHsEAIJR9FyH0xaL8XweWWulUi3sCk7K+v3s6Z2/Dd+hSDx5/4fG7Xz/tcCTv/qjP3f60U9+9bPdO//iR3/t3iB5GgAAABkMfvRr9w3cy8n84Pub/0r85gNX8QDsYVwe8XshwvgYX7lcjrhPAEJjhAIyY4QC0nIcnuaIDPN30gj5a+G3mjq8gabXR0l3IFnzZ/X6ILLWWiO9TxURAAAAANnT+uXHLlkZ74sukZIBAAAAACAs8hTSC/Zr0XWKBAExYeklAFGyLRuzYltsxr1gDOVkAAAA5Oc9JQMAh7b6DB+f5APkxAgFZMYIBaRlMzxJyQDS4A00vQjKAEgYaRgAAID0IiUDQDZcoARkxggFZMYIBaRFSgaQGW+gKZXzpZdCU1utzV/+vVKCPQHS7E9/+Sd/8aO/TroXAAAAcLO7+hIpGQAAAAAA4kNKRnpRrZ3Erxc4tJwHZWp9Xe973nqxWAgxn796+fTFQNOEEEJog1l5NO3XIu/ZB17+kHtUmgEAAJCNOSvjKyXzmw/KD76v/+YD62wDAAAAABAIKZlUUZQgv6VIQjYAvFB0XkkDWfSqpY52+01rpEeUlVHWr3///R//bSQNhvff/c0fGrf5a4FHf/VHf757509+9bP4ewIAAAAASB3j8ggXIgAAAAAhSMmkifG7ChOU4ZcMHNr3ku5AWhVPpvOuevvNoF7tLRLtDgAAAAAAAAAAAIDMISWTTn7Lw1BOBogTFWXCMJeViaaqDBVlkCVGXRlqyQAAAAAAvKOiDAAAAHCLlEwKBSsMQzkZIE5UlAmjePKktb49eEpRGWDbT371s9VX0h0BAAAAAOTFbDZLugsAHDFCAZkxQgEZKYoQYvbtt0KQnkgl70ViKCeTXryBphRBmXBK99bLLwntxSuSMgAAAAAAAElZXaDkMiUgJ0YoIDNGKCAjU0rmNiuDlDCHmhRlTwjGsgGBqHThDTS9CMqEU7xbNm5rb+YJ9gQAAAAAAAAAAABABlBgJOUseZdVGsbyW929h5QMEJuPku4A7H0QvP8BAAAAAAAAAAAAOUNKJhN03eY36fK7JSUDxImKMuEsbqijBAAAAAAAAAAAACACLMOTIbru6XfocTMAESIoE8ri1QvN+Ea9V0qwKwAAAAAAAPlWLpeNfwHIhhEKyIwRCshiJyXD8EzW7upIAaxyMJYojHEnEZlUY4Sml6Iz+AIbt5X6YPNta6T3ayGbVNavtWd//Hchm4rK+d/8gXGbvxYAAAAAAHBoxuURLkQAAAAgR6glI43dcAy/ECBjqCgTyGIxble3UjJCtB6ETckAAAAAAAAAAAAAyB1SMhJY1Y8hJQPkwUdJdyBZ43b16czH9pqmOf2InAwAAAAAAAAAAAAAn0jJSMBpiSV+IUAm5Two4xp98aM1Cr3q0rbf8poLAAAAAAAAAAAAZJ6u38Y0CGUkhCoyQN7kPigTBbU7jzgmAwAAAAAAAAAAACAnyGV4doj6O0SVgLz5XtIdSDm11R3NpyfFpPsBAAAAAAAAAAAAANmkKLdftnc6LZzkna6TkgFyJOcVZUr3Wq2W773u3Xtw964olWpFAjIAAAAAAADymM1m5XI56V4AsMcIBWTGCAWkxfD0GIKhJAwSwQhNKUXn1UImyvqV/r/9j/4u2Z4Y/of/+w+M2/y1AAAAAACAQzMuj/i9EDGbzVY3uEwJSIgRCsiMEQpIi+Fpm5Ix/0dhdwPmMxEbRmh65byiDAAAAAAAAAAAAABAOpYQjG0CZnWneUtFISsDYI/vJd0BAAAAAAAAAAAAAAA2zNkXXd+TfbFs4HG1JgC5RUUZSX0g5wgAAAAAAAAAAAAg37yXh9F1IjIAPKGiDAAAAAAAALJgtSo8a8MDcmKEAjJjhALBKcrm6wByOzzDH04SM4hBbkdoBig6S7TJRFm/Zv83/+HfJdsTw//4//yBcZu/FgAAAAAAcGjG5REuRAAAAEBSe1MYnMqGYxzgAAcyzL4AciLzSy+N29Wns5geq/xk2q/F9FgAAAAAAAAAAAAA4uWxUMlqM5IaACClzAdlhNA0LaZHoqQS8mt52VDPrn3uVDnXro4LgR5vcnqnORRCiObw/cVRoCYAAACwslxOXj/vXr29vt6cz1UqlU8bnUefHxUK4RoVO602vvj8+ChgqwAAAAAAJMo2JWNOw1g2UBSyMgFEtWoShx+AkxwEZQAc3rsbvymZMCanq5QMAAAAQllOLp93z4Y2Z3LX19fX183hmag0zzuPfAVbnBtdtXo9PDsTlebw5xfEZQAAAAAAaWKJb9hGMFZ3mrckrBFCsCOn65FFbQBk1feS7gDsfRCKJF9JHwmkwvLd2/ge67JBTAYAACC85WVDbdoHWkyuh2dNtXE6WXprdHLqpVEhrod+WgUAAAAAIGnm5IWu70lwWDYgtQEAksl8RZnSvVarFdNj3SvF9ECAZJavr2IqKLOcnPpf4gkAAABW/lbOvB42VbF/ycvlZaO5PyPjt1UAAAAAAGTivcgJhU0AQFaZD8oUT/r9pPsAZN3WwkvNg012LCenKsVkAAAAwtsNH1ea551Hnx8VCqtvl8vJa8v6ScNm4652dVyItFExbJ5+QVQGQKRms1m5XE66FwDsMUIBmTFCATfh8y4hFmDK4fCMKmLEmleIQQ5HaDaw9BKAsLYWXqrc/eQwD3LZICUDAAAQheVld+u0qtIcalcXx0agRQhRKBwdX1y9HzYrpu2uz55PImhUOzc3KobNU+dWAcCn2Wxm/AtANoxQQGaMUMArv8mL0EmNnA/PYHEZ6vggNjkfoalGUAZAWOaCMpXG54Wo219OLht3WHEJAAAgGpPnWydWzeHVxVHBftOji6th0/T98BunTItlLU63RgvHV9tZGedWAQAAAAAAACByBGUAhDT5xvTh4U8/KUTa+HJy2lCbhGQAAACisnXyJirnj9zXPTp6ZA61OGZattbi3Nto4bhjzt+8fbd03RwAAAAAgARFVZ+EOieB+D1sHGYAXhCUARDOoRZeWk4uTxt31OZwKyRTaQ7Pm067AAAAYJ+tkzcv5QALn3xq+s4h07Ldqofs9Cd3TfGb65t3+7YHAAAAACBxwdZRCr36Uj6FP2wceAAuPkq6A1JajMevbl6+ebO9nFi5XBb37j24e79WKx68Cx947UZaHGbhpeXlVzt1ZCrN4c8vjgqT02geAgAAII8Kx1fa55N3r7/55urtUBxg2UwASFK5XJ7NZuVyOemOALDBCAVkxggFpMXwFEIoitfUC+VkEDNGaHoRlDFbjHvPnnYGmv1PNU0TQgxERwihqq0nX/djCMwAstv69HDUCy8ZKs3zzqPjowO1DgAAkCuFwlHh+OjoWFz439fhfK/wyadCGCnnt++WYs+Z2/ZSTdFVJQQAwQVKQGaMUEBmjFBAWrkdnrq+Cb6sbrjEZSwRGcrJIDa5HaFpx9JLtxbjXlUp1R1TMhaaNqiXlGp7vDhwvwDJLV9fmQrKHGKKo9I8H2pXF6RkAAAAEjH5Zrj5xvF87+gL0/KY12fPJ65tLi+75kapawMAAAAAkFhUmQuyG/5Zjpmi3H7t3umyFwDsIigjhBCLXrVU73iLyJhpg3qp2iMrgzyzW3hpuZxcnjYajTsbjUbj9HKyXPpqu9I8H2rvycgAAAAkx3Ok5ejReWXz3bDZuFw6NTk5Vc1rbJKTAQAAAACkQ7B1fVgNKBzb1IuRmNk9uqRkAHih6LxajNtKfWD3A1VVN6WSZrPZ7eJLO1ojvV+Lpi/K+uX8v/4P/j6aFkP7n/7f3zdu89cCq+VlYzPN0RxqX7x73j0bXjvvEMEaSpPTO01juqY5fH9xFKIxAAAAOFlOTr9qmk7tKufa1XHBZXvzqaEQt6d+nx8V1vssl5PnX3WH11vb7GkUQD4Zl0e4EAEAAAApGHGMACeoYfaFyd7EEQcYgHe5D8osetWSpZaM2uo+eXxSKzrsMO49e2pdoUntzqcnDjv4QlAGKbMVWvEs3HQIQRkAAIDDWi4nr3fiz82hdrE37ry8PP3KNTa9pdIc/nx/mwDyiKAM0s08h8PfMAAA2RD4/Z0TAyHE+jBEdQA4qADCy/vSS+Nn2ymZ1miuT/uOKRkhRLF20p/q81HLfKfWeTaOtmO/1WX5Alws370Nstv1mXrndBJ1ZwAAABDG8nK9dKaqNrfTLhVPKRkhROH44krThs3Knu0qleZQ065IyQAAXLjU05eTbW9T9ywAAICt8HGMXAY6LOdBUZ0Q6frmCwCCyXdQZtF7al5zqTXS+y4RGbNira9vZWUGT3uLSPsGpMDy9dXux4Urleb5UNPeGzRNG57vTJYMm43LZSy9BAAAgBfvbmwrwVSa537qviwnr59399aUub5+233+bumnewDg0Ww2S7oLCCeNcROPHZO2/zFihAIyY4QCXnl/Q4/orT+NwyvWihoAACAASURBVNP2xIdcCzIpjSMUIudBmcWrF6ZyMq1Rv+Zr91rfHJXRXrwiKYO8sU6mVJpD7f3V1cXxUaGwubdQKBwdX1y9t360+PrsK6IyAAAAsnCqFXg9PGuqdxqN08lybxOXjTvWYjROrq+HTfUO0WkAEVtdoOQyZVqlNG5i2xmXjzlL1fl4MUIBmTFCgf3Mb+t7T0gsG4RIiKRxeDqdHwHZk8YRipVcB2XmbzY5GbX72F9MRgghao+7qvGN9mYeSa+A9Di6eK9pw/PzZqUiROV8T/H8wtHFlXZuzspcnz1nASYAAABpVCrNjcp2xvl62FQbbqtnLi8b6tlWRMZaaVDTtKG12TP3RgEA+ZHSuImlG7a93b1Hks4DAAC/dt/TnSrhuewljQPV7PNyfgQAifso6Q4kaHGziXapD+97W3NpW/H+Q7Wj3cZtZjcL4XHlJiAzCoWj4+Oj4+MLj5sf//z8yjSDMvxmcnF0dKjOAQAAwLPC8dXV8dY9F2I5ufyquTl3ux4274jh+wub07fJ6XZKptLcXa+pUCgULq6OHu00evqFbZsAgPzwMpm0utO8paIkPOXi62Pilv4n3nkAABCMrtvkSlySJvK949t2NqLyN7e7r1qT76kDwEaeK8qYC8qU7wZLuBTvlo3blJQBPCgcd5qmb4ff8AliAAAAWRWOjq/eb9cEHDZtKsAsL7tD8/fNoUupwcLR8ZWHNgEAuWGZlnGfUbFsIElpFu+zQJLPFx3oc+UAAGSMxwIp8tVRiW2hS/meOgBY5TkoAyARR1+YkzJv3y2T6ggAAAA8KBxfDbeSzt3L5fYWy9dXpmoylXNtb32YnTZJTwOIRrlcNv5F+qQrbhI+SiJPGMVl2YhIQzOMUEBmjFDAN5clFyPNiUQ1PFO60CUgOd5A04ugzMrsZhFoP/PyTZH6IBRJvg7z/JBrn9w1fYD4+uZdcj0BAACAF0ePzl1O4Cw5mcbnBU9tfkFSBsBBcIEyZTIQN/E7DSZDyscQ2+fK1xihgMwYoUBABwjHWESeknEJ+bjsBcAWb6ApleegTOmeatwOumySefkm9V4pdJ8AAAAAQDqFzxumpIwl1fLuJkBOhjqDAIBtqY6bpBSfKwcAIB8ysNAlAEQuz0GZ4l1TumvwchygifHLweab8t1i6D4BAAAAgHwKn3zqbcNPPyl4bXOrziAAAGkS1ZRRglNPfK4cAID8SddClwBwUHkOyojag9bmm0G97TcqM27XTTmZ1oNaJL0CMm/7M8d3P0muJwAAADm0XE4ml6enjcadxuUy6c4YWJATAPIoA3GTYJNIiU898blyAABElGsLyiwDC10CwCHkOiiznZQRg3q1t/C876JXNcdkyMkgfyandzZ8zLIs3701fefjM8cAAAAIa3J6R1WbzbPh8PpaXF+9Xnrcb/sUzoWPJZSITyPLFotxu1qtKoZqtd0bL7xfdNj7AOPe9gMoSrXabvfG0T0EMmM1AyT5PFAicRP5D0sM+Fw5ACC3jHOA3JwMsNAlAJjlOygjao+7qulbrVOqeriqtBj32tVSRzPdpXYfk5NB3mzVyvc+y7J8fWWaEWl+cRRppwAAAOBme7kjz+dw26dwllBL0NNC4tPIqnG7qpRK9YGmma4baNqgUy+VFD+f0LG3GPeqilKqd7YfQAhNGww69ZJSbYd+DGSCbQokFaGZeJiPQN6OBp8rBwDknOVciDwIAORSzoMyonjy9VZURmirq0rVdq83Hi+2jce9XrtaXV2OMu+kdr8+KUbbsQ+6LF+Ak8LnjQBTIpPnZ+RkAAAAkrJ9Cuf1HG77FK7S+Lzg3Ob12fOJl55Y2qSgDLJi3Fbq25cMtmmdkuJ75eeNRa9aqndc2hdCaINOqRriMVJvNpsl3YWkeczB5DwuY54SCzA9FtWMWrB2oko7JfG5ckYoIDNGKHLB8gaakpRM4OGZgYUuAfnxBppSeQ/KCFE8mY5a1js1bdDp1OulbfV6pzPQdq5HtUbTqGMyQCpYp0S+2rv80vKy0RyavicnAwAAEDNrUmb/Odxycrp1CmfNyey0OWye7o3KWNpsdo4LTpsCKWJdpNmBv5Wft9r/ck9IZk0b1HMalVldoMz1ZUrbSQxd33x52T42ycZNnI6JL8EOYJjDnuZaOIxQQGaMUGTfbsw0VSmZkMMzkYUugTzgDTS9CMoIIWp9fdRS929nQ22N9D6LLiGvCsedpunb6zO14TzPspycNlTzx4ZFc3hBTgYAACBmllO4fedwlw11OyZz/vPdTIu1zWGzcTpxbnNyesfS5iNOC5EJ42fmGIvaGs3n+q35qGu+7qB1nvmPsVhiMmqra3oAfW55CJHbqEy+7c797AZBdu+RIWwRf9wkvULWwuFz5QCAfLI9TQIA5BhBmZVaf2q9pLSP2uqO5lNSMsi3o0fn5k8Pi+sz9U6jcTpZLpfGfcvl5PK0cUdtDs0pGWIyAAAACTm6GG7FWlbncKeXk61TuOXktNG4sx10to/J2LV5PWzutGk6L/TUJpAyi97TTTWZ1mg+7deKRvnZYu2kP52b1n4ePPVbVGbx6oURk1G7c33aPzE9gCiuHsJcM3fwkqRMvpinf/bO/Vg2CBl6yPkqTn6feyRLJoWf3svY58qN5ajy/KcIALCV2kIyAICDUnTeD7YsFuNXz56+sFlhaU1VWw+fPL5vvhwVHWX9bt3+l785QPNB9P/tD4zb/LXAjvUTwV5UzrWroPMhW4/XHL4nbwMAAODb8tJS7M+DSnN45XbqFaRN0RxqF0cFnzsBMlr0qqV1wRfn4rPjtrJenEntzv0s5Gxq331P00O4dER2xuURvxcijHrX5XI54j7Jz5gB8nXQgu1l20KwRgLvHvJxI5HUMQ8jwt+4/xaiH6F7YzFczAQ8y/V7KDIsExGZkMNzdQxCvvOn88gBceANNL2oKGOx+gjW9LZu8Xw+n49Go9FodVPXdV2fWj60BeTd0cV7bbuujLtKcxg8JQMAAIAoFI6vfJ3Cicq55pqSCdQmKRlkiKnei9p97BhOqT02qspoL175qSkzf2N8oKd81+2aRO1By+Wnmbe6NJnHC5Thq2iEX/woqQolMszbeD96+a53EuUI9Vg8hhozgGf5fQ9FhmUiJSMiGp4sdAkcCG+g6UVQxkWxWCwWi7VarVZb3Uy6Q4CsCsdX2vC8uXdapFJpDrUrZkMAAAAkUDi+eq8N95/CiUpzqL33FnT20eY554XIFPO6SK45luL9h8GSMrW+vranSEzpnp91pTMo7xco/c4ARbV8TyQzT6mLm1iWr3LvlWWDpObqonrcoO1ElpLZZaxItds3Sf5gAOnl/T0UGeNrVUrpMTwBmTFCU+qjpDuQrMViIWn+5UPSHQB8KhwdXxwdXywnl6+/ubp6e329qbpfqVQ+/bTxxaPPjwqF5DoIAACAHYWji6v3EZ/C3ba5nLx+3r16KzgvRD6Y6r20HrjmWIp3y0KsNtbezIWQ8poE4EckJWGMqay9xf1l+2i4ufPCYVmi3ZRG4t0WQihK2KWykuLlb2B1p+VXI8NhBwDExniP5vV/ze+boQxv+wBwOIrfxZ6zZbVyt9rqPnl8X4rllIxFuI//5W+S7Ynh8t/+wLid778WAAAAAABsrS4vCCGE2p1PT9yuLyx61VJnlZRpjfZVhwnA1P7evsjLuDzChQhPQtYpkaHMiXCuEeKygTx/Hr7mkRLvtm2aJ7Z9Qz79AH+ukvyFAwCQnGBv4GHe9gFAfiy9JITQBp16qaQo1XZvvPCzQjgAAAAAAMi9xc0syG6zm+ivQYyfddbFbdSH99OZkkFwwSYxJJn6sO3Garki21WNJOn2iscFHWRb98Hv58TDfK7cXDQoks+nez+SUh1zAAASlbqFLgHgcHK+9NI2bdCpDzpCqGrrydePpagwAwAAAAAA0qN8d8/FBNPaS9Ebt28L2wghWk/iqCajHOwK+rfffiuEmM1mwnnF99VPV3K9je0Wvtr59lshRPmzz+Lrs+02ur61jVN/vv121dzB++N3m2+/vd1mp4TJ7TaS9Nl8nGezIO2soyfB/8a2136I729VUW7/frw8FtuwDduwDdsktc1nn9nGHKXus9zbGOtQffvtZiv3dlZvmJ99VrZNnEryvNiGbdhGkm1SiooyNjRtsKowU233xlSYAQAAAAAA0lv0qqaYzCj6VZ12HC4lY2G+MOd0Z663MU38S9HOIZ7XqhaLrls6Kd3vYvXturdbKRnJ+7x3m53xHup36pCS8d2Ox/4YyZ5U/P2wDduwDdvkbRtFsXmd36kqJ1efU7iNrotvv7VuY3l7VxTrjpZdYu4z27AN26Rim/TKeVCm9njUbalOP9W0QadeUm7XZIqzXwAAAAAAAJ4tetWSsehSPDEZIfS4FjSx/dSa5U7jW/OVO6dtvLTDNlJsY4qbSNGfTG7z2We7IRibbQzrX0ew/sy+/dZSJCDW575dika63wXbsA3bsE3etlnnYKyvz5bKYYoiFEWWPmdom88+K4udhS5Xd0rbZ7ZhGzm3me2UaZS/zxFuk15KbBc15LYY9549fTHQ3Isfq63uk8f3D7kmk/FhrP/yX/zmYA/iz//6//3AuM1fCwAAAAAAVqaUSmuk78mojNvKbeEXtTufRrI80nZKJrJmE2RcHvF7IcJIyWTs+t1+RtAhwKWbMPsi1WyLQpn/DHY3CPdHEmqE7ixoFevuQA7k9z0USYn9bSi9zMNzdVRCHom9dSHzeqSBIHgDTa+cV5QxFGsn/elU1+dz1xIzg85qTaZ2b7ygxAwAAAAAAEjWYtzOWkoGQExsJ8F2lrrYs338gnVDks4DAFYs7zI7NeQ2d7rslT/GAQh5JFyO9+79AJBVBGW2FYu1k/5U1/X5qNtSnRIzRmCm2iYwAwAAAAAAbs1u9lwmWNxEt6T3YtyuluoDUjIw8TttkvsJp7zzOBvGpBkAIEKWKl/ubzGWDfJ36rK38k4YhGMA5BlBGQeeSsxo2mAdmOmNCcwAAAAAAJBHxbuBKiyX74YJtSx62yGZ1oiUTJ6Fn9xgeiTP+Fw5ACAR3t9i5H4zcinHFr7lXXIfDABIDYIye3gqMaNpg069pLTH8fYNAAAAAABIoHRvfcFAezN333T+RnPfwIvFuK2Y1lsSanc+7ddIyaxXhc/72vDep2jy95ls7HHgcEyoERrhZ+elcrjJVcAn3kMRk/Avd9K8YNq+fkf4um608Nlnt8OT/CogId5A04ugjFeeSswAAAAAAIDcMZWU2bP2kmnlJfVeKdCDrUrJGN+q3blOKRmT/F6gtKxK4D45Y9mAKRfEJYIRGmziUZpZ1VuHnlwFAsnveygS4ff0Q6bTFY8v1SFf0Y1nrOsMT0BqjNCUIijj17rEzHzUdSowAwAAAAAA8sRUUubFK5ekzOLVi3UdGPXh/QDplkWvaiolw3pLmRNyjtwygeQyE++yF4CDimdyFQBwME7LITkVZQuZleFMDQAOhKCMT4vFuNeuKopSqne0CKolO/mgK5J8He45AgAAAACQDcX7D42kTOeZ48rM42edUDmZcduckmG9pVgdtNLDbstRZWUs7e82y9wL0sjvAAk5bCMc+HFOrgKAhA76chqL3bzx7uv37j28nAOAhAjKeLQY99rVqqKUSvXOwD4gE7RmMgAAAAAASDdTUkYM6tWeTVWZRa+6WTEpSE5m3N7sTymZuMSwPIrTxHlgHj96zCeUkTrh/2IDtGCM0PBDnslVADAEe0lP+tTFsnCle3csG/ByDgCyISjjzlxAZuBQQUZtdUdzXWdFcEAGf/nDX5i/ku4OAACARP6Xwq9XX0l3BMgkc1JGaJ1Std0bG2mZxbjXNi+ZJFpPfF9DMMVk1O6cUjKHF8/yKLYlXiKZBHKZgycigwzwPu5CzkxGFVthchUAMsT7mRTnXAAgLUXnRdrOYtx79vSFUzRmRW11nzw+ifbKlLL+b89/8c//Icp2Q/jf/t3vGbf5a4HkbJMxP/3ux/H3BAAAQDaWfMyfLT9OqidAdi16W2EYZ2rXthyMef+dTcZtZVNPxqvWSO/X/O4kA+PySGIXIvZWeYlwDaNVU1xyATzarcsSfkvvDxpypPttIfzjAoBUkno5jYIl8RjDjgCAg6KizDYPBWQ2FWT6EadkAAAAAOAQdqvIUFcGOIDiyXTU2r9Za+S/JO2i99R3SiavZrNZ2CZiXh6F+i7IkwhG6O7Qc1ofzWWvAA8aZqiGLwlDURnEIoIRCriL6pwn0XMnvw8eSWcZnoDMGKEpRVBGCGFdYclhI7XVHc3nBGSAlGEBJgAAAABxqfXno5bq/HM1YI2X+RsvlWpwe4Ey1GVKlkcBDiaCEbpiOzCNxEyEBZ8il8jkKuBNZCMU8CLYWVNez7UYnoDMGKHplfOgzGLca1erilLyHJCJKyHzQZovAAAAAKlG8RggVsVaf6rP56OWqpoCM6qqtkbzuT4NthLS4oZrbvHzPj/NTDYQP4/1XajYBACIQlQRnbxGfQBARh8l3YFkzV8652OE2uo+eXw/vmwMgEP5yx/+4qff/TjpXgAAAEjkz5YfJ90FIMuKxVp/6jsSUzyZ6ic+f4JoRbI8CrPyQGyM4WapBSWVCCdXZXtqABCG35c1OTImwV6JdV2S7gMANnIelLGlqq0nXz8mIAPIYvbx1gXh8q97SfUEAAAgdSgnAwBBBFgehdkPIEGpSJAwuQoAIoqXtVS85gMApJfzpZe23JZB1qfTPikZQBaWlMzqnt07V1zKxvzlD38RZbcAAADSjHIyALKqXC4b/wKQDSMUkBkjFAnwnpjJd2SQ4QnIjBGaXgRlCMgA8nIKxLj/CAAAAACQW8EvUEa4PAoAB0whADJjhCIm5pIwirLn3MmyQULlZKJ62MDtMDwBmTFCU0rR812jbLEQUmVjlPX7/Z/+839ItieGv/h3v2fczvlfC+LnJQ2zuxKTS/EYl5IzAAAA2WO77pL3cjI//J0PQojv/un7UfYJADwwLo/EeiHCmIMJ/KDhWwCQSasXh5CvLbK9sEgwbw0g3WzzMZYMjctPYxfmRI+TRACQUN4rykiVkgFg5rFmDKVlAAAADmGVkjHfAAAAQHDByk3JVqRqVdrB0ivjTtl6C0BmtpkRl9cTMiYAgEjlPSgjrQ+6LF+A/GYfn5jjMi5lY1yKzQAAAGRM4HIyP/ydD4RjAAAAsMVjDoa4DJArIYe8rnuKv3jcLC5+nzEvigAgp4+S7oCcFuPxq5uXb97MZrPbe8pPpv3a7e1xryfu369RjQaQyuzjk91lmAAAAOAd+RgAuabr0cxjyDSRA0AuiuLvJSLki1KEazb5XSHF7zMFkC7RDnljX7nXdAt/qijfcwKAXCMoY7ZYjJ99+XSgabs/Km9ujl92OoNOR6it7pPHJzXiMoA0VnVlyr/u/fS7HzsVj/nLH/7CpeQMAABANtiWk3FHSgYAbgWb7OHDwgCcJDK5ajxi+LiMpfO2Ta3uNG9JVgbIpL2xuTDS86Lh/RWOM0QAkBZLL60teu1qqVS3Tclsb3hzW2VGG3TqpWpvcfCuAfDFvAwTAAAADE7rLrHWEoAs2VQHBiAfRqiPKdNoszWBW7MUeHCfGbZswPxw2jBCscdBUzJpYHmFc3+Rs2wQ8jgxPAGZMUJTiqCMEEIselWl1Bnsi8iszN+Yt9M6pWp7fJhuAQhq9vGJS9kYp2IzAAAA2eC9nMxuROa7f/r+AXoEADFZXaCM4DKl38ldJoMBDyIboWmUyOSqecfwM9neW8jTrHmW5HqEZszqNWTvS02AZs1Wwbj8jffdFOLukd69J5KUDMMTkBMjNL0Iyggxbpc6uxkZVW2pqs3WRkEZgzaoE5UBpENdGQAAALPdcjK7VWRIyQDIuzgnkgHkTSKTqyFnssPPspMjBGLj8qoSSWjGeCVJeT4m/PGwffYuRzrNRwsAsiz3QZlFr1ofmO9QW6O5ruv6dNp/UrbZoXgy1eej1naGJvqozAddkeQr2ucFxImiMgAAIIc8lpPZLSSzSsmwBhMA3IpteRQA+ZHeyVW/PZGn50AeeMx9hI/LpDkis/tCGzIr4+VIpPmAAUD2fZR0B5K16H1pLiajdufTk+L+3Yq1/nT+oF0yRWwGT3uPa172BeBFnPVgLKEZl3gNAACAPIxAzG6pmF2WbcxpGKcqMt/90/eNzX74Ox8oNgMgL3R9M22yuuEyvxFt4QcAebB6odg7PcvrCQCPbF9PLMu9WbaX9RUmkkXn9rYc4UMYLRyu5wCAw8l3RZnFqxemmExr5Cklc6tY68+7proy2otXiwi7BiASe4vK7JaWodgMAACQn7lsjMcSMmZG6sUSf9ktMxOodwCQmHK5bPwbXCLLowA5EM0IzQbbFZGMOyV5PYmqXBZlt1KCEZpKu2cjTq8tLnsl7dBrRtmW64r2hfbQr98MT0BmjND0ynVQZisn0xr1az73L548aW2+097Mo+kWAAAAADjbTcYY99iGZmxLzhhrLdkiIgMgvaK5QJne5VEAuTGFYCVbOMZWsL7J/IzggBGaMpYyJu6DzrKBHFmZeNaMMp63/C+3LhiegMwYoSmV56DMdk7mgd+YjBBC1B6YkjKzG0rKAPIo/7q3urG3qAwAAADETjkZAMg7jxMp6Z1vAQAA2eD9VESmkxan5ZCc4iwhszIyPXUAgBTyHJSZv9nkZNR7pUBtmJMylJQBpGGkZAAAAPLDezkZd5STAYCNVCyPAgDwLsIFXYAEHWJFohhlYs0oAEC6fZR0ByRRvltMugsAwnEJx/z0ux9TPAYAAMAF5WQAYA8yMQDyRtejmZSW5PXT9rlYVq4B0sjvn25UQzsEXyNvtYGxi6IwWAEA0SAoI6nfJt0BIHVmH5+YszIkYwAAQK7YlpOx/MhLdRnKyQAAAGBLsHnppGfiNzz2ZLUZM/BAjHytGSXPiwoAIBvyvPSS2exmEWi/xc3MuB10+SYAFrOPT0K2QEoGAABkmK/VlMwBGqcwDeVkAAAAkE22U+suK+gxFY9UiOoPNYk/+JSvGQUAyI48B2VK91TjtvZmHqSJxasXWmT9yZXFYtxrV6vKWrXa7o0XwdJKUTRr2U+prvaUccdccFlEyV34hA0AAEC2uRSeEXblZFb3UGYGQIrMZrP9GwFICCM0rfzOS4ecx1aUaGbCLY3YhmN278nxJDwjNH2C1UCSo3JSgDWj8ozhCciMEZpSeQ7KFO8/3CRlBk97/jMKWzkZ9eH9YiT9yrzFuF0tleqdgbY5epo26NRLpWo7eFQkcLPjdlWx7Ce01Z5K1e3PIv4dAQAAgNiRkgGQIqsLlFymBOTECE2f8PPSYdZsChmXMe9rWzzGzLJBLrMyjFBAWgxPQGaM0PTKc1BmOymjdb70mVBY9L7skJPxbdwu1QdOdXi0Qb3UHsfZ7LitOO8nhNYpOSRX4t8xZ5yKypR/3XOvN0NRGQAAAF9YdwkAAAD7ec+OhEyZRF7fxXtYJ+cFK4DDS/OaUQCArMl1UGY7KSO0zpfe65ksetWSKSZDTsajcbs+uL2ptrqjub4yH3WN38Sg7j8qE7RZ035CbY3mph1b6z1tI1Tx75hHu4GYwEsyAQAAYOXPlh87/YjKMQAAALCy1Flxn522bBA4d2LeMVgj4WfRmYeHzKIKdSUXDkvzmlEAgIzId1BGFE++7pqjMoO6h8V/FuNeezslI0TryUm0OZkPuixfUVr0nq5TIq3RtH9SWx+0Yu1kqo9at9/5XQcrcLPjl0a8pjuf9mtF04796WidXNE6z8ZJ75hXq/oxxpfHvSgqAwAAYGs3JUM5GQAAAOyxW+JlNzGze0/ICe3VWkjxr/3EPDwMxp+6zKmpYH2T+RkBABCXnAdldqIyq7CMoijVarv91LSY2Oym12u3q1VFUUr1zvbKOWp33q/F0910W7x6cXvgWiObI1brrzMt2otXPpIygZtd3Kx/w7ZBp1r/yTpjM7tJeEdY7A3N/PS7H//0ux/H0xkAAIBUcKklIygnAyAryuWy8S8A2TBCU8w2PuISIyBucggHzm0wQm+5RMEkD80guxiegMwYoemV+6CMEMWT6Xw7KyOEEJo2GGimOIzW6XS271lrjaYRV5PJKlOg5YF9sKj2IEBSJniz8ze3O6r3SrY7lu7t/GEktCP8WhWVISsDAACwYpuSoZwMgEziAiUgM0Zoinms7xJJGZiQoooySBKJiDG3kfcR6vF4yhaX8duZRDuf/jWjEpP34QnIjRGaUgRlhFhlZYxVb/xQu3OdYjJe7U2JBEvKBG/WSKVob+buTVvEvyN2eVyJidIyAAAgk9zLw1i23Lsx5WQAAADgie2KSMadss1dB+uPPM8ipbmNlLI9hi5/25Ec8zBpp/gXJosUa0YBABJHUOZWsdaf6j7SMmqrO5rr1JLxYbPsUPmu42HbmySJstni/Ye3dw+e9nZzOYve08Hqlvrw/lbT8e+IkMjKAACAfHKJyFBOBgAAAMFJG47JjERyG7llOXougTCXvcI8aIRNRbUlAABZR1DGrFjrT3Vdn49G3VZLVVVLakZVVbXV6o7mc12f9k9qJBl88VD5Je5miydP1qVmOqVqe7xYZ1cWi3G7Wuqsl3R6Yg1Exb8j7LgXlVmtvmSgtAwAAMgbj1VnKCcDAAAAyCWR3MaBHGaVqCiZO7Y3+2XZIPCT2v0VB2DpiXtnLBtIEHFL1ZpRAIAM+ijpDsioWKud1Gon+zdEIC6VX0TxblkITQghZjcL4SuLFKjZWn8+El/WB5oQ2qBeGuzsqbZGX9utrhX/jojET7/78V/+8Bd7t4mnMwAAAAeyNyJDORkAAABklq5HM6OeVJLAV5phtYGxi6LIEIAQwiHUIFlQw8p7l8L/jRkthDwOlp4Yt93TPIke/EgOHgAA4VFRRlIfdEWSr6iecPiqhAAAIABJREFU0WaJpEiFbrZY63896tquuaW2uvNp3ymtE/+OsOGrqMwKpWUAAEC2eSwks0I5GQAAAGRWsNn4MHP40dZN8ZXbkIfHgyBJjZnwfQjcQlQrl9k24lLIR6a/FtaMAgAkiKAM8m3Rqyqlemeg2fxMG3RKSrU9Xtj8LIEdESmyMgAAIO1sAzFeUjKUkwGQbbPZQT6oAyASjFBkmbmsS1Qr8sTbQgQj1PbRjaWjdiMa8sQf/MZHZIqbeM3cRBXNCS3la0YlgzdQQGaM0JQiKIMcW/Sqpc5tYEVtdUdz/dZ8Pmqpq5Iv2qBeao8T3xHOAhSVWbHNyhCgAQAAKWKOxfzZ8mNftWQE5WQAZNHqAiWXKQE5MUKRAL85jDC5DcsEfsyry4SOD0QwQi1P2TYcs3uPPFmZtHM54IeJyISJhO3+Fey2tntPzlMyvIECcmKEptdHSXcAeVG8WxbCropKYs0uel8amZXufHpiWvCoWKz1p7XH61TLoN5+oPdrye2IQyEWAwAA0s5vOIZyMgAAAMg+XY87p7L7uHmb0vdV9GO1gbkGTyKHK6qMTlL9d6CITWcO0a3dOEv44eLUuGV7AAAiREUZxG5247yy0OJmnbcr3y06bhVJs4tXL4zQytcndg9WPPm6uyryIgZPe0br8e+IcFyKygAAAOQW5WQAAACQC97DEJHEJsJU74gwt5Eg789dnuBD4KCHTFyKsoQp/bL7KBZhDkPa1owCAGQKQRnEpXRP9bG1eq904Gbnb9aplYf3nTI5xfsPb1vX3syT2xH7uK++BAAAgBXKyQAAACAvzPPqe2MClg0Sn5NPXW4jfAqDBZhC8JiDCR+XiTYlY24k3jWjAAAQgqCMtD5I8xWZ4t3y6oZbAsTIkhy8WW+1a4zWNwVr4t8RAAAAiBblZABkVblcNv4FIBtGKOJmmWB3KbjhslduRDNC/R698Ec78pIpaWP7vF1SJmGOk9HagSIshGOc8AYKyIwRml4EZRAbo/bL4OXYYZPxy8HqhkvNlYia9RZIsQm3xL8jvKCoDAAAwF6rfAwpGQDZxgVKQGaMUMTNdr7dJVqR5/l5RSl/9lnK4ia7sSdfovp1J/dns5vycirN4rKXL6RYksIbKCAzRmhKEZRBbDarCjlFWoxAi5+QSNBmjYCN9uKVU25l8erFerWkzZpN8e8IAAAARISUDAAAAPLF48S+DPP/CeY2zNEJvzGKqLI1AdrZjYTE9tCB94qOZbkw92dv2SDpvgMAkDyCMoiPKdJSb493oiLjdn1d+KX7uHbwZje7aZ0ve3bBlUXvy846tWKqcBP/jvDGqagMxWYAAAAAACHlfmEHAEg5l1IbMkRkLOLPbZiPQOCjEWzHkAdf2l9ijLw/9RwfJAAArAjKIEbFkyet25uDeqm6SbUsxr2qss6ziNaTE18ZkYDNmnbTOqVquzdeGOGVxbjXrpbWoRXLrvHvCK92MzGkZAAAAAAAgdmGYwjNAECKkatwkvPDklQdnaDCP37SzwAAgIQpem7Pe6SkrM9N/vM//PfJ9sTwv//tPzNuR/HXMm5voiu2WiO9v1tPZrOb2p1Pd0MkgZut1geazeYmams03dk1/h0BAAAAAMgJ4/JIgpetfM0ecXUNABANy2o6MewYnvHQ4Vc+SuQNNdijJ9vncI+fdN8BAJACFWUQs1p/PmqpDj9UW6N5sIRIwGZr/em867ifEGqrO7fNrMS/IwAAAAAAiIdtSsalBgGfyQYARCN8ciH+7ENUj5h4asP72zlv/AAApB9BGUn9VpflK3rFWn86n4+6LXUTF1FVtTWaz6f9WuAFh4I2WzzZ3U8IVW11R/P5tO+8AlL8OwIAAAAAAHez2SxkC5bJL9twzO49TJkBXoQfoUCOxJ7bCDtCg3Uj8XdQ8zv63oUVLRskXU5GknYQA95AAZkxQlOKpZfkYtQW/k//QJall/6Pv4t26SUAAAAAAAA3gZdeMi5QlsvloA+9ue3xwSWYLwPSIfwIBfJiN7MZfst9Qo3QDKwD5FRNzmUDCRaITOlqV/CLN1BAZozQ9Poo6Q4AAAAAAAAAcvE+b6TrfCAbABApy1uLbahBptzGhqL464Y876C2b+cu3ZPhaAMAgBAIygAAAAAAAEBGSnLzZyldPgI4NApOAzFJV24jfGhUhteWVR/2PhEZugoAAEIjKAMAAAAAAAAA2E9RFLIyQExSmtvwXlRGznip0XmJ11aMqpqdZE8LAIBYfS/pDgAAAAAAAAAAMq5cLhv/AvBK12+/bO+MLukQdoRaloVyz3FYNpAzr3GAgxw5CuDlBG+ggMwYoenFJwDkYpQU/k9+/98n2xPD//n3/8y4zV8LAAAAAAA4NOPyCBciAHkwMAHsZxvBsGRoXH4Kz4wDGeD4hdkXAIDMYOklAAAAAAAAAAAAhGO7JpBLAROSGqF5X+rK2B4AAAiWXgIAAAAAAAAAAEAEPK5VJPeSRvILf/A4/ACAnKOiDAAAAAAAAAAAACJipDDMBUxSFc1IUce9F5WhnAwAAAaCMgAAAAAAAAAAAIia5BmTHbZRkgOFZkI2a17nanXDpRHL80rbrwUAgOgRlAEAAAAAAAAAAEB+eay2sjeSEuyxvFeFMTNnZczNmpvafSxSMgAACCG+l3QHAAAAAAAAAADZN5vNku4CAEd5HqG2KRld33x52T7kYwVju6OibL6ieiAkK8/DE5AfIzSlFJ13RZko69OWf/X7/5hsTwz/5u9/17jNXwvSaHnZUM+ufe5UOdeujgv7255cvv7m6uqtuL42PUKlUvm00fji8+Oj/S0AAID8WC4nr593r96aTxwqlcqnjc6jz48Khb37T07vNIehe9Ecvr84Ct0KAByWcXmECxGAPMIPTGMKoVwuR9MnANHJ8wj1vixRVAsY2ZZ+CWlvdoezqvTK8/AE5McITS+WXgKQce9u/KZkPFhOLp93z4b2LV9fX19fXw/PzkSled55RF4GAIDccz51uL6+vr5uDjltAAAAAIAEmPMle6Mkqw2MXYKtl+TlgcK06esZAQCQWyy9BCDblu/eRt3k5LShNp1SMluuh2dNtXG5jLoHAAAgRZaXXk4dVqcNp5NlLH0CAAAAAJh5z5RInj5xWTEKAAAYCMoAyLTl66toC8pMTu80vWRkNq7P1MbpJNJOAACAtPC3COT1sKke+LShcveTg7YPAAAAAGmxd7miGFoAAACJUFjsWSrGWr//6vf/MdmeGP7N3/+ucZu/FqTP5PROc7j+pjl8f3EUXXMrleZ559HnR4XC7ffL5eT18+7V8Hp7Siz8YwMAgNTZPXWwnDmsThws5WYq59rVceEgPeCMBEBKGJdHuBAByCOSgTmbzcrlckQ9AhCxHI5QI+YS4IUtzL6AXzkcnkCKMEJTiqCMXAjKANHa+hB36Ekn61xXpTn8+cWRfYvLyelX26VnmJgCACBnrNVknE8dJqeNrfOGiE4bLB2IMoADAIdFUAaQEAMTQPYQlAEAILdYeklSH3RZvoBUe3djmhtqfF4I1djkm61PhDeHV04pGSFE4ejiatg03zP8hvWXAADIk8nzs+3MrPOpg/W8IZLThuXlV2db4RtSMgAAAACwFtWqSay+BABAGhGUAZBhW9GWTz8pRNeYaA73f8776CL6KS8AAJAS26cOlfNH7qcOR4/OK5vvwp82TE7V7ZgMle0AAAAAwEawkjAUkgEAINUIygDIruW7t5tvKnc/CdWYJSfzhae5pqMvSMoAAJBPW+chXirbFT751PTd23fLMI8+OW36TfgCAAAAAAAAQD58lHQHAOBgolx4aXuyy2NORohP7laEuN6/HQAAyJjC8ZX2+eTd62++uXo7FGFXgPRnedklJgMAAAAAAAAA9gjKAMisrWxL2IWXCsdX7z9fTl6//ubm6u1w//br3T75lKAMAAA5VSgcFY6Pjo7Fhf99Q5y6LC+/YtElAAAAAHCn60JRomkHAACkDksvAciq5esrU0GZkAsvCSGEKBSOjo8vLq6u3nueb9ouRAMAAOBka5nH4KculphM5fwRMRkAACCN2WyWdBcAOMrtCA0Wl4kkZAN4lNvhCaQCIzSlCMoAyCq7hZeWy8nlaaPRuLPRaDROLyfL5UH6sBXWiSatAwAAsmh7taTga0ZOnm/HZH5+HLAhAACAqK2mEJhIAOR0oBGqKJsvAMHwBgrIjBGaXiy9JKnfUqwPCMmy8JKYXJ52z4a7qyBdX19fXzeHZ6LSPO88Oj4qRNgHy1RV4CkvAACQZcvJ6VdN01lK8HjLdtxGNDvEZAAAAADEzzYWY75TtuWKFMVfl8j9AACQdgRlAGSUuaCMGDbVofOmK9fDs+bw6ly7impGyTJVRU4GAABsWy4nr59bk7zNYeAqMNZyMqy6BAAAACBeHhMkq80iicsYjxigNV0PG3mRLfEDAAA8IigDIJu2Csp4d32m3rkZvr8IP620vPzKPFXFR7oBAMDK8rKhnu1WuRNCiEpz+POLoPXtKCcDAAAAIFG2oRNzlMSygd86Lu6PGLI177tTTgYAgAz4XtIdAIBDWL6+2p1/qlSa50NNe2/QNG143qxYNhs2G5fLkI8/Od2eAGsOI8jeAACALNgqe7dRaZ6HSMlQTgYAAEivXC4b/wKQTfgRaomP6Prt1+6dLnuFfMQALDke9/5YNqCcDOLBGyggM0Zoeik67+QyUdYnWf/x7/1jsj0x/F//8LvGbf5akB6T0zvNrXWPXD+fvZycftXcWvWgEmYJJuuDi2YkNWoAAEAWuBSUEUJUKs1OkLiMpVVOPgCknHF5hAsRgDwYmABcBIiPRJI4iWoJJ7+1cCJ5UAAAkCCCMnIhKANEZ7mcvH79zdXV8Fp4Sb1YJ62Czi9NThsRZm4AAEDWLC8bX119+umn6+/fvh1eW3Izlebwyt95yPaJDGcfAFKP+XhAQgxMAC6MHImvV4hgex2Ir9o2MnQYAACEQVBGLsZ/OH/8e/+UbE8Mv/iH3zFu89eCbAv/Sezl5FTdriXD57kBAMB+y8nlV83tMjO+ziG2y9mRkwGQfszHAxJiYAJwErg2jITLGO2Ny0jSTwAAENL3ku4AAMiicNxpmr4dfjPxtfvyskFKBgAABFE4Or56r51XTHcNm6eeT0Um35hPQZodUjIAAAAAEuA3RCJh6ETXb79s75SwwwAAIBiCMgBgOPrCnJR5+27pec/J6fbCTUJUSMkAAAA/CsdXw63Qbvdy6WlHS07mC05AAAAAACAcwjEAAGQbQRkA2PjkrumT3Nc37zzttLxs3GkOt1My59oVKRkAAODT0aNz/+ci5GQAAAAAJGbvWkUxtwMAAOAFQRkACGG5W0pGNIfaFSseAACAAAqfN0xJGU8LQZKTAQAA6TGbzZLuAgBHIUdosMor1GsBvOANFJAZIzSlCMoAQFDLy4ZqLSXTHL6/OCok1CEAAJB2hU8+9bcDORkAAJAWqykEJhIAOTFCAWkxPAGZMULT66OkOwAAEnl3Y4q9VO5+4rLp5LRhCcmI5lAjJAMAAG4tl5N3r7/55urtUDQOVm5u+e6t6TtyMgAAAEBGmVcmogoLAABASFSUkdQHXZYvII0mp3c2GpdLr/ttTzV9+knB+QGsKZnKuUYpGQAAsDY5vaOqzebZcHh9La6vXi897rd9NrJ/89dXpjMScjIAgJAWi3G7Wq0qG9Vqe7xIulvZM24bB7jH4QXgSlFuv2zvtNyfiKhSO6R/AABAnAjKAMigT+5WNt94n5ryONU0Ob1jSck0hwf7mDgAAEilrbMR76cj22cj7uXthPBVDQ8AgD0WvWqpVB9omma6U9OEKCbWJQDIM485GEniMkIE7IYknQcAAHlDUAZABhU+bwRIykyen+3PySwvG82h+Q5KyQAAgF3bZyNeT0e2z0Yqjc8Le7b/xnRasn9zAACcjduljmZzv3qvFHtfkFXlctn4F4A72/iIrm++vGzvCyMUkBbDE5AZIzS9CMoAyCJLUubsq73LL1kDMPY5mcmpap6+EpVzSskAAAA71qTM/tOR5eR062xkf/DF86qRAIBAzAtbZP7z7uOXA+O22h3N9bXpCQVlECGmEAAvLG86tuGY3XtCvlUpivjss3L4Rg66PZBbvIECMmOEphRBGQCZVDjuNE3fXp+pDefJqeXktLEdgGkOL2xyMtbZK1IyAADAkeVsZN/pyGVDtZxo/HzveQYLLwHAodgmYzKdmFnczNY31e7XJzXCMQCQFPMbjW3xGDPLBoHfpMw7BmjEvZPxtAAAAOALQRkAGXX06Nz8MW5xfabeaTROJ8vl0rhvuZxcnjbuqM2hOSXjLSbTHJKSAQAAbo4uhltRmdXpyOnlZOtsZDk5bTTubGd2PcVkKCgDAIfgJQqT3biMEEKI8l1SMgAgA+/ZkZApk90CNhG2FsmWAAAAkfso6Q7A3oekOwCkX+H4anhzZyvccn09bKpDxz2EEEJUzjW7mMzysru947B5Z09Ltm2TrgEAIEeOLrTzt9sZmOvhWXN45rpXxWMel4IyABC13Rk7l1UtFIWPvwMAIhY+OxLg7UnXbx83zPua0YgQ+1uLNpoDAAAQABVlAGTY0cV7bbuujLtKc+iQZFm+vrq2uRsAAMBV4fjK19mIqJxrV3ahXQBAzGxXu2AmDwAQjwBhl5APF/nySbZLFu7ew3srAABIBEEZANlWOL7ShufNvfNTlUpzqF1dHBXsf7z1iW0AAADvCsdX77Xh/rMRUWkOtffeq8+x8hIARMs8b+cyaWf+UfrXjFj0qoqiKIpS6mjr+wZ1xdAe2+417rWr1epmM6VarbZ744XbQ43bW20uxu2qafd2e9NetefUkNFdx65tb2Xf0mLc67Wr20/g9im4PId9/d99qMXqOJkfoj1euB4kAEg72zdQIzGzt3IbAABAbAjKAMi8wtHxxdX799rw/LxZqWxNUlUqlWbzfKhp76+cQzLCOhEFAADgT+Fo/9nIe9ezkT1YeQkAorN30i7Hs3qLca9dVUr1zkDTNNP9mqYNOvWSolTb7nGZ22Z61VJ9sGlA0wazclldf/filX0bi1cvNvsMXjokZTZbqQ/vFy3db1cVpVTvdAba9hO4fQqdekmp2mRePPTfukW7WlodJ/NDDOqlkrdDlF2z2Wz/RkBeRZW/DNxOJCPUY3GaSGrYAPnBGyggM0ZoSn2UdAcAICaFo+Pjo+PjYPseX70PticAAMBamLMRm9Y4PwGA6ASeU1SU/MzzLXpVU+EZe9qgXpp159OTovM2L9ulgbUZ9eHjx2J2GyvRXrxanNi0MH9j3m12sxC13Y0cczLjdrW+87i2T6FTmgmXp2Dff9NjjdtKfeDSfr0kWq39Hcmi1RTCbDYrl8tJ9wX55bF+WLKCdUzXQ0Vtoh2hxlNIxQEHJMcbKCAzRmh6UVEGAAAAAAAAEMLzHF5WpvqKJ1Nd13Vdn3fX9VxEa6Qb+rX1vZaUjNrqjubGZvP5qGXsL7ROyXldJCEGg8GqhXUD81Gr9eR+sXj/oVFT5s3cZsfxy630iX3hGaeczLhtSsmore5ovum+rs/n81F36yk8c3wGTv1fd6BXNaVkto7T5jDdtgEgRrZL/7gsCYSorCrHUD8GAADIhqAMAAAAAAAAUsY8uxn+K0CzB+qJpJO142cdU8xkpE/7J6ZqLsVirT81h20GdbeojBCiNZr21w0Ua/1+rSiEKSljt67S4sZSz9wuKWNanal8d9PBRe+pkUxpjebT/kmtaC4YUywWayf9qekZzG5c10ey678QwnKguvOt47RzmADEwuNLq7yvwAAAADgAgjKS+qArknwlfSQAAAAAAAC2ZHsuU75nt50zmW7qzGwpnkxHxopCg6c956SJ2n1s14RrUsaIwKitdekXm8Izm9WZWg82D2GKz6jdxzbrNe12wL6ojXv/dw6U7epNW4cJwKHZvqK61DhJ9hU4qpor1G4BAADYi6AMACRv9Mf/2vyVdHcAAMB+/3Ph16uvpDsCAHmU7SlA6Z6dJWfismXtsVEuxX5lpFUjW4simRTvltc3rRVdNn0oP3i8jrPsxGk2qzOZczKbFaZ03T684o9j/70eKNNhyplyuWz8C8TAknqxDcfs3iNDWjFYH0L2nBEKSIvhCciMEZpeBGUAIGG7yRiyMgAASM6cjyErAwCJMNcDiOTLb7MH6oZ0KZnt+IdTRGTNXJPFMSljXhRpW+3ButaKdW+jVEzrQW2Tp7HEaRxyMnstFovxuNduV0ubdZNcOPZ/U89mz4EyHabcYQoBsTGnRva+ulo2CJM4kXodvX0YoYC0GJ6AzBihKUVQBgBkRFYGAABp7SZjyMoAQGZ4nNpM6QxoMJv4h0vEZc1UFMZ19SIHTkkZIwKj3iuZtnLYyD0nc5uKaber1WpVURRFKZVK9XpnMPCSknGxuJmtb+47UKbDBODQvAcQw0cVze8OId8p/O6eqzcmAACA8D5KugMAAHujP/7X9b/5z5LuBQAA2EImBgAyT1H2zJXmdzJSvVfau03pniqEa+LEtZXag5YYDIS4zdncxk2MCMptpRbjQcwb7c3JLMa9Z087YeMwzv03JYqA7LPUa5FN+Bfqve8Fex802GHR9bCdl/DXAQAAICEqygCAvKgrAwCAVEjJAECGeVx0Q/K54fTb1JQZvBzf3tos/nRbqWWzdJFpI6Oei21OZtGrluqOKRlVbXW7o/m8G82KSPsTRaV7uV17CSlnu66QcaeEOUK/L9RhXtgtq/KF5/14SnjkAQAAJEdFGUn9lkstAIQQ1JUBAEAaLimZ/2r5cZw9AQDEYDXpaJnpZCYyBpuSNIOX436tZs7JGBGY4t3y7Uazm4WoFW03Mhm3Sx1zRkZttR7+/+zdT4gb+X73+5+GmRs43JwD90kI0zyHCB+pMaazuKBVKauOCSMZC69MFgI/D08jES/c4oFWNqYXje/iaUNQz2IOkvsSDFqEWRmBJfNga3OPanMFWaQxxqWxFU5wCPds5jw8A7mTuboLtap+VaoqVUn1V3q/EEP/Kf3qq2qValz1qe/v3r39fD4vcjljlqTJ+2Beg9zoBtgWvmam29kcYSAvXG4qs3J7BtLGBgAAYAfRUQYAko6+MgAAxI5eMgCwC5avL8ptErgYOc9/rLDx/ENGtxhx9X5iGlJq1KI3nlG/fTkRck7GppvLoF5ezMoklFZfm81G7fZxqVTKySmZjfnpEsM0TQFLckcTd2mp3La8ed8U2+4p8b6coNYe46tYjmk6NfJxeRYAAABcEJQBgJjRMAYAgIRzT8nQTgYAtomX+TKCmlMjLaT8x3VyxYUxAZKH+YfsGUmZeQhm8OI65aLcv2PEWvSq1LeaKScjLzSnDyCE0np+XHLOxmwWX8ntHyy+XLWhpM20a66ugnzpqZsGSJeuypfTGMsfg8s/ScKrWO+zOiGf8LZluLxJAik72D0UQIDYPYEkYw9NKYIyABC/lVkZmsoAAJBMpGQAYCvZRmGcGidsPanFy3X7FmdGYEWIg/01u7WYkzJ6psQcgTEW6rwYSE1nlnMyEvffyomatRiRohUbSt5MO2V+CSGQCwke0yTJDJ2kq3K5jJWfgZYFEvIS0svjQSeoY1OAeyiAYLF7AknGHppeBGUAIFy//dlX84f7YmRlAABIJpd2MqRkAGC7ybOK7GA+xiAnZRpPBy5LDp429ABI7V5p8xWqb1/qmRJL8EZOytRtm874NLl4sllORuSOH19PCCXUxoMLx6iMvJlSKfb0Q7qmAZKlt3Lhp2HJTn9ghsClhc+uH54AAAA2QFAGAMJiycesTMyQlQEAIGlIyQAAYAqAiE65WLfPykwuimVpjqOTtXMyphBMY5EpWQreGDMddTquORmp0YtjzmdyUcyb0iurZ5myU7qnbyi18cB2Q5k2E9aQ3mmA0lj55mtfb4QNZ6EKKjuStAwK4RgAAIAAEZQBgFC4BGJc4jJkZQAASA5SMgAAXCudtBZhE6F2ypli/WJgBEkmk0G9mJGCJkrr+fHanV2EkEMw+pC38ktFGamU62Xs+8lIHXFEp5wpXgwmptovzMVvpNTuG1GZTjlTrEsrmwwu6sWg1rSj0jsNUHorn/ObzNgkyWF5vZu8/LVjOgAAANh6BGUS6qfEPACExKnBDFkZAACSgJQMAACS3PFIM7IyQu00yvnMQj5f7hjpD6WljTaLyYjlEIxtBsZoFeO8jBDmjjhCqI1y3lR7Y1G80urrr1F9q61Zedu8oaSV6atSWq2a4wDpsF6S4ODgQP/vhtI7DVB6K4/McpcdRCPAPRRAsNg9gSRjD00vgjIAEDyXdjK2C7tPybTMkpXpf/nf5Yf3cQAA2Fn/Z/b7+cPpt5uv4n//2Y/yY/MBAQCIVe54pPVriusySq0fQEpGiKWkzMG+zaByqxiXnIwQotReUbpS62uz0XHJ6GSz3txLQlxvqJbj2pSWNjreX3Ps9NvkEkJc0wBtLqWVB7XSNcYJcI4hv2vf8XYyXOQDEovdE0gy9tCUIigDAEmhJ2ZWNpWRLSdjyMoAAOBOzsEsZ2LcUzIr28mQjAEAbK9cqT2aaVq/VVMUOQiiKLVaq6/NZqN2KYiUjBCWpEztXsm2HnmGJtssjbFoqT2azSuXfqooSq3V1zS9cGOt6rcv103KCJErHesbSlpZrdXXZsEEiXZblNMABSulla9XRrzFb772hGx8AAAAhCQz4//4kiSziKz/6g+ScmL9u3/7Qv+adwvgka/2ME7+8Rf/1X2BeZ7GNhbjK2oDAMBOsc3ByPGXtSddcg/H/MMPX7j8FgAg00+PcCICSI6M0WpjJtaKEegDrLdnb/L0DVe9oRgrj3ejJWSzey9gjacAAAAgpT6PuwAAgL0/+/5v3bMydI4BACBwa6RkaB4DAAB2zSapi/nXfkcIcBqgiAMQMVbxCAPLAAAgAElEQVS+4TZPu9nM2ALzL1y2gOXPtGvbCgAAYAcx9RIAJNfajWHI0AAAsAZfKRmmWAIAAPBOTh5skkKIZRqgTOb6sYnoK99wmwcVFokxdGJZte3fcfknpGQAAAB2AUGZhPpplpQHgDX88odXgYzz2599xSRKAABEw29KJuRyAAAAts1sdv1IF0tflnQJZJuv96oTsq1sX7uemFkuMnXvTwAAAKyHoAwAJB1ZGQAAwrbGjEsAAADw6+rqKu4SfAuqFw7i4jEqlMYUV+DSuIcCO4LdE0gy9tCUIigDAAAAYFe4BGI28Q8/fDF/uCwQxnoBAACit3aYYH4JYb0LCfFOA7RJX5YtmMBI+G8Pk5B2MjLbP6L+QyIyYrM9FECo2D2BJGMPTa/P4y4AAOBIn8Kp/C9/2f/yv8dbDAAAO8ipnYxt8IX5mAAAAMKWyayTaUhCbiONlc9mmxaQwABKAksCAABA9OgoAwDp4HcCJoI1AABsyNekS5aUDC1kAAAAsE28J2aSEEsCAAAA3NFRBgASSm8nQ+QFAIDo/ZfpL/R5mlYmZuglAwAAEBm/rVmSk9tIY+VyU5n5Fy4vwVIwvVsAAACQWHSUAYDE+eUPr0jJAAAQLz0lY/l62XJK5h9++ILoDAAAgMXBwYH+3zVsnrqIK7eR3spt157JXD+Wf+jyLCTfhnsogPCwewJJxh6aXpkZ/8eaJJnFvyd++cW/x1uJ7rc/Gm2HeLcA3v32Z19t8vRAgjJ+Z2sCAGDruUde3Nn2lbFNyVh+zjRMAOCXfnqEExFAciRhx5SjGB6rWOMpYUhv5Tpf7W2SUDAAAADggo4yABAKPemyng1zNgAAIAJOKRkAAACEQY5fLLcwsbAskJymLOmqXDebearE42IAAABAvAjKAEBCbZ6VYdomAACiREoGAAAgbOmdBii9lcvmORhLVfoPk1YtAAAA4ISgDAAkF31lAAAIULDzLlnayZCSAQAAiIZtGkPPnSw3a0lOeiO9lS8jHAMAAIBUIygDAIn2Z9//bdwlAACw60jJAAAAJEp6pwFKb+UAAADANvk87gIAACv82fd/+8sfXjGPEgAAEVvOx8xZUjLuyNAAAACERI+SyL1YUpEvSW/lAAAAwHYgKJNQ/x53AQA298sfXrnMneT+22Xlf/nL+RckZgAACJVTPmZuOSVjG4UhHwMAALDs6urq4OAg8GHTGzFJb+XYSiHtoQA2x+4JJBl7aEox9RIApIAcqSn/y1/OHzHWAwDA9vkv01/MHy7LeEzJAAAAYNnV1ZX+XwBJwx4KJBa7J5Bk7KHpRVAGAEL0yx9eufzc6be2ltvPkJgBAMAXpxDMynzMHCkZAAAAAAAAANgCBGUAIFy//OGVHIhZ/tb7UE5TNTnFZcjQAABgIQdivLSQcUFKBgCwHSYXxcy14sUk7mrWMKgv6s/UB3EXk0zGJkrnnxgAAAAAgvZ53AUAwE5wCcT88odXTgmYZb/92VdOQxGLAQDAi/WSMZZ2MqRkAAAAAAAAACCl6CgDAPELpK8MAAAICSkZAACAzR0cHOj/BZA07KFAYrF7AknGHppeBGUAIBHIygAAkEyWlAwAYIdkMqYHgI1xCQFIMvZQILHYPYEkYw9NKaZeSqifZnFXACByvuZgAgAAEVhOydBOBgB2gm0sRv/hjLM2AAAAAACkGB1lACCViNQAABA2UjIAsIu8NI+hwQwAAAAAAGlGUAYAEsTXBEwAACA8pGQAYBctx19mM9PDfWEAAAAAAJAGBGUAIFm8Z2VoKgMAQGRIyQDAzllOxggmXQIAAAAAYBsQlAGAxKGvDAAAiUJKBgB2gtwhxiUQI/9qW5vKTAYX9WIxs1As1i8Gk4nn517Ui0Xp6fMhivWLi4GnMSaW1c+f7O259gNeyIPVB0IIMajrP7hwGll+3vxZ7kvZj7TeBtHrm694Mqib/h715VXZbLa6578aAAAAAOwYgjIAkERkZQAASAhSMgCwc1a2jdnqvjKTi2ImX250VFX/kap2GuV8PlOsu6ZV5mGOfLnR6Kiq9PT5EGqn0SjnM0WbiIdliLxl9fMnl1eu3/H15BuLwZRaf9QuCSFE/payGP3bl/ajTl5+axTReeGQlDGWUu7fyS2/ms02iP4Syh3T3+PKukS9aLPZOuV8fq2NFqarq6vVCwGICXsokFjsnkCSsYemFEGZhPpplknII+4tAeyulVkZwjQAAITnH374Yv6IuxAAQCTW7g2zXU1l3j6VUiVL1E4579R/ZVA3hzmcx2g4jWHNg9iu37mzi+2Qg7r0evSUjBAid+f+qqSM9lau5eq9fdFOOZkANsjci/ryn8S0rkE9k284rkntlPP1FyvLiMj8EgIXEoBkYg8FEovdE0gy9tD0IigDAMlFFAYAAAAAIuWxW8x2NpVRO9d5C6XW17TZnKb1a4qxSMMuqzKoS5kQpdYynj0fQeu3TGM8tRtCzoOYCui3jOd2yt6jMoN6vtxZfFPrz/SUjBDmpMxbze7ZLzryt/ZxGqecTAAb5Fqn05mP0dcWm6NWe6yva3JRNF7jfE3GWhZ/uOsxAAAAAAALBGUAIJXI0AAAAADYaZlMkI81hg2pkthb1Ci1/mzULuUWUYxcrtQeaf2avkDniaUByuTiiZRH0UbtY+PZ8xFypeP2SDPyLkvtWeQhlgooHcvrX1q9vUG96JySEcKUlLGbV2ny3nJLqF1SRpqd6WDfeMkBbBCzWn/ULl2PkCu19a/F4KmRLlJa8zUZaym1RzNpJQAAAACABYIyAJBov/zh1fxh+UmMJQEAAABwN5kM6sViMaMrFusXg4mXq/sJWkWixZ4mCVWcr06enkiSK7WNxIWlAYqUFlFaJ6WccODSw8U0xHObAnKlk9aqqZLk8S6KRkcXu5SMpZ7lpIxekVJbtH6xaTxjzM5Uu2esIoANYqK0TuzqtwZyRsd2a8odj6SQEwAAAABACEFQBgDSYjkxAwAAACB5BvViJp8vd1TVmEZGqGqnUc7nM0VPrTASsIrE286Zjxbie3WOkQwhRO74sdHVRQ6W5I5Hi9l+7LMaK0nJktpjhyHkVIl7UmZyUTRmcXJKyQghRG7/YPGltaOLUdHBvZPFipfiNMbsTHJOJoANYmKe1Mm2SNc/nJBCRnE7ODjQ/wsgadhDgcRi9wSSjD00vQjKAAAAAAAABGJQzxh9LGyojXymvjzJS8JWkRKzWcAPv8OGVEacGSDHSMZc6Z6elFkxVZDJZDIZDC7qdSm+YllACnzcyjsN4y1+4jklI4T8gqzZG71VTO1eycjTWF61Q05mpZUbxEye1MnE6Gez4g8nhYzixyUEIMnYQ4HEYvcEkow9NKU+j7sAAAAAAACALTC5KJY7qxfrlIu3tHUbb4S/ip2XyXiKqmzn3E+OkYxr+VuKEKoQ11MF2S48mQy0ly9evBVXV1fC1PXIkRH4WFnBCp2yKWdz9X4inGc+EvOkTKcjxDwpc6zvM3oERrmVFyK3WMphIfeczBobxJvJ+6vFl6s2W27/4PoPBwAAAAAQgo4yifVTYh4AAAAAAGC1wVO5O4RS62vaov+F1m/VpIYOauPpei1fIlgFhIcQzHamZFzbuSxZbikzGVzUi5lMPl8uNzqdTkddIxTipwIP1MaDFVORST1l3mr6T/UIynWnlvwtZXmhlTmZIDaIcNkmUr4IAAAAAOAPQRkAAAAAAIANTS6eGK1ean1t1C7l9B4PudJxe6S1jCBL58mKy/cxrWK3yY1kXKIw8q/inCYpWSYXxXy54TQpmKLUWq2+Jr9Bw1Rr6StaGZUxkjKdF4twmTEV1HWnFmPqImkhvZ+LbU4m0g2yOl+kR30AAAAAAEIQlEFMJpPBRb1YzCwUi/WLwWTjU3iBDTuoXw+w6rSiZYWZ4nyVIa4RWG16WdnzrXI59TT2dHjZrFRMK6hUKs3L4dTT8wEAWAjrmDKdDi+bloErlUqzeTncaFwAcGdcWRei1m/bzfaSOx71F5fkhfrtS7//+otgFZBlMjZxmW3tJTMn90vxZVDPy82OhFKrtfr9vqZd9zwajdrHx65zIAWn1p+1j4+fe47KGBGSRQjG2NX0CExu/+B6oUUnHZuFJBFvkLX/cAAAAACwqwjKIHKTQb2Yz5cbHanhrKp2GuV8vlhfJ2MS+LCDupcp38WgXsxYVijU+Sr95l08rhHw5sP7cQijToeXzcqeolRPu+OxaQXj8bh7WlWUvQqXIAEAXoR1TJHGtQw8Ho+73dOqsrdXaXKsAhAKKcSitE5sp2ERQojSiXH13m+MJYJVwKZDzDwuoz/cF94l171WhDCf1FBafW02G7Xbx6VSKZfL+cyCbJr4qPVn7ZIQQuSOHxuZMdeojNEtZhGC0ac0khq16I1nrncrY3+06eYS4AZx46dLDNM0AQAAAIAJQRlEbFDPl50azwq1U87X15pFPcBhvYVWBvWM8wqFUBt571kZYjII1vTDu+DHvKwo1dPuigDOuHtaVbgACQBwFdIxZTpsehlXjLtVpdIceh0WADySm71I+YFl0jV5nzGWCFYBIYQQs9nqBIyXZVJp0S7FgZzWMuIhgxdSKuS5W58Up7SGlPhwrWByoff0XX2ap9Tue4vKGLvMfI/RX49y/47xWvQa1beaKScjLzS3+Qbxxmhzs+oPJ80TFb+rq+TUAsCKPRRILHZPIMnYQ1OKoAwiJUVClFqrP+83O5tpfWNS5k7Zf1QmwGG9xmSke4NqfU1aY83zNNi+1gh4Nn3dC7ihzPSyopx6HnPcrSpcfwQA2AvpmDIdNpXqyoyMPK7HKQcBwCvpcrfdNCwS6dK2v94ZEawCEtsozPyH2xmRmXPPVsk5meV4iONPdVKAxExOd7m8Z+1zOs68RmXMSRk9U2J+NcZCnRcDqemM60ted4N4ZASMVoTi5JxdvOaXELiQACQTeyiQWOyeQJKxh6YXQZmE+vdZUh5Bmlw8WZwBqPVHbeOemlzpeDTTz150nvibtyjAYb1OuqSfyVBa2qhdyklrbI/6i6yM2ni6MpxDTAaBM028VO1+8qh3lLUfb9i0XtEsVM+6qqo/U1W7Z9WCaQmuPwIA7IR0TBk2lWrX/KNCdcWw41NinQBCsvL6vZ/ZUmJbBa7pyZgtz8cY3M5kDJ423HMy7qSzN0ukdJfz2ZuVOZ1l0kxkbi9NSsq8famvxdK5SU7K1G2bzvjktkG8keaXcr1bS/rLAQAAAACEEARlECXjjEat316+/c240cdfc+jAhp1cFOehFUVxP6doNKytPT5ePiFSauvnKVb1LPa6RsA708RLhf0bmw532TJdeixUu2rv/Ogwm9V/lM0eHp33PnVNVyDHp99w+REAYBLSMWXYtKRkCmfqp965zbDqmSks022R6gQQmDWnNVk1W0rEqwCEmHfktXnX6GcwhLDGQ6S+Jo5ZlMlFMW8Ka1jemlKixSHyMbl4oA9gezbGVu74uZdmw1IIprFYy1LnJiPN0+m45mSC2CAele7JPXNsX57pLwcAAAAAmPs87gKwO6RAi0OX6NK9muh0xDzScuzxpEdQw+pnXJTW88dv82WXe22MBrsOt/HlbylCrLxZx8caAe/khjKFyu3sZqMNvzHd+V/t9s4PHRY9PO91xZ5xrbL7anh+6LQwAGD3hHNMWUrfnKmOTdKyR73ue2nYce/19MhpYQBYl6UJxbLc/oGHfzDGvArvMplMNCtCdDrl/FWt//xk0T93Mrh4+qTR0d9SSuu56dxK7s59paGq18/NXLX6z+/ovXcnk8FL07Md5I6ft769jo6ojXzxbevxyaJl8GQyePqgrA+htE5cJx9zHlh0yvV7M5ubrGx2GptTPvr5JX0Z+34ygWwQj0rtfq1zHYRRO+WM618uBHKH+YODg5XLBDUOy7AMy4S3jJMk18wyLLMLy8hLJqEelmEZlmGZLUBHGURmZbxEuhHGR0+ZYIbVQyu1/mhlQke/Nchp5mxp6nhHvtYIeDZ8JV0uvHkjG+BoonD20D34cvhQvlW/+4qeMgAAXTjHlOX0jXvwxTzsuPd66loFAMAdKZmtU2vN+6+onXI+n7mWL5tSMtrSWQxpBiAhhNqQnpvJS89WWn2jb8zSGZXc8fO+0R6l0yjnpTGMAvyfRfHUVUZqzTKv1S4DY5nVzHHepWA2iEeltma8PIe/nNJq1RwHWJ/lyrrthXbbH1pOr68xDsuwDMuEt4ythNfMMiyz9cu4PyX6eliGZVhG/tY2O5LwmoNdJr0IyiAqRptol5vfVkZQwhlWCq3Y3VdkJXXktZs525hk2nmqap9rBLwKduIl02he+tNkb9yUvnv3YbrZ+gEA2yOcY4o5fVPtOvaoMYa9XSkY343ff1j1BACAi9lsFncJCNj+8UiOXZgptf5ySkYIIUSprfVrbpNKK7W+Nhsdl/TZi+ymGsqV2lrfce3Xo6xzFsUUXHGIyliSMrYnmYzzQUK4nfQJaoN4lDseuW03paWNjvfXHNuV5ZKA7RWC5WWWF1tvHJZhGZZhGZZhGZZhGZZhmYQsc3BwkKh6Il4mxWZIEv3v8r9+9lNCHoG9W/TbgpSW5riQcTam1o9sWH0I/ZerBzVuchJKra8tltJM50EcX8M6awQ8eXPype7us4+bD/jx45s3z05O7t71Npy8/mAKAABsjeCPKaZFvjx5E3DBAOCdlCxY/Y9Z49+Tfv4BGMEqEobTVpGxeXNp/VZNMc5vKEqt1ffwVrI8TQhl/kzpqV7enJp1HMW9AOkcjfPe0ZdzMLaLyUs4jeNlGfmVrL9B1tiLrdtN3mrBnHfSh15/CAAAAABIhs8FEDG32dSNOaGv3k9EyU8v3XWHHdSvp3L21dul1Nb6Yj5Bttop5ztLCyi1/nOH8dZbI+CF6Xb9jSdeEkKIbPYwe3R4eCTO/T83kAIAAFsj8GOKuY/aqsmcAACAvdzxaHZs+VHpuF06bvseafXTSu3ZbNW4OZ+r9zKmh4W8DONpVYYNNojPNQnhvt3WGA4AAAAAthlTLyXUT7NMQh5BvSJjiqRAbTrs+qGVXKn9vN+y7aOr1FraqO0Q8yEmgxBNX/fG+jcbT7y0BtMMGHEUAADYGquPKabDHvFMAImxcvqUzf91HMEqAAAAAAAAthhBGeyyRWhFafme43pyUczky42OavM7tdPIZ4r1gc2pyw3WCKz24b2Uk6nczgohxHQ6vGxWKpU9Q6VSaV4Op9OgVz+9bMnXNK8LAADAPy/HFPmwRzwTQMxy+2tN0+3WGTWGVQAAAAAAAOwGgjLYXUZo5fmxvzOHk4tivnEdkTFNk61p/cVs0GqnnK8Pgloj4IVl4iUxvGxW9hSletodj6VLiWI8HndPq4qyV2leDqcBrXvYrCinUk7n7OujbDBDAwB2jMdjiumwZ2koMx1eNpuWlGjzMrCjHgAsy99atBtV32rui2pv7W64SMQqAAAAAAAAdgJBGURkzZvfQht2clFcPybzQE/JtLRR+9iYZCmXK7VHI611ffqyU5aiMhusEfDGdGd9t6pUT7tj56WFEOPuaVWpXE43Wem8Y82eUpXXVe0SkwEA+LbBMUVvKDMdNit7e0r1tNu1pES7p6fVQEOiACCT/m26YmIkaVok5VY+WasAgNBdXTE3HJBc7KFAYrF7AknGHppSBGUQObczesbpPN/toX0Nq2dd1gitTF5+q8dk7J+cO36uR2WeXMzL2mSNgDfmO+s9G58qe82h33VdLu7SV6x5nEK1q54fZtcpBQCwi9Y9ppjyofORhs2KOWWzbB4S9X3gA4CVpH4v3750ibEY/6IUyv07vv5xGMEqACBU80sIXEgAkok9FEgsdk8gydhD04ugDKJinNLzwvNdb2sNa5w2VBv5zLJ55xfTr43WMHoPa5czjrk796/Lum6JvdEaAU+mr3vLVwYLhepZV1U/6VRV7Z5VC5bFulWffWWWL07OV1c9635NSgYA4Ecgx5SbN7LD5qqQjG7crZKVARA041+BQm08dfzn3OBpY+0QSwSrAAAAAAAA2AUEZRLqp8Q8AqN3iXabTd3/ROohDevMW9Mboyf2ipbYQGCs1xkL1a76qdc7PzrMZo2fZrPZw6Pz3ie1a07LjE8f+YjKODWvGXdPq8pepdJkVgsAgEfBHFPetSrVrv6dJSaqqmq3WjCnRMe+Q6IAsIIUYxGdcvHC5l+C+oS8QqwVYolgFQAAAAAAADuAoAwio/d+6bxwuvNt8OL6hJ6P03khDevIWwRmgzmkgDUdnn9S1e7ZWbVQEKJwpvZc78LPHp731DP5muH49Bs/99YXClWD+eLjeNxlVgsAgHdrHVPMAZvx+DouOs+JmmOi2Wz28LzXU7tnlpCoryMfAKwix1iE2sgX6xcD/R+Nk8FFvZhvGPdw1B6vMSlvBKsAAAAAAADYfpnZbBZ3DTBkMpn5F/9L5v+LtxLd/zsz0lQbvlsmF4tzdrX+rF1aXmBQX0xB5LBAVMPqz1Ba2sh6ZtFYn91vvS/jfY1AaKaXFeXUaERT7X46P1x7rOHlo+qpqavNRuMBAHaXl2OK5RgmhJjnRI+yriObn7X6CQDgi/FPwRUc/uUnP9/DIuusIkXmZ0g4bQUkh37ecpMd8+rq6uDgYPVyAOLAHgokFrsnkGTsoSlFRxlEx7j3rVOuD5a6sQzqiwbRSuvEa0omvGE9rE9tPLBrdS0mFw/0U5t0ukaiZY8aVenb7qsN7qzPHh71Ppmb1HSrtJUBAKzByzEle+Om5VmFs69Xhl6yR1/Lw457r6frlwkAS3LHo35t9WK1/voRlghWAQAh4hICkGTsoUBisXsCScYemlIEZRCh3PHjxfm8TjlfNFItk8FFMaPPo+63PXRIw3pZ36LVtVOvazpdI/EOv5KTMu8+TDcbLnvU65qiN63LDUcEAOwqv8eUasNTb5js7QpJGQBhKrW1fk1x/r3ip4FqbKsAAAAAAADYZgRlEKlS27j1Te2U85m5fNnoHF3rO0yfdK1o08Rl7WE3eBmLs5Jqp1HOL9aYyZcbncU6lUDXCYTkxr58ufD9h40HPHx4FvCIAIBd5eeYUti/4W1QS1KGAxWAwOVK7dFM0/o1RZHSLIqi1PqaNhsF8c/ECFYBAAAAAACwvQjKIGKut74ptb623hm9kIZ1Wd9Ia7ncwqfUWhonJ7GjzBcgN5rOCQCw49yOKaaopxA3b2SjqQkAPMnlSu3RaDTTjUajdim3ouVo7th4xsqpk9ZbBQAAAAAAAAjKJNRPs6Q8gpcrtUea1m/VpDvfrm98G7VLa5/TC2lYlxUeL69QCEWptfqaNmoz5xJ2V/bGzbhLAABsCZdjytqHG45TAAAAAAAAALDTPo+7AOymXK503C4dtz0/odSezVYv7XvYjdYW4Aq9rxEI2of3Y+ObpWkrptPhh9evXvXedUVF7R1lIy0NALBVAj+m3NgvCDFevdxSIR/ebbxuAAAAAAAAAEBq0VEGALbBsLlnqFxOvT7PfLHQPG3FsLmnKNXqabc7Hotx77XXQbkACQCwCuOYYu4M432uP/eMKAAAAEJ0dXUVdwkAHLGHAonF7gkkGXtoShGUAYBtcGO/YHzj/QLk9HVPulhY/erQcUzvg5rH5AIkAECEdEw5/Koqfec1KeOWEQUAAECI5pcQuJAAJBN7KJBY7J5AkrGHphdBGQDYBtnblTWSMsNvTp1zMpYxvQ5qHrNQuZ31Usncmz/5+zd/8vfelwcApEU4xxRLUqblpaOa+7EPAAAAAAAAALD1CMoAwFawJGVOH628WDi9rFS70vfL1wqtVzVXDzodNk1jes7JyBEZ4jIAkHy//tPv5w+vTwjnmHL48Mzf0c8yJjkZAAAAAAAAANg9BGUS6ieRScgj7i0BwKPsUUO+rX58qlScrxZOh82KIt9RL6rd8+VrhZYxVw16WVHMlzTPvj7KrijbEXEZAEgmSz7Gc1YmnGOKzdGvOXQYdTpsVixjPiQnAwAAAAAAAAA7JzObzeKuAYZMRg+mJOfvYmRleLcAyTa9tKRfhCgUqo2vH97IZrPXi0yHr79pnXbNS4lq95NNTkYIIcSwuWe6qiiEKFTPGg9vHxpjTj9886jVHVtWfab2vOVkVgZi/uJf/8rLOACAsDnFYv76n37h5enhHFO8jDr85lG1u+5xCgAQi/kZEk5EAMmhn7fcZMe8uro6ODgIqCIAAWMPBRKL3RNIMvbQlCIokywEZQBsxuZi4UqrrhTa5G9Wj1nt9pyiN0u8dI4hKwMA8XLvHOMxKBPWMWWNUV0iogCAZCAoAyRNIEEZAAAAAEgCpl4CgG1yeP5JPSt4X75Q7a68nz571PM1piicqd5TMsJbCIaZmAAgRp7nV1opnGNK9qindquehy1UuyopGQAAAAAAAADYVQRlAGDLZI96avds9eXCQqHaVXvnh1lvY37ydAmyUO2qn8KbyYKsDABE7Nd/+v3KlIzndjJz4RxTsofnPbVbLawY1s/BDwAAAAAAAACwlZh6KVmYeglAgKbDy9ever1347ExHUWhULh5s/LVw9uH2WxSxhT+EzDuTWjmozFbEwBswmMXGZ8pGZNwjinT6fD1N63lUSuNTQ5UAIDIMfUSkDRMvQQAAABgaxCUSRaCMgB2ma+4jG0OZnkE4jIAoNOzLyvTLRGkZAAAcEdQBkgagjIAAAAAtgZBmWSRgjJJxLsFQAQ2icvYPpesDACIpeyLU8aFiAwAICEIygBJQ1AGAAAAwNb4LO4CAAAw8ZVrkZMxTgkbv/M6AcD2WY6/2AZiSMkAAAAgVFdXV3GXAMAReyiQWOyeQJKxh6YUQRkAQOL8xb/+lfe4zJs/+XuiMACwoV//6fdeUjJ//U+/ICUDAACA9cwvIXAhAUgm9lAgsdg9gSRjD00vgjIAgIRau7WM398CwHZbmYAhIgMAAAAAANB0ctMAACAASURBVAAA2B2fx10ATJjiFwBk86wMMRcACNw89cJcSwCAhMtkMnGXAMBq7R3zH//xHzccAUB42EOBxGL3BJIsgj2U/EBICMoAAKLz+y9+5fSrn//4ndOv/uJf/2rzrMybP/l7Xy1qAGA7uERhPDaSCbQcAAAAAAAAAIBXmUyGrEwY2KwAgCi4RGRW0jM0G8ZlCMoA2EEee8bYIiUDAICMW3gBAAAAANEj0REGgjIAgNBtkpLRzeMyZGUAwJf1gjJEZAAAWKYHZVJ3Mo3Ko0fl0aPy6FF59FJaeUrLFlQeByqPHpVHj8qjR+WwxdRLAIB0+P0Xv/r5j9/Nky6bz8QEALsg7JRM6Rf/5vLbwfd/sMbaAQAAAAAAAAAIFR1lAADhCqSdzJw+B9PcenEZmsoA2B1+gzJOERn3QIwLsjIAgG2S3pv5qDx6VB49Ko8elUcvpZWntGxB5XGg8uhRefSoPHpUDlufxV0AAABeWTI3RF4AwEXsKRkAAAAAAAAAABKIoAwAIK3W6yjDtE0AYPHX//QL79MtAQAAAAAAAACQap/HXQAAYMv9/MfvApx9aY6wCwC489VORl44wMQM8y4BAAAAAAAAABKIjjIAgNT4+Y/fBTIOORsAcLKcsCHvAgAAAAAAAADYJnSUAQCkDDEXAHDnq52M7dMtfWWWszKlX/yb+yDEawAAAAAAAAAAyURHGQBA6ALpBBNUO5k50jYAsJ7SL/5tZUoGAAAAAAAAAIDEIigDAIjC5jGX33/xq0AqAQCszWNEhnYyAAAAAAAAAIDEIigDAEiN33/xq99/8au/+Ne/2nyoQAYBgGSyTJwUyNNpJAMAAAAAAAAA2A4EZQAAEQlq7iRaywDASmtnZZaf6DciQzsZAAAAAAAAAECSZWazWdw1AAB2RbAZl//7f/s/1ngWvWQAwDuXiMw8EGNZgJQMAGCLZTKZ+RepO5lG5dGj8uhRefSoPHoprTylZQsqjwOVR4/Ko0fl0aNy2CIoAwCIVLBZmaC61AAALNy7yNimZARBGQDAVkvvOUoqjx6VR4/Ko0fl0Utp5SktW1B5HKg8elQePSqPHpXD1udxFwAAwPrmsRviMgAQrJWNZPz+CgAAAAAAAACAhCAoAwCI1M9//C7YpjJCiN9/8SuyMgAQCO8RGfeWMwAAAAAAAAAAJNNncRcAAEAAfv/FrwLP3wDArlmvkYzHBQAAAAAAAAAASAI6ygAAohZGU5k5WssAwHo2icgAAAAAAAAAAJAidJQBACTOz3/8bu28C61lAMCv9VIy8q8I0wAAAAAAAAAA0iIzm83irgEAsItc4ix6SmaTyAutZQBgJRrJAADgXSaTmX+RupNpVB49Ko8elUePyqOX0spTWrag8jhQefSoPHpUHj0qhy06ygAAkkUOuGzYWiagigBgO5GSAQAAAAAAAADsoM/jLgAAsKOW28Y4ZWJ+/uN3pF4AIEBEZAAAAAAAAAAAO4uplwAAqbFGXIYJmADAgpQMAADrSW/XayqPHpVHj8qjR+XRS2nlKS1bUHkcqDx6VB49Ko8elcMWHWUAAKkRXmuZ6WVFOR37fFLhTO0dZdde57C5V+0GMhKAmE2nw9fftHrvxmPjc6RQKNysNB7ePsxm/Y0Vw8eREERkAAAAAAAAAAA7g6AMACBN5h1iAo/LfHjv97L0pobNRUoGQIpNh5fftE67Np8g4/F4PK52T0WhetZ4eHSY9Thi9B9HgpQMAAAAAAAAAGCXfBZ3AQAA+OZxQiXP8y5NP7zbpBzfppcVYjJA+k0vK0rVNiUjG3dPq0qlOZx6GzOCjyM5FjP4/g9IyQAAAAAAAAAAdgodZQAAqRRka5np616UHRyml498z6sCIGn8TZE07lYV0f10frhq1Ig+jgjHAAAAAAAAAAB2FkEZAECK/fzH75yyMp7byVhmOql6uJS9CWIywDYYNq0pmUL1rPHw9mE2O/92Oh2+tkzK1K1W9tXeUdZt3Eg/jgAAAAAAAAAA2EVMvQQASLef//jd/GH5ifcRTDOdFPZvBFjckuWL6wDSZ3rZMs2eVqh21d75kZ6SEUJks4dH571P3WpBWm58+s3QfeAIP44AAAAAAAAAANhNBGUAAFtiOTHjkdzBoVC5nQ2yKLNhs9pdvRSAhBt+Ywq8Vbu988Os/aKH571uVfq++8o1KRPdxxEAAPBvNpvp/00XKo8elUePyqNH5dFLaeUpLVtQeRyoPHpUHj0qjx6VwxZBGQDAjhu+ksIrN29kw1rP9LJixGQKVVObCQApYvrQEIWzh+7TIx0+PJN2d9ekTFQfRwAAYF3pPUFJ5dGj8uhRefSoPHoprTylZQsqjwOVR4/Ko0fl0aNyLCMoAwDYbRHNdDK9fGS0oCicff1wP6QVAQiZ6UPDS9+X7I2b0nfvPkw9jczESwAAAAAAAAAAhIKgDABgt0Uy04kpJlPt9o7CWQ2ACGSPeqra7Z5Vq4VCsJ8aTLwEAAAAAAAAAED4Po+7AAAA4mTq4BDSTCfDpiLHZM7dp2kBkHjZ7GH26PDwSJz7f67z50wUH0cAAAAAAAAAAOw8OsoAAHbZ9HVP6uAQykwnw2a1q39DTAbYPcNXxmeAy+dMBB9HAAAAAAAAAACAjjIAgJ1mN9PJdDp8/U2r92481n9XKBRuVhoPbx9msz5XIMdkCmcqMRlg10wvW3JOxnlGpdA/jgAAAAAAAAAAgCAoAwDYaZaZTsTwstk67Y6XlhuPx+NxtXsqCtWzxsOjw6zH4S8rckzm6yOPzwOwHabD5qOq9JHi9jEQ8scRAAAAAAAAAACYy8xms7hrAAAgJsPmnjQvkleFM7XnIfMyvawop4ur3NbnuP4SQMrNO8FYci7VrnrunGsJ9eMIAAAAAAAAAAAs0FEGALC7TB0cvBufKnvvu5/cp1GaXj7SgzCi2k3Tpezf/PGvhRB//v/8ddyFACljCsCZFardr11SMuF+HAEAAAAAAAAAAANBGQDAzpq+7i1f0i4UqpXGw9uH2exiqen0w3JriG61su/SyGHYVOSYTDQXsecBF7FBxkUfQRCXQSL9t//4P+Zf/M0//2G8ldj68N42JeNljqQQP44AAAAAAAAAAIDss7gLAAAgLtaL2oVqV/3U650fGZelhRDZbPbw6Lz3Se1WC/LS49NHl1P7gYdNaQaVKGIyv/njX1syLvpj85E3HAEIip6SsXy99mjzx4bjSJyawoy7p1Vlr1JpDqeOzw3t4wgAAAAAAAAAAJhlZrNZ3DUAABCX6XT4+vWrXq87FmceOjJYJ1ap2sx4Yl7GbomlpQpe1u3GS5xlZW8Yl0HoK4PY2SZa/PaVcYrFBNSfZnpZedS7efPm4vt377pjS5uYQrXbc4rOhfBxBAAAAAAAAAAAlhCUAQDAB8u16aVL014DMAEGZdZo+mIbfHEfh6wMYrRhwMVL25iw5nKaDi8fVU9NcZnAEi2rPo4AAAAAAAAAAIANpl4CAMCH7FGjKn3bfTWUfzu9fGRcti6cfb1Rm5gQ2U7M5B6FYQ4mxGW92ZH0mZUCnVzJv+zhUe+TeiZPlNStNoeOy/sa2/XjCAAAAAAAAAAA2CIoAwCAL4dfyZem332Y6l8Pm0oqYjISPTHjJQdDVgbRc4m52PaASUQ4Zkn2qNc1RVpal9NABnb+OAIAAAAAAAAAAA4IygAA4M+Nfak5xPj9h+uvhs1qV/9xtbvBXEo+BTUpElkZJI3HvMvmzWPCmndJcvjwzPaDY0MOH0cAAAAAAAAAAMDR53EXAADAVhi+6krfdat7XcdFl4xPlb1T49vCmRpdzMa33/zxr4OK5gAu3FMvf/PPfxhU25gIUjJCCJG9XSmcjhc9p7qvhueHh1GsFwAAAAAAAAAAmBGUAQAg9ebJlcjavZCVQdhWhmA2T8lElI8xZG/cFGK8ejkAAAAAAAAAABAqgjIAAPjz4b10rbuwfyO+Siz08EoEiRmyMghPUK1ilgUVjplOhx9ev3rVe9cVlXj7PyX24wgAAAAAAAAAgMQiKAMA2FHD5l5Vnx7Jx2xH0w/vpO9u3vD2rEjJEZbwQjNkZRCGMFIywTaPMX10CPF6euTts8P80eEy5nZ9HAEAAAAAAAAAkDQEZQAAO+rGfsGYB2Xc83q1e/q6J3VwqH51eP3V4fmnT+fe1z69rCini4F8XBf3LdQ2M/MxicsgKAGmZMKbWcn00eH9s8P80WFp/hLwxxEAAAAAAAAAAHD2WdwFAAAQj+ztSsH4btx7PfXyrOE3p2m6MJ3J6I8//93D6we5Fmyvv/nnP5w/wluF+aPD62eH+aOjULmddR5zSz+OAAAAAAAAAABIBoIyAIBdZbk0ffrocrriGdPLijzlSnIvTOv5GIffzuMyQSVmwpvdCTtl7XYyejgm1HyMwZqUWf3ZMR02TR8d1pzMVn8cAQAAAAAAAACQMARlAAA7K3vUqErfjk+VivPF6emwKU2WJIQQ1e55ki5MS81jvD9pHpehxwzSKNJwjInlo2PVZ8dlRTHHZM6+Xp5Yabs+jgAAAAAAAAAASDCCMgCAHXb48EzuDCHGp8pepdIcTqdT/WfT6fCyWdlTql35snRirkv7D8cYTxRCCPGbP/41LWGQRv/tP/6P+cNpgf/8Rz/oj4DXfXjeNUVl5p8dzcuh6aNjOmxWKnvmRIt9TEaIrfg4AgAAAAAAAAAgDTKz2SzuGgAAiNGwuWfq9uBF4Uzt2V/r9mp6KTWEWGO4NZIxy2YzEcTESTSkQVA2mX3J8hOXcMzf/e5n663FzLQTe1SodntumZZ4Po4AAAAAAAAAANgpdJQBAOy4w/NPqrmRg7tCtRv3ZelAUjJCiCBSMkCA1p5HyVfCJqA2M9mjnq+PDlE4U11TMiKVH0cAAAAAAAAAAKTN53EXAABA7LJHPfXG5Tet0657e4hCodr4+vwwG01VKeCrl8w6/TdWNcsIY8ytM50OX3/T6r0bj40tVSgUblYaD28fZrOBrktqiLLuZtazMmt3l/FOzsqs1WYme9T7dHvYfFRd8dEhCtWu148OPo4AAAAAAAAAAAgXQRkAAIQQ2cOj88Oj8+nw8vWr3nKm4Gblq+BDBesJrp3M2taba+nDe7+JlnjG3CLToVPeYjwej8fV7qkoVM8aD48CSlsMm76nDXIhd5dZIzTzd7/7ma+eMfrCfhMz2cPz3qdgPzrS83EEAAAAAAAAAEAKZWazWdw1AAAAz4IKyiz+B8Dj7EvrhWMkazV/WdGWJIwxt4aPjeOj3Yn39YWzmZ0SM+5zNvmdZWmt7jIAAGBnTCaDl0+ffHul/+Dg4P69kzulXC7Goqwmk4kmxFJNk8ng5dMX317pxR/cv3/vznEpvtIH9eKTKyGEuP98dJykLRisyeDC2O4HB/fvncS50ZdNBoOXL168vTLeGYaDgwNx6969O/lkvcUXrksXTrXfunVv/04pUVs75SaTiRBCiJzH98Pkov70rRBC3DppJ3Qfnwwu5M/0g/uPk/aJ7kr/FD14PGqX4q5mBQ6gQeIAmggcQOEZB9CkSdUBVKTkGJpCBGUAAEiVoDvK/OaPvnH61cbhGMl6mRb3tEUYY24J/5um2v10fhjkCsPfzHpoxj0lY+ElNENQBgCAXbXyfPTkov6g0VHtn63UWo/jv3ozGdQfPOmoqhCi1p/J53wnF8V8w7H2/vN2LKUP6plyJ+4iNjW/SjDf6oqiHDyWX4fTm0aptZ7HftljMhk8fVB2eksvS8abXAhxvdEd98ZlilJ7nNL3V0LYbHFFqT1+frLi+oy+j1s+kSI1mQxevnzx9u2tW/fumC8oDepF+z0gPR9IidjCHEA5gK6JA2gMOIBGjQNoUiViCwshtuMYmmIzAACQIkKE9/i//uibsMp+c/Kl4eRNYsfcCqYN8+WXX3755d2TZ28+ftQX+PjxzbOTu9Zlnn10HHGFj8+sg200XOD+03/4n74ecdcLAADi0q9dny2r9W1/q6w+z6a0tMjL1mktU4Xyq9BfWtJKtxSm1PoxbsB1WDa6ZeM7/FZ6uckrfbVY3+Wz2UzztC86bfGUvcESwm2Tr9io7p+r4dNaS7XrFa/aB9Lxdol7C3sqgwNoGDiAJq701TiA7h4OoAkW9xb2Wknyj6Hp9vnqrQsAAHbDn//uocg8FMKYmCko0w/vjG8K+zeSOuY2mF62uvL3NhMrZbOHR+eHR181K9Wu3gZmfPrN8GidrjLD5jqNfSLgd8alOdrJAAAAO5ML+aZJRandf3zvTj4vhNC0ly8WN0MLoTby9f147kkc1M33uxtnVCcXxcVN52J+0+G89sSUblA75XwnPTeiOjcZ6JSLt7TR/lP9t0qt9fjevhBCvH+h31Wsdsr1e/Fsc0vpSq12IIQQ4upq8YZQWv3nd/JC07T3L158q/9YCKE28sW3/bh61A/qeentLISi1A7u37q3vy9EPp83fq5pmhDvX7x4eyXVrnbKeRH3XcOpY/74E0IIRQjje7VTzl/VYntDuLLfRa/fBifvHyx+pyi1+49P7uSF0F4+NT4VO+UHt7TI57TRbyv3SJ805epJvf7C9KuEzNbBATQaHECjwgEUnnEAjbTmLTyAilQcQ1Mv7qQOAADwKcymMjaPIMg9ToJqNRLGmFvA0k5mRacd89LrtOVZbl8T65/Eb/MYeskAAACJ88180m3b9jd/an3pxso47kqUbyxXWqYS5eLt7jXU4izd2OYt862pKbhzWd5wSq3V1zRN06SbtRVFcdrssW5z8/ot7xbTb82Fa+Yb0eO5+dblje7GtINyz60v5ve5tMktbwind0SMt2ub7ndXlFqtVqsp+v5ZW1S//Fkjv7Lo3y0e+pd4FeU25wDKAdQPDqAx4AAaOQ6gHEB9V57CY2j6EZQBACBtIg7KBJCYYeKlyJhzK6vTKuZZk/xuR9Oz757I0zlFG5TZMB9DSgYAAMxmM5dzlMYpSrdTvt6WCoexbpfzq87nTr0sEw7zNrf2cVdq3q/kRM4o1vr3Nr+MVVc/Yjinra/b8Z2qvwRrcZp0vj7W6zb+V67FuIem98rNym1uerfbLRHfdT6nP7j5r+FQlvP+HbqUvls4gHIA9YEDKAdQz1L6kTibcQDl3bJO5ek7hm6BzwJ72wAAgO2WyVw//GLipciYNosoVG5nVzwhe+Om9N27D1M/K7t8ZMy5VDj7+uG+jydv7j//0Q/6Y/PRmHEJAAA4G7xYNKqvPXbpwl1qL85Sqt++nIRflkSvUGmdlDz/ylA6WZzTvnofbeVmuePRTGsZt6KqnUY5nynWLwZxVmVv8vLb6zboS++K3PFj6WLYPfvNHuM2198Tzu9n/SV0nlyYqsuV2voFkM6LQWg12pK2ed9/a/lcjHtoeq3c5rnj0Uy/fbxTLl4kZstKn33PTW90443g8rlo7MWRv1tKJ6b+DWJ+J78z4x7/pSVv5e1WEC0OoFHhABoJDqAcQD3jAMoBdHPJP4Zug8/jLgAAAPg0m62TVglQJiNmMx/Lf3ivxym8ZDdiG3MLZI966u3hh9evXvXedUWo28UUk6l2e0fZ6WV4a7u2diZmnoNxejopGQAA4I3TJZuF/C1FCFUIob7VhIhjYvuDfce1uvxKiNz+QcyVG6Uct0d37l08fdLoXF9fUDuNcqchFKX2+PlJKRdrdQbt7eLyh827onSvJjodp9/OxbbNjct8bu/nxUtQv305OTadms/dua80VFXMr1CWIqzcdZt7of9dot7mpbbWFw/Ki7d0inja5qX2qC8y5Y4QQm3k6/sz/1dhg2dc5rt/x/qnLp20lE5DFa6fi7G9W0SudDya3bko5huqEEKonauD/vO24642qHfKqhBCHDxuJ2HLO+EAGgEOoGHjAMoB1DsOoBxAA5T8Y2iK0VEGAIAU8pVTiZupy8nNG9mkjrklstnDw6Pz817vU+8o6/O53rfksKnIMZnzQ59r8mftzjF/97ufzR/CISWj/xYAACAAuf2DuEvYDrnScXs00/o1+a5QVe2U8/lMJlOsX1wMJtwuGRH1rWb5if4+X/4VnORK7ZE0ycL6nfETeiGn1NZn5kjUXfHC/lJeCj6r5fYgaqecL9YT2BckUCn4o6QDB9AE4QAaCA6gseEAmh4p+LskF0EZAADSKd6sjI+WNtPXPan5S0ATL4Uw5m4avuoa33jeksNm1XhaeDGZ9fIxejhGTsA4pWQ2LREAAOyE0r3r89erWvxP3l9FUI6N/C3HXv7eitcrVxLSaVyI+ZWR2UzrG43R59ROozG/4pcpFov1ev3iYjAYxHblz27DGu8E580e27tF5+0tkUTrTrYR84vKHeuX+tRGvh7xvBthkyYVSdGrc3krJWAXyB23R4u8w/xaX6KuoHrDATQeHEBDxgE0YhxAk4cDaBSSfwzdBgRlAABIrXT0lbGbJGk6HV42K5XKnqFSqTQvh9NpbGPuoullS87JeJyqSY7JFM7UkGIya+djPA5FSgYAAHi3OEm56v5fvcl61FfLcnfuLy70PbGeB9aLd5mzfvC0cV256/wSsciV2qPRbKb1WzVl6ZeqqnY6nUajXC6Xn0Z7c7Z+bdVmw05efruYIsDxPWMsE/W7xa1ynVt5Rkv+iCvXrxaojafrXEYy3ufrTj2xsdzxyLhvPA3XwlwyBMtMry7uu+LdKy+1Z7PZTNOeHzt+4sX2eW6WK8nX+hr5TNwb1jcOoDHiABo0DqAcQL3jAMoBNACJP4ZuA4IyAACkWfKzMpZJksTwslnZU5TqaXc8HkvLjcfj7mlVUfYqzcvhNPoxd8502KxI0yeJwtnXXqZqml5W5JiMp+eExrZ5jMcnhlQSAADYCp3y4l7ri/l91qWT+Y2ey1fRJIN6eXH54/6diK+WGRf61Ebe0mB8UbzaeGBb/cQoPL7LHyvNJ5OYzTSt36pZb5GPpSBpkz+QN/lkUH+wuJwkHK/mGJecIn+3mCp3eEMb5Vkv/cpvl8ivCusX+ta4jDS5KCbjfV5qp+lKn9HK38uFvvmr0++Kj/WKlJR+cNzOuZzjOzjOz/Ml8rU+oTbymeJFgqeR4ACaPBxAA8MBlAOodxxAOYCuIX3H0G2w5mxuAAAgOYTw+vC18MqhvHhz8uUa7j77GPGYu+PjxzfPTu5aNs7Jm4+envvsrvMGdf2lb//pP/xP28fmQ21WFwAA2GKLs++ulFrf5qn6KVghhFBaWuS1z2aLpu3XVbb6chF6eUpN/rlmqjuOwvVtbrtZV9C0fr/VqtVqiqIo9n+YUJnfMEqtZroAqbRaNf1Xpr+GaatHX7alcqXW0kx/d61l+2bWtH7LdIE1lve56W0uFKXW6mvuZWiatZlCPDuoif4HSEAtq0ib3Gu10vtL2g3i3UOV2qp3is78hollD3VgPtAsPlY2+hQNDgdQDqC+cACNvnIOoJHjABpukX4k+gA6S/sxNO0IygAAsBXWS7eEH5QxhSf8OXkT4Zhbz2Wj3fWYkjGPsbwpgw3KzMwBl6CG2rgoAACwxTSt5eVea8tJSuuZzfjOUGrLJ1kVRanVarVWq983XR8RNq8y3gtOsZ+hXov5qtPS20CzbnTFut1je7csvVcUxb086xPi+4M5bXRlie1SyXinGS8iGfW4slzQVmqr37V2f6Q4Xqm1jpU1JOd97kSTP8uVWl9LyqcoB9DoJeRPvy4OoDHgABo1DqBJktgD6Cz9x9B0IygDAMC22CTaElI7Gft4xt27J8/efPwoLWXb5MQpbBHGmNvPoQvP3ZNnHlMy5hHsEkeBB2UAAABitLjZevmUpds5ythPUGrmW3+9iu3iR3LOUK/L3FPA+jZwvhAY+7vFrnCX8kz3FpvbLUTPeou797d5gi4gaNfirsMLy/vY0966lDuIaR/XfN3dnqzPc0fyH8Q4RiXoU5QDaCQ4gCaqcJfyOIAGjQNoNDiAxiSlx9D0+sz/RyIAAEik2Wyj5+qPIH14PzZ9X6h21U+93vnRYTZr/DSbzR4enfc+qd1qQV56fProchrJmFtv+uGd7c/H3dOqslepNIdT9wGGzWpX/6baPT8MsDgAAIAEyuVKpePjdns0ms1m8/bz/Vat5nCXrbierGF0HPO88Lnj9sjXVZD5HBOjdinUsrZYrtQezWZaX6fNZsbbIHc80vqt5TdNAt4tuVJ75PROsS9PUWrzGUlGx6V43+e50vX7vLX65tv5Hdzzutsx122SuxZ3HV7M38f+rq3mSu11cweByh23R0uzh6yk1PraLPbPc0e545G+cVU17mpscACFJxxAY8ABNGIcQBMm8QdQkdpjaHplZgFfDwMAAHHLZKw/We9wvzzOOkNNp8PXr1/1et2xOFN7R9lVi19WlFMpCVPtfloOZYQx5nabXlYe9W7evLn4/t277ticNxKFarfnsFnMG9Bp85mWKnj5wwAAAGyByWQgRCmZZ+snk4GmvX//4u1byy9u3bq3v5/Px1/2ZDLQNCGESEIxoZpMJpqmiWS+Ur04kc/nU3LpyWQymQghrl/DXD6fFyKNryXhJoOB5us9PJkMnj54cqWqB/1Z8vMEk8kkTW+byaD+oNxZXOirpWELW3AA3QQH0ETgAAqvOIAmSfoPoCLZx9A0ISgDAACSxRJrCSTVEsaYqTcdXj6qnpriMvaxJI8BGIIyAAAAAABEZzK4ePrirRBC3Dppczs5AADecACFEIKgDAAASJ5hc880z08QqZYwxtwGK7vteI+/EJQBAAAAAAAAAADJ93ncBQAAAFgcflUVXT3V8u7DVBxmkzjmNsge9brvpQxRt3X58NBIuAybUoymcPY12RcAAAAh5rcgPvn2avHtwf3HJ3fS0fmayqNH5TEZ1ItProQQ4uDxKF0d9ak8elQesZSWLag8DlQelclk8FI+7IuDg/v3UnHgp/LoUXn00lt5shGUAQAAiXNjvyDEIp8x7q1eTQAAH5NJREFUfv9BiGwix9wOhw/PCt1Tu00zbJq68NAiBgAA7JDJZPDy5Yu3b2/dunfHfAJyUC8ac9rPqWq50xBKrf+8XYr9VCWVR4/KE0pVVSGEOIi7Dv+oPHpUHrGUli2oPA5UvqnJRf2p6xQzk4v6g4blqC+EqqqdTkMotdbjk+N4jvxUHj0qj156K98KMwAAgIT5+Ozul4aTN0kdc1s4bJs3J18G5e6zj3G+QAAAAD+0Vk2xnD9Tan3t+nfWX5ktlqNyKqfyuPVrerlxl+ITlUePyiOW0rJnVB4HKg+7kv7S/w/YUFqxHPmpPHpUHr30Vr4N6CgDAACw47I3bhrddgAAAHba5KKYb1jv1xNqp5wX/dnJ+weL3ylK7f7jkzt5IbSXT59825nfMiw65Qe3tJHtrYBho/LoUXmk9NttPbpa9Ka/elKvvzD9yumG3ZBQuaByz1JaeUrLFlQuhKByz9JbuYvJhdxATlFq9x/fu5PPCyE07eUL48ivNvL1/VmSZpCi8uhRefTSW3l6xJ3UAQAAsDK1MgmoGUkYYybQx49v3jw7Obl719drNG0cOsoAAIDdZWqkoSi1Wq1WUxY/UmqL+/mW+2lo0r1+sdzRR+VUvvWV67fbbi7im/upnMq3vvKUlk3lVL5rlS+tV3pNim27OK0v/T9D9K1xqJzKvaPy2JtXpdJn1s9nAACAgAybe4bK5dTr86Yf3knf3byRDXnMrTFs7ilKtXra7Y7HYtx7PfX4PPPGAQAA2FmDp3ojjZY2G43a7Xa7PRpdn6NUO/P7+Wr99tIs8LlS+/niNKX67ctJZCVfo3Iq9y69lQMAgOAMXnSuv1Jaz5cP+0KIXOl4pF+r7zy5SMqhn8qjR+XRS2/lKcLUSwAAICw39gvGjD7j3uvp0VHWw9Omr3vSNEDVrw7DHnNrmDaO961j3jiF/RvXXx2ef/p07n3t08uKcroYqHCm9jz9ZQAAAJJDPxeptJ6bGuKX2v1ap9y5/t2JfVPr3PHjWqPcEfMEwXGkHfWpnMq9S23lpZN+66pszBil1GoHbstfXV23o1eU2oF5yVv5UCp0QuWCyj1LaeUpLVtQuRCCyj1Lb+VOjKvwtccuB3Tj/w+i/58WB1QePSqPXnorT5W4W9oAAIDt9fHZXf/T75gn/NHnAQpzzK1h3jget45546w/SZJp5cy1BAAA0ke/G89uThl9shq3ntbOfbPDReVU7l16K5+T542yb0K/EG+dy6g8elQesZSWPaPyOFB5lJwq8Vyh8aITMmkUlYeHyql8tzD1EgAACE32dqVgfDc+fbRyqqTpZaXalb5f7v0Sxphbw7xxvGyd6bBp2jiFyu1s8HUBAACkysH+8o14uX3Xm4YTgsqjR+URyx2PZlqrpgghhNop54v1QUq6zFN59Kg8YiktW1B5HKg8VVLwvwcOqDx6VB699FaeAARlAABAeLJHjar07fhUqTgnN6bDpjR3jxBCVLvny5mWMMbcGpaNs2rrXFYUc0zm7GvmSwIAAHB19d7xcsjk/VWUlfhF5dGj8nDkjtsjrS9fpbxIyVVKKo8elUcspWULKo8DlcetdO+6YYXLUV8IkYhDvxmVR4/Ko5feytOEoAwAAAjT4cMzuceJGJ8qe5VKczidTvWfTafDy2ZlT6l25USLc6QljDG3xuF51xSVmW+d5uXQtHGmw2alsmeOEBGTAQAAOy5/67ppdefFYPm3pfZsNptp2nPned+1t+r8C+VWPowCHVE5lXuX3srNciX5KmUjnymm5SollUePyiOW0rIFlceBymO1uA6vvtVcl0vIoV9C5dGj8uilt/IUISgDAABClT3qWZIbYjzuVhVF2VtQlOqpOc8iROFMdY60hDHm9jg8V81BIiHG3dOqaeMo1e7YvHUK1W6PmAwAANhpuTv3FwmCct0mQiCEELmcY3xgUC935l8p9+84LhUKKqdy79Jb+TL5KqVQG/lM8SIlE2BQefSoPGIpLVtQeRyoPDKdciaTKRaL9frFYDCZCFE6aSlCCNF54hLzScKhn8qjR+XRS2/laTYDAAAI3cdnd7/07O7Jm48xjbk1fG2cL+8++xjwKgMZEQAAIGr9mnHOTKn1Nc3b07R+6/oiiRBC1PrhFmmLyqNH5YmhX6VcvKLZbCa9zCSVakHl0aPyiKW07BmVx4HKwyIf9x0ptmWaX1rL4/8xUDmVU/lOVL4NCMoAAIBofHzz7GRleOOuv0BLGGNuj49vVm+cABNEBGUAAMA20FqK6Zzkymsb1jObsV0MofLoUXmCaP2W5Splcq5QuqPy6FF5xFJa9ozK40DlodSmtVq1mmI+9C+z1Gk99MdxEZ7KqZzKk1z5NiAoAwAAIvXxzbNnJ3fvmhIcd+/ePTl59ubjxwSNuTUi2zgEZQAAwJbQfLXNMJ2jjPkEJZVHj8oTRQ4AGZcbYr9C6QGVR4/KI5bSsmdUHgcqD5Om9fv2V+XdLsMn4dBP5dGj8uilt/KUIigDAAAAAAAAyLTFLDOeAwR6o/2YUXn0qDxRTAkgu+sKiUXl0aPyiKW07BmVx4HKI6JpWr/fqtUUxTqzi3HobyXy2E/l0aPy6KW38rTIzGYzAQAAAAAAAMC3yWQiRC6Xi7sO/6g8elQekcmg/qDcUa+/q/Vn7VKs9XhH5dGj8oiltGxB5XGg8lhNJgMhSqk59EuoPHpUHr30Vp4sBGUAAAAAAAAAAFtkMrh4+uKtEELcOmkfp+kqApVHj8ojltKyBZXHgcoBAKEhKAMAAAAAAAAAAAAAAICd8FncBQAAAAAAAAAAAAAAAABRICgDAAAAAAAAAAAAAACAnUBQBgAAAAAAAAAAAAAAADuBoAwAAAAAAAAAAAAAAAB2AkEZAAAAAAAAAAAAAAAA7ASCMgAAAAAAAAAAAAAAANgJBGUAAAAAAAAAAAAAAACwEwjKAAAAAAAAAAAAAAAAYCcQlAEAAAAAAMD/3969Y6eRLAAYLs25SwEHOlpBawXgRJFTZ02IEmUOnTlphZA5daTEsAJYgY4DN3vpG0jiJUCgGVV1Sd8XeQQe/zQFpdPVDwAAAIAPwYEyAAAAAHCa6eDycjBNXfEayuNTHp/y+JTHl2l5ptlBeQrK41Men/L4lPPgrGma1A0AAAAAkI/p4Kw/DiGUk2bUSx1zEuXxKY9PeXzK48u0PNPsoDwF5fEpj095fMp54ooyAAAAAHC86aA/fvjTuJ/XCX3K41Men/L4lMeXaXmm2UF5CsrjUx6f8viUs+JAGQAAAAA40uL28mkPZQghjPuXt4t0NadQHp/y+JTHpzy+TMszzQ7KU1Aen/L4lMennA1uvQQAAAAAR3m63PWGoqpnw06KnBMoj095fMrjUx5fpuWZZgflKSiPT3l8yuNTzhZXlAEAAACAl22dx7c0v+4Opq0+o095fMrjUx6f8vgyLc80OyhPQXl8yuNTHp9ydmgAAAAAgMMm5XJ/WlFVZQghlFVVLH9YTlIX7qM8PuXxKY9PeXyZlmea3ShPQXl8yuNTHp9ydnGgDAAAAAAcNCmfdkYW5aR+2mFZTpqmXnuoqlN3Pqc8PuXxKY9PeXyZlmea3ShPQXl8yuNTHp9y9nCgDAAAAADst2Mv5GofZdM0TV2t7cFM1/mc8viUx6c8PuXxZVqeaXajPAXl8SmPT3l8ytnPgTIAAAAAsNvyXL2iXD9Vb3Mf5dYTJ604p095fMrjUx6f8vgyLc80u1GegvL4lMenPD7lHOZAGQAAAADYaVLu3uv4fB9l0zQPOyqLdtwpXnl8yuNTHp/y+DItzzS7UZ6C8viUx6c8PuW84H8BAAAAANihe1M3o87RT+/0RrPeaLFYvGHSkZTHpzw+5fEpjy/T8kyzg/IUlMenPD7l8SnnBf+kDgAAAACAdup0jt9B+e/+0n9NeXzK41Men/L4Mi3PNPu1Ecr/FeXxKY9PeXzKeYEDZQAAAAAAAAAA+BAcKAMAAAAAAAAAwIfgQBkAAAAAAAAAAD4EB8oAAAAAAAAAAPAhOFAGAAAAAAAAAIAPwYEyAAAAAAAAAAB8CA6UAQAAAAAAAADgQ3CgDAAAAAAAAAAAH4IDZQAAAAAAAAAA+BAcKAMAAAAAAAAAwIfgQBkAAAAAAAAAAD4EB8oAAAAAwE7T28HtdHHK31hMbwe307fqOZ7y+JTHpzw+5fFlWp5pdlCegvL4lMenPD7lvMCBMgAAAACwx/11v3t2ecyeysX0dnB51u1f38foepny+JTHpzw+5fFlWp5pdlCegvL4lMenPD7lHNYAAAAAALvVVfGwF60oq/rph5MyhBDKyfJJk/LpWasnpaY8PuXxKY9PeXyZlmea3ShPQXl8yuNTHp9yDnGgDAAAAAAcsNxNGYpyUjfN5j7K1f7J9u2gVB6f8viUx6c8vkzLM81ulKegPD7l8SmPTzl7OVAGAAAAAA5b7aYMRTlZ7aNc7Z9s6w5K5fEpj095fMrjy7Q80+xGeQrK41Men/L4lLPbWdM0AQAAAAA4ZDo464/3PVhU9WzYiZlzAuXxKY9PeXzK48u0PNPsoDwF5fEpj095fMrZwYEyAAAAAHCMfbspy0kz6kWvOYXy+JTHpzw+5fFlWp5pdlCegvL4lMenPD7lbPsndQAAAAAAZKE3Wrv69ZOiqtu/g1J5fMrjUx6f8vgyLc80OyhPQXl8yuNTHp9ytjlQBgAAAACO0xn+3NxLWVQ/87jatfL4lMenPD7l8WVanml2UJ6C8viUx6c8PuVscuslAAAAADjB6uLXuV3uWnl8yuNTHp/y+DItzzQ7KE9BeXzK41Men3KWXFEGAAAAAE7QG03KEEIoJ7ntoFQen/L4lMenPL5MyzPNDspTUB6f8viUx6ecJVeUAQAAAIATLabT0O11MrzgtfL4lMenPD7l8WVanml2UJ6C8viUx6c8PuWEEBwoAwAAAAAAAADAB+HWSwAAAAAAAAAAfAgOlAEAAAAAAAAA4ENwoAwAAAAAAAAAAB+CA2UAAAAAAAAAAPgQHCgDAAAAAAAAAMCH4EAZAAAAAAAAAAA+BAfKAAAAAAAAAADwIThQBgAAAAAAAACAD+F/qQMAAAAAIDvTweX3+xBCuPg2G/VS17xssZj+/vH91/3yBxcXX65uPvc6nYRR2xaLRR3Cs6bFYvr7x92v+2X8xZcvV5+HvXTpy3f/y8/ZsE1b8L+1mN6utvvFxZerm5Qb/bnFdPr77u7P/WpkrFxcXITzq6vP3XYN8SeP6WFf+/n51afPvVZt7cwtFosQQgidI8fD4nbw408IIZzfjFr6GV9Mb9e/0y++fGvbN/p+JtA3YAJtFxPomzGBxmYCbZvc5tCWawAAAACA00zKx71r5SRxSV2VD6p67xOKvTsHi7Ka7Pl7EdWTsih2bs+6OtSeKn357qeM+LfqSbXc6kWx9Tr2DZpi7zCLqK4nB4Z0Wwd50zSPG/2U9HzHV0vs2OJFUU7ql7ZqK77h63pSVWVZVtV28N5PQCYDphWbt2kaE2gKJtCkTKAczQTaVq3Ywu+GA2UAAAAA4FTt2Ud5uOSoBZEi5drN1kre+qtYW05rV/pWWD671p/sWT593PiHFlcfXm770l+WdJQ3D4vZryvPcIC1xKFN/sJGTf0Nv2OlfVn80mcgg+GSevMeW2ICfQsm0Nalv8wE+vGYQFss9RZ+X9x6CQAAAACW1wk/0vKC7/ffB4O7jYfac6Xxxe1lfzx/+q+iKL98u/rc7YYQ6vr33fdf4/nDg/Pr7uBTk+Ti3dNB93q+9t+r/deL28v+ePXzsnpsb036ynzc746LcvJzlMWl/he3l5sbfWncvzyvZ59+LB8tyurb1acQQvh79/36cSzNx/3BVZptvpVelOVFCCGE+/unAVFUk5+fu6Gu6793d7+WPw4hzK+7l38mqa5RPx1014ZzCEVRXnw5v/r0KYRut7v6eV3XIfy9u/tzv9Y+H/e7YZJ6mOdm8+svhBCKEFb/PR/3u/dlsgFx0O6P6OMwuPn79emxoii/fLv53A2h/v1j9a047n89r+Pe08YEagJ9NRNoLCZQjmYCjdr8PufQfKQ+UgcAAAAAkjvi3OtjRT69b/9phS/e36CerJ1YmeKsxPWtXmxe3X89fteZzHXK9NU2rzZPTc3gzOX1DVeU1aSu63r9VgzF8m4SzzZ70m2++e8Xz+8FsXx0M3zrNhNpTr49MNAP2fiAJj+jPy+b43xtk2/fd2TPiEh4uvbG+e5FUZZlubzHSyjKp/rn3zXrryzyaDGBmkCPZwI1gZ7EBBqdCTT2aMl3Dn0PHCgDAAAAAPnuo9y7P3r1kg7t8j3uWW9j9W8fWKPcvzmPec7b2Nzm29dxL8rjV3KiW8Vuv9+bL+Ol1Y8Eu+KX//bekbp8Cdtx9drnO+m6zen/eJ3wE5rvt+KL23xjtO96Rrp1vn1v+Oa7sSdr/+f7beU7VEygJtATmEBNoEfL91vRBGq0fCxuvQQAAAAAvZtJdd9fXax7eU36PZbXdS+K8mLzmefdnX8jtund04Xqy28HrsLdG03KcX8cQpj/+r0Yxrxe97KwqG56Rz+00rupivH1PIRw/3cR0t20oTOcNZ9vB19Xd1a47o+vi7L6djNs260kFr9/PY7xZ6OiM/xWXj/d3aC82r3ZE27z5ZjYP56XL2H8/famt/asTm9UV/cPF+Mf301HvZh3C1jb5pPTb1PQSfgJzdeL27wznDWfBo+3lni4Y0pLtuzad9/PjaTVQDjwvbj6FMcdLSZQE+hrmUCjMIGaQI9mAo0/Wt7fHJqV1EfqAAAAAEBL7L3a+DMJryt+ZMnRhasX3ZZT+Y+OT/Uu7P5360lVbp4aH0IoinJSt+f0+MNb7Jjt2a5tvvdpB+57EftM4X+/xdJ922zdZeH12jlamv0XSkg+zncN071XfNj5f0h7zwsT6FszgcZnAjWBnsIEagI9TY5z6Hvwz3/yMQUAAACA/HWGs6Z+XKyZj/vdy8F0kbrpzXU+HTxtkWN1esPRbHtlZD4f97vds7Ozy8Ht7XTx/odTS8z/1Fs/WY7z5w+xT6c3mq2t3Lx+ifT0KwFE0Rst78wx7l/etunjefHp+cnsbf+uNoHyeibQFjGB/idMoMnkOIGGDzqHtoADZQAAAABgpTMczZ7Wah72U7Zq7+/ReleP+6/v/x7uX/y9j5CzQ/f8cf1gfDfdeui4+GV50aIrjXd6o9nDicSbZxLPx9fXDyt+Z5eXl4PB4PZ2Op0mW/nbtWFXI2H/Zk82WpaOGxJt9NIncZ/EL6ozXC71za+7g+3PauY6vVGGr+7AUEr9ETCBxmICNYG+ggk0MhNo+7R4Ag3vZw7NiQNlAAAAAGBTp7e+n/K6e9auUyWP87RW9tL5v/Wf+cMfYq+WdT5/eVro+769fZfxv37v3fLTH9eP5bvOHU2r0xvNZntuJhHm8/l4PL6+7vf7/R9xT85erq3u2LCL378et+f+MbN6TuzRcqh86VDe9G6876G3tVy0nl//eM0y0mqcl1eJTivvDGer88ZzWAs7cAzBcxuvLvVX/eHy3qhpmqaufw73fuMl+z5fYwKNwQRqAj2eCdQEejwTaOrDB9/FHJqTV17qCQAAAADeu427ABTV2v3i23N7+GXJQ2RRlGU1mdR1s7rb/aHrva/++uuvCv9qa9ekD+Wk3v3Y7q567XVHfw9OfvfrelKV26fIJ2lfvw3A+ibfuuHFnrCUo+WIGxjsHxNJh8t616nbbfMj8kZ9x1m9iuRfei87OXZt/BdVnfAbfu0df8U/nfT7/BkT6NsygZpAj2YCNYEezwTahgm0yWMOfQ8cKAMAAAAA+23up3xaGmnPPsrNdb49ip2ZW7tgU+wWXl/GCEVZbSz2LfM2VqSaenNNKkH4v3r363oyqaqyLIuiKHa/MW9qa2G4LDcWIIuqKpcPbbwbG1s9ybBfLy/Kqt543+tq52Cu60m1scCaZJxvDPNQFGU1qQ9n1PX2xRRasG6zfANa0PKSI5aFt20sx1bpvuE3x/lLI2Vpc8Akn5iemEDfkgnUBPqqchNoAibQKN7XBNq0fw59DxwoAwAAAACH1ZNqaz9le/ZR1nW151zrDVud26uD6Xbc188XKouiKMuyrKrJZGN9JOx4lWkXnJK/+6+yuer0bBjU2xu92N7uyUbLs7FSFIfztv9Cujds30Yvntn5rHaMtNWLaEfPQduXCilfHrW73qQUr3S748WG9ozznUygb9hvAo3NBJqACTQ2E2ibtHkOfQ8cKAMAAAAAR1jf97raGd+ufZRPJ1s/Xyw4tM6X/PTWuipfWqfcJdniR/57qJ/dKGJjGOxfCEw+WnaFH8jbOLe4mqQd59unuB8/zFt0+nn9KHXHMbbG8VGf1mfHHST6jNcnnd3eru/z3Uygb8YEGpsJNAETaGQm0JbJYQ7N1D+nf7EAAAAAwMfTGc6WO1/n89Q1u3U6vd5wOBrNZk3TPFx+flKV5Z6zbMPjzRpmw07Uymc6w9HspFWQh3tMzEa9N816xzq90axp6slS3TSrYdAZzupJ9XzQtGC0dHqj2b6RsjuvKMqHO5LMhr2047zTexzn1csXsHg4g/uhe5S4e0PnUeqOYzyM49PWVju90WuPO/hPdYaj2bO7h7yoKCd1k/z7fDcT6JsxgcZmAk3ABBqZCbRlcphDM3XWNE3qBgAAAADIxmI6+NofP+2kLCdNjqtNi8U0hF4799YvFtO6/vv37s+frQfOz68+fep202cvFtO6DiGENsS8qcViUdd1aOcrXcaFbrebydLThsViEUJ4fA0Put1uCDm+lpZbTKf1SWN4sZj++Pr9fj6/yOEbfrFYZDNsTKBvzATaHibQt2QCjcYE2ibvYg5tFwfKAAAAAMCJFtPbH3d/Qgjh/GbU2tMPAaBlTKAA8Drm0P+UA2UAAAAAAAAAAPgQ/pc6AAAAAAByspje/vj+6/7pPy++fLv53L6r6u+iPD7l8eVbHkIIYTq4/H4fQggX32Z5XVFfeXyZlmeaHZSnoDy+3MoXi+nv9Wk/XFx8ucpi4lcen3I2OVAGAAAAADYsFtPfv+/+/Dk/v/q8uQNyOrhc3Rn+wXzeH1+Hopz8HPWS76pUHp/y+PItP8p8Pg8hhIvUHadTHl+m5ZlmB+UpKI+vLeWL28GPg7eYWdwOvl5vzfohzOfz8fg6FGX17WaYZuZXHp9yXqUBAAAAAB7UVVls7T8rykn9+Nj2Q5uenqdcuXLlrzUpl7mpU06kPL5MyzPNbpSnoDy+9pQfLpk8+31gh6JKMvMrj085r+GKMgAAAAAQQghhcXvZvd4+Xy/Mx/1umDQ3f78+PVYU5ZdvN5+7IdS/f3z/NX448TaM+1/P69nOUwHfmvL4lMeXZfnyROEj3T9dVf/++2Bwt/HQvlON34jyoPw4mWYH5SEE5UdTHqKXH7C4Xb+AXFGUX75dfe52Qwh1/ftuNfPPr7uDT02b7iClPD7l7Jf6SB0AAAAAaIONy1EURVmWZVk8/agon87ne35VinrtXL8kZ/QpV668teXLE4X/vcgn9ytX/r6zlStXnkv5s3937TUVOy8XV0/WfmeIf2kc5cqPl2/5e+BAGQAAAABY3xe5uZS+ub6wZx/kagk/wREEypUfT3ns8newQqlc+bvMVq5ceS7l2//uvt8IXvOsN6Fc+fHyLX8P3HoJAAAAAML0bvzwh6L6uXFZ+d5oUo7748fHbnZf1Loz/FZe98chhPmv34th1OvSK1d+POXRy3s3k+q+v7pjVFGWF4eef3//eCH9oigvNp953n2Twn2UB+XHyTQ7KA8hKD+a8hC9fJ/lbwSh/HZgQl/9fhD/l5Y9lMennINSH6kDAAAAAMktz8bbdTLe8moUh86k3X/d7LelXPnxlMcvf7B+36jdl89/krbzOeXxZVqeaXajPAXl8eVYvq/k6MLVi27JtXCUvx3lbfjM5uefAAAAAAA8uvj0/ES8zqeDp962hPL4lMeXaXlnOGvqqixCCGE+7ncvB9NF6qbjKI8v0/JMs4PyFJTHl2/5v5DBrwd7KI9P+YfkQBkAAAAAOM79372LCou/9zFLTqU8PuXxtbu8MxzN6sn6KuVtJquUyuPLtDzT7KA8BeXx5Vu+qXf1eKmNA7N+CKEVU/8m5fEp5xAHygAAAABA9/zxotXju+nzR3ujpmmauv65/77v9Z/5wx+K8+5bBO6lXPnxlMcv39Tpra9SXnfPLnNZpVQeX6blmWYH5Skojy/f8jVPRxDM/9QHn9eSqX+N8viUc4ADZQAAAACg8/nL0zp8f7BjIT6EEDqdvYvw00F//PCn4svnvc96E8qVH095/PLn1lcpw/y6e3Z5m8kNMJTHl2l5ptlBeQrK48uufNw/Ozu7vLwcDG6n08UihN5NVYQQwvj7gcN82jD1K49POadoAAAAAIBmUq72mRXlpK6P+2v1pHpcagghhHLytpE7KY9PeXz5lu+xXKV8ekVN06y9zDalblEeX6blmWY3ylNQHl/by9fn/b2KnZmbL6068jcG5cqVfzAOlAEAAACApmmapq6KjX2SL64QbO/ZTLakoDw+5fHlW75XPam2Vinbs0J5mPL4Mi3PNLtRnoLy+NpcXtdVVZbF5tT/3Fbn9tSf4vAB5co/Qvl74NZLAAAAABBCCKEznNXrF584TVHVo95/2nM85fEpjy/f8r06veFseQDQfNzvXn4fJ046kvL4Mi3PNDsoT0F5fG0u73SGw9FoNmuapmnqejI56niCDUVVz4bxb0ejXPnx8i1/D/4PiiJ5Dty+YPIAAAAASUVORK5CYII=" alt="plot of chunk unnamed-chunk-55" /></p>
<p>Readers might have noted that I increased <code>maxit</code> (and <code>trace</code> – but that is just my print interval & will not affect optimization) for each increasingly complex model. There’s no reason to have done it in such a systematic manner, but it does take longer to converge (on average) for more parameter rich models of this type.</p>
<p>Finally, let’s compare our set of models as follows.</p>
<pre><code class="language-r">anova(anolis_fit0,
anolis_fit1,
anolis_fit2,
anolis_fit3)
</code></pre>
<pre><code>## log(L) d.f. AIC weight
## anolis_fit0 -303.4417 2 610.8834 0.1444457
## anolis_fit1 -303.1763 4 614.3526 0.0254910
## anolis_fit2 -297.9200 6 607.8400 0.6615641
## anolis_fit3 -297.2877 8 610.5754 0.1684992
</code></pre>
<p>This tells us that the best supported model (accounting for parameter complexity) is actually our second-degree (i.e., quadratic) polynomial model. Cool.</p>
<p>We, of course, can consider higher order polynomial models – but these take even longer to optimize, so I may reserve that for a future post!</p>
<p>That’s it.</p>
</div>
<script src="https://platform.twitter.com/widgets.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-877272248188943412024-02-23T16:32:00.004-05:002024-02-23T16:37:08.520-05:00A phylogenetic lollipop plot for phytools<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Last night I <a href="https://twitter.com/phytools_liam/status/1760896237111296117">tweeted</a> about a phylogenetic “pin” or “lollipop” plot, inspired by some really nice visuals in a recent article by <a href="https://www.pascaltitle.com/">Pascal Title</a> et al. (<a href="https://www.science.org/doi/10.1126/science.adh2449">2024</a>) & published in the journal <a href="https://www.science.org/doi/10.1126/science.adh2449"><em>Science</em></a>.</p>
<blockquote class="twitter-tweet"><p lang="en" dir="ltr">Inspired by a plot style I learned from a new paper by <a href="https://twitter.com/pascal_title?ref_src=twsrc%5Etfw">@pascal_title</a> et al. -- trait values plotted at the tips of a tree using "pins" in <a href="https://twitter.com/hashtag/Rstats?src=hash&ref_src=twsrc%5Etfw">#Rstats</a> <a href="https://twitter.com/hashtag/phytools?src=hash&ref_src=twsrc%5Etfw">#phytools</a> with base R graphics: <a href="https://t.co/w9Xo1wkV6Z">https://t.co/w9Xo1wkV6Z</a>. <a href="https://t.co/bcP031Tbu1">pic.twitter.com/bcP031Tbu1</a></p>— Liam Revell (@phytools_liam) <a href="https://twitter.com/phytools_liam/status/1760896237111296117?ref_src=twsrc%5Etfw">February 23, 2024</a></blockquote>
<p>The <a href="https://twitter.com/phytools_liam/status/1760896237111296117">tweet</a> has been so popular, that I thought it would be worth putting into a function to be added (at some point) to <em>phytools</em>.</p>
<p>Here is that function. It involves a bunch of different tricks in base R & R graphics that I won’t get into – but interest R folks can take a look.</p>
<pre><code class="language-r">plotTree.lollipop<-function(tree,x,
args.plotTree=list(),args.lollipop=list(),...){
if(!inherits(x,c("matrix","data.frame"))) x<-as.matrix(x)
h<-max(nodeHeights(tree))
if(hasArg(panel_height)) panel_height<-list(...)$panel_height
else panel_height<-1.0
panel_height<-panel_height*h
args.plotTree$tree<-tree
args.plotTree$direction<-"upwards"
if(is.null(args.plotTree$mar))
args.plotTree$mar<-c(0.1,5.1,0.1,0.1)
if(is.null(args.plotTree$ylim))
args.plotTree$ylim<-c(0,h+ncol(x)*panel_height)
if(is.null(args.plotTree$ftype))
args.plotTree$ftype<-"off"
if(is.null(args.plotTree$lwd)) args.plotTree$lwd<-1
do.call(plotTree,args.plotTree)
pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
if(pp$font){
dx<-abs(diff(pp$x.lim))
pdin<-par()$din[2]
sh<-(pp$cex*strwidth(paste(" ",tree$tip.label,sep=""))+
0.3*pp$cex*strwidth("W"))*(par()$din[1]/par()$din[2])*
(diff(par()$usr[3:4])/diff(par()$usr[1:2]))
new_h<-h+max(sh)
panel_height<-(h-new_h+ncol(x)*panel_height)/ncol(x)
h<-new_h
}
if(hasArg(ylab)) ylab<-list(...)$ylab
else ylab<-if(!is.null(colnames(x)))
colnames(x) else rep("",ncol(x))
for(i in ncol(x):1){
d<-max(c(diff(range(x[,i])),max(x[,i])))
y<-setNames(x[,i]/d*0.8*panel_height,rownames(x))
lower<-h+(i-1)*panel_height+panel_height*0.05
upper<-h+(i-1)*panel_height+panel_height*0.95
polygon(c(0,max(pp$xx)+1,max(pp$xx)+1,0),
c(lower,lower,upper,upper),
border=FALSE,col="#F2F2F2")
hh<-lower-min(c(0,min(y)))+0.05*panel_height
lines(range(pp$xx),rep(hh,2),col="black",lty="dotted")
segments(x0=pp$xx[1:Ntip(tree)],y0=rep(hh,Ntip(tree)),
x1=pp$xx[1:Ntip(tree)],y1=y[tree$tip.label]+hh)
labs<-pretty(c(min(c(0,min(x[,i]))),x[,i]),n=4)
labs[!(labs>max(x[,i]))]->labs
labs[!(labs<min(c(0,min(x[,i]))))]->labs
axis(2,at=hh+max(y)/max(x[,i])*labs,
labels=labs,las=1,cex.axis=0.6)
args.lollipop$bg<-setNames(
viridisLite::viridis(n=100)[ceiling(99*((y-
min(y))/diff(range(y))))+1],
names(y))
args.lollipop$bg<-args.lollipop$bg[tree$tip.label]
if(is.null(args.lollipop$pch)) args.lollipop$pch<-21
if(is.null(args.lollipop$cex)) args.lollipop$cex<-1.2
args.lollipop$x<-pp$xx[1:Ntip(tree)]
args.lollipop$y<-y[tree$tip.label]+hh
do.call(points,args.lollipop)
mtext(ylab[i],2,line=3,at=mean(hh+max(y)/
max(x[,i])*labs),cex=0.8)
}
}
</code></pre>
<p>Let’s load <em>phytools</em> and try it out. This also requires installation of the package <a href="https://cran.r-project.org/package=viridisLite"><em>viridisLite</em></a>.</p>
<pre><code class="language-r">library(phytools)
</code></pre>
<p>We can start by reiterating the example from <a href="http://blog.phytools.org/2024/02/plotting-species-values-at-tips-of-tree.html">last night’s post</a>, but I’ll add a few more characters and show the tip labels of the tree, as follows.</p>
<pre><code class="language-r">data(anoletree)
anole_tree<-as.phylo(anoletree)
data(anole.data)
anole_data<-cbind(phyl.resid(anole_tree,
x=as.matrix(anole.data[,"SVL",drop=FALSE]),
Y=as.matrix(anole.data[,c(6,4,2)]))$resid,
exp(anole.data[,"SVL",drop=FALSE]))
head(anole_data)
</code></pre>
<pre><code>## TL FLL HL SVL
## ahli -0.11277698 0.19249584 -0.01872421 56.77693
## allogus -0.09594253 0.18468706 -0.04134903 56.83430
## rubribarbus -0.09681106 0.16034890 -0.04588292 59.05505
## imias -0.02764799 0.19445349 -0.10810397 60.32159
## sagrei 0.12995898 0.05913699 -0.09384291 58.39090
## bremeri 0.03559510 0.07113015 -0.11406836 61.15245
</code></pre>
<pre><code class="language-r">plotTree.lollipop(anole_tree,anole_data,
args.plotTree=list(fsize=0.5,ftype="i"))
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-50" /></p>
<p>Awesome. For fun, let’s try body and home range size in mammals – a classic dataset from Garland et al. (1992).</p>
<pre><code class="language-r">data(mammal.tree)
data(mammal.data)
plotTree.lollipop(mammal.tree,log(mammal.data),
ylab=c("log(body mass)","log(home range)"),
args.plotTree=list(fsize=0.7,ftype="i"),
args.lollipop=list(cex=1.5),
panel_height=2.5)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-51" /></p>
<p>Cool. Here’s some simulated data for Twitter.</p>
<pre><code class="language-r">tree<-ladderize(pbtree(n=200))
X<-fastBM(tree,nsim=6)
plotTree.lollipop(tree,X,
args.plotTree=list(mar=c(1.1,2.1,1.1,1.1)),
args.lollipop=list(cex=0.8))
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-52" /></p>
</div>
<script src="https://platform.twitter.com/widgets.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-47565291115885195842024-02-23T00:01:00.004-05:002024-02-23T00:13:34.109-05:00Plotting species values at the tips of a tree using "pins"<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Earlier this month I had the pleasure of hosting <a href="https://singhallab.org/">Sonal Singhal</a> for a departmental seminar at UMass-Boston in our Biology Department seminar series.</p>
<p>One of the major projects that she talked about has <a href="https://www.science.org/doi/10.1126/science.adh2449">just come out</a> in the journal <em>Science</em>.</p>
<p>During Sonal’s talk, I noticed this cool phylogeny visualization in which tip data (in their case, tip rates of evolution and phenotypic innovation) are shown as “pins” – lines of different lengths, headed by different colored points.</p>
<p><img src="data:image/jpeg;base64,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" alt="Title et al. " /></p>
<p>Naturally, this post is about how to re-create this visualization style in base R graphics.</p>
<p>First, here’s an example using elopomorph eel total body length.</p>
<pre><code class="language-r">library(phytools)
data(eel.tree)
eel.tree<-ladderize(eel.tree,right=FALSE)
data(eel.data)
eel_size<-setNames(eel.data$Max_TL_cm,rownames(eel.data))
h<-max(nodeHeights(eel.tree))
plotTree(eel.tree,ftype="off",lwd=1,direction="upwards",ylim=c(0,2*h),
mar=c(0.1,3.1,0.1,0.1))
pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
polygon(c(0,max(pp$xx)+1,max(pp$xx)+1,0),
c(1.1*h,1.1*h,1.9*h,1.9*h),border=FALSE,
col="#F2F2F2")
lines(range(pp$xx),rep(1.1*h,2),col="black",lty="dotted")
rel.eel_size<-eel_size/max(eel_size)*0.75*h
segments(x0=pp$xx[1:Ntip(eel.tree)],y0=rep(1.1*h,Ntip(eel.tree)),
x1=pp$xx[1:Ntip(eel.tree)],y1=rel.eel_size[eel.tree$tip.label]+1.1*h)
axis(2,at=1.1*h+max(rel.eel_size)/max(eel_size)*pretty(eel_size),
labels=pretty(eel_size),las=1,cex.axis=0.6)
cols<-setNames(
viridisLite::viridis(n=100)[ceiling(100*eel_size/max(eel_size))],
names(eel_size))
points(pp$xx[1:Ntip(eel.tree)],rel.eel_size[eel.tree$tip.label]+1.1*h,
pch=21,cex=1.5,bg=cols[eel.tree$tip])
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-9" /></p>
<p>Now let’s try multiple characters at once. These data are for <em>Anolis</em> lizard body size (SVL), and relative hindlimb length (HLL) and tail length (TL).</p>
<pre><code class="language-r">data(anoletree)
anole.tree<-as.phylo(anoletree)
data(anole.data)
anole_resid<-phyl.resid(anole.tree,x=as.matrix(anole.data[,"SVL",drop=FALSE]),
Y=as.matrix(anole.data[,c(6,3)]))
anole_data<-cbind(anole_resid$resid,exp(anole.data[,"SVL",drop=FALSE]))
h<-max(nodeHeights(anole.tree))
plotTree(anole.tree,ftype="off",direction="upwards",ylim=c(0,4*h),
mar=c(0.1,5.1,0.1,0.1),lwd=1)
pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
titles<-c("relative log(TL)","relative log(HLL)","SVL")
for(i in ncol(anole_data):1){
d<-max(c(diff(range(anole_data[,i])),max(anole_data[,i])))
x<-setNames(anole_data[,i]/d*0.8*h,
rownames(anole.data))
polygon(c(0,max(pp$xx)+1,max(pp$xx)+1,0),
(i+c(0.05,0.05,0.95,0.95))*h,border=FALSE,
col="#F2F2F2")
hh<-(i+0.1)*h-min(c(0,min(x)))
lines(range(pp$xx),rep(hh,2),col="black",lty="dotted")
segments(x0=pp$xx[1:Ntip(anole.tree)],y0=rep(hh,Ntip(anole.tree)),
x1=pp$xx[1:Ntip(anole.tree)],y1=x[anole.tree$tip.label]+hh)
labs<-pretty(anole_data[,i])
labs[!(labs>max(anole_data[,i]))]->labs
labs[!(labs<min(anole_data[,i]))]->labs
axis(2,at=hh+max(x)/max(anole_data[,i])*labs,
labels=labs,las=1,cex.axis=0.6)
cols<-setNames(
viridisLite::viridis(n=100)[ceiling(99*((x-min(x))/diff(range(x))))+1],
names(x))
points(pp$xx[1:Ntip(anole.tree)],x[anole.tree$tip.label]+hh,
pch=21,cex=1.2,bg=cols[anole.tree$tip.label])
mtext(titles[i],2,line=3,at=mean(hh+max(x)/max(anole_data[,i])*labs),
cex=0.8)
}
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-10" /></p>
<p>That’s it.</p>
<p>Of course, please check out this cool new paper in <em>Science</em>!</p>
<blockquote class="twitter-tweet"><p lang="en" dir="ltr">Very excited to share a huge project that's been a long time in the making. Interested in squamate macroevolution? Curious about how snakes fit into the broader ecological context of squamates? Looking for a new squamate phylogeny? Check out our new work: <a href="https://t.co/xomKFNbr0r">https://t.co/xomKFNbr0r</a> <a href="https://t.co/EXI99ckObi">pic.twitter.com/EXI99ckObi</a></p>— Pascal Title (@pascal_title) <a href="https://twitter.com/pascal_title/status/1760759922436805006?ref_src=twsrc%5Etfw">February 22, 2024</a></blockquote>
</div>
<script src="https://platform.twitter.com/widgets.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-50714266211845423372024-02-21T17:03:00.000-05:002024-02-21T17:03:01.238-05:00Fitting an Mk model for ordered discrete character evolution on the tree where the rate of change between adjacent states vary according to an n-degree polynomial functional form<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Over the past couple of days I’ve posted (<a href="http://blog.phytools.org/2024/02/fitting-ordered-m-k-model-in-which.html">1</a>, <a href="http://blog.phytools.org/2024/02/more-on-fitting-ordered-m-k-where.html">2</a>) about fitting an ordered discrete character evolution (M<em>k</em>) model in which the transition rates between adjacent states vary one from the other according to a functional form. Last night I <a href="http://blog.phytools.org/2024/02/fitting-ordered-discrete-character.html">added</a> R code for a function (along with some class methods) to fit this model, for the condition in which our functional form is a quadratic polynomial that can be different for our forward & backward transition processes.</p>
<p>I’ve now upgraded & <a href="https://github.com/liamrevell/phytools/commit/75f4e5d1d6f57e883d5e2dbd4b99886fa416c7e0">added</a> this model to <em>phytools</em> in the form of the function <code>fitfnMk</code> (see code <a href="https://github.com/liamrevell/phytools/blob/master/R/fitfnMk.R">here</a>).</p>
<p>Rather than merely being limited to simple quadratic functions, <code>fitfnMk</code> can fit <em>n</em>th degree polynomials in which <em>n</em> is arbitrary and can be different for forward and backward transition rates. \(n = 2\) corresponds to the quadratic functions we saw <a href="http://blog.phytools.org/2024/02/fitting-ordered-discrete-character.html">before</a>, while \(n = 1\) is a straight line and \(n = 0\) is a constant. (Likewise, \(n = 3\) is a cubic polynomial, as we’ll see below.)</p>
<p>OK, let’s try it.</p>
<p>First, load <em>phytools</em> (which will need to be updated from it’s <a href="https://github.com/liamrevell/phytools">GitHub page</a> in order to follow along).</p>
<pre><code class="language-r">library(phytools)
packageVersion("phytools")
</code></pre>
<pre><code>## [1] '2.1.16'
</code></pre>
<p>Now, I’m going to simulate ordered discrete character data on a stochastic phylogeny according to two different 3rd degree polynomial functional forms: one, the forward rates, with <em>high</em> variation (i.e., high amplitude in my cubic polynomial function) in rates among adjacent states; and a second, the backward rates, with <em>low</em> variation. (If you’re curious about where these cubic functions came from, I used this <a href="https://www.had2know.org/academics/cubic-through-4-points.html">site</a> to generate them in standard form based on a set of four points I wanted on each curve!)</p>
<pre><code class="language-r">k<-21
x<-0:(k-2)+0.5
q1<-0.0105*x^3-0.31491*x^2+2.43862*x-0.64189
q2<--0.00233*x^3+0.06998*x^2-0.54192*x+3.25375
par(mar=c(5.1,4.1,2.1,1.1))
plot(x,q1,type="b",col="blue",bty="n",las=1,
axes=FALSE,xlab="",ylab="transition rate (q)",
ylim=c(0,max(c(q1,q2))))
lines(x,q2,type="b",col="red")
labs<-mapply(function(x,y) bquote(.(x) %<->% .(y)),
x=0:(k-2),y=1:(k-1))
axis(1,at=seq(0.5,k-1.5,by=1),labels=rep("",k-1))
nulo<-mapply(mtext,text=labs,at=seq(0.5,k-1.5,by=1),
MoreArgs=list(side=1,line=1,las=3,cex=0.7))
axis(2,las=1,cex.axis=0.8)
grid()
legend("bottomleft",c("forward","backward"),
col=c("blue","red"),
lty="solid",pch=1,cex=0.8,title="generating rates")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-2" /></p>
<p>As in my prior posts, I’ll simulate on a <em>large</em> tree (1,000 tips in this case), just to give us the best chance of recovering our generating process. On the other hand, these models have lower parameter complexity (specifically, \(n_{forward}+n_{backward}+2\) for our <em>n</em>th-degree polynomial in each trait direction) than do many other M<em>k</em> model designs. For example, an ordered model with idiosyncratically different substitution rates between adjacent states would have \(2k-2 = 40\) parameters to be estimated for \(k = 21\) character levels, compared to 8 for a cubic polynomial functional form in each of the backward & forward directions.</p>
<pre><code class="language-r">Q<-matrix(0,k,k,dimnames=list(0:(k-1),0:(k-1)))
Q[cbind(1:(k-1),2:k)]<-q1
Q[cbind(2:k,1:(k-1))]<-q2
diag(Q)<--rowSums(Q)
tree<-pbtree(n=1000,scale=10)
y<-sim.Mk(tree,Q,anc=as.character(20))
head(y,30)
</code></pre>
<pre><code>## t707 t989 t990 t460 t461 t309 t310 t517 t977 t978 t865 t703 t704 t928 t929 t482 t378 t379 t100 t74 t404 t405
## 8 5 5 6 9 13 10 12 10 10 8 10 10 10 10 10 11 11 11 8 9 9
## t46 t47 t39 t202 t547 t961 t962 t603
## 9 13 11 13 11 9 8 8
## Levels: 10 11 12 13 14 15 16 17 18 19 20 5 6 7 8 9
</code></pre>
<p>(I started my simulation with the ancestral condition of trait level <code>20</code> because some inspection of the <strong>Q</strong> matrix told me that this condition had the lowest expected relative frequency at equilibrium under our generating model.)</p>
<p>To start, I’m going to go ahead and fit the generating model – which uses a 3rd degree polynomial in each forward & backward direction. To do that I’ll use <code>fitfnMk</code> and set the argument <code>degree = 3</code>. Note that here I have supplied my character in binary matrix format (using <code>phytools::to.matrix</code>) to ensure that all <em>possible</em> levels (between 0 and \(k = 21\)) that the trait can assume are represented in my fitted model.</p>
<pre><code class="language-r">fit_deg3<-fitfnMk(tree,to.matrix(y,0:20),trace=0,
model="polynomial",degree=3,start="smart")
</code></pre>
<pre><code>## Numerically optimizing simple equal-rates ordered model
## to get better random starting values....
</code></pre>
<p>Cool. Let’s plot our fitted model & overlay the generating process as follows.</p>
<pre><code class="language-r">par(mar=c(5.1,4.1,2.1,1.1))
plot(fit_deg3)
x<-seq(0.5,(k-2)+0.5,length.out=100)
q1<-0.0105*x^3-0.31491*x^2+2.43862*x-0.64189
q2<--0.00233*x^3+0.06998*x^2-0.54192*x+3.25375
lines(x,q1,col="blue",lty="dotted")
lines(x,q2,col="red",lty="dotted")
legend("bottomright","generating",lty="dotted",cex=0.8)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-5" /></p>
<p>That’s pretty neat.</p>
<p>For comparison, and also to illustrate how it’s done, let’s consider a 3rd degree (cubic) polynomial for our <em>forward</em> rates, and a 0th degree polynomial (i.e., a constant value) for our <em>backward</em> rates.</p>
<p>For some reason I don’t yet understand, this model tends to get stuck on local optima – so I’m going to try to avoid that by starting it out with good values for our model parameters based on our first, more parameter-rich fitted model, as follows.</p>
<pre><code class="language-r">start<-c(fit_deg3$par[1:4],
mean(as.Qmatrix(fit_deg3)[cbind(2:k,1:(k-1))]))
start
</code></pre>
<pre><code>## [1] 0.01536061 -0.47942863 4.09660798 -5.13130610 2.03754710
</code></pre>
<pre><code class="language-r">fit_deg3_0<-fitfnMk(tree,to.matrix(y,0:20),trace=1,
model="polynomial",degree=c(3,0),start=start)
</code></pre>
<pre><code>## 0: 1955.1073: 0.0153606 -0.479429 4.09661 -5.13131 2.03755
## 1: 1932.0547: 0.0152060 -0.479441 4.09661 -5.13131 2.03755
## 2: 1931.9107: 0.0151942 -0.479441 4.09661 -5.13131 2.03755
## 3: 1931.6715: 0.0152072 -0.479827 4.09653 -5.13132 2.03758
## 4: 1931.1978: 0.0152245 -0.479811 4.09624 -5.13137 2.03784
## 5: 1917.8966: 0.0153249 -0.475968 4.02347 -5.14463 2.10657
## 6: 1897.9140: 0.0150427 -0.471537 4.02840 -5.15449 2.39150
## 7: 1897.6184: 0.0150662 -0.471535 4.02840 -5.15449 2.39150
## 8: 1897.5859: 0.0150613 -0.471533 4.02838 -5.15447 2.39150
## 9: 1897.5834: 0.0150595 -0.471531 4.02836 -5.15446 2.39150
## 10: 1895.8596: 0.0137907 -0.432399 3.71798 -4.91417 2.35956
## 11: 1892.9882: 0.0150594 -0.465541 3.88053 -4.10995 2.66633
## 12: 1892.4594: 0.0148992 -0.456926 3.73718 -3.31105 2.72103
## 13: 1891.3925: 0.0139966 -0.417587 3.18560 -0.732851 2.80694
## 14: 1890.6960: 0.0128802 -0.371870 2.58506 1.83552 2.83813
## 15: 1890.1392: 0.0115832 -0.320794 1.94321 4.39389 2.81774
## 16: 1889.7662: 0.0102876 -0.270886 1.33144 6.71900 2.75470
## 17: 1889.7067: 0.00999686 -0.259920 1.19955 7.18899 2.71919
## 18: 1889.7018: 0.0100780 -0.263227 1.24260 7.00224 2.71232
## 19: 1889.7012: 0.0101390 -0.265739 1.27585 6.85872 2.71089
## 20: 1889.7012: 0.0101460 -0.266052 1.28037 6.83751 2.71076
## 21: 1889.7012: 0.0101458 -0.266053 1.28052 6.83622 2.71069
## 22: 1889.7012: 0.0101456 -0.266046 1.28046 6.83639 2.71067
</code></pre>
<p>(<code>trace = 1</code> told R to print out the progress of our numerical optimization as it ran.)</p>
<p>We can plot this model and overlay the generating conditions as well. The backward rates (in red) should form a straight line, while the forward rates (in blue) of our fitted model should take the form of a cubic polynomial.</p>
<pre><code class="language-r">par(mar=c(5.1,4.1,2.1,1.1))
plot(fit_deg3_0)
x<-seq(0.5,(k-2)+0.5,length.out=100)
q1<-0.0105*x^3-0.31491*x^2+2.43862*x-0.64189
q2<--0.00233*x^3+0.06998*x^2-0.54192*x+3.25375
lines(x,q1,col="blue",lty="dotted")
lines(x,q2,col="red",lty="dotted")
legend("bottomright","generating",lty="dotted",cex=0.8)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-8" /></p>
<p>Awesome.</p>
<p>Lastly, comparing between these different models is easy.</p>
<p>The first model we fit (<code>fit_deg3</code>) has the other one as a special case – but consumes three additional parameters. As such we can compare them either using AIC or a likelihood-ratio test.</p>
<p>Let’s do the former using a generic <code>anova</code> call.</p>
<pre><code class="language-r">anova(fit_deg3_0,fit_deg3)
</code></pre>
<pre><code>## log(L) d.f. AIC weight
## fit_deg3_0 -1889.701 5 3789.402 0.91538721
## fit_deg3 -1889.082 8 3794.165 0.08461279
</code></pre>
<p>Most likely, this tells us that although our more complex model has a better (less negative) log-likelihood, the simpler model with a cubic polynomial functional form only for the forward (and not the backward) rates of evolution is a better explanation of our data, accounting for parameter complexity.</p>
<p>That’s all folks!</p>
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-14084245080979733852024-02-20T23:02:00.002-05:002024-02-20T23:02:56.991-05:00Fitting an ordered discrete character evolution (Mk) model where the rates of change between adjacent levels vary according to a functional form<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Yesterday, I posted (<a href="http://blog.phytools.org/2024/02/fitting-ordered-m-k-model-in-which.html">1</a>, <a href="http://blog.phytools.org/2024/02/more-on-fitting-ordered-m-k-where.html">2</a>) about fitting an ordered, discrete character evolution (M<em>k</em>) model in which the rates of change between adjacent states was vary according to a functional form.</p>
<p>I now have an R function for this, that will probably eventually be added to <em>phytools</em>. I’m still working on it, but this is what I have so far – including <code>print</code>, <code>plot</code>, and <code>logLik</code> methods. This code will change before these functions go into the package!</p>
<pre><code class="language-r">fitFnMk<-function(tree,x,model="quadratic",...){
if(hasArg(trace)) trace<-list(...)$trace
else trace<-0
if(is.matrix(x)){
levs<-colnames(x)
} else if(is.numeric(x)){
levs<-min(x):max(x)
x<-to.matrix(x,levs)
} else if(is.factor(x)){
if(suppressWarnings(all(!is.na(as.numeric(levels(x)))))){
levs<-min(as.numeric(levels(x))):max(as.numeric(levels(x)))
x<-to.matrix(x,levs)
} else {
levs<-sort(levels(x))
x<-to.matrix(x,levs)
}
} else if(is.character(x)){
if(suppressWarnings(all(!is.na(as.numeric(x))))){
levs<-min(as.numeric(x)):max(as.numeric(x))
x<-to.matrix(x,levs)
} else {
levs<-sort(unique(x))
x<-to.matrix(x,levs)
}
}
k<-ncol(x)
if(hasArg(pi)) pi<-list(...)$pi
else pi<-"equal"
if(is.numeric(pi)) root.prior<-"given"
if(pi[1]=="equal"){
pi<-setNames(rep(1/k,k),levs)
root.prior<-"flat"
} else if(pi[1]=="fitzjohn"){
root.prior<-"nuisance"
} else if(pi[1]=="mle") root.prior<-"it's MLE"
lik<-function(par,pw,X,pi=pi){
k<-ncol(X)
x<-1:(k-1)-0.5
q1<-par[1]*x^2+par[2]*x+par[3]
q2<-par[4]*x^2+par[5]*x+par[6]
q1[q1<0]<-0
q2[q2<0]<-0
if(all(q1<0)||all(q2<0)){
return(Inf)
} else {
MODEL<-matrix(0,k,k,dimnames=list(colnames(X),colnames(X)))
MODEL[cbind(1:(k-1),2:k)]<-1:(k-1)
MODEL[cbind(2:k,1:(k-1))]<-k:(2*k-2)
return(-pruning(c(q1,q2),pw,X,model=MODEL,pi=pi))
}
}
pw<-reorder(tree,"postorder")
q1_start<-q2_start<--1
while(any(q1_start<0)||any(q2_start<0)){
xx<-0:(k-2)+0.5
start<-runif(n=6,)
q1_start<-start[1]*xx^2-start[2]*xx+start[3]
q2_start<-start[4]*xx^2+start[5]*xx+start[6]
}
fit<-nlminb(start,lik,pw=pw,X=x,pi=pi,control=list(trace=trace))
q1_est<-fit$par[1]*xx^2+fit$par[2]*xx+fit$par[3]
q2_est<-fit$par[4]*xx^2+fit$par[5]*xx+fit$par[6]
q1_est[q1_est<0]<-0
q2_est[q2_est<0]<-0
index.matrix<-matrix(0,k,k,dimnames=list(colnames(x),colnames(x)))
index.matrix[cbind(1:(k-1),2:k)]<-1:(k-1)
index.matrix[cbind(2:k,1:(k-1))]<-k:(2*k-2)
lik.f<-function(par) lik(par,pw=pw,X=x,pi=pi)
object<-list(
logLik=-fit$objective,
rates=c(q1_est,q2_est),
index.matrix=index.matrix,
states=levs,
pi=pi,
method="nlminb",
root.prior=root.prior,
opt_results=fit[c("convergence","iterations","evaluations","message")],
par=fit$par,
data=x,
tree=tree,
lik=lik.f)
class(object)<-c("fitFnMk","fitMk")
object
}
plot.fitFnMk<-function(x,...){
k<-length(x$states)
q1<-x$rates[1:(k-1)]
q2<-x$rates[k:(2*k-2)]
xx<-0:(k-2)+0.5
plot(xx,q1,type="b",col="blue",bty="n",las=1,
axes=FALSE,xlab="",ylab="transition rate (q)",
ylim=c(0,max(c(q1,q2))))
lines(xx,q2,type="b",col="red")
axis(1,at=seq(0.5,k-1.5,by=1),paste(x$states[1:(k-1)],"↔",
x$states[2:k]),cex.axis=0.7,las=3)
axis(2,las=1,cex.axis=0.8)
grid()
legend("bottomleft",c("forward","backward"),
col=c("blue","red"),
lty="solid",pch=1,cex=0.8)
}
logLik.fitFnMk<-function(object,...){
lik<-object$logLik
attr(lik,"df")<-length(object$par)
lik
}
## print method for objects of class "fitMk"
print.fitFnMk<-function(x,digits=6,...){
cat("Object of class \"fitFnMk\".\n\n")
cat("Fitted (or set) value of Q:\n")
Q<-matrix(NA,length(x$states),length(x$states))
Q[]<-c(0,x$rates)[x$index.matrix+1]
diag(Q)<-0
diag(Q)<--rowSums(Q)
colnames(Q)<-rownames(Q)<-x$states
print(round(Q,digits))
cat("\nFitted (or set) value of pi:\n")
print(round(x$pi,digits))
cat(paste("due to treating the root prior as (a) ",x$root.prior,".\n",
sep=""))
cat(paste("\nLog-likelihood:",round(x$logLik,digits),"\n"))
cat(paste("\nOptimization method used was \"",x$method,"\"\n\n",
sep=""))
if(!is.null(x$opt_results$convergence)){
if(x$opt_results$convergence==0)
cat("R thinks it has found the ML solution.\n\n")
else cat("R thinks optimization may not have converged.\n\n")
}
}
</code></pre>
<p>Let’s try it out.</p>
<p>Here, I’m going to simulate backward & forward rates that are both upward parabolic, but with different centers & different curvature.</p>
<pre><code class="language-r">k<-13
x<-0:(k-2)+0.5
q1<-0.4*x^2-5.6*x+19.7
q2<-0.3*x^2-3*x+7.9
par(mar=c(2.1,4.1,2.1,1.1))
plot(x,q1,type="b",col="blue",bty="n",las=1,
axes=FALSE,xlab="",ylab="transition rate (q)",
ylim=c(0,max(c(q1,q2))))
lines(x,q2,type="b",col="red")
axis(1,at=seq(0.5,k-1.5,by=1),paste(0:(k-2),"↔",1:(k-1)),
cex.axis=0.7)
axis(2,las=1,cex.axis=0.8)
grid()
legend("bottomleft",c("forward","backward"),
col=c("blue","red"),
lty="solid",pch=1,cex=0.8)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-21" /></p>
<pre><code class="language-r">Q<-matrix(0,k,k,dimnames=list(0:(k-1),0:(k-1)))
Q[cbind(1:(k-1),2:k)]<-q1
Q[cbind(2:k,1:(k-1))]<-q2
diag(Q)<--rowSums(Q)
round(Q,2)
</code></pre>
<pre><code>## 0 1 2 3 4 5 6 7 8 9 10 11 12
## 0 -17.00 17.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## 1 6.48 -18.68 12.20 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## 2 0.00 4.08 -12.27 8.20 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## 3 0.00 0.00 2.28 -7.28 5.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## 4 0.00 0.00 0.00 1.08 -3.67 2.60 0.00 0.00 0.00 0.00 0.00 0.00 0.00
## 5 0.00 0.00 0.00 0.00 0.48 -1.48 1.00 0.00 0.00 0.00 0.00 0.00 0.00
## 6 0.00 0.00 0.00 0.00 0.00 0.47 -0.68 0.20 0.00 0.00 0.00 0.00 0.00
## 7 0.00 0.00 0.00 0.00 0.00 0.00 1.07 -1.27 0.20 0.00 0.00 0.00 0.00
## 8 0.00 0.00 0.00 0.00 0.00 0.00 0.00 2.28 -3.28 1.00 0.00 0.00 0.00
## 9 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 4.08 -6.68 2.60 0.00 0.00
## 10 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 6.47 -11.48 5.00 0.00
## 11 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 9.47 -17.68 8.20
## 12 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 0.00 13.07 -13.07
</code></pre>
<pre><code class="language-r">tree<-pbtree(n=2000)
y<-sim.Mk(tree,Q,anc=as.character(0))
head(y,20)
</code></pre>
<pre><code>## t435 t952 t1204 t1205 t1208 t1234 t1235 t581 t1576 t1800 t1801 t1590 t1591 t1002 t1865 t1866 t1873
## 5 6 4 5 6 7 6 6 5 5 6 5 5 5 5 5 5
## t1874 t1835 t1836
## 5 6 6
## Levels: 0 1 10 12 2 3 4 5 6 7 8 9
</code></pre>
<p>OK, now let’s see if we can fit the model to our data!</p>
<pre><code class="language-r">library(phytools)
pruning<-phytools:::pruning
fit<-fitFnMk(tree,y,trace=1)
</code></pre>
<pre><code>## 0: 5619.5046: 0.440322 0.248076 0.564876 0.767566 0.553588 0.397636
## 1: 4545.6963: 0.592545 0.286181 0.576451 0.655545 0.523996 0.387347
## 2: 3967.3999: 0.192107 0.622472 0.749289 0.442418 0.0612808 0.164274
## 3: 3812.1610: 0.115245 0.688030 0.782642 0.389890 -0.0310360 0.120634
## 4: 3745.3094: 0.167485 0.701877 0.786293 0.327331 -0.0472463 0.116171
## 5: 3518.9996: 0.0997763 0.724955 0.798367 0.325377 -0.0874861 0.100532
## 6: 3181.9647: 0.0188891 0.781517 0.825029 0.237321 -0.183003 0.0660158
## 7: 3091.6312: -0.00139599 0.791387 0.829933 0.221442 -0.200770 0.0596822
## 8: 2919.5065: -0.0451439 0.809005 0.838947 0.189719 -0.234215 0.0481494
## 9: 2871.5962: -0.0530649 0.811923 0.840456 0.181530 -0.240359 0.0460994
## 10: 2763.9412: -0.0666893 0.815887 0.842589 0.161348 -0.250685 0.0428893
## 11: 2741.5435: -0.0701045 0.815759 0.842657 0.157298 -0.251725 0.0426885
## 12: 2720.1886: -0.0768597 0.815502 0.842792 0.149093 -0.253654 0.0424275
## 13: 2679.6975: -0.0763914 0.816377 0.843218 0.128280 -0.259213 0.0410025
## 14: 2676.7504: -0.0768192 0.816323 0.843212 0.128304 -0.259231 0.0409948
## 15: 2676.2248: -0.0769047 0.816311 0.843211 0.128308 -0.259235 0.0409930
## 16: 2675.3110: -0.0770756 0.816288 0.843209 0.128316 -0.259245 0.0409890
## 17: 2675.1645: -0.0771097 0.816283 0.843208 0.128318 -0.259247 0.0409880
## 18: 2674.9385: -0.0771776 0.816273 0.843207 0.128322 -0.259253 0.0409857
## 19: 2674.8652: -0.0772344 0.816261 0.843206 0.128326 -0.259261 0.0409824
## 20: 2674.8547: -0.0772138 0.816271 0.843214 0.128330 -0.259310 0.0409629
## 21: 2674.8340: -0.0772391 0.816330 0.843241 0.128315 -0.259398 0.0409293
## 22: 2674.8069: -0.0772280 0.816439 0.843293 0.128293 -0.259584 0.0408575
## 23: 2674.7683: -0.0772769 0.816707 0.843407 0.128216 -0.259918 0.0407301
## 24: 2674.7386: -0.0772997 0.817255 0.843637 0.128059 -0.260582 0.0404765
## 25: 2674.7353: -0.0773654 0.817497 0.843739 0.127989 -0.260875 0.0403650
## 26: 2674.7112: -0.0773249 0.817366 0.843687 0.128035 -0.260741 0.0404157
## 27: 2674.7023: -0.0773165 0.817095 0.843580 0.128129 -0.260472 0.0405173
## 28: 2674.6824: -0.0773503 0.817591 0.843787 0.127983 -0.261059 0.0402942
## 29: 2674.5504: -0.0772715 0.816383 0.843352 0.128522 -0.260182 0.0406200
## 30: 2674.5126: -0.0772328 0.816382 0.843352 0.128525 -0.260186 0.0406180
## 31: 2674.5038: -0.0772462 0.816395 0.843360 0.128523 -0.260218 0.0406059
## 32: 2674.4914: -0.0772311 0.816423 0.843375 0.128520 -0.260283 0.0405805
## 33: 2674.4756: -0.0772575 0.816511 0.843413 0.128492 -0.260393 0.0405384
## 34: 2674.4586: -0.0772550 0.816692 0.843489 0.128439 -0.260617 0.0404533
## 35: 2674.4458: -0.0773168 0.817078 0.843645 0.128311 -0.261035 0.0402951
## 36: 2674.4022: -0.0772591 0.816619 0.843478 0.128448 -0.260696 0.0404287
## 37: 2674.3302: -0.0773320 0.817294 0.843774 0.128205 -0.261617 0.0400871
## 38: 2674.1435: -0.0771998 0.816271 0.843435 0.128570 -0.261141 0.0402768
## 39: 2674.1422: -0.0771964 0.815265 0.843096 0.128905 -0.260605 0.0404894
## 40: 2673.9742: -0.0770713 0.814769 0.842927 0.129064 -0.260347 0.0405936
## 41: 2673.8289: -0.0769384 0.813075 0.842382 0.129530 -0.259689 0.0408800
## 42: 2673.7608: -0.0769598 0.812977 0.842371 0.129482 -0.259842 0.0408222
## 43: 2651.9230: -0.0717324 0.754353 0.833554 0.121711 -0.321808 0.0258428
## 44: 2651.6084: -0.0718092 0.754338 0.833552 0.121750 -0.321806 0.0258421
## 45: 2650.3677: -0.0716484 0.754199 0.833524 0.122493 -0.321777 0.0258278
## 46: 2502.9946: -0.0249576 0.224502 0.723123 0.116577 -0.581382 -0.0341298
## 47: 2434.9627: -0.0318817 0.306658 1.02720 0.223652 -1.08006 0.0468792
## 48: 2353.0401: 0.0135939 -0.422639 3.09311 0.239315 -1.29180 0.202375
## 49: 2351.1890: 0.0106633 -0.375380 3.03597 0.255054 -1.35912 0.209446
## 50: 2349.8156: 0.0142770 -0.411182 3.07014 0.256840 -1.39806 0.289162
## 51: 2345.6122: 0.0138391 -0.410399 3.05685 0.282820 -1.56206 0.421821
## 52: 2322.4292: 0.0114309 -0.380089 3.01556 0.345312 -2.03472 1.12581
## 53: 2301.8112: 0.00223427 -0.262308 2.85564 0.585538 -3.87700 3.97492
## 54: 2295.4585: 0.0109939 -0.372558 3.20722 0.609907 -4.04704 4.20349
## 55: 2290.4361: 0.0245763 -0.556720 3.78341 0.668199 -4.47305 4.79992
## 56: 2288.5906: 0.0324223 -0.641078 4.02218 0.717567 -4.84156 5.34951
## 57: 2286.5509: 0.0444851 -0.758302 4.32179 0.800522 -5.47313 6.31436
## 58: 2274.4481: 0.0543189 -0.841158 4.50363 0.877403 -6.06211 7.23256
## 59: 2273.6906: 0.0928808 -1.18087 5.29929 1.18231 -8.40153 10.9012
## 60: 2271.5123: 0.0911586 -1.18513 5.31944 1.12089 -7.94024 10.1914
## 61: 2270.1599: 0.0819639 -1.12439 5.18159 0.971487 -6.81044 8.48299
## 62: 2269.8328: 0.0843078 -1.13762 5.20538 1.00062 -7.03717 8.85474
## 63: 2269.5876: 0.0841675 -1.13294 5.18286 0.986612 -6.94229 8.75673
## 64: 2269.0439: 0.0844437 -1.13133 5.14353 0.932938 -6.57355 8.34570
## 65: 2268.7399: 0.0866145 -1.15485 5.17441 0.884917 -6.24833 7.99969
## 66: 2268.4569: 0.0903963 -1.20045 5.28376 0.862249 -6.10504 7.88919
## 67: 2267.6268: 0.104375 -1.37488 5.75042 0.819641 -5.86595 7.84261
## 68: 2266.8479: 0.117383 -1.54302 6.24137 0.801588 -5.80306 8.03179
## 69: 2265.4679: 0.139849 -1.84336 7.16874 0.781484 -5.79437 8.58034
## 70: 2264.0105: 0.159218 -2.11595 8.05326 0.759234 -5.78774 9.20844
## 71: 2249.9811: 0.186079 -2.52296 9.43102 0.702827 -5.66844 10.2429
## 72: 2186.4800: 0.299134 -4.22858 15.1268 0.428593 -4.86207 14.0303
## 73: 2099.0156: 0.283520 -4.04895 14.4785 0.550645 -5.53801 14.2049
## 74: 2065.4341: 0.273250 -3.82245 13.7248 0.572593 -5.55000 13.6263
## 75: 2056.6584: 0.280244 -3.92684 14.0673 0.562538 -5.53726 13.9019
## 76: 2054.2095: 0.279049 -3.92703 14.0673 0.562815 -5.53722 13.9020
## 77: 2054.0517: 0.279044 -3.92685 14.0665 0.562376 -5.53713 13.9011
## 78: 2054.0166: 0.278872 -3.92642 14.0649 0.562369 -5.53675 13.8993
## 79: 2053.4202: 0.273099 -3.83822 13.7508 0.560982 -5.46698 13.5719
## 80: 2051.0832: 0.268404 -3.75161 13.3631 0.529922 -5.17325 12.8723
## 81: 2048.1828: 0.245418 -3.39228 11.9435 0.418450 -4.09217 10.2582
## 82: 2047.4418: 0.247373 -3.43298 12.1349 0.426701 -4.16427 10.4217
## 83: 2045.3762: 0.251017 -3.51520 12.5219 0.419925 -4.08563 10.2185
## 84: 2040.9328: 0.267980 -3.79566 13.6336 0.396413 -3.83720 9.60309
## 85: 2033.7634: 0.325473 -4.62925 16.6212 0.359750 -3.47043 8.75527
## 86: 2028.8334: 0.392702 -5.53713 19.6588 0.348532 -3.40128 8.73543
## 87: 2026.2280: 0.450516 -6.29270 22.0911 0.345545 -3.43338 8.98771
## 88: 2025.6653: 0.466136 -6.47872 22.6441 0.359403 -3.58329 9.37616
## 89: 2025.5206: 0.465926 -6.45954 22.5221 0.364920 -3.63963 9.50292
## 90: 2025.4854: 0.458713 -6.35512 22.1502 0.363369 -3.61459 9.40737
## 91: 2025.4833: 0.456885 -6.33121 22.0719 0.361979 -3.59853 9.36125
## 92: 2025.4832: 0.456503 -6.32676 22.0590 0.361533 -3.59381 9.34889
## 93: 2025.4832: 0.456445 -6.32613 22.0574 0.361408 -3.59265 9.34620
## 94: 2025.4832: 0.456438 -6.32606 22.0572 0.361400 -3.59261 9.34619
## 95: 2025.4832: 0.456438 -6.32606 22.0572 0.361400 -3.59261 9.34622
</code></pre>
<pre><code class="language-r">fit
</code></pre>
<pre><code>## Object of class "fitFnMk".
##
## Fitted (or set) value of Q:
## 0 1 2 3 4 5 6 7 8
## 0 -19.008277 19.008277 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
## 1 7.640263 -21.235358 13.595095 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
## 2 0.000000 4.770449 -13.865238 9.094790 0.000000 0.000000 0.000000 0.000000 0.000000
## 3 0.000000 0.000000 2.623435 -8.130795 5.507360 0.000000 0.000000 0.000000 0.000000
## 4 0.000000 0.000000 0.000000 1.199222 -4.032029 2.832806 0.000000 0.000000 0.000000
## 5 0.000000 0.000000 0.000000 0.000000 0.497811 -1.568939 1.071128 0.000000 0.000000
## 6 0.000000 0.000000 0.000000 0.000000 0.000000 0.519199 -0.741526 0.222326 0.000000
## 7 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 1.263389 -1.549789 0.286400
## 8 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 2.730379 -3.993729
## 9 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 4.920170
## 10 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
## 11 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
## 12 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
## 9 10 11 12
## 0 0.000000 0.000000 0.000000 0.000000
## 1 0.000000 0.000000 0.000000 0.000000
## 2 0.000000 0.000000 0.000000 0.000000
## 3 0.000000 0.000000 0.000000 0.000000
## 4 0.000000 0.000000 0.000000 0.000000
## 5 0.000000 0.000000 0.000000 0.000000
## 6 0.000000 0.000000 0.000000 0.000000
## 7 0.000000 0.000000 0.000000 0.000000
## 8 1.263349 0.000000 0.000000 0.000000
## 9 -8.073345 3.153175 0.000000 0.000000
## 10 7.832762 -13.788639 5.955876 0.000000
## 11 0.000000 11.468155 -21.139608 9.671454
## 12 0.000000 0.000000 15.826348 -15.826348
##
## Fitted (or set) value of pi:
## 0 1 2 3 4 5 6 7 8 9 10
## 0.076923 0.076923 0.076923 0.076923 0.076923 0.076923 0.076923 0.076923 0.076923 0.076923 0.076923
## 11 12
## 0.076923 0.076923
## due to treating the root prior as (a) flat.
##
## Log-likelihood: -2025.48317
##
## Optimization method used was "nlminb"
##
## R thinks it has found the ML solution.
</code></pre>
<pre><code class="language-r">plot(fit)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-25" /></p>
<p>To get a better picture, let’s overlay our <em>generating</em> model to see how close we were.</p>
<pre><code class="language-r">par(mar=c(5.1,4.1,1.1,1.1))
plot(fit)
lines(x[1:length(fit$states)],q1[fit$states+1],col="blue",lty="dotted")
lines(x[1:length(fit$states)],q2[fit$states+1],col="red",lty="dotted")
legend("bottomright","generating",lty="dotted",cex=0.8)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-26" /></p>
<p>That’s not bad.</p>
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-29622733193393603692024-02-19T22:46:00.001-05:002024-02-19T22:46:06.573-05:00More on fitting an ordered Mk where the forward & backward rates vary according to a functional form<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>OK, <a href="http://blog.phytools.org/2024/02/fitting-ordered-m-k-model-in-which.html">earlier today</a> I posted about fitting an ordered M<em>k</em> model in which the rate of transitions between adjacent states were allowed to vary according to some function form. I was <a href="https://twitter.com/phytools_liam/status/1759649995131879679">tweeted excitedly</a> about this, but so far my excitement does not appear to be shared….</p>
<blockquote class="twitter-tweet"><p lang="en" dir="ltr">Something different.... Fitting an ordered Mk model where the rates of change between adjacent levels vary according to some kind of functional form using <a href="https://twitter.com/hashtag/Rstats?src=hash&ref_src=twsrc%5Etfw">#Rstats</a> <a href="https://twitter.com/hashtag/phytools?src=hash&ref_src=twsrc%5Etfw">#phytools</a>: <a href="https://t.co/6TlksGTbd1">https://t.co/6TlksGTbd1</a>. <a href="https://t.co/OZvdFQOF3Z">pic.twitter.com/OZvdFQOF3Z</a></p>— Liam Revell (@phytools_liam) <a href="https://twitter.com/phytools_liam/status/1759649995131879679?ref_src=twsrc%5Etfw">February 19, 2024</a></blockquote>
<p>It occurred to me that this might be because of the simple & symmetric nature of the functional forms that I used to illustrate the use-cases of this category of model. In an effort to take this one step further, I thought it would be cool to show a totally <em>different</em> evolutionary scenario – one in which the <em>forward</em> rates varied parabolically, but the <em>backwards</em> rates are constant between adjacent states.</p>
<pre><code class="language-r">k<-13
x<-0:(k-2)+0.5
q1<-0.1*x^2-1.2*x+3.6
q2<-rep(1.5,length(x))
par(mar=c(2.1,4.1,2.1,1.1))
plot(x,q1,type="b",col="blue",bty="n",las=1,
axes=FALSE,xlab="",ylab="transition rate (q)",
ylim=c(0,max(c(q1,q2))))
lines(x,q2,type="b",col="red")
axis(1,at=seq(0.5,k-1.5,by=1),paste(0:(k-2),"↔",1:(k-1)),
cex.axis=0.7)
axis(2,las=1,cex.axis=0.8)
grid()
legend("bottomleft",c("forward","backward"),
col=c("blue","red"),
lty="solid",pch=1,cex=0.8)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-1" /></p>
<p>Now let’s simulate data under this model, and then fit it – just as we did <a href="http://blog.phytools.org/2024/02/fitting-ordered-m-k-model-in-which.html">before</a>.</p>
<p>Keep in mind, I’m still going to fit a quadratic function to my backward & forward rates – however, this has as a special case both a line & a constant, so we’ll see what comes out!</p>
<pre><code class="language-r">library(phytools)
</code></pre>
<pre><code class="language-r">Q<-matrix(0,k,k,dimnames=list(0:(k-1),0:(k-1)))
Q[cbind(1:(k-1),2:k)]<-q1
Q[cbind(2:k,1:(k-1))]<-q2
diag(Q)<--rowSums(Q)
plot(as.Qmatrix(Q),show.zeros=FALSE,
width=TRUE,color=TRUE,xlim=c(-2,1),ylim=c(-1,1),
offset=0.04)
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAABwgAAAVGCAMAAAC9gB+BAAAC61BMVEUAAAAAADoAAGYAAP8AOjoAOmYAOpAAZrYDAP4GAf4JAf4MAv0QA/0TA/0WBPwZBfwZGRkZGU0ZGXUZTU0ZTXUZTZsZdb0dBfwgBvsjB/smB/sqCPstCfowCfozCvo2Cvk6AAA6ADo6C/k6OgA6Ojo6OmY6OpA6Zjo6ZmY6ZpA6ZrY6kJA6kLY6kNs9DPlADPhDDfhHDvhKDvhND/dNGRlNGU1NTRlNTU1NTXVNdXVNdZtNdb1Nm99QEPdUEPdXEfZaEvZdEvZgE/VkFPVmAABmOgBmOjpmOmZmZgBmZjpmZmZmZpBmZrZmkGZmkJBmkLZmkNtmtrZmtttmtv9nFPVqFfVtFfRxFvR0F/R1GRl1TRl1TU11dU11dXV1dZt1m5t1m711vd91vf93F/N6GPN+GfOBGfKEGvKHG/KKG/GOHPGQOgCQOjqQZgCQZjqQZmaQZpCQZraQkDqQkGaQkJCQkLaQtraQttuQtv+Q27aQ29uQ2/+RHfGSHfGUHfGXHvCbH/CbTRmbTU2bdRmbdU2bdXWbm3Wbm72bvd+b3/+eH/CgH+2iH+ikHuOmHd+oHdqqHNWsG9CuG8uwGsayGcG0Gb22GLi2ZgC2Zjq2Zma2kDq2kGa2kJC2kLa2tpC2tra2ttu229u22/+2/7a2//+3F7O5F667Fqm9FaS9dRm9dU29m029m3W9m5u9vZu9372939+93/+9//+/FZ/AFZ3BFJvDFJbFE5HHEozJEofLEYLNEH7PEHnQD3TSDm/UDmrWDWXYDGDaDFzbDFrbkDrbkGbbtmbbtpDbtrbbttvb27bb29vb2//b/9vb///cC1feClLfm03fvXXfvZvf373f3//f///gCk3iCUjjCUbkCUPmCD/nBzrpBzXrBjDtBSvvBSbvBSjxBCHzAx31Axj3AhP5AQ77AQn9AAT/AAD/tmb/tpD/trb/vXX/25D/27b/29v/35v/373/39///7b//73//9v//9/////AnR6OAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOzdeZwcyYHo9eqZ7tG/La/tfymj7s+T+jGcg8d4zC1pUWuxvBou27s829zIT1o+szNaPmaBhQFsbh5HaUdGPRLmkJ8B2wz3jcvdWvUwII9tELe5qX3qbtu9pfqTjMjMyqw8qjIyIzMiMn7fP2ypu7qnJHXUrzIzMmIwAwDAYwPTTwAAAJMIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAEAXiOEAACvEUIAgNcIIQDAa4QQAOA1QggA8BohBAB4jRACALxGCAH028GlwWCwcdv004C9CCGAXhsPQi99YPqZwFaEEEDo8Rvb3zL9HPQbi6PBw8M7g8EZ008FtiKEAGazR7fOiaOm100/D+2OhtGh4LiPfzroQQgB3x2HEQys9+9C2miw9jX5i9OLHBKiBCEEfDeREdy+dt/0E2lBcEAY52/EVUKUIISA74IQ7vQxgkLqhOh48MLiJVBmkyJCCAHfBUdNfb16Nr2R1G+UCSGzSREjhIBXTt7NfajHIUydGc2GsHA26cn7HT45WIMQAj45Gr6Qu0WixyGcJGdGg4PD9LFfwWzS45tywtB1jhC9QwgBn4zjSZQppxcHL4cVWLvWswiMkj9uZtZofjZpkMZQ/m8IPUcIAY8Er/r5oz8RwviC2cYDE0+rLelLhMHB4cvJZ/KzScVfzc7h7PDukBJ6hxACHhkNChZYEQkYDLbf3LsZHBPlz5w6LH06dPFYOD+bdBSHcn7S9M/c7tnxMcoQQsAf48JZkkEuokiIX/XprvPU6dD0wWHRbNLpnflfTBRJ+ddygRj6gBAC3ghe4c+8kz/xF7zixx8LytGnQ0J59TOUnj9aMpv0MPnky7PkmuHa+beIYc8RQsAXY3E0OMlfJJze3L0W/3rUqxU5U0eEi0uNls8mnc2vJo4Ga799mVsNvUAIAV+MxQv6iiU3F6eUuC6JXPDHTtesfDbpLG5mdNB4cu/KsFeni1GAEAK+ONr5oOgAaPExw6ohfCroeWLtmc+QWTwgLJ9NOpN/BeKTqVZym33fEULAL0V3EiYqh/BpTNPTaoe45vkgCN87i6c3y2eThpcGX2ezCr8QQsAvBRcJZ7PH8dLTyzOZeJpW96n8+B95dXNz8+ynvvTTut9hJbGzxvoVcYNkeg5Q6WxSmczBzqz6XwT6gBACfik41EnmimYupZV6mlHniXz4hc2511pL4dElOd3lwsKfqnQ26f65wWDtc+EjNm5ubW31bakdFCKEgF+KLhKK+aRiSZnjG9UmjWY7WKOFz7+9mfbR7yt+fXUn9269FV/kC/7w2w9KZ5OG+zI9iD4c3TxxvbUnBmsQQsAzBSf9xL3jg/O74maBSlcIi0Ko1sLnDzcXfaz+MeGLL1Z+aHTsWzibNL094fRPDgbbtw/vVf4bgdMIIeCZoouE05vRUqPVtqktCaFCCcMOfvS7wS9//Lb89cerf3Hai1LVR8cnQvOzSY8vyZ0n5o88fjf+Aq4V9h8hBDxzVHhf3PEbu7ufrbpPfVkIK5fwmWzfZ6Lf/fwVMWfmG1W/OPHii2odDEzlWdLcbNLxYgYTYw4JPUAIAc+kLhJOv1pvRbXSEFYs4fPfS3cw6uJnlnxBkRdfrNHBWGY26bh0C6qq04fgMkII+Ca5VTy1yqiahiV8ljkXKsOodJWwUQWFhdmkIoslk2Iyt1eglwgh4JtJegsi9VmR5RGsHEJxhfAj6XmiT7IfWKFhBaVkNmm4D9Vg+1p8ang8WE+twMYRYe8RQsA3qYuEJ4qv8csjWDWEf/T5+pNjJB0dTJke3Ix3p1+X10lT91QUX1FFvxBCwDfTr56vNjl00eoIVg2hmBxTZ25M4sXGp0azpo9uxdsufS29/iiTZXxACAGsVC2CVUOoeiK0wIuLGn2vuSCG5wbRFh3R+dBoBW70GyEEsFT1CFbsoLxE2OAGeunFnGbfb04uuzqObqs4GPZqf0aUIIQAyig1sHIH5RxReYnww98QdxB+6h+rE8Wofa3EcDa7I64X7g5ZWMYPhBBAEeUIVu1gGMLPzGY/eiVeX+1snf0nUuFrIYZi+W2WGvUFIQSQVSeClTsYThr9zOKq23UW3V6snvYYnty7da3qUjtwGyEEkFYzgtU7GIbwK5lVt5uXcNbKkSF8QAgBxOpHUKGDYQjllrxf+sls9vzHX6y9/URR74ghlBFCAEKjCKp0MFxjO70b74fyA1+p8aRLYtfSDBr0FSEE0DSCSh2MQ/iZzEdq3VBRHjpiiMoIIeC12t2r3cHw1Ohi957U3Idpxa68xBCVEELAW40O/mp3MArhwplQeUioug9TRcQQqxBCwEuNIpj9Dmr/aRnCxeO/5B77dhBDLEMIAe80j+Dit1H8z8vqLa412nYIBWKIMoQQ8IqmCKa/l/JzyG1HGH6o5RAKxBBFCCHgDY0NTH1D9eeR332iiyPCGDNokEUIAS9oj2ADz3KTZcJV19r5rxUhhkgjhEDf1WtgSxEU8jvUy1mjde6ob4AYIkYIgT6zLoLSw+y00YKrht0ghpgRQqC/7IygkF1JRp4r7egSYR4x9B4hBPrI3ghKcuuJj34v+p3cmLDewjK6EEOvEUKgbyyPoBAuLrP56e8Gv/7xF7JLjxrCRUNvEUKgT+xvYOjn893pI8ZOjC4ihl4ihEBPOHAgmPKLLyx08LU6W0+0hBh6hxACPeBWBKXn304OCn/lyyafSSFi6BNCCDjOwQiGnn/4RdHCX5FXCm1EDH1BCAGHORtBZxBDHxBCwF1EsBPEsO8IIeAsItgdZtD0GSEEXEUDO0YM+4oQAo4igiYQwz4ihICjiKAxpLBnCCHgKN8iaNkfiRL2CCEEHOVTBGfpP67pZ5Kggz1BCAFHeRTBWe5Pa/rpoFcIIeAqXxoo+PRnRecIIeAsf8Lg1cEvOkcIAXfZGIRWrpuVnwa26s8ORxFCwGGWhaC1mZRLQ2jX3wEcRAgB6NDqvXUrQ0gM0QAhBNBU66utVAohMURNhBBAE90sOVa5hNQQ6gghgLo6XHdTqYTEEEoIIYA6ul58WrWExBCVEUIAqozswFCjhMQQlRBCACqMbkNEDNEGQgigKiv24iOG0I0QAqjCigjGiCF0IoSADR5uFvq46ecVsiqCMXdi+CT7z3r2GyaeBkoRQsAG9obQygjG3Ihh7h+XEFqGEAI2sDOEVkcwZn0Mn/8eIbQcIQRsUBLCz5h7Rk5EMGZ1DH/+CiG0HCEErPTM5AGhUxGMWRtD8U/5ke938B9CXYQQsJE8ivjYTw38l52M4JyNMXxi6p8SVRFCwELyslLnRxEvuh3BmG0xfGj2HDdWI4SAheQlw690+V/sSQRjFsXwjz7f9b8lVBFCwD4dXyDsWQRjemNYO5XiLDezY+xGCAHrdHlitJ8NnNMWw/oHjc+4RGg9QghY50lHJ0Z7HsFYrRg+Lfseyv/5J+bvB8UKhBCwTSczRj2JYKxhDFcdLy4hD++ZK2M3QgjY5mHbt1x7FsFY/RiW5LESMVcm+Nf85XdeFf+sn/o6J0ktRAgBy8gDwkbn0pbFzdMIxurFsKCNlYl/zo/8228nq8p8iRRahxAClml6QFheOM8jGOu2hM9y6+Yxc8Y6hBCwS9MDwpLIEcEF3ZUwtwcT663ZhxACdml4QFjUOSJYqJMSRltPnP30d4Pf/PLDL3BMaCNCCFil4QFhLnVEcKnWSyjXldl8bV6+H71ieFcRFCCEgFWeNDogXKwdEayk3RI+//DtV9Ldk+90ODlqF0II2EQeQNQ+c5YKHhFU0mIJs7paLgHVEULAJs+avErGzWs7go/f2P5WC9/WtI5KKN/rsNSMVQghYJOHDc6byey1HcFHt84NAq+38K1t0EUJHzJdxjaEELBIk6OFF19sO4LHYQQD67db+PbWaLmET7hIaBtCCFikwZnRDq4JTmQEt6/db+n724QQ+oQQAhZpcGa0g4kxQQh3fIhgjBD6ghAC9pB3X9edR9HGAeHBZXEMeOFB+LujoXvXBqffbJbuFkLINULrEELAHvIes/oz63WfHD2+FF0SXAv752AIj28MXvqg0XdoGMJ89Rq920ErCCFgj2eNN2DSmcLji8HB4P3DwztBCb8mPuBcCKd3h4PBy82+R8MDwvwCCQ3f7aAFhBCwh56TZrpKOIr6NxsPBmfE/59eDKpyfFMcIl5rdpjVieObQw13ejQ8MSqzt7CiWpM7ZNAOQgi0SO1Kkr6TZjo6GBz/RQdT0+j8ogjhODpbuvGg8X+gXUfD8Im+0PDe/4YXCOW/afqQUC4sw5lRuxBCoB015lTIuwjNrscsZ8dsy8hNkoOpUZiTIITis2/uiUOtpoFpW/D013YeXyy4RPhnbqsczjbrYHRHzLyEz7/NPkwWIoSAdnVfNI1fPQoO/ULXZ0UhFJ8Oz5aKX50x9jQrOXjr/fRRbUL+KS5Uj2GDCArRPkyf+u5PZ7NffkfuPcEVQtsQQkCnRocPzefKNDSSs2PEDJMggZPtq9Hpz/jUaPD/0VVDcXBo+yGhMC64RBifM107/1a1GNaPoBRuxJRW+aD/d0NK/zk5QciJa7gWIYSARs0uKJkO4SSaYnmcqVz88enN3Wvxx0ZOrDc6Ksj1aLD225fDFla8s6JBBYXomDB29stVv/B30yp+zf7QkWu4ViGEgD6lHaz2Cmp6yZFRXIbJwonP4EAwn5NJ4/sSOnBacIkwOCAUf7aTe1eGlc/u1o+g9Dw6IxqeI/1e5a/73ZxVXzG9Iy7i3hYH9S4csFuDEALalHeweggNLjkSBO/M/Fep19HC5hVdfbNO0ZOc3xQSxPD9zp7Jh29/UhwMfupLP6n+NfkOrmqhvPwpru+KtwCWX8O1CiEEdFnSwQaHE+1IzQ6dk7cJhtLtKzqsciSEk/z5W5cKoVrC6WgweCH6Nx1zSKiAEAK6uBPChdmhc6lGpOO3cDXwcbz/0jg5sLJXwSVCJ553RDWEo9RNLUdDd/6c5hFCQBdnOrg4O3QufbCUJGS8eHAYfbj4MNEy0/xCo8Hz3ri5tbXlxKxKxRCOk+NBcTBMCKsjhIAuzoSwZHZouhvz+w6OhumYBB9+SbzWHt9wYdJowenbeGGc6FKa5ZRCGPxpU+3j1KgKQggs8fsq76qdCWHJ7ND0mcS4IalbB6PfDgbnd8UFRvuvEBZcIpz+STmp8p4jfwCVEE4X3pu4dCnUAoQQKDUdqZ1fcqSDZbND09fP4hfS7B3p05vRbWq3Z/Yruovw+F35f4uHT9ZSOCBcfFPjxm2e1iCEQBnxHlvtQpgbISyZHbrwu+g06VF8r93JvSufCMNx/Mbu7med2Ke+4BJhYuzkIWH5I3N3vNh/CdcihBAoIbalPaP4auJKCItmh2bniorXVXlIfPLNcCEW1w4xlt7h4cRsn/wRYekjF/6wjhzv2oMQAsXEkpQ7il/jRAdLZodmfid/GTxybSueXrLtwtnQtIK7CBOFy+XYR+HMaJI+sUuIa+9azCKEQKGjGnubu3FmtHh2qJQ6Nyon1KTWp+5uERZt8pcIx4P11EVQB44Iq6+ylgrh6SXrtwaxDSEEiuzXmGDvSAcLZ4eGkjqEE2omKps0WGf66M3MM09l/6j6SqMmVZ4tk9xAf1rjlL7vCCFQZBSvujK9e7na7ddlGbQwhAWzQ+efiboYBvLoqtIetvYKui7Wk0sd8boxWaZ6CcU7F/lvJY7iXTjWtQohBIrEx0bRrjZrn1v1BeUdtC+E+dmhs+S38g1AdiMm10VL4iRHvEeubM9QEMLiFAZ/oo37h4/F7S07uQ4+3nNinq8xhBAoFJ5Fk+cGzw1W337tUgcLZofOieOJ9d0rDs4RXSo+ETqOjpYOhq78AeftW1nCSXxBN/umTW7Vy169yxBCoJCcVSjWF3sQ/PqdVWFY0kELQ5ibHZoibhoRN8z3bfb9NJztI/brW98durGwjDRP38oShv90F7I78s5XWGev3lKEECgmzh+O41kH+8uvuyzroI0hzM4OnU2/mvTw8S1HbpivZf+cO0uNSkn5KlwoPCya3Hs0FOsA7btyMtgEQgiUGA0G6QOnJYeErnUwNzs0u6Ror53cu3XNpdAn3atyG0WRY/lvzfKj5QghUEJcLjuT+k3pubSi+lndwdzsUDmR1JljJH/VLWGInZlKEUKgzDgVwmSh6qySo0CrO5ifHXrCTAonVCnhtOTfMrXGLBYRQqDM9EYyvaA0hKVnQ23uYG9nh/bf6hKmf2wzn+DcaAlCCJQ6WViPuvDdtCMXBfP6Oju091adHhUH+xuFs2KWLkLuN0IIVDEuvr7ibAdnfZ8d2l+rShj0rvAof3HnXqQRQmCpo1+LFpgpejPtcgfhqlUlPC7cJuTgEkuvlXI0hIM6TD9p2G1cuOeSuJZ2fvdc8XL+dBDNqf/cVJw8Or13a/fy1vndwGV592R4xpTl1vIcrQMhhG6nFwt3HxRrcQ1K1iGhg2iuzk9OlRJGF4FTLnzAcmslHK0DIYRu4gpKUe2md7e2tnaKFuygg2iu3g/P6hKGW0luxbbDfURYbq2Yo3UI/iH/PyWEECvIlwiFuQQFGazxUqb6LNEztd9GrSyh2Dcl/86O5dYKOVoHQgjdZAjXKpew6eFg7eVB0CcafoKWHhPmS8hya0UcrQMhhG7BS8PuoPIaVLo6SAj9puVnqOzn6Phi+Vb1LLe2wNE6EELodjRc+9p4kDljdPRrxQ/W1kFC6DdNP0UlP0jiLEfJHRMst7bA0ToQQug2Fi8Z48UXjpK7BzV2kBD6TdvPUXkJi1eZYbm1BY7WgRBCs+CFQTRvtFBC0cWClxGNHSSEftP4k1Rcwjslp/tZbm2Bo3UghNBsOpKvF+ItdOqd8qjoxBIdhDZtl1C8mSsoIcutLXK0DoQQuk1/Szav7HbCBB2ERg1/nFaXcL8ghMlya0efYM7MjBACGacXl5aw4HVL8wsX/NL6G6s//J1Z6XJrY5VbhnrM0ToQQrRG3H5V+tqg81WLDkLo4BRD8XJr8TozXCwkhHMnd4P3SWsXipejnR5cDr7B9u0PKj4eLgtKWHaPFR2Efq3/VBUvtzY7CvK4ca/wtnvfEMLI/jD9Tilj/n4qWaBv6ePhtknZjfV0EG1o/eeqcLk18cGdD+Sr247vr2KEMDRJzhnk5wmKq0aR+HbrpY+H63I31ofoINrRyTHhYgnljRXX5a/Kb7v3BiGUROrEWrQnd4rOmI/CbUum7wziqfXLHw/njcOXiEV0EG1p/Wcru9za6Y24g8tuu/cGIZSSBUUKjgWSyRPzU2ZLH48eKNh2SedrlaZnid5ovYTZ476xeE1cC8+JBkeHnh8SEkIhdXdpcKyXvTw0Tm6xHoXHf8sfj16ig2hTwc+X3vtyssd9j/buXZp/5JHfHSSE0lGyO1c+bOk1GCbhm6qlj0cftf4yBe+1/VYrWW7tJP7QPlcHQ4QwIwhb5lRnOnX57OUfjx5q/cQV0P5Jh2i5tdOL81miY1ZakwhhxmiQXZQ9dfhXsEJf/vHoHzqILrT+cxYutzZJZvixQW+IEC54fCk/92WSOnuQDWHR49E7dBDdaP0nTS63NkrOawWvaJwbnRHCtHD5hdwN8pP0Md8odbdEyePRN3QQXenkZ2208NaeEM4IYVp4k/z2g8yHx2UhLHk8eoYOojtd/LSlQhi8myeEM0KYNlnfvVywBG15CIsfj37R+crU0lNEj3RQwklyanTE65dECBfJ1WMWfzJKQ1jyePQKHUS3Cn7iNN+pk8yQYT2QCCHMyv1olF4jLHk8eqT9FyUgq/U3X5Nw/wCx3Da7EUqEMEssI7rws7Fs1mjR49EfXVywAbJa/7mbxJvn0MEQIczJHvSlLycHIcytI8NZ9t6igzCj9Z+8aGe5C0z1CxHCnGzY0mvHFC2oRgj7ig7ClPZ/9qaP9thVfI4QCkvPfhasNbribCl6gQ7CHH76OkUIhaNhcqCX/nVocfeJMysfj17glQgm8fPXJUIopLbqEnNfMneYihVkwh0s4/0Ilz8efaDzdailp4heK/gJZMZyWwihJBaJETvOT/eHg8KrgIOdhR3qlz8e7qODMK1pCfkhrI4Qhu4MEuHRn8hf6qgvEk+bKXg8+oM347ABJewKIYyM46ytxV1LQhjPNQ7vQi17PHqDyzOwAz+JHSGEsZO758QS2rfn1/tG6amhB2JV0a3rHyx5PPqCVx/Ygp/FbhBCYBGvPbAHP42dcLQOhBBt4ZUHNuHnsQuO1oEQoiW87sAu/ER2wNE6EEK0Q+erTktPEZ4p+JlkDrNmjtaBEKINTV9y6CDawI9l2xytAyFEC3jrDTtRwpY5WgdCCP24GANb8bPZLkfrQAihHa81sBc/na1ytA6EELp180rz+yxMi1ooYZscrQMhhGadvM5MRyzRjpooYYscrQMhhF7ddPAGe3ahNkrYHkfrQAihlc7XmNIHibXbz9BB1FXwU8qsZj0crQMhhEbdvMCIDZ53Gj9X+KyTN2w+crQOhBD6dHPKSXTw5aZPFZ6jhO1wtA6EENp008F9tq6EBt38tHrH0ToQQujS0SvLaDAIOzi9e3lr6xqXClEPJWyDo3UghNCkq9eV04vhhNH9ofhZHKx9rtGzhr8oYQscrQMhhB7dvaqMB4PXZ7OJiOA58ePI9ULUQwn1c7QOhBBa6HxNWfHQ6Y3BC986Gg5eehD8+p2BzCJQAyXUztE6BC8j/68SQogCHXZQHgy+PI5vJNzn1nrUVvBzyw2FjThaB0KI5rp+ORkFP4QvfCv5DYeEqKvTt3AecLQOhBCNdXWC6TA+8hN3Ep6ZJb/hKiFqo4RaOVoHQoimuumgWFZtsB7dQDhOhXB6I/k1oKyr93F+cLQOhBANdfM6Mh6EwqXVpjc2HsSfIYRY7g+vvnv4wezk8TcfFH+eEmrkaB0IIZrp5lXkzmCwffvx3fniaifJ/JjTi5waxRJHw+hNVHJdOYMS6uNoHQghGunmNWQSrSYTvKblXszG7EyIZY7fOBd2sPznhBJq42gdgh+P/0cJIUSKzleQ8kclB33j1BTRo1+LFpjhgBArnBwMl04upoS6OFoHQogGuulgcEAYv5lPTREVZ7zO754bcIUQKwVvpZa/Xyr4SeaGwjocrQMhRH1dvXiM5ydEgxe0uHsH0aUfjgexyvTG6h0sO3pT13eO1oEQorbOTiclR4TpKaLTu1tbWzvvqz9veGY6qnLegBLq4GgdCCHq6u6yytEwfh0LQsgRIBSNqi3DRwk1cLQOhBB1ddZBkb/ovkHulYCycfmNE4s0lrDWE+0DR+tACFFXJx0Ml1U7ivffDY4NWVgUSiZVO6izhDWeZz84WgdCiLra7+DCsmrS0TC6Wjh9t85Thn8mQ4UbTbWVUPlp9oWjdQheaP5vJYQQkdavpiwuqyZNojf3XCtENUfLbyDM0lVCxWfZH47WgRCitpY7mF1WTYhupBCHimfYhRAriRsIr69+WKKghDXuCVJ7kn3iaB0IIepr8lKxsoOFy6qN5PQ/8S5/1W1hQNDBS+o3mjY9KPSbo3UghGigvcuDxcuqhbcRTobcRo8qxI30ZTcQHn2i7MohJWzA0ToQQjTRWgeLl1WTIdwfDNaUznbBV+PyGwiDT62VXTukhPU5WgdCiE5Vvn2wcFk1EcLxsm0EgJTpnZIOikPFJcvzUcLaHK0DIUSXKneweFm18PWLDqKZo0uDwca9JWfYKWFdjtaBEKJD1TtYsqzaKPjx26h4dzRQbF9MtvpAzj3eKTlzSglrcrQOwevK/w1fg3IAACAASURBVKWEEKK26hksW1ZtyUUfoJLpnfgiszjBUPbjVFDCp6nPdPVkneNoHQghOqPSwZJl1U4vlr2FByo5vZFMthIlLDvBUFZCjg+XcrQOhBAdUTgtumhhWbWTVp4b+m6avH+SCxathW+ogqPD8jMMhSXkTOlyjtaBEKJNSfVqd5Bl1dDY9EZ0nl14tHfv0vxI8NGSMwxFB4VcM1zO0ToQQrQo6V79DrKsGpqanwKdn1DYr3SxmRIqc7QOhBAtmoevQQdZVg2NRdeZU5eYx5XW4iaEqhytAyFEe+bla9JBllVDc8e3xf9Okh+i1DINyxBCRY7WIcja/6mEEKKy3y1S+uiTu1tbVx/kPsyyatBllCzGEPxYVboRhxCqcbQOhBDtUclgvPvgRjaFLKsGXUZJ/KqGkBKqcbQOhBCtUergncFgffeKmNj+ucVPsKwadEmF8GhYeWkGQqjA0ToQQrRGpYPR7oPTd/JLIbOsGjRJFrAVP1WVrzkTwuocrQMhRGsUOpgsrH2UmxXDsmrQJJkhE/xQvVD9zRUlrMzROhBCtEWhg+IVKp7Mnishy6pBl0l4EVrck1q6G2ERQliVo3UghGiLQgfTIZQljH5z9Gvif1lWDbqI23AkpQ4SwsocrQMhRFtU5sos3NU1iU9b7Q+5dxB6iYPBwIX8fTpLcGq0MkfrEPxI/B9KCCGqKejgkhKO0pdsxoMwi+LqILNkoNf00d59ta8o6yAlzHO0DoQQLVEL4WSQXuhjFJ0cHTFLBuYRwuocrQMhRDsKO1geQnG3YHLV5vQiE0VhDUJYnaN1IIRoh2IIxRSZhZOj3EEPW5SHkBJmOVoHQoh2qIZw8XbB9K70gFmEsDpH60AI0QrlDsqTo/MSpm+nAAwjhJU5WgdCiHaoVVBIl5AQwiaEsCpH60AIscqP3351M/Dqn/ieylcpNTB0emlewrHKAlhA2zSF8I8+v7n5sZ+28gwt4Wgdgqz970oIoWc+/MLm3EdVUqjUwJAoodx2kDvpYRk9B4QPNwmhlQghlvr2ZtrZL7f7X5veFD9f64NBpd3DgW417eCTTUJoJ0KIZZ5sZnyl5f/g/rlBwZ6EgC0adPDnrxBCSxFCLPEsPCP69WDo/vI7chR/5Ptt/zeP7159i5vpYbVaHXz+e5uE0FKEEOXCkfvaT9O/+7jZpwS46uEmIbQVIUQ5eSonKZ8sYfuHhEAfPdskhNYihCgnhu7Zb5T/HkBF4l3l2d8ghHYKsva/KSGEHnmSOQKUR4htT5cBekieTvnME0JoJ0KIcoQQ0OOJvMpACC1FCFGOU6OAFs/C95SE0FKEEOXEglDZyTL9HsZAG+RI+sqMENqKEGIJeT/9Z6LfPH+Y/h2Aqh5GI4cQWooQYonw1kF5Q/3zH32y/3O/gTbM+0cILUUIsczztxdXWHut14MYaIO8c0JeWyeEliKEWO7Hqd0nPvVd088GcI48rxJOtiaElgqy9r8qIYR++UX6kPAsB4SAqofJlDNCaClCiGWyu09w8wSg5lnqblxCaClCiCXCDn5K7j4RTpY5y/30gIKFVSgIoaUIIcrJZYLnm/E+/9Pd7MME9Ee4tFr8O0JoKUKIUuHNE6lDwCfswwQoWUwfIbQUIUQpeVJn4Qb6hxwSAgoyqxISQksRQpR6kpsd8yxziAhgiXhptRghtFSQtf9FCSH0x8PcqJXjmkXWgGrizXhzeltDR+tACFEqdf9TZPHKP4ClCKEjCCFKlYSQ2TJANYTQEYQQpTg1CjRCCB1BCFEqP1mGLeqBBpgsYylCiFIyewsnQh/m0gigMkJoKUKIUrkb6p9xQz3QACG0FCFEucUl1mY/2uSAEGiAEFoqyNr/rIQQ+uShvLAf7lD/YbgxIVNlgLoIoaUIIZYIT46mfbzXoxhoFSG0FCHEMtkSsjMvUB8htBQhxHI/eiXJ4Ee/bvrZAC4jhJYihFjlx2+/Kir46t/8XdPPBHAbIbQUIQQA6OFoHQghAEAPR+tACAEAejhahyBr/5MSQggAKORoHQghAEAPR+tACAEAejhaB0IIANDD0ToQQgCAHo7WgRACAPRwtA6EEACgh6N1CLL2PyohhACAQo7WgRACAPRwtA6EEACgh6N1IIQAAD0crQMhBADo4WgdCKHvngqmnwSAXnC0DoTQc0+fUkLAGu+9957pp9CIwToc3rt1eUs6f3XvfbWvJYReezpn+pkAEBl8z+0UGqrD9JuXBhnbtz+o/vXB4/8HJYSwR54+pYSANd6bM/1MajNSh4NcBaMW3q/6HQihx54+pYSAPd5zv4Td12G6PyzOoLB+vdo3IYT+ekoIAYu89577Jey8DukMrm/tSlvnVFNICL31lBACNnmvByXsuA7H8UnR9c++u3BJ8OTRzbiQGw9Wfx9C6KtsBwkhYNZ7PShhp3WY3onnxRR/+m50ZLizctoMIfRUroOEEDDrvSzTT6iGLusQHg6uXVuSuZM78rhw42srvhUh9FO+g5QQMCsXQgdL2GEdfjiscgkwmkvz8vJHEUIvFXWQEAIm5TvoYAm7q8PpxRVHgzGZwhe+tfQxQdb+eyWEsAcKO0gIAZOKQuhcCTsN4eprf6HpHVMhHA9eKn+OmU8ei+k9axcqTO2BFsUdJISASYUhdK2EHYbwVxWScfyrRkJ4NFwSwsVPTm/GN3ysOIsLTUo6SAgBk4pD6FgJHT1f2E4Ixdnb0hAufnJ6I7n18XVdfyosUdZBSgi0Z/UQI4TmtBLC4yB1pSHMfHIU/E6cFT1YfT0TWtQLoXMDErBJtTHmfgkJ4Vw4XbUkhJlPHg3jU6LiQJGTox2oE0IXRyRgjyrvNgmhOfpDeCyu+Z0rCWHuk6Pk1+Mlp1OhT40QujkkAVuovN0khAYEXfrvlKwKoTjEG7w8KY5a7pPiMPD15JOcG+0AIQS6VWmY9aKDhDAS5Gzjwaw8hIufXDq7FO1QLqGzgxKwAiFs1fTW7kpXl3dGfwg/IZa8KQth9pPjweBMzT88aiOEQJeahLDL56mBiRCKE4urrL6hXm8IQyUhzH1yLCbITA8uc0N9pwgh0CHVYebwgCOEaVVDOApCON9Rqup6OWhMKYQuD0vAAnVD2OmT1IMQpimE8NeTPwRnSbtCCIEO1Sxhp89RDyPXCB/t3QsPp7Z339zbe+PKUP5mbStl2+YQhsvKrF0Pfncg/iAsLdMROgh0yJ9DQjOzRk9FPjaS7XlPxI69a6s2IUyxIIQvPJj/mhmk3VDpICEEmqo00npxSGgkhLKDi5fWxK16CiUMvv6/VaL91Gj6PkKVhKM+lQ4SQqCxamMtWsnQ5SFnJISiI9llyYLMKBxZmQ/h/CKmOCTk3GgnMoOSDgLtqhjCkMtjzkQIi5s3UrnYZjiEC8uqjVhstBveDErAFi2MuYOb5wbW3XhmIoTFyZuozL80HMIJITSAEAId0z3oHl+ez7Zfu675uTZhIITiXGLBVbWlmwFmGQ5hen1RTo12hA4CXdM76g7CuwXWzl+V9wpY9LppIISieAW3CZZ8uJjhEIr4xUeBTJbpCCEEOqcy7FaMunANkvVr87n3Fk23tyeEYt6oKyEUFwmj+okmckd9FzSOSADV6Hv/Kfd0TV0ZPBpadARh6NRoyTVClVOj/40SzSEUMV/beT881rfon7PHOCAEuqdt3E0WMyhDYM/kClOTZXIHUTKPKpNlWg/hKFPFhU8eDZPl4Oz51+wzQggYoGngiUtItxc+4n0Ix4OCQ8LCD5YyHsLZfM3ttc9VfdJogg4CBmgK4Th35ixIo98hlItuZ/5WZAeVbqg3HMLZTOzCNFi/9n7V54wmOCAEjNAy8oLDv+z5vpFNF5WMrCwjq5c+XxweXqktsdZGCGEtQggYoWXoBSF8PfsBm2YZGqlDuHuDvJ1kb+/erfgWS4XjZELoGToImKErhOnX96mYQmrR3RMmd5/IUjlfTAg9QwgBQ1QGX+nYG6e6N707VLoS1gFDdZjezGZQbb0dQugZLWMRgDot70KPhtGGQ9NweRnLJhkaq8PjhYPCtR21dwfBl/xXSgihvaZfXbn+LgeEgCl6Rp+YGXJ+N96FXfEFv3UG6zC9d2VL/p1sXb2v+rWEsEcqTKMmhIAxeobfnflxz8bt4i81yNE6EMIeqTCNmg4Cxmh6H3p8cys47Llw27KDQcnROhDC/ji9GE+jnh7culo4SjggBAzq//hztA6EsD8m0YpC0+jUScEFQ0IIGNT/AehoHQhhf4zCTUfim0sHg7XsSnv9H4aAzfo/Arurw+mvrpoamHL8q8s3ZCKEvRFPlRmL9eoOH4s7jLKXDPs/DAGr9X4IdhjCi4OqU2and1btTEgIeyNajDfoYXiD7fSd3K22KqPQxUEIWE5TCKd/YONEGaHTEA7Wrlf4e5Cr76wO4X+phBBaKt6nepIcB44z25D0/t0oYDktYzA4wLFome1FHdbhh8Mqd5DIDK5cb40Q9oXYrlOcKRgnK/BmF6onhIBhWgbhaOGFfXpw5Vww+retuJ2iyzpEe0wsOyo8uSMzuLHqfQMh7Au57ODa9SCEyRAZL54bpYOAYVpCOEkOhKKF1gaVXu470Gkd4gny28WHhdO758LPr76WSAj741isO3vhnYUQpo8IOSAEjNMyCuPNW8NVt4MS7O7unlPagK8tHddhvq/7+mffXajdyaNbQ4X3B4SwT8Kz4Un8RgtnxgkhYJzOYRgO+LXoeGg+T86kzuuwH/dO1HBrV9o6l3ys2i4UhLBX5KmC+dvCo2H6HSIdBMzTOA7H8Yv9hbB/iwPejO7rME2nMGu94mZMhLBnji/N3xUeX1x4g0gIAQtoG4iigxfuy6uE0c0BI6XNaFthpA4HRfvyijPGlXehCB78XyghhLbb/53gf462c5cMVMYfHQRaoiuEpxfjAX56KboesjgpwAhTG/N+M9dCpVm0hLCf5EmThSXWOCAEbKBrJI6TN7rxzcMjb0MoHN67dXlLOn917/3Vj08jhP00GmQX3SaEgBU0DcVU9YKDQ3FOtMKGpK1ztA6EsK8ypwXoIGAHPWNxeiOpXrh0xmRowf0TjtaBEHqCEAKW0HVEOA9heCg4WbmQWAccrQMh9AQhBCyhZzCm1o0ayVWFpzfMd5AQwmbaOjj9asF+vwCq0zMa51cExd3D5u+kjzhaB0LoB20htOF6POA2PcNxJG4jPHz8xtCKtdUijtYhyNp/roQQOuEw83ttJ0ZHFo05wE3apsvEy4jZMyYdrQMh7KWj4dpO6b4TTUJ4ejGesz09uHXVin1fANdoGo/Rktvzsf54b+/dNp6uCkfrQAh7aTxoaSfCSbTXb7z/CRcMAXXaBuThXnLruNiyveIa0+1xtA6EsJd+OBy0s6rMKFzVMHVS5vX8gwAspW9Epo3kkDR7Dd/ROhBC103WrxWdoDxs5cxoPFUmOOJcv3b4+K5Vl+kBZ7QSwseHh48vDQZG35s6WgdC6LpRhUXWtYUwWt5wvvHZ9B2LJm4DzmjnkDAwHZkdkY7WgRC6Tl4YGKztLFlkVtugm94IB9kkOQ4cG34DCrhIz5g8vvdmbnVpw5sSOloHQui8eHfO9etlbwR1TpUZiBlqqd1ewlUOASjRMijDTWYWr42k1yA1wNE6BH+P/5kSQmib4JBwJ5xGLXbpLKLtLIycrr12PRh/yVAbc24UUKYlhOHpoEwKze7F5GgdCKH75EWB45sFQyKk83KE/M9ceGchhBwRAqr0jMrRYO2vPZe5aYIQ1kAI3TeJbmk4CPdo3rid+bze6/L78uAzGWojllwD1GkZlvK+XjFTNBn2hhdBdLQOhNB9ydXxkzvhKdJ2VpWJyHvp59fjDV+aBxylZVxG09fke+BwksDxRbN3NDlaB0LovtOLqYmbjy8P2lpVZu740vy6YDDsuEQI1KAyLpdMl5HZm4Ynata3htnh3zVH60AIe+DgUvpcyHR/a+Edof4Qzmb7vxP8z9H27jluqAfq0TIwk72YwhRmzwd1zmQdpvduXd7a2v5WcHDw5pLbyYoQwr7T2MGpOPOa3Lw/Zok1oDZd50blDAHh8c1zg7WSmeOdMVaH6f658I2A+PuYqC6DHHzdf6qEEDpGXwiPorecO9HvRyy6DdSnb7qMRUzV4ehSvPyxCOF4oHiuihD2ndYOrouTock1CK4OAitND7ITuUNaQphsjGYHQ3WIlxWJQjhSPVtFCHtO3wFhtCXvwdCyt6CA1cRWLYXX7fSMzVFybtQGZuowCRu49seGMoTR7jgKfzGEsOe0hfAo3tlpvuI2gArEy/JG0TUEvdNl5k4e3b3yCVNvVo3UIbxqE7zbEEvtyPxlb3dehRD2m74DwmQptWSd7aOt0vVNAUTkrbcFW8Romi6TulB/eG93Kzw4MnW+1EQd5AGgPF81D6G4sUvlMiEh7DedZ0bj952n83sHx9w8AVQQrvr052Q/rDI6K9zalOyXrXRaUCsTdZAHhPLNeRLC8IOV19ghhP2mLYTpNe3j/p1yNz1QwUm4Kn4uTvrepx5fFSNRTBnZvrp3KK6ZGVpnzUQdxvMj4FQI5YSZysfFhLDX9A20WWq/z/iqhG0ztwEblS0CrP8K/vHlKIDxzqHdM1AHeSAcvhKlQygm0FT+Swge+58oIYQu0RjCceo9ZhRFy+arAfaZbwtTuNSJpgEqXv/PyNf8/ehNqrGrFgbqIP700Z82HcL0r1cihH2msYPyxyqeBB7uUB+8C7XqDibAMtNoo9CCiTIhTSN0HHdwXkBje1AYCmFUPEKIAjpDOJsM0z9iZ5gqAyx1cFlWcH3J1Go9IzR9IjQYm7KApk7XEEJYR2sIZ0eXUudGX/iWucsQgPWOb8qDwbWd5as/axmicfyk6LqFqQv49pwaFdNGuUaIdvadCIlJaYY3AAUsFt7JsF28tlqKrhAm0YtCaGrpNXsmy4yZLAOpvRCKNe//Gs6MAmUmg/VrVV6FdQzS9L1N8xM17xRPz2mbqdsnwj90KoQyjyr3ERLCvlIZYmohDNf2Y6oMUGJaMUNa3q0myz6JkendxrzJvfOpEKptQBE8+D9WQgid0d4B4cLZCAC1aRmlyWWK/aHhEzXmlli7PkuHUG5HUX0SAyHsL40hPLmztbW9sGxw8BPHTYRAY5oOCQcbtw8P755TOR3YCjsW3Y7u3qz+Vp0Q9pbGDk6G+XdX0xtMlQEa0zNO78wXGd0p/squmKlDtB3h+pXglWrtt6+Ed2+qvCUghL2lL4RyS96tcOmmx/eNXIIH+krPOA33HSpax61b5jfmnVO5VkoIe0tfCEeDF8LToseXwtWiuH0Q0EXXQD3Z23vX/Mg0VYfojUCK0hkrQthXOg8Io8vv83dd3DcBVDD9gwpl0ngNwwLG6jC9s5DBC0U7IZcjhH2lb3hNosuD4gzphbfuiRUzKCGwSvDSXGmg9KqEJuvw6NaWPC7cOn9b9dCYEPaVyuBatTd9eLJ9FA3r6Tvmtv0E3DGqdn6OEJoXZO0/UkII3aBxcI3nazbFs5H3Tc/RBhwwyc9dOXl098onMrP6CaF5hLCnNA6uaPneo+H8MHB6g1VlgJUWZlgf3tvdKp7O2KcS2lSHk0dl21/lEMJ+0jm0xMKiD0QIkzsJx2w8AagIV+EOZS8sEMJmTi9vbW3nLtao7j5BCHtI69CayNkxpxeT8UsIgaqOr4rBIuZcb1/dO5Rbt2QeQQgbKd55UHU/QkLYQ3rfY4oxvPPBKFmxaMSpUaCa4MhEDJzjy1EACzby7NEhISGEPXQPLHm36lZ8P2Hwnpb7J4BKxOvxGRm+/Whp7HFu+BDCRoqTNyk4CV2KEPaS9oEVrikT7rctbp/ggBCoZBx3cF7Agi2t+1PCDusw/f3dkFxh9PzuIrngKNcI/aYyrCqOq8eXUss2bHAbIVBF+kRocOQiCzjq8XSZLutQtMDoospv2IPH/odKCKED2hlWJ3eG8fJFzJQBKonjJ43CKE5yGwQRwjrSM3GLVd6HiRD2UWvD6uTerd3dN9l/AqgotQ7FPITBx3p7K2GndZis6GD1LakIYQ/1ZlABrguOWl5O/To8TfrOteybyd6M2W7rMCqP4PrWeYUtqQhhD/VmUAHOS91zO1ly0aqFy/pG2DNrVAkh7CFCCNgimSO6P1xy21FfBi0hhCX6MqSAPhiLfeMPD++eGyxbq74vo5YQwhKtDqnD5s8P8EqyY+yyyRs9KaGROpwcHjacwRf84/wHSgih9TRebXi8t/fuwk/Y0XBth3snABX74X1HuT2ZFhBCkwhh72gbUNP4nex2MoDHLCoDKDsJ3lGueANJCE0ihL2ja0At3K164UH4wR8Oq9+jCqC6fpTQqjoc/5bCWqOEsFe0DafRYLBzODt5/Ma5hRQecmYUaAEhbGT6aC9FrPyxpbboNiHsFV3D6Sg59pveFdc41j6n/8kCiGm8uG+OoTocpJdCThBCb+kK4eLeu/LnrPqCRQBU9eKQ0EwdypbfJoS+0nhmdHFWjJj5Vn4XFICGCGFdpWuOvkQIPdVaCGenl9iOF2hRH0poog7xvL51OZ1hPa7g2h+/X/lbBA//95UQQqspDaWlYym/jXbBfqIAtCGE9cgDwrXbYRHly1a4e6rCyxUh7Bd9QynIXnb73dxBIgB9CGE9Yg+K8G37eJ6/8fxjlRDCftE4lMbhm6yFjxBCoD09KKGBOsgzo+FL02T+K1nH6q9XhLBXtA4ksbDMRvos+4hTo0CLCGEdMoThvV5Hw/lMUbWVuAlhr+gdSD8Utw+uX4vvojgaMlkGaJO2S/zGGKiDSF700pT6pTwkrLwMFiHsFc3j6PiynH218eZheFf9S6wqA7TI/UNCQyGMjv1SB4fp06SrEcI+0T+Mjm/WuTsVQB2EsIb0SdDUYaA4TVr5rTsh7JM2htF0vnjRxgONTxVAXmYILx/INpbQcAiTaaNqFwmDL/v3lBBCe1XtYDhuFEbR471bV99quPMlgJWeFil7MCGU5ncPzhbOhxJCXymPHtsGEeC5whCWjWUbx7Cp+wijw0ARwuh8aGoG6WqEsEdUB491gwjwneslNLWyTJQ8Ub/o6HCiMq2BEPYHB4SA64pDWDKcLRzFJuog6hcdB8ppo+HR4WigNlmGEPYEB4SA65RCaGEJjdRhJBcb3RHTGOTSatejXyjdPkEIe6LmAaE9YwjwXUkHCeFS8pAwPP4Lf7l+JfyIyg31hLAn6ofQmlEEeK2sg4RwuXBjXnn8N0rd+Vx9BZDgwf+uEkJorSYhtGUYAR4r7eDq8dzl01zGUB3EvuHhtcF4c0Ll3ScIYV9UGDeEELCVegcJYezkTrwU8ryEKiuAEMI+WT1uKCFgqxohnNk2fA3W4TA+EXog1kjeuq6yMjIh7JXVHSSEgKXqhDBeKMoWjtaBEPbLylFDCAFL1QuhXRytAyH0DR0E7EQI65neGFxouCMAIfQNIQQs5X4HjS2xVv2WwUKE0Dd0ELAVIawhtaxabcF3+HeUEELH0UHAWoRQndhvSeGWwUKE0Dd0ELAXIVSmtPFgCULoHToI2IsQqkpvzFsXIfQOHQQs5nQHjUyWGavsM1GMEHqHDAI2I4SK5GyZHZWFZHIIoXfoIGA1QqhIlnDtwv36LSSE3qGDgN0IoZqTw3fiHSe2FmxXnUMTfOW/oYQQOo8OAnYjhCrEtNFilSeTEkL/0EHAcq52kBDCGWQQsJyjHSSEcAgZBCznZAfNzBq9tVviatXpM4QQACzkYgcd3oaJEAIANHC0DoQQAKCHo3UghAAAPRytQ5C1f10JIQQAFHK0DoQQAKCHo3VoIYTTg8vBY7ZvL5m4OsrvmlHtQwAAaxHCyPGl6F7GjQdlD5nkt4+q9iEAgL0IYSh1k3/ZXf3iIZnEVfsQAMBihDA0CvJ17YPZVKwGXrJXYvCQbOKqfQgAYDFCKB0NB4PX5a9Kz2xOBrnEVfsQAMBmhFAaJ8eBwSHdywWPCFK5PlxMXLUPAQCs5m4I/zUly0Modgp+Pfp1cEz3Un7maPCItb/34kLiqn0IAGA3QiicpuJ1Whiy4JDx9cxnqn0IAGA3QigcDZO5oumjw/QDzmQSWe1DAADLEUIhfTq0KIRB3IJQLiSu2ocAALYjhMIkfc9EwWyZkWzjQuKqfQgAYDtCKIyXhzDqZDpx1T4EALCekR3q3626EX2pTkMYpE2eOE0lrtqHUM2Hb39yc3PzVz79XdNPBEDrnn/4xVdsG/AmQhik4sL9Zt8iyNq/qqRJCONVtFOJq/YhVPEjMShCv/Jl008GQKuefycZ8B/9uulnEzMUwsFgbef9Bt9CcwiXXiMcx79PElftQ6jg+bc30z79U9NPCEB7nv/ewoB/zZIBbyyEgfVrtU+R6g9h6azRo2H8uXniqn0IFWSGxebmxywZGAD0yw34j5t+RiGTIRR7Ht2u9y00hzDJWLg6TDpk40HG6xU/hAoeysFw9ks/mc1+GZ4ysWRgANAvHPDy6uCP35a//ozppySZmTUq98CN1LpcqDmE4R2A818Twq48Wzg9Er5b/IrZpwSgLT8Xb3bPxlMBnonffeT7Rp9RxNTtE9ODS/Nm1LhcqDmEy9YaJYQterh4DChLaMfAAKDdw8W3us+seedr8D7C6d3hPBuqlws1hzCz+0TJhoQFV/+qfQgl5PvD9FVB+QErBgYA3f7o84sDXr7zteJiiNkb6o9vJi3cVrlcqDuEYj/C6/JXpfsREkL98m8IH9oyMADoJt/opi8KPrRlfpzxlWUe36xzuTB48L+kZEUI5cbyO8t3qCeE2j3JnQl9xrlRoLd++W/9xl/8jdTvCWFK+nJhxVOk2kOYmskaT5sZZTcmJIS65YeBeMt49htljwfQJ9acAbIhhIGD5BzphQcVHq89hLPjuMYb8X+fELYuPwy4SAh4Q14ztOL+CUtCeHL3M5ddcAAAIABJREFUXHKGdHt1CvWHcDaV93RsXZ+3jxC2riSEVowMAC0T10bsOAFkQwjTU2bCE6SfW/UlLYQQ3cufGn3GPfWAH8LlFe1422u8Diepmyi27+9HB4bZDQGzCGEv5N8QPiSEgA/ilaRsmCpjOoTT1BnR9fCk5MkdeUy44uQiIewFeSI0nT15zYAQAv32hEW3EyWLy4h7+kpvYYgQwl7Iran20KZ1eAG0Ixzom2e/ZEkHzYXwcWq50e3F+wfFcmUvLb+NInjEv6iEEFpJXhKcLz0Yb8lECIE+S/agOGvJIaGZOqSnx+RXVxOHhPM1sIsRwn6IBsRHv/5Tcc3gk8G4+CQhBHru+T/0l/zmb/7mJ8PBb8X6GYa3YVorumtQfJ4Q+iG8KJj4ijV32AJo1y/k+2ArVpIyGsKS5UXF5zk16olffCGVwbNftmepCQBte2LLpRBzISxfTe1oOFhbcf8EIeyN+MKgOEnyvfBcqR13FgFo20NLbqk3FcJlC6mdHK78FoSwR55/59VgNPyK3LXanjWXALTOljUVjYTwV1V2XCpECHvKlnEBoAO27EjoaB2CrP0LSgihG55ZcqYEQBcsmRRgog7TG9W2mFiCEPbUQ1tmkQHQ7sff+WJm+0GPQzgRVXq90bcghP0kLxFaMCwA6JefGuPxqdHggHD1qtorEMJeyE2NebbJJUKgr57ktpuwZd81A3UQk0ab7thHCHtBvh1MnSqRv+fMKNBPMnsL50Y9vn2iwsIxKxHCfsjsw5R/wwigN8IlFVMj/EebuS1JzTB0apQjQgjyHeJHvhf+5vmftmbBJQAtkNc+khLKd742HBAamSwzXr3N0iqEsCcehpux/CTI4IfhYmtcIQR662Fqlf0ffXLTmlNAhm6fGAx2li8mukLwDf55JYTQTtlFt+0YFQBakWzAFHvN9FOSjNRBlnDtwv36LSSEffGLhRLOtyYE0EfZElryztdIHU4O34n3YdpasF11Dg0h7I3nbyeD4tPfM/1sALTrR68kI/6jtox4w/sRZlSeTEoIe+SXctHtzVfFlUIAfffh2+Lq4NlPWTTiCSEAwGuEEADgNSOzRm/tlrhadfoMIQQA6OFoHYKs/SklhBAAUMjROhBCAIAejtaBEAIA9HC0DoQQAKCHo3UghAAAPayqw/FvKdw+QQgBABoYq8P00V7KvVu7u1tq9xESQgCABobqcHCp8Q31hBAAoIGZOow1rCzzzykhhACAQkbqMClbYu0lQggA6JaxjXkD6+fk/8YVXPvj9yt/C0IIANDDRB3kAeHa7bCIa18LPvJYXjJ8ufq3IIQAAD1M1GE0iPonrxWG+RvPP1YJIQQA6GGgDvLM6Bn5y8n8V7KOZyp/D0IIANDDVAhfl788Gs5niopNCitPGiWEAABNDNRBJC86C5r6pTwkfL3q9yCEAAA9DIUwOvZLHRymT5OuFjz2n1VCCAEAhcyGMH0YKE6TvqSwQz0hBABoYDiEybRRtYuEhBAAoIehyTLxhcHU+VBCiCI/EEw/CQDqngqmn0Qlpu4jjA4DRQij86GpGaSrEUJf/OAHlBBw0tOnzpTQ1MoyUfJE/aKjw9RHVyOEnvjBDygh4KSnT90poYk6iPpFx4Fy2mh4dDgaMFkGGT/4ASUEnPT0qUMlNFKHkVxsdOf9WbS02vXoF0q3T/wzSgihi37wA0oIOOnpU5dKaKQO8pAwPP4Lf7l+JfyIyg31hNBtVcYHIQQcpRJC8wPc5Ma88vhvlN6OsOqZUULovEoDhBACjlIIoQUj3FAd9ofxtcF4c0Ll3ScIocuqjRBCCDiqeghtGOKm6nByZxh1b17CjQfVv5wQuq3iECGEgKMqh9CKMW6wDofxidCDy0Gltq5XPi86I4SOqzpGCCHgKLcGuaN1IIROe1pxkNgxRgAoqzPGCaEiQuiyp1VDSAkBN9Ua4uYGuaN1CLL2TyshhBZ5WrmEVowRAKpqHRASQkWE0GXZEJaPEyvGCABVNQY4IVRGCB2W62D5QLFijABQpT6+jY5yc3U4OdzLeVdhrVFC6CpCCPQdIaxiemc4KKCy+wQhdFRBB0tHig1DBIAy5eFtdpibqcOkMIOE0AuFISwZKhaMEADqVEe3jyE8KukgIfRAcQdLxooFIwSAOsXBbXqcm6hDanlRQugdpRBSQsBFtQ8IPQrhJFxa9K1DlUXVFgVf/08pIYS2KAshh4RAb9Q/IPQnhHLnpZcbfQtC6KrSDhYPF/MjBIAytZFtvoQG6iDPjFbei74YIXQVIQT6jxCudHpxoLAXfTFC6KglHSSEQF80CaGJgW4ohJVnxZQghI4ihIAHCOFKhNBjhBDwACFcSVwjJISeUuwgIQRcpDi0fQzhbKzlGuE/qYQQ2kGxg5QQcJDy0DY9zk3UQSws03zWKCF0kmIHCSHgHvWxbXiYG6nDqPEhISF0lloHCSHgnhqD2+woN1IHcZVw7WtNvgMhdJdCBWeEEHBQvfFtcJCbqYO8p377dqMl1gihqwgh0G/1Q9jVM8wwsuj2o729m+Eq22tbC7YVFt0mhE6rOlJsGCQAlDg3vE3UQS4t03j3CULoNOdGCoCqnBvehBBGODdSAFTl3PB2N4T/hBJCaBnnRgqAqpwb3kauEd7aLXG16vQZQug6ZssAfeXe6Ha0DoTQde4NFQDVuDe6Ha0DIXSd3qEyPdi9pv85AqiDEHaEELpO81AZN16+FoAmhLAjhNB1mofK9EbDtYoA6EIIO0IInad5XtnpRUoI2EHz4O6AyTocf3NXLiez++YD1S8NsvaPKyGEttE9Vo6Gg7Xrup8kAHWEsLLp3WHqBsK1HbV1Rwmh8/SOlenhozti/Vrlt1QAdCOEVR2kMyhTqPRunhA6T89lhOnh3t3drXPzH6OX6i/kDkAL9y4RmgrhuGBZmZcVvp4QOq/pYJkGAcy+m1rfvkYIAcMIYUWT+DBwe3c3eTlTmP9OCJ3XOIQ3kgBunb/61ruHbT9jAFUQwmqOZPrW5u/eo+uFCrP+CKHzGg+WkQzg3n0CCFiFEFYzElk6kz6JNQ0/VPk7EELnOThYAFTg4Ng2UQd5QJiN3kjpkJAQus+9mWUAKtAytMeDjXgO+HRvb+/9dp5qzEQdxEyZ3IZLcm+myvNlgsf+g0oIoXUIIdBLWob2KI7E8aXB4qW0Npiow6gweWOVc6OE0H2EEOglTSEM74WazOeGb1TdrrYGA3UQ0/0KToKKE6aV7wIjhO5z8EICgJW0jOwgE/K4SHRh/drevStF5xH1MVAHcRK04E9U8uFihNB9hBBw0MqLd1pGdtADGcJRfPpwekdlOqUqQghDCCHgoJUX77SM7OBIUAQw7uHCf7gFhkJYcmqUEHqk+XA5vneLDSeAbq28eKcrhK8n/ycF5Wht01FD1wgL/kBitRmuEXqk+XAZq63LB6Cx1RfvtIRwEh4tHQ2Tg6bgv9zaeDc1azR/srf4oyUIYQ80nls2bvOiAYACqy/eNR7YwjgOYRLZIIR9OiIMVxrN/okKP1gqeOw/oIQQ2qfxePnD3Wv3W36OABasvninKYSDwfbtD9Lx69mp0fDe+cxVQrnaTPVLoYSwB7SMFwBdWn3xTsvAfie8/Lh9M+ntuF+TZaJNmNJzjaJVt6ufACaEPaDlUgKALq28eKdrXD++Gc3Fic7AvtOz2yfmO+isXXjrULh3M5x+pLCpKiHsAe0hPN57l+0IgVatvHincVwfyzSIEE7O9e6G+ll0cjRL5U9JCHug+YA5WeyeONOwQwqBFq28eKf3De7J3U+I7k7yl9O0MlSH00u5DiotJEcIe6DxgAnG4sLNvGPF8woAVK28eNfKJY9xDxfdFqKrgnOKf0pC2APNB4zcu+v2/LfTw4NL3FEBtGvFxTsnr/2bq8P04PI8g8GRttoXB1/z9yshhBZqPLtsnBqOkTaXYQIgLbt413hYm2C2DtPDx3v3D2sc8RLCPtAQwrXdYECeSf0EtXmvEYBY6cU7QtgdQuiS6cHutaKPNx4xYia3WPk3fV1wxLJrQGfyF+80hfBYnDHc7mrFDEfrQAidMi5eNKjxiJE39YqbcVIlHHOREDBITwjH0WWzZBr44/v5HZ+0cbQOhNApYnpnwdTnxlfVTy+Kw7/paJDskBYcERJCwBg9c2XEGdf1K+JCZHzhI3gRaXFGuKN1IIRuCYpVUEIdIZTVu5NMHg3bCMAMLSGM3zofDOczUuNdL9rRXR1OL29tbX8r/lWxbYX9CAmhS46Gg7Xr2Q82HjLzsTG/lb7k2BNAN7SEcL6Am7jjPLys0u5b3A5DON+BvnBdGbXFZQihU6aHj+6IK98PFj/cfMjEe4TO9sVJlO3dK0PuIwRM0hLC8fw06PxkUnqVb/3cDeHfp4QQmjA93Lu7u3Vu/u/7Ur3pZctCGP/IHF8q/m8AaNVksLaT+q2mEM7fz06iMT1R2KZPHSFEG6ZBAIeZf9317ezyQY3nl41TJ0L3RXDbXYcJQNZ4cU2LxoNaSE95i77/pCdrjU5v7e5e/SD+VbGrVV/FCKHlog1GpK3zV99697DoUY3HzOLgmB62OL8aQJFRCyEcp87sRNf929yN0OVZo4TQaiMZwL37hQGMNR4zR8M11pEBzFoY5FpCOEnH9Wgostju4omO1oEQ9oKWywlp7EgIGKVnTIszSsmt9OKYs93bCAkhDGo+aNiRELCJpje3R2KGQXy2R2Tx11u9jdCqEJ48qrywHCHshcaDhh0JAavoOstzdCl1/V9msdWVMkzUIbm1Pk38WSu/hBHCXmg+aNiRELCJvssdj/+eJAeTYR9DeLHoRonij5YI/lb+biWE0EbNBw07EgIdOtrefXNv2c552q/7R//dYau3ERLCuXCj4GVbBCdTeieZO+RY3bKmxjPM2JEQ6FD80re2tXttr+h2pcZDusTxzVbXTrQnhBPFG+o1h3C+MsnGg5JHhJN458+VEGrQeNSwIyHQpTuLL31BED+7l57boSmE3e5G2GkIp78f3TYvFoRcO5+5l17uuKFyjVBvCFOr3ZTUWDyiLIQcgdTUeNSwIyHQqdFgcOHWla2yF0A9Iex4N8JujwjHg1Uqv4BpD+EoXJ1r+k7Zszi+WBxq8SLMAUiB43u3Vp/KaHxBgR0JgU4Fr3jhscLJ4703rsiFFFMnLfVcIux6N8JuQ5hedqtY5SMr3SFMLsVOBoVL2sndDYr+KUZM1y82rvIGQUcI2ZEQ6FDwYrkwwE4O95JXQC0h7Hw3wo6vEWbPKGbtrP4WEd0hHCfHgaOCF/Djm8GXnytKXkk3kf4rLdd42LAjIdCxZfOytYSw890Iu54sMyqP4PrW+durv0Es+IK/S8nyEIpj1fhodJLvnbyd8+WCT8gLhxx+FPrD3WurL3U3HzbsSAh0a9nOgFpC2PluhDbNGlWiOYTzv+7MryPBP8LGg6JCcmK0IR0hZEdCoEvTrw5L32tqCmHHuxESwlBQuvkTSh8dxp/+xPVZ6aEiM0abaDzHjB0JAXs0HtBC57sREsJQunEFIcw/KDLiNNxy0z8Q/3uwt7d3WLxXYONxw46EgD20hLDz3QgNLbp9UvKqWJ3+ECZBK5otEz0oE8LggJB5GUtM7w7lT29yaXg9Ox+q8bhhR0LAHlpC2PluhHbtPqFAcwjH9ULIAeFyo2hKbWqOVPaYWsu4AWAHLQO6890ICWGoXgjFKV6ORsqJOxouiEP/4+Cn+PDR3r3dc7m3dVqurQOwgqbx3PVuhIQwVC+EYyYoLhO8T3ghWu0l+FGWf6X5E/16Bs7KS5EAOqDrjW3HuxGaCeH00V6JdxXWGv07lbRwjZDF1ZZLT2OZhAXMT/3SMXAqXIoE0AF9Z3g63Y3Q3KzRYiq7T2gOofqsUabKLDdJ/XVFS0XkbwbSMXAqXIoE0IGWLnW0f58aIRRSOyyVL9GVDSFnRpdLz4GO9gjMrlKoZeBUuRQJoANtXfNveTdCQjh/RvP/dMHKMqFMCDkzusLiEaEMYcGCgY1nmVW6FAmgA42Hsyn2hHBjd3f3qqFrhCvWGi38RGkwEUqvDhit/1KwhHzjkVPpUiSADhDCBg4f3xVrY6lMcNAcwszuE8UTdTMhnDReHqfvRvNDtf3or67gbiANIaxwKRJABwhhQ+JCj8KNIrpDKC7GXpe/Kt9XKRPCStsMeU3MJto5PDw8uDyIy5RfH6LxRYVKlyIBtK+tS4TtsyWEsoTVX72CB/8dSlaEUM443Fm2Q30uhGV3WWAutf9k6V9V46FT7VIkgNa1FcJJ8JZa13MsZk0IxWW66qcatYcwdd0yfhbZLZYWQ1h6lwUS8c5Ia9dLH9J46FS7FAmgdW2FcNz6UYc1IZSHD5X/sNpDmOxmtxFd1yKEOhy/sbt79d0lD2g+dCpdigTQurZC2P7pN3tCKC7TVX750h/C2VReytq6nl7rdUkImTSqR/OhU+lSJIDWtXeN8FDPEyxlTwiVdilsIYQwo/k8syqXIgG0rvlgNsWeOhBCP2kYOxUuRQJoHSFsTpwaJYT+0TJ2Vl6KBNA6QticuH/C5DVCmNHeZQUAXdIylo+2d9/cO+x6sps1dZAXeipPeg8e+7crIYS2IoRAP2gZy/El/7Wt3Wt7nW0vakkdTu7IP3vl+xEIYW8QQqAf9IzlO4uLUAdB/Oze/faedMjIotuXtxacy97Kvhoh7A1CCPSDprE8Ggwu3LqytZDDtu/Ztmf3CaU/LCHsDUII9IOmsTy9ER0TnTzee+PK1nBQuv6zPjaFUOEmMELYH+7ONAOQomsoZ1fNPznca3vyjD0h3Lit8C0IYX8QQqAXtA3l7peGMlGH6a3djKtvvatWfELYH4QQ6AVtQzm9kn43HK0DIewPLhICfaBvJE+/Oux4/xhH6xBk7W9TQgitRQiBPnB5JDtaB0LYHy4PHwAxl0eyo3UghP3h8vABEHN5JDtaB0LYHy4PHwAxl0eyo3UghD2iba4ZAHNcHsjd1SG7sFqRbYVtmAhhX7g8fgBEXB7IHYawbGG1FJX9CAlhX7g8fgBEXB7I7obwb1VCCO3l8vgBEHF5IBNCmFbvGrtFgwjw3NOsZQ+2cQx3V4f8wmp5VxV2qCeEfVE/hLaMIsBruQ4Swm4Qwh6pNoDyFbRoGAEey3ew+lDu8Gku42gdCGGPVBo9xR20ZhwB3iruYMWx3OUTXcLROhDCHqkyeMo6aM1AAjxV1sFqg7nTp1rO0ToQwj5ZPXjKO2jLQAI8VR7CCoO54+daytE6EMI+WTl2lnTQmpEE+GlJCFeP5q6fbBmTdTj+5q5cTmb3zQeqXxpk7W9RQggtRggBZxHCJqZ3h6kbCNd2lHeoJ4S9QQgBZxHCBg7SGZQpvK7y5YSwT5qEsOvnCmARIaxtXLCszMsKX08I+4QQAu4ihHVN4sPA7d3d3a344PD16t+AEPbJyqFTXsKOnymAHKUOEsK5I5m+tWvxdcHoeuHa1yp/B0LYJ6vHDvfTA9ZS6iAhnBuJLJ1JT4+Zhh+q/B0IYa/UPyTs+IkCyHH/gNBICOUBYTZ6I6VDQkLYK7UPCbt9mgCKOH9AaCSE46INl+QuTZXnywSP/ZuUEEKbVRg+xSXs9FkCKKTQQUI4NypM3ljl3Cgh7JUq46eohF0+RwBlqneQEMamNwpPgooTpi8p7EdICPuDEAIuI4TqxEnQgq3oSz5cjBD2SqUBxAb1gK0qd5AQxgghMqqNoFwJu3uCAJap3EFCGBPFKzk1Sgj9VHEIZUvY2fMDsFTlDhLCmLhGWLCKjFhthmuEnqp1SNjd0wOwnNsHhMZmjebnhxZ/tETw2L9RCSG0mtvvJgHvOT6ETdRhUrSwaOEHSxHCfqk6imZWDiIA6iPYpjFsog7y3vnMVUK52kzlS4SEsGcqh3Bm4RgCkBrESx9FCBPjxTW356tuV9+IiRD2S/UQzqwbQgAElfFr2yg2Ugc5XSZI4YW3DoV7N8ONmCpPlSGEfaMQwpllIwhAqPLwJYQheXI0q/qJUULYNyohBOAsQph2einXwQ2FDhLCvqGDgBes7KCpEMZXBefSVwwrIIR9QwcBL9jYQWMhDFJ4cHmewe3bShmUIfwblBBC29FBwAsWdtBgCIXp4eO9+4eKERQIYf/QQcAL9nXQcAhrI4QAAD1M1GH6fuNvQQgBAHqYWVlm7VrDFhJCAIAexpZY21CdH7OAEAIA9DAWQjFX9H7tb0EIAQB6mAyhWGTtQb1vEXztX6+EEAIAChmpw0FqXRnFO+kjhBAAoIehOkzvnkstrqZ+uZAQAgD0MFeHk/QiaxcULxcSQgCAHkbrcHwzaeHajsodFYQQAKCH6To8vpkcFq5Xv1xICAEAelhQh9Ti25W3JCSEAAA9rKjDNJ5GSggBAB2zpQ7HX1UN4V+nhBACAApZUYf5BFJCCADomPk6pG8pfKnqbBlCCADQw3AdpqlFZlTWmCGEAAA9jNYhNV90oLbqKCEEAOhhrg7HqTsIN24rfjEhBADoYagO6fXV6uzSSwgBAHqYqMPCituqq4yGCCEAQA+z+xHW3qY++Nq/WgkhBAAUMhhCtWW2FxFCAIAexkK4XeuUaIwQAgD0MBPC9es1T4nGCGHvPdvc/Hj+o7/8zqubgVe/9JPunxGAap7/m1/8pByof+J7pp9KNUbqUP+UaIwQ9t0ffb4ghM+/vTn32k9NPC0Aq/zi7WScbn7066afThWO1oEQ9tzz39vMh/AXX9hMDzBH3msCfnn2yuaCz5h+QhU4WgdC2G/PH27mQygOEtM+8n0zTw5AuWebWa+ZfkqrmazD9N6ty1tb29+azU7fVDxbGmTtr1JCCF0SdjAbQvnBs+Lq4C+/80rB5wEYF71f/fR3Z2KgyiuFm18x/aRWMlaH6f65ZOulSY21Rglhb8nzornQyTeaH4uuDIZnSe0fX4BnHi5ctwgv69t/8sZUHY7mu06IEI7FbYVfU/hyQthjH8aXGBZCKOuYDCj5vvNjTJgBrCIHZjp8D514y2qoDuNkjTURwpG8wf716l9PCHsrNTN0IYQ/f2VxPIkDxLPf6PrZAVjmWbZ7sozWX8UwU4dJtNz2HxvKEE5vzJNYESHsqefh1b/N1/7h7Oh5mHmjKY8QXZiPBngkO06LPmIhI3U4kltP7Hwg15iR+duXHzlT+TsQwp56IjN49sty9KRDmL+f4gnnRgHLFNz39IQQFpMHgPKS4DyEs+OLSpcJCWFPyRB++nuzXAizZ0Y5NwrY6Mf/6Bfzs9wIYQF5QCgvCCYhDD/4ctVvQQh76km8EkU2hPns5dMIwDocEZYYz8+CpkIoJ8xUPjcaPPavVEII3fAkXpCpKISLo0lehOciIWA1ebLU+msYBuogz4yGM0TTIRQTaF6quhY3Iey7bAjzbyuZLQPY75kTq6wZqIOoX3Q1MB3C9K9XIoR9lw3hw9zbysLlSAHYRA5T+6/lGwphVDxCiBKEEOiBJ24shkgIYaWiEBasPWr/CAM89syNFdYsOjUqpo1yjRARQgg475kja25bNFlmzGQZJAgh4LpwZ0LrZ8rMzN0+ESYvFUKZR5X7CAlhrxFCwHE/KtpNzU7GbqiXzUuFUG0DiuDBf4USQugYJssAbnviTgcNLrF2fZYOodyOovKZUULYe4QQcNq3XdmdXrBj0e3jm3L7ier7MBHCviu6ob4ghC5cfgD8E+2u7coANVOHaDvC9StBEdd++8ow/G3lK4SEsP8qLrHmwHw0wD+/+ILs4JdNP4+qzG/MO1d9EyZC2H9Fu0+w6DbgBDk4N8+6MzxN1WF/mO2gwvEgIey/bAjzx39swwTYKbxt4iPfM/08qjNWh+mdhQxeeKD01YSw71ZvzJufPgPAAmEHnRqcJuvw6NaWPC7cOn+78nTRSPBVf7kSQuiY3E2C2dky8hCRSaOAbcLlZD7uUgeNhrABQth3uRBmLwk+c2TtJsAvP3dmOZkUR+tACPsuF0J5bjSZNyoPCJ06+QL4QI5M1zpICGGn/Pppz9LX33/xeQ4IAQs9dLGDhBB2yocwvEP37Jd+Mpv98juvuLN4E+CRZ26OTEfrQAj7rmBF7fCcS8KBXc4Av0QLymRZf5+To3UghH1XtLXELxZK+FGH7lIC/BDOlCGEHSGEfVe4x9LzbydD6zUmygC2eVbYQULYkiBrf5kSQuiYks0Gf/mdV8W4elVcKQRgmSeEsEuEEACgh6N1IIQAAD0crQMhBADo4WgdCCEAQA9H60AIAQB6OFoHQogSPwuZfhpA7zwVTD+JdjhahyBrf6kSQuiJn/2MEgJtePq0vyV0tA6EEIV+9jNKCLTh6dMel9DROhBCFPnZzygh0IanT/tcQkfrQAhR5GeUEGjD06e9LqGjdSCEKEIIgVYQQhsRQhT5GSUEWvCUENqIEKLIzyghoN9TQmglQogihBBoASG0U5C1v0gJIfRCNoSUEGiu9x0khOgVSgjo1v8OEsK56cHl4DHbtz+o+snjm8PBYO3Cg/kHRoO5ta9FH3t881zw261rhd8V2hFCQDdCaCv9ITy+FDVs40GlT05vxtF7Of7IjVwIkw+tva7tz45lKCGglwcdJISR04vziL3wrQqfTFfv9dyjohCmHzSghN2ghIBOPnSQEEZGQbyufTCbvhM87kyFT4rToOKs6MFwHsej4eClD7JfN9h5Pwji3WFRX9EKQgjo85QQ2kt3CIOIRYdsk9QFvvJPig+Fp0TFceDL8ScXEyo+dT35Fi/P0IUah4Qndy9vXbjf/lMDnONFBwlhaJxEbJRLVsEng/+Pj/7G8S/H2S+cJA8SX5A70EQ7lEso3qYMBtnjeQCedNDhEP6FSpaHUFzMi6/hTbKviAWfFMd68YeCV1F51jP9sFC6jLnvivYoHxIGb1O2OHsN5PhxYpQQhoKwzc+Hpn9d9sn85cCCr1tACDukfkjmw8FUAAAgAElEQVR4eyYv9/JPBCzwpIOEUIqP6oTckV3BJ8cFJzpFHP/r/XOLtxbOFX0F2lJv5mjwL8jUXiDFlw4SQil9vJYLYcEn5UlPeZN9Ur3gYRvx7Ya5eTHi65gs0516M0dHHBICKb6cGCWEoYUJn9nZMgWfFP87v8l+J3zxHKfuGcxFb8IFqE7VOyScLDu5DXjHmw4SQmm8LIQFnwz+99eT2+fPxJ8ZbN8PDv72h7nb55N7LNCNWiXk3CiQ4k8HCaGkGMJwxZi168Gh4MGlqHqp1olfLpxjE4/npJsmFYfkyhJODw8PM/8mY44IgTnlDqpdibCKuyH8C5ToD+EL4cXBosgFRxbpV1TxEE6MalJ1VK4IYXxie/vN9+cfC97A8M8ExBRDqHxN3iaEUKhxjTB9H2H2OGJxvo14zeUFVpPq43J5CVMLw66df+tQfOiA1X+AhFoH68xOswghFFRnjY4GS263mC22VCxbskEH9VAZmstLKFbLe+velWF6ihPnr4GYUgfrzU6zCCEU0jfIB2FbPMIr+OQ4/ZqZX5Mt/aF9Xl/1UZrNvWJsRuv+TO9dmXfwAv9OQERhrOWGGiHsiOYQpq8OFa0sk/3kZHUIo4PEcXJ/BRrLhlBxeC58NvWG5+TRrStb258tWAcB6JfpjYpv96oPtIIMEsKOaA6h6lqjBYvNpL8saemdorvrUVc+hGojdOGz6X9EwA/BO/OdKo+rPMoKM0gIO6I5hJkNJs6s+mR6oZhoskx6zsw4voQ4FjdZ6PkTY1YcwiWDdPXJUZa9g1eKVkkuVHuMEcIu6Q6hmNESFqtkP8LMJ8fzR4kmxm2MfsTmmw+Kh3OHtkbFIaxbwqJpTkCPLd8ZIKVpBwlhN4Ks/flKVoQw3Ex+yQ71mU+K2fdrYvN5cUN9+KMVVG+wcT+9HX16syboUBLCuiXk5Cj8UjCfoVDjDhLCbmgPYeq+svi1Mdl8t+CTR6l59y/PHz+/NS0+bEzjNbexshBWH6mLn+XkKHySTGSYPtrbK58cVnV4lXeQEHZDewjnS40MNuKfj9Qu9PlPJh9a+1z8oTuDhUeFC7ERQo1KQ1h9qC5+esQxO7wxPzE6vSlfkdbL5i80PyAkhN3QH8JwV6XB1vX0bRHJ/YPZTwbkh9avJUt0zY5vngs+tH07/F3qOJIQ6qEewpULzBROZjrcu6/5mQPGxSdGT+M38SV3dlUdW4TQuBZCCPvVCOGKk6PH+VeCg0tLXiMAV02iBZLFqaqNt/buniuaDzFTWbaCEJpGCP2kIYQrhujB/N0y6+KhX+6Ep6Um8bQGsWFcwZWBykOLEBpHCP1UI4SrS3iSHPsdy4sn27cPD/er3nAFuOKOfHs3mh8H5hYPEaqPLEJoHCH0U40Orjo5GrwvPpP8MvgxuRBOiGKXXvSOKOG/cjG5lbBgB06VoUUITQter/48JYSwF+p0cNU2FMP5DTDifpeN2/EnRtxagb4ZDQbrw2TaXsG7vWZDixB2ixD6qU4HV5VwPNhIFoZNTZEZc24UvSPudk5+rk8vZkPYdGgRwk4RQj/VC+HyEk7fDF8X7mQWhiWE6KFReg3J3BGh6shirVGzCKGfap0arTZzNLvI7PQGp0bRQ+lT/pPs3c2N32ISwk4RQj/VDGGFEuaWIx6z6Az6aPovz090HF/MLD3q7QEhIYRLSkKooYTZ7u0XzSwHeuLu/dl0P7vovLYOEsKOEEI/lYWw+cnR0WL3xvnduIDemEQLJS/+jGs7MUoIOxL8G/65SghhP7R1SLh4RVAuSsyJUfRVtCHAxuIGFPoOCAlhRwihr9oqYXoKwcEwM4EU6JmDW7tXMyvL+9xBQgjHzIep3pOjyfy56Z34nNHJ3ctbF9iHAi77ZuUr3R6fGCWEcE48SvUeEp5eHLwkl+a/K5dZE68e0ebLzJmBuyaF5zYKNl3RMZ7c7SAhhLP0llBMH9jePSenEETLrI0Gg60hG0nCYeLdXG5HsemNtdvZBzY/MarpGZvhaB0IIZqXcPGzk2E0k+5a/LpxJF4tDtiGAu6S02KyE6BH+Q/pvubuGkfrQAih+5BwNr27tbV1IfdWmW0o4LBxwTbTwZu7lzMP87yDhBAO62b0jjgkhLPGg7UruTslpm9mHuX5iVGXQ/hnKyGEvaT35GiJCffWw1liOrS4Hyh3DJjm+4lRQginqQ7gWuOXc6Nwl7wvSK4Qkbl9Ps37DhJCOE37CJ4eHh5mToQWbOMNOGIcznreX7ZIhPcnRgkhHKf35OjxpXDm6Pab788/dnqRGyjgrHhbzeMbpffEcmKUEMJxek+OBtGLrZ1/61B8SFxfWXZ5BbDZ9Ga8duAPyw4K6SAhhOv0jmKxPe9b964MB2lMGoXD5ic35PmO3N31zU+M6n26ZjhaB0KImN4SjsPjv+m9K/MOXqCD6IXpOwV313OBUHC0DsG/55+lhBD2lt6To9Mb81eKk0e3rmxtfzaaaze9+wmmzMBxR5dy5zc4MSo4WgdCiDm9I/n/b+9eduS47gOM1ygcMfeMDNm5Bx2QDDxMuBMiwMpySMMyIAnUyvHCdrY0KMCBRcFeGQ4C5wmaER0PqXhDQwGiPENzhuAoAhjHAfgIaoPTtD1u9jJ16n7vupxTVf86329hUeyh2O2urq/r1KlTp9nbdnue3WbRUUzA+l87HhBOs4OEEPJpHxw9n/kDq5v+IGn29wHhGBj1Ca0DIUSC7sHR9AX0x941FbvvZn8fEI8DQp/QOhBCJJgcHP25N4N0/4OyQVNALjoYEFoHQogkg4Oj6oZuweJUBYOmgGAMjIaE1oEQIkXr4Ki6X1s8CLqIr0OeMziKKeGAMCS0DoQQKXo/0WcHXvmWwUioWp3qiv/7DI5iOuhgRGgd3Kz9RSOEcOL0fqZX6lqr0/je9PPg4sIly8xgMhgYjQmtAyFERtcS5n9iHp8SdA8F/V/OK+5lA0jypOtHZkIdJISYCO2f6tQ46JwxUUyMgQ6ub0hdj1BoHQghsnR/rt0Qxned4J6EmJjOA6MFP7JwnMvan2gvhNaBECJH8+BoKoRzQohJMTEwmjirLo3QOhBC5DT9aG/5ZK9vxFcNMl0UE2Ogg+6nROzXRaF1IITI0/zZXsTxm3MpPSbFQAfVp0TsLayF1oEQooDewVH3C64/0KOuIxT7VRfIMzEwGl9btH54eChsdrXQOrhZ+/NGCKENNA+OLmfOzhuHh96tJ1hRBhNicmB07d+r5dx17c/aIKF1IIQoovnzvZwFN6nfEfWhBqqZHBg9uxp8aJzLgibOCK0DIUQhzZ9w/0aEO5I+0cA2TT8lNQdGX1DDoeouZrvvHt65IOv+nULrQAhRSPPgqOvZCRXEtJg4INzcdrzJZctwxszRTNIJBaF1IIQoZuQzDkyIoc+IW8LdH2/m0XGgqIV5hdaBEKIEJQSqmBgY9agS/vtBPL9a0nJMQutACFFG++AoMCXmvirOHefcLF554nQmZ2xUaB3crP1ZI4TQGhwSAuVMfj7cEiaGQ88OCKFhhBClKCFQpvPAaP4nHr7z+hvB9fPz5NITHBEaRwhRjsFRoIT2r4mn/nWDwf2X5olrJpaCFugVWgdCaL31YemMNA4JgWLaPxvRohP+kOj636KP5epA0NKjQutACG13PHN2Ln9c8iAlBIroPx6cObvf8T6Oycvn79zbrI9mgg4ICSFk8hc03Pn8l390q+DRrp93/c8XGN4T7SGcB7VL3YJpGSxMKObiCUIIsfzlz4o/bhwSAnkmDgiD+TCL+B5MapU1166kG1AIrQMhhPuBe1+9rYXnISghkKX/U7GIrpZwDwnjsdHjd17/8j1tT7sPQuvg7v/+tBFCOD3r2xVfOxkcBdL0D4xu5vFlg3NJpwRzhNaBEGJ1tepOL00/9BwSYuoMDJMk6rcghP0jhLbzhkWrzsYzOAokmfhELOI7TCzDj+P6mwLv3im0DoTQctWHgx4GR4GYgYFRf7JokL1o3syi5Lz9qAmtAyG024PZ9rvGMzgKxMwMkSyjQ8Kz4Pr5U1HXD4aE1oEQ2mx1w6lzqzMGR4GQqU/Dg7eCXwQhVNdOiFlhNCa0DoTQYkc1Dgc9lBDwNf0sND9T4BZQXT8hcmCUEEIab0mZetfqMjgK+Mx/KXRD+OInamBUzm3pE4TWwd0X/kkjhHAi1KKGtb9yckgIKAY+Cd7KTjv78XXz6prC1EprkgitAyG0lDoD0WDppu6ff4oIucKt3kAHT8O7TpwLz1Is3AbOZQ6MEkIIczqrvmgio+vgKMeGkCva6vWH0O3gzv7hD68lFhVdOs7FOpPYRkloHQghaum8B6CEkCp7jlznAeHcecHL3zO1zqE/de3sQNgdJ5KE1oEQoh5KCEuZ7GB814nE2hbzBqfvx0ZoHQghctZ3/rL7HZkIIaahrINaQrhMXDTvrXaoRkTdOp7P/6gMQutACJHx7PbMKVrSQtshoYknDZhisoOpEPoTZ1QJlwKXlAkIrYObtT9uhBBOW3iX3oJvpLpKaOBZA8aY7GBiZTWPmswt9mDQI7QOhBAJx1e9yWvvFq/uRAlhIaMhPDtITw8VurBaTGgdCKH1nkWfw597VzTtf1C23i8hhIVMdtBbSe18soTZMkojtA6E0HZHs2goRp2hCC5lWugYHCWEmIB2Iay71XuDocnyLcReOeERWgdCaLnlLDFTexGvwj3vPjha1kFCCEnaDY3W3ugTXz/Df5c8Niq0DoTQdgtn97vxNDV1Yyavi2cHNQZHK3cGpR0khJCkJITVJWyw0Z+mbwJzOuOIsH+E0Hbrb/sXLoUnJubByMyycJEnQgjblIWwautvtM17V9LvhweFS4m3440JrQMhxMYbCA1PCbqHgv4v54VrcnfYFxBCSNQihA03+bW3vNqb3vfO1YHYRWU8QuvgvgF/1AghnKDUOOi88htph50BIYRApR3UF8LwuqX9dw9vFs7XFkRoHQghvBDG30K3zFojhLBKixC22OLXd8K7MYk+Q0gIIVgqhPMtH8XWewNCCIGah7DdBr8+9m7F1OjmaCMktA6EEN61TNFVg8XTRRNa7w4IIQTq5YAwsBZewQ0hhGSLOH7zrYsddj4k1Pe8AdNMdPDhO6+/UTQVbQKE1oEQYpNY10ldR7j1JEXXEup85oBZ+jt46s2McfblH/4VEFoHQghlOXN23jg89G49sX1di44l1PnEAbMadnB7CJfhtJjUdbqriWRRaB3ct+MPGyGE0xR9OhNrXJRqv1MghBCmWQa3d/B05ux+Z7M5nqXOQaxv7Nwy8OT7J7QOhBA+/0aEO/UmrXXYLxBCiNIogzUGRsPrdM8Okich5uKvmwgIrQMhROTZSe3hmS67BkIIQZpksMZa2/Ga2ovEcvfqAFH0gjIRoXUghGhD784BGK8um3p+W19EpwajxQw9629rfMoDEloHQohWGpVwQwchV8vtvHhbn8dzZKoXMxRKaB0IIdppVsINHYRYzTfy8m09Ub8FIRwNQoh2GoYw2kuYf2aAZs028coQLuLrk5bh/Jj1N2tM1RZCaB0IIVpqXEJg0mrNClOTRYPsRfNmUtNmhBNaBzdrf9AIIUSAEgKxWh307ngdHBKGa92fSr/1UpLQOhBCtNVsXjkwbTVDuHnwVvCLIITrG3VWc5JCaB0IIVojhECobgdjwU1fpjQwSghhIUoI+Jp3UIXwxU/UwOiLE1lnVBFaB0KI9hgcBXwtQuhdU5heaU0+oXUghOiAEAJKmw5uFm4D55MaGCWEsBIlBNrelH7pOBedSQ2MEkJYicFRoO1yumcHzlRuOhERWgf3jfj9Rgghkggh0O6A0Lv50rQGRgkhLEUJYbu2HVQzRs9v/ylRhNaBEKIjSgi7te7gZrOczpIyAaF1IIToiBDCbh1COD1C60AI0RUlhM3oYJLQOhBCdEYJYTE6mCS0DoQQnRFCWIwQJgmtg5u132uEECKHEMJedDBJaB0IITQghLAWHUwSWgdCCA0IIaxFCJOE1oEQQgc6CFvRwSShdSCE0IIOwlZ0MEFoHQgh9KCDsBUdjAmtAyGEJnQQtqKDEaF1IIQAAD2E1sHN2u82QggBAIWE1oEQAgD0EFoHQggA0ENoHQghAEAPoXUghAAAPYTWgRCiP0/39j7X5jFgCGyTzQmtAyFEb379lfIdS9VjwBDYJlsQWgdCiL48/95e6Y6l6jFgCGyTbQitg5u132mEEKKd5/f3SncsVY8BQ2CbbEVoHQyEcH18zf2ZS7c+qfngo5sX3N+6+Gb8W3MnsvNdLS8Tg/P3K8U7lqrHgCGwTbZDCAOrq0HDdj+o8+D6RtS8t3O/RQgnwxtnKtmxVD0GDIFtsiVC6Ds7iCL2wo+3P5iMnvN27qcI4UT89JW90h1L1WM6rA4P75r5L2OqTG+T00UIfXM3Xm9+slm/7/7c+e0PqlHQyx+7Qbwzi+J4OnNeLBxXhVDPf7K3V7ZjqXpMh1NvEGLnMlsU6jK9TU4ZIfS4EQsO7Jb5w7n8g+rg73r84JXwwVxCIdfzD/2v1699P79jqXpMi6XaYM+pwfjc+ARQxPg2OWmE0LOIIzYPw1bxoLubig7+5uGji9wfhGSPvd3KS9/Y3M/vWKoe00ENvf+Nu4UdMcqAmkxvk9MmN4S/3Uh1CNV+J5zzkoxc2YPJ5oU/n/wxTIC3Y/nCR5vSEJY8psX6fX8DO53x7Qq1GN8mJ40QKmcH8Xho8tfbH4xDWPAQJHN3LC//QP2iOISlj2nlfr3ikBB19LZNThIhVNzv3dFc0dyRXeWD8cCpmivz30cXHGdnv+ACDIjz2N+tFIew4jG95gWzmCHC+vZ7ff51/W2TU0QIleRwaK51lQ96v3Ml+LHd8HJDRrOmpGrH0sMRISEUSU0oH+ZgnhC2QAiV1ITP7GyZygfVo/6eapG4spASTsmQIWQqskzedVWFi3OYRwhbIITKoqp1lQ+qCymuhI84l+65H4GjmcO0mSkZJoSLS7dOTu7M2JQE8vcBu7eG+dsJYQuEUGkdQjUw6o9/xEX0fskMh+noHsJPlWZ/qbo+lcEFmQbNICFshRAqbUOoOlhwCsfdiTGBdDq6hvDTUKO/dX3b3WQv7t/L/Pazw5NG/xn0Tp0kOXe983/midLmDxLCFuSG8LcaMXKOUK3FXTSVgUsKJ6VjCD9NqPG3raLzSsv8VvRgxrpro+d+Dz7f+R16EmjxRwlhC4RQaTdrVI1eFa+AlV+dBnJ1C+GnaVv/tkU8mpC9dCJa6n2YSRioR8O1n09izf8wIWyBECrJ9bLdzTg9rln24JFTeiqQEE6J1hBuTWGifplDQtXB3e94p6C4pGLMgu8y6zvXLn6++P6m1Z6kNP7jhLAFQqicHcS7lqKVZYoeVGcCysao5gyNTkinEOY6uC2F6RBeST0SfPFi3bVx89+fB/50p52mZwufZDX96wlhC4RQabrWqOt2ZkJf8o+x2tqkaA9hZQoTIUwv476MT0jPmZU8Zu7n/7x3OdXOLHG/0npyGSSEvSCEnvQNJs5vf3CR/aqXnCm6KJ5DA5kMhLAihcvknZ4T36eS/7Zg+xo198vMt/zxotWNRnfpLsggIewFIfSoeS9+10ruR5h5UP0iv9Ra8DU9vkUhpsBICEtTGJ2GXs9TYxPJ886EcNyWiQPB/BfrcoUdJIR9kBvC32ykxh3q1Te40jvUpx9Ul8xnBzzUxr97L33TekyBoRCWpXDlblz7dx/duZD6SpZc+j0xfPro8DB7pSF6tX6Y/6yr/cP5+Nc1DwmLM0gIe0EIfWrTDcQnYsIv5LkHU+uKhr85j3+DM4RTonnW6NYUrq4WbEbJA0LvHJTiLWHCdYWDmheN/iRnyy3qnSUsyyCzRntBCAPR3ie6RisxMpV5MLqeK53O2072P4EpMBjCkhQeX832LTl1OZpNGn0f44vXcArvk7XcjS+bqDXHtzSDXEfYD0IYWh9fc3/m4vVoA06eokk/mDhCTB1Drm5ecP/t0mCLDMIIjSvL1B8gXaf/NXklRXgWUZ2ofusT77iQEg4lscZwiRohLM8gK8v0hBAC1bStNdqohIH1x94/5ukDQm9kdP1+MOa2OuByiqEstx6QuyGsHhqtyCBrjfZFaB0IIXrT+e4T20pYeVmhN0IanRXcpK5rfRb8VsGqpOiHNzOgclroojqUujNICFsRWgdCiN5ouB9h6xSqS3HeTg+v5VZ8YKmZ4bj/z/91dk1G3/G16+FPVHRSfwYJYStC60AI0RstN+ZtmcLTq171EsNrRdPxq3e2MEcNWS+LDgmXwSVXd6oWhjWRQULYitA6uFvZbzRCCNGWpjvUt0zh8XubVAgXBbvdJSs4DMP7Pz63TL9n+xxyMxkkhK0IrQMhRG80hbDLucL4HOGyYLWGVXSQeDrb59KdHi294/XCQ8LwIs83S6YxmcogIWxFaB0IIXqjLYQdUhhelX00y8+LOZ6FO2Lvuh5S2J/1N737LRWfJVTL/vR9NKgQwhaE1oEQQqaWKVRTRfcPf6SuZk3f1metlmILZs+ECz2w0kzPCuYvVarKYOcOog2hdSCEkKpdCsPIJe95sn74zixZPrW+86NrLLrWv/QNSE+2/DQZHB+hdSCEkKtdCtXiRnHh1sdfmgVpvOxfcx8el3jrAe681c9Lged0Fh8Srq5WX2BPBsdIaB0IISRrfa4wsLoZTEk892Z0Fiq+P4VaqpTLKXqVOCSsvu8SGRwnoXUghJCtUwr91bYvffvjxO+lbg12/EXuA9arxCGh+8v9spFpMjhWQuvgtDH0kwYS2qdQdXA3extCtUb84V3ODQ4kcUj4wyGmiqIboXUghJCvZQnP1LyZ7PVp4S2ZLnHxxCCSZwmLkcExE1oHQogJaHtQ6N+v8Hpqx7twLr2u5s/ssPz2IObVq/uQwXETWgdCiEnomMLc7y+4S+9AKg8JyeDYUQdgSG1T6K3gtZu7CXTxcl8wb1F68SYZHD9CCAyrZQrXcQqfxdNH1zcq7naAAZBBCQghMLS2Kbwz809MLRK3OJgzNjomZFAGQggMr3UK/0qNxyXjt+Bu9eNBBqUghMAYtD1XuEkPh5bdCQH9q8ogHRwXQgiMQ/sUzuMQbr+eDT0hg4IQQmAs2qYwvkO9ukkFN6sfAy0ZrDMeAB0IIWBIpz1fkxRG46HrecM748EMzRmsN0SO9gghoFXHobBWKVwdOM7+3UfqJr2cIRyenkHRpuMC6IAQAjp1PynUJoXeTQiVXTo4ND0ZrNoMjD11exFCQCMdu8BWq3Gr+/Y6564zLjowTRms3ggMPXeLEUJAH017wTYHhRgBbRms3gTMPHmbEUJAm572g+wLx0nf279tAzDx7K1GCAFt+tsTsjMcHZ1vPiHsGSEEtOlzX8jucFT0vvWEsGeEENCm370hO8TR0P3GE8KeEUJAG+27Q1Iogf4Mbpgt0y9CCOijf39ICseuKoN0UAhCCOhjYpdICket/wzyhutHCAGNjOwWSeFoDZFB3m39CCGgU9WekRROzCAZ5K02gBACOlWGkBROyUDvM2+0AYQQ0GpLCUnhRAyVQd5lEwghoNe2EhrcTep7Eag2WAZ5j40ghIBeW0PYz/kj9prmDJdB3lIzCCGgWY0SGk8h+02NMu/YkBnk/TSDEAK61Smh2RSy59Qo/YYNmkHeTUMIIaBbrRCaTCH7To1S79ewGeTNNIUQAtrVLGE/KdT4umyUfLuGziDvpSmEENCv7t6zlxRqfF32Mf2Vhu80o0AIAQNSe8ihU6jtVdnHdAebZJA30hxCCJiQ3kMOuxfV84qsNHAGN8x76gchBIzI7CIHTaGGl2OnwTO44UqYXhBCoB9GdqZchW3SCDIY/aiGl4NShBDoy3Ap1PcarGIug6yWNy6EEOjPYCnU9xIsMlwGeb96RgiBPg2VQn2vwBpk0B6EEOiXkZ0r+1b9yKA9CCHQt0FSqPH524EMWoQQAv0bIoUan74NyKBNCCEwhP5TqPHJ24AM2oQQAsMwkUJ2s7rof3PI4IgRQmAo2lPIjlYb3e8NGRw1QggMR/Pull2tNnrfGTI4coQQGJLWHS47W210vi9kcPQIITCoqj1u010uu1tt9L0rZFAAQggMTF8K2d/qo+k9IYMiEEJgcNpSyB5Xn146aOrJoxlCCIyAphSyy9Woewc5HJSCEAKjYLiE5p74dJn7VrL9PVnffq/js0cDhBAYCS0pJIMmaHsj6mbwzsx58ZPOTxt1EUJgNDSn0OAzRbXOGXSc3Q/6erIghMCY6BkgxbC6ZfDIy+Ctvp4sNoQQGBlSKF2nDG7I4BAIITAypFCybhncLNwMnrvez1NFhBACo0MKpeqYwc3mdOacZ5ZM7wghMEKkUKLOGdxs1jeYLjoAQgiMEimURkMGN2psdOe7GzVz9NrFz98iiT0hhMBIkUJJumVw/fBuEL3TmXNls3mgpsw4zg5nC/tBCIHRIoVSdMvg0QUnunDw7MA5v5mrCHotfLuXp289QggMZ3XtzerRL1IoQqcMrq46vh2venPnhW85zmV3u1jdcPxxUphGCIFhPHv0j+53/m0zI6pKSArHodvh4OrAzd7J5tFNx3nhx+6/LxMHgu6R4Xnzzx+EEBjCPDgIqDH0RQrHrVsG1TTR4KjP3SaubLyx0ah+7q85JOwDIQT6tww7WGuqPCkcr44Z9DaF4MuQWz1vc5gnvh4tOEvYC0II9G91eHh472Reey9HCsepcwZV6rwB0Y13bOiPje7Gl034c0hhGiEEBnLa5FY7lHB8NGTQmxuTCWESIewHIQSG4e73Gg17kcJx0ZLB6AL6TfGiMm4IGRrtASEEhrFsPCOQFI6HpgyqzSC8at67gjBjwWSZXhBCYBDxbMEGSOE4dM2gdwX9vncB/fpu+JvxtJnN8TU/jmoJbiMvAGmEEBhE8wNCj74UPsHCLFIAAAhgSURBVN3b+1zuN5//x1f/ds/16tc+avHkpPjVh696L/LrP2v1x7tm8Cy4gj6zgFp8tlBNKr78iXen+txZQ5hACIEhtDog9GhK4a+/kg/hL/9pL/byD1o9vfF7/pP4Rb72f43/eOdBUXWh4P7dhzcdJzURJjkyeju8vMZfdg2mEUJgCCUHhKez/e27Ph0pfP69vVwIn76yl/J3df9jovzy75Ov8eWGR74azg2G5/1OZ6nZUqlLBr371Ds7Wxbggy6EEBhAyQGhOlhw+kjh8/t7uRA+3ct6rdZ/SxZ1JJz0mf9q8Ic1ZDBx5OeWMN4IsnNGHx0ecjTYG0IIDGBReECorqhw/PND23RLod/BdAiDQnzhPzfqJJp3pnDvH+q+Hjm8V/6SOjv4qw9fyX8bqKQhg6krIpJbQXzF4Prj+s8IehBCoH/uUUHRLAi1xvKja2pMrFsKt/1Rb1w024D7qZFC/0Rao8MlEbzD3s8GZwb9UdLatdfSwWQIk5eSRlNlji5wi/reEUKgfwunaMGQpb/2qHdbnp23tv9X2pbwp+G5wGQIvQPCZPjuT/GQ0PsKEL9K70V/tuaEGS0ZTC8Ws4xWmw0HTI+vchPCARBCoHfFB4Sn0WR5tTesdW1FmxImJk0mQ/g02z0vEg3GDUX4xSvpV6le9Uv/Uu/PaslgvLa2J1pu1r+I0MsgU2T6RwiB3hUeEKqJMtGhwPEX610/1riEz/0TY3uvfT+Tufu5kdD878iXfU3eEWK92bF6MrhR8YunyETrzaq1tx+RwaEQQqBvxQeE7sHBi4d3G+8FG4bwsZfBl77hJSERwoLLKR5PL4T5V/m49thoqwweX8tPA14mvgaFs4fVPy/WPDkM/Qgh0Lf10Sx/QLgILqG+1HjSfPMQfuGjTTaEm83//vNX85dTTCyE2ZHRJmOjLTK4CpeQSZ30S30PCqoYzBcmgwMhhMA4LJxLr39plt1r1tIshP6SMbkQFv3o1EKYz14+jWWaD4qq6wT376qDwvQ1o8mR8eCMoRfCGheQwgxCCIzJIrvXrKd+CMOV07aG0BtGrDujUoj8Qa43JajWScLG5wajRROyF42mDgmDyybmZHBIhBAYTsG10y0X497U62BsawifTnCVtfxBbpfZMlt+PrpgMDVPVEmWMbhD/YoMDokQAsOZB5MjnsVBLLpPeT2NOrg1hF4h6l5ZIMX93EFu0ZqrJZrOFI3vJTjPhDA5QXjBDSZGgBACg4mWXV4kbjMwb38v1gYd3BrCxw2XHxOhUwg3jTKYCKH73SZzkO8e9of5y0YSQyCEwGBOrwZ7wWT8Fl1WFqndwW0hfDrJFdYKXvT2SUOxJhlMvJHL/FebebikTHKdGQyGEAIDOn5P/W9yOLT9jQqbqQ7A02muud0xhEEKa/7szy/dClvnOpe6C6+aJXru+skJt94dB0IIDC++OXm81ohhlQHw70w4sZkyGw0hbOHBLLhCNDU8Gt5ohFvvjgIhBIYXLzaidpC9jJVVBeB/8vemmIYhQrhwLt07ObntZN9X7967LKg2DoQQGF40HrqOTh6ZVhGAx1PtYMfJMu2c3fL+kZgfE3p2wp0HR4IQAiOwOnCc/buP7lxodz19C+Uh9O9OMcW70w8SwlB0o4nNSR9/HZoghMAYhMtSOrv9dLA0hMFNe6d3flDJL7Hd4IL6jsLh79XVnr7qoD5CCIyDd6OCc9f7OmdUEkL/pu173+jpWfSsZIm1XmbHhhdKzFsuHQSDCCFgpeIQemtQ7700uesmAurltV10u6swhO4/95khMzKEELBSYQj9yyY+89EQT6gP+eO/Jreo7yZaaOaHXDAxOoQQsFJRCP0OTuyOE0n5qTH56TOaHc38K+ndA0FGREeLEAJWKgihv5zM56bbwfxsGe8Q0eSk0aV/u901S8iMGiEErJQP4S8mupxMUvaU4FPjK8ktHJaQGT9CCFgpF0Lv4GjiHfTHRuN5o95rNjwU7K0gwxIy40YIASvlQnjfgg6Gd9UIZgP98iu9LC2+Ojy8Z/rvQCeEELBSNoRPp7qsWpq/XsBLX//ZZvOrD1+x4zVjK0IIWCkTwmBBmayp3aI+HAGOTe6ei2iBEAJWyoTQnyljQQiD8dDQy5O9ZhINEELASpkQPi3s4BRDuHn+k/j1vTbla0VQGyEErJQJ4WN7QqjODr6qXtyr6kwhQAgBAJYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALAaIQQAWI0QAgCsRggBAFYjhAAAqxFCAIDVCCEAwGqEEABgNUIIALDa/wNFQ0JjMk+ylAAAAABJRU5ErkJggg==" alt="plot of chunk unnamed-chunk-3" /></p>
<p>Remember, this is my <em>generating</em> model.</p>
<p>Now, let’s simulate our tree and data.</p>
<pre><code class="language-r">tree<-pbtree(n=1000)
y<-sim.Mk(tree,Q,anc=as.character(k-1))
head(y,20)
</code></pre>
<pre><code>## t153 t380 t901 t902 t698 t802 t803 t959 t960 t546 t659 t660 t381 t551 t552 t288 t89 t114 t366 t367
## 3 1 1 1 2 2 1 3 3 4 3 4 2 2 3 2 1 0 3 0
## Levels: 0 1 10 11 12 2 3 4 5 6 7 8 9
</code></pre>
<pre><code class="language-r">Y<-to.matrix(y,0:(k-1))
head(Y,10)
</code></pre>
<pre><code>## 0 1 2 3 4 5 6 7 8 9 10 11 12
## t153 0 0 0 1 0 0 0 0 0 0 0 0 0
## t380 0 1 0 0 0 0 0 0 0 0 0 0 0
## t901 0 1 0 0 0 0 0 0 0 0 0 0 0
## t902 0 1 0 0 0 0 0 0 0 0 0 0 0
## t698 0 0 1 0 0 0 0 0 0 0 0 0 0
## t802 0 0 1 0 0 0 0 0 0 0 0 0 0
## t803 0 1 0 0 0 0 0 0 0 0 0 0 0
## t959 0 0 0 1 0 0 0 0 0 0 0 0 0
## t960 0 0 0 1 0 0 0 0 0 0 0 0 0
## t546 0 0 0 0 1 0 0 0 0 0 0 0 0
</code></pre>
<p>Here’s our likelihood function again.</p>
<pre><code class="language-r">lik<-function(par,pw,X){
k<-ncol(X)
x<-1:(k-1)-0.5
q1<-par[1]*x^2+par[2]*x+par[3]
q2<-par[4]*x^2+par[5]*x+par[6]
q1[q1<0]<-0
q2[q2<0]<-0
if(all(q1<0)||all(q2<0)){
return(Inf)
} else {
MODEL<-matrix(0,k,k,dimnames=list(colnames(X),colnames(X)))
MODEL[cbind(1:(k-1),2:k)]<-1:(k-1)
MODEL[cbind(2:k,1:(k-1))]<-k:(2*k-2)
return(-phytools:::pruning(c(q1,q2),pw,X,
model=MODEL))
}
}
</code></pre>
<p>Reorder the tree and generate starting values for optimization.</p>
<pre><code class="language-r">pw<-reorder(tree,"postorder")
q1_start<-q2_start<--1
while(any(q1_start<0)||any(q2_start<0)){
x<-0:(k-2)+0.5
start<-runif(n=6,)
q1_start<-start[1]*x^2-start[2]*x+start[3]
q2_start<-start[4]*x^2+start[5]*x+start[6]
}
start
</code></pre>
<pre><code>## [1] 0.59691679 0.71808028 0.27507328 0.03471747 0.13922147 0.47962653
</code></pre>
<p>Now let’s fit our model.</p>
<pre><code class="language-r">fit<-nlminb(start,lik,pw=pw,X=Y,control=list(trace=1))
</code></pre>
<pre><code>## 0: 2321.6746: 0.596917 0.718080 0.275073 0.0347175 0.139221 0.479627
## 1: 1811.7292: 0.535401 0.712752 0.280821 0.301771 0.160516 0.475521
## 2: 1798.6987: 0.498564 0.708835 0.284986 0.319629 0.160821 0.471241
## 3: 1492.9236: -0.0406121 0.637112 0.387226 -0.0225034 0.0910384 0.353464
## 4: 1482.5660: -0.0323546 0.637803 0.387300 -0.0221383 0.0910951 0.353427
## 5: 1479.6515: -0.0346175 0.633989 0.385230 -0.0176511 0.0960649 0.353569
## 6: 1479.4932: -0.0358049 0.633734 0.385231 -0.0171424 0.0960235 0.353444
## 7: 1479.4056: -0.0350541 0.633062 0.385270 -0.0166829 0.0956473 0.352826
## 8: 1479.3086: -0.0353582 0.632178 0.385333 -0.0166521 0.0951048 0.352067
## 9: 1473.7316: -0.0258145 0.543856 0.393535 -0.00871541 0.0392535 0.271982
## 10: 1437.1064: -0.0208595 0.446100 0.394572 -0.00668892 0.113329 0.222163
## 11: 1433.3834: -0.0193526 0.446178 0.394578 -0.000905327 0.113953 0.222224
## 12: 1430.3337: -0.0164975 0.449382 0.395091 -0.00346836 0.111426 0.224343
## 13: 1429.1284: -0.0163786 0.444420 0.393894 -0.00221319 0.114179 0.223394
## 14: 1428.7256: -0.0140462 0.444357 0.393871 -0.00162670 0.114536 0.223429
## 15: 1428.6553: -0.0142506 0.444267 0.393859 -0.00108033 0.114642 0.223433
## 16: 1428.6137: -0.0140801 0.443810 0.393755 -0.00126249 0.114906 0.223342
## 17: 1418.5788: -0.000354273 0.263787 0.351006 -0.00902655 0.213624 0.182128
## 18: 1408.6210: 0.0195158 -0.00159143 0.607760 -0.0126058 0.223810 0.398582
## 19: 1393.5880: 0.0577282 -0.518446 1.10226 -0.0151095 0.221081 0.869435
## 20: 1388.5653: 0.0720243 -0.718260 1.25934 -0.0187585 0.217703 1.06182
## 21: 1388.3859: 0.0719940 -0.718262 1.25934 -0.0184737 0.217726 1.06183
## 22: 1388.3287: 0.0722791 -0.718236 1.25934 -0.0184512 0.217717 1.06182
## 23: 1388.3177: 0.0723395 -0.718255 1.25918 -0.0182438 0.217462 1.06226
## 24: 1388.2883: 0.0724296 -0.718295 1.25902 -0.0183103 0.217188 1.06273
## 25: 1388.2700: 0.0725812 -0.718392 1.25871 -0.0181349 0.216662 1.06367
## 26: 1388.2492: 0.0726849 -0.718640 1.25809 -0.0181107 0.215607 1.06560
## 27: 1387.7853: 0.0774310 -0.745136 1.20306 -0.0102137 0.120343 1.24502
## 28: 1387.7557: 0.0747168 -0.729611 1.39855 -0.00907155 0.114953 1.18198
## 29: 1387.6558: 0.0739815 -0.729720 1.46949 -0.00869594 0.112532 1.16699
## 30: 1387.5920: 0.0739517 -0.731920 1.45655 -0.00879786 0.111737 1.17312
## 31: 1387.5868: 0.0739554 -0.731922 1.45655 -0.00894254 0.111727 1.17312
## 32: 1387.5760: 0.0739097 -0.731970 1.45665 -0.00888137 0.111714 1.17316
## 33: 1387.5701: 0.0738172 -0.732075 1.45688 -0.00896333 0.111673 1.17324
## 34: 1387.5656: 0.0738071 -0.732274 1.45738 -0.00892292 0.111579 1.17341
## 35: 1386.9866: 0.0819337 -0.834607 1.72243 -0.00455282 0.0596784 1.26491
## 36: 1386.3992: 0.0892125 -0.933860 2.00759 -0.00378855 0.0517799 1.28917
## 37: 1385.8086: 0.0986031 -1.07303 2.50660 -0.00450757 0.0627017 1.29507
## 38: 1385.5896: 0.100599 -1.10739 2.62759 -0.00468324 0.0592590 1.34578
## 39: 1384.0396: 0.109492 -1.25537 3.10407 -0.00467200 0.0366256 1.55782
## 40: 1383.7009: 0.116547 -1.37170 3.47978 -0.00463472 0.0187998 1.72372
## 41: 1383.5976: 0.117518 -1.37327 3.48514 -0.00421234 0.0171793 1.72831
## 42: 1383.5934: 0.117495 -1.37326 3.48515 -0.00416888 0.0171754 1.72831
## 43: 1383.5896: 0.117454 -1.37318 3.48518 -0.00421692 0.0170869 1.72832
## 44: 1383.5854: 0.117438 -1.37317 3.48521 -0.00417143 0.0169657 1.72857
## 45: 1383.5758: 0.117403 -1.37295 3.48533 -0.00420806 0.0165983 1.72893
## 46: 1383.5647: 0.117388 -1.37294 3.48544 -0.00412275 0.0161193 1.72996
## 47: 1383.2069: 0.117594 -1.37274 3.49482 -0.00126609 -0.0208330 1.80948
## 48: 1382.3553: 0.118970 -1.38620 3.59536 0.00803553 -0.142786 2.07791
## 49: 1381.9572: 0.120546 -1.41298 3.72363 0.0101042 -0.170836 2.15138
## 50: 1380.7518: 0.126483 -1.52266 4.23325 0.0122174 -0.201510 2.25230
## 51: 1379.4498: 0.131354 -1.61728 4.66637 0.0106340 -0.182463 2.22203
## 52: 1378.2764: 0.137222 -1.73563 5.25056 0.00867056 -0.159658 2.18444
## 53: 1378.1866: 0.132736 -1.67283 5.05029 0.00646338 -0.125898 2.07562
## 54: 1378.1300: 0.128394 -1.60973 4.84927 0.00432253 -0.0941190 1.96775
## 55: 1378.0768: 0.122706 -1.53244 4.62419 0.00125011 -0.0484574 1.81100
## 56: 1378.0710: 0.123901 -1.54771 4.66952 0.00193594 -0.0576092 1.83464
## 57: 1378.0689: 0.124128 -1.54871 4.66971 0.00218511 -0.0594037 1.82953
## 58: 1378.0680: 0.124541 -1.55394 4.68280 0.00244398 -0.0626585 1.83729
## 59: 1378.0674: 0.124474 -1.55265 4.67638 0.00237246 -0.0613810 1.83216
## 60: 1378.0668: 0.124318 -1.55019 4.66612 0.00213583 -0.0577351 1.81990
## 61: 1378.0667: 0.124295 -1.55003 4.66574 0.00203014 -0.0562787 1.81586
## 62: 1378.0667: 0.124303 -1.55028 4.66706 0.00199484 -0.0558537 1.81501
## 63: 1378.0667: 0.124306 -1.55035 4.66735 0.00199655 -0.0558893 1.81517
## 64: 1378.0667: 0.124307 -1.55035 4.66738 0.00199709 -0.0558978 1.81520
</code></pre>
<p>This frequently ends up quite close to our generating functions. Let’s see.</p>
<pre><code class="language-r">x<-0:(k-2)+0.5
q1_est<-fit$par[1]*x^2+fit$par[2]*x+fit$par[3]
q2_est<-fit$par[4]*x^2+fit$par[5]*x+fit$par[6]
par(mar=c(2.1,4.1,2.1,1.1))
plot(x,q1,type="b",col="blue",bty="n",las=1,
axes=FALSE,xlab="",ylab="transition rate (q)",
ylim=c(0,max(c(q1,q2,q1_est,q2_est))),lty="dotted")
lines(x,q2,type="b",col="red",lty="dotted")
axis(1,at=seq(0.5,k-1.5,by=1),paste(0:(k-2),"↔",1:(k-1)),
cex.axis=0.7)
axis(2,las=1,cex.axis=0.8)
grid()
lines(x,q1_est,lwd=2,col="blue",type="b")
lines(x,q2_est,lwd=2,col="red",type="b")
legend("bottomleft",
c("forward","backward","simulated","estimated"),
col=c("blue","red","black","black"),
lty=c("solid","solid","dotted","solid"),
lwd=c(1,1,1,2),
cex=0.8,ncol=2)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-9" /></p>
<p>Finally, let’s trick <code>plot.Qmatrix</code> into graphing our fitted transition matrix.</p>
<pre><code class="language-r">MODEL<-matrix(0,k,k,
dimnames=list(colnames(Y),colnames(Y)))
MODEL[cbind(1:(k-1),2:k)]<-1:(k-1)
MODEL[cbind(2:k,1:(k-1))]<-k:(2*k-2)
object<-list(index.matrix=MODEL,
rates=c(q1_est,q2_est),states=colnames(Y))
class(object)<-"fitMk"
plot(object,show.zeros=FALSE,
width=TRUE,color=TRUE,xlim=c(-2,1),ylim=c(-1,1),
offset=0.04)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-10" /></p>
<p>Terrific. It worked!</p>
</div>
<script src="https://platform.twitter.com/widgets.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-51345570851938021692024-02-19T13:31:00.002-05:002024-02-19T13:40:21.740-05:00Fitting an ordered Mk model in which the rates of change between adjacent states vary according to a functional form<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>As readers of this blog know, lately I’ve been working a lot with discrete character evolution models – such as a <a href="http://blog.phytools.org/2023/12/a-variable-rate-discrete-trait.html">model for discrete character evolution with \(\Gamma\) distribution rate heterogeneity among edges</a>, and things like the <a href="http://blog.phytools.org/2024/01/fitting-pagel-94-model-with.html">Pagel ’94 model with intraspecific polymorphism</a> or <a href="http://blog.phytools.org/2023/12/fitting-pagel-94-type-model-to-test.html">more than two levels for each trait</a>.</p>
<p>An interesting model that I haven’t yet posted about is one in which the rate of evolutionary change between adjacent levels of an ordered trait varies according to some function form. Note that this is going to be very closely related to the FPK model of Boucher et al. (<a href="https://doi.org/10.1093/sysbio/syx075">2018</a>).</p>
<p>I don’t yet have a function to fit this kind of model, but it’s not too difficult to code.</p>
<p>To illustrate this, I’m going to start by simulating data for a discrete character in which the backward and forward transition rates between adjacent character levels are described by two, independent quadratic (i.e., parabolic functions), as follows.</p>
<pre><code class="language-r">k<-11
x<-0:(k-2)+0.5
q1<-0.1*x^2-x+2.75
q2<--0.1*x^2+x+0.25
par(mar=c(2.1,4.1,2.1,1.1))
plot(x,q1,type="b",col="blue",bty="n",las=1,
axes=FALSE,xlab="",ylab="transition rate (q)",
ylim=c(0,max(c(q1,q2))))
lines(x,q2,type="b",col="red")
axis(1,at=0.5:9.5,paste(0:9,"↔",1:10),cex.axis=0.8)
axis(2,las=1,cex.axis=0.8)
grid()
legend("bottomleft",c("forward","backward"),
col=c("blue","red"),
lty="solid",pch=1,cex=0.8)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-3" /></p>
<p>The symmetry of these two different functions is incidental – we are going to estimate a separate set of parameter values for each direction.</p>
<p>Let’s assemble these backward & forward rates into a <strong>Q</strong> matrix and then simulate.</p>
<pre><code class="language-r">library(phytools)
</code></pre>
<pre><code class="language-r">Q<-matrix(0,k,k,dimnames=list(0:(k-1),0:(k-1)))
Q[cbind(1:(k-1),2:k)]<-q1
Q[cbind(2:k,1:(k-1))]<-q2
diag(Q)<--rowSums(Q)
Q
</code></pre>
<pre><code>## 0 1 2 3 4 5 6 7 8 9 10
## 0 -2.275 2.275 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
## 1 0.725 -2.200 1.475 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000
## 2 0.000 1.525 -2.400 0.875 0.000 0.000 0.000 0.000 0.000 0.000 0.000
## 3 0.000 0.000 2.125 -2.600 0.475 0.000 0.000 0.000 0.000 0.000 0.000
## 4 0.000 0.000 0.000 2.525 -2.800 0.275 0.000 0.000 0.000 0.000 0.000
## 5 0.000 0.000 0.000 0.000 2.725 -3.000 0.275 0.000 0.000 0.000 0.000
## 6 0.000 0.000 0.000 0.000 0.000 2.725 -3.200 0.475 0.000 0.000 0.000
## 7 0.000 0.000 0.000 0.000 0.000 0.000 2.525 -3.400 0.875 0.000 0.000
## 8 0.000 0.000 0.000 0.000 0.000 0.000 0.000 2.125 -3.600 1.475 0.000
## 9 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 1.525 -3.800 2.275
## 10 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.000 0.725 -0.725
</code></pre>
<p>I’m going to set the ancestral value with the condition <code>"10"</code> because this is expected to be the <em>lowest</em> frequency state at equilibrium.</p>
<pre><code class="language-r">tree<-pbtree(n=1000)
y<-sim.Mk(tree,Q,anc="10")
head(y,20)
</code></pre>
<pre><code>## t887 t888 t357 t358 t680 t681 t244 t245 t102 t232 t233 t17 t86 t879 t880 t413 t460 t944 t945 t776
## 10 10 8 10 2 1 2 2 3 6 6 10 3 1 1 2 1 1 1 2
## Levels: 0 1 10 2 3 4 5 6 7 8 9
</code></pre>
<p>Our likelihood function is going to need our character vector in binary matrix format, so let’s compute that using <code>phytools::to.matrix</code>.</p>
<pre><code class="language-r">Y<-to.matrix(y,0:10)
head(Y,10)
</code></pre>
<pre><code>## 0 1 2 3 4 5 6 7 8 9 10
## t887 0 0 0 0 0 0 0 0 0 0 1
## t888 0 0 0 0 0 0 0 0 0 0 1
## t357 0 0 0 0 0 0 0 0 1 0 0
## t358 0 0 0 0 0 0 0 0 0 0 1
## t680 0 0 1 0 0 0 0 0 0 0 0
## t681 0 1 0 0 0 0 0 0 0 0 0
## t244 0 0 1 0 0 0 0 0 0 0 0
## t245 0 0 1 0 0 0 0 0 0 0 0
## t102 0 0 0 1 0 0 0 0 0 0 0
## t232 0 0 0 0 0 0 1 0 0 0 0
</code></pre>
<p>Now, here is our likelihood function, in terms – not of <strong>Q</strong> itself – but of our quadratic function for the elements of <strong>Q</strong>.</p>
<pre><code class="language-r">lik<-function(par,pw,X){
k<-ncol(X)
x<-1:(k-1)-0.5
q1<-par[1]*x^2+par[2]*x+par[3]
q2<-par[4]*x^2+par[5]*x+par[6]
q1[q1<0]<-0
q2[q2<0]<-0
if(all(q1<0)||all(q2<0)){
return(Inf)
} else {
MODEL<-matrix(0,k,k,dimnames=list(colnames(X),colnames(X)))
MODEL[cbind(1:(k-1),2:k)]<-1:(k-1)
MODEL[cbind(2:k,1:(k-1))]<-k:(2*k-2)
return(-phytools:::pruning(c(q1,q2),pw,X,model=MODEL))
}
}
</code></pre>
<p>(This actually returns the negative log-likelihood, just to make our optimization a minimization rather than maximization problem. This is common.)</p>
<p><code>pw</code> in the likelihood function is a reordered tree designed to be traversed in a post-order fashion, so let’s get that.</p>
<pre><code class="language-r">pw<-reorder(tree,"postorder")
</code></pre>
<p>Now let’s create some starting values for our function. This is kind of hard because many random values will result in transition rates of <strong>Q</strong> that are <em>negative</em>, which doesn’t make sense.</p>
<p>As such, I decided to generate a bunch of possible starting values at random until I find some that give me only positive transition rates. I’m not sure that this will be sufficient <em>in general</em> to ensure good starting values for this optimization!</p>
<pre><code class="language-r">q1_start<-q2_start<--1
while(any(q1_start<0)||any(q2_start<0)){
x<-0:(k-2)+0.5
start<-runif(n=6,)
q1_start<-start[1]*x^2-start[2]*x+start[3]
q2_start<-start[4]*x^2+start[5]*x+start[6]
}
start
</code></pre>
<pre><code>## [1] 0.0469336 0.2968316 0.8565286 0.4041830 0.4375652 0.3864706
</code></pre>
<p>Now let’s perform our optimization. I’ll use <code>nlminb</code>, but I could’ve used other functions such as <code>optim</code> or <code>optimParallel</code>. By setting <code>control=list(trace=1)</code> we get to monitor the progress of our optimization.</p>
<pre><code class="language-r">fit<-nlminb(start,lik,pw=pw,X=Y,control=list(trace=1))
</code></pre>
<pre><code>## 0: 3602.9981: 0.0469336 0.296832 0.856529 0.404183 0.437565 0.386471
## 1: 2135.8374: 0.978566 0.444600 0.886320 0.0796267 0.376820 0.368815
## 2: 2013.2767: 1.10431 0.315717 0.734891 0.512478 0.459909 0.388391
## 3: 1951.7286: 0.668884 0.147689 0.653551 0.662306 0.515636 0.386829
## 4: 1858.9620: 0.873345 -0.103412 0.471617 0.334222 0.508178 0.320884
## 5: 1717.2040: 0.897862 -1.14454 1.21389 0.395635 0.163189 -1.17634
## 6: 1656.3101: 0.718635 -1.22049 1.17559 0.375971 0.177587 -1.16936
## 7: 1631.8236: 0.757584 -1.29952 1.20848 0.206302 0.167771 -1.21703
## 8: 1573.4346: 0.581777 -1.14596 1.28475 0.186261 0.317080 -0.939541
## 9: 1553.8841: 0.543781 -1.15082 1.28910 0.103940 0.312598 -0.938755
## 10: 1550.5391: 0.475149 -1.15236 1.29867 0.117628 0.319260 -0.936670
## 11: 1537.0724: 0.479373 -1.10430 1.30998 0.0755077 0.323398 -0.908490
## 12: 1528.5904: 0.435137 -1.06228 1.31708 0.0760876 0.335428 -0.874991
## 13: 1516.8876: 0.393778 -0.959396 1.32368 0.0338406 0.352167 -0.799115
## 14: 1505.8326: 0.331454 -0.862403 1.31101 0.0390049 0.369442 -0.719216
## 15: 1496.7773: 0.292116 -0.752826 1.28640 0.00924389 0.366637 -0.647749
## 16: 1490.0800: 0.240565 -0.643499 1.24245 0.0124567 0.340524 -0.593643
## 17: 1486.3323: 0.207646 -0.535789 1.17750 -0.000596915 0.286791 -0.579520
## 18: 1480.3215: 0.189584 -0.432732 1.11605 0.00187114 0.356267 -0.604144
## 19: 1477.7272: 0.172441 -0.333322 1.05415 -0.0141887 0.426896 -0.634247
## 20: 1475.3754: 0.150448 -0.254063 0.970760 -0.00601896 0.366242 -0.686176
## 21: 1474.6698: 0.116291 -0.165807 0.965683 -0.0206969 0.404485 -0.588699
## 22: 1463.7921: 0.124703 -0.0849435 0.969944 -0.0110664 0.388431 -0.473882
## 23: 1463.3282: 0.111451 -0.0889066 0.967769 -0.00359618 0.392782 -0.471279
## 24: 1459.6949: 0.113985 -0.0838559 0.969032 -0.0136911 0.401017 -0.462659
## 25: 1457.7310: 0.107543 -0.0743512 0.971894 -0.0128264 0.423037 -0.440646
## 26: 1456.0828: 0.104744 -0.0488565 0.944355 -0.0226565 0.463253 -0.476850
## 27: 1455.4703: 0.0945570 -0.0460173 0.925933 -0.0228709 0.473353 -0.506842
## 28: 1454.4975: 0.0959298 -0.00430290 0.921772 -0.0251261 0.528937 -0.475900
## 29: 1453.3565: 0.0952626 -0.00478980 0.921437 -0.0302691 0.528792 -0.475679
## 30: 1452.6405: 0.0904115 -0.00619838 0.920684 -0.0299670 0.529676 -0.475080
## 31: 1452.2495: 0.0880577 -0.00224627 0.915796 -0.0341253 0.535456 -0.478754
## 32: 1451.8200: 0.0848770 0.00727603 0.905965 -0.0339079 0.548174 -0.487575
## 33: 1450.3696: 0.0663138 0.119659 0.806714 -0.0488639 0.672443 -0.556205
## 34: 1449.7638: 0.0586181 0.0995974 0.866692 -0.0437133 0.584813 -0.378900
## 35: 1449.5318: 0.0671982 0.0672152 0.885557 -0.0430494 0.582177 -0.322472
## 36: 1449.4067: 0.0600154 0.104100 0.848163 -0.0424568 0.562608 -0.285739
## 37: 1411.2879: 0.0591390 0.107148 0.846960 -0.0390699 0.524176 -0.230576
## 38: 1389.0543: 0.0493611 0.115861 0.844737 -0.0185639 0.380887 -0.00350748
## 39: 1388.5796: 0.0484746 0.113924 0.843809 -0.0317459 0.380952 -0.00245839
## 40: 1383.9654: 0.0455183 0.113012 0.843474 -0.0259091 0.382014 -0.00202301
## 41: 1379.8389: 0.0241335 0.101934 0.838847 -0.0324161 0.388583 0.00382079
## 42: 1377.7328: 0.0306157 0.0856953 0.845019 -0.0350664 0.403551 -0.00826944
## 43: 1347.5331: 0.0973856 -0.405447 1.07862 -0.0164689 0.248845 0.330675
## 44: 1338.6694: 0.114966 -0.548996 1.14335 -0.0285764 0.428899 0.149123
## 45: 1328.9011: 0.0906117 -0.454602 1.12047 -0.0551145 0.701577 0.0746376
## 46: 1317.1492: 0.0733184 -0.470795 1.25698 -0.0946185 0.963662 0.0401832
## 47: 1308.6278: 0.0627722 -0.500774 1.42653 -0.0913227 0.936886 0.0796463
## 48: 1306.8463: 0.0546360 -0.523722 1.59382 -0.100715 0.994967 0.0817817
## 49: 1300.5225: 0.0791695 -0.681724 1.93707 -0.0986108 0.992568 0.0966799
## 50: 1297.4974: 0.0940147 -0.848605 2.27016 -0.0981329 0.986093 0.164148
## 51: 1294.5325: 0.120473 -1.13988 2.97040 -0.0914386 0.913494 0.345255
## 52: 1294.1393: 0.128430 -1.23550 3.16688 -0.0903342 0.894294 0.435355
## 53: 1293.9003: 0.131025 -1.26998 3.27829 -0.0892101 0.876249 0.510064
## 54: 1293.8179: 0.131444 -1.28013 3.31673 -0.0875862 0.854185 0.569067
## 55: 1293.8083: 0.131170 -1.27939 3.31630 -0.0867533 0.843689 0.588803
## 56: 1293.8077: 0.130956 -1.27771 3.31172 -0.0865969 0.841774 0.590599
## 57: 1293.8076: 0.130827 -1.27668 3.30932 -0.0866216 0.841982 0.589668
## 58: 1293.8076: 0.130737 -1.27609 3.30836 -0.0866850 0.842587 0.588756
## 59: 1293.8076: 0.130695 -1.27594 3.30847 -0.0867374 0.843069 0.588388
## 60: 1293.8076: 0.130692 -1.27601 3.30883 -0.0867531 0.843202 0.588437
## 61: 1293.8076: 0.130695 -1.27605 3.30894 -0.0867530 0.843196 0.588496
</code></pre>
<p>Now let’s graph our results. Here, I’m going to create a plot that mimics our earlier one, but in which I overlay the fitted functional form on the generating one.</p>
<pre><code class="language-r">x<-0:(k-2)+0.5
q1_est<-fit$par[1]*x^2+fit$par[2]*x+fit$par[3]
q2_est<-fit$par[4]*x^2+fit$par[5]*x+fit$par[6]
par(mar=c(2.1,4.1,2.1,1.1))
plot(x,q1,type="b",col="blue",bty="n",las=1,
axes=FALSE,xlab="",ylab="transition rate (q)",
ylim=c(0,max(c(q1,q2,q1_est,q2_est))),lty="dotted")
lines(x,q2,type="b",col="red",lty="dotted")
axis(1,at=0.5:9.5,paste(0:9,"↔",1:10),cex.axis=0.8)
axis(2,las=1,cex.axis=0.8)
grid()
legend("bottomleft",
c("forward","backward","simulated","estimated"),
col=c("blue","red","black","black"),
lty=c("solid","solid","dotted","solid"),
lwd=c(1,1,1,2),
cex=0.8,ncol=2)
lines(x,q1_est,lwd=2,col="blue",type="b")
lines(x,q2_est,lwd=2,col="red",type="b")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-12" /></p>
<p>Unfortunately it almost never comes out this nicely! Still, pretty cool.</p>
<p>OK – so, just to make sure this wasn’t a by product of bad/good starting values, we can repeat this with our <em>known</em> parameter values, and see that the result is identical.</p>
<pre><code class="language-r">start<-c(0.1,-1,2.75,-0.1,1,0.25)
fit<-nlminb(start,lik,pw=pw,X=Y,control=list(trace=0))
x<-0:(k-2)+0.5
q1_est<-fit$par[1]*x^2+fit$par[2]*x+fit$par[3]
q2_est<-fit$par[4]*x^2+fit$par[5]*x+fit$par[6]
par(mar=c(2.1,4.1,2.1,1.1))
plot(x,q1,type="b",col="blue",bty="n",las=1,
axes=FALSE,xlab="",ylab="transition rate (q)",
ylim=c(0,max(c(q1,q2,q1_est,q2_est))),lty="dotted")
lines(x,q2,type="b",col="red",lty="dotted")
axis(1,at=0.5:9.5,paste(0:9,"↔",1:10),cex.axis=0.8)
axis(2,las=1,cex.axis=0.8)
grid()
legend("bottomleft",
c("forward","backward","simulated","estimated"),
col=c("blue","red","black","black"),
lty=c("solid","solid","dotted","solid"),
lwd=c(1,1,1,2),
cex=0.8,ncol=2)
lines(x,q1_est,lwd=2,col="blue",type="b")
lines(x,q2_est,lwd=2,col="red",type="b")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-13" /></p>
<p>That’s all folks!</p>
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-69618753649735787012024-02-18T20:09:00.001-05:002024-02-18T20:09:37.694-05:00More about parameter estimation under bounded Brownian motion using bounded_bm<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p><a href="http://blog.phytools.org/2024/02/parameter-estimation-under-bounded.html">This morning</a> I posted about parameter estimation under a model of Brownian motion with reflexive bounds developed by Boucher & Démery (<a href="https://doi.org/10.1093/sysbio/syw015">2016</a>) & now implemented in the <em>phytools</em> function <code>bounded_bm</code>.</p>
<p>One of the <a href="http://blog.phytools.org/2024/02/parameter-estimation-under-bounded.html">observations</a> of that post was that the Brownian rate, \(\sigma^2\), could be estimated quite accurately – while the root state, \(x_0\), tended to be a bit all over the place.</p>
<p>This is kind of unsurprising, given that the equilibrium distribution (the expected distribution of the data after \(\infty\) time has elapsed) under bounded Brownian motion with bounds is just uniform on the interval of those bounds. The implication is that the closer we are to the equilibrium distribution (the longer our tree length for a given \(\sigma^2\) and finite bounds), the less we’re likely to able to say from tip data about the starting condition of the system: the root state.</p>
<p>I thought it would be interesting to visualize the likelihood surface along each parameter dimension. We might, for instance, expect the likelihood surface for \(\sigma^2\) to be quite peaked, while the likelihood surface for \(x_0\) is relatively flat.</p>
<p>To make this a heck of a lot easier for the user, I now have <code>phytools::bounded_bm</code> export the likelihood function as a component of the model object. (Lots of <em>phytools</em> functions, and model-fitting functions in <em>geiger</em>, already do this.)</p>
<pre><code class="language-r">library(phytools)
packageVersion("phytools")
</code></pre>
<pre><code>## [1] '2.1.15'
</code></pre>
<p>Let’s start off with our visual simulator of bounded Brownian motion. I’ll use randomly chosen values of \(\sigma^2\) (on \([1.0, 2.0]\)) and \(x_0\) (on \([-1, 1]\)), the latter of which will be the same interval as my bounds.</p>
<pre><code class="language-r">sig2<-runif(n=1,min=1,max=2)
sig2
</code></pre>
<pre><code>## [1] 1.928821
</code></pre>
<pre><code class="language-r">x0<-runif(n=1,min=-1,max=1)
x0
</code></pre>
<pre><code>## [1] -0.8481281
</code></pre>
<pre><code class="language-r">tree<-pbtree(n=100,scale=1)
h<-max(nodeHeights(tree))
mt<-make.era.map(tree,seq(0,h,length.out=100))
st<-map.to.singleton(mt)
y<-fastBM(st,sig2=sig2,a=x0,internal=TRUE,bounds=c(-1,1))
par(mar=c(5.1,4.1,1.1,1.1))
phenogram(st,y,ftype="off",fsize=0.4,
mar=c(5.1,4.1,1.1,1.1),lwd=5,las=1,cex.axis=0.8,
spread.cost=c(1,0),ylim=c(-1.1,1.1))
grid()
phenogram(st,y,ftype="off",add=TRUE,lwd=3,
color="white")
phenogram(st,y,ftype="off",add=TRUE,lwd=1,
color="blue")
segments(x0=c(0,0),y0=c(-1,1),x1=c(h,h),y1=c(-1,1),
lwd=6,col=palette()[2],lend=2)
segments(x0=c(0,0),y0=c(-1,1),x1=c(h,h),y1=c(-1,1),
lwd=2,lty="dashed",lend=2)
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAACDQAAAXcCAMAAADgSrzUAAAA0lBMVEUAAAAAADoAAGYAAP8AOjoAOmYAOpAAZrY6AAA6OgA6Ojo6OmY6Zjo6ZmY6ZpA6ZrY6kLY6kNtmAABmOgBmOjpmOmZmZjpmZmZmZpBmkJBmkLZmkNtmtttmtv+QOgCQZjqQZmaQkGaQkJCQkLaQtraQttuQ2/+2ZgC2Zjq2Zma2kDq2kGa2kJC2tpC2tra2ttu229u22/+2///T09PbkDrbkGbbtmbbtpDbtrbb27bb29vb2//b/9vb///fU2v/tmb/25D/27b/29v//7b//9v///8lu7GyAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOy9XZP0SnKciRFEciSZkStxrmT8uFoNzfaGVB+TbEzLHY048f//0p7uKmS6R0QCCVR2AdXlbnZOo4D8iAxUwx8EquudTJIkSZIkqUPT2QFIkiRJkvQaEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUGDJEmSJEldEjRIkiRJktQlQYMkSZIkSV0SNEiSJEmS1CVBgyRJkiRJXRI0SJIkSZLUJUHDQX2cHcDPkVI5TErlMCmVw6RUDtMlUiloOKaPj0ucvp8gpXKYlMphUiqHSakcpmukUtBwTNc4ez9CSuUwKZXDpFQOk1I5TNdIpaDhmK5x9n6ElMphUiqHSakcJqVymK6RSkHDMV3j7P0IKZXDpFQOk1I5TErlMF0jlYKGg7rCyfshUiqHSakcJqVymJTKYbpEKgUNkiRJkiR1SdAgSZIkSVKXBA2SJEmSJHVJ0CBJkiRJUpcEDZIkSZIkdUnQIEmSJElSlwQNB3WJv335GVIqh0mpHCalcpiUymG6RCoFDcd0jW/Z+BFSKodJqRwmpXKYlMphukYqBQ3HdI2z9yOkVA6TUjlMSuUwKZXDdI1UChqO6Rpn70dIqRwmpXKYlMphUiqH6RqpFDQc0zXO3o+QUjlMSuUwKZXDpFQO0zVSKWg4qCucvB8ipXKYlMphUiqHSakcpkukUtAgSZIkSVKXBA2SJEmSJHVJ0CBJkiRJUpcEDZIkSZIkdUnQIEmSJElSlwQNkiRJkiR1SdBwUJf425efIaVymJTKYVIqh0mpHKZLpFLQcEzX+JaNHyGlcpiUymFSKodJqRyma6RS0HBM1zh7P0JK5TAplcOkVA6TUjlM10iloOGYrnH2foSUymFSKodJqRwmpXKYrpFKQcMxXePs/QgplcOkVA6TUjlMSuUwXSOVgoaDusLJ+yFSKodJqRwmpXKYlMphukQqBQ2SJEmSJHVJ0CBJkiRJUpcEDZIkSZIkdUnQIEmSJElSlwQNkiRJkiR1SdAgSZIkSVKXBA0HdYm/ffkZUiqHSakcJqVymJTKYbpEKgUNx3SNb9n4EVIqh0mpHCalcpiUymG6RioFDcd0jbP3I6RUDpNSOUxK5TAplcN0jVQKGo7pGmfvR0ipHCalcpiUymFSKofpGqkUNBzTNc7ej5BSOUxK5TAplcOkVA7TNVIpaDioK5y8HyKlcpiUymFSKodJqRymS6RS0CBJkiRJUpcEDZIkSZIkdUnQIEmSJElSlwQNkiRJkiR1SdAgSZIkSVKXBA2SJEmSJHVJ0HBQl/jbl58hpXKYlMphUiqHSakcpkukUtBwTNf4lo0fIaVymJTKYVIqh0mpHKZrpFLQcEzXOHs/QkrlMCmVw6RUDpNSOUzXSKWg4ZiucfZ+hJTKYVIqh0mpHCalcpiukUpBwzFd4+z9CCmVw6RUDpNSOUxK5TBdI5WChoO6wsn7IVIqh0mpHCalcpiUymG6RCoFDZIkSZIkdUnQIEmSJElSlwQNkiRJkiR1SdAgSZIkSVKXBA2SJEmSJHVJ0CBJkiRJUpcEDQd1ib99+RlSKodJqRwmpXKYlMphukQqBQ3HdI1v2fgRUiqHSakcJqVymJTKYbpGKgUNx3SNs/cjpFQOk1I5TErlMCmVw3SNVAoajukaZ+9HSKkcJqVymJTKYVIqh+kaqRQ0HNM1zt6PkFI5TErlMCmVw6RUDtM1UiloOKgrnLwfIqVymJTKYVIqh0mpHKZLpFLQIEmSJElSlwQNkiRJkiR1SdAgSZIkSVKXLgYNf/6H6a+aB//wu99O02/++p+fGI8kSZIkSYsuBg2/TE1o+Le/ne76y399akySJEmSJH3qWtDwx6kJDf/2X6aif/ffnxuWJEmSJEkXg4b//dsmNPz5HybQBWoNl/jbl58hpXKYlMphUiqHSakcpkuk8krQ8D8+maEBDZ81iOlv/pfZn/7xc+vvnxxa0f8nSZIkSWfqLAP81HWg4c//dKsipNDwVWj4u9v2L2eWGs5+r0iSJElvrpP870uXgYb/+fk5x9/8hwY0fD64KAd+/2vD//a8yEhnv1ckSZKkN9dJ/velq0DD778+qvD//kMDGn5BTvgkiP/8vNBIZ79XJEmSpDfXSf73pQtBw2/+67/+uQENn/vrn0x8vjrr+cTZ7xVJkiTpzXWO/d10HWj463+54UAGDZ9/b/lX2Pi0v7o8+70iSZIkvbnOsb+brgIN//NfPv+/Bg3wQOKXs6FhWlU8w2qv9mqv9mqv9g+3vzU5x/5uugo03NSCBvcphl/O+yTkBd40aq/2aq/2av+e7W9NzrG/m14HGuCrGf64DQ3rp+njVy0t921f4E2j9mqv9mqv9u/Z/tbkoH8N0Q+FhvWz9AUN9yx+7Nu+wJtG7dVe7dVe7d+z/a3JQf8aoh8KDao0qL3aq73aq/1Pa39rokrDonHQsKpfM3+06wXeNGqv9mqv9mr/nu1vTR6wv4claNineIIlSZIk6Yl6wP4e1utAw8C/nhA0SJIkSa+qB+zvYb0GNAz+ngZBgyRJkvSqesD+HtZrQIPb/+g3QgoaJEmSpFfVA/b3sF4DGj4xof5rEw//2xOCBkmSJOlV9YD9PawXgYax/8qloEGSJEl6VT3if4/qRaDhkxPKgd8/+i3SD0CDJEnSTbcLyfwpO3ZZKSNYGeMlr011Hel35JRGX5tfL+9Jm+clfTZli6ch7g1vHcpuN1AZsI5c+8YpXORWB22cj689c5muccbc8kvbJf65jjGH9vC+CrLz/eta79AmNHweWKoLv0yP/svYZyddkqQfoMHQ0Lagq4vs27MCtoJXxTmNjDMOjMwwL11pUkQFxBDEhtZJSqABe4aQoP3KaU8AAAeLIOA6xjaChoaa0PBFCl//evaf/vFz6+/TRr06O+mSJP0AwU2nPQoNr1xqIPturgAOVAYojr+0mHyXr9oE3PxbhIZAB0AXeSecwYj7jkBDXh9x4+HLFWowDiFhhtP961pvUAcNv9TywlepoeixQsPpSZck6fVFF/c3hobG7XTS7PPHzffMsMbfoAZ6BebqoYGMl1/WFznarULDKmWsQRLgUQHLWn6AuBbicdk0ZgbOwOlvkWu9QdvQ8PVVDYse+ntLEzRIkvS46E7XDl1XggWdbwm7hUZoK1lgsrh3WKUGfOG4wLy73jpYAyK4F8ySQMMy2SY0NBeMfbLnNjUur9KjAQ01ghN1rffnCjTYn/52SflfPMgMQ7I+8h8AeXMplcOkVA5TRyrHQsOrlhro5jmN/6M0NGe01RRTasDahMMAY2jgCQoDlOZ1inrvObk+FqEhOSH5GcvAwualqIKZ8cWMhBosHC37Yjwn6FrvzzVoMPvD7347Tb/5T//88DQDsj72nw17aymVw6RUDlNPKsdDwzVMYZccMyThL6kEP06qBBk1JHWY0mk5jK/qaz4hlRrMU0MbGnJqwEXktQvfyJzbrzIDfhYDH2HUVVzg7XH2/KdI0HAlKZXDpFQO00Fo2HlpqQZidp07yT0iZsjJKYOGWBVIqGEKjYAKDD4emX3EwVODJd49ZdAAYyZQgOccqYLOPY/i3Z6RosxUI2SgwJZ2ibfH2fOfIkHDlaRUDpNSOUzHoWHH1QVubM1estTAzPAQNERqiG38ZxRh4rRIwJMu3WrsPIV5u0+gIJQJIA8JFjj24KO2LNtFOLNCIeqB8zVEpwdwhgQNV5JSOUxK5TB1pBL8CO2unxvY5+xC95K9cszwGDQEavCObsHhrSbPJTNSg4FR1+DTJ0yJ3fOpJU8Pw8U2eFoZFLHIMJdIGtDwmcwLvDlOD+AMjci7rs7DpFQOk1I5TDsKDZl3dFxi2HGXjVeCBlpB+sGOrxb+g5C3RRr66q0FUkPyuYcJP7NgCTSU1rDfGBqWokYJzkOD4RQ4scGJ9bbO+XCcAgFyrcJq6QRyGAQ8cY03x+kBnKEL5F2SpJdW8A86sn2NcXfpdt+0axjDp7ZWwcyQQIO7ReePIFiSO6KGlBnKvbj1QEOhhrrTdVmDBixY0ILpMC2AAzeYrEyH0BBburlrZikJ5+r8CE7QFRIvSdILK73pDEe3+1OpoljJBS5QmyUTxwzR1jwzrEMDDhU/b4AOi7lGpEigAT8JsfwfcWIdGgoJ4ZJxkvCcglfKESZHqepQl0rMMHN8F3hrnB/BCbpC4iVJellVO535Co+l6s0Blv6143Wsgb2+1eBzIwbvGnRAw/LAAsjDQVnoYsuc3n/Zgs0gtszj4cFArUqgf+MTDUugwfyIGTQQNZg70b6pf0tBCs5/YwgaJEmSdsozQ1JvWDf+yAzVNi4BDUuAbWoIzJBAg2tvdN/tLTxSA7axA9AAzwboPLU+8BDDmrHjbRm8iDpZGRFIhIbDrMEqYXA/b+m4/LzAG8MEDZIkSfvEzOAeloN7rA+w9PdGahcwBwigEUtkBgcNeT80UDLn0rFmoA0J/rXl0OCowX8W4StKa0BDettvblJ8fAHn3VcP4JMNhAlUTqEYE3K5xPviSxcI4fm6ROYlSXpJ1btvdCire7Yu8K5O4U3wAubgoCEG45nBP6dHBsBPBRQbtiV7JWPRTw0dvHZBB+ds+0N8hurBwABmfgqkjGxOrmBQKjw0YJx01D+tgHeDm7ausuv0fa+uEMPTNSL1+uO2YVIqh0mpHKZ2Kv2jhftmOc4euDVAGcec8556aV4CvG+HYNwtsk0taHB+i9DA5mzuHp0oIIUG4i2erbQ1l2TsRTGRu9eYEv9OzxdOiMkwmoUCNQcN8KeVqb7af1zBsK8Qw9M14BdSX6MzTErlMCmVw9ROpWcG5w33V9Y2fs8MfN972zoZGrjEHqkBl3B/bbBso33B/WjZK9BQu/tU4VBJc4IBo4b1RT1ncxsacMKCg3VSiLb0pf1WG2JLCBoWjaPT+sqE1/gFFzQc0zXO3o+QUjlMSuUwNVPJzOCq0OGx/NYA5Wd0oTOpAW7zl5eTO+yYYQUaUqc3/9mB5PmEVWjwFs5jLrPhjhod7y6ds1KEm4E6B0On01VmxIcVs1+L+ZoMQkM2h5vw13flBRz7AiE8X4KGK0mpHCalcphaqUweLZgZ2sAEttf1CUIwRX6mP3pN3eLPE5inBp8DfjAfocHM2HyrSy9LBxdFd2X3RMdHNyUvBkPHDJelYKc6qJkbPNSBslf0VxJlJkva4Yl1mWJqsOxHGUjQcJoEDVeSUjlMSuUwNVKZlQms/gz2uf0JQoaGa5Qa6PMEgRpSZtiEhpvAAdG6U2gIzX3dAiPMoIGIJUKAUepjkSHu968cFkFOHDTUKJKPjDKiMSbM/NIEDWdpxK+jrs7DpFQOk1I5TN3MEKBhtdQQmeF60IDevcRZqSFnhgY0wDJv8n5o6OiUPWwdeIE99Wu6xKh5cm/nyxIiDtS4jHybgjI3Cb8jfCfzy7IcGtwCQ6nh1KdWd50fwQm6QuIlSXo1LVeOcv1HH7Dspttfaei5PbhOcU0y4ycsKRFZd4l0qtV0/tRfDg1UaKhrIWcGc6Y1BxsHPiAXZV+mUdNHBzQqbLv9EJd3be6Dk+Aw90ZWe/kRMCmeGrAxTj8ju52o0wM4QxfIuyRJr6bGo4W6UQy0XuKbI9xeGlvUFUoNiXMvu6ecGQLtGEBDzAs64zIRrTlxTF++N3zhHkLETNJCqFPYLGUPhDk/TXkFiaJxUraJbxafcFpqlF2DGs6e/xSdn3ZJkl5OjUcLdSO56578CHwDXl6AkcyNzk9S9oxg2Z/XGfzfB0ze/jktbIOu0jI5H57nGXulFQco+4C92vqoiAB1nWU6enbhp/GTYEbanh/fLDXj690qyVyBGt7SPU/PuiRJr6fGowUzsqcVaIhWWpqikeSdnyRegJmxX6XMsAoNeIPMHox1/SQlDA1UoMjMeObmMZPLySIDj2WNpB15Ps6aPMex3P49neDp3YYGHP90+3pL9zw965IkvZ5cmcDQWqs9rTyfCESRQIOv8z9bLkaziAhxh4cGqribXyvdrNcnADQ5VCQAGlrOeh+n1CSsAQ2u1IBcU/eiucfiBAfF5ZMlhy3TR0oiZsiggXbV3J35Edmb3tI9z066JEkvqHA/3YaGtFpA5uVaensLnZ+kEKNZtdsWM4QKCdmgrUND8/lEaTTXFsFZ2VTB9B1+rT+fmDEkiCt5IsGtcmhoVw3Keg1S5wgroZUZwznbv97SPUckXX/cNkxK5TAplcOUpNLZKWxbvMuuJkgDeG8tL8k0Z/aVZyothlRMoBd1dTuhIdT7qbOhD4NBs7fXH0AdaOfN5xM0eXKDj0G6JuUFPo7AcMKAbo+5kxuSFYoS7oUJGk7RgKTra3SGSakcJqVymLJUNgsNrdK8MTU0Cw18/+kneaqSGAkUYBOYIYEGY8fLoaEMyJ2xa7Vx3MXHqU04Q7NbVSAW+nsOxwoYrXP0mUoNc6Ylq7gWDGlyGeYA05lN0HCKBA1XklI5TErlMD0ADc1Sg68iBB+1K0FDidFRw7IxuaW5XnYAGrghGG0x82ruaM2lzVxbp+zGTsyTF1O+7zFuU/qQh3dCA9ZBXG5LEj0dCBouJUHDlaRUDpNSOUyPQ0MoNWR+bOSjSaPvXWVQKDSEJxSLFxIzRGgwZ3jb0BASsPgsPHqYaQN9PHfl/AVZ+jJ5XSKgwSo0lMWkAcWFY7QADX4I3xYCqUMOOdlHJWg4Jl2eh0mpHCalcpjGQwOXyNeg4cQPNSShMzUs/sXM0PgAATjeLmiozyfgWOakYMPgxyGMDmiAbW/7DA3s4WYW+IhnCNAQ3gAhV7QoHJnWcp4EDQelq/MwKZXDpFQO09oHIbPtGbbR+BNoWF6sQMNZpYYscqKGOWWG1qcOwclTaOCb/eiydKwa7kxagQYfVDVl5/wGgZBbl8D8nDVgCsi9toqUy56a3AwZCBr8lDVDj53lByVokCRJ2lbzzjVsZ6WGWGhIfNTSkZ+6xEaNpFID7YGOBrmx6rR90NB4PpFDQ3BT3KBx8ucTy0geGsCyy3QGndjBsa87QNEgQdVGARlqShAReMra94Fz/Lje0j3PTrokSS+nlBNygEhu2PPCv7HzJO2evcRYImFqoNfU04JNNqEhmqwZJqBWbkKH5HOQ6NIOGvyTnqU/OTOEDKBDhY0mNMwW/n3NhXCybJRGHhmAo3gYHHou6X/8VD+gt3TPs5MuSdLLaaW4kEMDHk8KDdeDhrzQYEgN9Iq71p4Gd+3Bl82YAXgvDgXQ4Ov7zsDZVGv86fOJ0pYAo4xSp6DKBc98TwWeO+/+aTZKo/DAh5cVduCAZ/vXW7rn2UmXJOnltAMa4i1744mFsfGYv9F+7qWqUWgw5oSMGTw0kCV786SSvFlNQXTwBBqCQmNIZFYPqg7OU0JM7NJlMxg4njtYE3s85mE5hMxgfojGms8qPwW9pXuennVJkl5N+6GB7Cv41yo0nGEQzUIDv0zvdNO1GHkd7y4GC91SB8+hITxAaEBD9kRpaYvQYDglQ01tz/5dB8mQxmDdGKWfcEmg7zzla7YL2NdbuufpWZck6dX0ODTM1IE4ghv74Z62wBAkHZzgZ+xrXBdYfoZ/2qnctRt4L3UzcnB4ncrQlc1C1nNoYKCZwhQ1SA56Lv342Ow+yojLwfXxhPfc+dktQAPk7HT7ekv3HJF1/XHbMCmVw6RUDlNIZV7rNip812uLr/Qn9/C8z7v18w1irdBgxYRzZojQsPysNmjBf+8tQoEi78kOShaL/8fU4Znhxx4RGtzwRhsQNASQViFCIBvQgM9NrDZwa659T2cGQcNB6Wt0hkmpHCalcphiKqOlVjPqKTWEe3gPDSuFi6dotdBgQA2NzuaeSlhaL1h+zMk2Fxaqg1o1UDziXZpHmfwnSWAgHHGG7LsxsSZSXnNouBejQWhw6ZjDe4kyNafQMNcjp1ODoOGYdHkeJqVymJTKYdqEBtzObN6XGqh9MiCP526Pn6GNQsPSpBGOhwa7/wS3Kwdo5+KVBi+GQQOXGupANCJmv45Z/r8CDZUqkmhiOpqVhnKoLDl5YlECFzScIUHDlaRUDpNSOUyDoMExwQ5oeHqpYavQsNnbEArMwMqdi5IF0nGHGaFRDg38D1URb9VF0RRu4rrwbOC6Go4v61D2wXKXM1mmpBkTaDB8w3Ao9USdKEHDMenyPExK5TAplcP0MDS4UgM1zwbk8eJw362OQsNGdwNjNSuWX/y1jF690Eq7h6ABZoJpAjTUQXFMs+yvItGpIfa6u9HDQ0N9ydDgUs3Lg8YOGi5RahA0HJSuzsOkVA6TUjlM+Qch53Kltz5o4Nq0bUHD/DOgwawaZPXmBjTU2+tmRb5aZ8oL6LecOryNZ1t+BBpqJCvQ4PKBgRgkgyOs0XloqMMLGs7Q2UmXJOnFlHhqfdEJDUZ2vFa6iMN9//KYW/b3N/R281tfraqnonsGp/QuuQYNdaY5uYeHsFwVI39oEaePsZddtUvAEvsuaKi5Pk9v6Z5nJ12SpBfTbmjgDwnEQsP68w5X1HjC6h4qNLhH89VKjZyymGjdN5kZWGXTsJdX3ko7oIHm96NamTebnosdG9BAUZVAbi/zD1cseUuWnAPMcq72np2hekv3PDvpkiS9mFKLn/FD+jMeNF9qqEa2OqKd8nxiCQsNbv8Qxs8kwoMKhoYymRlbM44RNumHO5hCA83frGSUglA6UexZ9iAuNKHBpQcpJPk7icYzmEJWp9vXW7rn6VmXJOm1tGLx2cF7F/pYvrPj1Q9JJMN97+IWaLDHoQGL/WYeGhYDLLNRi/jQgNw4gwYoXdgKNDSpwQ1Fvl3Oj+vJhQT+Ous610FoaES3dFSl4QydnXRJkl5Mh6EB7qrXCg07oWEaah2PFxqo+rLYG9gjVfJbD/tL25bDNx5fVI8Pf4Yy4azZkDyUn6gBDeagIXanyegjI+V4WH4eU9kqPc/2r7d0z7OTLknSi2mlLtCChvAgOxYaAjTMXdAwLRq5uIxsDg3hbJEeWoT/+U8Iku1GD2Wfrv5cU2wEDUZzQSzJ6Dw77Y+VhjiABSjAsGgEyE7ODLCiOMvZ/vWW7jki6frjtmFSKodJqRwml8q1usAGNBhe7dvQsIIQPrapashaNyfsG8OoqmIr0AAvzfVDUz4CDXVeDw3h8UdweyIWmDCFhuD2yYgtaKA6TEovK9CgxxNnaEDS9TU6w6RUDpNSOUw+lQ9Dg/mr/To0rJUaluPDqGEtzH1jmGOGGcwV0KD6qpmxsUffDpYaDZahAcy1VofcmDi8ISEkk9s6NADo+BAxFD8k5ymsKYa57BE0nCFBw5WkVA6TUjlMQ6ABn0/YMGiAYcZDw2FTWnqxkX8e+PDQUByc3NecPZr/zEDZvwyT2LcZ2C0WGjJoMBqSPXsDGrANTh6ixTMfF7fSpU6Tjbb//AyUoOGYdHkeJqVymJTKYdqABoNifrqn9Aqs0RjxKDQMuIKvPkU5MMjXS0NoqMX6VWjw/jj7e/bi0bU04UYwwAJ+YoJeDNMlZGIOEvzrpTtWMSIBIJ9AbmgVYck+UD+ooOEsCRquJKVymJTKYeqChrK9Vmr4/DHft0dBA475+Fq5dn4cGgyYAaGhlBoSwzS2/KVF9ci4ZwMayF0ZDEqAYNiJa9sGNPBc+DMyiXvH+BzEyZcuyeYyrqDhBI1Iuq7Ow6RUDpNSOUzZByG9BVgPNLSqAg1MmLNXMZS8enFMbGkHR8WoXIhLqaHcPQevpVt2twn/B7sFyy0jwEj31Bl7Mx1Ohq7N4scW/cOMsocWQj1gOM4wrsJNHdZPZDGQFB+QoEGSJGld6x9p6IWG1SF7Sw3rRHFsbYOhIQmfHNg5vff2rCqP/d0GDrX8dPu5L4/dBw0TAcGMpQSYjrrwAx/mFZiWCwnNoDAWQcPzdXbSJUl6KR2FhpW/dHC1iz3QYFCZf/xihgMeHnXyyzFOF7npTI6ef0+SmXnndN6Mt/KueOH3L71ze4/WTZDgKaLETa/9swaM0wDzHBZQ5rkIkoODne9fb+meZyddkqSX0mFouPNAgxmgxxFoGFNqIAqhJR4ZJAufHbcFDWyl4aOHNbq4nxzZwwQSS43B3fNz8WH1Qw3JNHNUncECNFQk8KvhJyeZ7Hz/ekv3PDvpkiS9lPJbZ+uAhkoNqyN2QwN5sA2gBhzw+FOPdWiYvJHDxwTQkANbxKf7ZtGjKXzzc7WgIX0uUNLKEyf/QoaLKwyDcZQE1K7mGmHEPI5f64hHUuiUB3QAACAASURBVA/pLd3z7KRLkvRSSh/SW72UrEBD9mgi6dFw3WASXO0fAw3Gj+ftwKib0MCPDKzefd/6e0u1cHAFGma0WsPsOE8vMbjPWSQN6HgGDRhS7TdjIDP0KKjkJlp9nYRv5/vXW7rn2UmXJOmVlHi4u34n1YfOIZdt/6GA9ockrFqVPU4N7ukBLfLAKDX6uJZqi5ZBw/IDnLkeXKw4fRrAVYHaltqD03dAw4TdMAyMaOaaA4cayyZtSLA5PR731Vyfp7d0zxFJ1x+3DZNSOUxK5TBRKvNn9OahoVVqyJRDw/bzCYaGx0sN4SMHtModoxgGRMF/JLX9fmhwz05SaGhZbN4eB62Gja88VRgMa/AC9kKEfszawWCJ1D8BkgRFluAFDc/XgKTra3SGSakcJqVymDiV14EGOkABHRQ/7jiKImvBf5SvhGxDA7rjI9BQB8Nd7OLmkcC1d9P6YQ1ewBZESFt+hWvQYDTP7BvdX+kzDWdI0HAlKZXDpFQO04Whwfi+/HFosFDdt72jrkKDGTnuDKti5xwJDUgJ8N8ytzkndq3b0GD06MKc62cDwkMIGIfX0jjOjcr0gobnS9BwJSmVw6RUDtNloMFRAbYaUWqYUmjYjSJr0GDGMBDTSHOH1VmxXGrmvbXtumVy8F0eZD80mN/tA8HddQWYi8AMYdpQwBA0nCZBw5WkVA6TUjlMW9BQL+Bpi+0JtqEhG3AK0PBgqcE9nThYavA58dBQrc8PX4wRjoGfWllmYAtvp87FnbzvwiB8FJvwwKH3jESTzjpz6HU129AAPf35ETScoBFJ19V5mJTKYVIqhyllhtnZNrl5sndFET3WjJehgQzIHqIGKjSgc++FBuqHL81TAA1frLCYY2nhXdRKhMVU16DB3+TjrpJEasvObDg4RuoqDdXjfTAwox81hQYcmvLiVihoOEFnJ12SpBfS9tMJzxV7h8xm2WQTnPDgFW1qQMNOaliBhjoe3TsvK0RPHgsNdVewcP+vXcTqxDFoMB6CY01RxIe6BQ1wzs7TW7rn2UmXJOmF1AENe0sNI6AhBHVoZVCGT2sBncNw6B4alp9lDmw1l0Y0f7FZ758d0GC4aw6NPDTAQRioAQ0UN5YO/GOEuiQ/sQsfjrdYBRZ4un29pXuennVJkl5Hl4GG1qcFHoEGAzc+WmpYhQZy83lut0qhofSrTRAawr06eDj0qy8zaMARYKCsJrAs1s3HM+Ay6gHq2g0NftDp8Lkeprd0z9OzLknS6+gkaPAfelj/cMWRaxqMAT63e1AfK+FA4sHYyvAZBrqth4Zq3jk0MKREv++DBnBrtmsMvRyj+YK/z7zT3CdIwvzheAsa9p7mwTp7/lN0ftolSXoZeU+074WGOThvgIYkkOPQEHxub/2iVWiAEc0yaChPXcxHUf5vzkTJxqkbmCx3mln0YCc0K1WBnCgsh4YSATXlnRahIQ6N5wPW44c4VacHcIYukHdJkl5EuVXPfCF5HBq2n08ETggsc3hlYFH1R++gK08nlnHdHXYHNGTebRZ8li3b6Ee1ZjfI1GhWfviJOfR6zEIE2JZ30punNbQvRbjCiV3Bvc6e/xSNSLv+uG2YlMphUiqHCVLZ83TiidAwN1o8Cg1fe9CpBkHDrYVF+1xaTpkNN55OhHK90ZYlNECui6P60bBlemxZIecsmwPbY8990FCWnwxyogQNx6Sv0RkmpXKYlMphwlReCRq4wYOlBhiALWofisQCCH1mwCIzWKGFCdujUe6EBnqqES0/jIIlFefdOHICFR4aXMfYnla9CQ0uUREazi81CBqOSZfnYVIqh0mpHKbd0OA/+LAxfhc0+AFTaHig1MDufttXDTOWGqZ8kmp1IazbaB/0FMSVTgZBQ5kM9qP9ul4OGsJjimWg1NopQtcx/ksX0HENGpLjfrkFGs61bUHDMenyPExK5TAplcN0EBq6Sw290IBNwp5HSw0TmXl1Q/PLhZpAMksSFg378eF2QIK2oQEcGV4nrnqk0oB9qenSIvV2AIoADa70AfBgfqlx4E1ouESpQdBwTLo8D5NSOUxK5TAFaAjXdXsEGtzNebozgwY6Hp8L7FsjdC9uSJ7rYKFFDavQYBk08CD7oIEKA5bDgbFhu3ZllNS+t6EBe2euXhvy/iPQ0Gi270QPlqDhoHR1HialcpiUymFqFxqGQgM13pgpdnqs1AAQsoxQxndPQSosJNTQhIZbYNMHNEjzU1aBc8P2vAYNrvRAey1vZqVZ6t71GPeq8WXQUFlh9ltwgiA18clDPZ0URNJs13keLUGDJElSW8nt/O3qzdeRb4eGhFceKzUkXl4Gc9AQu9Fr/vAFOaNbSZof1yGBhgoDLWjwcOGd1pUa0lbL0fJ/3wJj8E8mCBpi5+RJDHdPPvIQ5pmz7D1db+meZyddkqSXUQ4N9gxo4DKCN2eLhr3nwgZrKa5WpkeXzvu118IMgFa5AxqWbbbPElijhf+iyLzUUMJNzLvMNadNIIZYZYCx/Zx2GBpc+5i9p+st3fPspEuS9DI6FxraLy2JZyc0mHs6AQRS6aFoOdIFDc4rlxa3nVMjdd6UYS8fy6DBe72l7TI3Dg8Kak7WoAEKHnQ8nfNrnYa94VjNFPepS8dxzvavt3TPs5MuSdLL6KLQULocLTVk9/+NUsOqafm4skJDbbGautsx2E6ggVyamlQP52cYdJRWjOaMbauR74UGOkqAU5cbhyxJiXUIvyPm/+l6S/c8O+mSJL2MEltOL97J04P1MeMw4YEENkrHP15qSB8aIDTU0sC6aa1Agz0MDeirO6ChenHw3rKXd3kTd6Pj+uNjiRQayjx4KOQToqlnOAumjnK2f72le56ddEmSXkXBui13vl2lhjVoaM2V0wGyxDTtuLTx04k5cEnib9AwHed2hBCA92QLsA5oMB8VFhUa0GBcbgiEYN77YSQYPC01cEd/tM5L0JAQGIzCacABwwRn+9dbuueIpOuP24ZJqRwmpXKYSioT684v3t8BDds1jhQtepQWGkKpAb0wX12ICynia1D8k8s0dx3QEA27PkFwnj/TXNGiE8jwo+MTBd/VWgNTl5Um/qDLCR/PKh2ChhM0IOn6Gp1hUiqHSakcpprK5A4/v3Z/EzRsTR3Qou/ilj+dYGiot/dWd/jVJU8nuPTwAV/uFIa4P70YAw3UepkLXJqqFJb5sfnXK9CQsoHvEhUaJGfYH+TugoYTJGi4kpTKYVIqh+l7ocH5amuIOGLp4qFhsbNuasDx4oRzwxqS1bWhwQgawDBL1Asy1LK8MTSgdQbDbUGD/2Ko0t9Bw5adW9yBrdrQ0KaG5uGSEhdahAhBwykSNFxJSuUwKZXD9CRosP3QYA4auNTQTQ1caJj9PX9snUBL7TJjzPx04jOVOCgcKczA0MBliRnowchwa5wzNY/2TIcKZKSOnhi6c/ClUbNp4/lEzWbax2Pc7P6H7QQNT5eg4UpSKodJqRymkkpvlt8KDRYc2DXLRmebblID78exYVCepXTzPJGVCQwhYgUaYtu90OAKClzFYIuGF+zpj0PDRluIkSJqdHNnuHStWOfanShBw0Hp6jxMSuUwKZXD1Co0dEDD/CA0uFJD8QqyYurz9XIxppQa2PpDLdw8NMyMCwk05LuBGcqg9JGGUEj5isYACzJoqJYJLys0RBenQZMKBYCIc3Vn9fEDBuHhyZpwuLvd5u3quvlhio9G0HCOTs+6JEmvoX5o2FFq2AUN7I0W69Md1BDc393WWoWGWDhw9QA4ku82Bw1uFTMn08wsdEF3xnp/gAYek9wV6hf8xIAGyaGhIk54sAGhJv6f7/Tjp/1a0MBd9HjiHJ2ddEmSXkTeFK1dTEia9g3aHqIFDWG4dWoAh48FArKijJFWQjMfGDBDydE6+pCXutZoxO5/4OEBMmbaX5vSizVowH9Uk6gBpuEjPIY7gNAQu9SF84OTFjSc7l9v6Z5nJ12SpBdRDg2WXUXw6PpF5hugYZUa4BVCAzjo0sRhEYeWlwmofVJoWIcGNlN7DBqoKtCEhvnrG55xkNBlBRrmurxIALELzpH1SMINlOAbChqer7OTLknSi+gBaGhfZbahoXhwHTH38qXbGjVEhHDObAgNrSUmmbDq+G5cHIA7InhAxOiJBs4NMVbXBnM1cHpfaUBqgP/IiRvQYHGIMkwlitkr6QJz8LJCx2wZDA22zaNP0Fu659lJlyTpNRRc3DqgYfPS3u/MOKIzbDfgCjXUY9Ch7OAwdkHDMhvE2wENwZDNwMPhjps8t0BDbd2ChjXHdz7uoWGKr73J90ODnyNjgtLEP52AIXF768nXE/SW7nl20iVJeg01TNyyq0hWmu8adW0+V8JvDbxKDWjllRvAwsCJsnpCK2j0RM4P5eBBaCgdYAHVhJMODWigRxvpJwZwrDiEZ5jM/blL8gikwQxQSiKMqQuvpHK6fb2le47Iuv64bZiUymFSKofJf02DbUIDWmZ2nFoauHV6yCI0rA68Rg1TsE8zAyvGQW+9sqncERgxyQ/2//BZCwbNRl2SWHaRScPWPYWuQ/2HtSzYtUcAQ6e2dWig+gENPVMXqMFggla6zVi5WIcGKiGdI0HDMelrdIZJqRwmpXKYllT2QwOadi80xGYb0ADzJIO2qMFDA43nw+isghh42W1ALDRgf/pyp2yMxbJnv7uEWgN2W2mPRpCuYIFtsVrSDQ2zUyjCQKAu7YmMIsEZAYhWTv8Tdfb8p0jQcCUplcOkVA5TCxqsUSFwtXn7VmhojppTQ3bvS55pK9DQej7hRjTD/NCoDA1WVwLRpJUGH+NhaODWLgFuKP98JU7LZZAwfFppuEMRrZl6z9nzEqswNZchBQ2nSNBwJSmVw6RUDtM6NFhm9lyxfxQaXGkjs/dk2EgNbrrlMLrSTHSw+nwCx6EhbvtqsNDdf400BFgBAyJKEQDvxGHulR64v96xc0uMfom4tqCXdVqqsOyBhpD+9A8pWtBQQzrbtM+e/xQJGq4kpXKYlMphuqfS1RbWocHMlbZX3L01jndmvnlne8/GzajBQ4OhLYYo2qvMCu9gjXVo7n5L5eznrz/ZMpsI0AsNdfzwYYfweAAGxQWXow4awM/hPxfMBjTQ9DPL5cMEDZfRiLTr6jxMSuUwKZXDtO8jDZ4ZhkFDcb78iUEcOFBDfKxwE9srDNp8PhEflhRDrL5ady0jTf7fq4JXbJI0iHNOGDx48SY0NEdfXrlEwEmEFvBxh3VomMLKGgH5pc+zzycfEzScpvPTLknSC6gTGsirt6/uXdBQnNKqA62OugSC1PD1sv0phTSKvucT7Hz1bjw6MGMQuqO7H69rXkak0Wr7aqWZF2PDDWiorzg/2Lqei8nNjD8LQeXQkIzAvSGGNFhBw8k6P+2SJL2A+qCBP3uwfXXfhga+e4e7+q2LV0INyYcr6xi3Zu2Cwho0LHZadtQosbOvT3AfXCw6JWYA8xCgYa7FGOzQCw1s2LB4P8LtWQUP54sJCTQ4RPGL5dG4E8++7FotNT1Fb+mep2ddkqRXUHKTvhhIixkehwZ+0EHOtm0ZSA3LS/e5DOSGLIi15xPLSOV/1Q/dtq1BQ12X2xmgoeYVtsh06yHnxLzf4q6d0IB/I7r8x6FwrSKFhjlVRa51aLhEqeEt3fP0rEuS9Apylfp2ocGsGtjmxX0NGmCH95Q+xwgFET8bYUM2qqcMv9Bob87f1qEhWj7ZJ7SiegRgWRghfngBE2fUlrofhYZlWGASPu3+1PmluTDdOAk0QBRn29dbuufpWZck6QXU9XTCPRDohYZWq/D0gFyn49o1TW78GPYmNGw9n3D2NkO4y4Zl0DDXH/Xe369xADRwRQPmMe7u7uQtowZIPk2TQcNtBJ4iXRoLO8RUlIWWCLfeAt+rt3TP07MuSdILqAcaAjNsQsNqoQEdvYxWXGTz6QREtBl2CdWPGksVk/P/YnSw2luwJWhrQENdVFZoCJ8wrINBjpfjLWhI6g5WXT1zdFovrrENDRhl2bQOaIj9cRbaW6OuS+56D3yn3tI9RyRdf9w2TErlMCmVw8Rf02BN94Xd5CvWvs5sQIOhTX8JbKvr2rULGpIgPFCgrBoq/t+NgfvwTy6LFTITRAtGo+XMLnuqlwY3N4zNT2TJFg7loYFCCWURH7w1oMHS9UEWfEmhzOh2J6fr2RI0HJO+RmeYlMphUiqH6ZbKxH3dhdsxwxBoMPZo6xiyMcF8GBrgYwiBGsANzZzZ1njLuOXLnUpIdUlUr2hAw7L0ulldOIUGiMBBAfl4OV5DsNHQYDRHXBw0g2EEDdeToOFKUiqHSakcphwajO2w7gWDtc3nE5vQYO6pAA3ZV2nwM9z6EzOsBEHQ4EIyNGQrplYOhnEZGiii6oQNJ67u6UocdAO/Dg0JGRSDz6FhqtGNggb/hQ7c3Y28Ag317JwnQcMx6fI8TErlMCmVwwTQULwgsVlgBnebam2H74EGc9ywMeTmDH42X4xo9J8tERiuURGEahEWoYEWQd5r/oU35wgNVGowP14EG+SH2g0GgWXAXN3QgI2a0MBL64KGugSm1/MkaDgmXZ6HSakcJqVymL5S6QsNKTSYkaV3WHwnNJQB4ZHHeGhIYwg1ehIb7wyhpUkiaDBvyzBY9GnY9xA0wOx1CnOvsuhcYJOLbQsaIG72/vth6lX2RJagg6o0nKERSdfVeZiUymFSKoep8ZEG9sPICGOhAcZYHzLtVLoks23E4G0dDRHtFF82oGGayr9XFW25VjOKi5r7q8N7g3VomHCEVWio03qEiNGFGohLSkwR52gLGpKRILxYC+l9z3yzBA2SJEmZeqDB6p13qAs0LH4XNDhqOFRqiLOlZZPQP7E3Yzs18MevMTNoWPbUZpA2KhQ0b9xtWocGY9MtISTQUH27jOGhAYbDccs8sOiYIRc+PYkhJMh74AYnZu18PVVv6Z5nJ12SpBeQhwYD6w4NnGkOhwZbG3J9CqxTuOMNDoF9DVfzdXNz0GQpNFiABpqlCxr4QUNpBGGZUXQ0PT9vwMbhPNNycR6KpBF5fQvg+LXzBm4Q/QgaztfZSZck6QWUQ4Pl0DB5aGha/JTZ+GoUGxaf90Fb9pNtcUs2CxsaVcwhA98CDVNivTS1u/dvH8WFQAgcHrZxczI0zDxU1BFoWJCzrgOWXLNxnt7SPc9OuiRJ19fk3H0bGnAX7XXDhoE24wjz9ITunG4HNJQ5ncDWHDR4HrAADYuJIjTMNC55Lw86Gdu1uanZvfEoBZ7MVvJT58Px4GfpGw0fAzAKpxZ64L84Bj01qTtKmmrwvU+ovk9v6Z5nJ12SpOsr1hE2oIF21X7rw/YFshMa+MFJmC1dTJyz2HXRsqzqY/j/TWhwbe57DEwbbJQ6OGgowfg7fw4xgQb6wALnB6OmKHzNIoOGUI6opQs4CCP6Aco+X1yAOeDUnqi3dM/Tsy5J0uX1MDTkHr8fGqjmsRMa6p30jo80LHOSDAasplb+38rSJjQYOLG3Y+uDBjJWMHEHDTUFczy8DQ0zherjBJ93lQsYLu3sVm9xOctQkOIT9ZbuOSLr+uO2YVIqh0mpHKaPeH8fPongvNdoX7MwcBga9pQaqEfkmq4QEmoAJ6seThMk0LD8yWVAgJnDY/tHm8+hwRUZyNZXoGGivuZfTd7lcbwVaDBXjsD4cyTAlwBfzEA81McFmEHQcFD6Gp1hUiqHSakcpl9T6TGhq9DA0JB6/AFoeKTUYEaswwTQE0IDGorlGc8QoOGjCQ0uPHZTNF0ctZj0GjTM1adL0wANyUjWBQ1RBsNwXYGfTwTgyKCBlk8j3d6V2yf/e3V6AGdI0HAlKZXDpFQOU7k8V6/ZCw2twsBxaNhZajB0MQP3n8qzht4QqDpgZuhptxbecWtdA6HB4QeFV0iEXdMDS2L1bN4Y2lzK+n60uhYXTTc0GB22uJAyZQ2m9KrT+0mWbV5FhYbtk/XdukAIz5eg4UpSKodJqRymQdCQefwRaNhfaqA6CRom3WvvqFusQQNWZPzaKjSYg4ZlL43p7sXN595Bg7tz96GV8NIAoqlbAg21COD2cxXAsjY4Pq2uTJ/EXuOfKU9f0LB9rr5dgoZjusbZ+xFSKodJqRymBRpS4+qEhgY1PAANO0oNkwvE0DC/tCOCiZ3UijODYzoHbkKDzxA/4iCnznKfQgNGhnZ8GBpCKCk04LRUPqFG9X1UUrasjwb0L1wfU6XhTA2ABn3kbJyUymFSKocpFhr6oAE8ouHxz4GG6M3UjS1tz+xgb+Z91pgfbtCwfBDSaq0jFN8t/LMO5OLZ5zPKpvNofw9vHhqolmAJNEBc1bfjZBAwpXsmuSMEDUZr9i9g9DLQR19h6Ht1egBn6AJ5lyTpygouHR7Wr0HDWqnhEDQcej5hYHV2t0Mz8rquCKY41swDw4rc2ogR3NOJzNjRb0Pyl+ihfbixpyqIKwJk0DB1QgNavjd5SrdbBD+fwJ90LvjpRISGmr3T3evs+U/R+WmXJOnSimZnq3yQ7swqAyl+9Mazo9QwkRvO9QAZUy9/BBDybmYwC2ZkcpYdCeCeCQuWy9AwQxdLvH3GBg4a+DSBv1sHNICHt20duMotYnVt/dCwDHQBanhL9zw965IkXVuh0HAUGrzJHys0PFJqKAZlzqM6I6BCAz/xoOWVUXFxMY8RGiw11q3RQwc2W4cFsL0CDVQricM2bN3GQ8NMMS3Hu0/Zt+ot3fP0rEuSdGmFG/u1jzRQzSCaopHLPwYN+0oNxtBABrWM2QsNMy8JzGxJD7ZY5s+i9oPhMwKyTe/H93juJZLQga03ARIIyu0xnA9eYr4WD48mb1vQEA75UstcqjeuSV2JfyOcp7d0z7OTLknStUU2uAUN1oaGaPJHoWF3qaG2d5YEx/cVGsw5as5UHhqMyuuGLczlJ7qmf7zw1dnMHoEGSIyNgwaDqV1EydpwVFoutzFuPd+XLmh4us5OuiRJ11ZSVXcm1g8NTA0PQkNnqYEeBKAF8vHdDyfa0AD1A+/Pa9BQ/rVnNNalQ7B1HN3QcaOVZ48+SrDmTwwuB5cYhoWvZTKaNcxcj+XQYDSEGx3XVAaqIW+ete/UW7rniKTrj9uGSakcJqVykD7/uM02nk50QIMbY6VXV0z90ABI4AyMDvfM7qY1uCP20HB/Dd7mbuo/xyOswHgg1jVouA+2WWmoX6SI3TJoWA6vQEMKIx4aQgR1Th+r+RFqY0jAHPr08OK3S9BwTPoanWFSKodJqRwl/EYi74m90DBb+Fahdq+uoOB2ft05kAnY+OBg39yZxaKrmacDV5+hu3wDO7Z90MBGXQeLrssPCZZ1VANvrOgANGSHc2iYXKw5NGCgcWlLC0HDGRI0XElK5TAplaNUoMF2Q0NWapjBrB6Fho5SAxMBWdI+YmhM6nyM8WAdGsida0bcuB4ayiZY8yY0wA6MwcdUDT2Uh9w4y0YZNzkaO84EJrDAPNJkPG5yOjMIGg5Kl+dhUiqHSakcpMlBQ+70PdAAfne3q+PQ0F1qoENoSXuJISk0xJvmkCFoC7UOiMZhRYCGYssxiQbdu6DBD8lz0aODVWiYa5dsHosNKUGWQYN/TclKxjOI/0QJGo5Jl+dhUiqHSakcpPLVx4s7PwoNcL1/GBo2Sw3lCDsXP7U4OmX2OYkmNBiEAdt90DD7JC79vcN6i27V9imu+rq+oB04TJm2eHjILw6RzPnVHNy/dqk/IUEwOm3ZFb5H+uz5T9GItOvqPExK5TAplWMUnZKeM+StGp3NUUM6VH9cHaUGusGvfrOfGFyhIbp79WEMjczZCBrSblh+mb/+GSe2ZwcNNZ+zU6UJcuUYLPpwLVisQAMMl0MDDpFOiqkIXLE0KzngvNUGV2AGQYMkSRLJ315vFBqc/SeNFyNA17XD0LBVanDGHh4X7J5wxhE8NSwT1tDC0qsRFk/l+Os0SAN1pYY2Xl74W/UMGuorCja5u9+GBgO/51G53exkTWiIxaAYlg/+fO86P4ITdIXES5J0Ufnb611PJ0KZwspY9ETdngANt9fH/SbOh6UHNuIcGpybl268evfEgLzVSjGgRAKv2LNL8zqTlRzQtGjUNA6mjGEAv54xhwZcIMo8QqXQwCsvL4hdBA1n6QqJlyTposqsEnekrdq9zZga0l7dkW0/n8ApYO7D0DDjWtxjiDp0Cg2JJW5BAzg0LKJYcoWPxLOXgQ0O1hwkceExLE3UeIEUcJM6xicJTmZpB+M1cJyUryxpp+n8CE7QFRIvSdI1FY39IWgItYa017HQ0v4eGh6pa4TZuNJAy2RocH8TCYFE/3N93f+op9XCQ7RmHLjO6xgiIEVx8TY0FGNPKw3wLZEUDy8epw3tIzTwIyYmt3N1egBn6AJ5lyTpogpPJ+rdqXVAg2/tqMEegYaeUoMLH2fbMx1yQAoN4HW8ysQlodCQhOOBw/3PDI3d0whOgWnN7Te+7IEGsHqAhiSABjTcmztowObGr/0q+f204yx+h86e/xSdn3ZJki6q9EG+sSOZbUFDuAeHsvbD0LCKATGu28z77IaLB7U3QwNaWfuhALjsshdXj3CyGGTq4ks/F0D8E80taKCwwJSX6fDIzDoGDXN2JCwDKMXlj7J2tnudPf8pGpF2/XHbMCmVw6RUDhDezK88ndgFDfUu/NYk6XUgui5oOFbYqHe0zqwiNOANcOav+I80znFEhpPEQEvC8JTMiWDkGorV0o4343p3vwSFs/FqILByGuP8rk8aZR3NyljYoQUN16EGQcMx6Wt0hkmpHCalcoSi6T4GDdWAyVp8r/7oNjBgFDTct5xVOThANrKGS9LNfHHswlMIDc4kmTP8kuI8eamBiGRZUx0cpuPTEwsSNUTLQnA7syB5TAyEO5ilg5mg4SQJGq4kpXKYlMoBSoryD0JDQg1Jr+PhxRallqysUAAAIABJREFUwdEPNdSm3qrcfX4/NLjP+hlSg5nrW2aGfGEvKmJAJ8yrt9+afgirkgTMllUaNqDBkp1DoCGv6nSexu+RoOGYdHkeJqVymJTKAcL6v5UKuttj6Ez+ihJpwhf7s14PxBcaGDZYb92c5CvadqHBMiMjy4MX0Sj9o5vojWTjdXPpEjw4wJiPxdCji1cTKOA2h7QHGsz3gY4OC2pcLqcQByVmFjScI0HDlaRUDpNSOUAPFxqyI9UdF+cIvXbEt/7EIYGG3RP6An9EJcuMDN3Tiken0LA8n8CmZLhr0GDO/6lLAxrqLN8ADVSwCH2g5yY0uFVjPWTpJmg4QSOSrqvzMCmVw6RUPqzEZQdAg6OGhy7+W08cVqGhc0a0XUuhAa3QPEzc2tIWuWrpZLVl9U+3abjpCg1NaKDwMwqYfbhzaD5zc/cy4wNGi93QsDRIoAFXI2g4QWcnXZKki6r1dOIINOAjCE8NodcjEbrDMMnkgtkPDUb9AjRQHOTC5b4dbpZh2xZoaDixoU/iPLS+OfS2XdCwDEuvOqAhHOdGGTSU/XlcUAahVNU0Qg76zuI36S3d8+ykS5L0DZr6XXFtDHPmsxca2h3445APQUM+s3loOPZ8ollo2AMNZQPvpBkgjMcqL8lzDfycCw3sy8tE/hMWdX8+GUCDUXO3RthOjte4wwLgSEJIPkGzS1JpU7bO9q+3dM+zky5J0nBNix4dxJzHDoIGpobYa0+MYfi68MHQYMQMO6HB7tUEsMv09nl2O+jee3arwQCyOoWP0mA6GhXrMfVYbe4WyZsZM3hoSFpg4wwasBIDr42LS4KGp+vspEuSNFpT1YOjtJ5OzB4BbB80IDVY7LUnRhx+Yl5qQsOO5xP7nk5EODAz73boolZd3Lh13aDRl59lkWTTlky6AxogeG7u1sjxrELD+oOJRhbc2PTawik/UW/pnmcnXZKkwQLPfOTXOxrySt0g2716iII7HGgAG+KlBBp2lxoCNCQHnP8VMkFDrvvRh+FoGxqwYk/4UijEjwu9O6BhedmCBoQE5/ptaKAWfl/eyjguP3YCDaf711u659lJlyRprMLd8EPDoPWMhAaihuNxerIhXvpGaAj3+dXa4tcuOrNDO66HIzyY0XMLsGBfaECbd8O4RxgEDbAXxjU/2ordr0KDYWjmD2RNS3y4z81VV9R/Er9Nb+meI5KuP24bJqVymN42lc6MD/9+h5t4W4eG/DK+zhOPV0QiNMAB54ABGjomjdxRQz8IDcUfwSaxQL8Eu0SAs7QKDRAiDJ9BA7nzV5AUxKPQENiASyT5KJgU4AVaGUJD8932dAkajklfozNMSuUwvW8qFzN8tHybGWyOAGv37xvH4FnCmCiJl+o9KTTYZzgpNEDQaGilkaGXVgqgkcoEJfxl/zJTicBg9LkMBqszHLhMAOOAL7M710hogTOPBj2Dz9PiZ3p+gcfWHmHAdFSMqeuozXBFvefwGyVoOKb3vTwPl1I5TG+bysIMD15U01J+7rlHoQGw4WCQsR5CvDShfftdx6GhVEgM7BV81Ay9lKcje7Q6SPm/4zQ4nWycrtDgzBnHMQyOzTmFhglWFXHD+X0KDdA2hwYexWVlzqEh5rH3HH6jBA3H9LaX5/FSKofpXVPp7kAfgoYyzMdqoWEdDDbu7R9Dhji5qzuYGfvNAGjAiKvv4aahX+bQUJnAyGI5fEAqMllfaMCRSxDLONjZd7iv0fAU0YK/+tTVDIQGzyMeGuibrLM81tNzngQNx/Sul+dvkFI5TO+ayin1pmMD2XJtfhgaHq579MW5Axp6c9MPDXB7buiXPBsMBEgAdm6xgaMGS6ChVAdqqBEoYJaACTO9IqfH1ThoWEbBPbUtHmo8noAJmtDAI6ePzU6ToOGg3vPq/C1SKofpPVNJ1/xHfDq9J780NMyd0LAvnOqoCA32NYa58oLbBGiwPmhYuuLxWouZKYypToNk44Iw9mGMNusc3kDVt3l8GMhRAABQ2B/loGHqggYf+4kSNEiS9MoCM3nQp9Nb8otCA05gaChU+p8zaNiKJ2GwMG5xYb7LN/BJH46vI+AwWXrpGcOyTr/U6sIUxF5ogJVsQgMtslq726pDzUE4tHuWsgENfSfwm/WW7nl61iVJGiQytGA+e4eycG2+IjS4CSyBBqOV7Ho+0YSG6mvLEbNqfg4awsyUUnr+kaUqkAUgQxib3dba0AC9af56sIxUPDt6Pu42bsZbeaUBD1kODXUqblNPz4l6S/c8PeuSJA2Svwm2LmNcH8mSpxNzMLXQtu/gCKXQ4J9VIDTsuVPNocG8gy5TL0zg7TODhmQGo0gpCtcoAsl0HBr80Ly8MlBi+Qk0pK1cOpLDuOp8fHrjzQUa9JmGp+vspEuSNEjLJbRebO3ob3h6Q97y/+pYp0LDzNDA9jLP3vPtUWhAu/RV/sUls2oAT0yFCws5j2GYGRqwe2QSoaGMSeHW0dwKP7d9W3ZvEoXCSXEHEmgw1yyDBupl7hSf7l9v6Z5nJ12SpDECZmCfPDzUzA7X8P91LHgGNMAM1gENK4iTDJ5WDIJfUjXAQYM52AifWICg80w5sghOy+WPDBqol0Hbr5y5XnNsW3rwjwANmTw01AO0ZREaDMlraWKQibP96y3d8+ykS5I0RK4APhQayt5s2E5omL/rakNw4A2FfY9vyrdLDWjo1IOdd+ZHBFCPJ2jAPCQPd1bOGkMBGeqtLU5Of5IAY1JXrEgA40Rr9/3NH3YBJYog4jvzskNPoybhHJ+ot3TPEUl/zz9u+xYplcP0dqn0zPAgNFh1uI9HoOG5H2owMhTYvaxlsqZ7rw29Dg33pux4LWiwCA0uUIuJSur21NbVK2p40K4a9rKP3yro4jxR8Hc87homgtm4zxo0IC7k0OATeYYEDcf0rl+j8w1SKofp7VIJDyfue24X1kPXVXK4kspGYf8C0AAlhQY0HCs1tKDBm6RvTE6ZQoMPHzHEtwhjAx4txzqggdYBm3g7T1aOLADrckTgGiaqBwI0lLOFy65tMmjgU3yyawsajuntLs/fJ6VymN4tle7hxINGnUJDy/auAQ3kgOOhIdgazLVY5gY0GJydqTFJK0+ukuCWZDuhAcsK9Xhq/vyq9Iqy0LIyQj0r4QC8jvnm736aAzScXmgQNBzUu12ev1FK5TC9WyozV2oYUN9otf/VoSE1cluBhtJsM6J+aLhRg5HXodVtQQOYaBqVewYTctoPDXjbTu3A/LmmkYFA2OG6+UN1t9EBaE5psvpIo44LC+9BvidI0HBM73Z5/kYplcP0ZqkMpjQAGpbBXgsaor/cGtXMTH7H9sAOGnI3LcMGezVHBv7xRJ1kAxpu/35ndn7DKMAECTRQA/ZvXkZYZtAaNJg7BMAAx2tzOpUxAovQ0Dx3z9HZ85+iEWl/q6vz90qpHKa3SuViffdr7J4KfGM47P6R7m213hhsZyid4U5klDMVssuWQaK6Sg0pNBiZMRqu4U7y1TWzw48rrELDBJsb0MCFBFdJqBmKzThUtux1JWuvQ+IhZKkkTR4aXKKvVWgQNEiS9IoCFym301OXLTbHs+hfq9DQnuv7ocFbDUND3ZoZp7adpx8a/C114oZGbpdO4v5FTBeKhwYajNHjEDR43+a1bSlZO4zZyEuSpgwasEErjefo9ADO0AXyLknSI0qZ4RGnTnvjHDsKDc1+A5VAg3so4SJczDM36CT0Cg1lLVbMDLZhJ/w0W/nQv4cGf7w2W+ggPbvZUw5y7hIsRF0CNW/F6OTR7RNhErgrrn51rGXyNMww0hUKDYIGSZJeT4uJLHeMndAwtS+669Dghtyc6inPJwyMst5ir0LDdkjEYmRaZfTilwgX5JzO7FahITsO7UAh/AwaaJ0zB1bzg4cNH/Ysu9aMHqIOKShgZvUDHZCZbAxIOIyLDQwGPd+8Tg/gDF0g75IkHRcyQ7mW9jh5cZ/sYOx9bWjAG9R1aDCPAdvsBDfNK9BAlskvsbk10hf+3aZslVPz7FLBgldIRt4JDX3lhaqYAYyD1pgNHU5P+vnKyxUaBA2SJL2aUmbwzwSyDxqsUMOrQQNMgQ7ED0WCK0HGNkbF2/b4dAIeu5CJwk88aM30wWh5RMv52oYGX2MAIy5xARq44Ph5SZesLhH4hFK8HDPfsxzYgAaI2Vay9EydH8EJukLiJUk6qIwZWr4SezWoAW7cXxAajHw6BGDeztc8Ghq7QS0x2qSq7/qtp8+nvL3aeH6WtwFhU/1/NeIEGpxvh5pFh2D1LWgoCYBeHOAKNCzB9WfpKbpACM/XiMy/1R+3fa+UymF6i1TWWsFygV1erzo12GR2AfB94Wsakgv2paAh8WlfdjGy840be2i8BQ31PLBh9lcadkCDhYTWVSyT07DViOmZQb4/q0FsqC6QyIkyTHvL1rLumUkG0hWh4XPrQ9Bwkgb8Er/Z1+h8p5TKYXqLVLaZYQ80ZM8usO8tlc0BLwINSXHelRK8K/nj7cDJ/O8+aK504IsNLWjwSRgFDXVrmZyGxcRgT+/6/sAQaEBsAx5oQAN0xbjupLYM+eu78gKOfYEQni9Bw5WkVA7TO6SSjYr3OGOZfMevXrAdD5e+LwAN+RP9FBqwWQ80+MbulreO4IsNrp7RKDRQAWdejycs1hw0AEAW+64zJ/f0tGMdGrbgIcWMtHiRQ8OS5QQa6iGoGF3jF1zQcEzXOHs/QkrlML1BKteYIX/uDT1txTEPQENjomy4xxbdUA4NbMLelWw9bF9oSKEBBvDU4EsU1SNbTyeWHsegoQawOPeyPvBktmcCDDdkggBe+aHQg84A96OFR2igeonVrJug4UwJGq4kpXKYfnwqnUeVXXDcWlYN1eKHoaEDCTax4nE1nyRYTYt3JW6xOSaW0uHzAHVRaNromLuhYSNJTR6M0EAPA+rSORH0mtdNDt+pPdDgwgpRlfFqrpYRr/ELLmg4qCucvB8ipXKYfngqt5hhzcyr6+QO5bt+rI3XCw3fW2oAV7L6szpWAg3QcCc0WPJ0wkeBnlj/v54+PCUrWVo5E8ATNCktwm+XvBBCkXFvsoN3elfgyBKDc1MYbgxHdrf9U/kXUc6VoEGSpJfQJjNsQIOtOJS7OK/s3JhnR5OHxdDABj8lB7lh6tIpNCxJo2GSLBX/pGBiDiI0bD6faKQTzj9Pje7sgak+m/APrLy1p4YPQ/uW29AAFR+MsMYMOb+vcP2EnaBLBPFsXST3kiT1qxrEXK+o/LvsXD4/lPp4akpN438RaHDW3A0N7Le1vW1Ag7vdp9ctaAgmu7FUGgq7lPlWoIFs2T9Cqg2dwzf2JkWEXmgwDMsPweeqnLzr+NY1oniyrpJ8SZJ61SgzdHg/H8kd6g2god69tk3IZSlAA/jZGjRQkSFMRmHTgA9CA0w4wxrKC1gW9K6r2wUNsGRwfPD+w9AAOYGlXce3rhHFk3WV5EuS1KkuZuiEhqQY/mOgoSwvPASo0NB2achSaVlMkF6Scxs4aHgyEXIQAts2xfr0wOLU5h7ALBsxbHRifIJjR6GBu7h81eF9Z+PkujHcApYuV3k6IWiQJOn66mOGDpvPyuWtji8KDdYDDbkLMTS42kx5lTh3tcQD0LBdalgtNKC3Oh/nhyqIDI9DQ2yBI2xBw1TPBCSKVoJj2ve9i3brImE8V5fJviRJPSp+Uq78GTIEc0kfo6cO1YaG7JL90tDQyJAbsRsa+IlGNTn0Qs5BGtj6rfQaNDivRc91YeNDialAp1+rd/jG3rTQ4EsNuECIzhw0QNzm4xA0XEIjsn+Jv335GVIqh+nHphLrDGVH8lvcKGOHC7j5q0BwpY/NZx3r13I09IcvOGlVJTxMWFZnDhpm/r9Z26WxapBAQzXLFjQYBjK7iHzYJZBNuGpCA07N7gthA+sssLCojmrQL60j0KEwlX/kQOHhXn7b1IN0rmAqw+Eu8QsuaDima3zLxo+QUjlMPzeVjhkaJmpto3dGZa1CxGLxn6lsQkNXFWFUqcFZXDpFCg2xupKVGloDkpEamG8vNCw95zAVIhcHti+ZE049x41GgaRm8xg0QCPqUdaOcxk/nzDMB9cheH7Iy/3FZ4dr/IILGo7pGmfvR0ipHKafm0o09TVmaFk1VSDqRbjd7RrQMHnlMziHWY50QcPUHpEfVbgy/wY0VCvMzoW5iLYq8HT6HDRUiy9BUJjL8LDiJZWEikambWEjyvUwiynyzydqQidcE4dd2/qEX+MXXNBwTNc4ez9CSuUw/dxUktG0kWENGmr/jULERaAhwEJYdgMaypEmNDSfrcCItgIN1HHyRwx9shMaNkoNeS5xL7guW61ZsN58XDbtpGwBe782XZe6dJirDQ1JqWHmRhiTCRpOlqDhSlIqh+l5qVzz7W+az9BZmnPTzWPuL5lDXQsaWtWFFWiYzRvMOjTkLt2AhmSuLLXknPuhwVd/tnKJrlvrDT4T9VUPNIQCQxsazNyx1mQ4CmU3HOVGOIMJGk7WiOvdFU7eD5FSOUxPSmXiZ98+oaGxrEy8fVOa3WbHXmsfhPxmaEiBYTmQzlAdGOej4wk0RJdegwar3mYhtXONonSqpmvNXJdTsp6oFWiApXlqgGCSuEMoDWigagKN5Xq0koRYACepDQ1wwnzzS1wrBQ2SJO1S09S+c0bbKmHnTZO92UgtV0qGWjuwHUjfYkNu75EfhAYyuZ51OQ+k7XaSuCU9OGhBA5mjNU/u5ukxNN7lBeTOG3kyLiOAHwvMHBKaDY0N1qDBZ46n5WWFU3+qLhPIM3Wh/EvSq2lxtCdSww4DXveXGe6EAzS4y7Mrb+wN5yg0ZMAAzjFhwyW+3I88BPBiVkcst+meMzagYd6GBkyrL040oGFqnB6CBnLruuQadHIqeqBhcXFfE8Dc+yTVPZib9CTVTC1NoH88pVfQZQJ5pi6Uf0l6MYX78+fMaXuhAS2I+8eh9hUavhUayDa9geUWj/9vYE+4nw8enLeP0FACsVITcVH0QgOOju1iqlqnB1aB2YJMLA3mDmggxy5j0ZgRGhzS0U6XCwyN2W1Om8A7wMd9ri4TyDN1ofxL0ouJoeE5v0n7oCG2bUNDdnwMNDSteXOpt6bRvFxwD0JDEj+0X3bVIQ1t7bPltMhFUZbNO78BGuKC0HZL/NYNDT7rkH9ydlhaNf0ADZBzF1qaU+gU9z3tV61DlwnkmbpQ/iXpxXT/7Znv28/4VUqrB5uNLXHPZbvlrrbqSnk4ewLpXSuZl5k5T23Y9dxaFhnYDmjgfyoB4plQLgpn4H6aFBrW8apxSgNqeIenn238myH6uSFKMTyqwJpKBg0TDQlnNp6epSM24oyvvW+eqKvE8VRdJ/2S9GpKLtZPnnJ34ym6Esd/EBrWwzkEDcH+FmH0qV0vjmdkrAZ7LbobRRYYA6LIocGNtRyjtn6aFjSsvKXa0IDh1FkZFpaf2ZlogRcaPa0D9gEveAgIpQZIHSUR8o2zBHYRNJytEem/xN++/AwplcP0jFTiffaTLmUDoMGcKXH4SZ9Hv6bhIWgAxykit777tXNHdqOHoQGtDu1wCWPphvfqS/GldvXTTCHsrUpSetifRizQhEJDcOpsyeDpYNolf5gUBw1laDxegCWHBodXm9BwW/klrpWChmO6xrds/AgplcP0jFSyq10TGnxZIRiML4bHCX5N5RnQQEiT7avIcBO4YjkryV19gIbseUAPNOTnnaKgUsNq/QZAYC1V7UJDTAp4ul94NryDhqgyJFUa+LufDkMDHOVyR4zotshrXCsFDcd0jbP3I6RUDtOToMH4Gvz915B99htbJ9DApYZooqdCQ/UUKCxAwteggSbLoGGOjhtar0JDTZuBLcLPXdBgjVOykcgkJ5Ua6l371ywPQENJQw4NtgINpX8fNOSNyjFBw8kSNFxJSuUw/VBoQOvrmK8bGspwiSudAw3Z/fM0xb2fbdGmubjdggYcxGyttbvbNcMP9NU+aIvmRmTrTSah9pHaNhIZMAPPK/g5rNtH4pacquThADTQuaGo6tg0fD3ggijLvMa1UtBwTNc4ez9CSuUwPRsankQNO903NPeUkBmOn+ALGrDX/niGQUNcgDnbXTb8ZDEEZ2+xtTPLpMq+9OemNQiYCd8lSUgOGlqlhiSRvoNRYqrz+mj8qYDM0qrR2DPLLysrLzCra9BA2+VobIR0cdspaDhTIy5zVzh5P0RK5TA98yMN/bf+A+a0I9CwROf790CDtQsNu6EhUMdKD483br9vtBjbCGhAzzWyxzLDcgyYwUMD1TRqh15oSN5R2TFfmpiMEkNOvgYNXBWpq7Kwh5JS/xQVz0LX4wlIC4zvpi2jQqcbNWy/ib5fF4KGP/zut9P0m7/+5/zov/2XCfRXD830/Zc5SfqZwms+XZWfNGcfNKxCQnCcfIKHoWF/qaF5w52aP/iguTJ59nhiJDQsL/N6Bz0QaE6CzUOpYSuNPlHTvaKUTbwNDVAzoRICcYJ7UXcUgHAnxg0J6QxD1DEgy77JM/i8S5cI4lP/9rcLEPzlv2bH//dvBQ2SdLYcNDyFGvaabx80bDlWc9boxIPiJpqhrDrMMQ8NfLecQ4NRNLh7FRqK9Vl8VcbAvRxhc5I6RnpK1tOYncGJV3CfYgMaamLZ4Wt0DWjAlddF0omhgbAfgoOP12EJDBETc5auEMOnsJDw7/570uCPyAyCBkk6Rf6ib99/KXOOuRsaYn9n+0ehYSucA7DTcE53xIIlGzofLmGxRGhlQBk4EUODty22Vq4V3DMJOY0RNqABTknrJDehYWltCxsQAlRmWIcGtzLe9Ouo2zVNNZMwlHN86mfcIE8zZ7+EfgXnukIMv+rP/4BIkNUafhE0SNLZoqv1k0oNe703gQbjy27YlZUOzoKGEkfbOA3MagMalgPYz/I/QgTHNeddZuzFhhshLjPun4ZkRqlpA1MDGnCuZRecSTz7XEx4BBpgu/4oXRBOQrbm0CEMWhKXJ1/QwPqqI/zN/zL70z9+bv19bPH7R0kBdI3US9LLaQrOYJeEBrprXTedSBXuxttP+13QsOKbDtbuW+yDaw7NreoQaU4Se6ztiRYhEHsQGsIpiVmsrkmZwgzxGmr9IVluyJBPyzo0YHJc921ooFYNaHC7k8ScpguEYPdCw9/dtj9LCrHU8NniP4+a7hKZl6TXU4SG77+W7YaGdSa4N5h89NB8uffNp/1eaCB3dMc8rc3UeMWhYXd0xxY04M20VeezygxJ3T81Sh/SXIcsx/wpWctiQKilHS+41pXS7NBAMS2QZEKpQA6b0OAbw4w8EH+FFg5xqVLDBUKw26ccSx3h99P0m/+WtUjqD8c0IvOX+NuXnyGlcpi+PZV0BTe4lr8iNHD00PxTD3+3097A1woNfL9dWoUFZA5d9q9AwxQaO1809LBlT3wWAONz7yWk0Kbsay4/P31uJeahATK6Dg20BHpRfwA+UQmAclVj8ambnSCXriUxDyZ/WeTHFajh/Ag+9QtywicfhKLCHxufjzykAYm/xrds/AgplcP07al0V/anlBqat6CrXcz5z63/FMxr9ou6d/n8cids0R69O4yuda5AQ7RbTn/DoqMl2TIENSdvDTbn7oA5JBwGI2xEFKNvnJJGFl0uGBrim9KTQTb2DGGjafNC8txgdyok4EC8K27NdIY8NJRF3b9y7FydH4Hdnj1UJPh8FZ5P/NL6U8wjEjRcSUrlMD0DGoydlK/P3zqndf/mtpEA7sH93nLd/zpeoSFM2x/QHtzJ4Saftfg226O3xdqFLek2oHdRDw3ofwYWtsw9JbNOaLUOGmKNgBOTn6g2NDijvh3L3pQxDXugARfifb4cdAAzp+0TVFirNND+sqgrlBpOD+BTn39vCZ9y/H1SVfj6HOQffvdrxv7jf30YHgQNV5JSOUzPgwaLFYDvupQcg4YcCWr/DWiwz8tzY9qd0NAZ+nqhIVry107w5OUV3nT3Q4P7uKC3N/NGaDT+vIBOnQB9zzIDj4nJE5CwVCw04KrDwG1oqDn1WVmDBrTzZVTsz8UJV6JJsgm7BQ3d+oQGeCDxS4SGz+rD//WPt/fp9Ju/e3A+QcOVpFQO0wnQ0L41/qY5D/Zp+4UZfMPA1wYMlEzrlj0qdAwoy2a0ZDbl8tIWQ++DhmW6rNDQgAaDKWrm+CV2gvA3oCEpzMQcUiaWSQyhoX4ykkdI3gR0hLKCC+HFw/ayUd88DiVWoMHm+n9c9ewO3s/cbVPQcJf7FMMv8ZOQ/CXSj/4dxYi8y+iGSakcpud+pGHj3njcpBYMZm8fb0VuKWZ02a/ckEy7I559TTeSmUMDrwD9O4MGqOp7r/LQQAaJ7SszED9xaYOgoVIDdcihYaP+UNrVs+RW4c5wfAaRQYMtZ9wZO/+1g09FCg2Q8nnOOsKZw0aUAQIOwr3v+0Xr1tnzf8n9acQfIzTw90F2/CHFtKoPuCXTtra13beN1/zb71F52dP32O9dYvqbfdlpDC+46VpKC+eN7kJd47HeeErTjZjRCb+2szxMZCjVemyJFc7FhEu/jwvhVDNc2qO1QgoSpyz/Bujkzg2slzuZL01wcq3EUNO1eGPMYYJ7AA0la/VcEw+ZJe+BJdG0yuLp/l0xB92SbLDsDDZSaMAGTWgwfnM88rs8QC8CDV/fB/n1b1n9n3/6/Ecotv6SYp0ZvpJ+z+KHtrWt7b5t55f3vfWC3u5bf+12z8tO0tf35h3LBdfHvKwFLDSBBvC+j9vVfInHQ8NaPDvyg6MmuYIm5LozvJrLXLaI1rECDR8MDa4iEZgh5rBcVjN/teWazBH4HAKDfBCPUZwr0IChlRx6aID9VLKo2d0LDe79UttmHZelU1rL+5NOQl1byPPB3+URehFowO9u+NPno4qtBxTb0LC01La2td23nTibofNMrb4P/N5Fj+7pS26pGTs8AAAgAElEQVRG/Usbd5sJV3O2BWi8rMUHtBKPoeG1Y0b/qoQS2hgaEt7XGh2BrtQmhYbl3MVCQwYNX8lIc0gUiTEtM07L6cMI6JwmqcVq1lTeS2j1JbB6ju5vtyWHHhpCBeK+FuuEhhVq4KStQsMcR54mR25AVgWCH/SvAXoRaAjNH/r7y+V9KknSDvmLerg/bvcrT6P3/upl0LCzV97fmU+5Rt8P8+UeAt8RUHfTrkSSpSwh1h8ADbf+cV1oktWyrJ4Ycr/UII3OYu217OcIjcZaemEElJcMGrKPNJg/te74NE3psG7GHmgoC4BFMVO6BK1BwzJ0bFozmEzMoR74HRqsS7jnTmhI/yZzj07PuiS9oNAiJoaGVWoIjnto0l29nbN4u4Co4NrtStV8d/0QNMwbTQlg1vJoxXhq6FwTT+FgNzQ4n6N9/nTSIGUHFnAwrWSXLoXhDZZke3KnNkBDZFNaG7eDLJZwl2beu2lRyUGHczuhITkLIeSQ/3N0Cffc/usJ1maDDZ2ddEl6RaV3fR0XM3aZnb97xy6XRDMNi/fQkLTLnHIPxXS27UsjoEWAhpnsGRfPC3MLXpaX2xXlwBsYLa8O4rgGgAZHg0MOGlbrChUallAsg4b2WaB2NFKNbgkRlkzLdykxv8mr5J5uPGxgLXSDN0XNc/4GeZIu4Z7b39PA2ixFbGhE0kc+I3pzKZXD9L2pTCyw5xZ52e3u2HfOSa7U0w3vIlNTmYK34jQfSz9/pT4bGjwKWfU6b6YzLm+pdvgF46TBq/y+NWhwzyfubZBrkMLStPRBA+ywx6ChJhFCuocIS+b1R1cvB+MyuSNSCTddg4ak1JC/QZ6kS0DD51c3bXwjJOkC0DD2kyVvLaVymL45lU1oWL8FSu4fD8+5hxpKvzY01DaLOSzTwGcYubNb8K7oV5p13Uem0ECGONO+YpOx1IBuSBGwVVm2cx0anKffBdOtnJQAT+HtxRMsx9Yz3AEN1cF7oKFJDUsTOh++I6CocU7WoeHrUA38PF0CGj4xoX6yMf23J0gXeDwhpxsmpXKYvjeVvqoAO9dukvn++CFosHo3tqdfy7a9a1RvyqEhWM0gaOgsNKxDA9jVcrDaZAoNtpgajVwNk8cm/wrxQOaa0ABjL3t8VjJG4ATymxBWs8ZwSER1Ae70z/QiflahdLf6bskFcyUd6xGXmB5oMFt/hzxF14CGrX/lkndtU8WGBA1XklI5TN8ODRasLZQa/K8WXQj3X/HY/OueXf0aUyfQUAJmaGhYzVBo6MgPQwM6ZTEXZ0+rlYbifHDEWVWyEwJMbuETQsS/w5wpfPNvGY9PnU8ntlLscjQtDz4qflD2auYwSTUrTBpzVJ0r6ehOFOc71nvqEUa1E3UNaPiEgvJ84vf5t0hXTPj8esi/sgckaLiSlMpheio01L3uAULolVyxD01KA273m5wXZKGZu/SX4fErFuiyPR4augsNaH5u2GJL3p7Y5jw0oCnVPo36QzyBHdAwLd/RGCLEJsmIOTS4XFk4RVt5I2jA7sAzJQn7oAFaM5NxR5rKU4XLN8U8fX3QJgPzJ+sa0PBZO1hKCZ9f/hjqCL+CxPQ39+3/8dsHn04MQTUZ3TAplcP07I80WPL0IdzNc/183y8f31vveaTrywg5NIDp8QqmD7aUIdCQN99TaJjA+yheb8mwqvKyFxrcuUp31uVVpyxrZKebzPANAJHWJnwX7XvXiYkFB0MDfzXTFjTMsPIZ2lnY4zvWvsZj3KPFLmXjnoyPCzDDRaDh/jXR/2L2p69/yjL80xJf//bEX/zfv7LEH74aPFRoOL++I0kvJ3e9nnj/csF11zTwjF6j9ZPWsXtuxtOerZkTaFgGp4lbXrMfGsghLTXGrkIDQwOH6qDBrO5vQMP9iN+3BQ1pir09T2X6aJdm/nMq/k0GQDRNofJQ17t+Ph6ChshSJa/wzsGl1T2+I528AA1wqrAZJMO/fc7R6QHc9FVqKFoKDZ8oca8//B6PP/bVToIGSdqvlrfRld3fT+PB9Qv79qTLtXo3NAS3i22CzaF50aJ3QQMNM7XVrtSk4RaLMkg4uFKJeRm1RmzpDbItfckDCQEwQzHFlvSAttUC2XF5ZX7MwFPNpxM7oGG+v6S0cybqi7lGXJJjxj8BOWccgNK2LBbOHeSNOhNCcNovgQyXgQb6t68LEgA0EFU89nBC0CBJ+9V0y0gN+SHylQOT2pxNsdITauc+Zj86+EksNBB1HIAG8McWM3QVUShcRpHSBu0mgwZXWkFDC3fUTWiYfDwuI6UxPJooeQTbdCfLj9mChhIIzb5yQjhxZSju7py65pgy1QUNsfxAQztoMBgE+uJA7aWdocsE8qe/XX6D/qKUEQAa7M//VH7F/vJfHpzrQvmXpBfRFjRk1DD5S7Pvu2dSsKJuaHBOkbbJHNGZPRx8DBrqvNHsbWNljEEQcAYN4EkZNDhBX5cMZIB7wy5ogDVnM2Bu8zHnBjQkU/npV85CPhRxYwoNxDvIPbxVVsoL9USQQgOygx+ovbQzdJlAzP7wu89POP6nf657EBrM/s//8x9/ff3v//qfk777dKH8S9JryN3kTeFQuQLTbSPUIA5AA/Wni34XNfhOK+NXm3KdzQxNzD9w6F7AvNrOTb+xIOcli7lWAsJm1gEN/v64pnmt1BBu1lNooMXXcWBSzKTnBFd3eBAaOGmUTQ8NZZ9BuDW5tUcKDS7HTWjAmWcnGMc63/PP0VXieKquk35JehElF3M85h5QTHH3Q9CwdC/WtOf5RHvexE2iH3rf2rMS77qtdj3G0ISGWrkw9LX64gA0uNX6AyEgl6xSkK+jQzlq+Y9WnqwylB0CsXW+t3AdZWW1ew21nI2Sxd3QkACYb0gTeJJIx1lZ2/N1lTieqhHp198JDpNSOUzfmMo1t0R3Marx50X+Q5PCVbaLGiZ2irSLg4ba5vZvT8yDoCG1A3MHOpihBQ3gqCk0LDM9DxoMCu+l/FTKUct/GFf2zMNvtwsNR6Chdsc3GCSiBQ3L4ZnatXMJh+qPwgs7oGG6xrVS0HBM+kaiYVIqh+k7U7nqlugI5aUvNOwpEyST4pW9t9Rg1TfTHliNMLIu+G4nvrvdDQ33NrmLkEV0FhpqCR1icA7v2CKUTcjDZmxcO29BA9UB3Hmm4cpYt/dIBYfs9LjqAiV7HRrm9hl5BBowJVwomWO7suA5lSWb7XcGjnML+hrXSkHDMV3j7P0IKZXD9I2p3HDLWGoI1YeV3muzLt3gKmpb/ooxBVfKJ3Ao4qEBfXTXQrhN0x/m2LYZahnJdVmBBqsxYxTs7C6eiWw6HGk9wjGjuecltEoNdCicHpdhSnazCrF1SrqggQlkRjvHJu4Qp5FhKFYPkk6rOOnKYNe4VgoajukaZ+9HSKkcpu+FBlu7z8+pwaD4YBsX9nzScgu7XNHbIWyGtLGsLWiYD0JDaMWu4ONdGcl8GjaggSZxi7nvzzYhGwhVdMhats3r+3r98bGMtQRLUbmFJMMGhGnO/gg0zH4BriSDS/NrDC05qeb7BEhrCQBL0HCmBA1XklI5TM+ABst/f0JhIbPs1Qv7+qR368BBeqjBR5BEnTb5goY89p0L4Xvs7XDXxjF2ZtfHVwVq5qgDtMHmGTRwJcYdcnmhWhB646fTlQ73cJdj1chrilZoICR/Tpu1UjvjZHDeMRUQlIMGo0OUZ5/Gmm6qOCA6uDyFPQEpBA3nagA0XOMTKT9DSuUwnfSRhnuD2yPrpbLwmNf6Sckd+ksNVo1lDzSsxb53IRNqo1nnYm6Jrnt90GBCT4QG9klo/LFEWZJQzJbu/msi3G1/iIZn3D4llBpzp5HihqA6oCFWIBBBXC6IBDD1aSWCTkmJ+hLXSkGDJElb6jDLWGrgVxO+6p51mTSzh61RNqEBglyHBh/7vnVMXq1DXYuxexpgAb4F2BIXACI0sDGCEU4eGtrHDIY1HtrFWJa5NEmgIX0O057Rbz4IDZgTyNO8MGtdHuQjZjSHBhDMV/5Hx0OvPlB+hi4RxLN1kdxL0quI7nPb0EAmjdsd0LE2a515K4pW0Gn7PdCAsYf2fWvZUmcuGBqyFmBL5f++WOPtjuyqDl3WS0MmFs5wsUwY0nQEGko3Tj6nA98h7eTxm6GmgEJZgwauR6TQgJQ7+6E4lXUI3waIL4R9tq4Qw9N1jdRL0suox/OXS9pyhcMOh6BhqiaRXOt7bDZHgqxBPzTsXoaf8ggypEt33aDFDP9HYzOCBjOzxM1odd5u68GJvTqBhvREMTTUDrVVaLHsSykl3c7SZ+FM8xQrSdkPDf7xQgIFAA3t08A9BA3n6Rqpl6SXUZfnAzXcdsC17iA0mCs07Ck1NJHAxbvmWyX6nIW6lpFG1kUK6WKYPEKbueYL3c2C8TnrQ3vLoIHKFgQNVs4MGFzzRLWgoaaT3it4MLyHqOfqSWlBA+QH1t6EBl8k8RWT+r5vQoPBkOVIMmOAhp63/HN0hRiermukXpJeRn2eP0VHWPY+DA2WPeVYHScaxeSPu1r9KjSw6e5YxhDFiCJ0eMhCQys/OCkBGnxyE2io2MIRmTtXliZqGxqoL0bDY7qDQ6DBMCwMjiftgAYeAV4Z/dgHDRehhguE8HxdIvOS9DLie+1VaIDr6v0iukBDzwh+OHOFgKPQkM16ABrmgZWG3V1o4myIFjS0Sg31GDoTL87DwCq/gQk2TxQk3fLk59AQxkwmt+ZJWYMGZ9LLLv+NjxnvZNCA+Zp5oDpY3bkGDRctNVwghOdrROYv8bcvP0NK5TB9Vyp76wTLRQ2utMu+3iGyWdGomD3WxslvfvPhXYvkvr683ruKLK6kTLDdZ3PiHBomtMVKPeB2RlngOTx5bUIDpfL24gMDXoMGej4RoxkJDSU4RioMi6EhC53LDsvYmM7anV7BQZcIn2m382Pf2+Z7dH4EJ2hA4q/xLRs/QkrlMH1bKrsdP73lnHYNkcyKRtVdagDryZun0LBYJX4hJD9c2buKLK7d1IAe3OzJ0OBMrMZtHhrIvd0cDhr4XFhip5zKYnXJSubYpWYIFtLgTpx8o4oFwYbeiE304jA0eGoIRIC5xihgTsMJYKSPj2NvuqE6P4ITJGi4kpTKYTofGtw9Z91xABoSZuC70HVqgAlTP3F3x9jCWbSb9TFoWAxsHzV0ZS9Cg7E/gh2VtbhSgwessnC2tN3QMIUg2RJpXbQQi6flviyYai07xJpLn5qUmoCaIrLqYdAQygl1hcZNa1zc+BqlhtMDOEOChitJqRym70rl5q0cN8VLa7xlxZ1bsxpcRREaesbBhlnk7CMr7uRnfRgawlZvr415G9AAuEMONaN3zmki0kJDentvtaiDlYjwnglZpz7ZQiw/LZiO1exMBA2hu4OG5P5+Cxoch3kWbf97ljWe2rtsZPxigobTJGi4kpTKYfpGaLBew1+O+9Y7wMPPOi/3ttk4zYFSaJiy4+vuxJVxqGQfuoxADDtKDRv30tmKgocZL8B5Z+qPqcffh0oLDXz3n4Ucss6ggcstk03ZacGx17KzHKURIRdNaMDCiVtm3ccWH6GBPX9mcRq44kChQCSChpM0Iu8yumFSKofp9KcTBtSAL/YOQh3IUnpLDdRuTqbdCw3rdYteueTs6sUWutLKQUMoNdSDbtfGRxrK0LdDkIoSXdPJpyTGZbBwepqnvo64MpXLCbwOluzjhvt7sGscumS2WjoPPWHOVqHBK40wCeJs0z57/lN0ftol6YW0Gxqym+nHoCG7DbW1SyjVBpJpYZjlel5aJKGOhYa9I/T1IoePHmbGJW9rQAPOEaEBfBJCohmsPBPwPID+DkHObtYIDSELfqqytiPQYPWNUq06g4YaOmaSh56S0wDDzHNyZKYTRGeGmwoaztL5aZek11F2+d9svmzibttjl/ndZnepgR0mtobjcNFegwZgjGHQ0DnEfmhAqgqlhmpwvGcOcwQDNOhdQzK8Ya/zQotSr5n8nAeggUoEn3ub+alRlC5NaMCFJPYeCzk0Xs2ppwY6Jzk01LW6M+PTZHveNd+lt3TP07MuSS+kvUa3XDYnauxuB3tGsaTQ0Flq4BvsxOjZAjqhAa7gj0LDniF6qY1SBhbmSw11DcsB9C6cw0OD1VdmZVQ3vrfOZQX1/eDcMLy3cjAsWXA1jRWo4ii8ycMSlr7mqwwzLomPJtAwl5VTyhwq4MAub3Uyn6brlBre0j1Pz7okvZD21giW4rS7vO0cJpoOjG7RaGIIoejM97JYbN6EBmefvZnIV7V3iF5q64AGMD27WdOMe9wcnhkQGsC4Ldoy3W+XOCZsDOOEfGydAeOjrbfW5PrUzhQ59KUMgbdzTJAul5WYNDOjFPqRoQHli+fis9N8pzxFb+mep2ddkl5Iu6GhUsMDwzShoavUQJPhtOEWurpGuY1rWBZ4QXcmmovaU2nuzRyPPi9hEz+BZ1VrQhvDOZKba6SMAGVcpXcvCRogFMNzubJifwLgaBc0hMoABpPno/bimNDF85VTmhvQ4HK6AxrO9a+3dM+zky5JLyR/Z9/daQq79gyD0MCDdZQaXJNoS+wARoG5mUM8D1y7o5Xu6rXRhaHhvicpNfD06F/NLIEBspeVXbFK71Z6H5UyDqZpKdNBNPuhAZgBCypUIyl2nCaEZ6LmK9BAY1DSE3FnP0gWztn+9ZbuOSLp+jvBYVIqh+lbUtl274PjWM+vYLvQ0FNqcC3ivF3QQIHWIR+4dh+CBr/cntFxT6PUYK0768y7weDYy5Y9sBHHBmioDSwMsAMauFifYx6jIxsvzuzfSt6ky8BurBVocAN0QwMMUk5ZaC5oOEEDkq5vJBompXKYvieVRwoNq+N0wcda6+1SQ4yZG098UTZqnC7YGYody0Vy/72j01YPDw13o14rNVhuSh3QgBPxoeqxblCuFLgBWkyXQEOJqMS6dcpw3VA8wIjnEqPPR4mu9FsOLbHcRjJqhgPw5PB/PieNQo0PR9BwggQNV5JSOUzXhoZdA61zAXp+ZqNJb7YldwtqhqP1Q8PuZHjjPAINPaMbrqRRajAHDRaDitCALkwj2rKn/N9P5fNHNRGX0m1oaJ/P5JRxNE1oyEoNEKeDBsiM0SJohGQH/J9PCb8zXCBlliPvu6ESNByTnG6YlMph+pZU5h56cKTugTKnb8fkx/JlijAv7EILM1dHJ8eKZvAANOzJ5yPQ4II3WIN1QoM7Vgf63Lj/CDfiy/Ey1zY0xFID73Sg1zyWnLK70cHkODGNlkADWjbsWV5VO/frblBEzTackkhD5iIBaGi/BZ4hQcMxyemGSakcpu+CBlu7qz8wkm3+Dk7e/9LjraACU3jCwF3OD3ZDA5hzZwrQTzq6rvNTGB2hIeSD72tzaKgdHVpFaLhpOVS2isPFbKH/OTPeKjUch4Ylbr6jr5iDo8XT7GO2ko3yf4slGMYjX+Vwx8s4Pl3Ut6xK0PB8jci6jG6YlMphuvTTifHQ0HJeb7PBdXF0vK5D89SBqpnUpot2ZqC5tLVOG5DRTBotyTtTWVHoWHtBD0ObxMTVCXxNI5mrHi5jrEEDnTTs2oYGegst4y79SshwRrkq5SwdVlSHKS/uiYEOvPQVaKij8s4cGj4uwAyCBkmS1vQN0LBZs9hiho1SQ3AcvwTnP7de2N6vGPfRhX0fNcR590PDZtMka5xP70zL69BxBRrm2o6dEXfVdEFPX4cwuktvQgOjX6iKxJX70whLdScd7X0FGuDNUhMGM/jDdQiq54Sj+IaIoVDXK9QZBA2SJK0ps9AHxuobqhca8vvvaBe+bWLeXJnwYZJjzTy2WffFPIWGjX57TkCzaQI91ffRzahjCg0h7WT8tAXT4f7Fsf0RzAcO7U4i3vIzNDguZET1fGRLDJkpR08vKYLQyypnggamAiil1DTz0ZotCG6afNQDfgOH6PwITtAVEi9JLyF/7R0ylm38EsK1stE0eEI4Bp39DkYA73luZJ7tPsXSNATUn4BeFwir6Ry/AQ30z0viPXAHNMxhBoiMslImYjTInBejaEEDu/nS2SDrK9Cw9OYSgisA4JsDdsNUSejk+TW62Ql7mD/ME8AkgoZL6QqJl6SX0I773HFjbUPDWqkhHPn/2XsbJmmSo1ozhxAgNIswQKu5dhcQthchdrlwJVqLQNg1fY3//7+0090V4ecc94iMrMqqrH473Wzmrc6K9HD3iPTzZHZ3dVdAzKTlJ459siYA9JLjmS/AbE37efaHRseQFYmkiYjRiQk0WCiOSiad1Ny/O3RNNXwnWewZaOg9meAlL74JMFdJXjaH6n11hYdE8xMoEyfF06c44J86ooVyQsOT2DMU/rTTPoQdAQ3YK3tD+9CQqP4AGqqsqC85neUR5ay+nKGGHBrWHh5ML8DO0ADu8F2Ohh21mVgSSX7ljeLPJqAekDWVt9Wdhw+goQ5i/c2gIXnU4FEjB0EisJBUK6q0oUN/w+CIjADSYYR5Bu06PoID7BkKf9ppH8J2hoapJ+0TzMDOFBpM3tCJGRpM9K8DDSA12uhnqQH9TNRhS800cx3L8gO6WcKxAA2ooT1SwIq76hqeSr5YCk2XmxlHc3MnARpqCGEThJt2+aUG3hzwgAT/DYm0L5i/+JkDRey5Q+lpBO49RZhn0K7jIzjA9ij8+XuCu9lZyt3snh/TYDtcOJPONkBDvF/PjmfHYoPuvdabXDOQB+rnK/WJN8ud9MBVJ8ux/y40mMRsuW6GqVW1mk6W9kpUl0UX5RdmK3w6JJk8F0ihofeoIZZNw5LfaUhO9aihUu0V/RPcUYZYBs6dliKGElHnhIaDbIfCn59ItJudpdzN7lHKp4WG3qMG1YtsYhbDNDBu3PCAwEx7Pj7CmE5fw5HEqnal2azXLRnsWZBSpbqp4UKWnRx6d/k+QRsMutqkEA6/na6IYzk0ZI8aagFN9sY10IAphtkpEeOoutDgb8PeIa+8DgoNz0ANhwdwhJ3Q8Ex2lnI3+0KgQdr2GBqC9CZ6IbofBWkIDTSP4ZkoFkZBTKQ/VPemvWk2q/770BCCl9d4okADAEIrRmnJkOiqwjou+IxMBPLsgLYAT6JOlQmqB7POgGwTUNmS+IfQwCsKpSziPvkKQ4rroPSULOsBdngAR9gJDc9kZyl3sy8HGiy093xcfNSQowQfNeO2zd+xWIMG6v5+yFysptLvFaI6AXLoPpPoFi4rm5fL4+dc5MQeNMBjl3qIloEIDfQdJNY1l6oh3AFnFBdldJo8SEiWkx9FYJZp9jk04LH3c7CKlxqTs06lC4UPMeDJ+aOGbFkfb4cHcISd0PBMdpZyN7sbNOzVsJYpb3iXOfdEwkgbsilE+Ekt4q2psYSAAnlcfrLhfFdBw0JjIOa5gsW6lWT0wu+DiAXZBH91gLzdjiS5JKLLXkhPGRoKyLbeevOBwvXLocFoY8AkQYwVGuJxmb5oYuh9BA0GX+DrLJQTGp7F9qj7KXS72VnK3ezJHzRMursVGsKx9pKafmv18Y5eHlbrgwb4V+5Lx9TQnyQk5XFl2azWrfeoAd4HnWIprufB3E3e6LBPxDHy+rkH9CJCqYHDwyAPLFBEi7c9apCI4EFDWp1cqZl5GPIgek0Mpb29TzXm830d8AiHckLDs9gT1P200z6EHQANC4vOYFYkAZeOdAY8Tv3ZEmggBzQJ30CLwplLziB70TXNsLprgZHvrms/tS8vq9DA8TAdGBTauIai0LJ+9GjBSCRBcZcYeFTR8OgBC6NEFqqGmABRy4LOQIOXjVzwy/C0IRnp0ICIpNDwbNRw9PyH2PFlP+20j2HHQIONtI9GqjpgxyeVZa2DBl0dwXnkM33QIEPaqUNlj8nHc0JKnQcS1xQuQgNQFCbXgQbIHRV98KDBT+OvUmiAyOsMpKjtLF8OXOcE+3gPaHk8yLDmMlWBZxeQDMRU4jcjutCQDTWYUVb8hIansOPLftppH8PuBQ2q6emY0ag6dBlIh0ADPo8GdbIKB8YdvB1PHjQoVxg2+l68MbagA+mzhVXHaeEmoMFc3TZAg+Ek9PhElwBO8xNAi2UlwCkxTTsrOElZJSxPpzweRHaGTEW1oMgTLgBoaOyTmDBLGvwJDU9ix5f9tNM+hu0PDav+uGkPJ4335V3/ogWgTvXdLjSkx4kSFn9rIO4jHuAoGatmq3/FkwZ4KdmNoMEVLElqCee1ORJoAB4jt7pMILLGARefN5ygD3GoPB4kfLUKDQwAWI5SKKlsuJzrTrrEc0LDk9jxZT/ttI9hO0PDhD9p2uNJ9VED3vSLejc5NjMWF1uFhiZsWY+fftSw/hABmQGlau2Ji/jvVE7ed8VE+fMTVa3g4QTOkTxoaEd8IqQ1lFqpeX0X/jUiCjwl8GK+gL3ywNMOi9/QKBIC5oShYNwFX+FweT4hr7zk79TJC7GsLevD7ej5D7Hjy37aaR/DDoEGm+6RQXv7z/Ppy4s+8KmWak5fihLBGlJDOEsghJmB7283fndiFRpc2DxwXhcaDff1oHhJTnwE/s8ajHEWAYMsIImETqkzY0Ez0pKNldRKXudzITXEsOA9jMQrlzx74NUNoLi6ro+2T6mee1T9/D3B3ews5W729L9yuRkaVrQyhYa8uSo0mN9s1nMz+aSjPcV3sQ8z9XMPlUD4cLWclgp3mJ+hFMDCx+mpO1bZImNpqQQaCvwfFZtmN3qakNS7M7esASu7rsQmaOiER1Uo8Uca5cs6WgshI9vKJ7vkhIbnsB2qfn4i0W52lnI3u0Mp7wYNXSDgG721ORdRrcGteX1bHx2kzxTIB41On2hgWiQBg9Q1VmGG5F56bNugQX42cepJgyquJc9CGLOa7opK9lWZ5ov3/goN2RpQlfP8fTVlBnCbhgehY0Ltf3rM4pF4NoSfwOQJDc9gJzQ8k52l3M0+ADSsOkTlnJgz4zOs8CsAACAASURBVAT6QsaypnWhoSQOjRVKvlz/BkUKGiX4QJXZVPut0NBy3wgNxrWQrAN7JRIL71hYjDaGECs7IxawzZytQwoNtM08JShjWYEGdlXoFQ9HaOBcFzZeiUUCP6HhCDuh4ZnsLOVu9oVAg23pkKi9qsPZWJweJorQYNSuzQxn6Sl+1bthZn5K8rUo5/ChTM9/XoEADQb/4GTJDa6TwsWVaL3nHDErKCy+AefLbHGjYNy0OqZLmxctemm77P0/SrSwK0gqSah9VcsPb2oB/HU99BZoBxqWEPcJDUfYCQ3PZGcpd7MvDxrWxVKarImkDEcbt2KQwkSWjPVJ0mC+WLLZk1MsaB5KjMw5rgP5T8sr0OCPGrLZEmhYwFGnLPG9IJnGx+F8w/v7gAS4VtmKLbgCedH60ABBeXBUSmsTBayjbEqh34qQX/zoQIM/21nkz33FlTih4Rjbo+qn0O1mZyl3syf/e1XN4Rw0zE2JTXaVcBK9i6JjUava4OwpPPR6lLC1zIeaB4I6W/ot0OB30UV/PNGjMxQ4a84WKSKWhUrWzhCVlW82CDTkn6BNZ2QrhiBHEUH6s9AgNcLgKJsi2RhBw/us9c02pKjpSoUrRPI6nBpOaDjttNN6tibxN3jMnyNgZ5+bM+OA7q05zW54a5tDg4nnNl+4HyTV76WGTuLj9XZ2FNRpaGgOYvEUGqJ29aHBY1gWrpSEGKTeaE4JA8GI+Ewm6UNDjl2xaBQ2i/d7iJ5KwRE5NDCZYOT+ppQcC99ORy/dfWJJYqub4Z72KdXz6KKfdtoHsf2hYcXl9v6YQINJG+5Mbt7jyQ/dX7qkUX9XxfcZSS+GicdKuChGfZyoQxufFi/TzKCdY2gAo2A9wgSEDGSTRrRpozAPoYECotl6e8eDdjdJ3oRSHqTE5mXjWVumjSD4TXDN/8pSxW1xQsPxdnTRTzvtg9iR0GDzd9guYeNgWWXMBcDknrE6A7+ihFEd+Z7TQ7/oFb6L4FE8GlWXlccmncp1akAUwA/UVTxXoKEzV0wJZb1p6QQ0LHSmOTSE9epBQ7IABDBgtMh83HfCNDTAOUQ1b+507hVoKLCzzPLBR9inVM+ji37aaR/EjoeGKYfQtocyqzLd9NO8/buuYiDBscpjeFKNAxOBC4H7mSCoqn+Tdc2qJ9BAko352go0yFxclqDirJqBAPrQIK7gHj7EAwdwyYQZvMSi3AGgcC9dBQ3wYxkYUZidOGDwqOGEhuPt6KKfdtoHsUdDQ6/xr3lcgjD1oMGiRrnuITW0V5dzxXEfAsKxHjRQOC2OHBqmqoAZhdNEecLdNSeZQkM2F5dFk1yHBlgALnK6VhBP71GDxjtGBsAmrg0sRFidVWgI4Sk0cCj96jqOQgRH69enVM+ji37aaR/EegoPjfgKl3KLns23QS1Jv8cnZkIkz7vNvMu7PiVPMFSvJJCmmQAPJqWkUpCKm8vY5IOGHBqW5H2cpmWbQ8NA1uDdQQHoWXsXGnxFigSga0Van0NDxJgBMsDzBTiCK1KYZxA0cdOEqvrac3lxjn51ZadQFa+/9HayT6meexT9/D3B3ews5W72oI9pWJbWEXfzKe9tao/Qt4cnsqpY6+fY/31+7/VRinjS9NGBFqkLDfS8w+rXLChXQ0MiRT5Pm64dZCX0QpgslThbNP+KOgseacXytfI3tMwr0EALxlFkJfY0lRHYMz49afnPQIO83VYfJyYGi7mkK7lE9DqaGU5ouNLOTyTazc5S7mb7lzIV+MVtN5/63qb2CH17eCJrmjXVIw2CPl+ZIeiSTBqhoZC7btpR6NvpHUEZFiGoczp/m8jafPq0I6kDB7EGDVBOkDvKEddLpXkADUpToapctBpZrtat0m3LtcDaUlwFDZI8nlRgJJUXV0pw9LrL4l52QsN1dirdbnZNKa8WrC/bHgMNtfjXLsIAGpbruqPe0vUCS3RI+raIZRKuk4C+kQ5+m7c6CmmDPDQtYYGxfjb93PzfWWgQWU/qMIKGBfJJa8XeYc4+NMifum5F8hccJwXlVSNmaHMjJ+DrXaEB4/FJ0jiMdl+8Qk5oONxOaHgm215Kat2nuT0EGqDw94AGS7RoxuWS3Pimo+LNK/dtM9IYve3zvafv9HIT5cG7dqUd+enMLRrRhYZFB1Sv9X9NOkG+J6BhYeXs1IoqQAiAjzg8e5gtyajFUx0tMiXMAWvkAfji8s+aUoSXReKl49B5r6XQgHPz0w3YC4X9+M7iXXRCw+F2QsMz2eZSUuc+DewAaLhiCTKx1ek23GJDICtdlSe2HBreRrZWLqCBFt6iBPyQCgXFJ0qeQcNkFaJ0wXOS9iqIlKFqFpNKcHHS6YYPGi6DXbPpX5gwq9AIGoga9HzYPbTkQBVNyIFa/IkGOzONvAcNwEU8t3yaE0Uq67Fo5os/MIGcJzbE/exTtt09in4yw252DTMYd6XT3u0RPwhZtRBe3+5U39l6R4UNuiuzPK9R2w6PBqhDU2OvL4JGZlOkTxEUu2CyNobFb6oCxtLGUyGedKEh+UztNWjACLdBQ5NrP4cqNIQGXBI931eO3tXnOpiwnwUF6kGDFjgJlA4DA4LvfPc5ORBWp4x2lH3Krnt00U+7weCSOdfx3ia96nKoJ/mbvaoHkNCroEFFbDgvd+0mOm3+pj3kF/de7O05l6SSmMRNgLK1Cn1oEEFHUfPVbSoqUjyGBkbHdBEASNpkbbo2OqsQZdSibL4o1CburMIhosUo1cJ+sXIk+VxZn6jNEgb0oUHWgrZHrWa4QsjX0X3vU3bdo4t+2g3GjftcyLtaIu+qlFeswAgajNr2vPNMxOKQcFNq1LfNUHUKjwzQECRJHlWzMuTQkMQt4nULNODpERroFNBOKlVJFyq/DAUxUaFFUqHmWuuOFov0+qE8caWEwh7JIMr6rriNTMC7lPgizr0ZGsLGOqHhcDu66KfdYBPqcNpelkODaWu93au8sd33BEtmgs7NvE2OemakOm9fVm/hPlbaPWtFDxrypw6iMDMFMJW0bdAQP9W4HYxhcNwxhMXhEiqqiCJHwp+fsDjKF6v+OwMNvkA4Bl2RB02GJ4CJDLcFZcIowfMlYbxXsO6sPjRQwQ+yT9l0jy76aTdYV3FO299iseUG6lpoWKQ5y3S3QsNEMkZ3wShE4VMLog6YP1mQe2PWbnyYYeQpjztAw/QDF77bZWhQ2MuggSMVaMiKWlNdPD6VaI9DJdn/dwM0ODX46yDOYcF4ECePXhP6wzkFGoAaaLOUdkziqh50akm9rn9S2uPsUzbdo4t+2vUWbh6ODuiLthQabPttsDrN1xBvTjf7TkQsDoBZjaCBny3UJk5H4w1gckdoeF59QeJU4tMVjzveM8/WIcKKnD4DDe1tFK1eEIsbFjjoNXqBea6HBs4SF5M02jgN1l7ScCcmo/l9hvigIYMGgSwCA5oQlwISCh5pp1l/KR5sn7LnHl710642vBbPlby3hV5FWmDXYFvSAvkRAQjXJtdBxJL3XWcMWnzx/o26UYfwvSPtPVGWZiyRKp0c47JQ5ChTGzb5vtCAv2/YDULLHYQOw+CK4CEv0bualqLl9hK7zuL68A+ocJYUEYSIGp7FMwkNxctAB/VJi3wfjNGFdkkrLNdSgGx9Q9zRPmXP3aPo569c7mabSnlCw8ju/jENqgWbVwBaLLdXu3ltZ5ih5WKoFN6/6TGxYaYUNsguaXU1lkidQKJk2oEYthSCstMV6jwiuhEaEvoxFDrDO3iuCB6ifwJ2uKB69G2dkNewwJAlK22EBg1Ktp9sCV6eIOqBpiEo3WMCDfHjsbkS4Uo80D5lz92h6OeHO+1m20p5QsPAdt+VGTQY9diNK1C7X/qo4ea17SPDLDS8j3UBy2//8l5OwuCwIG+Ynypx7wkNgeuQGUI6nrOKms2vcxA6E2hw1W2HfOJ5aAjrYxAvlbsdbwEFaMApeY5QnRE0+M6DAvMqXF5IfeEoxKD7qtmGDXFH+5Q994SGZ7JNpcTGXa55Ov5F292hAZvZNQ2M1wv0y9/cppVbZ5aODopWoEPDIIOd1tNdhgV0RlKDcwg11GN+CrqZqYSojJwu3803zgdy9hAlhyloaAVefC2rI/IL0m/0lbhoDwo4Ol5EBjb4opWiRZdBg8EcxefwzYiz9KBBqMEgFXBb4FtgNQqIxiei3MHm98M97VO23BMansm2QoNtvgv7NPYIaDDu49uwDUbHRw3xRn7XRPg7ItT2UWTCU+BEZKmzd5ghQkOCDRqjDN0gElugwZLvToiE3wINVO7mSEILN+9Fnx5IwVG7MSTS5DAJIgjF6JWg3HH/QRHILxW4OY3UkDxoKBxYhIaYe3P27tErfZx9ypZ7QsMz2XXQ8CTQ/Vx2b2igm9NyxQrUvvr2Wh81BGjYNxFQB31c4hSaKF/yy/PyviqWCm54fEDFkOLg0PlNTrf5FJPJyrnLAA2iy0QRqzEsSelcD+VXHpQiYGLywQVPoUGQzTB/04DonoNGm3G45MZjkywwkIQaYLkha8i34OHXg3JJhNyg0sfZp2y5exT9ZIbd7KofabjqRveLtzv/ICQ/NJ1UE3YH/qzf0Tf63TAx3aKiYLX3TFWrOqDnE3Kr6y39zVAYzFCVoP/L3qUQXa3mSiGFZbGbggbWbhK+qRBob3CtUPe70BDu5megAakheUZQTONnLTZabwl1hBcZNMTHA7DWAg01fQzdAyghN4rj8DulT9lxjy76adea3MGg3pyLegeL0GDeOGflhNyhsLDG+Ju7QwO0YKNNRK2bpEL2lCQv6gRicrGBLvaaf3zQcCU00Olh6dxlCg2IUXB4Chq6FUb1XIUGjDFCA1SXlJWO8iygwQwNedGzzxRXvEihQR4P4Epf+Amz4Z0HGXBuxoN2vzSusU/ZaI8u+mnX2hL69NuRpdrR8X1hhuWm29W3d0N32+Av6nN80LA7NEQxQkmjoMw3Fb9s3f0ylm/QWZ19WMHTMMesOBbEZJtkt/OvhwZXu1looPIEtvdUboGGJKhKDXKUSmCwm4bQwOf4gYp4Wq2wPJJ2qCJ6zBa6nZXu/w3b4b72Kdvs0UU/7VrL7vbIDo7vCzMVAmQIubObdMdcIM7v9d2JHjOAmqGqgU7G3ZXIV6FzSLOEQ5IZKEoeSJq3nqIFaWIEy6Eh6FpJI5+EBpVi0UYILoUGHsqV1KobbElaCl2BXNY1UolMJT6rcKtmRBKeHc9DTMUJYOI639toKrJMd5R9yi57dNFPu9b60GDeLU7by3rQYJv0BN3xNyAsfYxxR2gw0hSDYGKHX/gZFoEHyQyfswc0uHjMFiMRvwQaWJDT1exEvhZBKDGk4k5b8nD9ak19egWdbIUmoMEDSjgkhYb3yls+EIFZN2vcWTk06LZDaPBHDXQapz1ci7vbp2yyh1f9tOssu9vDxnEu7L6WQcNmPUnctaVLve/dGRds+Bk0mMHEnFcCDTAEipGIcZTebIZYHBw9W4wRNLDmxTgpxP76TNSYNdoFcAwNUEwp3BQ0vN8wwPuyBBB99o4HRNAA5UvoQtefHmSQk0KXSn3FOTVO9NeQUlyso7vcp2yyh1f9tOssu9vDm43lXNldLUADfGXY0ma9gZZEJ9r490tCmSH5PoPLA/bmhcxcNaDTm4UfhPAsw/2lWec7O+AfVHWyGksifiNoUAqK0GBh9edqzAX3CsjLbGbS6UloAHDA00K2i8EbHS6iSCgYKQYPxPWRRZSUk33nM9QNQ/uG/XM2x9mn7LF7VP38lcvdbL6U2d3eZS0v3fvo6+lgu/fHNOBX8nqDt5I7EWjYMQkV9fB82UBzsvtY1CG+YXyfwbCjEzSgyESdSqEBBCWji06ORhcGCS0BGsqtB9ISgJpwWttq7OEblNdf6szteI09QoMfJuiitQnghjKrzLADNCg1yCLK8IWn4FA8eZ5GKnpCw0G2Q9XPD3fazTaUMrvbW+D1Z4eGvXdlR9VjF5t0JvfSdH98L2hYdBYMXaSMoOFlgfbMCZsqespWRV1GnepBQzznztCgimlh8adrHG707W1XUi1SaADdDEFD8CGsMB9TQx0RmKEPDXjLn1RDBnoI+kBHhmuVTcbSa49j21o8wI6e/xA7oeGZbL6UeI/4avjiWS6oQ+0x0JB8MemM7vCj/3BvuE8KgRnCU2IS1BQa0vty8IlpZNQAGrIGDRzGXIlXoCHkuA80tFw7e+Pi6EWggbmR4wa5ppok+NPeh1HpGvhDI2YGTRxi9CioGpKCteDgYQZMe5l8VGVdKk+WAsLZj+9xR89/iJ3Q8Ey2CRqsf1/wHBfUoXZ/aOAe6S15o7NEFPRn2fZLAabtQcOCm6hqnavMuyca7gJTXUJpQDnc5xgaIjPsCQ3FOtAQtVOupcH8LsVYABVsW77blbDMAAFYSox7GzTggsISaL7IDKkzXFNcPN6e9Apihzo0NzKIdnuBOPAIEhVSD+Z8dI87ev5D7ISGZ7JboQEvvOMvqEPtztBgWVe2yaqzelMDpBXddx2JblpnN9w7en94eevlRSQgViLlkEVOYymwbdAw+KgfTdOwtu4meOwvYJMrqYql67GwdfNfg4YQuFHaOD6vn0ADxEC5IDNsgAafK3kFp0ghYJNTZbTMsFbwj7Q2nv34Fnd4AEfYHnU/mWE3u+pHGvQJcHmaS+pIu/MfubwdGrArG6tCPXwnaKhfUBwaBUID364S6nAG/BkOQTSr/OjvjHCa4dbYXF7WC7IKDQIQM9DQCdTrutQn8lhSrtr7+y8UXh8a/PZbAYv+kFSEBosLiv3Bj9B9foCGWLVJaABqkEnaIOO9CClVDzRdwVE8+/Ed7vAAjrAnqPtp243avXaF57mkviALwjLSnA2+LOuj5h142WsZ+daPBV6jUJEQ5Sklbr1WioAmAA1roifl0UFTJQ5AFuQPXltnAUnIuoFaO32Br/KyQX1M4lMAM3knKUOBWNh7vqCeUEuA1gR1Xw7Coo+gISaK/sJogQYquJ8H/4dNh1A22gmPsMMDOMKeoO6nbTfuTWbh0rdzafe1jNJMWvVkIxM8YIlhOdlvFRNmSL47wTemifqxDocb6TVoYAkS9AXlDQXgaMZ5tul5Noqcg8igodDJPWhgZqCM6jttfga1AA2tQK1QDllQa9TWgCjpEyxzPy0XxYPCs/vRUEIqhnmyuhMMD4TRYVVhKo9OiwAxr26Ex9jxERxgz1D40zabyA715We6pr4Yy29G318nojPnq/gNmilLsC7skkAQ86ugQWQmyK+SAN+MCnNkhQOpLTxmpiLhZhuCFVWq/vPFLXKy6x0XtR6oYGBJ1RjUYM3bLM0lxgoZtPJRFhEawIPCRoA3fyGniE7DevNpyW9DaGCQBsUUVtV0PJxHwZCXwUZ4jB0fwQH2DIU/bbPF9lCvp03yddqscXs2vGXKiGLFVfRl+qiB2+8e8WcPGvj5AQcRoKHIfmuvjWJN6CQKyxgaOH8Kcu1hTgcakHZcCy2FBpgeTo7ry8jQW0/hJ0LGi3efIYUGYK4ClpS6Bw2yp+JSJtCAG0OLICFh3rLULPZ4Xh8aIFRdBX9z7qHe3e34CA6wZyj8aVtNmji1ETuh4Q42EPo9ocEMe7Xt1hlT/QryxcqDEpA+2IIG7lpgho9PwpMG1bwhNJg+5Jgo8Q7Q0IaiDGZh+uI0v5x6kggxEVXZD5mfJtUtYBY2HnYFhTwP0+Qdr89N0LD4WLPohEYbjOATMEI/Ew9Twv198CA7PoID7BkKf9pW4yaOneeEhvuYCj11bVSH9VYmow17uFnU1X2ixx2j0GCYzxo0LCpe0MbbdMabMFO96Hd3aKgp1PrC5BQDLYi1kTaAhiU8ZvBFZE3jmvegwT1ArPXsS2ix7AEawiphRM0r7Lc0dATJwiOkGMk641CGBqOZYXb4kqDJiw/rUXjKg+0JQni87VH581cud7PJUurtlF9PQZA+rd3xYxoMG7X1xK/vSR1wK01k4fbghw/KvSk3KaQgXlI5QjEB2TGpEMybJBfrFupzEzTw3a9PTjHI2oKWiYw1/xEZDMeVbs1fEBoSS6GBbw9CAfNqymkmBZCvAzRoZtPQ0KEe8n/ZJuQ5VhtCK3C4Dnl5hv72BCE83nZoSueHO+1mk6Xk+0a5js9HDW+2867sQkN8dwoaskaf3dvtsYZN31i/htCAYkufSIRKGNUGNmH16OMWlYIMGqLWXgENIFgkilLfZAYcBcWh6sFJdLOs4yD1+uXLywuXl/7CRP1fe78LDWESXM7CrwO/XY4GhtMUXNKpguaee9DACGXBvyRU144zptDw34K78mB7ghAebyc0PJNtggbpVSc0kN0RGgzvJsO7y0rZO4+UE5twNhm6f58efOIugvnkVtgQGiw+97ZWEJrCx5t7R0JZh4b6hYRpw40dcJpEsVPhuLb1XZAxCDNFBo6xU/PXXZkvuUHA5jWCMPSk+B2JsAklcvCrzFAggxVoKMHjpfJQAcMTeCfoRPVVPepVxF9ekSW0Z5GdT9lhT2h4JpuHBkup3U5oqHZ3aLAMGpAkuo7WoIFldYfIU/0KDxqugYZ3R4ZiQqgwhobw1CV70BC+4TANDaA7pFFY6QANcSECsPgKu2fKzigPjLgHDeAACpndtofYpSo6vS8EP30IQbQEZDrcOmEdYC/obmIEM6MfzeSEyG0BH0wNXPLnkJ1P2WFPaHgmuwYa5EJ8DDRA43xSuys0iBSkt8xrjgoKUBSPvZawywwjaOAH2QEaQEPMolyYyAmk5irWqIHrFqAhcMC4KmFwEx8IhYSSldeHsw+cGivKyICrSPf1V0ODyf8L5qPQ0Aq3UBmzweF3MQQaPCVYty40oMdWRK1B5jhLszjqyUg8Y3kO2XnuJngn26P3P8PifSF29Y80hOfBdkdoWKrdx/0+dr8fhJTbOX17WJf4oIHu/6qp2FwVcBVhZIYJaGBVez2Y/EiDe4KM4JQcGkAIWjhUt+wGfX9o4Hth0wTkjjeDBlwjUwVuwWBZLxG/xOnqGDgIECma6gn4GquE8+MTjAF5jEIuOM08NPBaBgfyDZFkR7T3pNqwZl4HP/fN91PIzlO3wHvZk3f+0xJjndHr+f7QsLjdxf8zWgcasreHdQnPJCI06OP5K8PlRaoTEDNkYp9Bw0iZRJ5Uk8xQNugA3Yx6NeagoVcWISHjqChKFDujI6JgzZMnDTFKvUQjkyuR6o65wkQSgMg7B6McAG/wIiqghmJQ+iZDaQL+Op5Q9xqupa9/hIbCJS/oVcqalfQ4e4ogHm1PUvvTNlgqYNmr+6xtbT6fihqo5u99C9Pn5j2GBnYgnVxvHu/GDBgJSQviBEbh0hahAYeHceAe69dROnTV9lkbs1phhgaNir4GIfIggW1qlAYK70G2U0WfwbGUNYRYCucEE2kCiesWjBeQYLMLDX2ColVSvsBDvHZYRy9oAMAEVwbQELYPRj3cAg+1pwji0fYktT9tg6XQQDcc97ywgu58CiOh8DbM709IvYzjb5AbeIV7tWuCZaxD5wEaorhl0CA6Acwgd5S+H6HruxxYG6pKQ3oM4SivDesCsZICsVwlzwUS5WtxB+31MSTPqcRbeDIi5W2DdDkSZ/RdkxAMlicjP9gOlJTEW7rQQI9I8LsPMrDtQtgXGqan6IPoC8P3ONhY06NsJoZv/+Xvf/SDH3z9b2Z/+B//dfeIHmDPUfrTNpg0Crme7/6ogXXnk+weFa7+7aO+EfzouB412NX1RQ+mrvHhiMmtbRcaLNtmTeQDNNSHBK59cOtsIhHikCfeCg041lVJeaUqM94ns7YJNFBIyn0yJ+pcHq6IqVaZ5BEF0/83AQ0J+cljrcIT0YTW7j3moIFq1jbhGjQUKRgfo+stBvscvWc1hm///c/eS/FH30HDb5blh794RFj3teco/WkbDC98ezg0NI3zUD6B5cLVh4bVp+fFhyXUQKOvCRbPK+A4fTYS1C2It2XbDM0GG1L+Z0Fo/AW8ezM0oDKaChBLNkiSz4GBCDQYLmGAhiCMuh+2QgPHApWchoYaBGMZT4SHfc1hdtgIHDGUW/eGnxvDlNPCsYBgvnArV9kDbS2E3/51LcUrNPzyu3+/+seHBHZPe4rKn7bFOn3CWiczah77zz4lj1+WrQrXeyXKWt2leO3U7FnDcm11EetGzLB4P44hmUF/9phbmBDjEBrgIQOJQXZL2QKmcMg9KOBKfVmN8Fa4aY9P6EUyvrT4LIKGWkQBFU1lEhp4PRhoYs0gGHnqiNDgDiHWBT1DkbzyDA10dy/LEwuMZaKF86uDFghXKUCDkJ4v3HAPPNRWQvilc/UrNPzs9cVXf/uY0O5ne1T+KX735cuwmVL2by7yg7ua3D48xYWb290+piFPPcOBsZ82KqWG1nSviZUJJ2MGedAwgAaUI3mehW5paO4fdydJDEADilkNeJXYsqxQjiAsvm1t1lQRyI8YgMQwqDPMSX5jsC9UXXGN4ZlRHj1oMAyHIIX91cOLTEN7pP7fbCs0EDWEwjACEF/4xH72aM1g+g/wtyd+875fvvo/vv8GDd/+XcOHD207dP3n+JSNL8JmSjm4uXg4NDzxg6p9d6VAg10JDXqbCodTarg21qWtUOu/6m8NGkg0/H1/KbGzBOHY5p92JwoNKS6KkiAMBpLWZqGsSpJBew+jhKBDqpqUrCD9zizF3k7Cwr/tyhVoMA6ZhLMDDVlxAj81lvALGEPwqcwL4etDTFXzokGcPk3ly54sBWbtq4OlKWwVGp6BGoYR/Pb7ryX4i/9tf/irCyr8+9uRP31QcPeyExqeySahwUwaS+f63F/SVSGuVra72wOgoTuiW5WloyU5NVwdKqlCzgza8iWpTBCMbsTfDqZD0Rf69xOLf0XvdqLZBA3VJ8pNm9RoKuPCG0PRZmgA9hFPERqwju7aGBpQIWso83apjgAAIABJREFUGv0sNGC4G6ABy0hFkQVWCqjQYJBnBg2+KH627BTcMB7nGzU8Qe8ZRfD2YOHtRxgaNNjv/mr5+D/WcELDM9kmaHj/kpqZNKI7Q4Mo33PZ3aChkzgtwCo06JgdqWHhZu7elBn0ATTGVKNBVTeLP9xgoB0oQZgr3ym3Y5keZB6uggYAvL4AYWFcFKMkckiKfUHs0wJdbNOTBqqT4lU9Q3A2hQZsEnQB84p4U9FYfEbLvuA1bqXJ8/SVkN1Xp9PAdJM0By9P0HxGAbw9aHj7AQaHhveDf/mI0O5nJzQ8k90KDcnhXePDnnmfGXaze0KDZXl3gWBqzG7UsHDD7zBDeD4gMcF4Stp4i/FB1A4ThfEXIIZRxHHOLjT0YXUSGvywQgPOTeFbe6yiY6jekH4a6uVvT3SgAWCP6gTDsFgZNHiMOU0oNOCKEFvAhNPQAPsphwYqsQ/31MJuwGUkLivPDw2vPwX5/p0IgIa3H4b84N+f2KPuJzPsZpt/pOEIaNAOs+sUu9m9fhCyV9kJaMDy6Zi9qEGgoedJoEFjYmjAb9Sz0pjBL1SgGNAUdXQmUSzs6LnFwFt7UOGYu4sYBYna1oeGhaI2PtpiCNAQI4VQ6bsTdJtPSwJ1wWGz0BCq5hUl6sfSFEkdfWIZR9CghV2BBknRV0YXraCtbILH2iCAt+9OvP+mBELD6w9H/sn/fkBo97MnqPtpWwyvxNDj7gwN2k2e5MJ9gKkajWTYZm6E45CdqIFvWLvRiEKFtYTJva1nDb8NgfdUBNtwOBPxA18m5LUGDS1WVkQKkvetaJt75ZtyjszkAlgAGkg6V5QNSo/lyB7+oNdEU3n+ETTIpuMrGGpWQklgVhgboYHXlvlkKzTIZhlBw9HNZzD/KylcfnoBoQFff1A7vuynbbLBjRHeB3Ya1q1TiwzsPsWzmt5O5tDQfYwQvHQeVTA1XFNbbNXYwLuhuDQkSswypipEshf/ZdFIVKcJQ46+E9CwoCXPg4LaVQeZtoVIaD3jYJ1TJ2pViHAIRRhCA5JZk9fCJ1AAI2hoeZhPQNSWlgRmNd8CXWgIyEsJGHFZDxqUMJkZaDcd3nxWoOFCByc0nHakjaFhcD+2y9T9m5cv2xJoGIy5DhryZw3bA/UbX7xtHg1LYxJqsDE0GL0IqtKDBpAaI6HBaHrbTi3qJ6sd5lrQDYZC7mUc1IMfNESwwvv+AA1cPi8vvdEWEIbBfXc7IdmaCTRAxzCdmJxrSWArQRlzaMg2L8ef/k4rQAPkTlxBxstkh9oJDac9ny18YXArs0dCA7VMf/EZdhD186uhQWUoHaCNd3OgJCGl01wxIetFHaDBRHBIDtxNAg2uocY6YmEXJ9GQrkNKruMGr1mGJBb5v8yo3nlcPCRPdrCw3XXWIPHUReslVRZJ7UFDLJq+Ao/+blYSeRqQMaQUWTZvmyQutpzNYzlctjbJ00ND8u2J11+fOH+m4bT7GXdGSx80vF88cI2amTSQ3WLRue0ZLtz7W+9uLh/U62ZRcpIR1HivhAboxJ3ZpqBBOVGhlPq3IoWBUMNgnbXoVsqwqsPDfcSRe1eIBW/hE9bGeul6Lkl4gauwsL3KZ9BQ5FyjdyGXWWjgzcbl0+LsAg3y9ACohXaivtIoPMP8UQPy4BPI12D6zg9Cvv5OxQkNp93NFrR6xFLhZk2/WnXGsYDj9vKTQkM6aPyoYe19Y2qw7bVlRUJFjwproB+boaEpReFzeffRQDpE02q6IZgMGtLc2zDSRfUsAplDQ4xm0QVcaLmKBIG322nls2ggZl8/1XhISs5agQb3Yz6x6PUAGhzwLhd+iFaeulB2uocIGkyCSI7WNyH6J2g+o9kdDwAa3lDi/JyG81cu9zMuZb1+gRv60NC7H9srtKSj7z7HnnaXj2koo5RXirIKFXUQ6vQt0PB2KG2uKm3doBQaoKfX00vcEUGEO9KwDzRUZ5GY5qDB2Hcmx34JUqw5MyRPHtxeAtlQNB6zqifKK2+OfMbe1UqcICghpSpwp89rFdcSJnJPmF0towcFSc1Dg2zBw5vPaHb/HCeAhi/hD13uUPTzw512MymlL84Cltz5PQAauJeEe66ns113Jd8D9jJehwaTAuZOrgIy3R5RBhcabNSZO7N14IL0J5GaQAMqArmAbYYGEpMOMSXhhVM6cSi+ZRCRMMPo0ni5/MEEEFqqISXlKfiwGWgINaOuIbnC0WwR3DOun7xmaPBQMLs6ILou+jWFw8xQ2um7N7jrbDT7+8dI/40hNLz92csP/t2JExqeyriU1HKWpCMZXTrUGu4EDVkP/pTQMB6VFmUStK4CsiVsD+zrwZGywBgaWMKM9hhKTXI7KyObD/YnMhiCCdAQfguPFcvCrBweHYYoZeouNEDB2zR8rHR2wSs0NJ/t/zgt57QnNMB8sjRYKknTPWON4us2Ow/w1fD3i7gOX/MeCevcAvc0j7Ph7OEPVv3uJ2/l/eh/G/uEhmeyAA2v/9QLdA4argHxJTS3dAh67bT357FjoGFUlFDB/mSEZ3PxuWJhjw+cF/J5+7rpxSBvvi1tp6U7QukigIcql8omZ86uIzCIYpEecr09LOUMDCdTY64uXIyMIHGnUE0dGlrSGCQn58nmVdsEDVobdUZJBGWP5dfXIQWfxP+X/PKE1xfP9BLwKjPm2Oz1cT8bz/7L9x3xvR9/Rw9f/d8//v77lx/8JxpOaHguy6ABr9EhNHBvnb+mQG+GY2x017Ux0fvbHaGhm+8QGnLsyr1sBLLqTITRqOnDhChtbwd6c5HWoGuEhpZOgAYVlwgNphGkwXShoQ6Qs+NMAajgDHcs+zmocXjQwKkpNCRbpQ8N4eYbmE+GGfsOl2aoWQiLsoaaJGn2oEF2wBo01JB9pGwSeMoCSwcfZ8VE8TGgoVID2Qf/wxO2T9FPZtjNkh9p4AZJNzu2BzTAdh4PMupBC0XyfNBwrx+EtEG6a9BgoKNjakA3UytYX0qPzz0pM0xwDjZqkQ9rOwLe410rcgC/wJdrjgQj0AAw4gfwbJQsDLCO9LjBW5war78u9HmizAz5+i0vuAm8phRCofhQMbGEyZMGLFsaLayJLM4AGmTVITmBhhLvc1pycX1xMSR3XqcADcRZzw0N9u/fV2b48M8Zji/6aX1jaPA+GS/oBg0kGmVmeWs/GVIDNkOEhifB/b6tsNAGN7YFGpJ7zKB8V7rJx8OYuPwsByEd6y4jnk7/K6hnF88CRb5l5R7XHelnO09BQ1oNDmkFGvC2GqsThFcUUDDZmYFZ2qhMvDiRrKgeXihV0qaTAg1ceSzbBDTUghORjKBB16/nsB2Fag+hocBDlXam+qEtlFX3CFud/dt/ImT44S8eEdWd7eiin9a10OU6l2fS5XDUeH3hqpuChvZFPPJ81i7VHRyZt7eR2vdJKoOG3M8MkC1x4QgAcgVo22QjNBioo+iZOwyCWN80ujcE0WHGxbESDOp1qAKVVSWtL+jFlBmSOtVEkiHwlALnMEmJlnnhRPxkjD9qLEID6DdoUQCeCA3uPS45zRmJFc9IoMHIIU7jp8QSylpg7ljYDBrg5dGdZ2b2//j7H7w9b/jBn//0g//axMWOLvppXUua8EqDvRkaVsWQoCFpVU9l1FRv9WT5vWNnnIWasF6MG94qNHBeuuwZNGDgIob9qYLjKl+0+6rfuF8NBvagQSAn31JcEKrA1dBgmHqOK23JLhKqdY3FRpRKtksSbKGIGQ4WKt4AGiyUTbUf2YCX3PcCzwkZUaW0wl1oKHhKDcQH4lqMoCGWBRM5uvM8Y9+7ux1d9NO6Jh0GbkJWoaGEt8aTrItYaJjZseeyBSK9Mbq0L4/GxWFbgE47fvI+yMWSuM51TNU9KkiYhht3uvvqeREx5CAISXAiSiKxBCUjM7hKqrpgwBcHLME+vk0X1hcLhcOFGWKx1bff/WfBsqcuNLCiNg1egQbjcGki3iBxwYbQ0ALR0nSgQX0jGHgNKEUOV/J/jsbzfG3vAXZ00U/rmnK5je4I6hnx3m0GGsZjqS0to7a0MtNj95o2/1s9ceXpXVAF66h9VM95SEveBhoi0Uh0TJcp6MQAGtp7Bo3b8sXXDFNo6H0+IIlPiKUHDW120kKsAXjDUkDivXRoOdNC0aSq3j6aLplFU6X18uIINNQYsJBQHc0kzSjUptUSXFKIUGUJMSwzuITjUKDCgSZbxXPnpMV0H57Q8HA7uuindS1VjthQ8N17QoNepnp0NZnWgR5j3PxvmneRtix65okN1H4LNKysiqiaQsPbO9j1JXaWIh7dj4JPyQJkTcaBKgTq1UOYKJ5sIyp5EB7yFqGBlzTM7IfDeP+C4oKvgntNg3AkxC9qXwrE4Qt3cevndKChBSP192LmC4u7myLFFaWFDJwD8cb95GMxvkIeeoaVPcw+pXruUfXzVy53MyglXuokuO32xfaEhtK9BLWlLsPD3WkeTQ0vl2Z4mf4WVyq8/JZQg6WlX4J6boCGoOVIQ6gsqZCprwgNaWaywH5KeEt1ikJhuWkeXEXoQF68IUR1oKGk0NDmw7y7/EvQEK6pGHHYJVyunCq2QgMov1n96Vc6J1bMsMySSaAGznMdGvQkKJlvxilogDxKYriBqEAH2sz0v/vnH//g1b75hy/j5yD3gIbzw512Myxlyvz47h7QgILTGRya4RLOXb16a+wPpAb6GJ27QYMmNoIGM2mM/bB6KgauGg0FYTGDVUmWL4WG7jzuifbJcPfRBmyv0imNt2snmCloaF5QhvAcFj9/FbkqThuvKXUT66wzfPe/lyDOVA/PIkIDiGU7i6pG5VHgozWgqxY3hNGCuSsYQIvrk8JOsRQakphwsbAQeDgO8mEfAhp+/0/4SQ3f+5svgRtOaHgmW4UGusc0ubqjNNnaAm+CBgstdVaWlTQeYHeBBpM+FRZkV2hYU0kbQkMdSS2/bSJqwVPzGO2TJL6FB10JDWlpVspBCoSSJX/KXNR+mI2MB/c8PJZIl6XF2CkoQ4PBYV0rTBO1Ez3lqVph1zhW1y1ZAy0EEkQPBzzIdWhgDCr4TIG/zNbOjrS12f8//XCnP/7gf+Hy1U5oeCYbQAM9bcDWb+Hqxv6yCzRYfpF2tTRxscSX9zX600A3zjpCAUys3tfHcpLQaINfn3EZvRfuRiVW1cQIGXk0ucbJpH5eDVOlgl+A6FgPGmIsI2joPA9I1JFXR7NJ1kRxBNejDg+5AOSHA0NoYEXGpYelxdzqOz6CUoWiBrjIx4Y16EMDKr6uj1fr7drrQUMBFzR3oQ8EqanVIgSssiNtPPvb37lU+/gfCXlCwzPZCBrMW0/etfWkTo8l436RXoJ9/cK2uAYNr/8UeH13e4cGaaXXWa/YIbH0bhIGQptch4ZcxywuSHhwIAEsuk5z0JCEcHE/hAaPQTigvmBdMt6ta9BQJqABxagXIkhkSCanYl21pn0UFjhZkpolBcW8SzJVm8HL5O/jiw4IVOdAD7r/iEzSNehAQ14SLLH1oEHreikiJgvRXGZ2ttAUDrPx7D+7LPv3/vybb7758Z99KdSwR9FPZtjN9Ach9dK4LzRkg/stdSCmvVlW49nP/FP+94AGyxU86MIqNFjS4PMpeyXTaIIODuS8fVHb9GCnJOvOksglQRgxDCLIBLychYbhDlJhBUHVU0geRwQUS43XSIAGSCWBhpJOk0ODeXw6jICCvwKRzaChTRKYwccWnoRLMYIGDjNCA9bAB+G6ez5DaKgv2+xmcTM82oazv/+5qj/+aTvwq79+PfDVR/8OxdFFP61jvU526T77QIPeY+TQYHA3taYrM7k8ZMeJht0FGlgX/G5yretKgx/OaVoySixAgw2hge6IPY60RiNoiNuzxihBuHpbGw4v5U7erLdrV6CBdjEqTIQGEeF2MN0ocjkNocHQx6Jlp5XqQAOrZIQGGMf86bQUlgdqCq51e+A72cU+AQ1JTXDdZbUDNFwQgEKklPlVPfCobtK10ex/+KvX8Oi5wrf/7+uhP/ngPw15dNFP69ioTfbfvhYaNk9U3+u129zHzfo9b/tBQ2j+2Rx+N5mVCw/PLU6f1UJidQlKHR3cS1Qt5kIhBb3cAA2QeA3MJNX2Krk9N/1nCzToMpDCqDyyQFbl0USzaVt5adMn+S1p2cPFgqtIGMNx96EBVg++issjsWZV4XcGGz1Wtw8NLeQRNGBqJoFQQYxe+dIdLF+j6X8ZmOFy8KM/aji86qfl9nhoCPK0GkcmLN1ppFXd26Kg7+DJOr0Um2cHGqz2zrnF6TjqhNP6r1n4Njs5u0CFt2RVGwkAEuNoEmioM4gsAB8UfQvnIDm4BzQEtAG56vhWaIilgPlkRE6bUDFfRQ6G4+5AgwCoLmMaOGXuyVL5wrtQCFjdGGYODR4zV4sYpLmMq0PnU6Y474E2mv71JxrCQ4W3n4384D/VcHjVT8ttF2goKwsc7iCyhjzTrg16ZX+WLxYa8G6StVYHskQOoroVGug0WkUPeQUa0NE6NJixNw2LpTYeFYXbBg0LLDUrTNuaHqVodTsUfa9Cgx+naoSyhwok+qhqXMgBvxuhobs89VSeEALlOfIrJsJLBxpKAg0+DAvnabQApSi0kjCpVvFIG8z/hgd/Gw7/JkOJj2XHl/201G6EhilhmoOG5jBeo7lEdmdZgYtdDYTkNmhYQvjxHejM6cKEOm+ABi38jtBg3qGHerlIMMnbMMAVAjo/j89eDvfs+GrQXe9ShcuizGC4P/K9qdBQpJRaVPXB1EDrGW78JSYpG8umq22BmeGUdGeic6ijAEF6mUoc6KpVF6uC82TQQOud7KICW0drXHqrdYQNAnj9kYY/+rdw+LffTw9/JHuCup+WWGzTnfeN319CG54Upmu7dZCW0TQ36vcGo65506QORt1ac6uNBcOD3kjHUeX0kRQzhNA5y+mO7u86y5KtLI4L0NDCUBwQ9cO37g0NvCyIDKxC3e2fQINhJVEFM7GtX4j6LXC8ULwY9xQ0oFvoFrr9CX1lwQUaUuLsQ8NlaIJS6HAaGhYsCu7X12ERGuxo2w4NncMfyfYo/Pkrl7tZK+W4S0rruhkaDO+BukMST8I2zwQNL4a3WtfflUD01q+1aEavLcvN4SiobdAAEXbO0ljhdQ4NHuXLOjR4BZ4OGkjKm5iVejIeGOz+pOLWX/9YdyACoqwWCA3hgHxua29hFvWVn6PQwDP2dmdNxfjdBBoWPKELDYhblzc84ZYFkx2FQglC7L2N8HgbRPD67YkTGjp2frjTbualnBVrfftqaMhHO/t34xjDDU3zwGt9eanQcGOHwUYmbqh8XKROW87uOQcT47BFD6tuibDEWH0hMZLOsuDsr5+TtQINnpEXojkvYZ9kL4dysAoNkhwVpU3UvoYQpQQr0FDG0UcXTA1ejC40FJ+tBuAiijsRTo5aKuobmCHsTjiOcTszpLuOJlQkqNBAnmWP4pIlZaE9yva6LZ8bGt5+EDL+TMPrtyf+9H4BPcJOaHgme0ZowLeip9UBOMY7WC+i3WxnaAidlt55/7rJhoE61JEcjM0tTsZr2r7bZHJEnC+6MaAv59toKzQEYRDWwmzCoHZaryxDeFVhNnQHSti+EkdpCchxq1mI3osPdQuFXFHHEL5H1IatQgM+1ImcLtDg16G8Q5m3E1ehQQjaoQH/bphXgJe7VxZkLTF7h4bDqWEUQP4jjzlKfCg7oeGZ7NmhYeBiQAPe8Fcj2s32hAbrQoNJFyRqaEMWKkDp6XqcOBsnBGYGq40dW31rEKw4Ggpp/Do0ePbJUVGtdFBLo1eW4UbETYh5cZ30pdf49YBljuUuvEUvyTbHyRWwSHC1GAsGFy5afaPQxkmgAaFmEhp0JcFhHU/7rgcNSx8aJDLcAFgQLMviGVJNcDnrtuw1nAfaaP70tytfHzR88F+eOKHhqayVUrQ4DNwFGvgOETsAjFiHhjUJlNu1LxMaUDcHAstiM45KKrvAUZAw8KydOYEG7r918HgbLavQ4HNuhwaX4FLgB1BWitFdI9nOcAQKxGKKC9pllVAzyrAmn6mY6HW4o06hwQsnU2TQ0PL28jCU6Iy04hEavCqQjywnr60skOmaKjRItjhttkvCKr47eUnr/VgbTv/2kZB/Q4d+91cf/7OddmngJzPsZpMPGiagwXtcd4njdT7y1rlAc2nrjFgJaD/bUoY1Rx1oEFwy85mMMyW53gQNS4g+FBOzHEEDuMOqzEDD6g9CQuo6TmSohZgMcnHZCA2YGUIDFAqkxng1SRf706K6ZdBQ40gv1bY5QjHapYWx0qr4uMuXBYdANOgtbtrN0IAVQRwcQMPCMWFQsjUl2yRKn5ALwEv55NBgv3v9WxM//EX7+tt///53zPDBvznxmLu+0zbb1dCw5VHDBmiwETREaetN411tlPwORqmtlGHOUcgwAyrSpToG9FJa7gw0SPQ5NFCIQ2hoSkLtfXXhh9Bgsv7p6/tCgydW88IrgHQGalChoaneBDTgjsLy9Zgh5c54xOKiEiUEIQ3QIBMMZqzHl7o9vfi9PY6FI1ry4Wk3qWfoYc42idLeZ/G9WuSlc1pS8sfZaPZv/+Nf/+XtL1R977/9689//ev/+J8/fsvwqx+Aff0Rf4/i6KKfltpzQkPHycqYDRHtZvtDQ/ASRNGgj0doKOpjPaoM2UbQIEcG0IChRqnIkhtDQ6EgmyS9vWXigjBjAhreT52FhiYnTWIwx0zvFrD+EgRAM09jzAxa+YWKsQYNlFj7Gou+Dg06I88r0EBQT+uJ6xyjX4WGQjH3oIEc4zJejsYMnhca3v9g1dg+5C9fHl3001Jb05X++xskOl7mhS/DRCxWQx3HuhLRbkap3TApVEC99HRVZVS68mRVaQZYlqgvxSvLKpJoa71vNWnfZbSLMLn2Fu+d4vd9WWpLK0PQvjVogP46SgwKjCHBZFCCqjyQS5uhuwQKaF47xqLE6jtYzvAkwKWRHa9DQziH/OOM7gcKmVSvZSKbOoWGZGdKcFCyEmiA3K5CQ8sghHqQndBw2rNYu8YtXSKRk/Qto9bQm6M5yYZnqpW5GcaaR3TnXUcdbCWBKT9Bz1TGloUbrA+nrpycOZo8DIRD1IchxDE0WFMNVe/sQUOBFGiJkwLndNHcJQJkCg1hF2F/7SUGG7B4WlgicqZrgW9kS2CtWAsUr+WwzgxADdUlqqOHoWo5Dw18Du7FgLSYwcJrG+vf3lMUFu+yDBh+wQvfY+VCxipQSiWYVQ48Wr9OaDjtSWxNVsYttL3VdxCdZMOn1G1VA7GZBFW4k5GmTejzhJ+snwKPNGHg9pgL1Rw0JPXHWWkiORJhMp5MN3PMVDJxFjCsaslyde26/MtClmy8XLTQxeqOL+K+CW1zlkLDxApkN8gU8NARvE1RcMJRLWEWyqzIv5dzamAL1TqbkZYsVI/WuAMNGnzOkbJLCbeMCinTvQfua/V+iAvBhT3GRrN/+/ffrNp/+4i/fXl00U/L7CNBw9qovfR7kyGo3DApi0wODfU1UAPNGVvhdmgo1b2srrd/FLOO5wXdRXm6Bhpo2hQa/OA8NBAz5KVIq4T6ViAyeJqwBzTQHJ7qihtMpLOr3B0WChWzFi6DBl5K+SpgSra2mI5kL4umyes68LVX6LC5o85e0DrAMYzFbH397m6fUj33qPr5K5e7mX5Mg+UrNA8Ng86YQUPBBreg9H4oaOA5b4UGaNmJitXX2Jkt7cpwyKDaa9PLJMYduPe6Bw3QfW0WGuLHNOAQVKoONNAJcSd4yQKY4Q16JzXd8VCDEIhXfm5PxKUqOMX0x5U1cnpZgwZD8azT+FQgtVC1hBP4iw3QAC1At+48NEiV+tBg6HbxEDvQYPRm21vH2QkN19n54U67WS3lDdCgbbjjIXUSezYe3Bca7nq17QgNRg1uBFRMA7Erl3hoLaq9oaEFsgkaXj/cKbjN0ooiC2090VyZSVWovihpKSDWyB0pNOh6rjGbcT7GCUAZJ3bWJYT3Ul4FDU048Q3KUdcSvtDVQtKjLU4FDnGuQUNbiDARBYsTWurWC8G5g+eXp/9EyC/WTmh4JiNo0BYKtgoN2jSTuaS/r0NDL+it0HClgG8xCun6SbWjrgBV/RdbO0NDPXAlNPCdfAoNg1Un4SiF+rSM3wgNkOeEtrP+rENDHKiOqSQ9aNCxM3tCpRgzznbFiqu3UlIYUD1diUIp1cECDUSn4gF93woNsEJm8n2aJt2CZKzx+H926mvBiEAFjw5fnv5vT3z7vz7iDyxM2AkNz2SXUq6Kyq7QYB1omNU2oY/RPDPu9jCBhmsnlXsndNGjrEYNUQ5QweahgZknQAO0UhuvOswK0dTYoPeH7NagAVNf13aQLRkPJZKIy4xjAxe7QgPHRSq4ZWMl0BB3iaZ9LTTg6wUoop6MpYFkeAV4+zuVorpbsiW60ICzR2jwmmR04ule3nx6aPjDXy0//PnDInmgndDwTHY8NIB6BMXq2Tjcjw0Nlpeyo/tCDeQDCrkRGlT7QDWQHzqhhmQ60IAnbIaGJRzWCIJQ4hgQmMEUK45r4S2pxKV0V0BDiAurv3ljvV3gXIoVaHCtRGhwXfZrlkJ1B7Th2raEd2UBPKFAqManD9YLVxnKXc9GhIAm4xsT1rwU8gg5PPu3J95+5fKrv/ivhwXzKNuj7Ccz7GZzP9JwF2gIHpNGltsENLRmI2ByJyPcGcQ242YADUX91jp6r4S7Pi/kNDTERUIAKzk0tAoPk2nFCb2f1fH19fAHIXH/bISGkkSVTjGABloJEjUpnBZ+ovyqxLSVQQU3bKz43Qm8vCpmwqz+D8knQgMsAKwrXrlr0IDl84wijvHpyXrBXheXUC7MidbVd7SsOXjEJHzbHWar0PCdfe+/f2Hfpji86qdFWxMVberdk0c9bSs0XBkuvznn8FbkoYY2AAAgAElEQVTL5ryGVIbQgMfwFv3yGvpzvxtn66cREJwoNNQ58J+8wIsk04ILvT8uaLbAFIqn3dsLnojEHO5mOxrUo7+gbEAkKD0NHDZDAxaISxipccpyaFDwdGWdhQakOE5wCA1c/+wsM4k3hwaaBsTfd2XIwGgD8HllCA2y746yGWj4zv74p48K6BF2eNVPizYNDdn7obPlayzCFV1mHHFFuMdDw/WTTkMDnXL5Ujt0q/SWoHQREmioL9s/uVvSFDgzxJaE14cG0949gAaTjh/2RK/GVZvGjqkitGa4NHptDMuv1OIMMSz1mk1Ag68VTBckF2oToQHzS6CBegPUPzurjQ87mjeOQkOPF2iR9BrDrPlHLiXvWqxNtd/bxrP/6kcNG76kH284uuinRRM9HwywZICqQzYm+tAvI1VMxDsMx74gaBgAVasl9mhq7puCGkED3/i1f3K3iQI0J3rKJDSgzPE8JcQg0CAVTXcra+tO0GBtsvXyLxg057AnNBQPrYXJ0ECjCwRA51NyA2gw4x95oPL1oYGYo77srBgGGHkBdx4GUD0iNCg1GHt5cmgw+/ZXf92w4Yv58Yaji35atFVJGQ/oSt3IxxKa/dXCNnrT5jDkRtsJGvr4NQIq6t/eP/PzralyJzSdyRfJvLWyDqa5Cm9I65ZT4t7AGCgy8J2eG/MoJdmbeY1RTizcPsPcrGXi7+2NvAaxTrFmpFBeun6pVy1CgyKYFxwSIoPzTcgOlrhOdgM0yG6jQifQIBWKwXsZQgBQ0jqW6NsLomtynE3M/u0/f79xw5fx4w1HF/20aEdAQ/R5F2i4WsA32d7QYOphLWO+e/Iet+TnV8tj6ORi0NDp3zQsAiBv2LYJGshtPS6R9wfbZmhogXK0EV1Yygr7o1S0WCvQ4PUpGFEpg1Kvmouxal9jm1VoKPTu5QLGJSbPPWgoKTSky07nT0AD/o4OxdxM1x9XTqhWU34faba99nvb3Oy/+4lzw9c/vW9ED7Cji35atKeAhgXvMz42NMzmMXKzARo6SoY3lB1o6FCDpfWzHBr05+mzkOhGzvt1O2MKGjq004UGLwWTwCo0YKLXQ4POtb4PMe86luXyql1l7Da9MiI0sPBCmgoNqrp0bftBGEDndJedHWAVcMV0lT0W+JJIRXmG0tXEqQgw5XE2Pft//sQvl4/+4w17FP38lcvd7PaPaZiEBuhL71deomP09SDoUThhnkmft5jOeS2pRNmi7tiXjEyh9ZYsRNihBhnqqbSjMJU3X5HzJQvJ/NxOeJczk49pqE5D1CvQANOJaEhBOWKO1h2HUa5XoSzGt9W8pInhKlPNc8mcs5eQcQ4NItIQhwfQ8nofj6wxAQ2t3FLlGESNz3OWQi+6ZBQkFa26pmyFEXwpIWo03/hHM8Omj5HGH2/40N+m2KHq54c77Wby2S+95dkTGuprFcINWjsFDda6RZlyeoMlc+4BDX7+KvxgnkYNfImuRVmjq3jDZ9TrAzTUvGk+jEjUqJfeZQO+X+BZBRPQmYCG5Nk+SmCyHxWPOnmRsISycP06GXUykZq7do0cJPZayi40JBcfLVOEht660Y9Iyt08QUMx0yoPOgAuXQxAo6Z1WIEGA38IDbighc3S7fdo2zj9r/z7FD/8xX0ieoCd0PBMxtBgQ2govRHXQUP3ZqcbxVQ8ewn4Fns0NIzPfDMd24OGFV8daGjKgp0Zkg8BiRqtpNeHhm7VZDPgItT+vw4NEnFSyIVHJWIl6d4PGuYEjKEB5c8o/xQaDCfOt+VCRQi1TKeTigw6QHNQsgDG0BB+vxS+MoIFXDK3cGi65ne1jdP//p//bGn29UfFhhMansnmoGFlAF6FpTdqDhq6p08H9ETQUHqyPONHu7MeGkSQza4Dwucd5L7wFwiMOixM5KgicpJCQ9snPmwHaIjizlOROpkfbIeSiDFVSssglR40cO4WfWV5eLWl5j6T1YtlaTI7sgANQoNboYF/GpBP60ADpZZDQyrt6MFdZSuGo1rJw8dfxlyTJcNCFzHM/DDbMj3+OOSbffV/3S2uu9oJDc9ku0DD1KOGCWigr4ZhXwsNd7rgM/y5glSom0mlVoAqgQajjPMBaU24qQZCSA4xNISIzfuvwTbp7oQ9oaH+n9XpMj8KHddYRcWzEsFxrfHBNFu6Kqt5BOQALWNoWKnONdDQJvYUQfANds02aND9g2sT1/EGaChg5IxzNeN/dZP62npd7tdEJm169t/DL15+/fN/vzxw+Mt7xnY326PoJzPsZvzR9PeDhkT39NAGpd0CDStyu4ftDQ0mp6+jTxcaBgN63qTBz0MDtP5sOur6o/ys94OQ62UbQUN81IBCx166cRJPXXLC1KBkabEGGXWhwad6+wJgYYYaEAKxCLB2uGdxYqcV4D/MYDdouGwdrBF64O1DNfDJC1WcQ4rQYFxfqjDERRFQ7gfZ3Ozfwnclvvc3bz8D+ft/ev3iq3+8a3R3sqOLflqwVWHdBxrCm4kWjtvqTEA7CfgWQymJ+rM/NKydip01i9FEL7rp0IrWYxYPEVxcRCPEU0dO5LetgFPQQHo5Cw0kUl4rScvrgm9YyHQFXpdk+enrAmWX5Gfrw05oEzA0UPVA2Cs6zUADH1yBhndBxnUUItC9h5d2fReH8ORdaGi712QOpgaq1VrB72ozs3c+FPK3r48e/vR+od3Pji76aWrbJOl+0GCZ2G0NeS8B32K3aV7upyvBHYcIftJ5E+eg9bHY3K8TjcyhoYSItSEbusNsdocGQiT/v241kpWg6olIMXkhLHSgAa+IlZTYubjC+PWsDfVxZR1AAwcL+sll8NlBW2X9aAKYkLLzYVRuXCNwJdpf0APtRJ08ngjeONweNMzV+762Ovt/wp+f+Jo/n+GX3x36k4/4q5dHF/00teeCBtsJGkz71/0u+GTOtdvKVT8CDas5BCbQqTNoSIut/TqBBpAW7/cli9hInmonHg5nbZ4oXzI8qaRn0oMGk/3nybYhCTNAPYLSN+mxLdCA1SQO9Jnhjc3QoOupEpxAg+Fy0YZJa9mFhpyuYJyUCN9tQzxvTAt3qkccl1OWWvYoZkvQoM6Os/Hs+KOP8ROkXx81/NG/3S+2u9nRRT9N7UhoQHFdCWIuoFzApx1fZWGKK+dchQbbCxqwQapH7PiuK3RnKo3db85KFjF7S2JU1d9avjg+h4aicZMU9G5G4RjkS/XgmVjpZ6GBtSy4RGjQ0KfLUyAew9XYBg2Zb4pnDRpafRgLIO9IBFprUXrfXwNoSNaR6qvnFv73ji1k3kbTw5/G/ir7VIbX909oOG0H2x0akhtE4YMl87sSxFxAewn4FnswNKyfOwMN/sVAB1xG2qEONHRUw1heyxgaOl9vqVsXGkhE/MsgauErPtaKhh4TaPCSzUNDq2YMPt71iiROlYd1sq1IgkQpcyWhp9Cw0FF17xXxqEjwS/oYoe3D9qI1lPa2f9kqZuys+8yDVxL8wb8Q2XE2BQ2dPzfx+v757YnTdrBJaOi0jTAgHZbPkWnL1HX5RUIDtW3W0I3QkC1VDg2J7DA0ADWo7Cg09GTfuEWjuztBAyHqLDQY7j9wEMXGXFVbMpBSpKUiIWVJJSVDlxEahhdk5ngSGiyubOlGLtCQEAKBhBSdcAOrTdhC3uvX7aUBebALnN0oU3+zlBKWLoGFhjbH69c6NPQ/Mfq331+++pC/c7lH0c9fudzN6DeyrnzQEB41xHHT0NCdIp8vxNwX8PvdJgQ9uG5OkvVMQ0fegoJ3CwO6wV01DOQbttabM2khLRAJBh8+Kig0JbzlYxpWoC2Fhqhfqit0p0sjAne4ydrFSftJ8fvt1aVIzRNNOVWhl5AKRRnXTIOBBR5BA2l0hAYsGUCDQUqSHQWA7/DWtC40yPaG6NwJb0ZzZ606xUd+CGgYfVj073+9eziPsR2Kfn640272XSm3IcHe0LDoBXulTnTfWOvWt1uc4Lo5SeouajH/3GLLErSKX/4lakihgXkB/WeHOWJw1hq7SjQFvWz6bKdZaCBVa1/muhJvzy9xtIJhMs14RsKlCWhoxYwrmc7GsXfs7QI3JD7eYW2f1QRNg8VxGTSgd9TlUvCIPpOQItJOowRh92XQwMM8S6g9dZk+NBg9+wAQQrdPDg3/508fFcZj7YSGZ7JjoSF291uhgXvvMhf9jZZMsAs01EN3gYb3Y6xoMs7VAjo7tGW5y+xRQHOGL+4DDRlmCTRw4PEXKi5vsxjKCC3ROyiGGfWUOWiwITTQOTPXi0AD1EM3mrvhFYFtsP6kIZZnAzTAPjH4mvYfnlEPwey+Xm2FqZ6427gkEpF4bSPHiPYAO3b2g+yEhmeyBBqWcF3cDg0K+9l5c3dOKyGtC/j+F92doaFXu8HZ6dgADVHSZJyP9aYNbZkG0rRdaPA+3h1+BTSEJcaKRWggNZcjNa8EGkK10F9nI2fnpEnJ27qSVMOsZF3bGRq6m4o/bTKHBr+P70ADL0pghkLHaJjpuBE0sGtdI/QOo/L8H2/XTP/7//j5+qBnthManskiNFSDQbtAQ/pOv9eu2DZomBHd6+3+0IBf7wAN77Wg6dyxyAA1cD/fT4GmD713EhrKvaABp2+a5CJC0FAyB6xxgbBSaMCJuEAyaQoNlgTDc3N4Ok9um6DhbaS69zr1bgYIGjIceBuVoIR8DV8CH+DBAtbKzWPc1wo0QE3rutGCyaQzxX6EjWb/w49+8IOvw69Uvn46w4f8nQm3PYp+MsNu9rJwu8qo4a7QAM12NMNgwilo2KrgG2wvUJmDhpmz0/5G0GDSIRNowP8ZttIuNGRiyfLa6+Mw/E1edoUGSiFkzoKl3Ozpuh8GCj8gpVoosZVtGN9EocISYngzG+wFg4WtFS86uvoFq3B6DhucF4/IpD6UluwB2ECk/bxp4BC/SwAAriahAUpxGSrTMjQc/qhhCA3p5zB82E9ncDu66KexpQ2XqWEDNJS8k3U9iNTdAxquu+3fYFn/vmbOHKBmmUeWwMJo1fhU0+J9LvXzLjS0IfSGbYOGOvvm4u0GDV7yRctFlQr4pdDgR0uYNclKayD+LbiZ3RWRFRkste418WQXZHMxCEQGk5CToyTIERriQU8m5JNCQyESyKABTxFux9zTAjzeTmg47XBL2pUfToeseUkGzkIDxzAf9fB4J8O9LA3lCmjoCs/kPSWpQ5asiDzqIgzWFfGO6o32emjw2XrDq2Jt6dEZNNTzuaZT0ABehHfknVVoMC6Y9baELvIqNMxv6hQaislXmLa4R+GMV28CDaz/5HsGGogR0BN+jXTgExeavrM1M2h4H2JQa58Xpl+r9SNsOzT8Zjmh4bRdrQ8Ni44o/dUbQ0Nf+FZgYzbq4fFp2b3O7g8NlqzP6Pza4frQgK7Ft6xIHW3YaJU5guwyNKgA2BgattcuQANNT5LkMxbadUQZRmG5hNTjG6EhxpJAQ5ZAXUbjunt4E5s6QkNbSPhKXehmgmACNJCoumyT0JJPPFpiMO1E8UTLyF/Wg2F2/FpqW/+R9fUdjT4x/6eDhm//n2/e7cffX5av/vwbtteD5880nLanJS26+PHOiKGXOLLvAXvfegMcRk2Hy9YErrcxNMz3mTlomDlfu7UOANfQQS9fRWgw0js6H7+koP0Lj6nm1SJT9bBroUHdrUODfyHaQ9S8QAnSsgUpkrWDBYFaZBLdgwbIgU6d3hcaLIc0iAgGNvGUgcmWa1Vwne1DA6Kor1A7UY++z+kz0qK2GIv46UCDxBhQwd9naDlav7LZf7ms2Yf8g9huRxf9NLZB+95w13wtNEjfuUphM2igw8dAwy23y/tBw5IMQHkWauD5wBEfowxZ2RSYmpsIDZa/vhYaUmYhfNHJM2h4e2khQalRYIYhNNR3NAQIn6GH1NV02Xopj0vTEgXNnbwsm3bywEVGNe++dzZCQzuHjuIGyhGoFUgc0b7j2opf2aJ0sJf/IZbN/u3frUHD3z48zl3t6KKfRpZ2b1bvx0HDYIJ0wtCBV6BhHko22MqcNptTFxomYw99XmeOy1sdwmTXQ0Ou1KpY6fBHQUPY51zwMMoThKRZKtvBdO3qF5nzQfhtVZrOp9DQY5C8NO4MQu8VegM0lCTD0oEGhK2roAGzoWrzOnHk7msNGoQfPPE0/0Msnf03K8zwF4+Ocmfbo+jnr1zuZi9Jh43tyTq9pdkx0DAp1ctMBlfbg6Bh3Q/2ZF/DZBX8nSUcW+rs0IlhZ3wMaGjz0PF4tBilqqEzNFg9dgU0GBVA89JFJmpA3cQTJ3fG8gIqa4aK6jVJPOhmKsnAJEFnUNqEMh6Oo2t4rzQA4EqsQAOc7h8cAcdTaDA8gZyXtvhevKeEBvtZHxi+94M//+ljQ9zfdij6+eFOu9nrZ79YFxreV+oKaCjaXLo3Rf7eWvvrT7gq1feEhqhRV06JRVIZn/LDDbUGRNAQfDE1NKMmztmwZ5zJdB+ZbilOLLk9vZDMxo9pGDNIhAajnOkf4SBRqEZaNoIGL9Ci7vO89PogZkB9oxOVNPLKvNQPyoqyeClE97rEEDJoyKjIK5tc0gEa2nmUZR6i7pu2pehUP93BAwbLdqfyQibMPTjZoNIPstHsX8AvV+Z2QsMzGUOD4fW4CRpI8lbaW3KiNup1ez5oCFN2G/KqH77rnHXDMh5PyXyBQKErCIMJQVRfmvtWaOB9V6O6FzQkUUGucgnkKc5CA59NBU7yUvnPBTvZ6xNbA6EBJbpTqhgTx4ADKQD16KfNQAMrP72KSwATmJ6K7iDXeHqcDf7v3MNuR4V+lJ3QcJ2d0LCbvUODXxNw3bSVmocGZPWroWEu8AE0RFfYv/e+VegltxVUutBAX0154DVMq4CLi9rmTbJ9ZdxrU3Uw1mSDYmPLN11oGl+PXgENsvByenKYb2ohXg6RkUeYQaGBVWzJFpQL47ErNPA6iux1TssLsyM0xLYgAuxv5iF7mXSfkIybe4BB6U40qnobVhfHc01O5y3gK+cB1RN5B5zQ8Hg7oeGZ7AU/5t/winHB+TjQMBDwbQq+wR4KDXMeQB966KSdnLSJW7eZtupJaMCD1eFdoSFjlhhLQSEy3bP4Dm/N6i3IFq9SHxq8AmFdCHWxsmawNO415twrFEEDbI29oYHfpNOSRqALBQAwBQ2mC8eRwuJA5iFmSYxIsOCJddzL8cww/oNVv//1r//rUYE80vYo+8kMe9nyghc+XMJ+taPW9BfvFmiotx/Z293At0DDZgXfYM8KDUFNFlzIAA2BGkziMO/Fpc7Y+mp1GE+0a6Bh+2J13aXQ4Pma7FkvRDtd9WrBpC5ksg4N+mIg/vJ8g9BsBBt5YeAHIeWf26CBtxMWEEO+Ahre3wiDuDzWTi3T0KAZMxhg2JnDIZo90A4P4Ah7grqf1qxzO4TXyFwPH0DDSnObumEazrcZGvbcgavQUOamHEDDii4kUzr5LbE49bifhdQA05uUjLq0YUMO8d8MDbM5J9W7BhpqUSjcgFkRGuwe0CCLgcHiVpohSl70qKD9+wEHJvnzmAEaKC2OOIUGCx/cKNBA27gPDcgGqPHRJcYCm6DVor0FVVdfWY2OsOMjOMCeofCnVcvanbHg7AENIwdz/qfOGkHDdiHaEEjieaalBz8j4Vknj/zeL4eGhBrAVAogkOb+BmigtxQartoPfWiA1cHiRGiQcCknjOVR0IAxMTX0ThzVxbWPb5y7tUYC9Uo15WSgwsK2X+uMF4UHydKMCg/L0IMGclIKz8frimAgu86Kvyf5gkNwGmt0hM0E8Lv/+c0PvrOvv/kfv7h7PA+xJ6j7ac2WcBXlN353h4atvwR9DTRsJpNr41h5p+8IW9b2sHvQIHeG6m4ADTJWBKQ0SZF0Q/sXkZB7vv2hATUGjwdRqDF4TChiGTTAMRQyzx3mhoIwNq1pP8kcHDA9cQ2FM2gonfKsQoN0Bdyv/GocMFYDIsPS+UrF5BcuOG/HDBp8pwZoCNeD74/6TvvfR4GGb//5+4vbV3/xsf/qxLs9Qd1Pq0ZdMV5Xy4YmDk1ErrB1aBjI10zkE3jy9NCQSszN0JCKXdrL4QuIg3otd+DWUnvQQMfweGd8XcjboEF5aR0avCYd7u3UsTMLHo2qmqUWpd/VKl03uVxGpQrQYOz6WmgYF1YDRqeXWwSqPUMDs5CFTdOoofgkHiUdgndgI+NkUgtPw8hPkstBthbArxAZ3rDhbx4S113tCep+WrWk29Et4FZoSFruRmi4KnSaKb2+ZfR+W/CJoYGdqICHXu4mPd0MP5YPDZt1oA2D9SBFwfmT8VdBQ89dV9sgqIGiJLFsgAb4wrK1jZEv7J1OLqVoTdZ3NUq/QoOWpwcNtB1awohTWFjS7uA3KZbP4CeERQtrQDAEaIC5DqEBayIuWxqedJbLMbYSQPa3q/7yMZHd0Z6g7qdVW9I+yY3kVmggGcoc1Ou1/rs99NjPkxY4DuJaG0LDhil70GAAcNOx8M3tOjQINXggLgWBGWAGETeMn6b0L4omDDHdDxoawVAgKTT0F+De0IBVlbqGmkh4a9DgopqXpwcNrJ8MDRhgFxp0p1GxdD3EeRtEQU5Bg1cb9yyXN6mF7HwZFmv8WBsHUP8IxVdff/PNNz+oDx0++J+r2qfu569c7mT4K/Fw9Vi/P1wFDSvns15Nh74FGq6UoqvCuGrKMTTMBU1tT84EhCENhHPH0FDA2llxuUVeLIGGTEk50i1JZ/XrqSJkBIGAIkXqWcgdwUA+yz7QkKCM/E6HxUlSaHhxVyFdEsr0iiEdTigpQkPxU0K8IV8fxfnNQIMg4AgaoHo8NaIZ5QS7vA3r1fixNgzgt2+Y8NV/rz/HcPn5hq/+8QGB3dN2qPv54U572eKf7SSdpPtl19X10OCKtSX0J4KGS3VenhYalv7yjALxZo23Z95Pu9AgcnIANNjKHTEEUjRaz9eoohQd3vjvCA1Sal9IpL1WFKmVFOv1iHwepKHjZfgYkemIlzUFHYAGtxgYNhQvIw/He/4BNAghQJEiNJA7iVNmpV8RmrlmHmnDAN7+btWf4o8+fvt+6M5B3dtOaHgie4MGvExio53t4bdAg8+zIfQroaFk7fVqwynf/4xHN8LxlAwN1CKn+xVDA6PetdDAFEBdNvWXH+GGHRzcDRpyRW4xgM5pQBgAih84lFmKTp5CQwTwhd/lUsOxkhRltKvfr+QXP/t2aAi5CTSoGF/O4sgWKSGdVuN29+ASY+xCA++BAAcwMx1fnGVgLOHNc1DDaP63Bw0KCK/UcJ9HDf/5o+/m++qHP79+wKyd0PA8Bt+dyPviw6Dhmti3QsM9wliBhigRM446wrMWs/Zy8nMbNIBolOhfxCM5Eho2O9gTGnj6DjQUDGQVGriMERom1q7NEnNLoIErXb/KoaFXrKUHDe3LG6GhFEmUAxdBTh3PQYO40vX27VkXlqABA4KV9WPkmYbKYj8/NLz+FGT42xOvf5DiHj8L+Ye/rhfEn+S/1bk6YN5OaHgec2jAy7vTE2wSGtoV9n5kk3Ruin0TNNyJXdahYW7K2Cc3OjDpoxEaDJtr32EGDaF/s3/pusmR2LANFXIHaBApWoOGtk9rVh5PwRtMIokpaGh7P6TBRWBoIEkrPEOycPFRgxxvAdwKDdYEViOH9A3GFDWNDPe6by4evHiUfWjQ7UadLIUGWCA4Jkm1gbrYzw8NP0vx4BUl9v/+xBuLXCz9I1mrAzbYHmU/mWEfowvF6pWo/W6yh3dE4z5i3YeG3tX9AGi4YcqBrDQVmo6lnk3kx7rWjyiBhlK0Ads8NEBf1rcpIqTM2ap14oadm0FDR0ayv7NFDwkUEKC2WXHDZkxXV98jN1R3E3ecdQkw4ZUrrpO+iDH0CA2Ln87JUSxN4nXP+MIHnvGBIMo5haC+Z48aoHowLu5ZzqEUOa69UKuT1ugAG8z/7d+l34h4/abFzff62VxuifvVAVvs+LKfVi3IjPSxQlf4s0PDeKZee907iv6boynH0JA5H/jg1m4ZNPQxJIcGa3Ghe9CJmmGVCo4Au7qfQBGZ7pc5Usri7u4+TExtDRrw5rPwNB1oyL8wWdH4nmueHo17oXd5BmgwXoQ2PrKNVFSlWMsjBBChIe5+0ef6v+ARtivFLE560GBGv3vBNcQAYa8V/PqjQUPnL2Pf5Q9mv/1u51/8l9nvfvL6Kv5S5+qALXZ82U+rJjcJAA3aiSYumfQKWxJfO8a+DRruEMgaNHQ78sCPbS69+ODWXlojrm1z6JLFF25QRRwChMCZIXyeWDo6B3TtMm2ChoQaTCtTOMpGDW0UbvKQ2wo0OBGh+CkdyBkZgHbA9PLKczVaBE9zUG6Wb2AZiEigAT91mXYPUYNsVHfdhQaOWZxIVLQ47pjcMbL49sDdgAtbstIfY88BDW/PES4fNfn67Y/wJGF1wCY7vOqnVQsqEy7I9PWaNxzOcrXr2gfHK5HeAxqwq9w05Q7Q4JXunZ26H0SCXT8iATjUScKkPLAVzMJ+eSA01EC8YshY4axWBqPCqPCuQkMXdVXYzWsvTJFCAx2nGRPfHsCo3BEaki0kdSdJllbAfnkEazWVvExAgxf2MtAXzw9EaGjlkPPfqhk21e4t7BpbgYbOtyf2hoZXn+3nJH6WTLs6YJMdXvXTqnG/Cvcp3hWvgYbkLmxfTA+BbYOGXSLZjVP2gQbbHxpkd9RDt0FD0M/5VZyoYNu3HWgAAa3BsqD0oOGdGjinWWhwwJXs6CJsQ8hZOB4EWI+DLN8ADbylsoBWoEFHJn7hXB7oLto2xBg5tBE0WKhCoQBhXYxONl3u/XvYFTaY/e3uPv9Gwd4/0/BLxIBXQNCfv1wdsMmOLvppzUbQwF1TrtixN4NT8562b/T19bqCT2ZyQwzDt2eLRx6nA9YOL/l23Hf8FO/UFD731EzKXDlUxkazo3EAACAASURBVOMJ7dX8Kq7kTwFzNlQE0cBk2/pZmsS10JDXH5ctQELQtViXdI+pU8m55LFvg4aa2Ao0ZNQwCQ2wVrirk9AQGnx8hIa2bBCf0FyhA2GPHq5fo9lff3si/p5EfvQme8UTf3jx+pVQyeqAbXZ00U9rtsA1xaJGrcS6TSX3ZsFpu96Ph4Z9+WUvTqEygcfc+ZJWEnzgOdJR15eTtZ4UZhIawhm9E4wb8g7QYDJ7+qghijIIC9RXoiychk+Do8PGD/466UKptU4hTlz/7ApbMq+QM5RoVG714oHAdKvQAGoLD0LqIMOtVkfRvin+frau9Q3a/T6a1lagoW4JKg2ETIw4cxk/wkazv/3woT5qSA/eaK/fCAEO+Vn4/sfqgG22R9HPX7ncxdKblPrOAtfQXA+nc+gSy6bYO/r1G/N7Q8PL9VP2IC07eakWXPSggVHBj01BgwYzYICg2gvFwydgULhoj4IGikc5IF8P1hSfRqChuuh8xdklwhwK2+qTFSZjYd4KBSNDaV+7apgHoAS4wjoohYYCkVLMq9AADw46KbbjkrLsdt7N7M3figusq//M0PD20Qjy0wNvnxK59480vE4E32/4ZQoNwwHbbIeinx/utIvRlZtBQ9rlJvyFU+5yuanr1anuADDoMtuVd4CGxS13gZqQLuJKRKEdS1OOD9HDfLr0EkJ4gSfsBA21PjPQIIdRtxxtiv4jO0+KJff/vL5FzlWdw8KiXqWFiduappNlFGiY/ExI11OpE0+Pc3HMkRo8opa8AFbxWHmArrbsT/In00QCqGsXF0BWgec/zIazv/1hbP97Ve0vVu39gZDyQwq/TFFlOGCbndDwLKbQ0H3vWmjgprGTTqfTzUJD96bKR2yJkaRhAhq6vuehoYYYQl2FhtJ32kkKdaIDDWY44lmgAU6dggaQiVradEEIF3AwjdDS5xBiPWhI5i16ABdf+UQ2eqsIplCSAGK9e9BQMIgMGliBE2qg9tKSF2jw2UbQoPu6DcVqtmkAABRRKOQ2qa+HbKyjbDj75ROVvvrhP/z61f7lJ+9/HHv3j3Z6ZQL4jsdvUmgYDgi2DO0Fuut1r98P3O7nk7+WdqFjRHDeBg19skZdXvif3t47fu12Ly9rc+EfAk9y2b4/KYTXQ6GGCaes5WKgAJSg+bpkfjJoaH+PTBzh6yTm6ghp40Xdh3h9z/BMyaOJETTAMm7qFQoN78dXoaGw3hheC7qFKR2QnVVoyK+Ny37zyeWCaa9AF+NeCnPRPtf1JwF8yaAhvV4KeqEccb1qEqjASA3t+iJoIGRahYYXRssazdveK2B9aOA9SvWnMrecac/cpF872BhZ8LObm+3+yU53gIYxM7wV/VLFl+tev1zI4VY/n/x11NAwhq4ay8e016ny+Yu948+ZZzRX0KMQ/9KpQ+e1QsO4Jq7Rw1xgfCvei2tE60BxLuPbqWWhRcQgRCM05uoow78ADVR184aMfngbhVSlPryM2/Zz6/yX42No4IhoL9VUGBqcLWqNF9bolrtCg3qxpqFcJcc8hYbeXpLj4NMjlgDbJckavbyzd3K9tDWEQN8BBQqFU3kxhRpkj7U34QR9dEG/EPG+z4VncHvCOYGaYO08HjoRtkk7gPNs6g/6eg9bec7hfyWq2R/vzgwf8UnD+w9C7uDnc7/OVbeNkcvaNj1pSE7eO/6k27Wv83P9riLL5dKtrn7S8Op8XJMtTxoMNa49E63jy+ULjl8FYsGOXtCTKo/UwTJoaPdfipJQdVh28iNhMVFSOOM1Gr5eQImWuScNimeonMmKGBTGB9PiufRZd4woPFQJ34Xt3Fs62WOltV7jCmPOzaNHgGd36kkCiuurxJRAw+LT1nVZcLMOoAF3HK4P1qLGQ5sNKKkHDXUyIqO2dm3eIvM895OG9lMMzfAnHHazO0DD0Gr/O+1go94SViVcu9mgjkMjwZs7+bb4tS/nk4VWHt+z+M5MCKMpMciOYxplSQ3bmTLjkrjAfsm9lUpQ1kMOislNOUBDsqOKGuflglHPWC9p19JT002pqQVo6GGc+TgfvBUaFqyRu+wGlZUX114ni6GDe/5neN3gG7ToGMASVzNAAzJM1TL0WffAVdDQDvNmk2CwED6xpK9rV+j/tD2Os/XZv/3VjxoyfP3TOyDDCQ2f1lb0TFvGxMo1RDd81NCdYbcEzJvT+MqehobJUG/jlI4fGB7OVM0fQEPFBgsdcSUg9hSks/6XBhyWgESkvZP5fCA0hNRa3F5Vljp0EIQ8vVLG0ED+sD40WVfNpDaDCwEED9eMJHo7NHgwc9CQUAP6hDaRQoPQQQINPjsWUq6F9hZGtwINsoG1RAfY3Ozf/vo///Xnv74LMLzaB/ztidP2sJX2jL1n8nLJGrRcindMYEJtxtDw+k+x+NZKBONmsjs0mGH7XIILarbm97XTdUqhwdXMfZUYcPDtnRfbbnvDjI7vAQ2yhGlISeCaBGuXSegEOpppq3LIq2DWLe5WAVg7DqBbXl2xILpI7goNyBjT0ICrtYTZaFALJ6MGdGW4m7rQEMs5gAYosoSuHxQFS6Vl9rAKn3OkPYV6fsDPaThtD5uCBmlaWzyaXop3TmALNHhT9ne2i9WNnNIZZFpCOJO77QAasJeCLI00IlQiKnxdztZPQ5Tiu+DI+k+4h8dgboOGJby8FhrkFlp3tchOG9ArRO4OnRUp0zo04Np3FsFwCW6BBlBv2kpr0GA+xpIpZY/Wd2V7gHJryeUhCi4NC74PEGgwDUYYR045XL+eQj1ff7Vz+IGPqwO22dFFP+1iE+ph2rS2eqQWc+cE5hS83yDl1nB7AOMxoyJ0oAFPlPhVOeQN4y+khQ+DDlO00TPQYFDEdhyCMlmEPaEBxuuruCe50hw4QwPete4NDaxzfpB94OKFTarKTRvOM+B/roQG+IxGwgGBBilQSg2eWitIn3k89hAzTIXFhEXzr4uOCNDA0flyuI97NLJN9hzq+TP88IfsT0usDthkRxf9tHdblUkY0B+kZxj3PLoU75ABTTehNr1B3Chmg72NU3qOslcEDSWpagINgRrsVmhoe6E1aR4wgIZeRfaGhupjAzQUZAGPj8IskiwFfSU0gOAVPLmoj+7aoUEu2Q4CPQ9V7zQCWk2EhuSaDpOI/0gN1FkgoAE0EHQQdci0NWasss/hDnGhOWDYDsY+D5ev51DPD/hXLvf8FZbPatJoetBgeo3NuDTueTPnXmG3QwM2SGkcVwSQ78qdocHCzSe/U4+/HW1fq0SQwGgoI2hAFYPYZHAKDSDod4IGFNK0tN3U8Hg9G84Mp1DMWAHd/Hle4ARXp9TJdKUmoAHf8DWgtfMreeg1qxwrcryAcJTIrFKDUeXriboN6PgUNHho1ZNJJENo4EsEA+qB0kG2Pv3vf/2vwf7Xzj8T+YoB7dsPP0t+zHF1wCbboer7/uLrJ7X17owXz1XQkAv0bnYLNDApJf15ewCdXTkNDaHRj6BB68oJuGxCK63DxwElSiWKWN9LmjxBg8l5UeFQzXaBBlaopLZSJC01FZW2PzgQDWGVIw/dvNyvL1I7G6ulYcn2lcuq+tPl8DLzlENooMMRGhxNi4wK0FBnMV90wrEQUDate9fSFBpFWeaoVCTZFBp0Xi96uvEeZyvzf/tP/DENF9v7QyHfPq/68vDg9Q9ehG8+rA7YZDuU/YSGHWy9O2+W0tDTjC70feOP0IBz90/pN8gyn2kWwBo09HtOpruWQAMqODvEBAzaqrTNpd0Yb4MGxwWDDp3po3n3bUcTaIi3wPtAA/LSoLiRdpKcWZku9bZ2f5tCQ14UlyaRM5PX1bXBEsqicsxsWnhhM3cle30zNOheJbcBUMQdgw37r05z1OmWBmSdZ768lmEjaKByFF9VLc9hNg7gNyky3OGTpN/+NNYPf2H2u5+8vop/ent1wBbboe4nNOxgE905dq3NPrE17Rh8NtuU2KTD4GTvHBvmfz+jDw0TdGahEZv8OUQZx3nn+oLYUJqDpGxZtEld/f/ksqO9WagRDPaGhqniJre0qDa1TDBcksKRsUKpDicaXENE7QvFKr25xFAt657kCQOzjKBBRb6A+b6kmLlYuA/cXwAb9m9VFIsYnsKVYRqgZfTS0rBkZZbMucXznh0aftthhv2h4fKnsS5WnyO8ksJfjgZcaTvU/YSG2+392hhfCz7moosTTi2BhjtRQ6J+q5d2qphYiw3NQXz1duV6ZJnu2vi7EwArA2hAbGgOUA3CqkApIhP4/9FjHxqgpVPuIQ+Fhj1bNJcfqiECzKvv1QMxagMp5lihRUock2aNRO2zxHE+l0SDYXG2nl62TLKCCUiHedBR8ZhbJnVYmxscEobAl7BtesiA+0JwRTZdKK0M45UJTWHJo7OdduRtNgqAhRpt/79ZhX8aq3kHaMgHXGl71P1khpst62vJGLjbuAYa4Kq/FzVQdKuRLvGcTBivgYberrwKGvhVEicLVKIvllBDOy6n56GYtFDQC1KcETRwpOkktBiTy7jBtkJDcWjA0pHYUaFH0ABZZNDgaBgET1bV5/LtmwADamIGDRf91qlG1wSvq0xBV7hGBFLt0wQK869yL344gQauhATUGhBDQ1iZ+iKhYAz2Tk1sq43m/81b9H/8D/f7KEiw37U/jeV/EQuhIR1wpR1f9tNssjvfBg315d2ut5jDeqTJuL2gYW1Y6RVhHhrcEXvMoKFq39sUsAYjaBAuaVAgGkB604MG6uNUoih9GPO2RVi14JGLhFpDVQFmIMHZDRqIV0guk1WtDmQyNFdRvgAZeeANUfP+NYESDasLEStPeTx5TaUSVA/0yJVOoYGH8eq0xGUNeWXwIpANrYjz5NDws2W58XcbN9l//uj7y/LV1z/3I7/k+eOAK+34sp9m89AQ7kHmndaXd7vg9oEGaEHtn6lY56FhZdxWaNA3qYmKUHF2VXiWTqIs5wtDAUtDfJ+gAaQkpk59mWJ+ADTwhCA2FCqV1CUajm2CBlmHVqJWz1Yp8DCGBlBK8zpjbDG9S0UMFzSDBopWSkEqOoQGiFOLqqrMjtVhXMYhNLQV1skorj40QHoEaDz0IBtM//bdiT/tv/9x7fCqn/ZqG6BhvocrNOg1+nzQsEiSWwTrek7JBnCj41cxzg40hFlU1aMjikjfIU3kTl7P5eoF3UhL2oGGLNibrQcNPFcSTPuKxMwou0loCKnh/zvQQOFGaIAHFc0gPkuhgXkgJoszZ1VDRW61gaXWxfchFggWcybeiVuNyIVXR8mFQqQlROnHvMx8L4QdyHn61AfaYPq3nyK47dcUntQOr/pplt5z9YdN/xmnXNbsXhecMgrdGfXPWShx0geLDWV99okpTfrdahpWYymtlUnkorYG91s4R6bD6GkFGvAQd3L0xuUjHUlLejg0hMKkzEgSw4rIG6gNUlEzWr0EGlDK4GUCDarmVGGD641chLQojjxcYSaekh6QJNBAR9p4hgbaTRAJnej1qKdjRFwDH0Yh6hpKBhPQsFAST0ENK9Cw/088PoMdXfTTXm1S8Ra+sObcUg+s/+6nAjJbVNvxNNohWTuugYa14UkHnkkDned6im9bEPP+9EHUYGjIKapUey3Shm/WDITQkpCeAxooucsyCNWQIkJOLMI9aDBcWxC7WjLdwQwN+XLU/AIJiMhqLF1oqGuabRBNHcUUZ9ExrLdxNwVogMq3OcykPlwDn9P/bxZ+fQIGWbIfWzXjfvGcTmg4wo4u+mmvNtmcGRq2uW1tyKT97GZ7QAN3zC2hboGG4UhNQ/ppe6gcGrm3sfpVNkcyvZ4eIoHj2OdrUN0Pi2LJ6Cee6HWT1rmiTts0NNDcLVHjIQXNuPjiWfJyp3qBtIGa+QQ0LG4UoiezAg0DyIHtZZK5EAHOokN4Wy4cP+xb9EO7aR0aihovZ624vpvdD2XQELM40gazv/5MwwkNPTt/5fJWm1W81srnBD9Ag1HzeipoKNIgrXdfPDX7MtiVW6AhedVGLf02b60vxjl60GCtBoNASTPMoIPWMapXGMYmaPC399wtmQhIYpbWXCUMdQcrEL1EDZbUeA4sgNYe6wMMR9N3oIFyyNerH3AKV5x6AKguNOA0iyQlfrBKAA3vKwYxue8QiJ+yARpwW7Tw2tJhdE8MDW+/vHD+TENu54c73Wr9dp6N9D4y4dfokrcNcr7ZroWG2NJbk9gQqo7u78pE4btvJ69yJ+FZQdYOO9NnzJGUBiUvdmgYY9SVE7nRoHK9brbnbukUX6TRNxHm6eEoL0AFJjT4zQn7Ml/hQl+uQEM4KEd9ETAJ3N9T0IDnwJf8B6F8tYGuSgiAfohgHRqkg/gEeJ6/KQ4QGvwtCyMiNODRpBTV5TNDA/2VqC/JTmh4AkvbUXfoNDMEaLDsitzNroKG2BauDHUTNCyDags01GbdjrV7IMu6GTlIp1ANkIgIGnjgiBkiNPjxfnGTkJrAvB25/PNgaGg5t6GuEZQc69MGaGhZwrngGb9sQWdXaXCuWVaJNONVS732Au4yBOYeoIGGQLaBQyErrAGdJROUNWiofgwm5IrIPLPQoMv0xNDw9kENX+KjhhMansA2QAPcLG3wa9a5Cm8Iuj8bi+x2aKguxk8ERpMvw105rkFUFaMOmWKRBG5jaNDp81SThnl5p7XM2nRZBYw7NmysPjSIYOMkd4WGlj+ql2xVeCSuRETqMw8NLUkpXsYQuErZsezSlS2AqxUKyrXvBAzXRBca4BjMggMgkDYPJUCfByaXgEKD5XXE05sXDAnXDesdoaFk2+UjQcPrTzXc9keon9NOaHgCu5eSSwe9MzQkclvWJ9GeaNQjtqCUUV7XQgPFkzCQ3l2p5Nn76NoSkymS6RNYym44iRmaPnADJWnzkBOHeUhRjebWcdZkUYGGRGlRkKukXYLw4hY0zTFPO7ktTqBhie+1yKnYESSMxxaMZxs01M1F4cv6QnlwU9CkbcfSiib7hVBJHCkNZB+5HYYxNXmWMoi2l3AY1etjQcP75zt9/dNHfIz0I22Pop/McKPdTcmhQ0PXmVbia2bTG5QJtZfkoVvOlyWO7e/KREVWkzDunZIh9nIL3x0fQwPfsNIx42K4YtJjb26ge0AD2P/P3rs2ydIr13l1XJREkZYcohQ8/EBZDFu3sCza8qZpBh0KkubJ//+XfPbMALnWykwAVX2pmT2NiPed7iogkTdkPtV7LssBWB0ZConBGTSYQUq481XXm6Ah7Z6ZYxehwbdpIZtDQxEoSgPD+Lrtnhlpr5fvTrCkC7tnYVYU9PE1QoMl09Cwk9AAUxQarmaG8R+s+pu//Mt/9x6y3/wRjT/+2j9UcbnXX4OeMx8ADfoU8yBAOQkN0kWMNL0FGoZza3+zEViaoBRGC7fE+EKbZPshNKAzCAdCV1BFuPofhYbQe4dOXR2qhFsm/avZ3P0N4NSN8j4ZbeS2glZADGk3d68FVTJo2BKVTW2BbeCde3SOOcZpsLkWO8l1Z8AumrCSEC6+TxJYEPFk1hwaWCePCxlglF4MDZosINjQ4xeN0e74hyV5fPGfxLza6a8R0Poh0ACl8ZNDA5SDB0HDcHKABgt1Hctju3sAGrLtESS2KLB3S63IRhe9kfWSzFYMoGHzYiwG3jdXFsglTQD4WMLcqKT3REx2UyI0ZOn20axac3PH5r7OYp01vr5pD3NwSBooXLGxFhywGD2zaOxuqdFGs/pXFS8SOQf55serLqXPDjpzKhAWFdDAZ+XC8YKG17hkPAka7FpogHqvqzYLJYsL5LQ6HJgqii5DA5Vp0TSaQT6fbx8QIfs8In2ew9fSVdahQR7h2iNn0nxvHsehgX6RA5nIXbCChuYiuq1tT6EhGq9LeUVMdpDdpHk3hbmL0NBnltDQXnDU3TXwOi0HktcBInExTYkvGGG6bJoSApengaUxeEy5PDFe0PAal4zH9fFRobv7ZkNo6OdltgzL+7qux6wKHbrS5l0ZLeuh8ppJpU8bSdwCCAcZobQdCqnJS4YGKvayVaoVQ8P7JfPyvOTVtXEQGqCVUCIJ4bRXBTRwa4LgMDTg9oegISQTh1hcy8bPoMEo1l3nloguGK64/gegQfKapO/oGfU7Cl6BhkQAZMKvAw2/+4vfFuPPvva3Rl7t9Nd4FjRYeEx7IjQAZU+WYd18IDTEp/hMG5wRip+sJ6EwLYWG+UcN2jiwMIOG+cM51muxY2Q1t8SZGefGEjS4DxAa4GVAHNJ7J731LlqFQLUCDbAnwou6NW37LHgCDR4pc13b2AUY3kV3PRB4tfvCVXalyRfXGL/ssL3pLrAHI0e7z3NQy18SGn7ZcbXTX0M+yvxloOF9T2AG+FovA00fBw1LnQtNkFajFb6tlOpfqpNt3xuFQZyaN5pnPpjh/X1/KfHtV2LZLX3UrQBRUzNOjQPQUObNEBpM46NCd7CKPe5CjWEgOBZ08sR1P3r04CzsYcvgkFRypAfvw02d9p+0dsML1O1JXVgS2n2XoBfI73Jh51UDaIiZoHHAQuLxo4heOL5l97yH018/cnnTeCo00G6PhgaD2k9zdJk8okPtRV0HyiataJSVC52LTGjXSEldjnb4/xagYdPVynYfuux7m7ipIJcVmAG3Koz+HNCQHYTNRzpRm9cUGuRuRQWW5EAODXucR5PNsi3B+CVoMFTN/9+7J6l9Bhr6hPC3Q9sLdTaIB65hPVgI7zOFhqCqftDwgoaLxh2c/vrlTrcNqpU/HtTHvUQMqvY9N6uhYdhDqZhtq7omdDHMyqxrxzspNFjfSNVSuKjLWgZDaqtAQy+y1EGlO52HBl7KfrhvqhyDBu/C+cTgIG4rcC+BBuyxkQpCDpBnxRI6YwEa+tdk5hwadh5ogECDz9bVvjHYHWzw5AURH5cAgUy3S6Bh52Wg/RaU4kxYhwaz+6Xl2fGChnPjBQ23DayVP37cNwuTOvw4aCg6bt+mOuWhFvQmcRgafN4MGjZxSyLJi9xGz5gABgkPSW3P1E5hCHXaWEF3au9J/hhuvXKLBmH10Jm0libfN1VWoMHQrwEZamjYM7XJKFOoRdf1ux7eFBpQe2qEXV3etafN+wCJHkxotfoBwJ4MF+/JtgINdF1djnv5gr4JmsFa5NAAS/n0KMgE9rYlaGjetivHCxrOjRc03DSoPzwSGrzV2BOgAYtB3g0yJWXOo6ChFhyf+z4GVDF8g+ZIsxioXUNDVszlE4j2l6tie7oFGoxFGUm6Y6asQ8OCDDaRzY1mUHPPoYFaHEzLocFvG/RNjYo3SwOJFmNIuzWJHEwLr/CL9ets344b022FBpoPfsR82nAX0M9wvVu+owAz2QT8H7IgaJpCQ50mzxgr2//uv/7Fv3n/LZD/+L/+vw/X6AnjBQ1XD+zrj4MGuwAa+p4JusgyLu19ymRhZebPS7dDAxd7rXrJ4tPQkH7UABPoEdQ/YwjQwJ1+j8tzm0EnXCaSnwUN5QdSmRB21hQarG+dQYMLka5mGByCBtjU+2iaBz7ofQkNkf66Ohk0eLa2CcESg4VgFyV62CyDhg0dwxq216DDjgLCLjG/lAwgxgEaRjXhOWO6/e/++p+/x/jn72b4u237l//tGWo9dtzD6y9muGUwNNz5ECR1+NnQQAXXJh81yIxtUdls2jArSxqJDzMf3gPtYm/1xd5ZJtBAJJAZ6y8tqZGb4tgQGjJJpQtxRm7nLWMMDVt8ORQiqtoQGqBlNu9rzuEsarXkjsKbvkgmU0tWiFiABpjNhux+AfUFKAAB9CIa4dIpa3AXSkIwj/cAbfw1WaILDFMhgQaTDxqSfxu8asz2//t/3eD+JzT81fZL/NnL693+3QeXvPtDg9bh50AD2hOeC8fQgBPWlE178EzTVHCoS31SKKcJAWGtH2udbc86NTVs6IEEGnYcxutXJF0HDaFzzIVEaOivNFrYx+hvimVC9j11GDRKw2nw8P1BDYaBCBd84go09Im0hWdZ/yrXRYJLinrxdfGQrFCkkT1gdygFcdIN0PCg8nVmTBT4q62Pn9Dwn36++M2/fY5qjxufwO/ffGC1un80Yh1+GjRYK4ix/2zFunB/GRqOmjSDBimlWYcqn5V3aQCr2+Pq/DOHKEvUsV6Swd2+fiDpWdBgA8Br7WjbJttV0CCUZxEakpaoQkBGCg3muSFtFJVgZsigod9agYa2B1m5BA2qLOpG0CBpw6vJUaAKm6JU5W/iJKYMjzjkBxjyNaHh79599Zv/8Q/foOHtL2V/+V8i/Sn8/r0H9ZmHQIPU4QdCSnGqpQKm0EA6bZnEwYeRD4UGKYwL0KANYLQ9GkyrQcBIVoCGpiko7OsHkp4LDYUam481GeA/akQmJvf4iU8ye9+3oFa/Ag1KDW27vuHuV/KMYoHG3odrpJhBuF0D+IQgKIuz2F+kFq8mdZlpYAUkH0nIZ6nYkB4g60tCw9//4U9P/U///e2vULyhwl+/XflnT1LuUeMT+P17DypWD4hGrMMnWuz6XuaFol9I+lH1UYPeXUOqW6CBMSVYoNCwuUYZ/3y87w9nA2iYfNQQulUuSxumQIOgwkDSp4AGz9ZFGdBid/Zb854bQd3GyFMiMj8p5ntohEDpnebsvNj8i7oWBSs04AYUSYEG6P1MAqysb29mqOmOrourXdvucVwGswrRulHMN/aGMMVXg4a3DxbevoWhQ4P9w59sX//bGj6B37/3eDQ0xDr8JGiwVlvAQilcsjD7vvklZc9BQ7ZGLTAqjUb1PNsMTOu2rqtMsrWZ5bYpNGhtNnpcHiTa54AGd/CaDG2x1kW3e26EN6uNvAaqgMeiqgoERLlwxEAsOY8WGa0PWnNY+w6koeuCfbi9kiQg0RuoSSdTVdxpUgIN8hsYIPnAwj0f7T6nQgINsCuIzNPn2WOkwNsHDW/fwODQ8H7xXz1DtceNT+D37z0e3LYRLgAAIABJREFUDg2hDj8VGqwqikHD+HJVWS6nixZNoOFdGn7ssPszX60RQ8NYZ4vu6JaIgNo26e3ufK/MWIUX6ONiaDgm4wg0kDEMDTvM7OIl1CDIeOG7EdqOW96IyQINEqBUQWCGfsnnSh+GrZl+wVmBbsgT/pXBAmxBz3juEZ6ZM+oeBzqDU6GGBohy98up7LnnGGnw87sg3/8lAqDh7Zshv/i/T9zD8a8fubxhcP27869pGO9odz93vcNJ8TUuihNoGCibapsbNMnKOTSYQwM980m/CmK9JEdz4vbkDsSf2FEyWaIwd48gYQYNXJHlYXfsz+XxUGhwXGDbub2lC1Si8iEI0sfd3u6oHes5wKXW8cI4QCiT1BWdaQVu1towvYmm+Uo4ryq6hIb4UQOaDdBgsEFQE257LixAw4OK16kx0ODtXyfef1ICoeHnN0f+02//p7Ffv9zphiHM8AxXPhoauNgVJTOhBny6oxuzTxFSg2auLLs2Vsg+A00a91LtNcNPR3QSXo39JpUV+18suEZtoFK735Wdvxg07GyEgSeKIFKLE2jw5ENB0OwgYXNqQC3MyriK2rhCmSGHBkibdqX9j7bd2H5QU5N+Cg2+GfqnX0qhgbJ7Bg2UfuFs3PuX2pwZAw1+ksLHdy8gNODrLzpe0HDt+MWhwaTtx0rrK/Eh6JC2Z6EhrqJiCh80eGWcQgOW5FrlwScd8AS3Yn5omNABmpJGVTiV9EtBg8EGBvHEBRFkReLPGdzBIjSYpLInMHZJ/Sghj2vq+yZ0FRrgj0Ql7RmP5KZKumb+mu5RyDxRXaG2ryjp14AR5P8kGFyOu35FaPiggxc06HhBww3jW0CDeRXISm1bmjHDw6AhXSWVWaChP/bBjGEfr1UOk8JHDWVzqeTAY6YZg4dRFU4ljaBhZMbxcYf0g45lzAChSVroqnNoIIYzzl1topKxkMK9VxpFgCIeYxyvxA8aKmjo4Qd7M2gg+11golm0l6EBEw5UkfPjvgf9QTcVDC7HTV/Q8FnGCxquHRdAA30cel9qCE+AlhbeDBr8+acQWSub2nMHaNDqyQ9iBfysqUyfKeQfNVTNpdqsVWYo878wNJg4qevq/XMKDdS/5Ld1b9qnDHccJAATTIwAqSw5ZcH3bQfp8l0b1wWhQRgS/eFDHCanlhwGLoSTwtDAn1x8TAbtMEG7H1C3tFxg+rnHPq5+AWhI/nni549PvL6n4fWNkOeHPjM9xZV3KNszycWjQ/ZwPRc5QZzCnJkrUddNde21HIpn7EOFRmv+zWdtqsIRaHC1vH6THb8+NKidhq7wxoe2hTa84ZB5OLX0ZPYpRggAucES38MO2slRW4YGz9fqWxrcLv6gAGe0t6g0nxSiW2KqHbdlkBlCg2XQAP5gtexzMMOJb4T8+TMVL2h4jfODWsSzYnE5NGDxuV3bk+Zk/VjCYVzWqDzWGwqNHLMrQsNE1iI0hOYx0CZu/fWhQRxCTk6eawM1GG5okCOD+KPorDcHNbML28dDtk4h7dEAgoYYd9JYEqbP6O9htWQC+ZykoaMZZILP/VqXvA4Nn6J1jVRwPABoeEOJ1+9peI3z41GVeW1T8+eY+2wtkqkI7Ont49oen7AsmJsJP3BBucZHuEnTWIEG7j3+BEcK1bK4YXL78Nr9K0GDuyh0YO5JBiagQxagoYkdQUNhwP2hgfr4MWhQf5C+4DB0JewGq9VijYK/Bke7TrwPiSTJmP7sri8HDf57nAAafoU/dPkpPP99x2eABnymullw/fCebHxG2xMT1gRv8kGDQIOZcQUuzViHhvFHDfWcfDup8tARVqGButLK3mfGXaDBAjR4A8uhAZ++Dab7ZDiHvtG9oQFVDmrCfXJRVKPbw2rteA8z4P0Lasv39RiwgwfQUCILeaqGBqPNsw8aKMRfChref430nxtCw9ufvfzi/zrxOTz/q4zjrfdTQcPNu3vt7rskrXnHNwe03Ys1N0ADa4tlEMVyWTSvXPOH9pE+xbyPl7ureAAaqAf0t3NoSBrd14MGaWBG3dh6Q4PrZHBPMtzoAdDQNYbsCxPiVBPbUHtVa8dB25plt/lMBmjY4RT4EURSA6nGkgUayNdx94PQcH3zGioQ/mDVP/y7N6W/+t/G/gR+/1XGid4L586uhAa7zxFMmm726QK9WRE67DJTqFgW3No1bIXlst/zUppqdBIa5KOG9vIQNPCzWy/L8UH2QmigDzVOyWVMGkKDea/du08IGjyS0Kt+vvzYiT+B4URYgwb9arE9ZtBA7VI7adOmieYOjQOXeH63m0GtdmbJnZ5NaPIUGpAO0IeoqjpzBA1tJnkmyY9njvH+f/Wu4x/86e/p4Tf/y5/+4fvbL/4dDS9ouN/YfBxZY9plHz+KNnvz/huZ0z9ulAIojzUH1M11PN/bcmigaHgR/Fiz7/QPvTdCQ9Y9b4EGrN/QFTe8lEnitkSZccax43GrXPRbbCkTaJAuzZ0s9CpyAnbCZWgwEZ23x/qjCWKG3YT/GBp6C6dcIGHmU/CGnMgMGnwXhgbVo89kZ7blFCF8mXgFhG8SiHdrPwE1TLb/qy2OL/6HJ+w+1eD1I5fmCXwokbEcvL15jiu1XvWrt+WCV3OCBuMCSG8Pa7sODXNXRt0kGloujTpHZcUxaIgTKZPmT+VYurk17ar5IjSYeuDTQYPNoEHt9kvcqSiU0v122ox4cQ4NuA18GUPDDhOzvDSOpLZfhsd+u8um/DbYBTpzNwF5gE+BzIJJPSa0PekTtWZnZtCwp9AAuXDhmG3/13+ozPDlP2e4i9dfv9zJwvPh+irDM/MkV8rJ/PnSL99BLBTUtDGH8rMoNl1S9KAFVwZlUmjYoXCheWXfWG6K1USqMXNRjDdmfUXAnUoUW06zKiNvGE+CBnt/suYmZZ722H+87UmP86dzhgbK8do8kx1KaKAPEIxnSv477mAiCszwIUwC2kaTZXy2Ag8ggaZo4T4TB86gwffRjDfetICGa6lhuvvv/jMd53/5356h1YPHCxruMwQaFp16DTTIyRxVwHNiQVwKDUmVWlX3ntAQlTN1Bpa/D+FUoDONlptt6YsboKEpdgQalBmkkw02P5DqpdlHl1fQgMHjx3L2BU2Brqjdrs2roWFP9U+hAVuldWiAPMGZxjOjv5omappau6uzQT6DVgINLnjn/bjSkdva7H3f03+fMP/qB83VzqCBzwcEvX+r8DBZHj1Wdv+bv/ijt88b/uhf/Icv/mMTH+MFDfcZraN8vF5zamhTz/rbE/xkAwrcKleKUOwQXCqXqcEsVCy9ubO826HBqNy59FjW17XVmRVefGhzDBqkM52ABmPD3B3p5gg2B8aN0ABpdgoajL7I/8GJSA3U8EhaNKCCBpD5PoX8UMyktKRIeT8VaAD9WhQlpbvHlPEJW/1e97SazNzhs0k7hQaazkEaQoM7BR31FaDhlxsvaLjPoGRfLaSXQAOdTDq/x+u/CjYtLqHi6XPT/aBBbt4IDbFq+mM19NbEawd64nTqYWjoinUF33VsFzNR1Jboh/2MkjPZ9xQ23A4NrpeHgJ3ADavfEULgNzDF1/pL9XBlwAwa+pQpNFj2QcMSNMSeHP2+DA3d0+HUJtDgvnT3wV30Mys4goYeEoi5Rz5PkyeNFzScHC9m4Adeby8HFz3Dla6bloQbk0EKmkCDQak8+lHDkDPKFrTgykwXr6HWK6qUNIPbuuungoZ4MRHVUSg+jZI7kubYA3ooce4JDRnxVdDAuLD39tqnua/cJfFhGd5alsG3Q8NOMwW7oUvDCjBDzCmhQWFRmGFjMdi/8RT4pz5tpmsm3mrXdxhuegkN7kp8X7r/yeMFDa9xdsDpOUANERoeP/o2WgVvVQE6MBUmC6Xy6EcN2tsTe07qnyz2EBqWQ3soNFTPTOeggbpFr8wSGVxOWQgbkjvyJ+om4YDr7wYNhmL8/EmTbi3GOw22Ir/k/nNzyKX7jmLLsEVo4P7Zp+TQwF/AMFSM1AHVWV3Uoe2H4SxPIrsTRGvQFC6wpwfv7TqNTFdGSnwHsmH+LF8eO75l97zc67/G4CeAxWxGTn9WJLAcelW5EzRYqC1Jgwhl8JDoR0KDGXGf1Ob2cJaRz0mFRmJc1jQ/uI1KH+KmFEUpM6xCA0ZuO4QNt0EDHxpuedK5uvrdDf3/nvvh0obWwDbuvqKDZuYZ9bgMnzVsERroTQ0NkZXwnSWc22x0t3YPZx80ZCZLNemmJurIRwxNsqafQAO/abKb017QcMm43Ou/xvBcP5DO27gsP2TkzJA9bhwXHKFBAUEn3g4NWHOOq6/tFrHPemhg481Hte2RnjiZuyiKlIEFBsllc2iIb2yQnT2RupRV998MDaBWAQ09otim+myHCLxEjSunhuwJOFhdQAPu5ifBFYid0qWzZm6+T92pvwIr6ab4WkDBXykKiFbZOnF9pg7NiZgqcQyu6Lp49JZT7nFjvv3v/vZv/lLH//G1f4ricq//GoOgAZl5adHToQFLYNLXTwrucsQHUl0zklhU2kKRvrkDad3u4TAsdoaFlop32PcGaNDJR6HBjaBAQ1MKsrhMH4YGF7+ODc+Bhu4KiCn3H/cKvvowQqmB5FIzExPQn/okEfHZOG4k3EI8NvmtpdBD8dxJ4i5CQ3+hHFCJMhQhE1kfUI8J5F0ExJNdgpuylc1nl7evyfa/+y/hlzv9HB9/8fKrjsu9/msMSHauv0uLnscMdCqrYnKzYK6/KjtHiYnsCjNu1F619gYDoWHpGxfvXKPFoE746RA04A914FpqSkXRh5xFhUyreaZb32AVGx4DDYbxo+YpFwyXp9Dg1rS5KTSsUKwFaOAtUAGSirIpOv1KKzVgIIpagIZuo4dtI7NdegUNeMaTPTEOHDQslBCQKTRwSq+Vj0eO8e5/nyLDCxpew+RwwxmfrqLpj9fzcdBAJDCGhts/ali6s6q2cVXq5csKaJjse0ihwkEHZUGm6XyssN02qflG8cL3IGAMDYwNY5tvCxk0Teg/xsrgTexPARo2uJWxrVND0jrXoUG2r6FBH8OT6FDR6Jp1M13UDv9UsBeHbiOhSA/kugE0IHb6lgk0BH7FIPjNRWh4u2x2IoHuPIa7V8zwgobXj1wWgDyrn1D/uohHuzKUnPtCA5eMMTTkNXeidtCxvrP0W6Sl9Xn9/bCCITDbdxcTjrnzLtDA91wneiSnwjz6oCGHBt0fFqLLVrDhVmgIVtkhaKCQdgGJRkQNXY5Rls8S0ozcwwv4zHCjhZkcnQE0kJWu7+iYR2ZAAXt/ibRVJTzpED2lfsD3OTToaqeHLFzXjNHuv/ufC2Z4QcPrlzsl0IA9c7rIs//hrtzkUJIaix18Lph5IIo+vGXZZ6ju0p2xK/EEW3iuyh79YtPMVboJGqqn+YmsZoY+lxqkl0mqsRF9f44j+KOCBp8Fusxg2SD6o6mjxQEaetPifrfTfEl9o5wVO5Ua9Pk5jdsBaEic3f4fW+imQQYLsaeqvvxPUmm+KkMaihPZg4RP5pFzIRVRa4XTuLjfnGhyxRjt/ndvvv0n//5vn6bNk8YLGu4xklJr0374eaDh9o8atk0L8Ejy4S1LNqgF1a4k5remr7tEinih5t2goYAeFDXtrgJA7YpBMTZJNd+92VlAQwlNlpT1rszEaDubcBU0tFfQjPRVV/Tt67swo5xVPws1MEXikhIathABY/+LuCZU1pvu4po0vUKghZtWnM6gSRLCyeY1+57OY+c2TUiqJtAMGna/ufrI8cgx2v0//dTuF/ijlmG8oOEeQ04/leH5Ii9WT4eG1XKyINfr22FoOP9Rw0FoIF7os6XW5YXvMdAwnH5AlJsEPSZpWSQLekR/dxIaoDvNqeF8wuVGWQoN0JXifLAfulDQh6hBEyJfE42j7JpDA/kcRZ2HBsNY107nfFBoIHe7BJdLE12Gy2qqoNSosomfEzOrcF0wBtu//evEP3ueKs8bL2i4w+BybX5WRtUzlGx7NjRoabPz6ZCWv7pQaX87JP88NCTAYFSvtDfsVmqJ0UOB10ADfbTgljbrwFCQFVZYGshUAVrq0j3tV2h5xS42EGyaQAN2paQhBftLM4EaMCEq7J1AA22xAg077wGhBEeArdCS0VNVuqqx1OcVGrIzO4YGcplLoTD1eZkjurVfDxr+8U9+r92/fZ4qzxv38Pp3Z4aiUNi4enJF+Zj3LGYYQMOZfNjS8lejQdau1hQXSYP+UzMDXtu1EukDZaVkRURnoSEp5sdEBYVm0LBtmqqyp82gQULrfhxTw3Fo2GDgRhsn8yI07CDTYpzjzuwJmJjkdrxOe9Ns7tIJNOAaxf0MGnzNjjPWfB63MJAV9EF7cwjwr66larjvZHRcBA9huEHi+UvGBBq++Hc8FuNyr/8KI2mBO70bLnpi9h/s7UfkYvWb08idoOGQ6jUwUIWUmlUW2rtBQzn/DDSAL6TBaq7liboIDRo/xIamTKnwIbs2Gl2r/Z2yQFdokjzwyVuUnkMDteu+ReKBxDZXsIAGmQ1J2PslhAdl7WAtWG1Gn7mYxnzk82QL0KaCBsI4ybX+lW/SfLAkCSW7EDcIjr9ovKDhNc6NrIBA9Zws+hzQcOjJbySXnpwruUdB5Q4dmiIhXYUrrL9BU9agAQvvki/vCQ1GId04w2poQOfk0BCMidAA2GDt4nGTdV4EhmYHNpSuqnlkFQmTpOcuWenDbVGSNmSH+A9dcgwarPigAeasQoPFYBfOxt3Fn1Gh6ByfSUbJPXec6gnWwU7dCpTPalw3Btv//J6G3/zH56nyvHG513+FEUqocfUcL/r60CAS8pcJNBw4+jlkHNCc+5pUOKhKTR7XzhE0UNc47MuBI46BVdxZoYFkcZqOoCGzJoOGDsszapj7aNOBN2P7wX373Z1eOdGCEzALaz9LNw3HnFaV0DCF3ggNRuHJoAHJthtoqOfyGcf44XoCko012tALcqZ0OYoxjImbwKDjTqATyTcvb1+j7f9qe31Pw2sUY9vCabJw3utFz2OGx0JDrOQDuXnLXdP8DDRQU8Pi9jGy+uWXMg1zt52BhgINjolK5HCzs6JfCq2gmGVoaD0ENhlQw9CwIS9IZxJogBn0hIxG4Mb0A6YDPy9BQxJ/OmVmyR4r0NB9EoxzZ4NLfPcmlU0ojhtFj85H7u8hNPAh4uE68jeW9vl8/jzsgAv+udFK6XjoGO3+8xdCvn564jXSoeWjLMjpoqdDA5UkLyKDirIklkqiF5nCwKOkcg9oMDOuh+2eUc3yEoiy0zobNz8DDZavOAwNqu4AGrjnBWjgPrak2wFqGBhW4wI3pdDEGBr6V+1Hj4AGOjVBIhPYzltsdCBR8xgwdwFDQzN+L6DB9xnYKDULz4ifmKLO+f4Ym50GMpxCA3qL40XQQJa//ef+vm4Md//5ixp+xY8arnb6rzD0REL1/Lg9rkT2rDBoQ+cec1qTZL1WsCg1aXLrqh+GBmIGvUHPSvxae8JUpZPQkKXBTdAARmsPYmZQ/y9BgzTMfnGNGmrDclwIHUhzmB6sQ3OhJsoYC3YM/EzQQD6MZkg2gcpT+AJFwwoSy/QA/rGz0EBUYviCZFcPF2wpBqBfRU8k0ECfOvT5KkUvVAF74hju/vZdDX/+LFWeN+7h9O/+I5fhRHJJnlYimPJYVz4UGrSy2BQadNG66lqh90TED15N7cyvtoKMhYhrlEmFjCphDb0ZGpLOvCIqjSF1O7wL/hjtauKEiWqr1FAals0PbcM3QJv7PWpSKTSwG+gJfg0ayIfiQhIYR2Kxe5u9zvEhFnF6wN/bwM4BKRXgBL9HIeoc1JZC1E1m690IDiBBg8lkFKf+o3tVwJ44xrv/47/+vX5//B/++5OUeda4g9O//S93SqGhagW+ZoOz/jHjwa58HDQUsgZS85q7usfg4sdAV0o8+iWABilc7c1IvXGfTo0eGbbYmadiig5mdJua+xAaUhUK1RapoTJMJoeGQbeMA6D9R3qMSUo2L90ADTn2Pgwa+nUwS33lr2Xx+IRT2KCrUxjE3xokggKOWHf/rpb1t2Fp7UGGhnnhePCIu//jv/kjH+3PXP7mj2j88df+ScwXNNw8knodqaFeRB80fApoOJgR2fJ9Cg0ZaiyrfgwalBm2MIyggSthrd2nhAZjaNi0IsP9PXP+LdCwSA1zaIiNgkfMNWlXGD8yXrZeggZzN8ra4HNlBlHJdIsxNECAfBrYRg7p7yHabXFSoti8DYXwhw7kHNEWDKNIqToNEGhGFAVL93Ap7hW8ecFIoOFPYn3R8cV/fcMdnP6ChrR3tHNoqZPzXnEdNMRnpiNSaTU9jVSFKi5b0X0PXrbKxwIN5krx+QVXxDpJNuUq8fZSnSc2kV15Z170jzYw1bDXaLi/p9ZR/HBZUC1zfHPpkBqq1dS7oEcM7MQWnSyFIKYgyxLKSENUcV7Silkj18ll/VB/gbP8C2m8kdXQVj9EGIQY9gMnjQ5KYAb+q5MpNMQQSbiiPu1/ZGM5n6Q1v/drcPcO/eum8YKGc+MFDflD8PBBGs4fLHusK2NHg6oUTViXWokaypx5qFIexI3UdldKH/NeAc01h4buqly3UdMojB7IUD8cEpWokkjvm4A7FqAhKlHrtom3M2qIeRi19f7DopOk4c5F7YU6kxuvmUA9KPE0KIw2J8cGjzUoxdCQimZ3B2iAy5Scpj5IVo9zCQP2EZIoMCiiQYK3m8H2fTU4w1NR1pMkusJG42YvaHj+uIfTvzcz1NAweFDE44f3n/hBw9XQUDW6ZeUnAkbMQDdMn60QGmyg26hpVEbXTtBFh0QlvVSluwu6jeKFIKmChqrrN3nL1KBS8UxEqR9DDd3RPoYO6kxtEa0XEXmswV4JtiqDJlCDa5J+bGN37/6uOlNk7c3QEFzgHoKsSaEBxcC1DBrUGxgf+eeQSA19QYSGed148Ii7/+4vfjsdf/a1vzXyaqf/AmNWAi3xcmCGZ0Qh1jjev9B1KhQeg1oZzipXvXJl1xE0jNZviYIosX3/eQIN07r0aaChciVVeYKG9jJYdwgaMtVSaiiMzqXuOplHkrZkHsQOOlMCDT1b2f/R1aFXegLygwHmGqiAZ2PkbttJ4QGIJ9Ag5IFQF/SM0aJ8N/dcb9fgLdfkQ0bqHA8G3MR3u4akgAYM7o7ygjEXjG/ZPS/3+pcfWOuwJhyDhqdqaulTUmLDkszADPHZKReZqLCsfHEp1Q9rEuyTlGJihrlmnwwaEmcX0LCjO4ouBs+8x1QbUgN0zpFUmgtrNGXQebtrqz3KQB1k2tgys3DLPj4nHCLsl6wCT0jcbYYr4Z2cTg2OQoOnMW1bxItUdv8E/hrpX3gQlOSA6FvacaNdYdJOS2Evu3R8y+55ude//KhO5LARw0k72qbvpmlafu1gSjAjbBt/09VYYtnqFpQvLlX64bNlkCiN9AQ09CAe9qOWXN/tiKgkslG8mwiNZZCaVkZxohp2ot1wDgHARGo11FCIFoWv6U/NyOS5tmx50SMZ2SUqd+GQRHzKcm8D2OA70hG0N8g70g1ii3rx2zxSYQcCsAgNEJLkwEAGuRDQESgWOS46Dq3dceTReu74lt3zaqd//VFV0KI0yqInZr62uHtAwxYNQVEr0DDvzay9y1tQWtqXVkyTRiqVckZ00W2H/Zg1rdLgdT1S8c1W6CtJKwsl/zA0BGpob4vWj0Y01bZymGQMd5G2qfekPYMG4ZlhH+oX0hhtIbnQyzuqkAaRjgtlQnFUQ1h4FTuie1Lekv7EKqyPOMYjGyOCB6aLQKXC+2CUHr8GDgU0TE7nU8a37J5XO/3rj3nB1htYbI526fspemdo6G+2pK4VEpMWMNe+Fza5UlTkkhnMY8DQQFVprJe6LSo5G1xzzZcdEaW9qxDvz4Otq7TFmyVLrIxiuR0qJI6Hq3m2Ucf1XML+luUpR6trK/+LvzKkLYBdi4C3BT1FQtOlhW0WqDU6BQIN3l8TsfKwQZbRruCIAhp653dfiFe7CMxMyoEEGiDKIJP16xdAJwiIOA4vO9zgbolTnze+Zfe82ulff6xCQ1qYn0nLB6BhVR8qaKegYdJ9avXnz7v87AdvRZ5WWy9K0+CU0LBgT6JFCg3HXVNBA1XbvkCpgUt+FsUF1ZAazOPlHWcgNV3hkmGlmPZxTToU32jrgBr6a0rjyocmhgRwbbN20eN2aCCb/RLt1fOW1qP1Hp3ADLvsRkY0TKAQ0wmDaQZNnm6Tb0pQ6XtCuqIIUipx6vPGyu7/8F/+9O33QP7233/tH5ro4x5O/9Y/cpmUDb9TtcSk176Pp/yaBkuhYb19o8RoBwrO3JKut8GsXP1p7/qhzFD1U3x+MYtF6ZHQoE3dNzwgSt042sCLcO89FUxxGQfRK6rFBJtAg7TcEhoMVho8CnP36ekXJmuvRAPzdM2goXC9bN5ew7JwwBUaOBHrLfxSX9J9YQEaeAsOCEvDchbM7p7zGI+ggXLtVmgwoEC//Omh4f/7z+1XSf8cf/DnvwI33MHp3/uXO9UVdFDLtdm26w91ZQENO5SDcSPIJMZaLNAwlKdKHFB/1rt+70roDqBtIm/HOrTju4lSov8N0CDt8gQ0xGxiDclIMyzIRA0JNMT+PldtC1q1aLzdrYWGCBsq3d5D/yTXBWjw4GjuOzX0DTiTUxeKzSTYp6HP0QnxgHPjzrUBm9E+1r/4S5I1NARm2NGDECR0L0KLXoFZqGaLOqQUekZ9wFCAMggR0zP9/DHb/f9GZPg5/sl/fIpeDx0vaLhxDCpoeUvr6ROhAc9/9TSymhNcdU5Cw5HWyFNXoMFYvwIa9OGGetcRpS6DBlIivUe1Vvob+eZO0BBjm/WjITRsUXnqNMbhK6EhcRFTA7Wo4MR+bngXtLL7FbbUnCqgIfh7R21Sb4vYHBpCSriKPeJ4PZk7hAZtVNZPAAAgAElEQVSnhuY39w6zRfMWxC6EcggNhtBAd+/Rvm4b4+1//m3sMP7Vk1R73HhBw41jHRqSxxNd9EhXDmv4jdBgYOARaBj2u7n+W+rE9/EGDWYlM+TQsN8KDX3D2cqwXrY8Dw35Paq2UujJO/eChqRRg3dqobus2LOBNghqMAMkbcl1ofVsaHZYs1yTjrz7lujevnAKDfLvZKm3KVWtX1iEBoz4LdDQ2zabTaVlBRr2DBocw1yVSI+Lh+yRY7z9f/rItT/4F7/97W//9J//KtTwgobbxqjblm2tbC6fABqW+x09ZWTQsGempzLm8+b66/QGDVLwcnlYb7FwTz1ROHFqTLJe9lyXNdx2CA3uHvDPFBokVSZ6of8bAuRCARBgQcA6lkAtaAgNGcGYt64dJWLcx9DADc8z6Aw07P3QgLDkYHazNHn3HQwWD+842T1uutkaNADadLf5bhQG9jU4vHvpQ0WyGyMCm2gSXE4Nw93/6s32f/If+oX/51//vPCbr/4vFPdw+jdmhrr/000jR4cK5iue9y0NyYNgputQXsYMUgUn0gauOKh/mE/MMIiNQIMX7qlGUanz0MCfbqx3ZltNQW4p8lwH2h+AhomVsVGbd4ZSKHUofEK2vgrbSPtC8ZLuk+oSO5l882DuQVMfK9rQ/8HJH5LiAc+hYWf/4M5u1g77aYQTaOju6xFnH4r/mGeN92dqEH1DZZCcAmeKikpewnOwtun4iaHh/U9X0ecKv/vffl76p1/8uyGvdvpXH8MKWnREPHvPC8DjoMGKKrsibdjxkql5S8kWUk2MorkjeR3yijhTXaXcBg388/DLnTnqMNxAOcAqatiTyQehoXIO+DwRCl7AgGej3WrOk5yUVhay36mhbWmUX9GDMddZMjbC3bUaO4vlcxKm3oatZD9alq1ilGHa2dMMpszEFRhK3jj8upIMGhiwMEu7F30T3K4bsJCATxij3f8qMMPHxa/+UcPVTv/qY7FiF2XomaispHIjNGxoxU3QsLpv1oMWoWGLbi6gwevWldBw5OcwJrv2sFfQEKiBuhhOPg0N3I/Q520S3U29mcgHQZMGGUITqaFtEvJZmjrfDPe7XaDUxFmRGrgrkg+7MNoEmjF6NfpkhxVmIi3N4J6ZssJdR4CkjBCyuVsmGzdxKB/zBV3zMc+dd90Y7f7zOxrChwpv3xv5xb+r4Wqnf/Uxg4bkbjxTlyhaQcMiyZRWcP23SYodcEbRoFehYXCbmUH/pWDiBROvrbuQ1kPXOQwNo12lp7WK3Ob76+5U6e7CmsegQUPgRpom4wZ+MIpwe7e5eRD7BBr8KVXye5ctgRra5X2XjGHNYjpRvrtZTSm4NIcG6Jvofs5ilo84wAaDLbwKXEcUEds92oGoYP6yaQ2LUl+jyrCnbLXvoBtYhfCCyjytfFZjsPsbHvzbcPnvMpT4WuNqp3/xEc+H3rYCGso1j9OUVdFms96mPsRx0974hh/3yble77QZBQzUndij0IAdC7vD2A3lI91ZZrgBGmwRGmIbaxffkyCBBpq+nr65c3rJT5Mx/faETQcordDgCrGwzA5IVXIVSGK9MzevQUPtrdPQkP6+pGSqW4WuxxgMvIT6gLs/eBM0RRluUKg1qHYGDbAR5QvchCmXt6/B9j+/peF/+L/C5b//w/TyVxqXe/1rjwOdCarQ5Bn5SZqqckda3pAZoADMZa3vmzhztMU3gYaZ/wQasOUw4TVhFECL0HDASun7bRk3rCk0gF4CDWYmQo9AA+cq6QuSYoh0m/c33sm6h0NvnkODdMgP9/OukrPL0ICcJfAIXsKAKTQIbyI2lNCgSeOCQKUIDbJ736ZbjQG8cByHhuLyVxqXe/1rj3nFDk9lvxg0GJVQYYYVWYWkpYmjLVaaKdRBrFjryj8KGrLEmYnI3VdCg0HUlRr6CrsVGnCuYRMgGdRnMMLRA9zZQkNst6FHoaGcZtFUIWHxBkUot9LQw236WWgI3hdokBYcvFeBlUcc/587ySfATqANao4JxE5VaGA/uZnqYdk9BOHy7jXY/+c/T7ygoRrf+EcuZxU0uT9sd8/7NQ03QUPo2RvfOAgNa/1xCA1x2Y+hPaH+Slms9eFSdXdoiO1hLCprhuUWpqW6oIa2IjPqYJ4Y9gXsUQINXcncmUWPhpdkUgTXNM0iNOiRSKAh0+jNnI+3rk6bDSKzA76xFTviTvwjEiSzK7QCDWw8zEaD1ekQsd2VC3hJ4BFJTGQ59Wi0Q9rBeXQL367+oCBcNEYK/PxGyPg9DT//eeKfPU6hZ4w7+P07/3Kn49AQ2h1Of5wrcddN6MUOPtwm1ZWv6zPDTLNx22MbulTzwpSt+vnLnawOjUIDFvmR8thJVA67+DnQMJ1JWxgUbrGllXJuBfeEBiN/kwzaUiJs7E05P/6SEhn65EhvcU44m8vQ0NOhb4HtzbfNDjiFsLsALOQ9m0hpwZbpx57n5HKzKRvYk84W3ufJO6Sy1JHc+TsJm0KDa0pf+gG/eIxUyL/lMUeJLzXWittwfGNomDZa6dUbLrkGGnxTvbTeDWJx9etUYqeSSI9Zs00bdMUaZ6ABHpoK7TcftU5LVovpoeSvQ4MNnSd9sdv5sQ33kGaiaYbm9X8RCJtkagIoQ7Z0b8YoaOqRUJd2DhpCX+6D2lbBMW8v+2pob7BtDQ1uO2ArLxYQ8Kndp4khTBTdQ2BUFgfZT+WgnxMhQ+d3u2hd0FLzZad/obDP0nZG+Z/+dOXPDxq++A9PvKDhpjEtoLH6ZyW5j68BDSvMUFk4FEfSZjbYFBq6jolMlNX0zdu3qrrB1zYDKt2q1axFQJXD0JB7gffAZtbvKDVMoAFjvxTbvhpeuCrh4dSvp3YlnqEeJJmc960hNBDlWNe7J0mScp4Wrgel0QwaZBm1zxIauAfroWPPi4lIDUCcEtsEGrzl0/QADd1bkGWio++Obibfowd42GdpO8MD8PYrIf+cLv3Dn3z93+30goabxry2JzU3bbjv46tBg5EJbBtUqalqUN+OQ0P+jN2hIZcp0IAVGCsTr2RbE6VGOw4twucodclI1sLECA2SfAk1dKXebv6gfF3NkuAdbgIoJKpohTPD8WHptgINO5keXLKhoh+jzdhJphvfOrEwjPfEtu0YGnb+AhFj3dw78pk92RGhoanNEWfxWVjQIe0V4oFAAyzq5jGArEPDu6m7j77+c7Sd8QH4h59/a+Jf/rf+/nd//Ye/Z4Yv/o8Td4GGb/yNkIehAetjtuZhrsw07YfeuEbkXRhFpdwDlejjy9HOUj8uJzZYryXpqm34rxMBGqRW58ozNGxB0DlowGLI5sxleeEuJ0pHtmjbxpFTmSGDD1hJsrxBhD6TQIMluZgpugoNyREgZkh00UFtLaUGV8ejSsqN/nXCEcB0z8T1bqHPzeww0KbtpmZCLHMRLYLmLzlqWbrkzndRuNB2VsdAAFnaFPy9K+/Qum4eIxV+9zd/+V/f/kLVH/zZX/6ff/u3f/O//+mbe37zRzD++Cv+HMU9oOH7jiVoKDrzgd5yR0X36iF5uR+khZuvH4cGKHCL0GBQWVNoGBqD/vDuItV315XNQjRXlDoUWG6WoYJnKoxcMoEG/G3+sRcHOUkXOAsN0EjN4k8AyqEgaLCgqKGTU2jgjtj1nEGDmJuMoLdYyiDaEomVq+PjeYffkjuBBlxVQwPZJ47kLNtzEe0ihMkrm9uJ7uP8LaHB/UUnAIXGeFCcLx0jBd7/YNV4fMkfvvwEfv+6w8+NjaGhqo9P835a6vXiWj9IC7fWCztkYy5xbIRx0QmrxsZofffyjGVYl1Ih3mIrGmw4sZuRZTESMbuGm1jXMHgsZCm9uQEaeHcKXbIDTct2CYki0JD0fRcQNZcOJwbGIR10lHItp0C5wmFkPfyHCSlmaeYoayxBAxhplnwnIm0Is9irsHMMCUyE6xjevrLbC4Y0UzEcYuLl3esFDa9xbKwU0KICt6P/JaHBFpjhIDRsfUHtFKqahoXmVmiA/2HR0qWZ6dy4TkODYWH0SjmR5Y6rJ4qCuZvzhmQVNBwKrQtz2/JGQ70mi2ymS+J7fKp1NcXGja9Eoc1hKAs7XMg5SSqwcRBLth7+gyYarcVV5tsVsyMokqpgJYkwcuQIGnLETKEBvosBPLQXA9LFPdRV2TQCzx8vaHiNY2PcmNI5Wzx3l2mqF1fMiQb1q2+voNauW8mFem1rnz+v4FGi1HeojFCadKk3TNhResyhwBaV345AQ+mAdI6hl7dq1hgaDlmJC95FJi29hgZRNOiygesXoEF0x9ixUIYGDwxpOEo5WKD9swgPt8WdxUygAdeaHOaUcuQkoZWW7diusUpANVl+kNEalK59dxMPooNwk7134Rht/7u/+O10/NlX/OnLy73+lcciNGxyarESXKlpAg3zp8isdhEz9LZzoLcoNBQLHgcNUr5y4tHmJtRwzGQR2OxBB05lrbXw2FqT6Y+CBhSMq7wTQe93H3KnY3tzzVIdWcIMGpoyGTQgYK6AVzfHV+QeE6jCDopiEmiAqHIKi3GJvry6Oz0cqAQaIEfBM3upVoAGzkQxGS5FUMGblBEXjm/ZPa92+pce6zVbC+ZkzWM01V3rIjrQDWsqFSHuNG+Xl62k7rkKDVCa4qpJd5NSjU0NqrUs1bqXQMOxwBbQsB+DhtmeOWo9HRr4ZxX5gsGhMA4ExjWowjpTWI5Cg+nillUkCkIlujWZ0PFOQYN5Hphf2nJoIK0oMWOKo7qSEpR6JTQ4Fe9IEOzokqCH0LDraLchGWHmx3K35LrxLbvnPZz+XX/k8njNDhVJ1zzIlXmpl/5/EBpgTmSGg72Fu+dBaEgr+Db+kUuIXP8fVflMF66hbUuFhjWLE7O5k64I0zYyn2VVvmYNuMeSf1HDMTOzFp71dOkm6SYTaMj6/g4Sgrvm0GCia4TDXDsiQV8Qf+QSa8jumtDLD9kZNBjs4as0L4O2Cg07bLkMDSD9Rmjou8NL15pUSLS0K8cLGs6Nz/FbNi4YawWUW7NRQQrM8CBXFprq5ZPQIMxwHBpCoV7Ym6FBEeznr9ExrJa1ICl8XodHPYssvSs0cE2dMcOhBPQ94nwSxdM2/jVZB6FBu4W0ItPoS6cr2/IiNKCa2KBpfQUNcGIFGrLMCtBgssCSAy6ZCMQR9kmthzmePBvnZThWsbdr4gUHkz2sHEVyDRpwX9yeNNGTUGlpV44XNJwbL2iwkR+5ttmXgAat1moNGdDr106dVKetqDfcuoQGrvcfExszzKBBC591kU2XqKV0nrPQIM0tgYaxrEUnH4OG3ebQsBrXzErMjXaF7psHxiQXlqHBWP42WQ9tPiINvfMkieo9ChpM8mzH97AFJE8FDSEkfR2cJi0IfBvf+FEANYPNW3+0gAxHjbsCBA3BCX1Cu/aChovGCxrOjzVo0Ie4rJq1cT00zCzSusvM4JVj0TcidFIJQrGz925B9f5j4gFooL0/RqJL1hTuCw3hQWwsK8ZiOq0mVi73CE1b+IXcR63ceN+AEfTOKDDCDPknBSgEdRxFMEBDsPBDGrVFdhDrp/3fDBfsKTSE7EmggSCBD+sWVyE18MVBJjsHFE8R4iU0Eu4m0ODczfrgqXMN4nvwXb8YonXheEHDufGCBhv6MS3HnxIaFizKliTMcDM0TKgB98N9tjZNn25Bwqb/3stbv8+bldr2lVtPGdip2eY/DrlcFs/kX5l8sdz3ebdBA5pp69DQG84WBZm2NL3nMqyK4BwaKBBtFis5gwZnnBoaTOeAs1KvtWVZi+4L2wK4VkODa1BiGXupG6mOjrWubzeDBqEGSEFQsV96QcOF4x5e/+7MoMUtzoPiQWU7rHkwM+wc8OPQEEqXMkObcR4aRt5cgwbqSqTA5sOw/knhM45S4sW8st7YTQ9CA+XVMWjY44KIRG7gHaGB3U+Gf9wPu6cqdmjYM8VURuGxY9DQXjvgsYK8UuCiTf8x83rfZQoNWlgSaugXEzegYnJ4455d7Ao0kEaoLeo4gAbDF93n/UYUfeF4QcNrHBnLBTSv2k90faXpWWigSpYyw23QUK5IoYEVMip9LA+YgSfQzkWtlVaX9J7boQEfr1agAWfVe4KLoBTLihE0aCgPmynNXQw3creVZ6TqaEYhVxmDhJ9DA7ZVw1kJrXFSEQFVPuP2bR8/RbgIDXzFTeaTmLiS7NYliYtjVqJ7ylQRo3NogP13fYlJu+99MsXh6v71Lbvn1U7/wuM0NDydko9Aw/jhNRaVnBmWH4NF6j6uBQINppVTiukeypZABT7LZE9XqLtc7wF9BDQoFE28tp5/tZaPhoaUTYfQYJoHS9CwJzJqCX2NgcP7FD+yoVklXhBoYFEjaHDhhh7AnQ9CQ0vM3A9aj/DwxvPNk/qpou/ySFNFjFZo2Aka8BbkRt/N96VgXd6/vmX3vNrpX3gcL9oBzJ+i50DT0NlnNg2KipmXjdGeQ/2gRs4MoUIFy0Any8rWuxzzgmRSWbvAGhp6ubUHQEOiebH6MDTstZZDaIAsMXD2kpUJ13G7jq0N320iZ2e1Rv0q2jmEhn7dMC1IlO5gVX4EUTkDqtIGi6CrRgPVidqQ9y7Jxt/aYTg93cRoFq2Sl2NoSBzUUrK9cVEinKa4QsGfzx/fsnte7fQvPI4UbWwrezvnnwQa5Okln9nnJw97GTPcBg3VihIamGOE0fjJ7F2OeTwsg4aoSYAG7gNN+wVzgzVRzILruGcsQ0MpGVvy7pO1kyxoNjczadfqhXmyDqFBJZY+24NdoBke2WySgesn0JB6LR6SjRzAYUDVw1nEqPl5NIspQvDVXS1nx32M2JCgBjl6Dg1Nx+7Z9oYcx+cSL1LGBH8+f3zL7nm107/uWC/aWBuoDDxHUdU0V2wVGlDSgBlOQgP03WxJPtFrYGCGaFv/d2OAhl6YNoEGdFiEBtfBTgX2TtBQuyvMHElGedAfHgUN0LcY2rCTn4QGq8IRmmINDV0vFAVrhRk5P0Irz72m6nD6FtDg1uup9p37icw2Zk/x4c0Kgh/yHf9NAsxayhTW0fNs1wEZwdde0PBJxtVO/7rjQFf8LNAQdq2hISehrE7nzHALNAwozJsNVVpWqni+k7YCz2Q7lCCFBnhO2qCWmUrfdcF0pPu4/ImwpP+tbPQZoEF+IYhpAEI/jgoOoMHjngiZQcPO0IBdDeBQXg6gAYSNtHHeTaFBZQUXKjQQNejGKTS0jf2ACTX0zHdoiI6+CRogQxUaDNKEX17dv75l97yH07/nj1wegwZoOKM1D3HlMWgYWaV12qxiBn6YXG1q02LgCmj5hNILSlVAZCRlp11LaGhXudkZPFHeCA1k20SYNpz1jYqgDKAB/4yHLeZ8tf3GPn6fkjghmjWFBu2FTchARghh18dfgHKgWvBD6PYpNPwYIEyABpZlllq/s9d2T2lDY7ofNtWKTnN00GFoaBKjHNSRoYHpDFMiuSQJY1eOFzScG9/0lzsdhgZ4CqkK/WNceQAaxlZlINDO8aYGrftH2hUVsXIqlc+iE/BVqurhuSxpaKS7kI3hw+nst4NPzKZHva7VRJg2nLWNAkmlArlZbT/wtzstgmC+ewFwdLMyKyTfAjQENQ9BA4B+YICINovQAL+oIUlcjlXPzo8NR9Ybhy0/AsGPxralpzbr9i6eYyeL85D7En/N198FGypILzUm140XNJwbL2iYejEpBemSzw8NelPL/cquI/1aZZhBA5fPpBNYeNaJ0JCTyhI0yGNcsmA6SmiA8jlihjPpR0qPoMHnMzQs75nI5VhozIu+k+nHXXOPXXQEDdjLLLwmEw3CETQQNalxH4GGKs0EGsxw6hwaCAvwPCV+YqRQ/ysNsVIcu+IgTqGBs55aMaUtQebofDxrvKDh3Pie0CA169NDQ1VD7TQ0mOHxDU64DRqKJQINvctvHgqjRgDSBAa8wkpXSKEhdDnDp8254mNbjKEhtryt9O6x9OuqJoq6F9nKe0IDxsxV0hxaytURRNQIlzX+nS/T/ZjgvLaJbDEQ10liB2jAqQEawDtm8IIdqG6jhEzCFaEBby9BA/55K3LPFBp2GCZv0dUQsXjCDCa+oOGC8YKGk2O9Jxqd6udDw0jTwBPZ00+0wgw/LuWyt7JtrSA10cFUlMsNvWv/o+wqXWsqhDNocMmx6bDiA1tzW8xrLtRPMlCwIWs4CzvZ4JsSqLujlT/eOh0aesrM4rlTesAt0OAXyrZSN/7MRJVUr2XNM2gwzMrUIg5V35epw/frl6i6SJMN4dqCUkegYd9ZNXHPABrUMIy8jOZedqkfCpr3gobnj3t4/TsywzFo0CNTrnnuv05k9waztffgg6KF3jXCj1rBXvsOQENe8gddptU/7DBuQLZHUWrNgt63QgM3jL65UENSn1d2siVoaI7s036o8QfMxNiwTVZBQ+7JGTTQBfYguC5xRQACkqrK6T3r8XFpOYqoUWkMa2ho77ZgLEODw7PneUYFy9CASzBeXbeYwKNwoW07Dzp0m5iF9lF0Lx0vaHiN9XEWGvigP2PcHxo+3kuJTKih3LdUYtJ8R9AgT2ShhK1Ag+6xEzR0g7tU8MLhOrYKDe0GUgOW/nkqfUx4DxKuG/kWW9Jt0NDXQGDQeGoVFsPb5DCDLkBD177bkAUyQgNtD3lQ98TmYRKwBalkUxpDTlKQ1t5si9DQ9ZFtZ4dN3cyK7gk0gLEPgAbZCmVIhlwyvmX3vNzrX3QkB2Qy3XLyf/y4CRoqCrC68q7sWyrBXXQwV5+Ftn4Vyg5ZAu+hSOXSzEIBU4tpInuhNjWYIruYJ4ns7Yolvp1DQ7GwcO0IGnqPOGAlONpCD1mGBlZ8eCF0n+7GPImL9p5RXX+bekgFrEADXvUtOBDtdZOZJAA01aYfEU/ctYQG1kqL1w76UKzYPyNkB11hqLMJ3vlrkiGXjG/ZPS/3+hcd2C/mVRuL0tOzPR5luafQUEzfYr15u2w4fRvJHinIdaz0aijkohqWk6qu+yb+BrWPrYsXS+cI3XQtsukuFosid3y1d+Zb3It2jQtFoQE0rG0aNxw+eIoGp6ChRya6Neu2lkADtt0UGrAph1RTOweOS2MI1zwOILhngyY3zCKJ6kk63iehASEmzd/MOiqAfRW9Z2jgFXhkk28Uvmx8y+55ude/6DhetTc6d8/z+1DTeLPuR1RXnRmS6rmwcaWEZYUsm1sU4KKGJQW8FaC436idm7YLkjmzNLeE8QBraL9oBs4ekV25F3XOdKF2vrtAAzcpMbWEhmSToHiauu0KuZUkJMkWHKN9r+iKGgF3XSY0gYa+f9dSTXAlC2bYWc+2kJRKd2XJ6iW6Cpu5f/AgLUADy+irMAF20YeyoX/4BhIkQy4Z37J7Xu71LzqWO6JMh27wcB1la0s0TVp+cvTjXGrGFmqv+a2F010XsrhGtwt7SZlysabqV/86cQYadjuQDGGX9k6zhNsrCC9jNNisj1JVsobk3wQNJl4Xj7K1dgwaKHTacUVETO+ukdiowWV+k7sy8zg0GMRQTUAl8XgV/VnUj7RZnDX2kuqqadnOjnf91D0cH40Nv9xRnCk0wJL+P9X7onH1/peM693+Jcew+ObzTZrao1UMW2fbYp/QtiJsk1XApKGO6vxEwd3mvyVJdyPlyL9c89vgcomFylWXlU0WqUUaSK2uDK0smUFDMPho9hkG90poyJ489VC0tsCbaA8aNjdKhPdt+30SVNio6mRz+DXrLVIhz2poCBd31FGRXPuz2827k/d4bhcdHF36lcLlShYhqd6xjOY2OIuyQuFiUiGeO67e/5JxD7d/wx+5rDrrfP4425/8axpi9an7CldbXtEvKGYMdi5UMGmk1WSttaHA/+BS97GeyiUW8wk0BLXia2kKs5EI5eqsW3uqhQ66uF/ea3Pf4qwfsN/xXY293lTBAxGcmWUfLS+a2wYRR2aAaaxRVMhCbN33WeR3z9oIVrRZoSwaGnqrwQumAHbHFBr6C0Gmk9Cwi5JJSKbQQLISW9l1EFXa9dpx9f6XjDu4/Tv+cqfFfgjTl6DhEa4cqypFfQwNRocYKMOw/FWVbU1B4yercnICDdQs+q8xxGozgYawB5oksQuvjxayMTT0T5WDLlGDQyd4wBvsW3/185c71e18ths2Kcob80aXOZN3CS0oSy7pbm0t51OSx572e9idziyBAirgthyABosxTKCBFSjc8aGVJnRPl0S+eCZLguYv8SvEjBKzxAR5t+ejK/SChk8+7uD2bwgNVWMdzDdsalWlf4ArQxEobsOFvCXl9W8jIrKyQh2GhpJxtljrNvVvCg2typnx3BCSpFsYbUp9t+l+tJDl0IB0Iswg0w6279zbJTTgrNugwTS2bNjv/0fZuee7nIeGPXqvL0R62nIbaXXcdCfCguyKC4bQgGZ2F+w7/CN+TFFNz+R09pG4sRkn4cw8rcer20quFaVG0JCBgwcrrDCaJQG9dFy9/yXjBQ1nhvSNdWiY1NxHQkO+LdYDuqbG1fWv1SQ47rhk6qWD0GCx1mGzbXcQGgyrDkFDpnYeraKceaM7WsgyU/gabQXTjmZfvm1cexE0ZF24KZFCQxAwgoZ9j96jndegYR9CAy9cgYZU/6gbJGk1bwuKJ9DgXjwFDT7ZN2gb4sTKdMCO7vNdBuzhAYYNk91f0HDNeEHDmZEciMX542S/ChqMTu77qOoU1fT20LT5CqaG0d6lhlg5irny0EbNYk+gIeklXMPSBtVuWSxnoXVkBXgwtiA1NR+ZpE04mn35vlFVCvHjoCF0kawLx+yDFlLZ4bOwwZDWG4sC73MkUV/6RcnGnqeEOgYNffv8wJiYIe4QPbyH82xEBtnVvTOBhmZScnpQwBI0UNDpDILNuiI/u6L3NePq/S8Z93D7t2OGxW6Yzt/9fTKe/S0N2PDxXJoc9ywu5/8AACAASURBVKqkY7HGhhDXHIaGdNEqNPykBr8EJmnZgxYRoSF0D6yHcvPe0LCLW2n3Y9mX7xsWSxRh1g/uS4eMRE/hU660kXYFugduw2s/Lg2m7UkzaurEBtbbK0ddnT9ohFNoUNROJKmZmLyDw6gN2cThEg9fZ+6fETRYU0DV0aQ/Ag09NkmcVqCBZ104XtDwGmsjqYXr8+25uT7rMH5tj0cT7ufQ0GUkj5EPgAbEg347MAN3qO71D6u6sSbzswcyLq+9c5DGZiqpMDS3uknNNs5B7WD2FfuGxeJb2RJ8dsJIC7GDHdAF1JYqaHj/MoMG3AsnFrhSOp/mLUEDGFQcG5WU+EuhoTqMlA75+czj4cGgiRk08Nn62E2T/jw0uGQ9RrCCYtlz6Or29S275+Ve/4ojh/G1+f7+OWPWYTY0gGoDrdHSFIpdLy7wdggNWzFrg6qgzk3r+hwaenP3se/Z/GIb3bOGBq3A9cjwJ5rvPh1W4wMDe+ECNOyyZZ1Iw82Mc6RjXGsfMlf7Kzdobh9p0/VehBvdBA37EBp2sKTaLEBDdo7YB/se/JH4VXcYHTl1X538fgPcmTP3lkBDUnnclzt4bAkaVGuHhmv717fsnlc7/UuOYTOczJc2/egxV9Vr8tvwSkCL8uK3oRC/094WpRF21bpKABBVzu5GZqCGm7dX6isL0MDFjBuvT13PiAIaZGd0aQkNC3vlGw+sNvRf31Mr+uG98LHV3KjYJXjnDBqyVsrQBZ2F5J2ChsC0+gb/P4eGjD7UX83ABAM4/w5Bg98E6UUaSEpo3OiwxXMcE81dRdCAkjFsBnPwA8P2bndtrxvfsnte7fSvOA6X7VA7n+fzBVWxLL8Nb4FelPLix0KM6qmuCtPbriehgR/aGAPM4ElZS3XbjWaPoAHm65aG1HB3aGjBgBfYwJf3yjfW5VNoKMMy2CqBBmkSwY9mJkFjmyH+og3r2USpv0AYmZPaGPXJ33h3Y7Xyc1NUkI19EByVHcZNd9j7l1BoaB3FeqtmiQ8ayvazo6aynzM5bREczp2uufng2yaX9g6qP398y+55tdM/7+CCJXesPJiFJEtq5zNG2SJEPzEUTm8rCHNoEGoY7L75/dAEtXLnZJLUX687WF6S/mMAAeOyCSU71senQEOwJutbh8YoJuxbBZUz0GAs5GNdF+T9gHu0HJbQGD3Y/S5Ht3sQIx6it6sAk5CEOMyggZVPNGeVCmgwTCvAAMUb1cJgegwTe0JNjVGjJAAdwFwQMHDzEWiAHEAUa9GEwL2g4apxtdM/69hkyD07Ura1dj5I5fHeNox1MJQLAj6dFZa0t1Cry91haajpo/YUWgL1CSxA3QgRHaanrtE58FKq9v5AaCA+MyqmCxGdbyzr1egEdI+Wat0KMmx3j6FICR3kid/0MAfRIt04oz7eVtAQQmLQMBMtqfVTuys6Z7pQDoNpyDURchaHWTNoaNuSqSU0SEzuBg30I5tdUP8fmgGupcC9oOGqcQ+n/3o/crnFwTftSNk+MP+H7HXr4DoxlCym4rHkilBYwqUwLoP5XCfvAQ1+zctsgIYg/90a021C/9z9Za/a8ZntWCcHtWENWWMQOfd+jw47cnlU2ahGQ+b8kKis7pr1EUmwbDtL9Avpxy2LT6mngF9P2xubA0YaQUPSoptsEtR2lVShnm6SPXIuYJK7SDEghhB2rjNRxZ+Bht01k+zNgh22A3e5CIIGGCb/g5Dw1heOFzScG7/aL3eKnBDfLTbivsDWOsrbr9E50wlu3/pjtm9P53IBGpIHqFivUSv/8wook9sTt8WNqobMpwcZM9eEdxf5pHr0GkggMTdDQzQzu053UeGm/aOh4eP1D1BrfVcNraXUENsKdGvPE3cAhldTDeUKB2fJXKZGrVAJDawZWqyqh3OShqa9olTYSP9dfGzZ7CLy4sDxNJJd/BvBeWgYDTl86c5Xjhc0nBu/FjREZPi4Kq/jkR+JNC4Y1cQODffKxWPQYFjVtfQanPpYkNo842qY7594ULbas7KA8nE+XQIegAtzaMi9Bs2A1OG6DVMOg6QswevymwhDlbXF/Mu2DqoGR8KF89BgIV0wv8GSosMYvJKwujrohuCdpJ1VKQbXS4XEpOPQkJBHdJgZf08Os295fCChskBV0FBm/32hATTrMdqr0bXz//GxPJSJjxsvaDg3fiFoyInBBs8Da/0hq9LZxHdX3pEaDkMDbE+lF2ggqXa+0PqEABvYGGtoKNspPwlSV8CuHqEhr+FQAIO/pRlw3cIcSer7oqPZSurdRoVVA8KV9TQ0jEAuBuZGaDANo2BDmGsevM4Kpl+JGuACpwfKbg6rUiwovAeF8tSlkzGABunYJgGkPX3VzlGZQ4MibhYPK8NJ7gL/B2hgAWNoIGuG0ICsBCeQ9I+hu2q8oOHc+GWgQZHB07h4JDvYHybzt/dffWyTaUdG3rRXVkFRkRY5kMZwoQtjbc7KcFLRQ1/rPRyDsbt6XnVMFRYe6DEPhmgB5ukKDdQ1DkKDSXZZLIwJNBwNarJ1sTHntvr5dmgAi6T699d92YABDSJkMDVYsM6lGblMoIEEjRMObaiZIQMnN6wg8V1m3gQNQ87JoGFzRiCJeKULarlbjW4NpDluA+sT1Z8+XtBwcvwSzEDNwLhCW1Fd1x70DkDDFl/eNLCkHJCJJd2oOJrUhbhOnqJug4bC89nDR/WwJdsn0hPHUDOQ/QQafNNo6NjFwQfuek09nq3QM92s2Fo3NggxqaI4uLZnHvx+i00q+jJyAVyBnr7zxNi1E4uPQEPqsHAu0G+r0GAavSk07ANoMJo5lw/OX4IGZMYWBVyfBDvqhv8vRo8wWB1MjaG7aryg4RsPJgYLiez3VhkARS8taJ3aJvMOjMO6+rpGDf6WKmPerApq4BMu/SKp6FrSN5N1bNTeColZX7gCDaBh5TeqZK6DVO6UZKYeDj7gG+xEemiDin0vaCB7yNY8Skf2ydQU/8k7f+09g7+Ql+gXDeGc/MgmGZZpLI7YZWOBBvP4dJNVJueLqVtKaEDz0jNFEyV5Cvmg9xI00HzwfZt/CBo4aDTcOWILZkwM3VXjW3bPy73+OQYhAyZweLpKSulc9MoCnXePuNwCDVjr5NmvlpbQRl1L0jKc93VZBwsM6ojR93dJtaqgYey3PdkPDMUkeQA0tI3ibrNArGyNqyne5Pheso9uOV6iCUb9BW2kn3u1GHhmO1wsRIT5hEmwYVBhI23tWbZ2we423Z1MUyPILVlTf98QDAxHKoWG9F+vkrn3gobxQZeIrkDDz98S3a5EU8kbduX4lt3zaqd/jgHEgAe0v7ekBmTPT4XspQVUgO5zGA4DDq3ckjIxlca0MaklWRnOoCL0e1jQ9pLaJn/hpi8/BQ0G8UvtBGjY1zw9hwbKhCE0HMyUMTQY3iubJXih2n2WfPE2njokQTQ3UcejOTCOr2qSqkrHoIFZawgNDEBzaIANm1pTaIi/MiuRj24bQsNO+uibA9CATvITGgaIbheiqeQNu3J8y+55tdM/xRggg2lxTo7sVLhpIal1qA7yqXEYcGp1jOtdKU3qaFJL4JJXRbQaeMXLJMOEi0S9jMtZKL4dGqjeDR2HVPChqiW/X2IXreauBj14gUKDglT4cjxTNvW4Nh/oBYXpTU7vFskeZ6Ch74HOx9aRQYP3wWpTPbQ3QQM57xQ0sNzcI9E3Xa+Ctvx04NmCLc5CA2wZT5l7dA4N5IC2fudhZnwJKk7zvJ6OC8e37J5XO/1TjHa0MHENi4W3yVkpTIWvLMBWabGgnBqHdc3WSgWdSdsyr+EiuE3CLRabdh+70856QEvBWhvqW2i+qN7I+KpV3QYNuAEvwDzwjXQ3dtrBTAkxkZqPZXoj94GGEJUUCLI0GGvB1gXnl5GIuwavqi7U6/NpTQXDUO9B7bPQYIlTSPfoGzgOqeMIGvLMciu6yCRbE6PG0EA+8k1XoAEC7Qbuu0yQDXL7Lhnfsnte7fRPMZgZ/GJSW4qqNBU+W7BRbViVfZetJ2uzQz+nHz7raFPW/rgI+wwvk8oMJnqF2rbzlY/d62admID5IPKlk8QCd8y7uECbhPqEyvAAfBY2d6fEdmnUE5vtvrzfTagBSKJ2SEjOvVtHHNYmUdxxAW2aZ7xen0KD966AVDdDAwSdvDLYhBcWv9YanPZxdoITfB3YGYMTk03TlfX5WKQezaBh33f6cCFAg8f+4y0EAVKh8OHTx7fsnvdw+pf/kcvQIP0pyiI0WPmoMJY9XADN9W7HoSqhBxd7CbWlRrUlJrsOdAGrnfXyDOt7mQzQEIuRcSCz6rsGDbQXIUqvluLdHrZVX7MxNF/ERtT6cKydjWzI4d7i83BwJJEVSB67z5lhDRoMAkktu6nDaRgSe0ND4qbR5ES5JON1Pm/Np3sJGij3+BgVm3Ayohg5XSAc8/9B0BCoITqelQNxLZ6sq8vbYUQ+K8y7Zryg4dz4+r/cSY4eVCDG5y1Un2Oy6wXage4FDbbU5iersXosKJeVbn+tZZYJIJT+NoMaOS7ZcZovDBfWoQF7KBuvnf6B0GDibHAblf1ZMIabW3d482gKDcoX7TESoIH1R4G77zjSor+kzgF2cthTtaK+A5NNksZMk+NO0GBYRCI0FE2d605s0hh6uipe5DCBkqNDEM/fBBpa4RxZDj5qB7TvgC/glV+JRaHS/cnjBQ3nxpeHBjl6cJpDcaGpS76rylitwt3Ow9rW09XvB5QK41haUrrJg+alS79iF/Pyx0IDNKD826GhF/JuN0iAxVrLezm8HRraO9iITTPjb9a4FRrc3L6xQSjoLT1Ght8qAjO8p6QaFo0YG4eZt08Oe84yBQx0DXZYkcyT5NhxeqJrV88zpYYGzHRlncwhMQjkhexwBd3FC6zHOjSQlSk0pFrJjji1easHGl9EaAgho8t26XhBw7nxK0CDjSojHC6delh4OQkO9L0OxNLWo9XYpujoT6RhiU6ca15m9GsypxVKeQxMatFhaMhczE10AA1MDfRgNnc2LFV3olJwWxrHLbHFrOYW/3bXQrh8KvaDRAGcAqFKFcwaHlioAeSwp0kVlNqK3agD5dCwU3TQDdVPHy61zgAu7FJ1CJnXFdM9ErUyJGA9TkPDHt7mWsmOrhcclRQakh+okJowUP3Z4+r9Lxl3cPuvCA16J2t5S67jcjOGBjzwd4CGta2H602eChZ5JrpJSmUvM2Dyz/+3xYk7jP4d1rgW7aSXF5sktDauOT36UMBAAtxIoGFfTg1YGqZDAoJZqepr4ah3bzahYxkoqn00uXrTTpFhERqayVkAIWPMI0HOK1ggMXkCDdDVLHtYuA80kGalQz52Fy8MoaHoq/eDBv7xiUyrrRFRvyjhTaBBMGT3ty9o+FzjHm7/4swwKMBU289CQyGbJ+l5XpV/69Zr6/Fcr2iGLaUo1xZaRXstbsYnmVCgVC2ihsQHM2ggZuD+AaVTSzYose4gsEamU6I1OnGXQkBP1k4NAiJD9NhGegwMUGYAYxaU8H4wgoZ+2aKvg+6pwxka0CyGht1vJ5jlGt0BGjaatgfzQlpzQNiH7scHQgO+B1dQ2oRG32awhmxUdyVJZll02a4dV+9/ybje7dePmgRCadRSfoNsnuQdAKffFJulrcfru1a7H/QVaVK+jcqJaZkzfwBxajCpb/4KL8LyChqot06ggZmBoIEM0Zp9FBomemjB5b4lfc+OZ4q4V1u8ODTbR0xvCiIyTJhBoQGdmFGftiULvh6ezswOdX8CDcH5VkIDqrhjTMnbLvXtnd9Pt0DX0qZZdoPuMJdihlGHCXlswKgKGpo9sGePeQoNMLsJI6MI2HzDGhpiXj13XK7AFeMT+P3qoY1F7lnWdMxCWSqFG53/UgGoF/c5E/eBBj3ztmQ5+jSv1lCJDKAhwpnBK5/S3wygIWkvC9AA+/UKF0q5CL8zNKSpdnMqJtsbOTWFFY5kaEA6keQNkCHrYf0Lx29zFy9CQ+aSo9DAwUnzFlXfcxVd7g6WWXYoRtCgGqducE0oCgU0DJKvyE/yCYaKgwcabzrPZHYCDclg+1/QcPn4BH6/eoya67hS3ygc5iApmFSTk2PEQssSzI+42QHL2VMmFoWSt0OlNnX0x8b4dJJ815eUqVDvWGxfkGmNjLIIDd05ax4KeoymlNBwOrwc2KZ/f0Ik+9JWLI7ElSmDTJWYQIPzI0cCnUcz477JXe09kpB0N8lnyj5/W0ADyVULqh26mDVoaJo0NR4LDfBTwaxVFuJ4RipoQGIDd/HhK4L8/HG5AleMT+D3q8caNPBjTzJ1LHuQ41UnvR0abpQk9doqJ+VLk3qW+bqXEax4ARrkGUMe9tzIdWhI7FBm6GpBqdy9bqmaYMABaKhmZ93b0I83xDdU4LbhFn4+aAQN7Gbta67jXAlDJ3rXiGAW8S2BhtQh+Skj5eF0BwXG0IDJOIIGzHEtK8kOIGZjPyTJDZqo9Mzhe7ifxSa4S9fsuKdrgkNngA1DaCAvZyn7GXrX9RpcMD6D4y8eh6ABZx6BhkQ2zKGuevoB8vjWUwncut/VWrIc7RB+SDpur6WtfqS8gv/ObNiewMikvuEE73XRK9j2zOVmkrKqTRVx4qIFaIi4U0HDiWcu6vnc4kPacCQ7NIB7oj6k8tQH5l+7SrFbTKBh6g82zPfqqoa+hBvMoCHPRt0ZPGYU/4PQoL7BJSp+AxHmt6tTILHxKT0svGbvdkmlsGqGaECO5CuQoS9o+ETjMzj+4nEaGm6U7VNCXzsEJuXOt0KDPgwe0WpLC1rRwqGWUB0N1NADYXgTiyOsS3c0rYWZymQvTAdnYClrvxAPavZ9oIFZsjf6/v50gNERzAzYId5fJxmJl6J+Im+uhNGXXb1+FBr8Tbkdd3Gnhj4Bc20EDTuvIBUjNHTTrE2EueT3KEahwTRDICC7GedK9PdBaEDh4mDIIrEMjxHMEA1oOV9pTm464OVC82eP6zW4YNzD8V/7Ry61OIe7htBuD4KGj/1/UOe6HRpuO15V41+0fIMKVkJDqyNYOXwTKD1Yp/kW1rHz0LD5lob2JqWTNnUJbfrcR+vQEJ0FF07jpQijFh9Sdtt+bJyRmKMxmChvhA41NPRXxnsxq5Hz5ucmbbEQ2QwaVH7Pud7daIW1e0ZBFW+TjAIBo5gcGrIlqMjt0MALRePNJYWdKZToJAo1/pqHnYZI0dgUmj97XK/BBeMOjv/iv9xp3Nfl+Nixfr7Quala/N6V2gvuZNZZaNBKuawUdxF9SJOu5wVmgRrgDYnWJ8K2j7qhSWGvYFtucnbSjQmqy3ARbde5j1agIUSwhIbjeMmdmJghgYb3Ax66BfQBYcQ2ZYPZY/ugv+CroKpcc+fpsamggfPQ0/N9Rr8fO1PScjHNFqHBjG0Rhz0PGvwspeHp0ZxAA1CDIlUYICNMSpZhZdhTaPjxgoZrxgsaTkBDOnNB9hloOBueu7BHqJQHdKI2khZVnwGVo2+XUEPyVOIzBBqgf8uUtFpGZghAgy1avUGMobILv+6pIrkDjXyF7jsV4u7bbvom91Dqz6yM0NBCIa4FX24+aiWgmzAWhpiVmxnGqyaoKTTILw5hx46goV0yeJG6lGZSjgZoCLkR3TWEBm/6zR05NEx8NYMGp4bggQAByElDaDD+n8jtV37coXndOi5X4IrxgoZlaCDcPQUN+Qyodj9dqb3itFWPg4bjGsQX1PW8RJsXV6aGjYR4QeHuTe4M5XQCDYZuZ2hQOWoGTZ86iZNqDA2hQSTu88mLA2drVx9Awx73raABnFhRQw4NHGJ55l2AhtoXdNJkM1NkNY1kAQ365zdFr7gzG1tAA5myBSF75gbxZWj6GTSInrmvCmgA7eggoiuQDNoNciHeNH8DjpUJoHp/wLpyXL3/JeMFDUegwSYPM8dkf8yAKQ4Np3pBqvcNQrh2jFtctjaFBhDD0KD7NbXbWxDipUXatBaxfREaYK/2dggN2kQfAQ1J9nDH2ECPgwfZZyszlNCQ9zf1MqQb7TExD+K6Y1MHwdgQ1W5oXnW6ZwkJ3SxreKB7OAqtTfrKdJ1aiibvRtH0tdHbCg2iUfRlSA0ml0nyrUEDPOAU0EBBvRUa0Pk9ohd37Rc0nBxfnRmGlZeOhR1s5lNo0Gr3Iy66ERqqnVelxGK0Ko08S02m3SygYUANWG+h7FisjOGZy7QBgSEbxYEbo083dijOzXr60DOgSDlVUhP6jO97Ii5ocECGph2Z8QMusauqRscK5bpJLzLD2PgOKTQYh2LNE1nvzjpTv02BlKPQ+lrP7/dJoli1sbdYiGbiS2iMNTRE5YKPNlUiOwWFqzYJVOZ2tIg4pu/VXU6hhgOs0MA5oWRJel44XtDwHcesu3IbOtaHhQiG0OBvZhhzF7NOiDkqbAtlCr62OgbU4EvaXHkrmnjdMfSdebS0BGuvxqYWmEE7WggUiikq+syr46lFI0mULPNrpEIflXb9dZalwbeqSIsdvC73ia3M3O9wHdtRnkcjR5TQgInEt0FzPQp7hwaj3oE6uq+jxyCJ+5xd5sDGM2hwUeHKHaGhJa1WKo2iIY/y8XW7ARxAJwgIXjXyGPjm2v71Lbvn1U6/fByAhnZoipnHZefVLivRJ6y6LzTsJ4RRIbTMgeJc6YPiH1QkgwaeDxqDI8xrDhiS7BqgQQJVP8ctuGkRGjh/+itQ4oYoV8iQZi1Gsm5vnLEryW/uYrMeUGNvWwhoDQ2wf26y5mPrXZBNB6BBYlhYTNkFabKHfdh4UnsNGtwwitLPN5vOGaVNDB4c33aRTtuu391B+alUMISG+DMT7nV864peN75l97za6ZeP49Bgy638ADSg0Iwkzlp1XoQqeFwYWYf1NimEeZ3RstMLdRNI/8TP8nDmGBqaTTuQSuhoEihtoo+Chk3tFS1uwMscGQbQYN6N1KGuXsziysQUGjLBFNBEMiXJyA3aN1E0vc40Z3UjNIRoxG0xG/FN4VXzxkiHZcYZacJG40fZJ6eQFlbQsOv+4hK2292n/seLepz722FmPXF8y+55tdMvH2eh4U6ys2pXVp/7WXVC0InWxE0vcSCWHdM6g9uB96n2VtBAm8GuvJlrGbZcgYa8JC84/Rg0SDOQdmkxf24cE2iwcJviewYaMEOSSPmcuCs3L6McGlomLcgseUOaQzJ7WuSZKxZn0MBNUbxqLabkUmrR4bnAYn702wEwZ4nqts6hYYfRrUuOEe2q0AD8RsJgA3eJ+CaL9NPGt+yeVzv96kF9bQYNs1SVarUiO31SLC4fM8vucq4ONcNksVZp8UZs14IJ/BZrE0BD2bp7EeYaHaGBN5Rq18vXs6EhbQblk9wDoUHwTzjFa76g71g1ddkYGoJvyQu0f4kNFGiX/R7fbldAs1zfkH1VMEA/ysEZNLhykpKpFyzmBwvQs9j9Ff0UElQWBok7HkxUqYQGOs8ekB0H5QHMwvhd3b++Zfe82ulXj3nVpbOqlVEmcrWa9f5Q7fjGfv5Y3CwgkXRCWA4NBsZqv4Z7rdJ8DK/RrcbvfCmUsS6YyjFUy02U3OEtX/x4rzuBpI3K2wo0rLiU4tiNgXWzFDszJCtBEY8J7ShFHKFhZGOABvUe9wefWEKDv8+pIdFXwg4ZFhRPkqvukNk6z2iys7nI14LwW6BhUwk+Z5J8c2jo5AyH8CA0QMRzaGh76yzJt0T/541v2T3v4fSv/COXx6GhmJhUq5nsUO2aK5MbN1l1MzTE4nNktZZ+8EYBDdyw3wdWDvqbQaCaL6TKIi9IBegW+FbKnUkoY4S0pYxRwKD6TaGBu3Kix1zQoRHy9odEEumpv5MECXkzdENvJDid+wNFGvVDJfrbkhrYnWnyQAKhENU3WL0ADWkShsCyyaYZlnqhvw7X9BRZlDIIjY2gQWKzAA0Ya3D3EBpwlrj/BQ1XjDs4/Uv/cqd7QUNWrSayQ7VzV8Y797bquKgzwrTpBTEJNMyo4X0KyoPKmjxI9sUgpdwsD15gBG6ij4OG2OVSaLgLHuab/nzNv3KMCjZZvaf+W4KGtwvqPI6v+Mv3K1ww3nIADWmiJvpK7s2hwTM6MwVsMtQO9LsPNCQANgiNJdAAZ8ITgtzSApFBA+g4gYa2ObynF6X+zxsvaDg3vhE00IHgOUm1WoaG/gag4aau/1mgIassBg7MO3b7umdDdJICkkADFakUGliDPHg5NFD3PAMNM5eC/1rudW2FVZ4CDdhwQ6clFRaM5CkpNMC1nWVFFXaKX+oNjFrzaRLifU/1LvSdQIMKNiO3ZN0eZcPEngs0bS/FBG37iZmk6ZbvBGIkDAINLreatAgNjXf8Lb24X8qfHi9oODe+MjRQU1uCBksylZgBe58NkjtUO6uh4WCMFqw6KOusKtrHRaVQnYglMmowyyKC2tElKaRtWRcCO+HGxuUugQba7NHQkLbT99f3DHXQzxwaQkxMOram+f2god1nWVEFAyVdfGlak5yFONe7asPtVgkNplmZb5pAA+Os8K1s9hECnpEcoSVowKjS35vDWIu/RtAAVGB+JR5i1dR4U7Tgnpx8eryg4dz44tBg8ZwXc9JKgufZsKnNZGfVrrtyAhzHrLotwisuGq7uJSc6EF1r8KBYUgPcxEt9vWEZgy8BGrZW5jdaT+hn4kMKRwifFtq7QAO3z6jWrXg52ROgQWLSjVbqOw8NO1m5+QW4n0KD6Ump90xoxFuTL80xjJs2dbztIxbJ5qG5koZwPPpV9gU5WzVLXser8RRpPo28xH6hDNfmHx1HIQaB6Oa2tM2BsIdN0YKSDJ85XtBwcnxdZrgHNDgyVAcml51ywQ8QOlXsJqsOCjv7+9fQEPDfJje5iDo9FBKx8r9dbCXEX3olompNMYp1eMNtDHwYHJpAg9oy8ImRN6b+67kXGSFNo9uGiPzIyh4THolZKQAAIABJREFUCiPZgvsfggYz8xwxMpPbUWuLea8HBYs9yZ3Qq0DOOjRoTViABqNNMWvACrCcNLkRGvr+7+9WAjOGBjFLcUh8hp8aJeoU0ABSd9Pblf5PHC9o+H7jEDTogWh3sZiegIYgcn73DlYdEbbFlwdXe0FAlbistembDXfavPDHGm9Uxyx9y9AAiw9BAz4NB2gYO/44NFCj3lDjG/FyoiCJpES3bnRBXeegAdxpkjX+os/GN3vfZLQnR2nPBKHEAA2hOVNghLXionZ/x7TpiySJNbfPQYP7twvro0qYBWjYDf7aiHGU0G9KLswMhDQe7R3/sodM6be7BxMDnje+Zfe82ukXj5PQgPfaWyogxk1lARri3eHqiVGn11bSQOUzy7FUjqABiauqZ9xQzIvW2wR8AV8yaIAmKIZaCE8FDTBjkCbBBtFk7D+erKokit46itQkMGrvuVMm0FVbmUODWkmRraHhbVmfVjZESrkutgvvUsFEXIvnqoQGMpccBGYmq9pF8oVZdEo3lvzOq1139dTOaqc+giMr7qbTyudvFRp2FQaHma4oNsh7jc8V41t2z6udfu1Yaq94rI3nOTNgKndoMD2/hdgSGs71gju3kWZj1cfnqw0fI10lrIK9jrS722iYQZ0xMNdCmeNiljS8tD9kTtQ0wauk1jidsnY6cK3vots4NNwRETPbM106ZsWnX5Ax7k4bBa6ChkHj4g4Ssmm4ZxeWPdTmSJc3bUyoxGt8FZU3jWezw9Bxpgkq+9MNG0FD0r4nYDX0fVeFPKpy+fS34IDrPV7uAzdewqJRur59fcvuebnXLx3jxk2zeqpveCDaazhGbcFM9uQ+VoiD3XrNqkPyoFufWZ3XcijgH/cNbhe8sFGT/FhhAQ4CRWAVcuGGZW4EDRYdql1CnmFHGGBeZWfejbtIWyia1S2jkBhMbFYnJlOzKBTDbTRDRtCwJ8MoDYZ74oOx9tFhVyqadqYzZYmFPJLY8zOHm0jbnIKGdDV7OvPQOjSg39kZwXx2bPzrpV0mOGKXi6PwXDK+Zfe83OuXjrV6y8UNz0N73bPcRU1r+eT++V5w/y4y7Grr6uhBp/pNhVS2xaHPp1pMe+mEkPj1UK0rZmBUHDXR9ykk7yw0VNTwZgZ4hB/oktZw4ygSCBKrV35uwWegwbAtcTA8Zj7DeipJ//AP/4e5LxobRKLoShESaekYGrKrLJ2OB1toDMSSsCZBJ7VYo12BpQwLaRR8z3ijKma4JrIgWrpKgwBZAZcFPe6S7reMb9k9L/f6pWOtvWpV3qy9EGTgB8IVaKhzX9evh0lKxV3iW7a0xbUZNHAR7vdnO6XQoFVOHmHx/7FagzLFPtMmehIaDBZWLta2FfIqYsSto4YGaxvF2h9UtQVogIvcc6TXtBmdzCH+TRpMGfgCGrcJNBhlSXCoxrdJ8bTNoaHvpoBgIW0wZVGQvB5CA+VCmsO7iueQ0Co+RDV3ZNfIfjGRawJEFMVwzPudNDoXjW/ZPe/h9a/7I5fnoOHjWsIMDA02at351j+SCUd7/2naeNCouilfXi0E3OuDr0NFpeqXF2tL/XQMGqQjjMyI0EA3CoP7hAIa7hpwwZDkN445NeShW4EGvti7x0lo0Bn1nhtMsez8TkzipUXrVmj4mPFjU+mRJISgMRRuY2ARmaNuXIKGtsLFcbQLaKDLJTOhhWIzRJREdwX2ZFQRfuq4ev9Lxh3c/nV/uZOctkVosIgMrXwSNJiFEjIUauzKvAitWXVq3aPGGjRwQx9KMyqXoe5ahIadyo4xNLS31UamFVosY7XnFW0EDRU1bP5VHXADXpaDffORlWQtvEjRYBUaPiyLD+3ygAoeg64CokilyZ4GQTP3nHHOaHwkX/21xh+3lotvnpSuJ03XcJON1Y375xuHxYb2sdLinPbSNYGdUM8dgiX6pz4DnypolNDQ8w1nivuuHVfvf8n47tBgK+1V2UKZ4WOS6Wkd8cgUGsL5Xzfqc0EDdBvUSVmCytBQmDGcbRmX9Dn9Rah04VltsJGlDiVXk5mHoOFNR6tXbD50U7F+sOuhkUEDG2v0WD+Bhr1SC8xqvcGgk3KHgK+SAGln5c7t2wdnZTmTNCZudDCLca1aZCNo2PiqQIMmsyR2sjGXoaYf+M7PgYajvXZNYCejmIRNYuZjrqOBYnIwvZuoG+L/P0N5u3r/S8Yd3P5NoEHq1NsNOgVCFuZVLJOd7q3QECQeMepuz523DmnpW4eGfpGggV1cyjIvWAk0xGfiUOkmSEYTLE8TCpE+ig5MaNN0m4HR7pGQOXNbjg4W+Pus3NRjZt3u7t30EXN8vkSuTyVfQoKEmSThPQzsHfGe2ObrCDs4V3gd/9oltbBc9KYHQcPuuvGWJrejZtZe2wwakiSOtlHYLdKCQAPpKgBQQsOOM0xMBnEoWr2sYq4vb1fvf8m4g9u/JTS8XaeDE4oRNpPz0LCg3jmjnjh6MUKtXE+plPj8GPSnNk3FCes/+sC4VKbPYJmb0nqbQgMEWs0ovcF1bx8p0jYKhTi68l6cyFt0aMBNrL35sEPck5LAyDKZWkHDrjMjMyRIhcmUxFVibJ4s5g4Nanp/QwvZWq0cDRqQGTe0FY4C2Ge6Z9fSFUyVSJO4bLo42zUxlYD/SPC+DtRfgIaGdnABhKFgsjiRcn19u3r/S8Y93P5VmeE8NLxdpSMQz6c/HMx7Up/wYz7lXkY9caDLLD4eY6VEd2bYoKGQLZIyalwqXX4qp9gp4RQ0DCohl+SR3DapvStXjBTrz9J2z5iL/xIodru5rRA09GI/VGsJGuBplGduoEvmnXZ/gxcGce1itTMryeXQAAm8Ag1ONzta4K4kS7sBfVV4Jrc0+lG22TFowO1QggcEz1NEchEoxsmaFBr4pojJ9b9gXL3/JeN6t1838DQOy3XaYSihY6OCJ58D0HB0Srroq0CDJY9X+IiRUUNlXW8d8IYqXWASm4Q+A48wV6nBEIMOQsMsC3lPKptzBDo4cAsc0BaAGow2V4UmqSid1AI0NBHQdTxyGoHANr7vx+sYV2pj/pU7EwqGhAVt+Ntl+5bBN+QwysWWOdwUA2uQlhGAUQt6y44cQUP4/dHqLhp0naRm0OBpBVfZqvn4NPXt6v0vGde7/bqx3F75JL5doiMQHnHMj0bBDIegYT8Qp2USeuZICptfSMpOXAlvpWHSnWw336YJD+ocgYZoWdO+T4TqGSUzNGBVrXWpNcOOlrnl5BDj+3AtiRp2zDjq+TY9YPnUCA24U66HZZGFfaNqRhlYQwNBLj9+YwsLxlYtHDRGJiBo8FvCKz2PK5PFfrX2jtDA4Y9SU2gw/Epykh2K8YKGK8f1br9uLENDqKFwApAajCrCkBmWNl9X8LY1jx8BGuBCKCHcqhQNTOoj79Be8pMyCcZSOiCrdWiI1IA9rJT7MYO8cBM03DHqWu3bdddSqEH6+Dlo6AFRL+EeYbOmhZmHI97vdzmuII2v+u4CDXTfKHjB2EyZ3WVAyMmLcMsMo8vfgghy6V20P+Qmb0ChwGiKqZQSHzJcb5S65WmETp9DQ7qjbztKqqeNq/e/ZFzv9uvGaWjAnBZqgJP0sXAEBPnZPaHgbWueMBJoMC7ZWWn4WLmVYniH3kC5dLpw8/smZbZQGWtZ3BO2lZm17AgNvWyehoYBTJ0bsdpDVLZtCz8o6AG7DRraBcgP69vQg23fCub1rXeYkN1nPMCDDV89RgvQsC9Bg/FmxI3uRdrYiATQ1SQXLLbMP24giOCgSETBJd2+dqv9z4xUh/wo0shNrw68TE2z8PMUuKv3v2Rc7/brxklowJx+XyQpvswMB+rpaqC0gpSTnhx2LN4EDbEQaxkBXbUk6ha9YdXQQH1j2KZD0EsIYGqAMpstEGhAy/MFQ8UcGuZhPzDApBgRgQaY1xfrzXEuGmXCABrwq7nr8bhVjRqpgWK18zbwVVJmkxDj/7vtSVSOQkP4FkwBNNFisImkuik0SEyG0AA6AzRIn3eHZQL3nvGkB92N0LDHubOceuK4XIErxifw+1VjrXXwVCNm6Kskx9u7QXN+IDSYlJNkyjbQ7EGjKmYCDVpOjCwfhwwMW4QG1GWo8SgISg34/2PQME/EzAtNh9GmR4eI4Lped3U4F2u+Yzkw8Sg0+LaJJ+KRdc0w95LLLSbc8Hsjg9cGEjwqhoFdgAbkL/cY2UEbZ5jA71RxyzaQUGhyss7d3hB8kZtDw8Z60E3JJFSAJrp9WU49cVy9/yXjHm7/oj9yeaAlh+xvV7FfcHkzP8EHNv+xMuk2ozYfKwLvNYrSlkLD+0hK26w1dqukPgdo6JsPXLHc+IQa8P852qBx2rkOUYOrpDbNRKxtUd3aoofHrbmWiDNh4glo2KJicB9UU80yaPBdjXOm26qN2EBCkoWSdkYpEBtoTHw6MHsmN3sncWqeSENSQcMe7HYNIjW4thU0bNHeij6Bz0gKW3vheEHDufFVf7nTkZYs6d+uJdTgCT9M6XxzcaV0grsY1bR69oGrSxsXoO5eC2bEijjY7acnQyUyCIvXxcIVhxqfUIMbEmRD0UQrj3T8HBqOAuYsP6ubPX9gv6Y/JL8t+844EzJoaMcqbxrk6QIagBpMcw4UZXDNc8ZSaEBJY2gAJZJm3L2IEQjQMAanG6HB7RZTZT2n7h4E19CQUFLgj8ozO2z8goYrxgsaTkDDx5WPM8nUIPePbf7xu/dOqdgWbFjrigkg/FljARreJ/YXSVucWQfb9d+9Zwx7sPfus2fQMNmTqYEqqmYBZpIYnC/It7PEO0dEMPKO7vc/WEWmJqHYoTXj3TPQEIL04a8Pv72/yROiggY/mVblHDQu2lU2sgANuyzdOpeTKgegwSSKm/h4Dg27QAOfhHPQ0J2/swM9KHkoYFMsl5NBns7vrmT6Q8cLGs6NbwcNHxe8Mryv9RNFl49sjr+w96iK2YIZNDwx5fNaXkKDlD5ghrXGiNCghZLrv1XC0nZWP31TMWwv46IADR9GrhqmmrXZ0iwWRCxTg//tCV+RdKr3vZvV5iEd5W9cun0wSfOSgZfaJT5jhSPEKRRzVNXviMKuAG9k+eN3sFVDQoATzdOWSA7r+eXrCifEtxCLXddKLNyaGhogx8mzEhmMLVmV2psNnJitsGjC08cLGs6NLwoNh6ostIT2vq3wyisnfigxK3fGfxqomnVYbGaIVRMeNZKG73XB74Syav7o+aHtkjsAGqDohL1t4IoUGgbmYRKwojNo+DB3MRdLaDiQK9D7JzYl0JCoEFxl8GqkU+FkhgbpemW/BJExi/rirlKYQnvgX7CSjaBvSpvNoaHQlXKgG4YlRILhft3105YSGtTD4sA8FuI9yVW4gjd2WslBRCFybXdzwsXMM3z/BQ0XjHs4/Usyw7GGjISBnMDvDiRzUfd/cCU/Cg3zznEYQ+41Smjw6mBGD9zGlbDruqT8711pXsucHbinDKUdgoaMGnayVqXSw5uaOzIt8G5UdyYC7q8kwY/OD+VuIZ79/Rlo2NhLJ6AhZpGvtvxxWigWT3yABsgmf85WW4fQsEkSAOCmMcygock9Ag3MSznOHoKGbraoVUPDTpfkNl7HrZJFFkx4/nhBw7ca56Dh4432AW8YixKT3ZNKfg4a9sGCy6AhfQCMlbpfL6Gh3V5pi1iOdtn7fbeBr45Bg1ADqMq6JtBgHLg5NFTIOYm9ekdfHhl1QzQxbT0ffRpGz26FBhACOZf9mSlORaYGg/BYkk0g2JlhDA2BYYaPHX4GdlZ/FRqgB6dbwEK1mgPpu5PLolo5NLgKpBQE2AX5DRTj25/M3vuNb9k9r3b6deM0NCgzGB7oVYmxwqOM9vL/Z+9teyxZmu2gMgnGMhJv9idk8Ce4SHwxzBXSFULmGuL//yWe6d6ZsdaKiMys2ru7ep6zUzqna1dFRqx4yYhVPdM9R2hW52BmAtuT5cVLezm3aGnIZpYFfHN+kzlqR0ZzxKahgOBPA9bREWsY2u0EaZhlLocGoPIJOtv/xB9SSWFSWdHrJ/s498TFMHmGVNKHmu2RBn085hQztAZqZ6TBNIFIGhqLhBiln4TDeL2GcMUxbIniUBsYpL6tZS1F5SDwTBrMQ8VkhMPqRYGACYJs1tsQDXDag/UDxtdfcnreHvXb1lOkIXneb25pjMZpMOIk2Ae5IU7N6oeRBpXBu6PjnyBl0F/tsVv0egtbDLR5RHt/ZJxoEnYKacAei5/OxDIbllMVZ/jFHgD8LJmdGqLJDNkOpAEDJnXRZnEIERmTjWtrjCOBO8SS++OTb5YTbQI1fnLHx2WZwcAaMsWxNmrSwCmhcme3Oa8jjMZ6h+4Mq7vKJEAkunkBorSEnb9x/SWn5+1Rv2thT9js0tlJAwGaGJdIA20/crk9pyYwregZX71OkYaWkQZoPquM4Yjo2rrT0PGoR08QT2Uia8gcCEplQO2P/BBLH5aLIuXotE1jOwACaWjwcYc0kJjjw9mUkoZEe00asCQk8JDmoD1lHxTnsVlOdLCeFDT7NC1IocIXSQMYvk4amCBiTB8PctIgCZXNbfqnFkYymNIb1932b1n3h/2mdWocbwhTr1vqzE62t7SrpGEN4OeTBhw+sU1jv5jbwi2GTd/V0vNrpKEbAtZgSkoILuLi5y8iDTsqnq+CclIha4hpnOoZlS9jbmjso0SiqtoRyxFDHOpIS8VPYJZLvg8QAK7Ugo1dMu3AIh6HPnSTqRjKekIampKGhgbXpAGODUE7IKeoFzP0qQ+DjVHHLGQiABLMpKQhVNQ3r9sB3LF+QNzvWa8mDRnp31fIDc23nyYNC+kfRBqgFcH9QBragIkN5TRnwP7fUP/WRKtkoG0N8mDUXbW/RdLQ8epUWQdTY5FMszI89lQVKNiU7XGYt0iDa+ufYWjQhLHJeWMsGmKduRoO2qDFklilQgMsmo0jqDbfRKTBAK/kcYM0VL0FU5KmnsudSxjOTZVqqWkkDcgLbOzCmGVitAMex8K/cd2P4Ib1isD/kT9y+XrScEZn7CFJNziLci3tffBm0mDeW7DTlI3a5FVpTRoeu5tqQAxdZaFQcpLMYSYNMWHkWNBpeQVYamoSTCANu2UqVbAog3DAI9Y4SVqTVCdmKN0UCxmlryANY4O4PicNXoyFVSoSwFKIORYjH8E6loSwhiukgdnAc6Rh5IwPEayHBsOHTCroH9sAYImeEXsSwhhpRX33uh2Ar3/6t//qOP7Ff/0f8qf/73+PFfVfPmXpBXH/M3+506lxvN+NN3WGjsJzMc6g9irSYHeRBno7HjCpZUoLNJPWZdK4akPZGyWoQO11KJbRGoZcmlPg1rooDyjMNWJctsM002GcrTZvlkE84NG8TBKIWsSZ60mGtVGV4CS5RBp4xHuMhB1EHGGam+a18ag9QxroDzaieWYNz5MGiqbVuh+FCNEqSIMPfOdA6AxSgocdozySBIhiCcVHf7vPv3L/nnW3/bH+33/TCcG//L+z5//PvzpgvUnDlSXT+H7SYOMz7d9XuSO8HINfuVI+oJObG7VLw2RZsQZW0ge6vNj5n3aPGqgBV9FKppZMFCPXWCc92x/5IZYuulfUMudeTBoekwYGMyZtomdKGmguQQ2sSQNFQ8qrx+gocUzh8Qjt8GywgpBOwELbCtJA7ohrLcJx0BVp6H7T/ko1AorVOnypSAMYgpGvdhpc8grkIwnWcRyhpL55/RTSgN9I+M/+j0TgPx643qThyjo1jL+BNJiNPkRn8wzOzy2xHSRmZ0JftagFT0hDfE209H2vNsPEQ241RVCGAqOVSYTxQXsM3qkGBpwxahrTt+qGeVlUU7Rya5OhbJKG5P0TYpAiWkxleYaTwyT86WRlreHR8Js0QTopmRGe8lElDQhuOsjDjNZpXk12MjTQJbaokHO+6NsSQB4YNYBeuCtwWsPfaFDPc9YA505F4Gx/awPL1g8hDf/f/4SUIPtewz+iwJs0XFpnhvG+9HJqFwqRMxRDaAPnWlYbw7eeOWrY8iZIPQ+k4Cu+uswGnTT1fks61UE6LQ2F9FqVkF58yDAw/jDOK2zBjXHkb5HOMF/WGkBop1STA34kdc6mMQZWh5iSDTXg2/EZDqAkXgut8ZHvgbTEaUtIOIeyNyUN7BOoHrtQPV2Z4kxKclJjQ152bZMGP3t6RhWwL6A0GRvQLW5A/owCAhw0EWm4d2z/ENLw8X2E/+b/Mvvnf//76n+MEv/wLFOA9Yqg/4Gc4QppaGvpba2ikKdcet43cC5loQnuev7CVZIGQ9AcDGhc/StHLbNy4A6hIk3DvEcaMgFhADoMSCLDEaY7zqhVN8xznU3zIkAa99laf6Mhu8c9PzOjQzm+yCppoOGzJA3BwzBhw46ENCi/ytJuiiwjDXmdME532bJETkgDeil3dkgDKIpnT6pV+KG7jhmihDFLAP6HBiyVlvDCc7Okpr55/QzS8PGNhn/3ef37WwrxWw2/Jf67V5m7O+h3rVOk4RwX2BDUjmLIGej+q0lDF9j0/JVrmzSkM8MHPIUtMXLAjsOXEeUQnXkoRqvPBKLOCWkA1jD2hJmgA2CWmxlpmCc3H6mn6mBKGpoGoQaUpHpNGjAhhe4w67uDVYBl8I874EiEx6KwmSsuQbpJGsRRRRqjheGVAzCM9Wiqn6Gc90mDjPThVHo90AlXAFP8lyCclgQ7WU198/oZ0/P333Ic30f4h+P4F/9LJpF8/+HaujvoNy1pcTeThgHFj0h/8HdLGqg1jUSoWIPH/WPSStGGTu2PO6EjBvZSkobkfW+YsvDWFpu6YXKVNJAfz5OGciqmsGvfFqsgDdko+dxQWKlIg1F5+EiF0UGSqrus82rHhDSEHAflPDiHEDcYsVuNaDj+SkcD0gCHJ5icACUN8jwKmcAAXzTTOWvISQORf0yruSKVLljJmzT09Y/IE37zg/BNhf9Y/P3IS+vuoN+0zsziLycNZtB/0leSrRNyLEV/CGnQ9xhGQ25Qc4bZMeSCiTil+ZWxd1fuSOdJA1oK+VJiA3gGjPyPlQ/Ac400rGsAvb9SB/m01prWGXGaNBhsxenSMskXkIZkGK1Jw2dazXcPIT7IOWngwcn4yhLBbSFcCRcmOjAhDUaAkK8JFCzxjDQkM54IhEmsuy9unoWJLaLCrKa+ef2I6fn7zx6cEvz+FP584h+rH8W8su4O+k3rJ5EGMx0yo4McZ5CuJUO/+97sJzOiJA0oRs3DwkRmC0LBDn/iO11kHrKYDbXUIJjG+cKeDqzBqMWy3jBq9mJ5SkM6kxcMZSssdNdw0lbVFjNdkQaYLskvkQ7ZoVG/QRrkXIA+nbdCB8ZdElLXylMNexATuBzSsyINXlhe6jukoYcCnYCgo8HYvhotuQFxzZ/z+Q47x/2MNJwr3C9YP2J6/v55S/hbjv+QfFfh4+9B/tO//Vu4/vX/8DR5uDvoN62vJg2LgZydOgst6dWkgebZru8vXHukIYhxT/G9sWHIiJZ57EqP0O4tDcUkosXAq0iDs4bhU+bF54edflhV2oTnJLj3bO2FJZv2I3VVDC1LqqfHqD7SSaqBZoAc42XQTGsL5n12Qkeeh0wzXDlSQqLH8dDbIcoBj0QdJitDYaVJ4GSfS/v9jDR4PUMufRM86xJ4a5c0RK1v0vBYv0kD/IHEP0bS8Pu7D//tv38QxH/x7560d3fQb1pfRBp2JdPOnZGG5B+t27W9eMnc9f2Fa580+NhIulhKCvrGdGKrbWOLZSjqx2wpJw1tvMcB5n7JXTiqTdzbwpYMKN0GlGkmeda0hGQktq42zgk5Lfg48YlklWy2W8VGSEPOM1LSABXlaTW8o4M9IQ2Z9yEqCpVrnFoJLcDCR6+DC/AHux3R1nJNba5Ig8VbzS0k6Kl6CtJw+/z6EdNT/hbDP8a/Ccm/RPrZn6N4RdD/vB+5xP62QVa/mDSMc3ocvwKy66RhOgN/PGmg9xzronzFTgpn4F8ym86iPdKAvyUabakTCWlIWYM24ah3pzA3SYNq4MczSVjx1zQsTUP+LBNWPZJSSZSclJaYiyyAgjwDHkgDANkgDUwS3KqcRcRyIECIE5IGExUClc+5wmkJFP1Zygp5jL2Wa7QJgl01qEOWEDlETRqkNpquWFLfvn4MaYAfjfiPkTTw74Pc+EGKY7p+wa9uuXb9eeN5Pd94nXSPmXw49KX83+IJihd4uLc85BWafp7ihCaW4DzQKnrzTfHXITGc/wT9gZ9w9k5kXbK/A0kvfcTNG+rnzaPyXcbyUJbkvTeFXxRPMYW1wW2/5xTxQwN9QKD6gQJa1qQMQLrfOD6pfpCc2eqfPq/iDMT75GZBGup6kLPW70uc7RE4SumvUT9wvoJdsEQ+IuCRGI0njIhQlf0aR5rXAJn9hUVC4/EQfildZ9QSlQ+e+hTMeMBHj1x4SPb/wEnSE3sUgCFrpFJIg3+F4x8CGJA2WR9l8ExfesH6Q0jDx++D/Pi3rP7T//r7H6FY/STFnDMc0hMuXP96MIdn9Xzjdey4C3nzQ3/M9IeeX+o0OgvWz6N3BXtMqo/eKDJLnWPKiYzJQRw9/zviPyMNA54xp+KG8hFibOKAv0/I1jnDr9J35AlDWRZbIA2U9zBJRr6UNEBO4YVp9NfBGbx+ZMBMapjsRmyW1DbysRO2fuH9YADyGxJMHwgnkw+HgWcNqoBq4JG7/nxkHDBDEn6BXXY4r7f8PI5pLEC4CmjKeg1InGvS0DXi7Oc4w06TMxVIw9CF/09O4LCI1w/54IvEZDzM9CSkAcmDPzDjbYiUDWV4qrqdX79i/SGkAX93wz///qOK1R9QrElDl7x2/XnjeT3feJ28ps3kY3+u5M98p6HRkYA3G36PE6wLHz9PomV+4YSMU+XLY47fWjVqWcLHaMI3kGtmZhqP49E5gDP0blJ/p+FT6OC31SSQz3ZmAAAgAElEQVS2jxc56zVgvR7Kb/IX32lAbKOBDgcYp5fGvCbz7zQk8ZnUp3+Y2eLpmrMSt6YN3yzFGb/JbWO+97Pm9RGL4BhsutFew7MQzmwVW/N688NHcQ6kIbKGZPoxu+lcpSQNvvehBxIJ37WCqZmRBiVv/JuhW7aMcbMTaC7UWH9IqnQjCJg+QHdRgizkcNbfzZ1ev2D9IaQhiD/185f+LnV5vTYL37GOrONOxXel90T1zA1McSDt/6UGlytkQ5Pe8/6FCxBgdwmAnThRF+qP5FsNj2XsllQl937cbLPgBv0Oz02xBmUNh4P2FkmP1SABnAczURNY50L7p+TMVBXKoJ/Ua8PPpI3qMQL0kFkXGmwvDF5wIcnBDDjXpTDSZEA2AmXZFVn3MP/6ZMYBO2ujqqdCN5Of1FiTBhD20kv9iA6qWA9xjImhWMYZ4I8+MlFCmgBOsDmQG9efSBrSn8k8s14R9T+NM9AEmTZmEbd1vCYdO1UI1f/xzhbfpJ8gDUch8LH2/Hnp0ubMH5Q0YPvEMKWswYZTXU6qUvvcZnATzpBxTqilbGAJa6DplxjconQV9BntULCbpcWh3CMNPRMS8UJPGU0PmRlFNZIGcJZyMG6fIQ3EGtCOjC2kokwaWEs3+8uJCOrxjfSZT/NBqiVgYhLBjAC2lpOGT7nSzRhhyXOHCd7wRpI0lyVXlH9AADLOgG3zvnWTdfhXLf/l/73x0xO8lgKLdXfQb1lnWMBJ8S3ZODyh+HVqbFqXRpQI/zmkQRp14AyBVg2P6l4ipMGV2SIUShn41TEyiIw0CGug4ZeYW0EKDlUjUMDnkSuhLOwmpAdqlxK8xJm9I++ThuBClqEpzRrSWCC2Ig3KGuTgFQUi/J6iBRPSXMQkkeGQhyDSSSd8EM5xtB7eBjd5jJvXjBzkhmKyi6OKz+Wm6T7xtIXlubtv/QjSsP49DbyW34pYrLuDfsv6caQBW8Kis68Ncz9BgR9KGj7xxuk2mgN0iAP/SatPB2z4g3Jz233gnawEUI5tlFSkpIFZQ5UiBXqZNDDrrJ9M5v95uxSbNWmgMPK8JehxqCBV9CmkzDvM8DVpwP8PBEQa+hb3EFBEHumfCEtNGiQcUPzdX4/DHmnAYmywsQvoHXYUDiCw9uhAA10z0kA2iReweUWcs7akAr97/QjS8PvT4jdC0nqThgvr55CGz9JHzpC8KWYNcKEzeXekCXHG/detmjQIkuMIbdU8TEp/TNrQcSReBdsyES6QBhtNtCANOMhwRBcZCkCfIQ0GwSi2ROzR05P4vFgxwal8Me4MKUBKGjByTdUfAEONbpAGHF+m+QQ/sWzdPue8iU+OqyQNbmUotMoOFm2Ior4etOFdYxtt/M9QcUYagDWQA/600TJ6gEEjK+I+KXiThr31D/g3G9N/e4LW+48nLqwrpGGzSM+TBtPhoSxhD602opo02M8nDfBeJf2qX5h0WOx0i1lH0TlZCtlrZMbxHDaOrIQ0TIK04DG1XESoCPqHmfc4HlK7mQPpoLdUfkoaALjoIkU4eYShUQTmAUvKMieBvsXryEAr51U/OBSphOEV2Bj68Mh2A1xDWRTpfAywuI/CCZJ8lKzhxpFib1HjqewHnEP/sEdG4JriIZIEZNxNj/p3rp8xPVf/yiXfWrOKxbo76Hes3bas4rYhfpU08NPpq+yGzkKtYQfa9v916xRpeHwaHSWdfvw2YiKX2/bA2snksm3TBmqcLlUaSEPR8XYhlXI85jweijR9C0Y/M9YQlRSPX0oabAj1hxYfuQ9z0lDGKyMNggI1hzsuZFQBYjZwBpndiKbB9wHCKFXSIBmnu2ju0QL8QwNRKE/3GzbGoChAcMr1e/oaacuugX8RxBa9uHt8/Yzp+ZsUjD+f+If8t0g7Tfj96yH/S3ti3R71G9bJQXGNNMwG8pw0qI5dHnLIoZ+RhpOT8lXLB07vM0UQmDT0O4c8ZneH1HwUe1zptiKoPeB5FF7XK9IAecTdE6QLSJVcgiCdmseMAXQ/QjgnPEONf9ygsZGmsIv15wA7Jw3N5BcaHHhaCOQ10hBJINbNUEKq+OAJOobHheDHAfG28ZhiNG4k2ov3DOQOyT6iG2AARYx2SpFvkAbXHmAgacAH+tWBSKTfpMEef8Xh8a2E37/8MXwf4W9E4vhvHtf/57968k8nXhL1P+1HLr+SNGxJFwPMHqFUmrBJGsxHsG9FAeyFZwLwuiWOA+KKNEB3qObiaFnj7fjjQ/Ujlxyb87WgnCGo4FmHpGHsnNp7AWkwCjLMf92wIB6PSwzlCh0M2Y/PODCENPjTnMzCuDYXwk89xrQrydIceUYaktMXIPLpbQFPho5/yRkuYWJjPNLUx8Gq2gvSQJlIMHowA2k4+D4VFBWzOO0AESmSBjcNelu4Vp70Jg3F+vw10f+72T9//FOW4Z+W+Pi3J/6L//lvXOKfPgSe+kbDK6L+x/1yp59BGrLKf4TyFaShHCXnA/C6JZPbIAqMgzsx3ODnqKkzhodYqEqa5UPuMmnwDxPSUFiad7yXkgYoIR/CviFxx3zH45pCuUcaxqjCIZCThs+PXaEldc9C/ROMo4Q0gOkXkoZGEMOUHzn3HaKNfxWmjEBVB6TBi8blVXtNGmyED4oCIoThJCQQFsTASW4sTQDRIpmgm8E1pVQxWhSrG9cPIQ3w0xSHf6PhN5V4fP/hH/D5c7/a6U0a7iANPOBnpKHxG9cEgOiMwj+aNAQcxBkSmE4q4AaOuhlpgP0a6jX+qETzI07mpCG6FIFOZCZyceg8Rl9GEIraGuH9+HCKNLBKGg5qYtylwUOYqVgaBI8++LZAGpQgZeUUecGhOUZjhhgCUqE0nxRiKOu/m9zhwS5S1+QBBRQerkhDd4n24oiHh0rxMMz4gLMHuRN0BBQBJb/mkT2uSIPRze9tXum6235f+G9fD0oApIFYxXN/OPEXJg37Zfd1pCFgcNKQv+ycJw3pm93PIQ3V+YfhnMM86EagDAvSAKJnYjFmaUE8BhJ0ksbzl5AG5jt4GzDkZZTXlviJoSyiWMA6QxrM5w7EMcwc8Kzal5OGOqxydjJ2hWlz2B4GJQ0ED3TR74mnKagvCcom+MRQXFakgZIyYuIo+WFDjTy8Ia/MKBILrenWijQofYqkIQkXGr1z3W1/rH/+N/2Q/xfj2whAGuz/+19Hk/yX//uTtv6CpOHsyPxS0mDUe3soT5MG6rDUgGpcN5y7jDQs+viaNCSMwWakIey23VhAO0clu6TBsjY7C9ICUQ6dpnEPNMFC/7OoHOJnShpKB8B9+JrzEh4ngTSMMKLQmDPijV8r3ViQBnA2PR5YifWUDqQhlRPSYLgrLSCUGbYL0uAlkxwf0Fj7qPjj8IYgdBdEod/VrRVpYJdS0qChIC/uXHfbh/VP//b333D8r/6D30HSYPaf/rd//bfP//l//R+SvefWK8L+Z3GGa6Rhu0o3Wn4+VT7W+McI2eY+D+F2xZNVNH7twYtj3ILnJWlAgAXKrj+nDBar8iHS4JogZUZK+ANjomJBGtbWdiGlclQtwhoIJYoHqOzBr2NuswgSNvsEJqCE0QbRrUlDUJongIyuSUOcf6Jbg1oSHMaHcvqvsRakATgIUi+PLMYlnvnAAhLSYLNYo+qG+4Q6OX9THa2lW1Wj3zIVxc0cCfDi7qF9t/1b1v1h//Z1kjRc4hi7bbUQyjr8FMEOaYC7n/e+8OBVoxza4YCQwNiZsAeuTUjx8hppCOoMh4x04DizFtZeQBq4s4PPSV3o7cKBXWxU3Z7qCHPc9KcUXX37ZdJgpsIxAddJg4r6xAIgNdgEsZyJMB0DaUDfRxLHNRz1hDTkLYbHraslUJEWNdzHUaAYs0nYJTibLrmT2U3UAqW7cf3lpufvdXvUv3/9AaQhG09TBDVpyJu0kczSp7OrHOfgeocwjn/qDnTc2sg2qHB1Kr2aiGrwZjMLZSZ5PwWpIg1+0wxZg0EwK9I0/mmPnM9t1GJCGhKiVJGGlkaRZ3XTbYjqGdIAxkWUEWRoOy7QM54DzIfhOB0xNQkHUSxw1CNpKP5Wx7DD1SBEl1RmpIHJW0yYH1vd6tFo9fLIwq1UbVmC37j+ctPz97o96t+/joOO+5b4V5EGK9jyEUGOpjI3CicaAXwraegdJE70nDQEFEmnrqK0Dz5HtRHcQrQkHiN3gBz3ruL+OtJAwU4JT6g07P4pP8pDkEWJ2vu8HuWCJv+YwTx7RFo/dfwtSUBVbEFdE6Dsi8ZzhEwBuvzgY2E6QoAODmEy+5k0cHwkhxVpgMcVaWi6yGm5T5jN6SLIxI3ZInDhkUrePb/+ctPz97o76N+/Xk8CzsoH0pCKZD1pLo7nc9WkE5HXLR0y+oR6U4KCBtnrYB6+MkhLI6VkRhrENRRZ2dpGJPO++yibG4dblMaBy/SG5Teg0Qzmbk8wxz1INZEX/0ga7FG9OU8Th9xojTwlDZF5dXz+gAD0QOMZFNJjfrORikbGlXZls3/E10GNj1PSAEGnxyjfqkVOg2QWAlVmBACdDkYS1sk64OPd8+uvNj0/1t1B//71R5CG7JVuIq59z6Sd6bD2Y/8VFQBTWd8EtknDgPdKmBln+GLS0NP3daSBBbVumDVwUUzAwyAiENdJQwHTAFcaQ7/bxtQyMxM3M6pEd54iDRjAljwIpOEhbCA+Fsjg6E6g6sgc1ChMWwpiSHxGwcCykIZsKfVkApDRJqONk0UxIZq2kPyi7nVu/dWm58e6O+jfv34IaZDjlsjkbfAEaQDtYQw3FFn6dG71uQPXAegtpMHbYwZpZaTmbsfIKJjwbIyp5nGf2xJ1M0SqLlAAM2j4mcoAvu/INuySBhgbqaqCNGAI90iDjTl7cEFrqK+ThnjFsw1ViMOtuVqz8f29Jhp915GThiCvpAHMQuLhcDFpQHwqr2bpJxw8W67LLURAM9IgKhFOgqWLyo2759dfbXp+rFcE/c/6kcuvJg3Llh8ONDyb/UD8BELoeyquPXgc+V2nzqwJ3G8kDbtVeYY0DOzCPbJRDdlIZ+CKNGxAinJKbHAYFEUZthgk6PPrr75DCcYC05gNweuaNChuQ23oJ93JxvxzpOGAKKhenm2oAsZbOu+AM0TSQL7I7lS+ZYtzmmUVvlDJulLK4CfZcTeMpXLWxCBzDsAqB3zKh3r2Jg0/YL0g6H/YL3e6RBrOlOjKwIQ0QChlRM0h05m1BWlwsS86dxdIg3KG50nDdlWeJw1R8BRpWNfSU6TBoGqENTicuRavosfVLycNK2BbpEEyjGw2xiuQBnlekQaTPRiYgFhmVopPD1lyQIvp5m7IySM594W3e2gkl65MbBELKA6UFOhIl095jEAy4fFuyRka6mAm4JsN49/TE5lGFtQ3abhh/eVIw6R7zOVtN1gvIw2oZoo5cIbw6iitXNvwhlcnlk6u9NnHJ20Ucf9llOdJw6ogXkgaFv6cJg0DegBCrCHXyFps7Ifhe5E02JgNsotMkrjj5gpohVddGe6YkoaAPMnWmjRYdUDHNAtTTodt2DUlDYSlR5WUoXwgSeHUcW6wJYH+jDRQDCrSoG6bKzF+0mSvB5ZjkCwj2ZvWmzRcW38oabA957+YNHDVz39hb6ky7XvYD7CFNJc749X+mpCik6TBhtAXkobdDE/mTnzBN3qv5CG4jvp2zalgNUyxKYc+y5sMKmfc/TLS4BbRboZoizTomMeUnCUNwlr6E51tEqsxzgBAnHUV1WDfaAsdB36G/4co0Qf0BsOJEWkjXSMaY8uCNCgwJRAuIqRBo2BUoDF6Ese7OcObNFxcb9JwbgdOGBEQ0oCjf6Yy7XvSA817RdoxXrfWpGGc+ZZK5SPlJMyvIA2GU2imYziZtPCvJw0UU55BlmDPSRr52/9SwyXSkBSbZLiJxII0hFzYcKuRYU3JWdJgrAUmJgfWxq/RGk8RSJx1kYVQDnUfeNR6WcEz/H9FGiCvVJpdwh0D/dljw0u4l5KGoQzyCFHiJxjYR4ZC9PhHOF3wtvUmDRfXn8QZfjZpMP43iJM3mSuk4WAB72lnvNpfM9JAvhekIR8Zp2FuV+VZ0pCJJaSB8/FtpIFgMBq6n2nB6ZTN2SlvSiD5iDMu+EhTxDByH8PKTUiHL41xmpIt0iAI+9cx5INOcx1wtMzFYdZJCHleVqRhEKfxBUwxaWhScYE0AJguYajbxI0t0sCI6ctQQk89kkaQOJtZHFAwq8FvXHfbv2XdH/ZvXt9IGlq+Y0YaasszEHTCIoIjCEBr2HZre72ANAD6md8vxjs38o2kwV9BF4IL0tBliDWkpCHO2ylpmMDKSUMzgXlAFZg8F8sayizcyjREtdCQoiRTCyMmn1Ex1BKoz5huj1CbeBlRwT51fhzRNWmAvOmcZzuGwzuRbpAMhBXge3rB4/CRnPMdxr7FBATSYEHFz+AMb9Lwl1i7/Zjkz82txZbkJaBSE9+3Mo1J26uGCZ77s27trtmMKkhDLmM/iTQkMzTT0WrS0Lwdr9zZLbpkeMZ9PQNYHrUa6tyi7IWkwT/3q1a5oaHM/aZdWuez5MnZeDw9oh+dNaSnjN+K2bc90gCuwD3fNELpM304a4IjkAZKP2J5SIOP5HK2hV3N1z5pwDhxholQBRXz3vlt634EN6yfEPjvXKc5wJeThpma0Ft1wIpC6D1oQpvTeHbKrd3FXa8gBDhU/hTSYEgLwtPABL07ohtb3mwXHbIRzDNhFNYwIQ38VzeDtm3SwPltWmwVacgNm9T2PD6oy5KMbJKGhPwkOoOvsHhwe/jNIiqwLQ7Dme2hbK4LnH2Y1LiuSINPY1Dtn9MtG6TBN4MaDzM+AqzC2sQSCX5pRzix7kdww/oJgf/OdY00nKvSuY1jWyM3z1rlKdJgn7qg6by4BvI2H1z6OaRhL8XnmGAYhePhF5CGKu0g9PhA+EgL5wzeeXnWLwNFsxZ6viryzxqpWL1xUKgCWM29eA1pgMEHTvG5Yl/xnJ0lDZoKteux7E+dNBge7ZInENOZkAYKCXsivvINGfRp7PCJ2Zs0/GHrJwT+O9dZ0nCaZCz30AlcTYSkuW6ShvwN9DERzM/tCb/21rOkQbDXbn8B4r9P0uAs4TFP6gqiMZGQBvVxCohnyYI0OLSENOhIoRIRBFh5cs7SgNakAZM4EFLRTkmDjtpR9egrbNwlDX6dkwaJPgQCko+oSFjwdgrp+D14AEgTnT2CGIz/uUpJQOQMDcnPmzTcuX5C4L9z/SDSYHXrHZLnSEPWerg5CYCvOHwvIA3i6nDrhShzxLUVpWELHQlpAJ8ndvYRTcwGYtBLoCq7ODiPRPlmnIbMKMlGoRCchqPvCI+zma7nggYTDhULhRShj8TK00Aa2KvAzWnAtaF+fID78Vy2eCuQBgBJgR232GUMmg0foJARC5EG0NN6yzDcY4SnpgnyaegAS+LciHskDeDHl/Sta+t+BDesVwT+T/qRy0Xvz+WvkoZ01E01/spFnY0nm4QzVC+F3DW8JRUYL9cFkQYdX+dJw/nwP9Z+VZ4dhllwlFTALKTknSQNK7I0C9bBciWjoK04usL0vkAaoBBQkeuxUCuBqxgNavV6PKUVYlPFU06PPw3HhNkBg4O7gKB/8ivhjUhYMo0FaRg7+v84LXS6EtIQYKGwxOvxlDUQHCYN9ED4xKBfgHg4Z8XfWkHNkWKlNfid634EN6wXBP5P+uVOp4fQpak12zRtvRJKkp1pNG/QgzQoOYp9qRUaj772vM2cL7TzBJBRENx5ijScqMoLpGEpwK3fxqNNwrrr93awwsivagiehi3PkYbIA4xIg3nlZcLZRPm02ZIVYkPIobqlJIk0MPODqh5lm5AGpg10hXHhiMbD2aWiXsQ0lCY+L0kDkthxg+PlYqSBJzqzhAlpaB5PDKb5t4tGAlLSQEb995Teue5HcMN6k4YXb1ht0glODzWUSXc8Qxq0A1h4Y8xgHL723C0hB+0ZaRD7Snf+DknDhi/bfku0alICnb4kDeNfMz9kiynZLIujJA0tUWTGf7XteJQumdkiDTaufMLUpAHLuyQNPLdcv3AcuCucQQaeX9JRZNDoPJyRwI4CgaHYyjM71EF0SsxwvIJ1NvJ4LJ4GnC7FpCEkzxNQkAb6+CYNN603aXjxhtWms6TB50ClMiMNDMHkxE9JQ39+kTW8gDTgzu8gDfNp2yUWIivS0JO458s50pBPxtSF4jl8pvyfzsU2aeixNB5oidEVafDj8VgxCQVpOGjub5AG9AiEwcehqhWr8I3M92jNSIMLqU54ZrIVIwHhs0xRjyyb58Dm/hW+G14oiRbLHBnHQHbepOGm9SYNL96w2nSBNNDRj7ukuY1m6Gb644fwlDTw+Njzt/I9aBeoLQnDbaRhamU2cEWicdq4N38jaUgkA0J9CJc+V+OsOEkaIN1Rj/nAOh7FyTYr0tA0smORbBYaIMVz0nAgacDSbWQUJ5lQ4rAYx5w0kLrETk4aemwIJ1iAxIielDSIDiUNwU03Nu70B/CV/BvecYYjaWAzb9Jw03oBafiT/iLkNdLQTmxYWKHWHTVqKGX2Z7v0hegYa2yQpniCNJwvDiENTTUavOe0JAyvIg1nqvI0adhTQi13lsJL9jLBaalqMENdHtlX3bHARPMc59GKNPQnAWQ8MLG0YQQb7x4bk9DQMYmBi3wCPo1Rp5MMLk1oE4gYIKZnDtljiNr805AqdAbOOjEwJQ2sA3OMW9EL/OIihg8SzgfKJTJG+8GV+0f2/QhuWD8h8N+38Czsc4bTQ2tOGiyflpUmaZBhl3SJlDTwOYNuGhU+rpsFQ+d9D+rXpCFMtsuk4SLmV5MGDsXXkgbcMiMNLZHwsjlUAemcY0rK1Zt+qseLs1OEc6TBH2jVy9mJoVHSIH6lpAEGqb77erob26SBR0CgGXQjBvJG254hDb5RKT0SG4lzTRrEAvg/fFG6iNnyYgA/obLEi6AwSdZd634EN6yfEPjvW6dn0MWh5VO5HPG7s+MVpEHPmRxJffu64nH0L8Obk4bIWcb9H0IajjqhEyXYcrlr7pOGFbslwbkTyUDWpz3gBWlASC8iDUaHIfuxnxgKJQ0Ifoc0fHwYLncENX1tMQA4ammQjRnXTTYPA4y+ARmFKtLAUxvc8SOEBwa+D5BoCaEDL5JcB4Jkc9JgcK03B2r0Cf1ogTMQadBY/4TZdT+CG9ZPCPz3rW8lDfMRvxwH5k1NRk6p0Y80Ng9hFAxPMe6Mx13Pt0iDmNHIPQnnPOiKNKDAnDQ0jiI24/1S2i682WSMotO5f/i9UXdmEP41Ip3nShqaVpjhYTiySMdI4J2Got0Dqpc0NI+bwCuCY0oaeMbjBJPx6NPV9F4PQ4cKzaBb4V0pafgUo22kUwY+a/HwsCdklXUQu4CkpaTBQYab+JRVMXPsSRhaOHgNZPMq/MZ1P4Ib1k8I/Pet20kDvAdsaPTn0DYSlQZcnqe/4bkbwjVp4Mb4atLALxD7pOF8Aq6gnji9g+KIQuDkJIE1ovOk4dPYhNesyQ8L0iRZI1LSkI+2oHLgSYK4JA3kS5EEiyYfrMGwIAN7BjqQjOPxkC7cJSQ2NPe6ukgaDHVAEMeTIWa4LYSHU9dQi14QLIkckYaRqX4LfWdcTe7yBcQUyyQhDVnwcPvtw+t2AHesHxD3b1w/gTTYNmmAtg7HVvaF3pY/IIs6vL+SNOAMU7ISzYSh8Y2kobaSjLItJdCH6wReQpQLrvgAZXdNGrBT2zXSwNMj0SNw3PBQNiUNMGqquPXQ9JsOzPxjdGxFGtS5BlpQpluOUZiQBvlCxwn9UdLQsY+oZiWYkwaSR99hQ3Mz3TbFwRyY3AVNeB9DjGHxLUmASTgvw+9btwO4Y/2AuH/jii1pZ8ONpOH3l/jqkpIG7wXW+C0q9kTdFHtuezTyXY8zzwNe7fYxDGGq/SDSsErajDSMlrrrybOkoRQmtUsx7fBnYnCCNAybCT4pCb4RPEmTMNDIu63ZeKAFj/wKxhl5Fccj2mKmmETB36f71glp8CZAuAGI7ZKGNoRRL8lPSIPSF3LNYN6Ph+BkLCmKaI8yGOfQIU+xWQV/27rb/i3rFWH/Y37k8vwEejFp4JeVRKP+FmmjY79JGvpJlRcj2FiRhkO6xfnqwPEa8IpDiZUQuOuk4UxVrkkDPr5GGj6Fdj25RhpWacNRuEUaKE8bgM6SBsGspIZU9ntKPWekgdGQxeFUcj44UDDO0Kvuc3BwThoGZtruTaGrxi/4BHMBdttjgDVQy3vIX+MCvUAanM+QV8AaTpOG5qQBPYMNcA9ScuN6k4Zr68/55U4XSUM7s4MNNd6GByLTyKE8RxrGgfajGt44UtLQ6P6Byk5XB0V4YhaHUU6BniUNp6ryHGmolWCxGKYO2+6WJ/t+o1XvpVOMKzma016uG4AC28CuH+a20gE9NzukQfxINHxYjkWZjNWMNCTa9Hc7WbhN/kKtZyer3+pPGJ2BInquVMS1AaDuPbhIrrplrSDXb8Z+uPImC1KB/uLWVHpyTzYIaXjNO+9T600arq2/Y9JweWQVG4XB75IGfy+K+1QlfjDuHcn0Dn9BEsjEWZ+D37VZw5b040lD9v671mLR0zOObNPVSC3nEONYroUeN6hpo4EjWdLZpfcb14W4mFAaqG9T0pC5EXPl48e9gQuJXK86JtykDWbhWKCK5qD5P/wgpOFjFwS3P6FIu0HMMVMRKK84pcP26M34X4OHoF/ooxEShnAkI5+AMWARHyo0Ku4hRBFL9b71Jg3X1ps0bG+8QBq4l4SNfEi5RZnRYYUjVrCDLyENYHdJGuJI+x7SMB/RO4OW5IxIg3E6Nh3Zdpy7/0pcCVAmeWA0OuxRR24goww0V5ekwRizgiP3ImmA0TOLG48d9AvuuypxRCCKtmE7+pd8VNLgAeKv5rbhNDZ50rLP/VIAACAASURBVGiBR/4wSFHQmN9xGLLoCIRKrfhLwIboiF6IaVTAQAZp6CqSCv6+9SYN19YfRhq8vDc3vI40CItekAZul8mpZkN4PuklKTT7ZNsgDeYH86zP0W/Fu08aZM+ZnD3WBdJQOb1bBZnzw9VPkX0/LpIGW7x9QQlWktnoptFwjGopSUPe50McjFObYZuThujuDmmw8aYvp8uCHyYQx8Ry44HDgE1wEsKAUvIsUINBwRakARfiKZ4nucpIA9MVLOgd0pD+gU0b95KCkfiBeTfJ0X2Thu9frwj6H8UZTo3D15MGK8blY+V/OgG9olQppIEb0h5pwGlx8UjyiFe8+DSNQkUarsA5VZWvJQ0t4UefIvt+PEUa5npJcZTNJHQymI+duLDhM4XAEWLmv6JosIEILZCG5BBtkgYyDaxhyLv/yBnAOO9Ihi9JYdaH/1IeEJcQIvOLvhmftHIZHO388SnSwMEriIiHQx3OwHqgk/LKAvMmDT9o3R3071w/jTQsNJ4jDeMoSrOGI7dHGsa5POtz6jZe452vJw1PAqdn5+c3UqaQm59BGlpNGkgA1QeGmayeWE40jYsxHaakQdAMPHgj4NggDQaMp3mKSMuQJIwoyYqkmqG6AYFINbyf46TQe0AhzulyluH7yMMxr1smxKSBQbFeNRuVKljhfygvEW/tTRp+5ro76N+57iANxA3S/rKhA/qa7lSVpk0lUIO+DQ5r7NlNoZ90O70m0oBzALYP1vKjSINNp2yhZVxy60wsnEWUSGrfnopPv9UQnsOobP0tdWJmeOtfYFoUpOF4FKCFQCccYUoaPByyGU9RUAMS6Ic71PHKMC/xoDoxT/xjhOY8adCBr5MZBXBbT7IER0mDRCYjgIkVfBmpoY1AMcWK0sNAQRpuH19/nekJ6/aof+P6RtKQ7sxfStYqGjQL2Vm813w+5CPG/TVsxC6yDXHtNVpOSAObyMbZDyINSwQFaUgGzXOICkkO3ER8SoKUuXHWukDf2PKFXscnThqwCHI2MyMNqbd5DT4UJG7l4ONs9g/4/PBwKT7j/Slp8OmuxIUvYvBAMUY6WoMPmEH8t8FUCCMcnsv9NWlgusHnXtqQCrtRw71o7k0avn/dHvVvXD+ANNiJiq9IQ6rS+7A265wBhI3YRl9FGiQEZ0lDee8LlkzKiVMrJWMcGzbBT4HTtbeThnNUdPWthvA0Iw1CgONCr6Gi4NYIiJAG9QInW0fEG0+QBlQixa4ODKxwSIbZtMqbMb4OaNgg2PAA3gfYql9I8JiNGSgn7pGmYwQJocMOQCekoYlJuidbhUvskAZ3jW2WftnuUfrC9deZnrBuj/r3LXnD+pIdcav51mRQL1XIuVuq5J6ibwF7pOH6ofzDSUNqJvoxUwKiBr4+BM64sW32OmnIxIO7MgQ/62TGGZQq+ajgSu5XbZCT2TcasE4JvXpbkgYKEUoxMD4yZNz0toQraGb3KUuuuKvHCAWimT1SsCjp0xZ8kyw/Yudz36PqvmLo9CdpCZqGhqAp3SDqCWKyEwy8ScPPWbdH/fvW+fHzxMB6njSoNLyPlN+80KHMLxspafBn/qJ39VAKyTpLGgDBzyIN5NS2FnNfjT5/HWmwNUQXyeWDu5oV6PY8iPqiAWBeUgMiDcTPy4Q0aBQAwNTbmjSoE4gUHKET48Zhtlqo075fVPMENdQAiuG3Lw0gep7hUUUayBuethz0HiUPHqgwLShOXxs60SxuFsiCqlHcQo9j5RR1UOZXt4+vv8z0xPWKqP8hP3J5N2ngqZyrzH5NA3WDCWkwGlThsAbSoO+n+o2GJ0iDKNwnDbQd7l6Ac64qN0jDhv2ENIxh9H2kYUMzv6ynz/qHv/33yySrB9vkBQkeN6DthyfDbkbOMtJA2IO3ogfsj3RwbWZ+DMF+DeeC7ic1H3WvSAPA4+CdIA36swf0PKYlIQ3RJSYNYi+4lEMG8wNm7Ajkd24gKttiyF+83qTh2vpTfrnTDyAN/ValEkMZxKV3kkw/icNmbNlywuak4cqULklDt43jfzQlsJCH+2ISTlblF5AGehU/T3327U44QLkho2f+iHQdv4g0sIKaNPgzHBcJaXDa4I9y0tDIcjUzsiTwGGLmgYSr1AQ+GOU2hjKQhmAqm/kwlH3bGdIAuWB1EnSA3c9oSRqGMgQR9WLCJ6TB7wMAqYLKQFB2pSl/wbrb/i3rTRpeukP2Um1/JWlIm8xDEZywgjRIM55CXPqMpKH+aImFH0ka1IuVFsi6kfNnnbhAGkyTPIWZTd6MTghpOJgzzEiDjSD0usKxoWMF/0LOAJWcAjpX50mDTno5BOkZcV9ZbQy+KofBR6bMmVAD3Q0EH3bwGQU4zvCPmwZb0CADGlD1uwoUtLGB4WsyBVcivU0akmSFOL1Jw83rr0YaTlXb06RBab35UU5VrkkDH5eSNAypvs1K0hCaXwMN30kaisn6PaShrI5yvtZaMh+fIA3LNJwmDTUTyh4cH6HE0BBpyJaBjiE4ev2YELrlUX8GoJJTYGmeqnCwma4EX6VhaB199VgEFs5qY/DlDs1PMjUhDYkdjJEykBb3BZ0BCfjI8ChohNOiYkTDbYrxuRaKlZTR4IPRJb7zJg33rr8OafjSl72NvYePJTq3uGrSQOeXVXpjkLk/Joh87OoP7CnyjYZz7Aohg7HTpGHYPZLb59BcIg35GD1h/oWkYd/yOV7z2JHzjFTVL/nziSVnyEkD/pj9p7V0EzsMJdV4XxmVJAduwpUEGAakAdnDOA/RK7XGpAHMdQMaIJfaJA2BiUgESREZFCTOGhge5czQEY6VPMeAamBp9E9JA2+SnRy6N2m4b70i7D+RM4z3BbxjN5MG80Nt0KFgl/5FSDrMQhqwq/lpby7jQfAzlr1Cx/5EWy67PCcNwUAR7atJOFmVfyekYVN7TdASMnH8CnmNr4S0DOTNy9bnjT0k/M4YE2RcxjaKlb5OSYPPOLoAhQVpGOO6ZZkhPOGkl6SBQSHOGD24rcgLRV2GoHDsMJUhZzPS0OQ5NKuENLSrpKHrZy/fpOHedX/Yv2Jl8/h835bOehoCmjtiK+HWNNsfeb7BTrhpNPdBOeCI3qWE48KYLklDC6TBL76MNJxctfWM4Ey0QPf8HtIAiTTJ8QJnUJ57q6Wc9vqxcErIdxryAUQTFAtcTBciRUCSKcRkIT734AlncBfRMFwzIH/M3hUudxvkXIzeEOH5Tw8MPu2SBk5ZThrCX2owNgD0Jo1sQ2+H/bSQxKmY/OjEnetu+7es+8P+BSsdx0+Qhu0dgoG6yYw0JLpT0oAzfmzzMy0UInY+NKWkwTW9ijTEaSOuMKKfShoyrBMthZPfQhou1/YR0bu3WsrjI/R6WN7yA7jY+V1BgzU26ilIROa+Bb3AXJqZOlJ2DPctBI8iRmXfGEM+RSUW/hSU89olDaN1gMYqvmR0TRrYNw5DTho8Hhgs/zYHh2pE6E0afuC6P+yvX71H8zi+hTTA7pw0BJiZ8Yo0wC0hDQNBmFfJO7SShmFKdmy4TB5PSUM49shuYuK+vEu8iLJE0tCwFtoJF66Thr1vNSi8pGZzJPr+y4uHSk4aXBBncrIxkAbxdBm4hDTgGTRnynPScMDWOWngAJFnShpkMoN7kTQk89ofMGlQIQONVXwhJtwXJqRhuMZhyCKPLjoAcY83MX1io1/fDnbX3fZvWfeH/eULuiZf2sm+/RRpiJ3W7avKHdJAR8oep7RuMcN3Mjz7VgN2Lt5xymPctiANlidIjT6Xhu2Vc5NnSIPuPOnCV5OGqL3ibQnvhL6O87KLeVUtSEPfH++ECuJjMAlKTRqqOkeruR6NF9SK2zpLGgImCYLSM/HElYYAs1AXASRT0pDjCeoxJxiRlkQ+kgYyTp0O5N6k4Seu+8P+8iWk4RiXdrJvP00aaAqBMjicijg1zu9F43p62ofOkjVkpIHH3TnHY7iKYQMe1ZNppvdLVmpGk7ij5QAvX0IaFjSXRsu2gSQ3yWAskeAgsEgaijoFlMoQ8E5OO+Fi7iht4ikkcA5HFL1ekYZADfsmOXFGRlq4ZkgxkySOvKvpivqdNPgeiJ6UTn9AeDApbGeglViJI7wXtippAHzsACpzzZMK+L51t/1b1v1hf/nqbe1xrW9Rtu30K0gDtJl4qj4uAXJlvCIN1ArwtBu2v2oWKGmAY/k60qAjl3tNOpnU6M2kwZLQbaoRfc8HtBbrbfYMTs1NyZDCkIQWD/WdDesRBZ46/V6IT0OV/ALrZndJg7yiysEx+iO53G2T5GcfDDVzuArSgJ5eJw2NllKIhDT0yLlyJmtZG6H9qptSwYQRbKVwH20PLAlaZitFtO6fXnfbv2W9Iuw/60cuuXcN1vDtpCH0nIw0NNEuv6YBT4mZ/J0FPkT2eQbHTSIHTAJ0IKb95NyoTPzNbyliQRnA53p31q+u9Tr8K7a/nTSA1Oik26QBtVfk8m+hFKdwLLACl0qa/II0+MCIQ818whj4uRE4GTzugDFpSOJ8kjS4drMIe+CA/0KEjK8jaYixzAgJCBrImsdY48vJMN/ghUWQCSxFhAHIFlweJTYkLMmfZtG6nTW8ScO19cN+uZNPH2INt5AGGoORNITa91Dms8e0Z4yngVMA4GIaHEdoD7T37Lm8RhqK3U+Tht+hPPq6CP9PIw2XgR6PCZLb+1sog1M7pCEpLZ0CgRBQEQoi6zV5MiS/zXTc9ujzRH8KpWn1Nn0DAObhJ9KGDe8BFAJfENKaNOBziiVIe0RlzjJpQI92SYPO8R4IKiAOBEclIQ1JLdF+9pp3SYRuXG/ScG39LNKAoxBYgxz6TU1ntxRI5AMd8g3SANRDes5DODnsOCrxNUBYg1E/YYmz5/IMaRhRrUjDXO/G+ph0Z1hDZkZ5354a35IMvBOV9ARp2LARfNO5OCYBkAZv4ONiQhpkS0v2Qkx8Srgbef2cCAkek+FbFyN96bnJrM9JA5j71DHsNv+Cp9ih8Qc0WpOG8C0IU0EKg4SPScOwKuQOdQF9GFglJGhTN9IiX8dWDCTBSELwJg23rL9T0oAlBoPjVKVdG1ZTBeMcGXfNrr8kDWmD+hQEE6b9hmISWAPTq4feTPyctzAZZ6QBkaSi6yez9SAN5g1tywF2OqF9e2q6n5KaUx5cIw3bNvRIZJ8/b36G0rhwu3NgMskwE2Tz+vThA+HhHx+sSEM7ExI/KA6qJA2i9SppQJMnSQMP0jDTWVbtjZCqHOUBeWHFGVakgbFKSPpDN1ysAXIoGvDImPoCDOtNGu5Yf2+k4ZCG0e/dShpaaO3URV3/JmmA80MY+9MAOAwEwQfNgBrA1WEJFnAQYwRigy7f6SeP6tVfjx3aBQeulEAgDW1NGnJec540nOI3KWlo9PlzMWnQgeH4MtKgRIO+pn86IRjUKdx1FNHLSEOIZcbiTWtSbgMw/0QT30/ng9NfIQ1ddJ80wK4ePQu4mDrQOQfJnDRURscmL5/+FCSKBfUADJRVoBgaHXar8v6e9SYNF9cP4gw8fHqR3Uca4ki3+FYB+n/BXn9ISuTUniQNOFPwnHMznqg6F646AoAj2V3NgDPfanDRi0M0cK0tu0wakhQGNWM6p6oWWaDMOkPd81dYgpH7j9H6mzWAU6F2HR7qO00amitDSGFUh4GRRU8GmIQJNmA5apx1iyLhHI8PbBd+EKn5F/VfdThq0lezhmiYdjI7SklDZhPzCHMbzYzwBIazTxoSp8gaVRGIWn0qvm29ScOfv+Q49yq7hzRMRiadlUx/QhoavbfIcZPpkczdZCgjORigDmom+76vSQNhF8WzYF9KRHey5/+0A2OynOxPtGmHNBxobIZoiXopnABNByGC4REbaxcDBkj4CNKU6Lf1rVimK9IERgj1nkeP4ebuEVOZkoZJrNzXEZThdVH1BsctJQ14jDHoltwL+QCP+TPkKsVakIZHrCljiMaDtkMaFHruaLczjE5Jw73z6+9qeu6u1wc9637ftqRjE2s42/5fSBpg3iOLt1o/43W5zy3kG6pohYvc5nqG9JyH9v8VpMHSPHwVaTixKyUNdGfb8ti1QRq6meTcPEMazjjcpEB4BmesweQvBATSEIVC++dJC7qkTCkjJtWTR2+LNCAYgJzX7mQ7DXzH0C2TgfGAAgCkwY82DesozMtgGyCBzxJfKAPXji2G0lWQBsx+SRqMPwvuHnR5ktAE/tQv36ThhvXqoGO3/f7FZ9sMWYNhhW8qO71nAcePHWJqUX+0Da2gLznY00GfsoaMNBzcAFx4w9lIB0rSIHqnI/5KIrIBs+MANtTzvCPRM/TlicYohEBfIw1tN2WJf54ZoKcyryWbsCUMSH6bn5EGnBQnSQMFQoIC50HqM5IGDfQ10uAwWoOkfH71+3jk4q968B6RkIaMNbDkcAM+S3y9CkC73x4fCCBb5OzjicM/xFL4ijz3qQeLYbhhdvPG9SYNL1F3J2uQzvD7Vi+7O0hD1tH9kM9m0pI0+PtARhqS+Ie2h5r5FNJbw67zuTOUEIPDL2pxHFyanQmcs6TBBKsNyK8iDZkaIQ2LKphbOxumoB9qAKLnU9KavhsWc1hqUklD//T4n3FhSBU7vnhiJHrBMdAUxv6AzqmqSMOIBx2QvhGj0DXgY4j6x8fW/29CrUQh9gyFwgdXDjKJUTCYuA3NrgdJCxXWEB77JRcjdyjKMFt4BHVC7mDoYIcR2jdpuGG9Nuj9wNzEGrLBiEf2VJ1pn7gICBHIQblEGkZ8h0IlDbmLYYpmrKE/eBlpSGhTyg2m4/ECaTjQsysu+OJq2rbNXbfG3zPZdx7h2dwDGvYn4XKJ02YqAGANxMjHGADs5LaDw6HBpEEmiqFdCdwhwQrRi47RZpPakxRJoCdnMCUNI04SijVpGDLSKOCy74HQ4zIWpdiTorh14HA9GWlgGDT/S9IQDSWkwZKdHKsMMm+9b71JwwuUAe9/nd5z9r2clDXIg6UyC43kEiBtLgwjtRCJAnolPbzxm0WBV80lpGE8+HLSYFQsP400eDiUZW2tdCLtOKdWNhwPIicdht1GB4TCB2cmmsrKOcxaGhpwEGgEaNDx+kDWYKFQxeUk/clxkxSNg3QU0SdlspGGJx1ZpHTjjFInGDKsEOalHBwQkVL1z5pCDLIs1M7tgMqXsua30G9wxLVUHzKoSBqIl2bLNuv8C9ebNFxc+HOCR7z8thXGorIGerLiDq8gDWlz+YSDndktpL+mIXGLneODV+A9VOII/Se7b5u5vEIaEmwp+Cem4cldljYof7i1zpAGzkrKGqYuTCbbSaY3UNDQQ2AERj3cJQ1Ybf6AQk2kgQFQg5m4LBPz0EFPQS9SNAntlDQYZhVc+ED/iyLQImkYiPwOxasoU7kzMGjchVm4LUJLu8xMQZPFDgmdJhPqQ0CO7QbQEy8V7Lz1vvUmDdeW/kYi/1brs5rrlU58aWs8WMeXg9fMhH0VaRj4xMIIZdIMyS3fzjOFdqThIdbA/cdlYs895WnWva1HANIQN+uDqe4pmF9u7cSuB8a8O+3WQDYxJqTBINJiZu14OtnyKM52R1LdPwqwWGwL0nBgQHtAHh9GflgipmAA6Fbgq2FJJ2EdHnF7cKhfQBrKAP0i0sBYeHAXtIB9o10NxiolbDzGePdIJVrYYhj8/FRJQzcydrLKVE/iEjcrR6hbL3fmF603abi2in9l6USXPbvyiR+Gq1MLPBWiosR4elJVSOkFgqqdutjvayYN4fQbt6XhXLKjBqMBMhmu10iDDKxJADJis4j12VRgxzmRQKkGbk8nyjn43LUlOKhdmrLhteMhpWfJVfFG7LdH9w/jmRw8Mq9pcOEAoCHA804m17gHR9prn0YLuAx2h0ccHsf/RaTBgwEgKtKAgeg7YggES+NdPYhMGz1+YQNg90RnFrOMYG3EpuFW870agVgmlFmHnZu+b71Jw7WVkIYwFV66oHEcclusw2Ad8yNoqq3Yi0gDkfii9RxIGnQUhMEQwFfdMweDrMGgccRefJo0qHiYL5nORazPpgIr4UwCEylK2AnWYORzjd5FG6c7KMrNJ7VxBm7CDnS8OmvIDVVEQpgEdXu65NGQzJQOoFcsnHxXTxFCs/bZ2dErH/XsH0dO2gklIjjbjw8BgGn+2JaSBo5EBxLj4GBYCZoBLRIEU1HSA8/FIgJMTEJEEtIQbmUruoQRz/iMVt19600arq2MNHwla+jlKawhbZnEGvrpEWW1GVR3HaxB8/Dzdo40aPuiQNCOGVxu9koaDFJ2OpOnSIOq1NRtKy+xZKNwtS3jkD1hbSsIGd45acDUelr2SQOmvS6UucfkZTITRxno+wDczZ0eELTb0xDQ4dtYgs0elKWqTKWs3dcIGycoRS62E3gcRlpyNvtu3LZHGrIwNIY6IQ1yxHAz5sAs+WczBl0hdoEJpMxgYpCjTH/SI6zMJbwFcfZYu+lZfX/5epOGiyvhDKH9vW7xpOQRakoaImuAspxjfBlpwKlARzoxUfyVhgLKeBREVqQBjrp5ysqu+yWkIZEpZvMl0tDA5m4GD1pj8yKsmRojn0sYYkWPzdLxeaGs4VIBuHWernFoZdM3cXrYx1Pnl3jhm2BONLCAhqP7EiIZl+4rQ1TSQJ7E2FdPs2MCNQgP6S9CdnzowrgNK8bfQPM4Uh7egjQgieLUcmIkWZpAhNI9iK2EIhJ8ETfNjMUiaWCXTQzct96k4SW6MO1fTBq8T8pA5L77uA6HojfJhTNPBQkbFR7xgjSocfQxl0tmXA2XguSsISas6sYzP9eucG1sbN58XjlpdmLb2AsBpQa1X866uYaRjrEsDd9BGvwGR9ALBAxZHmH2dtiBE+eX+NXIHm2AR+pTUaZhXNKvweC8fClpGCTA5MA3fGAcCgkQOkIbSFF+xPBwwxNxnk1T6HEryBmOcKiI6FtNGqyRPlPnB3YSH9DIwH3rTRpeootL5vVBfej0LvL5uWyYQwIPBB2thTPPBelLSQNNuR24QU7GUnjF3QxAPd3C9E0q4ytIw+hFJ1OYxPPUGA6Aqf0m2WMz3ILPRoZc30ALfsJ5kmw6NC+TPdLwcTW2Y7unC98TSMMHJngmKahJA97Oyc6w1h8a5/k50sDNsH9mYH0Xj1qAzTPbEYjlsZcjh8k1o3hMSAOlilMDcrATOweh4cBF9RAGybneAWmw/iYNd62vIQ097V/AGuQk9A5Gt8NIkhcn25iHLycNWPeGTSQBUpGG4Ntw7yJpCJ8D6txo6WU0v2yvkcnk6jfbhGb7Ugoj8diJAuOl4TQ05HLQJA1ZwyXSsM1xhh06TVFrF4kF2VEb50ijPyENuqdDboBJEGbxI6xKGiSsZDWD/yLScEjUGJlGaYQI/8Y2kckIGllDCwoK0hBoqqeBcTTaCnETwmKdWuItDVxQr9yJSYNwzSDtht+k4dvX15GGvb51xcgBpQtDs2yXGWkwLuupM8+SBpi/dKJrI9rB1mB24R6iuo8E43102DcicJI0VK2/qpgTyZBOWY3r+eJqsqKupvsNfa6wqxkk20cQqEhDViibTA+bvd8IVASFcPZ+jqCmcZJ3Rd+NwwnHAOxh7eHzQV7R2Rqf6cipex1vklu+PkkaNEEKYp80pJ2KuQJP/XR5rCgMWZ5COkQPDGoMNsswFqJfwomCfjTDgUmk1Zk3afj+9cKg0+GGun2V/m4EZ3C/xX1s1pt9zavuVaSBG1uD7/HWRjYaWGlkgfYQVRCrI0WwF4E90jByVpCG0tAl0mCPF6ALOXwBaTjwKGyRBh2VUSAY12SG9K5AAh2AHbFGhhjsC9HhV0TDPVL/NMt5D1oL5hE1A0X8MCtj2ckGCdb0zImNcScfYBukwWDcJrwKo1mRhnIis7sJaWhkeCBN9IBAzlIGkAxCDXFIgRliKaFq3qThR6yvIA0fnxp3vxcaoTLs90L7DHvwJG101q8kDZa1nteQhiXaKWnIQS91XiENp8Cfcg+a4sUckhItnl0Nw3J3PYLQwnTg3dJJ0jA/B9FJn8a0o6gRwdZk7GYXPAeg/fc7PCB40EXzhJuApqdK5g0r/7Qm0Z2euerkllV9QABS0mAYwJYuDDzH1cYtEc3cJSSEvCQNnKmOOuADmTziHm/5KvqhWJhGkDB88Qq4b71Jw8WV/Jzg+Ta7ubDPeo1pl5+9z91AGrSHWdZ6Pq7TX9Pw1aRhvJ4diVgR00xrS+1DxnJtyeh8yr1Zr99bMyUvJg2kmujOTuLTZK6C6T4CFaDEqNpfcZD783EFF9j88/7v6nhO0GkBr0ApJIFKazxKDhwqI09SzvYhFUJPgpLgpDqCqeMzlHDvU46nti4Ip2MYsCiyhp9CScF9RE5jWCx7AN3NKAZKGsmEIDR+Tg5SsWSkIVAXqYV71ps0XFvZbySyL2INBxsZRTbr7DoC+CxV8K4OnIkmOGPhxePz+hHKYHs5Cs5OVVDlw0bekyy+wy1dzCRJVd5drcrdWffC5N3blmoZaeGAbamRbn2CNDBrWFSqHDmq7TlaNRfL0nH8rSqJQTJuAKA9H/eESUGjQAC4GNZmmBSAQwpa7GEuaZKH8JMa+CwA1TSnUGvA/fjlv92pCw3NGiCPY0CbBotJQ3AKbqPJfJJTjsKHXD6o8lQ9PuZbh4P9Y06jKtJQFPg3rTdpuLbSX2M4rl7LGqiDGxw/eU2Ie/JhbVUEFt36JGbzA1D2Hhs9JYG3AnxiPAbRjDN8OWk4h/0CaUg+TByYK9kaw6UKb3IxxspmzSrWkLogpIHQZkch2E5mdrAJpEGHlQXSYHQBBZ+ThrBnoAq8ViMjOEhazFmSzD3S0AAVJ8Efjx4krOFgDQlpYKMwFJ8jDbl+FypJQ54jT5Q8zcQTHkW5TlSZGMr/wCYSCZsW+DetN2m4tnTSNT9kr04sn2wzIu1FXw8Nx7jbLEhDKXEBjHjHugAAIABJREFU9DicP4o0hFckltpReoI0WMjQC0kD5fqXDtCJA4mWsU0/7uowb305dJ3vMMgHjL3IMmnYiFXgDOgfavh9i0lDGKJDy0MF7B3+W0UaGojSoQ68FoUOORUkHUiDAVh8OCUNMYwcUq7qngCsj6DReq8c5kvSYJgUtBzvIGk4mEKwuyPaNJQpUPD/gYjyRXo0o85LHNAGaeDqwJKKu5g0JH3ru9ebNFxb5aSD0n3WxmNJ/zZD1kBlqnv47H4raZABTDonpKGh4NeRhnqqOObltDxNGvixelsYWMiY5PrX5gCdKvFZfq6YT5EGt0MsILFdGvn9dexZolXOwDYS0jBkva3HyzbGPhxJN9J7fRvSzijCi4C4kLMGnEgwRnROGSnzwUqGKfZp4DkJXNVIGpA1cJh+r19ofkUa6AmXlG9voM/4o5IGCnf45gJPc0+jg2A9tMvQL4LAyUhIA2nHkoq7iDNANm5bb9JwceX/yJJ9AWsYpwS1comrsQAlwZpbWkicQm1+kKZACvpFLCwJpzxeodkYwDL0FmpXo01am5IGq5K3Z0AsPXz7tRq5E2cOiXW4saPEuM9FCAFdzhpqD2i6ewSnpRIDJRwAbT6e/vLn3RPYYF4njXQxmUhJw2OPawNUGLQxjCEyfLAIP94cSBr6HdhKCPVp0kCkTWqApgtPPSRJ2cJIQKgl15yWVgkEsQ3SEOBhwlHEwwqIPBv9PlvpkWi4RzFzwYwnrxwtF9ebNLxAE5bKchRcMKHt7WGllW/EYU+Cde3Ns7A7Sp3BqZmcNMzwnEK7JXyKNMicmvuvKToLZ4s0mI6//SzKJn9wqpgPDmAGwfvpeIQVPVyoPahIw9Jp5QwMJM8XmTFON9UJCOFIkYk0Dq0ZfXPC5zy5gKgGZhqJAN/R58roSRW3s6SBgplE2czAQ7+JUcoWlYOPToDC+ibRUGo20NPzJtIBnjkKyCV+H5URSAkknprsoY9oBJPdw213rjdpeIGmWKz2OtaA3e3wocAsNbzNJS9eP4Y0QCPI+tH83kW056b0zl9qWGiMQ4gfvoo0xFxfJw3Yvz7uhhpaq+mma88RHJJDmuC1B/iw4bEIemtwiZE0X9jbzQRTb+eRxwDR4CnRcE+kCmohYw1L0tCDIsrwHL6MNDQAJhLiGaDF+61YVA1u0nxgiT4PbEoaiLlooMZ1RhpADwoSWPJlRAPNz5zse+gjPjfd9SYNN6yXBV0b9hewhqS5db29iIKhvIXeSBoGztrO95KG5ZguIrtvnhuXKAqD/jpmGffXSIMUzO9bYYjtKEpIg2xMwQFrMB9lRYfEZ9ilJ1tS08W41CaOUUhJg2hG0eYa4Ry0MfxQPd/rEYHIwPnvN7C6jhHy7oFRQmkWZVwpJQ0SUD0fI1oI2PA+ZeqxCaC1xl9lRxZrkHI3p6SB4yxZseQT/598wcC7R6iTg8DqhwxC63sUslaP6r9vvUnD84qgVrX5vcSEvPCRncxQ6AQp2LU7T8I2Z86i8h7SsBoqrHKZw33SEPVs0YFISUu/WNWWqzMt49JiFa309C15g4tjqd9V9h2lxEQHl3OAGbix4dAjRI3ZhbNhm74luoj5iOFZMZxU0XJMB9bgjnOQdbZYYiv4kdRPDEA8uGCfgK1JAyIYci4/jHbFQ4tLUO4haWmMJM6IewAaX9E6TW4jSxJp0qnpQNflHjlGcUtwBv33rTdpeF6RZ5Ka30tYQzEURitxFPM9Cdjam/Z8iF5LGtKxdY7ibEmnpGEtW5CGwxvOZPJt0JIJkmz0nQuMaqHdFstorcfHZQBQZDTOrmdJQwSrpotxqT08m7kkLZCYaECvx/+ENFA84lk52PKaNAQ2QpSmUaafIQ3+v4FMSUO/4ljQPM5IA9SP32OnouJt0tCyRaHBHvDQg/3Mws6aNKDXSjuukYa7OcObNLxAEVTKy1lD2gydNYBIsiV0Zga79OY53HaeNLQNwYtwr5GGmjVIkOcCcXSeIw0la6jKY0P7HE/vcjVnm0NekQZjlc+QBicBRbhT09W49AZPwt7MRTqDZDRiaExg3x+GVCsGJ5IbNK0IfNigB+FiGQVbkAY81nBS9NxXY9ph9BgMR/o1pAHnsfvSwpK261soo8UsBtIgYepa0a/gFNdORRrYGKgg/Y49g/kmDfesV0R99quPs7Z4cWEvZAIgZEC3RAg/kDR8OvWrtD1DtJzaU+dyeSYNDe6t9M0iECQEes1gDnzFSljDoUaqn16dLykyg3lou7X8ie4kacghTEkVPqI+uvK6OKsEE6tVlA2LhA8y2GDaxKmB4xOedzPN06txm5KGlKPUXKFv4CgkfjHE5EDCDMP65AKQGEg0tkkDGnPRJLaasDQMYHfYGXdnpOFAwLiVlMZ0SKiGaXmGmHOhIfkmDTesF0T943e/JM0/nPynZ2/9ajYMalfNR9LPIQ1siUNZy1WkYQ9tMiImqM0bTZHDzWimEnvQOYSWsQYtj8/fSHQ2j8m81U62KuXDl0n/nFGDGsOcNHgPxmE6ZzgFaUjc7pl3x4dJxRfQJnNLB0ZjLCYuhOjobTAdriAw9BT8kvMYjY7rJAU0jzlOnASxJotJQ8bGUtLg5ngzDdvk4ExIg/wMJREFSBzEwzXQ/zm/qIK9bFFcHa2oVtfyJg13rJeTBtBZzuyrSI9cGbTp+SA58Ml0bP5dk4YteSUNzUrhqToeoEFiDzo30KFWzBim9BnSQEXmDcrSUko0HOL00Fc7nj4iEEEuDGgXys4dRCxGRXbQC56R/bGTILmtJWnAQZB40UYIo9vp7Q4xIQ2gMkSqu5BGwRKiUB5I1+IYOAlujWegIQoiFwVpaLxdtJHrHQjs4iANY0OTlzoAxmQvSIPhB8XEYANTYNSivViUjpvWmzRcWyvSsNFp94DWXRu7dLYl4xkBrmydPj8H3PTEXCMNJc+5MBqX8hi7xRkt1YXxmY3OOXtTC6MVSbpDeZS/kXsRmHQo7ZOGDovmXmZ+koMEhXvgomFAe6FH5ZiI5FjwDvAa1LtTXMhM1ohqsgMNlPZLco/MpBiThtL3mtcG4Bse0OB7PNbzyGGTCJYH130xC5nyKIrrHQCM6y3SYKIDAcDfOe2bAmkY8UBdRBoaoibSQNFCWcQeQKWkIb0OKWRcKh9PzvevN2m4tupJlx39J4DqO6A+zu6ZHEJ/FOHa/vNzwA0Ov+okSxPSsJgyp9DWccmF5mc0HfwHrY9bmYotJGjBW5EOUJld5b+IMouKusKkITyqkAqkik9VwLK69Q9p5WBrx5HbxSgXiWk+qd3rIeXHLsTEB4iCJQmaruEgwKR4KNF8CmeoSQOMrnEXL3DyaGFzYDhG9cGlAhn2QijAx4YgxtdItkT/FmmAIQ4jO+jQk82KBE4kDf4hbqRLyyXJe+dOisdIMKp+sjW/YN1t/5b1irBP//be1vvZxhrdaVsTN8LpsMr2Tp+fA267pGHyFyFfTBqyNljh9lOaBj6zTkPqsTJze8gzKMwakkJL/0WUOh4Al4oMk6bPck0BUhboSW2m+UGfD1ExFDm4QDTGVDzyX3lFWzrsVPEgCRok1QKbII6h6yvzGaSBQ+CeJ7Y9OaA+IQ34DPE4aThUoUX+oBlkJVCelB73EdhKg49z0gBP4Atri0EwVcG7c9LQaEcXo6x5GlwLfUKfCxsE1VLZjDQYAbl7aN9t/5b1orAXPfAo7l8ycJZ+aN85MawE9mXUbMrLHnWGAREnxgry3ug9uSGd1Jlwogzm1Fiphj3kRf91E3WdrRMty6TIRlf77JV5OYk5/7eLHgpgiuS4MtJAqLvPMDzjgHZ1WvrEUbOYHGJmBJn8p1+/4tClPFpA43njaRFYhqdPMzp8kEM0PsAjV+8wwBX3TOuaIgMuZCUkbrGnxtvAahYI+GSUtuEfRlTpgAV/PQhqb2R0jzR0cZQxDLbO8wFHSQN6LrjpbUrupEZC+dy43qThWTUjk3j/7KwvDYw2uKdnano9S2aPzyI3PbqzsTYJpRURkBFxAtNkQ5zUhXBUdmi4C9fj++QabsoawpDc8/SghWBpBOTDIwOb1VyDaT8LWuqwE0x2+mCZMHUVB5IGfZhAZ/ZARceTEYs7SZRRHGUImASZw6ZmMAzjLko4VlMBcwrgxYNV2aNwJDv2SAOCbKRgQhqSH1Vkn0feMUAz0jAYHJEGREkzXce3LigARw6uZX/dYOBDt4iXKFlQghFQKCYH92xzfnq9ScOzatqENGwP+0r/WfJRD5IJ3r3HZ6HzSbYQIrK1DqWCOo92J5rSzmexEvOkUXvQDHkBnTJpoowHWdCTjF9USwPVEbtqb4PmPTkPBCFtgiplSzPSEB4Ppw1xe1AEupCGj6cQsnAkeeAF0jAkZDDi5Iw1I5OUh4AaZURqBoMA6SAgOlyobiJpCDheRBrY5C5pkDjskwaKp9uCL0waiEY0t5kschBdpVSwPwIgIw26i40EMKyRovnESHnNepOGZ9W0dKCdnfaF/nH+97TMDS/m7PkxPMNh/A4kOtXWLJQnH8xAreZfQhry2McZNIRCBypH+hQ5D1+Mo87PJNeVCdiICx3lAJhOjwQu9vkYmZrL7JCGhDV4VLyr+uNk/JgDCW6ovzzjHEfERqZDyHD4STnkMa7MOKzGxijWDFgLB56FbGtairQnucaoM2vgMJpJJIQ0wMzNSANIecRcC0aELNC8z1ORQ4IpbjMlFrYkJiy51B0paaDy5nb0svl1eb1Jw7Nq2ow0bI/7XL20vaWqrG1u4E3NXcIcLI1DcT9p2NkCInB802CJKuic3GgS4GdJA8woYg2o5ig304QUSUaLs473l4GQPj91b+V4Xr1NvB4qJNJ5SApU3TpJddmh23HKiTavEXuKNGiLYNDkvhhj0kCAqXCSYSNIaEewI7lCv2yc3aF3ZAwvBuK+jROHT4iBQojdC1A0trgS4Egok+QC72QjH7kMhibdw7AypsCOCpIEQgA870ffu96k4Uktn3mUXjzt6Cf0J6Rhpmthdt60tWVfgRwt+aH4s0jD4pAGVTIlRDYFPieUSe/3dkxTyfZIg5ZPaF0yz0C5zUrZ6wZdyjO2QxrCZPeAMj5FH9w+fK8MRrceJzj98OUAodMcuv0TpCGkj8yw88JYhDR0QQ4Rkwac7pjvnDSAxbR6PdlSjH0b+vEp37dx3vDJjDTA5+b6gNW6omjka0iDcBnEFUxk5UB+CLxC+E0ablqvCPqv2QyiUzQf9FOUB+rwtbPjLGkIHfsK5GjpcXb8Jko8kP461HiiSQO5mkBTVLWHsdln+iNenlEkKKb24sypNOxKKYKHml9VcBhI0oiGzNioM7EoZc31LJULVqrJhhnnU65+q6NI8XSTwUhTmmjiw9+QeZhMEBoOEB29KWkAi4QmkAb3PCmGAyOKph2ZhABhjYxLbNhMkkSj8BxstKlt9ENz5qGMedonDYaZds0c9JAMuJElCpVkpIFwN3Sd3BkfZHs0gwRD8AfgT3bnp9ebNFxbv379mo2tF4zgoAKa/+aO+LwEvH4PPIndcJCAgQTLRyireVLBugB3PbVk1vRTGmKp0y28rXVzNKrPAI9S3pUUgeN7/HKnsJtxSAsSwOBGNJ8WVUEaFjQvJw1a8ocj/hQh/OTOUNP3+zMkqcA+Iv4WI8vY25hhBWnwiINW6fhsUEgDsgZ3OxCBHiE2LfM7MgTx4+CbMXqac1bQkfevDb0aCsK8DvljZgOKCNW4WZMGuM1BR3D9Zrjk0R/sWNjtkQCcm6QBlTHgKWmw6vB843qThmtrmzRkM2cX5IEasK/k6nQoBqnZ0FRz5wGnhvp5mXGBaSirRzNfprDm85qaIh7TuSKZtkgYFnRyGyp0pU+BJNWBNDSE8imD7UeBiRtDP0KJZNM81zOSsXZcY+OwCXATF5LPiLrRDFM/aI4m8CNpcLYwIgwjxM6RBo0pZs5d4rGOeY98hYPI0sEPpRIxelPSgKTK8zRMDysUg7OkwXM6boAewArq2SYEAi2Hax79TAm40ihcKMGpc28xbxoFMpaQHpLWgrljvUnDtbUgDbH/XcAY3ynGk62Wm0lUiJ/Gm9sZ50VBo7krpGFv9Ja4voY0wKHmQZ0amMY5pgMbmukL52NXJw1h+xCBPsnWAPADHHtYRIIsoUjAphVWeJ2E0YGDB41Qwh0ce9CDcSsBA6cZPiaIKprHt8GFa+Aj0KLlYgbwzGxtZMfYqpKGlplGaEevU46DhQh79PZIQ8oaDDXK/EtIA+STAxBIA2oMBZfaaERh4Bah8E0ciiHKSIVXSLgb3WVPtYTjIl+jP5qRG9abNFxbH6TB6u7P/feCQeyxhx/J/ijRFzpuJmF80tLNV+AWdhxMtDegfD9pqJ2EBpS8ULmQjNFkSBeg9oBnuYTWY/1imzSMDaODuSEHTNsEZl5XhC0X9+Fsqwo7wl6dae5BF+qX9CQZ5ew/4YqkQRMv01kMIATbIA2GaDkWMgA9ReagmFUFXVwtlj4i9RibM6RBAiRPHHCrliHpKxmAO6Gfky0DAIaes998MyukP57wHR5M2C5q+MyMh4yajYmmfFeyNCM3rDdpuLjm32hI+t95jDTF8VUjHUkbBmvIz6Kt7LhCUYkO/VLr0a1wWvZmb8S12sXtuR/TI0TLKFhx2G3EZkEaWN/BrczM0mz9SvdbFx9ta6iFlWxroCGNBOUxEYdgbDl+BFNeO9I52ZZ7CJ+NYPGYcEf4cHEBJOC9rIMlrggbBCPp+BkQAfNQ7dkZ9zC2kfAcaUwclYwyjoyOvxlnIPSH+iUZy37aEOzUpAHjrBEotgSLCRpLnrLaGWnArak3nzcaRTrsYJDZrmTZ5Ph803qThueUlFmkVnR+DKdjaFRdNpd0ul4gDVfB1nZqNGHwVrHMn+3N3oXRmQSRhhgtVqOxnyK4Shqwlz2+lKnmDV26l08gDLlZwVnXjSCje13/nuOJFCCkzhlQOoDx2SPl20PcStLQKFBdz0BwBEuuIco3UAkGJizMwyf//mVmh4uRUzKDJXFV0qAAZT4X3CsjDcXIfZo0tGRLMImRIB2NPglp8Kdyg3ZSMCIOUKNQVAGoN/nMWJ9u0E+uN2l4Tkkrm2AY+2e10xSXA3kEhTvmSsjPYZ3YmYZHLebCObS92bswOpPAMbOIVoVximDOzlQhVIOMwlwJDw4eEUQZZmYlVJk9Bhaa+LC2y6vSQnSkvfei+2CqXyEevzuymdSS+OrhokiBGtsmDTBVBPKCNKDrcP4ttYNxxUiTJwksM4pLQhooWYhDU8kYdX7KxyhGaRl3dkhDxRqQNCSjl8zi7N8jDZpezmx0O0acn/O24noUhd253qThOSVNTg49vz6Iw2Ysxy6QD7J90nAkuy9gLezAiSzCIxZbLpyP2fX4L4FNR3YYz4mJoCVOnTWCqaQGhAxAs7J5qrsb0K58DG6Yra9Td8CxbnQY3OVVaSkwYHT/yAFA+swvsHkjCpp2ke8WpIHpSldsG6QBExJCEc6x84CcNBysjZMCLaMiDV4bDaU9iggxJQ16JIFIkeNNlkEQVR9JOTlDqBQm3gKBypep2Zo0mDslKvgme8NSgCqShgzlmzT8uPWKoE8HXSpxxibu5Z6FlXN27JczU82dQDozs+BUxs8L2XwiL6NfIVvMbOrZ/pKg0TIKdRnXif4p7swCvT3adqqHGx6BEmJSQ2mCDmACOWmIrGHP8aKOCXPivgJwv/E2dmnRDkEKpEHNJDEZO5pWRFfcQOW4l+WPTXW/cSwSAME+Jw1HCmvUBn7EUwAQ0ZzWO0MBBJnFAcq3kA8MDS/oRrqlJg0YjyVpUAAB/IDt0IOoP0fSwO5lyqsPmpBb1ps0PKWjQdEmElsvVztb5bAPoSNs2CUNlu4+jXRqZjbVJzMpCEZwmyNow2plDA+3CAcl++Gj4V9LZhakAj51bM3/0WrnlGGHNDTX4bq6OygyogdmbSdjagoC51oLlPJQhjSRBtgMOf8wSgEesAyrIkRYaUY6nZU0WJo/rsCH2wwxM5SSBpo1kgR+SDciSAIXYGTcy93PLJLq/kFrzVWhyiZf4xbfGe6IUuAqso1SOiEN9CuoIoyQh4w0RO2yQVW+Yn49s96k4Skd0yTqhDg120rSkLGGfrEwRcdaOnLSqK8ualpWhYeDY3Uss0H7haTBsPFl5zTMv+2BuE0vokIKArWPNWno3iwoQ0UaWnSZOEPO/Ho94ujbKbEqmMMc9GJFqR4nrfxTGUXP1ULWx/9h0Y3kTALmEH4U6HAsCwWiATt4t2WGssMBQ2dEkDFDL0mDJCBRcyxjwkLxEoviQ0gpo0dNDTRxIkl9c418w5Ir/z/dgYxlpAEzC+kUWVSc6bNc+4Q0pEXzzetNGi6uX3lvEzNbI6IC+Fkj2pxhpo0RQL1zYspbD4pdx7lAvyYN0tdT4Qze/pgujOazC+I4JQ2sY3sg7uKm6Tgc5jGUJ+sXqEBx26AMce7XjGBgmoj0+HFgp44nkkf+JEfJ8yfr5FprNHcb6Yae3r/OSAN5l09nQlkcNkLjhuIoTeriHGmIzASU86eSNBRPJV5ynCAUF0kDZmpBGoxuKGmQbDf+fwJc1ePPOkjcQFnjewjDZAeZaK4DzL5Jwx3rBUH//cudbNUFtfnvWg2NE/VYZA27nCG8l/jaHHq78O2FpCF7h92eQVHVmp/AiR4nFeKiKuoxd9b83GFPXdk+xi93KknDOjhYHYKiKXDltmE3soYNxzMUeVjAKJEGGQEcOeYQ/RlEFnVTgzcD9BYMw4SRGW/DdJhBSf7QSZQJv5bJQ5MFVnVwAcQ+clCMtkmDlDw8HNqHHTCY50bUgaOgAHZfJA28NSMNUAUROGRSEzs4APro32Iiv3FDglz1ilcvaNHPrTdpuLY+ScMiiyfGSbLPlWtjFNYADXphh871AesKyhl8asK5SraKABJJjfX+DJpanXXsjxvZSVUVGr+59XXVlINg3ARMrMJJAyfBh/qJ2GBDL3zUDXE7sIYNx9VR9hAflGfD23lOGhKYRBq8sYcGz3vCvKvqM44M4ixVErDyjiO9nSQt6gjmoI8k3IsiqQkTKa4sai5JTo4YiRDEJvl6hjQ0veMqwgXyCz9jYlcUB9JABIMS77roSZJutpPcxHTctd6k4dr6bM+rJOqQ2DOb9TX4/CHT6zL2r5kZPteh/Z0BOYXf1c3io07VJyIBmM+wc+DixqRfxZOqOcU31VX4NiNdDAKZiRukgYfZKkzzskMnPyLzsYU3JNtHpe44zjA0nhKBYcY/jitxPB6PFhWMgoXcdwe4mj83KRwMFD4Lo3JUVxYJhMPnFDRlpAGipbkPI9pG448xwtmnGVMp2s3NJSUNI5aNAAd1GHV4zqQBQqnh4ed4I/AND1QgDUpWRE0kDdIyxF3Q6J+9m7Ak+qnGn2/RT643abi2zpCGs/M4dOtMSy9MaigrK3zoj9HgxhTcxjiHb3Tocp3U7WwqGxtjNlbPgcuchUiEDjBkk9m4neM92JiQnKxUxuakYTs2VpZdDwtceSwFtlbqbr5C+Wf4xIragJmTARMFXR67uQOPLXucG4KDgClaNBK4pAqCTPKKkgtDD7/fM/oj9CKwMUZKGlJbHpqB7wppYPQz0uCYxnbkXxIefo53XCt5yiRgOA4AWC/JU1oi3UHJQBo0pmSnZcvWJ+ir15s0XFSx8VcaLPb/LbthsIU2Z+ZFf4Tjv6N5HOO+zkHcgr+Ij4yhiWzodhKhc+DqxAXkcNpHZBIsyYg/bzyFAQmBzbWxX1HJfqNZRFmzxbMBB5t/ZtawhyToCR7lKM34b0IiEEBccggY8GbJ349QhUIaKM41aWBFkxxAoiNr8DD6sKd7BwS8Ig1FGKDwJWUQKnfb8W2TBk7GOdLAMWTHmyzd4B8CPEwyfbagd4RnuBMfIWIyi/tK0pCzhQHrTRruWK+djGvScG4ixz2xG5vRifVP+6ShUfIfNzYhrvAbDrdKZRxDVgkn42ixYwNd2IpqYwfghuz3TmQ4mcInIHqDbUsVkR+uw6RTJCveXnPeF1sSiTayRJW6gToHEsMCqgjkuGKOkJAGPjAtOCakATzuKhUPxpmCJSNhmhI6PDKV/UHCTsjZrhkBWCis/BOHT2u/K+Ps86FU0sARHX6dJw0QQwFAeyDIegfC3zfm6em7Lah9JArUr0kDIyL5g92tAMPuN2m4ZT0f9KKvscCRCG4Yzpq3aTM2gxNruxbieTQ+4a78+pK+9yLSIG9FX0QaDN4FBiwSTqBsY9kULcS4vazMofAaWW5Wx8r4ABjgaQiFVOoukjDOIj5QRcLjKsxRbtPqqR+IIWVaCn5q+iHMSYNAxXD5lyoQenjQpD9ISQNSNWoZ0VeOQvMoIVlQdpaRhozVQAJS4x4HPnKRnvL9MKjBvpyNsZc/6qV9koZiYmuxAyDGwhoVOUksSEPNcrp4D3asnG9cb9LwhIYGha+PH8ewaIBz1bJj0YvN9g3oyUauTLifWD5Vy/gwFvEgF5V29zxpaBounQIDFtmJSBb0sfC4Fi29C910ao6HwEaUotkkVqOzhfGd1TpX6nkklKOYnuNBGg48CtiuTadZHJdGYZJMgp/MtWUwa0piaXPn3yQNwBqO8EBTxAc4ZVLzU4SBcFcLt8g3I4DsZDQu8QIdGnvGQEM8SbMGGgwVH/v40230ow6ysydK9EEJoWSwnkCAU61qFdqokTdp+Pb1fNDn7R+Prg6VnY4purMbwhp29WfnkU+Dt5yLK3SWSlvsrLWwjpGnSEOxlzKFsNysxWSEQXnF9NTXbP+G6zIZL5IGdQ6qxRthTTKoUrfzlQcKb6ZWP8UAHRSLtmnU79ImqqGKWYVUoaYkg8SDoEgJ1iCcUFJJKcUDjUoukYYepziwxRb4hqyB8lwal3iBiiiJvCmQBkizhGfEmq8ifePE8g5Up6TXBilFAAAgAElEQVRB7yJMlGxoNsDDowmSbCwifqo9v2K9ScMTGrBe+eHoufFobqtuoTEYNCViDW1XvY6d9BA9xxq2SYPhkObemImmb0Uz9Wt8gTSMB8xlQDjptNtQSjawCbB/WkdWrW0FKbGb1C6UCoUmIxmmrMGmjiOS5MzwPM0ndMjggbBHVik27JSFf1kC3XV2oaSB0pqQBjhlk5TgRrIL7pOpjDT0NeQgYNQrDvmMUEMYK9IArMH3Jwl5ijQYPKYoQllJnLshuMr6nWyw7FI3RvUZaUB4NaKENNQAR+HFyvnO9SYNT2hoUOP07AAxPZprzdow826OrIHKbw83bpQyfS5AJ0lD0pxy0a8mDYfCaQa/j6YL6+DfJAJTy9tibmCjnM6ShqxOE++gTCQ0EXrGb7fSNcWSWPBbFgtqjBOcb2FYPXwEADCFzNA0N286PAlWlFkeC3ES6TQN5eG+DlhcaEfD452Jg9lwuXWxRaTB0LTvzCxOSENoAqqJAhLSEcGTpYo04AeW4IdRsxpyfBAgVK2qdkmDsIYfwBnepOGqgl9lG2TSECbcwnTSLzPWgb1Yym+h3bygaURipT5TmF9CGqrxdSGX1ZinwPPrDWDTiX4muXukYcKIwECh5RcJp36eQSdYzDxA3qSDPN+ESjXbzFd2ZlLSEIwa1XSgOlLgkGxw8fP5L/JQhMEvOjmvJA1hWCakAZKss2ZNGkpOOJCSFjp2YEZi34ZASRoG3tOkAZLlCQ1hBgtiLhfwCZ+ThoSOaNA9DAgv2e5+DeQlaWgUUxe/e2jfbf+W9QLSMPnVTr1H9uusk86gabvMh4j0LNurJp7oeDroxjMRchOfyqbj0bAVzOwmo3QvoDuaIppAGnpb1fScgLJZB7NhPwZwYRF+uZPqmSEL/g95nThJpzOAmYbjQC82W14ShJI05JkjoNrYmXcS+XmYOsZvb0srAtzSjp6FrU8LOBYnSAMMZRNjyXmmpSnh2OWHqg206i1nwH+NBE192l+TksCpDEVdEuKANjLSoL5zIMItN4BVJTuCppEqfiC36HGHrGY78vOk4eap/SYN1xQsSYM/PDNYMuF6yBFN36olPfdJd3qWzvpoXHl8hjQkUdgL6I6mx92SNGjjxONbT/iF3X1H+eHsOf9GSB7rM2ilXVJiTFEz7amP2OY206VeCnfmfMhYxD4NOGnisAFuyJ/L/3GZlEbmpKE7qoPa+pRbHAsqLzcYE5CQhmIgcslyhmvSUFIk5llDa8Pb6KVWA+wiCeIFzvPG+IV4EEBJEDnPkRjIdArTwM6UBG89MIkesGeuI6j2UE5IQ1O3epXE0vnO9SYN1xTUpCGexJOkwWQKVdvlGO/NeeggWryfi0xfWIB25TFNpA1hHNcbOzYQZuOuYasznpNhlm0SgYndk2JznpL9GulnSQMGw9uokgaSV6MjUMcqRuimcWC5sGTEuyzKVKSBW3VKGuCfsZXpSbBkDnbvGL35foxfTho02v4NnnGvmxPX++IRE2TQvNSSbw4cjLoNLzf6MtJAgoKcSYMmiHCFD4FemYJPuZc6a9kfhuh0h+sETwPosRTJw5GTbv96c37RepOGawqmpMFGQXzkd9bmI7JwzhakAUpvwy1pvXJ6rfRqe50gDfnLYy0rjfgqUE3HZPKEP7lfkIaF2R3ZpdhM4GnSEMRp4nhfw2EcSUNgURLljXUAnHCIKP5dq7d0ru4DriWZ4zNn+ONBIA2u7jppSERjDsJ8B+s4lhNCkMdxShrioaIYy4YwKd003AWEJsUAESjSo+qEQ9EExoQOVkA7CWmjPWS18fcDSuqQ5F0N0EdgMrldzDrZ9ZyHG0/PryfXmzRc2581WFQOFbY7LirNxe6DjrFtsgaZ070oWR98Or3AwNJhlt0Vhok131ErCpOfB09GGgbDkK2AaYc0LP1cq5xVU/anE3tRqqtswJF6YfVHlD9YzxnOkCbJoHBdJB+L2JsjaUhZg4TpFwUwp6t7pKErdVxWZKSY7wY3x2xhBLM41qQhspsGS7w1eSy1IGM+nKSMNAiRW5IGyqBrASiQ++zPJ3APboTUtHIVec9lExYgz+H4KAjQAB6P+2/ScMN6AWmwqm1n3XqbNIRWicYab05b1hXSMFSfGYE7BpYOn5GV2NhWPJdmkTWAymCH2gWEOx0Oa6sT2XWtbFWTI32aNEAMpLMnpVeH5AxlIAdq0hAxDnyeNIQJo4jYfRYlOg6W1cY+aeAg1hUwme/oDJWgR8WCXqjt4Mfh4l0bhiN6a1BPNMKFURDNNq4F0p7nx/CepBGzW5KGYrGk4JjvYSRXSEMQdidNHQaJBJ+XyX3rTRou7x8llD+Dx5dJw8QY9TQvpjOzwYvbYmP+8aShXcYprbnfdOXAnUxJg4WAbQLZDO5p0pBror62ga60q4pM5o/giCGam53h0VgbFG4tym9mDFMpQjHz1fPh7ONmqkCiINwyIQ2VzxpovquHdtwia7Ck3tm+hi6QhoCHw8EEbjz2/WKQ1Mcy+hSOgxwstSENprybtXIVpKFBXsKfDhjdk1qXDfxBrCgug4BSbFkk07TV5r92vUnD5f0NDkPyDBK8NS+ouTQvjXwzVK7hwTwzG7ycc5yXguR9pi0cPkkatKVu7FiZbfKAEOtxNm2xR/i4MLpDGjbEdqgKj6mpRd+R2pV61n8TSgaoBvc50nDgWaBaGZkDsqwNWF/UDK6TORbQ1qSBUp7s11ieIA2wL7WJc2TEAIKScIawH81HJxtkuzwJkTRQlYz9EqslaaDUYa6GIt+J2cUozJepUE4a0ileuZJoBr8ybWk8ExHe+0TPe+l6k4bL+9MMckXZaBqmXCCqLKbQlDRAfe5N+pQ09J0742g/NGs14MOGTYrOk6SBB2Ff2hTM4l9qILFzpMEWNbArtkE/IJObcZqQBmYB/gH/j6QBsrQuyBoOsmKiENx0g82ENOhMwhIvgzSpN7nGs57G8nWkYdQslK5PlkAagtqENIiTNWlwR8MOg1BgYiiBoAKCniVIX/HB0ABIpKFhFBptlluQsfCsYTYJBZjVvCNK+kCkgSIbeEKizkQE2vzlQ/Wq9SYNl7aXszWfg8s2L5wBK2NGGri6bKOeGN+ox6PD3J+CC/1bU52a6Uo4trDljpWieOYtJw3Syb07b3OsjUm/K7ZHGmw/DUZ1IZnPSACGiyuPi/jyUXMISU5C3lLSYFDmMDFbCEpZfl9IGvLDtSINzg2QNKSxiMHUGs+cBOXBMg96vfBQ0H5JoOMcmaEEsDPolpAe347CgTRQqQTSEK+QGIWtHJUWV5zxwqNK0jD765e6Jdbpt683abi6Pc9f3q1Xbb632mxmp5MpDDbp6jvgsRy95dtzfPaLSQMQpSfOzzFeYpOjeYTYIj40fIpi/SmkIcj2YD2uSTEn4uCoPEE9mTR4MabttSYNnjn+DN9qiAQ/j0k2wPdJA8+ZaKlKQhOjOpdjKEaKKr2aFjxUrFyPAlaTZx9OxriVkwaMPzEQuAS3kAEYghAsDxHe0fyu51tDRxnRr4Y7OfbpK4fat1iKQhrQ4MYKRXjfepOGq9vT/ElT7QKLNk/nvLFYvvXgnkLb5s7xnG6wTeA/M4/V/6V02zHJs+E5kH1XPJmXScOOyZXwltiE2v2KarbxFXbBwtGd9jZpXHmj/Ho4r5OGTy1xWGfdlI6DQ0pJAzMe7OMayoI0YKB4si1IAxVSEhU51NnE9SG0iEUSzSak4TNXR6Y8OwoNq4nj4pHsFntAExea49Asda9kwgpp4EQqaUCe4GVIquCarxwAxbc/9QjH8CvkjDSwaXBlvjDE+E+w3rfepOHq9l5A+ctJ84NzLP8mpJIGvJVu1dkirGEPPJyDvinTezk2pbuJ9IascXRfRBrGGmdZyQCPFTQce/we9Elg98TKcuq/3CmW4QrgOdJAfV7mUL+1WY8VmuHACIar7ZYhLzTfeQLQoMJZY6wkhJKpiB42M/5xA1BwnTQUdjgawnZwQfAKxZwsTCgqBynHDcUkAaQLPjwZaeCwI5UgIJTrQBrkLzWM1GI0XEGLl8A4vGT0ie4ht+juiA+CNnjaAtYJ+4P9FPU8wd+83qTh/2/vXJsdOY70DKp1obRhySvpgy3rEv6wOwrri7QzQQWtlbmUWP//L5nn0l35ZmZ1VwMNoIB5nghygO66ZGVWZb6NOQdzbvd5A+WioUiLjfryfsWf1/ZkdrwlU0+tnJEbX49ZNtt6bdsY3g3dZ8xW22qmHKRzH2RXCrIXDaFETkmzs5/kz2jWLxpKz6QbE88rffvT7R/d13Un2pieKxpq3i6q3iQju5q03KgNnCdsFpdqElzpiq05bDWLS5o/LdrbOdN5bb9okDql3XytiZvbpovaPaqGOvjkJ56s73JnJ0pB/FZXoMFTu+aQ1z/EIjtXvSLmGWeYAXQNMqzbHPZFeDOvyw6vOsYardssCpwYv7T/+wUjGuLmuSWIhnN6txSAHHWbNVaLgfR63x9WH4SeIaPYJ/CN1bk67T7v8iN3umPJPW4lfdbUw7g1oYqGbhPXjM7vlBqIEkWDa7bT8uuLhuY23DYvE4s+wssGKv5h0miG0h3UVXOWFFrtC9nWeaT4JqlokCLRcGW6m28nGnyWCRVF3WAHjxlG/WVubIkGSRcx6OLQyS3CeeE9GGK2i4qvvdaialdDNCx9E9VRR1saGTPmCeqUMnuwpsQ21RDXbtlmQc9UT0ZCdDVocffcEETDmb2n7PBr9TZNOkSD3btdomGqTWXe9T3lRUPRHj5xdTjDUcyJ6n/A7S69RuX39Oi221xOE5+mC0mnHZ7SWrOmBs4QDbVZFQ0l3YZr9q20FCclIdPw2QTpDezDuCFmao3EZANg87e8EE+YPG4qjF/4imjwM1UbvYuW11KYUx/HbmEQnWrppsUmdXnS3/q6KndZlhMNxQS6Wua9q3svXJ1nXcxpiQZff/PY6y6Y/5epDr0g9tW1ZfjOZlnBZ7FhNrtpoK5P7nnRMNVw3g9Ew5m9bWDTW1JQVpOyPZiTa+NK03zNZRepYOvLs1tRr5mxewZamsfqOy0n+CqiwWSMCyKZmD4v4BSzouSPuXexQdiarMiGuLRZI0jJ304cIBrqcmXyyQZkmnOJzZddgmp9fSFTO/nmM2y0wXY09ceUcDvGstKP7vlYRIPM5PN85k1bHVZ8vLq//FTG+WpG8PnJyDlpqCuSTW43dtj81TLvZLs7il7tFg028ho0GbZ2txa89Vi66pLi+pPpQqu8m7gsqf26Za09tVcaweWmzB28eT8QDWf2zsLnEopps5aU7c4JRSjrGLLL0r5nT8mpfn8K8qJhRy20LSTTde1vu/ROkVLMQT/g+CSawTm9WJWSF49NMzob94653i6pa5eKhtbovoaaeq07dBcypk+Zk65rssuzXUrtEutSkWbGULMLdKlp3OtWFNe1REPduA3RUNr7S4pLNdYO6m6GocuUPYLvEA1y6Nzx8BdUtanTfMZLRINdbT1382jvr5bA2DGmSCnZ5VLy6xt93b6qJmWBiEuRgXxc3U2Zu3pz/4E6GETDmb0ncxjCnUw0NJ4N9TGiRzRk6WRHrRcjJUdmE/bUj8B8cuJa28Z0iwb7kHKg5nbFonSIhtJ/iu8gGrJteKl9pm344gYt126PrQ6YTBDq8vwiSHJJsd6KWlxaosG8OAneLfa8eOMmM0TDm66+Z06OosGnDF9vctEQfd5qKKrBFyd1q9FnDdFgPVADYM3xlosZ6lCt1S72eiRrI784WaWVd9kcDUpsZLZOvaLRbZtUN2TVBS3R8HrLemHphWi4PRc5faX+az6RtLGSlV1C0CLUFA26gbIUs7r4OtEprKFzoObuXXZ41wildzYzYz1YVzk+u0RD6TjFvvVlzTpEQ727b7weBaS7U2xekqqP664oyRY0o9r/u7z9PuPkzEjqjhvBloBlMcuZWBUNWjWsk5MjtF80JEF2OcIPOpltKj6PqsA4LmqKvBj6cHq3B0PVs0VdGERQnFruq5OLPZLaZhLiVpAKvikaSm6HztwWDcmAYfDcBB2ydvWhvQuIhvM6T+YwmDtniAbTa4rbIvbLy1V3vUkOsL/dXQ3f7yanoM+UdH3r3FU0SOJ8bdlpRWdR7q7dUlbXI9hl5K4otESDydAqJfamOW+/qdB1TJO+XaBsPbRbcxlwylqFhTlLqnOCSlIxmXvzctHgq6yrvDYG5m6JneuMJlyyFtPU3Egmtm636/I+D0tRGWPjKkbW2zqcTKltpgzZCm8963n2XUJdr5dVNEizVDU0Rk3XGO6dknt2c94PRMN5nae8/BcjmSWrb4mGuq+0QawOvmCctswK5q837K5cIZPp5t42ZY/ZyZydPc4gGOWTxjxtj5fSAS9qttFSN0jXgPuiMFeNk8n/kuxVSuwVDbEmmQQfRMNSoKS+L4fQnCrnEN2qLo51hcVG/5qiwZ/r7CDa8xVFQ11XyRaz+KLKhvmNEw12Gne+NbjaNYoG00M8IvtDwlOtUJ3jhmsV6JUarO/s4L5t3tBuA681iozofdY0LHjX3slSq8TzfiAazus8rYmGUuouL80MEHtNS/tTc7Ko2l3LjSoWclPeoKeCyOnNzsjWAOkCN7ipaJisgSaib0zVisFEg7nXNeDOKJwqrp7J3XKeash26GQDsCTbMr+QLFuDZeWBFw12l9ZAvvapHvG13msCk8uNuWeLhjCMH2eqfmiIhiyLWIfWxqX2KEUjmDhaLA+GuWXZJKCWmu1R29m2W6KhuA03uVHSy7PXnGjyfWJXaTf/L3RwDYOQafSZqpedmS3R4Dbn3UA0nNd5ikdfjkYiGvJu9sY02VORT+ZTavI40VeYmu0aqmS94fuS5disG2LH2HEWNkXPEaR110S0FFclD7G5X641N+HHhvHT+oB7pZvVBTaJ13slXtwcNTdGyksNgMvUdq01UUtpf/eCaSQNzAivLz+erC3GN7cSDckVuzZ1zeKK6poYH1267bLiFN8vEw3Gg/a0zC7/6B5oZssmQ5zHNUhEgw+vDjBb4CZxi7d9zDymob3rJJTM3BANxV/KpIDnbf3mrVkTouEuXE00lCJbZCuTvPeSxwC9HXoF0b5tl7feHPJ10TCtJ3sVSZ7O7f19g4863gY7Kuv5tERDlh867O6UYb2Obzd9/0aiJKWXjU3RO7Hpog+yL/2XG8tGXTJgf6TCDq+PsqYiLoGot2whkiQrqTips/Hm9y/fvierIRrmE+sG6hUN6ck7UzT4TVn/mENkM0zdyPO02Y6uXtN8ViPSJRrmay//jIeLqGqGKgCcq6Mg0A2i4ZX6m1Ris3Rjge4CY7p3zDJqNrRzoRsurNb8GeZfhovq4u3/Ow7TdUA0nNdZ9l68UY/3HOQV0bBcn8LthmioDZuiobFCm2kanugty7bURDa7L6MY0bDR1jabzOvDSUVD9Zoe7Z417nPo9qCNGMnXGE7dobxQh9ndtlSEOvVO1RB2uNbter5KcT99Jg1N6yVBl/dGJnhONdR7bdEQKuMy0Pu9xJ1mFS0/r4iGSdcmxizGu+SzTCp7oNaeoBqMl8xu1x2/RMSnGnWQTHLKRMMycV2Rncivrppdd5hcjm9cZ/tH2J1Tk2JMWkbI9Yh4qTRv2t+hzBvPV6NoUOPvB6LhvM6T2dnL9SAa1jOJ7zXvF7MpfK/kvOpIUzQst36l3R75EVLBzIYdZpglPXeLhlN8eSwhWOa0R8lwkGjoFWsrQ/rvPr65aDDeUNHQH6u4raTOyx+ubLpCUOq5ygtleHo3Br9VOjN5Vsxdhi9rosFN5d2RHF+NXql2uI0pDYwty9NKHdhmJyubioig5cI0hZfJAvM3tUMUDXXayfyxCLwiq3PLfvOWemOyq3BWZ8JDREP2iw3NYZybwtimk7w3glF61D3np821TNlxkq4GouG8zkv84nWrzGszeztTBUY01GFdp+QxTOzqSP2doqFPfsTsviT5/hJ0ev9HiHcUFXXeFYhLCElisaVLM3T4s7dZy8IXln/PeSWjdw/Wz+wE8YbNy6uzx7HEGLlgz5cLjVvHcqKcIjeDxEpearv3ShcWodd00Gqxd2eXaPCd9JqxbW5VrTANdIFzSOoNs8xi3LH8bxmwvjQXT8kCfWKrnd7uv7nS2qSB9KIhcZjcM2Z70VAXUEM+2Yt2GXlZ1rbhLxMyD/nPH5btZ3ddsKWuJpu8fRnRcBcu83ojt/vc5pNZnpldnnO3VxOo3zw9qb+e6pV2faXGJ4tzRUM57dIMrkR19tnJlmgwhnTY0Fe5e5utNo5/O9Gp/8qeiGUDnII3bF7uWVIdSi2WK+Z8+dAEBe6VgyTjYvd5/aS42vvRC4TlnSs4pbhfbE3cmXQ5RDTUAW0l9qrB+806oa55MrtcrhoPu1Q2qROrFWpC8kGDt1SXlokGa3C0WmuyjXkmGuy5mFoUGc6JBmtBkFzi79A4rkaHXm5F8+YDgmi4PZd5vVn910RD4+8nbK+6MZZt4fuslvOeoiNptumJJClkbcJ0tnCsjZ+NtSMiWYU6lrgEFyFjxTmjNVrt8FtTDfiw7FKSPTM3h/DeqMOu78kwUtFtJWtY/h9DU+zD95JxfU2JMmYyAwRzbfFqSIByTdFQA2OMk0mjL+ampe4AU4fKnPTruFqylyHtn+pyNVYc5GKUJATRDK66vv2vxFA65p4+qsvt2jETDcVtKbkddVNiRXG3/U07QLOt814cIq6rbpU7gmg4s7fdfO9X5XlI/u57TTQUsz185o4VYKWa9+T+btGwWWq2q9Z0te19bc0ga3hDk8keybBPNKyHb3vQkKH7REOHfdv2pPsx1OjtYZwxuWioUy6hKeFxfHkR64OUDhENcr46RYNErrWEZG5ZePFBkJH0wfdtsdla3scTF9kh6viTtK7ZR6cxxcuuxwxmnO4EdssfwU5jQRw2I5jZuOtutUWD3UbzGBLk+fZU764bZ9yibb3eTOysHreGm9yTHp5bgWg4s7fdfP6qSW212bpo0Ny1KRpKtnW2k78ZoLNZc4s2mxxSgra4qmQoMQWLpNsnGXrVQIfPV5q3JrN1sTXqtSImtbV0rSp1lr1mU7KcB5/mU9EgiqIpGuxdcWAUDa7CFfX50lSOXeroJG4nvw2lnrgrOqlYXMf126vWIbsYrW8qHbyUMmuXqaNomEzr4hvPI8iCvMabJn0v1d619d5a3oj34zCyVr+d/I82tjWNDB3aimjQTVnnsG60Pev+ux+IhjN7281X/EPBsmVUNDTSoc1UOmwUDWWlAmyXHc12U9MT26UmyYxr7nk0nGiwx3anZOhVA22Hdo3aGCWrYJ1DXY7Zr1urb9niT0nNrmVFNIhw0NtTPGYypmmc1Ud3LCd7ivSYykH3oiF6OoubBm9FNKivi1MNxTnHSO7J3lj2t7HTffrQLxrEMNdYfLOYMFmcUcYQE0XbfqO3v22d5YaRUu/ESGOGgFhY/PdUFTfO/EqHyEwfJK0+aFK/jKuJhnkfyCaYmyX9QhHXQu1r90b56Sr11rqmK7ZLTXuu5xINMR2YSOwcq6w5ZDt4He0TjXBH0aBeLD3ryjdePVxu66poWFKwqDx7ul5vFzdBTeQqIFZFw8mtS63yPUQ0pJ5uigbNKlI7bKV309Y1yuO895zcMN41MkGmKtmm0t4mna0YNotvY4I/ZmbnWEOKn2Myr4vtXfSeji550N3MbIgjyL1o/nIxDpM5LLPEj1qNRzTcnuuIhuWiP+XvWSb2c0mvlHjfXtmqK5ulXhqs7r8NeRKfaDfc82i0RMP7vT3L2hZgWavtCfLaJM+bSdHL9Z9/Mj6Ik7ixacCmLTJOyU5EcWfPRMycrjq3naDmZztIyf032+OXpVa5HmZVrcyfhOnkFrhHNNhdsKQM61jdKV40FJ1u/fmnqO9mXfTeIYoGe47MdIlqMMutF5PGTjTMDmgU/HXRoOtuDeFtiG+XoYr79EXmqOPYNiW0c8YjGm7P8aIhnO4y/1nbrYoGu4PsfXtlM/93iIZinyTartgqJCv394uGj9tNbs3JZR2TXvdJht6avL9yp9vpo3l+PGl+byjNa6q8uL+3nNfY4tU7JhUvpU8C5DO4iIZl7slcsKPKAT7JqTX+O0M0LFcamT+U/BLGCqLB1ZEwrcspcterBhOjpXW1VTOZS2Xzq5D1lg4fnQ2ivSe5Y6OQiYa5lyunqWiI9804UV7O96Rd6Bt+O3eS96IAnIfM4qSj+VOtSiVL2Dq3B9FwZm8Nn+T8sOlXREPRbNVI+MWfsa70n5X6at3q/tsSKCu3d9egt2+EHItkyXOE9m6eTam3o9VKj7fs/PHd0lSYNmy/nmhwj9hlc2ktY83en8RLrhyX5OyZPP8+TPJEbhrOnRPRMJvkRINol2wN26LBjWCurj8Smyrp0kOpvni/VvxuOdWb8xSml7npndgUDVbb1Nk+2pHm4U8nJ4lUNEz+vXF1phrUM0E0hAYtr+pfemSiQQewF2p345LqIT9u+F0Nb1C+Ar917gCi4czeGr7wRGC3SqniXtKPPTTL9rL7oiEayopoWHtcPXkrV1yxPtmaLes2JIwoGhLLNQx7R9rwR0dwN8Z9xWqGUOFa819dNCR1e2tNTheLaGidkCXPvvUxidd5KRQ8ydBz5+LqY6bDVo6m6yBWpqLB9Hm1oNSRdSHmv1pITtJUrZa1+lVowS9qxVRHmFKnVFfX99Ok86YfNGgoROdN1lWuMptudf2utsryc8w6/RDq1mT46qpkwPpTFfPr0LQO7H+F09yZ/GtpiWi4A4eLhrQcF5dXQkdzzN+aJc+OcspKllA3TNO7dbxt0bBS+1fu7i9Bo4oGY/zegu4GKpsOWXd3VxebS83EG/IvNti1ug4ji2zxdQc2bfXFc74Sz53L07XyrIiGWjhN52K9KpGRklTqXvEHdagh7bgAACAASURBVG4qV/LMH0RDMvJsqPtvw4hWbgltFluMFSoHGplJ1IL1y9zeigax1qkG11OGM04LqsFVYB8hxVmdtpHGfp6lv/R17zdEg22lA26KBr9z7gGi4czeEr+0HBeXWDLRUOpOKeFg+yywXbo2RUOR47viitXp1m4+iWioFUbrxjmioaNzT3C3+qhmWJwvezMZeuv+Rfiit766WG9XxyluS9e8ah6TXZemaNCfvK/xOkY01CHy3J8YFQabe9oKsmaEN9J7NrYxS58bTcZ/xqQslYiZ1okfQ9N5arFZRYN+/4JY5VXD7C3n2ilFJIqU6KRhkevFvnTjLxecMauiQburNkwsmlsiGu7BhV6PWTbs/WITV1MEnCRphfqSp6K14rPaSE/oVplYG6qd3M96bh1RM+SqoezfO119z5ohKxJLSjzVmG2MfcniemyUoldWNu/qnpuX526f7Fm0p21+q8crdrFCZOld9JS6Y3y+aJini87eFg1G1JgCIqP59BFdohNvtDkVY+9SymMqq76sXlSFoBEyo4vNXm9MdjjJVn512lQCZFWB1SIqxCb3prj/ErtaosEPtmyyMInvHvVroyWi4R4cIRpcVnBpQTNLWRENyx6N6WYtFTUrfbsCpNlyTTRsC4NcUGyO/SDcVDSUTUW4MXJLM9xVNMimmzZ2b7oiGaeE26F6ucPnymroUk1rigY/sNURVd97yzQ9eBuds5OjOYXRlmu1gLjkYQqwtzyNclydrly1ke2eJDzjcJdhdPESzJA5TVTqplHRoEeyhi8Nv1Ry2YZLx8SvoddsWPY6dJe3xXfLdcPiL5kyb3j3tPrQWf1criMazGayjSbZ7dmpNtViTTSUjrKyIRrqvWar1lAnudMWME8kGhYuWFOX4Fh16MbQy3YqJdcMW1vnFqKhZvWyssA1Xy2dXOLcEg1zDm51MfVGXBmOpBzjYs/tclT95PPrqFIS0VD80UyXsrjx7eXkrRAnOxGRuHa1jV/7hmjwdocb2QZQA+pUstjgameb/gqq+Cwp/yIdlqteEtTmUv3tm8liu9hu0iuIBrHOjdAgHo3b8xxZfSdXEA3FHox6MjTS4VSWZaOUtVNfTFEocug2TEue1aYdosEnws07mXOegMtEQ9kUe13KYsOsskzjNMPW6FcOmE/gpe2HVV/F0xGsXx5VtaT4XJud1jLbV4JD+kVD3l+W5cfyKy+lGuVGq4lCq0yWUKJoKOmRDcrC9VfLrZI6SzQk8Zc5ZGH2lTjNqAYN8KTjy5h1FOtd6d4lGhJhI8GoQ9hedYiTb2hNqCttoxvnPjxHVt/JwaIhPULr6WZpUPeCO6T+XZE7K6a16rnekgWsDJW1SrO33Bxldx9EV+Xf6FrWXX3O+K7UNDTDhg0rO+YQZBtNjU2T2pka6pcRRYM0nbO6HTE5rXtEgw6+re8zRbAtGuxiaqdq9NJETG2IhvaJ98rCG24VRTq22ukK2zysqZMhtHaopbtxrr1Qm/so+PCbhU8O26e+LUVmNQbbQJfMRvPHumhQt3i7mma66wOk1efI6ju5imiQ7dYnGsqybeceeYN3JrnRMq1d6V1e29qBrRzeniPxzXNw/qp6emZh3zt2aWuGDpF3xYDpNl5b4+q+aikrPXtZqQ8/d2gHsh01J8tEcnOZ0V/Lz+p+0RAyydzLi4b3hjHjuLcqRnxaWEb3hq88ZzjRoAN55WWcHYNvrZ48EiejyNx8Os1J1xTGNH2Wt8WPVQ2uV3UruBcaGxUNdVwvtvbjA3gPniWt7+J40VDkgBSfXHzDdjpqiwbbrt82e2O/aEifQfPsvTX/Q3P2qjYKoW20PyNIkWhrhjsHTFa3todXzWwqK39KtK1J52mXyT9B+sxeX5tTWq/Ei++Y3qlomFTFJMrHOGvulYiG2i4XDWZZWZR9EtI2maJYOi5vnaOy5DVbm8XeOdTU4KX0SpqMlpcgivy5EIq8iOLCWWz3hfWVf6HTeZ8mbqnTrusHXYIL4F14lrS+i2NFgx6Qt8DK5eVKTEeyE5ofRczj2ozYaZu5LhnFWtoeKhurlb3T+XvcOeivXFouEQ2lXQjz0feIBn1umS9u1Nvee8eQHY90mVv7akPChra2/DR0xnyr1MQcDaltdexUNLwfVtNbDY+PnUFyvBtVbKdMNEy2RxjHvgntEp9Pdez5ustgdoHFvLXzSTbTiVuRl1lULYSKP8/71k9MW3zkRUO7ItcgaqvFDdWeJWuqmWpjSaYzl4rbxdZ7TRun4AUXwXuAaDi3u9kG9jnBXZYN43oWn42yZ846bI9maD61NhPKumooseKtdz6jBo355U7C5aJhpeP5dVvrwuv2+NhRjuPkV01GmsNlB0ZLGm5IC6KOnjb2Rc110ZOoOXnZ98Uf01w0+MO6dubtPHPfUNrry9maScZfUsKKaKhFR9rF2Fjb5+tSzUtZZq6erkY53ZTooI7AT8EQs1Axos4/uXez8eKdZYCA1SjWp66Bijc7mltdJhpk8arzg4sS80S7IBruxeGioUjwi8sWyaWiqWo5OSFxmi09z71ufJ56V470qmhIEnUuJdanX+UxRMN5pbVTNJS2Q/tGn/fHx4/ZAK2C2wrxscSCms615gZXWNOyN70fqZM9kiIaYhc7WUjKekxL2rhVDLbP/DxNXao4SM9rNaHo5A3R4FTHfGnFe0kbJ4+KTr1M3JjcnhjTJdtj4tOXF26qt+vLEHX6rKCLl6VNHcWuIruXTe+0pb2x1sTFO4iGupaGbMgmRDTcgSuKhrewnvTQ5Qmk6HZLRMP8ctnJ25qhUSBCcdgnGkwe3ygzzykaVsruVrcdomHf2LbnvD8+voiGlhlZxuncCRehB6SpGlbcYDWDlxRxZzvREJftapTd5ratHtMS7tXBjxYNYVlmxliUOkSDqVLeE1ravSPnTvM4SdFs5JSmQ1JNK36RmVzR13Zm4CXe+0RDvecUkW+4KRrEnc3b1uOmjfdtNlNtjGi4A0eJBpMvzBYt8+4JokGrcDEb2pRkM3QxW6cUcxZ3GDdfjCZvl4pMILQLkE6/PrLluUVDSUudtjm3btsk9fr+RTR0mJ+NsFewnGXm69vciytuWHb9lHXNRUNZ/JL0kYMpJ9gn/2IstqYtbc28cxNzYl3pTUTDsjQt3Zoq3ozwD6hiX0xF3udT4lxrW9vwSexw1axfNCRBD7EPs5jOkx3Mv7Q91HPSPC3F8VZYpXVo1lmWp7f1bnOjJK5t2Hq9g9oLouHs/n6jvN5aLhbJTdljR0lOkx69Yrd8n2bIk+/aie4SDbWmrJdP12HD1nfG1wyyrh2HtsfPiY/PM+vlXa4ZmnaEfbFn8j1W+toUp2u7wWuGKClkCarW7eFL59LjIPPbY1rUfVNbNEx1HBl7UruWu8vS/FOHywTzm2X8qd6LVsh14wx1RSsdBQNENZRinbt4bF5I7L1V7nyAzQRONEzWCSZi0sP+EKlZuJgc3qd3ZVAb4OVPcZuNtvtpiWWVUTT4jqusePF2IBrO7r/EuxR/tpb6agV0FA3LRqjbwB3jolulx+7EuFD8O0VDUlQ2uvYO/GicWV073HFR3ZbdsrI/WhX57XW8fjBSpMXepI2/k2mGFdGgl2xalhFLOA5LindjLi+0dkyuvb1ejc2Ompz6vN/JWVWqHbYStUWDlWd2ihLib9dpVUNx81s7ijRPpm6IhuYWcyEWe/VFMW+aosFMWXdBt2gwLk5Fg3SUiTPR4P3uNtts8JpokOu18f14nry+g2NFQymia0s9A32iodjTFNOVl/77jAsb9UzRMFeVVvnJJ+8w9zGIObG/17Tqjp42axO8/LGlGVpSz1++omjw214nXNmSQTN4JyU7MoqGkx/SzuUyfXFBsaVPHzgbgxjRMCMrlmMfNIg5o3bLFZnWFjO1ogS7jf8S0Vib6bAysgRNlxVWJubPPt3YYcsdWVL1pKxZH7jkbpI4a5upEyMNdooGjYCZ1CzRbj67HrcRVCe4Ge+dWZ8nr+/gcNFgt7IZv1c0uPQpGmSvZkiqUFIbeitVkl9Xy8yzioZEPvV1Kls1+aK67eturyXSfd+aziEpZk7SNt0bNENcZ1xbveJTtrNmfjrMRYM9p/WPIBpC+S/2RTEjZKKh1OGmcEaTNCOFytxwRlSXnVqz+lRR6rjVdl2zBMuNqTHyQShldYu5xGLXWq0JlsltEz7j//nqHqzUWeaMtd7FolM0yHZ1zs5Fg90hk/H2/XiivN7PpU7PNvjbHQ1qlp7MMY0bqiR7ah6o2+aQRDU3uBN9jmho793ecR+P4Im+PmXDG+cMG3q7l9uW+KJxztxn2OmOyXIilt0dTLF3GpqhVzQ4Y9JE737XYrbXZO4yfz+Tu6hH3T4fV+tD+ba11s0uosFMa0wylsalNExTTZbsilqrRHcUnSOsxIYvpJgky/XskPex/ZpFVSSiQXSpK87zCFMTJwuiOIuiwbw0+VHa2R1oU6j4WodaJq87cL531aPawzPl9W4udbrb4LrV01O57JugCVZEg+7FbpN9Es3qUndx9ypho8R1j/twuBTetbgOb3j/nmHVyfy5aYndnpvRPAx1Xl6ASomu6tEMe0VDrHdywXpjnlX/0MfnOMiyQiHM9LaepY9rp5YWO6Z5E1dvrWjNajdAKcmKqy1ujqZqSM5Gc9bmFvFrdTrACSWzSvOAVaOyIhpmo5JLDZVRV+hu2rd+b2l3FQ1OnLhdY6dadlyJY92JZ8rr3RwsGmRby/AdoqG4TSBn7axd4gtEqPslpIvVwdKk1LDqeUXDGSW2RxBcWrdrCl/t6o0P9l05EWX1r1o/t/KmLDfnE5auMy5N03LR1dVVy735gr9Ywh+LaCil5CdjSnCNas5wfYy1KgFs0ZzfxNW7B+KgGdZEgw9Q4qJlEicafEztgH1JLM6vnkrXXJfZEA325mS+N3p5G6KURrBY0SC9o6dcAzHZrTRMUt1VDa/u6HPkDXiqvN7LsaJBd7UMbxJUCaLBbigRDdlzzz7r3BGPdam/uPvKt1oGe8pk5AF+5bL4FN5zcjsEQVrMd5tVa2nTlck86ca4EuI8c3icYgg1rUMzBJEsF7KUbXJ2vLCM83Gx0mb02VR3+u2pbWkGremTDpBWV6caaoP6JqnnOoEXDZM6uKiLZqNMB69FqmoQq21IzfbKk1y+Q6KrbQjFAZoiJ9dDRINZTBoZe0fD4YSWsWcyhklv/8Tn+ruVxmZubPVHpyevD6Lh7P4aV5e4fMtawJ3MDJvA76n99jbzyH7R4DTHG829e14JfIQvd3phd5Ht8EYoeGfa9d6x7crE9prVb5CI/Daa7IaS5+DFVZ2aIfpZj6cdssiqZenLhfdxXl0pCVxPvLvYqgTOBa72mMXJadeHDl8Jk1jWpSSfKoiE0g1QSvTCUhRkDP8cIl4zUarWG1s0BDl2irmTDUjmgOpm6dEUDVkfH666HHWkMaf2l2vlTTRMgWwHFjtM7GAMNwuYbnJWN0E0nN3f7q5SwjnWlqoa/H5qiIa95TcxL573rMnKSMbi+WqjW8wtfeY+nmjoVA3b3titQzZYFQ0na/vxc6+jxa3IhpLTIE+qXZphXTTYIYtbtQ3NkqonIxrq1dnQ0rjonuaX8Y1q8KZJdcjzgW45vd863+YhPB2hlp1cfBSzWY3jbcyCaAh6RMKyWzRU801AzLJUsMwO98VeAjBNZmSLExKmTLuo2NWaIKvB74csDCpb14kGL0bqsEX+tIOtu/LaIBrO7i/7slEfjEYo7rCZE3Bygy9dztsksUCEIy0pvDm8TdO6e5Mys6ztWUVDfKrrab560M9TWW1WXBlmuq1oiI+yk1bLpbzu1gxdokHNkPqgT+LzvQ3R8L4J/IpcztdlhQ9BzMIbFSbROMtt8Yr2XIb1TpQZ1kSDy2GpapiNMF47qe06ZRq8LIp1O8jWMB6ax128Zh1Za3htbaSNUNw12TeSpuvYNjvLsGaXuDlk9UE0BLPqxnGOuNFh3QDRcHZ/G91WfdDDJnXV/Z1q0uXcapKUojBVT7USy/xRy8zelyVmHkY07KyzHY33qZBt9ouG4+beQBVX8YnSNjuZ9h2aYUs0uEKmVbuI3rdH+vWf8TDndLHFnt06SJHiaXP9bIKv0/aJWrVTNdh6LSQR+8YsxWkGW+znOy3R4M2t7m2qhmq7jVrw9fYOq63tjkhcJH4Pm0je19ZRoy5d3Ps6t5Zqu9BldB2iZDOkoqEeADOymW4xPC7Lj3YHEA3nD+CjOCXHI4qGUiQJtDXD2aLBmaPzp03S8U1eiKfAdTJJJG+wxqNohkQCbrQu6y7emVY7aLvS65Pj595AJywuDy5N9muGbGnFriwUMpOJi4gGK9U/2iJWTXYn0xdkGdlZUXRPzF1M51Tcu8fSVdFg7DBOe39/qhPWHdDIYNZiIxrqaq1XZcJGwDs0Q7YpzGtzRyMmXVyqmpzP6/X5tm9eo+ONcbNE20pmQEs0yDKdagiaFNFwdw4VDfI+DG42SL3nNkBLNJz71xMui1rLTqFJe/yTt9bu8lM4BqZxbPAk7Km0HTkzSdtXIy+l8x65QazMxjZSNiiG/Zohq3jxrbOh1NEz0SBiQjP4ZCpL8rmBvV1scOd1+bumKDTUfXhAkYJu3erNUC/6x5e4l2uvk8VHxIdETGuGxUQ5DaHdE4vB6iGjsqLb05pdSgjwVEeKoqHqQR3L9C3xTjVzimg8s4jWnSKWpaKhOvZ+PF9i7+Bip8sGX03+eqb3aYb3NvutdbkxKw29FS1KedvfNHUp5e4b+yr4aK4Xsk1FkKTt67FRWa8692xAeCa292w9caWwUWlM79K1NIlJCSdk/tPELGTwpUXzGdZoihL2ihgwyXhWbaSeqFZJQdfDPs3FRz4/WKytrzM32V4uJMsLW7p0kNTZJTdbo+kTyGykna76SSIm6VRzVc1F3j8uVMu7+X8abg2XG6Uko5rKbz2aBNRUBSdjilm/m+82x3WFJ8zs21zsdDmM68+fWmZKkU2+LRrOs1bzSGZZTBJxCGPt/Mrc1GOQJZS9Vj8A3bV2rXS1BruOyWY2sefGHzQ4IRCUtZQSs/mW++sjF1mamSZX8EUriXvhk7arIkVjtlwxVUKPuyxRdYZ/go51wWaEZU47mB9yKskKbLu2ttKtqNXd1fXiBll7oFa54IOdPHQk1tviady6dLJYheFUYRANNWyT/aEC37S+d7dKHNW2VY/6eKrbxCQNrIx+99z6jJl9k4udHs9faSV/aVrKTs1wiGjIttpWvXLpYB6n1PMvLbNsstfoR2AlSaYNt0RDyaNzDd5m0D27uYwrWGDT/Xw1KSJlabm9m3z5a2ztk7qgThBeaJPkjcvqpkLp/aIeV+PqWK4cFRsTe7rMiqpTfG2xjY3NNrX0iYYkfNmzQUMbhzt1+S7iLoNoqVWPT3aF1sOCVtoQ4Pm6j5spzq6ptJQPIdxbY60Z1XrUZfiwfOPe6kA3+r2T61Om9i0udroW1NUTp2Um6oGWaCiXbBGds86VtMgnOHmzy/LGZXh34qX3E9JOklkzv0XOGeooVovEjUXDFJ6Y/QcCiSjfGnjKl5YNW2q5ebu3pP+at9/bhAwej5ScVu2fqYb5tk8JRYSM1tRS2ofVGVGHLPIy96o4bSPh1EAswyeDSkycaNCh3i+5YZ1oMNXczmxNnQIiGmzAimutOuss0VCtFM3oFpKIhsQ3ukY7cvL1lPfjSXP7Ohc73ZWExtdB2ray6e2Ga2iGye+dvfb5B5pkqpUsoUe+XWNMLlgOWygCT0VWoBqN7INRui+2n+6OJMawtWWvaEH68Jl4puzQDNnSoltDfSt6KkVHuPLgpkj0idYenX3OEs5SqS/ZfP2iwVTOt2v1pckipghtaMi2m+3GttZlRudqQgc7+TG1mi4jyHJ8Na5rX0IxyVcoZKLBqgQJnN0Utk31pLSTddY/4kKcu7xoqP6xEZMVz5bdO70+bXJf42Knn96+mt4K+qSi2snMpqr7KlgiJ1B35W4D53Eax3Y1TdhzXHwGcJnBaAZzcY+xD/Mrly9sJsOi/nIuTNscV7jXXBkjvraGaxCWnG6VUCS3zUs2s1ub1KbiTtpyLVwpJtL1dYnHYtn+pl65vWJY2kwVu4xUNTSzgbHi7b1aKqUpeY7tmMHMZM+7kcPOaN3dJVZEM5zJNabsr7i3IRqs843OmOaLxjNTme8vI5sRxHVBNNg5i3/rzGiJhmWKOXyyy23EMscgGu7B5U4/vX+LTt3NGw8CXtemzfWkXbJDdM46dNoiTBGO/Ol0iikmOfGmbz+P8+VOr2SuiC1Mekpb5jXsUlZd6bL70Xqlh+C7DcVVOs2Lm1kzvHtG9pbYnu7w2VdSYZylSxqoT5nu4d7qhkl5uRDco6qhtM6qrDi+s7UtONYP2pFwatCmMGFRfxsr4rqbwzn3iXv1udtMN9WjZn06yaRua9T/m5BaheJeJUqwIRrMyN6jGmFzqW7QVDSUOvRWhG4AouG8ET6+fmFcVKprZ1qSR9Zc0vpFO6SOpHs7sypMkaRtuXKyzJbWRLfX3ocVDa2a5uqTcY00cTXsCNvWXSkhLyb4dxANbbWy7d+0T6nrKe4Bu6EZctHgVENxDrMhnUetx9oc9OJntYffljdduT93yfIaCSYID3lKeb0st4LP+vaiW9Qyf/B3dV1Ysiy8ZhDbLHOvfO7gXBQH996WANv6bpNtzdNWCmZTJm/1i7+0S3VeEdMWd4cs66TcYtRmhK4PouE8XkSDFEy/P/xs7qhk4ddEdpmstJOmdq0korh3T8kzopEHNn3sN/fBRMPmRw2uPqkfa5PkufdiRhcNm77LNEOfaDhJLl4Om9uqslGLze8trffyyg/qRUEdtUTR4FRDrS6SDkoy3vzeXlxxWR1jnjDTTmZ4N2jnXky9KT7xhVXXX5LF23dis3uoL9rZmSKTtOVQtaIhGvxI4ekridHib1GddloTKWOa2eB2vcbfZj2IhjtygNNfRYNVDe1w2q0/vV9JZX1Mfecb6+aMmcBl72jvvHd9vimiios9eJ0p3vG4oiH1rKs92nJ5ctQ2R2WBTtEwlfq5+1khOxvxXTa1S5y91rlsqydSS/cySzXExWc50FLSzaDVfH9SihMNZgG+GtXhT7V8pMesfVTFqXVh+kSeioZJdWPZsxe1VJfiE5o615uizqjvXsdZbvkg5T2XuWSKSYXdWy8XyNpUntBinOw17+BgpJk+S74xc2jGlKHE2KXXoeniXBANZ/LR5aL2mVYhH+uvaebOsbm6Fz1uySB+59sb/iH4tFx2F4vd4e4E9PNYmiEVUHpTcnBJXek1w0HncNWVYvddPmjY/qgh5tXeYYumay3tUTPYLn5TvzU0lWq+mrdXYzUZuBX4alQWA08n01yPVCNfqNMS3aGlrnrXTP9+u77scrm6tJTifn3MLiIu2LvCxmW5nugf78HFFBnMBGqyMc1ikMinRDQkSqYtGkye1z5qrAuWcay1UEapLrjxkY0gGi4ZRbNMK5zLVqjdSlM0LCNdZutm8rX37e49xZ7Zhi913Sbb3Hkz3woXKbty577iH0VPV9UM23ZXY2robzJ3NUH33crtNOU3hy1eDnlloju1IRo0a88VVWqgH1j2QTFpXqNt0PxfCQ5Ii1TDq8sg1gp3/q2F1lNlLVM057NLccVwHtsaIaESL9e1GuPiUpZeRXv51U7TFH+sJM5ZC7yIBlUNMoHITfNPk1vRIIbKhss/aAh+9VY6W0trD9yQzyPLO47yeo26TRNpM+ni9aZtpZf702YyqYy22aBubP+sY1dhE4A/8XffzLdCfBRyfvLcJtkj5NubOc6G/D4fNCTbPLm556l36VjsynSF80VR7bWLi2NZmouRWUGys7nysTSQYYMrDN4/Ww8Z6VDWF34Fes/avl+mhV1c5DxYA4xicGuVDxGkX7GioUzWH3PEZGAtrCZGYnSoxLPFxr1L/MyvS6h/7Lasy5kNqvP6tYVAtp8vxVa75D0huh6fSZpXDvO6rQDtgeMmC+V6aTXJ5Qs2SD1vHaJB81fR67oKSTOa2T6fveR8ccrcF54+i4T/DppBt9iS4W8zt9rQ+KghemvXqFI55DkyKcI1hLVIuccAc8MqkcV2M0lSPuYWYXNYo8MS7fbwT+B1zNwD9unD1Jyg/J2sKro/+z2eqIbyXmSTzxj0lFjdUO+WGqmTlufl+jysjG5vSrmumCo8Gczd2fbJjBJVrk+KItLcZxfLDGbR+c73Xq0Wl0Q0bEbnutx7/rtwnNt1/7fiafJUPQr2nMqWihfPtWzVLDufTFlKnrat2XrkLrP0AXG5VwJWSoitv2Ka3PTBwe6x1dx1KyPc6qOv9oxa6spKKbK5q2aoAbC53n8uUPROMaE27UvRMGr5MGnm5DEXW/6RytchGlJfREcaE42DZBWdhJ0cPnUwb6ML3FT1knjPNjJGuxdeKOrU+glD9r6od99vuG1ongpn49//lJ0Uxkk00YqnnWeqtou76n7c3QDlu9+fftK8+fWvvzydvvj5ny+e5Ui/2xg3x3UnxaZNLdd2S+U5ZY9dq2a5DFfshjVmpCl9SroNtpOuy2nNe0EPumvm7U01Q1Zabx832WKyd4xv7NveUUvNruWtpseaYneqC+HJ1vJSNLhSXif9AGPp1RQNZmplxT/egHNEQ1KgappxoqGUvbvBb+0SvBQVtVdROpbfGaY8L6PaD42WWTRQZvJJKbZRcVfUOyIa/OOXLsiYLQ5X0+zFFU9ne0MWcPsTG7i7AcqnU1M0/PNXszt//PcLZznU73bvNMfVrWBOtb1bDk3lW2aZEy/HuzQ/rLRHKmSEi+19KE4r3nPPbebq20Xf5Iauq5vMZuYbE7a6KypJqesatMTPDZbSaA9a1sVOVxtpeXL1yH7+cFpCbUZM04xfQly8rwAAGiVJREFUbMM/iWzoLxnRjFz5L3uycd475nGqYRk15DY/tFydX7iNIe2MP0yxn+TKyV1SzOzL8v0A1juJV3SPnKqNxQnWbPd1bu7MX9bIu5xZ5d7zK9+cmqLhn7+s3vzBf1w2zRFur7/ctp0GllY6vz9aZ+bL1RnbZp3ECv9pnm3hepjWHevu4NF+5fKFtve8+07GbSV9QD2QDVfWXXbkRtuJ+iOcn/NMM1vTZPol+etHxKFLkZxQ2803k/KTaIaVIRMXtFdn7ZysCZ2ZK/FFerPI0GdsRvGTMdfltdPHdOCTYm0rdaWaYnR0e6V2mSK5b2Ijs22S7/kQB5k3Mqa4pVr42s4ubs3T6pRl7B268brce37hv748tUTDd7+3G+zCzxoOcLt8jY5u7K75w3Pq0R80bJtVb7izZVJh2uNYyfBwX+70ymnNe6GSaJW8ombYcqXWk6On76T6w14xh6Lsd43J9ra7jY3fq6ZF0Zzw0u6j/RfpbGlZiXS3aOhYjCuTewqGrXwhyNExdhnnGDpbaawVj5/au1KqY80v5nVxacYdtnrJLMApgTCda+IN1lleLpycnXEV3gxpaQzJY7LqGUTDKl+9aIaGaHj5DOL0i7+V8u0fXl797qKJLnD7/wMAALgnFxXACxlHNHz3xzdhlYqG1w8afvv2+tPp0o8aEA0AAPCoXFL/LmUY0fDXl59z/OKnDdHw8hcXy40P3zf890vmQjQAAMCjckn9u5RRRMOHlw8Zfvyfv2+Ihk9WJ7woiH+9ZDJEAwAAPCqX1L9LGUg0fPGbv3/XEA0v1+uvTLy8u+jvJxANAADwqFxQ/i5mHNHw87+8yYFMNLz8vuVPbOPLfusS0QAAAI/KBeXvYkYRDX/9y8v/10SD+QuJT/cWDadVYoRpT3va0572tL+4/VuTC8rfxYwiGt5oiQb3UwyfLvxJyBOigfa0pz3taf9w7d+aXFD+LuZxRIP5aoZvtkXDepg+mu8b2fd6gE1De9rTnva0/zzbvzU5s34dwpOKhvUovYqGdy9+3Pd6gE1De9rTnva0/zzbvzU5s34dwpOKBj5poD3taU972j9b+7cmfNIwc5xouBYDbBra0572tKf959n+rcl9yt8biIZ9xAADAADckPuUvzfuJBrMP1ppv6bpRr89cQH33isAAPCZc5/y98ZjiIaDv6fhAu69VwAA4DPnPuXvjccQDe76pd8IeQH33isAAPCZc5/y98Zj/EzDi0yo4uLif3viAu69VwAA4DPnPuXvjQcRDcf+K5cXcO+9AgAAnzl3qn+vPIhoeNEJy40P9/s5SAAAgM+XBxENrz8D8f7pwqfT/f52AgAA4PPlQUTDq1J4/dezv/3Dy6vfpY0AAADgegwtGj7VjxfMr1vwQQMAAMA9eBTR8PpVDTP3+n1Ly5Hf5f2ZgysPA1ceBq48DFx5GEO48mFEQ/n2V7Nm+NEImuHQfwHkswZXHgauPAxceRi48jDGcOXjiIZSvv71l6fTF//y59vbFRkjek8BrjwMXHkYuPIwcOVhjOHKsUTD4zBG9J4CXHkYuPIwcOVh4MrDGMOViIbzGCN6TwGuPAxceRi48jBw5WGM4UpEw5mMELwnAVceBq48DFx5GLjyMIZwJaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABdIBoAAACgC0QDAAAAdIFoOJMhfvflOcCVh4ErDwNXHgauPIwhXIloOI8xvmXjKcCVh4ErDwNXHgauPIwxXIloOI8xovcU4MrDwJWHgSsPA1cexhiuRDScxxjRewpw5WHgysPAlYeBKw9jDFciGs5jjOg9BbjyMHDlYeDKw8CVhzGGKxENZzJC8J4EXHkYuPIwcOVh4MrDGMKViAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaAAAAIAuEA0AAADQBaLhTIb43ZfnAFceBq48DFx5GLjyMIZwJaLhPMb4lo2nAFceBq48DFx5GLjyMMZwJaLhPMaI3lOAKw8DVx4GrjwMXHkYY7gS0XAeY0TvKcCVh4ErDwNXHgauPIwxXIloOI8xovcU4MrDwJWHgSsPA1cexhiuRDScyQjBexJw5WHgysPAlYeBKw9jCFciGgAAAKALRAMAAAB0gWgAAACALhANAAAA0AWiAQAAALpANAAAAEAXiIYzGeJ3X54DXHkYuPIwcOVh4MrDGMKViIbzGONbNp4CXHkYuPIwcOVh4MrDGMOViIbzGCN6TwGuPAxceRi48jBw5WGM4UpEw3mMEb2nAFceBq48DFx5GLjyMMZwJaLhPMaI3lOAKw8DVx4GrjwMXHkYY7gS0XAmIwTvScCVh4ErDwNXHgauPIwhXIloAAAAgC4QDQAAANAFogEAAAC6QDQAAABAF4gGAAAA6ALRAAAAAF0gGs5kiN99eQ5w5WHgysPAlYeBKw9jCFciGs5jjG/ZeApw5WHgysPAlYeBKw9jDFciGs5jjOg9BbjyMHDlYeDKw8CVhzGGKxEN5zFG9J4CXHkYuPIwcOVh4MrDGMOViIbzGCN6TwGuPAxceRi48jBw5WGM4UpEw5mMELwnAVceBq48DFx5GLjyMIZwJaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABdIBoAAACgC0QDAAAAdIFoOJMhfvflOcCVh4ErDwNXHgauPIwhXIloOI8xvmXjKcCVh4ErDwNXHgauPIwxXIloOI8xovcU4MrDwJWHgSsPA1cexhiuRDScxxjRewpw5WHgysPAlYeBKw9jDFciGs5jjOg9BbjyMHDlYeDKw8CVhzGGKxENZzJC8J4EXHkYuPIwcOVh4MrDGMKViAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaAAAAIAuEA0AAADQBaLhTIb43ZfnAFceBq48DFx5GLjyMIZwJaLhPMb4lo2nAFceBq48DFx5GLjyMMZwJaLhPMaI3lOAKw8DVx4GrjwMXHkYY7gS0XAe30fvBIeAKw8DVx4GrjwMXHkYiIZHhoNwGLjyMHDlYeDKw8CVh4FoeGTuvXsAAOBz496VryAazmWM6EEO0RkYgjMyRGdkxojOCDY8ImNED3KIzsAQnJEhOiMzRnRGsOERGSN6kEN0BobgjAzRGZkxojOCDY/IGNGDHKIzMARnZIjOyIwRnRFseETGiB7kEJ2BITgjQ3RGZozojGDDIzJG9CCH6AwMwRkZojMyY0RnBBsekTGiBzlEZ2AIzsgQnZEZIzoj2PCIjBE9yCE6A0NwRobojMwY0RnBhkdkjOhBDtEZGIIzMkRnZMaIzgg2PCJjRA9yiM7AEJyRITojM0Z0RrDhERkjepBDdAaG4IwM0RmZMaIzgg2PyBjRgxyiMzAEZ2SIzsiMEZ0RbHhExoge5BCdgSE4I0N0RmaM6IxgwyMyRvQgh+gMDMEZGaIzMmNEZwQbHpExogc5RGdgCM7IEJ2RGSM6I9jwiIwRPcghOgNDcEaG6IzMGNEZwYZHZIzoQQ7RGRiCMzJEZ2TGiM4INjwiY0QPcojOwBCckSE6IzNGdEaw4REZI3qQQ3QGhuCMDNEZmTGiM4INj8gY0YMcojMwBGdkiM7IjBGdEWx4RMaIHuQQnYEhOCNDdEZmjOiMYMMjMkb0IIfoDAzBGRmiMzJjRGcEGx6RMaIHOURnYAjOyBCdkRkjOiPY8IiMET3IIToDQ3BGhuiMzBjRGcGGR2SM6EEO0RkYgjMyRGdkxojOCDY8ImNED3KIzsAQnJEhOiMzRnRGsOERGSN6kEN0BobgjAzRGZkxojOCDY/IGNGDHKIzMARnZIjOyIwRnRFseETGiB7kEJ2BITgjQ3RGZozojGDDQ4LjRoboDAzBGRmiMzJDRGcIIwAAAGB8EA0AAADQBaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABdIBoAAACgC0QDAAAAdIFoAAAAgC4QDQAAANAFogEAAAC6QDQAAABAF4gGAAAA6ALRAAAAAF0gGgAAAKALRAMAAAB0gWgAAACALhANAAAA0AWiAQAAALpANAAAAEAXiAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaAAAAIAuEA0AAADQBaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABdIBoAAACgC0QDAAAAdIFoAAAAgC4QDQAAANAFogEAAAC6QDQAAABAF4gGAAAA6ALRAAAAAF0gGgAAAKALRAMAAAB0gWgAAACALhANAAAA0AWiAQAAALpANAAAAEAXiAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaGjw9a+/PJ2++PmfdzbY7AZHsOXmb//w09P3Df7bv5lr//zlyfCT6xv5ubIenGYYODo3YcXN//XlyfHFv7/e4Ojcku9+v+LiEcoOoiHln7+aT8iP/76jwWY3OIItN3/7+yXB/ejfl6uaEsl8V2IrOI0wcHRuwqqbm6KBo3NLPrVdPEbZQTRkWGX9g//obrDZDY5gy82S4r743Xz5G0mHZL7rsHkG8jBwdG7CupubooGjc0O+abt4kLKDaEj47vf2jCTqLW+w2Q2OYMvNer8eo09kvuuzfQbSMHB0bsKGm6NoeD88HJ3b8RqE3MWjlB1EQ8KrsP7F317+avzl1e86G2x2gyPYcvNrhnv9672v/2Bz3AfS3fXZPgNpGDg6N2GXmz8sHzRwdG7HV1+2ddkoZQfREHmVbr99e/0pE295g81ucARbbn65Pye78lV9Wnq5/q+3M/PzZPsMpGHg6NyEXW7+VAsQR+dWfPfHlQ9zhik7iIbIywdES9SM3t5osNkNjmDLzS/3a4b7sKS+l+s8wV6Z7TOQhoGjcxP2uNm25ejciL++/ETjFz9tiIZhyg6iIfLJel5r0FqDzW5wBFtu/kY+oqvvvuEn7K7P9hlIw8DRuQk73Pzy/LrEiaNzGz68/lDCf/6+IRqGKTuIhoCcl9d37hOfvMFmNziCnW6uD0mfCMjV6QhOFgaOzk3Y4+ZPVnpzdG7Dy+cEv/n7dw3RME7ZQTQEXn6DxQTtQ5DZeYPNbnAEO91cRcPrD3N9/evvk+HPfkMGvA4dwcnCwNG5CTvc/HJsavHh6NyGD6ef/+Wt8GeiYZyyg2gIvITBfMTzKRUNscFmNziCnW5ePrx7OYr//Q/vv5f0xW+vbOVnynZw0jBwdG7CDjfL341zdG7EX//y8v810TBG2UE0BNzfC30KP1uSN9jsBkewz80vR+rtiUm/CZe/NL8K28FJw8DRuQn9btbvF+Lo3JSWaBin7CAaAu5nhb9JRUNssNkNjmCfm+svT+iX2vHT4FdhOzhpGDg6N6HbzfJbyxydG7MmGsYoO4iGAKJhZHa5+VN9Yqpf+fSPP3554gPwq7AdnDQMHJ2b0O1m90XGHJ2bgmh4QBANI7PHzZ9MhrN/S/vtL/mU9SpsBycNA0fnJnS72f22P0fnpiAaHhBEw8jscPOLZshv6g+Hw1HsPANzGDg6N6HXzfJ1QdlNjs41QTQ8IIiGken/i9k/NjUDv9V3JfaegfcwcHRuQq+bP63+3AJH58ogGh4QfntiZHrd/O2vVjQD0bkOe88AR+eWdLp54wuCiM6V4bcnHhC+p2FkOt38+g/M/ugvrVF4mL0Ke8/Aexg4Ojdhx9FZ+akFjs6V4XsaHhAXtPhxXN5gsxscQZ+bvzqt/3tvZL6rsPcMvIeBo3MTOt288bDK0bkya18jPUbZQTREPth6k31YlzfY7AZH0OPmT1tfQsNnrNdh5xmYw8DRuQldbt5yP0fnyrREwzhlB9EQ4V+5HJkON3+KX3erDalLV2IrOI0wcHRuQpeb3efdHJ1b0xQNw5QdRENk818oH+YfNv8c2XbzN8mPQNbvk55bNH+pDM5nKziNMHB0bkKXm7/xvzvB0bktTdEwTNlBNEReojbrtU/Z343nDTa7wRFsuvklyf0g/AjkyxdK/+L99VdfUpeuw2Zw8jBwdG5Cl5vjXz9wdG5KUzQMU3YQDQlv35v6fd359g/5d63nDTa7wRFsuTlX269foP+jf/v+RH392o2npauwFZxGGDg6N6HHzR9C3eHo3JSmaBim7CAaEl7F28J8hD5VRZc3yK/CwWxEx/2bfEuS+yDX+PH867B5dPIwcHRuwmZ08pLF0bklLgIDlh1EQ4YtPMsZsWcrbdC4CgezHp1PJ8/bCZSzxSes12Lr6DTCwNG5CZuJ7bWFFw0cnVvSFg2jlB1EQ8rr9wm+8qMlCnK2sgatq3Awq9HRx6IqGt6+V/qNHze/9QkuZevoNMLA0bkJm4kt/fl7js4NWRENg5QdREODr3/98iM///LnekWilzVoX4WDaUdHP6yzoqGUf/zpZ9+//eHPic5V2To6jTBwdG7CRnTcv2Uww9G5GWuiYYyyg2gAAACALhANAAAA0AWiAQAAALpANAAAAEAXiAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaAAAAIAuEA0AAADQBaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABdIBoAAACgC0QDAAAAdIFoAAAAgC4QDQAAANAFogEAAAC6QDQAAABAF4gGAAAA6ALRAAAAAF0gGgAAAKALRAMAAAB0gWgAAACALhANAAAA0AWiAQAAALpANAAAAEAXiAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaAAAAIAuEA0AAADQBaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABdIBoAAACgC0QDAAAAdIFoAAAAgC4QDQAAANAFogEAAAC6QDQAAABAF4gGAAAA6ALRAAAAAF0gGgAAAKALRAMAAAB0gWgAAACALhANAAAA0AWiAQAAALpANAAAAEAXiAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaAAAAIAuEA0AAADQBaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABdIBoAAACgC0QDAAAAdIFoAAAAgC4QDQAAANAFogEAAAC6QDQAAABAF4gGAAAA6ALRAAAAAF0gGgAAAKALRAMAAAB0gWgAAACALhANAAAA0AWiAQAAALpANAAAAEAXiAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaAAAAIAuEA0AAADQBaIBAAAAukA0AAAAQBeIBgA4lv/68nQ6/e7eVgDAFUA0AMARfPW/5leIBoCnBdEAAJfz7a9O/zq/RjQAPC2IBgC4mP/zvUxANAA8P4gGALiU735vRQMAPC2IBgC4FEQDwGcCogEALgXRAPCZgGgAgEtBNAB8JiAaAOBSEA0AnwmIBgC4lE3R8N1ff/19ix/+4m/vb//005e3v/mba/aPP/3s5TcvfvY//nItSwHgIhANAHARr79h+c4P/qPIr1y+qIkv/r38dWnyqiy+mt9+8b/sQN/+ug70I2QDwIggGgDgIrZFw6fa4EU1uLczX5lx+NsOgDFBNADARWyKhv9ttYBKiJePId6Ry6gGgDFBNADARWyJhte/bfi3v5f3v6T44ff///mfX36u4UsrDb55bffD3/7t+ztf/+H1DV8qCTAciAYAuBT9QcgoGn7y99d3//zlm4T47Vu7V53wY3tLh3hVIAAwEogGALiUDdHwLgzmv4JYGn6oyuCT+2jhdQz+ggJgNBANAHApG6JhEQPfnOQDhE/LDzW8ftDwEzvkN3zUADAgiAYAuJR10VBr/+udqg2+WURDfTXzKiP4qQaAwUA0AMClrIuG5W8n/F86VKnwSZq98oG/nwAYD0QDAFzKumioHy24jw+qaPjg/3biTUe4SwBwbxANAHApl4qG+TczPe7DBwC4N4gGALiUddFQ/5KhJRrm38X08JOQAIOBaACAS0E0AHwmIBoA4FIQDQCfCYgGALiUS0XD5j+tDQBjgGgAgEs5RDTwqxIA44NoAIBLuVQ0vP7KJb8qATA+iAYAuJSLRUP8Rsjy4Wf/88/XtRoAdoNoAIBLuVg0vN6QjxrcN04DwBAgGgDgUi4WDa9/P2F/FNL9S1cAMAaIBgC4FP1BxnNEw2uf0y/mzxq+1X9SGwAGAdEAABfz8kHBF799f3OOaHj9pya+f/ebv33/+v/+8VVCuB9yAID7g2gAgIv5YL+N6SzRUP4YvtrptwUABgPRAAAX8817nX+VAOeJhvfPGha+QDMAjAeiAQAuZ674L4rgTNFQvv2V0Qw//8vNbAeAbhANAHAAX//hRSr87OXjgXNFQyn/+NOvX/p+8S+vP9oAAMOBaAAAAIAuEA0AAADQBaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABdIBoAAACgC0QDAAAAdIFoAAAAgC4QDQAAANAFogEAAAC6QDQAAABAF4gGAAAA6ALRAAAAAF0gGgAAAKALRAMAAAB0gWgAAACALhANAAAA0AWiAQAAALpANAAAAEAXiAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaAAAAIAuEA0AAADQBaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABdIBoAAACgC0QDAAAAdIFoAAAAgC4QDQAAANAFogEAAAC6QDQAAABAF4gGAAAA6ALRAAAAAF0gGgAAAKALRAMAAAB0gWgAAACALhANAAAA0AWiAQAAALpANAAAAEAXiAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaAAAAIAuEA0AAADQBaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABdIBoAAACgC0QDAAAAdIFoAAAAgC4QDQAAANAFogEAAAC6QDQAAABAF4gGAAAA6ALRAAAAAF0gGgAAAKALRAMAAAB0gWgAAACALhANAAAA0AWiAQAAALpANAAAAEAXiAYAAADoAtEAAAAAXSAaAAAAoAtEAwAAAHSBaAAAAIAuEA0AAADQBaIBAAAAukA0AAAAQBeIBgAAAOgC0QAAAABd/H9O0mlPx+gV8wAAAABJRU5ErkJggg==" alt="plot of chunk unnamed-chunk-4" /></p>
<p>(Remember, this is just for fun. We can also simulated bounded Brownian motion on our original tree using <code>phytools::fastBM</code> as I demonstrated <a href="http://blog.phytools.org/2024/02/a-little-bit-about-ancestral-state.html">here</a>.)</p>
<p>Our trait vector, <code>y</code>, contains the state values for both the tips & all along the internal edges of the tree. Let’s just pull out <em>just</em> the tip values, since this will be input for our analysis.</p>
<pre><code class="language-r">x<-y[tree$tip.label]
head(x,20)
</code></pre>
<pre><code>## t62 t63 t58 t88 t89 t44 t13 t3
## -0.483493102 -0.694327704 -0.785763797 0.144816311 0.210487417 -0.338574022 0.659083449 -0.946025618
## t27 t90 t91 t18 t9 t78 t79 t34
## -0.396395409 -0.687180530 -0.905217375 -0.915303105 -0.386274377 -0.935836530 -0.673887705 -0.453816871
## t29 t25 t26 t55
## -0.850019353 0.004653449 -0.188978150 0.907332569
</code></pre>
<p>Great. Now we’re ready to fit the model.</p>
<pre><code class="language-r">bounded_fit<-bounded_bm(tree,x,lims=c(-1,1),lik.func="eigen",
parallel=TRUE,root="mle")
bounded_fit
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 200 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ -1 , 1 ]
##
## Fitted model parameters:
## sigsq: 1.77218
## x0: -0.575
##
## Log-likelihood: -31.70313
##
## R thinks it has found the ML solution.
</code></pre>
<p>Our fitted model object in turn contains a likelihood function that, when given any values for \(\sigma^2\) and \(x_0\) will return the log-likelihood.</p>
<p>This is what I mean.</p>
<pre><code class="language-r">## ML estimates
bounded_fit$lik(sig2=bounded_fit$sigsq,x0=bounded_fit$x0,
parallel=FALSE)
</code></pre>
<pre><code>## [1] -31.70313
</code></pre>
<pre><code class="language-r">## generating values
bounded_fit$lik(sig2=sig2,x0=x0,parallel=FALSE)
</code></pre>
<pre><code>## [1] -31.79579
</code></pre>
<p>(I set the optional argument <code>parallel=FALSE</code> because even though parallelization helped us out a lot during optimization, it is inefficient here with only one pass through the tree to compute the likelihood for a fixed set of parameter values. This is because setting up our socket cluster consumes more computational time than using it saves!)</p>
<p>Now let’s take the same approach to obtain an estimate of our likelihood surface. This time, we’ll just evaluate the likelihood for a set of evenly spaced values of \(\sigma^2\) and \(x_0\). Here, I’ll use the powerful R package <a href="https://cran.r-project.org/package=future.apply"><em>future.apply</em></a> to parallelize my <code>sapply</code> call across computer cores.</p>
<pre><code class="language-r">library(future.apply)
nn<-50 ## number of values to compute for surface
ncores<-min(c(parallel::detectCores()-1,nn))
plan(multisession,workers=ncores)
finite<-function(x) x[is.finite(x)]
par(mfrow=c(1,2),mar=c(5.1,4.1,1.1,1.1))
sig2<-seq(0.1,4,length.out=nn)
lnL_sig2<-future_sapply(sig2,bounded_fit$lik,x0=bounded_fit$x0,
parallel=FALSE,future.seed=TRUE)
</code></pre>
<pre><code>## Warning in log(pp): NaNs produced
</code></pre>
<pre><code class="language-r">plot(sig2,lnL_sig2,type="l",bty="n",
xlab=expression(sigma^2),ylab="log(L)",las=1,cex.axis=0.8)
grid()
clip(0,4,min(finite(lnL_sig2)),max(lnL_sig2))
abline(v=bounded_fit$sigsq,lty="dotted")
text(x=bounded_fit$sigsq,y=(logLik(bounded_fit)+min(finite(lnL_sig2)))/2,
expression(paste("MLE ",sigma^2)),srt=90,pos=4,cex=0.8)
x0<-seq(-1+1e-6,1-1e-6,length.out=nn)
lnL_x0<-future_sapply(x0,bounded_fit$lik,sig2=bounded_fit$sigsq,
parallel=FALSE,future.seed=TRUE)
plot(x0,lnL_x0,type="l",bty="n",
xlab=expression(x[0]),ylab="log(L)",las=1,cex.axis=0.8)
grid()
clip(-1,1,min(lnL_x0),max(lnL_x0))
abline(v=bounded_fit$x0,lty="dotted")
text(x=bounded_fit$x0,y=(logLik(bounded_fit)+min(finite(lnL_x0)))/2,
expression(paste("MLE ",x[0])),srt=90,pos=4,cex=0.8)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-9" /></p>
<pre><code class="language-r">plan(sequential)
</code></pre>
<p>It may not be overly apparent from these graphs – but if we look at the vertical axis of our plot, we should see that the scale is much narrower for our \(x_0\) than \(\sigma^2\), indicating much greater curvature (i.e., information about the parameters) in the latter than the former.</p>
<p>This will be borne out if we compute the matrix of second derivatives of our likelihood surface around the MLE solution, which we can do using <code>numDeriv::hessian</code> as follows.</p>
<pre><code class="language-r">foo<-function(par) bounded_fit$lik(par[1],par[2],parallel=FALSE)
H<-numDeriv::hessian(foo,c(bounded_fit$sigsq,bounded_fit$x0))
H
</code></pre>
<pre><code>## [,1] [,2]
## [1,] -8.4466111 -0.5417145
## [2,] -0.5417145 -1.4801700
</code></pre>
<p>Larger negative values indicate <em>steeper</em> curvature around the MLE, which we see here for \(\sigma^2\) compared to \(x_0\). (Or, conversely, the negative inverse of <code>H</code> will – according to the theory of likelihoods – asymptotically approximate the variance-covariance matrix of our parameters.)</p>
<pre><code class="language-r">solve(-H)
</code></pre>
<pre><code>## [,1] [,2]
## [1,] 0.12123631 -0.04437022
## [2,] -0.04437022 0.69183672
</code></pre>
<p>This is all I’m saying about that for now!</p>
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-61621524914277801412024-02-18T07:34:00.001-05:002024-02-18T07:34:32.942-05:00Parameter estimation under bounded Brownian motion using bounded_bm in phytools<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>As part of other related work, I put together a bit of code to explore parameter estimation under the bounded Brownian motion (BBM) model of Boucher & Démery (<a href="https://doi.org/10.1093/sysbio/syw015">2016</a>). This might be of interest to readers of this blog, so I thought I’d try posting it here.</p>
<p>TLDR: we can estimate \(\sigma^2\) pretty closely using <code>bounded_bm</code>, but estimating \(x_0\) is virtually useless for any condition in which the bounds are reached multiple times during the simulation.</p>
<p>First, let’s start off by loading <em>phytools</em>.</p>
<pre><code class="language-r">library(phytools)
packageVersion("phytools")
</code></pre>
<pre><code>## [1] '2.1.14'
</code></pre>
<p>Now, before I proceed, in my simulations I’ll use multiple values of \(\sigma^2\) and \(x_0\) for a fixed total tree length, but they’ll have a mean value of \(\sigma^2 = 1.0\) and \(x_0 = 0.0\), with constant bounds \([-1, 1]\).</p>
<p>To see that this will typically result in the bounde being reached multiple times, let’s use my illustrative simulation code from an <a href="http://blog.phytools.org/2024/02/more-on-bounded-brownian-motion.html">earlier post</a>. This shows us that simulation under these parameters is very bounded indeed.</p>
<pre><code class="language-r">tree<-pbtree(n=100,scale=1)
h<-max(nodeHeights(tree))
mt<-make.era.map(tree,seq(0,h,length.out=100))
st<-map.to.singleton(mt)
y<-fastBM(st,sig2=1,a=0,internal=TRUE,bounds=c(-1,1))
par(mar=c(5.1,4.1,1.1,1.1))
phenogram(st,y,ftype="off",fsize=0.4,
mar=c(5.1,4.1,1.1,1.1),lwd=5,las=1,cex.axis=0.8,
spread.cost=c(1,0),ylim=c(-1.1,1.1))
grid()
phenogram(st,y,ftype="off",add=TRUE,lwd=3,
color="white")
phenogram(st,y,ftype="off",add=TRUE,lwd=1,
color="blue")
segments(x0=c(0,0),y0=c(-1,1),x1=c(h,h),y1=c(-1,1),
lwd=6,col=palette()[2],lend=2)
segments(x0=c(0,0),y0=c(-1,1),x1=c(h,h),y1=c(-1,1),
lwd=2,lty="dashed",lend=2)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-4" /></p>
<p>Now let’s proceed to our study.</p>
<p>To begin, I’ll set the number of simulations (100) and create a matrix for our results.</p>
<pre><code class="language-r">nsim<-100
results<-matrix(NA,nsim,7,dimnames=list(1:nsim,c("true_sig2",
"true_x0","sig2","x0","logL","bm_sig2","bm_x0")))
</code></pre>
<p>Next, I’ll use a <code>for</code> loop to iterate <code>nsim</code> simulations and model-fits.</p>
<pre><code class="language-r">for(i in 1:nsim){
## simulate
tree<-pbtree(n=100,scale=1)
x<-fastBM(tree,sig2=sig2<-runif(n=1,0,2),
a=x0<-runif(n=1,-1,1),
bounds=c(-1,1))
## fit using phytools::bounded_bm
bounded.fit<-bounded_bm(tree,x,lims=c(-1,1),
root="mle",lik.func="eigen",parallel=TRUE,levs=200)
## fit standard BM
bm.fit<-geiger::fitContinuous(tree,x)
## store result
results[i,]<-c(sig2,x0,bounded.fit$sigsq,
bounded.fit$x0,logLik(bounded.fit),
bm.fit$opt$sigsq,bm.fit$opt$z0)
}
</code></pre>
<p>Finally, let’s graph our simulated & estimated \(\sigma^2\), along with our simulated and estimated \(x_0\).</p>
<pre><code class="language-r">par(mfrow=c(1,2),mar=c(5.1,5.1,2.1,2.1))
plot(results[,"true_sig2"],results[,"sig2"],
xlab=expression(paste("generating ",sigma^2)),
ylab=expression(paste("estimated ",sigma^2," (bounded_bm)")),
bty="n",pch=21,bg="grey",las=1,cex.axis=0.8,cex=1.2)
grid()
legend("topleft","1:1 line",lwd=1,bty="n")
lines(range(par()$usr),range(par()$usr))
plot(results[,"true_x0"],results[,"x0"],
xlab=expression(paste("generating ",x[0])),
ylab=expression(paste("estimated ",x[0]," (bounded_bm)")),
bty="n",pch=21,bg="grey",las=1,cex.axis=0.8,cex=1.2)
grid()
lines(range(par()$usr),range(par()$usr))
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-7" /></p>
<p>This shows that we can estimate the parameters of the process – <em>particularly</em> \(\sigma^2\). (TBF, it’s fairly unsurprising that \(x_0\) is so much more difficult to get, since the equilibrium distribution under BBM is uniform on the interval defined by the bounds!)</p>
<p>Why don’t we also <em>compare</em> this to estimates of \(\sigma^2\) and \(x_0\) from <code>geiger::fitContinuous</code> assuming <em>unbounded</em> Brownian motion, even though this wasn’t the generating process.</p>
<pre><code class="language-r">par(mfrow=c(1,2),mar=c(5.1,5.1,2.1,2.1))
plot(results[,"true_sig2"],results[,"bm_sig2"],
xlab=expression(paste("generating ",sigma^2)),
ylab=expression(paste("estimated ",sigma^2," (fitContinuous)")),
bty="n",pch=21,bg="grey",las=1,cex.axis=0.8,cex=1.2)
grid()
legend("topleft","1:1 line",lwd=1,bty="n")
lines(range(par()$usr),range(par()$usr))
plot(results[,"true_x0"],results[,"bm_x0"],
xlab=expression(paste("generating ",x[0])),
ylab=expression(paste("estimated ",x[0]," (fitContinuous)")),
bty="n",pch=21,bg="grey",las=1,cex.axis=0.8,cex=1.2)
grid()
lines(range(par()$usr),range(par()$usr))
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-8" /></p>
<p>We see that \(\sigma^2\) is systematically <em>underestimated</em> by <code>fitContinuous</code> – increasingly for larger \(\sigma^2\), but <em>unbiasedly</em> estimated by <code>bounded_bm</code>.</p>
<p>Cool!</p>
<p>That’s all for now, folks.</p>
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-14453535789082359092024-02-15T22:14:00.002-05:002024-02-15T22:14:49.709-05:00A little bit about ancestral state estimation under bounded Brownian motion using phytools<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Close followers of this blog will already be familiar with my recent obsession with Boucher & Démery (<a href="https://doi.org/10.1093/sysbio/syw015">2016</a>), aka. <a href="http://blog.phytools.org/2024/02/bounded-brownian-motion-most-important.html">the most important phylogenetic comparative methods paper you’ve probably never read</a>.</p>
<p>If you haven’t, I’d recommend my earlier posts on this topic <a href="http://blog.phytools.org/2024/02/bounded-brownian-motion-most-important.html">here</a> and <a href="http://blog.phytools.org/2024/02/more-on-bounded-brownian-motion.html">here</a>.</p>
<p>I’ve now implemented the bounded Brownian motion (BBM) model of Boucher & Démery (<a href="https://doi.org/10.1093/sysbio/syw015">2016</a>) in <em>phytools</em> via the function <code>bounded_bm</code>, but what I hadn’t mentioned previously as that I’ve also added an <code>ancr</code> ancestral state estimation routine for the model object class.</p>
<p>Code is <a href="https://github.com/liamrevell/phytools/blob/master/R/bounded_bm.R">here</a>. Let’s play around with it a bit.</p>
<pre><code class="language-r">library(phytools)
packageVersion("phytools")
</code></pre>
<pre><code>## [1] '2.1.13'
</code></pre>
<p>First, I’m going to simulate a tree and then some data under BBM using <code>phytools::fastBM</code> as follows.</p>
<pre><code class="language-r">tree<-pbtree(n=200,scale=1)
x<-fastBM(tree,sig2=0.4,a=0.5,bounds=c(0,1),internal=TRUE)
phenogram(tree,x,ftype="off",col=make.transparent("blue",0.5),
las=1,cex.axis=0.8)
clip(0,1,-1,2)
abline(h=c(0,1),lty="dotted")
text(0,0.97,"upper bound",pos=4,cex=0.7)
text(0,0.03,"lower bound",pos=4,cex=0.7)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-4" /></p>
<p>This isn’t as pretty as my illustrative bounded Brownian motion simulations of <a href="http://blog.phytools.org/2024/02/bounded-brownian-motion-most-important.html">earlier posts</a>; however, we can see that evolution is both <em>bounded</em> and that the bounds are being reached multiple times.</p>
<p>Before we continue, I’m going to separate out the tip values (which is all we’d know in an empirical study, of course) from the simulated internal states.</p>
<pre><code class="language-r">a<-x[1:tree$Nnode+Ntip(tree)]
x<-x[tree$tip.label]
</code></pre>
<p>All right. Let’s go ahead and first fit an <em>unbounded</em> (i.e., standard Brownian) model to these data.</p>
<pre><code class="language-r">fit_unbounded<-bounded_bm(tree,x,lik.func="eigen",parallel=TRUE)
fit_unbounded
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 200 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ -0.974998 , 1.983823 ]
##
## Fitted model parameters:
## sigsq: 0.250278
## x0: 0.496016
##
## Log-likelihood: 16.589545
##
## R thinks it has found the ML solution.
</code></pre>
<p>To proceed and estimate ancestral states I’ll use the <code>ancr</code> method as follows.</p>
<pre><code class="language-r">anc_unbounded<-ancr(fit_unbounded)
anc_unbounded
</code></pre>
<pre><code>## Ancestral character estimates from "bounded_bm" object:
## 201 202 203 204 205 206
## 0.496016 0.505804 0.501098 0.529028 0.547592 0.599433 ....
##
## Lower & upper 95% CIs:
## lower upper
## 201 0.245516 0.748515
## 202 0.26031 0.763309
## 203 0.26031 0.748515
## 204 0.289898 0.778104
## 205 0.275104 0.822486
## 206 0.289898 0.91125
## .... ....
</code></pre>
<p>Now the actual procedure that I’m employing inside the <code>ancr</code> method uses the discretized bin midpoints and marginal scaled likelihoods to compute a weighted mean estimate of the trait at each node – but this strategy produces virtually identical estimates to those we would’ve obtained using ML on the original scale of our data, which we can see by comparing these estimates to those from <code>phytools::fastAnc</code>.</p>
<pre><code class="language-r">par(mar=c(5.1,4.1,2.1,2.1))
plot(fastAnc(tree,x),anc_unbounded$ace,bty="n",xlim=c(0,1),ylim=c(0,1),
pch=21,bg=make.transparent("grey",0.5),cex=1.2,xlab="MLEs from fastAnc",
ylab="estimates from discretized space using ancr")
grid()
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-8" /></p>
<p>I guess the only point here is that we’re getting the same values! So far so good.</p>
<p>The more important question, though, is how close our estimates are to the <em>true</em> generating states.</p>
<p>There, we’re not doing as great. To see that, I’m going to graph not only the estimates, but their 95% confidence intervals. I’ll then use grey & red dots, respectively, to highlight true values falling within (grey) our outside (red) our 95% CI around each estimate. Note that on average we would expect our CI to include the true value 19 times out of 20.</p>
<pre><code class="language-r">par(mar=c(5.1,4.1,2.1,2.1))
plot(NA,bty="n",xlim=c(0,1),
ylim=range(anc_unbounded$CI95),xlab="MLE estimates & CIs",
ylab="true values")
for(i in 1:nrow(anc_unbounded$CI95)) lines(rep(anc_unbounded$ace[i],2),
anc_unbounded$CI95[i,],lwd=2,col=make.transparent("blue",0.25))
outCI<-union(which(a<anc_unbounded$CI95[,1]),which(a>anc_unbounded$CI95[,2]))
cols<-rep("grey",length(a))
cols[outCI]<-"red"
points(anc_unbounded$ace,a,pch=20,col=cols)
grid()
legend("topleft",c("95% CI","true value on CI","true value outside CI"),
lty=c("solid",NA,NA),pch=c(NA,20,20),
col=c(make.transparent("blue",0.25),"grey","red"),
cex=0.6,bty="n",pt.cex=1,lwd=2)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-9" /></p>
<p>Typically, here we’ll see a substantively greater fraction than 5% of estimates falling outside the CI.</p>
<pre><code class="language-r">length(outCI)/tree$Nnode
</code></pre>
<pre><code>## [1] 0.1256281
</code></pre>
<p>OK, now let’s do the same using bounded Brownian motion. I’ll do that using the same function as before but in which I update <code>lims = c(0,1)</code>, the true values of the limits of our trait.</p>
<pre><code class="language-r">fit_bounded<-bounded_bm(tree,x,lims=c(0,1),lik.func="eigen",parallel=TRUE)
fit_bounded
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 200 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ 0 , 1 ]
##
## Fitted model parameters:
## sigsq: 0.442651
## x0: 0.545151
##
## Log-likelihood: 55.680628
##
## R thinks it has found the ML solution.
</code></pre>
<pre><code class="language-r">anc_bounded<-ancr(fit_bounded)
anc_bounded
</code></pre>
<pre><code>## Ancestral character estimates from "bounded_bm" object:
## 201 202 203 204 205 206
## 0.545151 0.567683 0.57462 0.638257 0.664605 0.714024 ....
##
## Lower & upper 95% CIs:
## lower upper
## 201 0.0575 0.9675
## 202 0.0675 0.9725
## 203 0.0775 0.9725
## 204 0.1225 0.9825
## 205 0.1275 0.9875
## 206 0.1925 0.9875
## .... ....
</code></pre>
<p>We’re now ready to make the same comparison as before.</p>
<pre><code class="language-r">par(mar=c(5.1,4.1,2.1,2.1))
plot(NA,bty="n",xlim=c(0,1),
ylim=range(anc_bounded$CI95),xlab="MLE estimates & CIs",
ylab="true values")
for(i in 1:nrow(anc_bounded$CI95)) lines(rep(anc_bounded$ace[i],2),
anc_bounded$CI95[i,],lwd=2,col=make.transparent("blue",0.25))
outCI<-union(which(a<anc_bounded$CI95[,1]),which(a>anc_bounded$CI95[,2]))
cols<-rep("grey",length(a))
cols[outCI]<-"red"
points(anc_bounded$ace,a,pch=20,col=cols)
grid()
legend("topleft",c("95% CI","true value on CI","true value outside CI"),
lty=c("solid",NA,NA),pch=c(NA,20,20),
col=c(make.transparent("blue",0.25),"grey","red"),
cex=0.6,bty="n",pt.cex=1,lwd=2)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-13" /></p>
<p>We should see that our CIs are <em>broader</em>, but they also capture much closer to 95% of the <em>true</em>, generating values of the trait at nodes. If we repeat this simulation many times, we’ll find that it’s true in general.</p>
<pre><code class="language-r">length(outCI)/tree$Nnode
</code></pre>
<pre><code>## [1] 0.04522613
</code></pre>
<p>That’s all I’ve got, folks.</p>
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-476961421172735062024-02-14T18:30:00.003-05:002024-02-15T10:41:55.198-05:00Announcing March, 2024 phylogenetic comparative methods workshop at UMass-Boston<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p><img src="data:image/jpeg;base64,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" alt="" /></p>
<p><a href="https://jamesboyko.com/">James Boyko</a>, <a href="https://lukejharmon.github.io/">Luke Harmon</a> (joining remotely), & <a href="https://scholar.google.com/citations?user=2GWMBj8AAAAJ&hl=en">I</a> will be offering a <strong>professional workshop</strong> on the topic of <a href="https://press.princeton.edu/books/paperback/9780691219035/phylogenetic-comparative-methods-in-r"><strong>phylogenetic comparative methods in R</strong></a> at the <a href="https://www.umb.edu/">University of Massachusetts Boston</a> from <strong>March 22nd through 24th</strong>, 2024 (three full workshop days).</p>
<p>This workshop is free of cost; however, priority for admission will be given to local participants & participants who <strong>do not</strong> need us to cover their travel & lodging expenses. Some <em>very limited</em> travel & lodging scholarships may be available.</p>
<p>Non-local participants selected for the workshop should expect to arrive to Boston in the evening of Thursday, March 21st and return either late Sunday, March 24th or in the morning of Monday, March 25th.</p>
<p>Application is via the following <a href="https://forms.gle/MohbypBDpQZr1ELU8">web form</a>, and the deadline to apply is <strong>Monday, February 26th</strong>.</p>
<p>Please email me, Liam Revell (<a href="mailto:liam.revell@umb.edu">liam.revell@umb.edu</a>), with any questions.</p>
<p>This workshop is sponsored by the <em>National Science Foundation</em> award DBI 1759940 to LJR.</p>
</div>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-86155632790286561632024-02-12T16:04:00.003-05:002024-02-12T16:17:55.215-05:00More on bounded Brownian motion & important papers you haven't read yet<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Several days ago now, I wrote a post about the <a href="http://blog.phytools.org/2024/02/bounded-brownian-motion-most-important.html">most important phylogenetic comparative methods article you’ve probably never read</a>.</p>
<p>To recap in a couple of sentences, the post refers an <a href="https://doi.org/10.1093/sysbio/syw015">article</a> by Florian Boucher & Vincent Démery that was published in the journal <em>Systematic Biology</em> in <a href="https://doi.org/10.1093/sysbio/syw015">2016</a> describing a new continuous trait evolution model of Brownian motion with reflexive bounds (BBM), as well as (arguably, more importantly) a method to calculate the likelihood numerically, which involves discretizing the state space of the continuous trait. The article thus identifies an important and (in retrospect, obvious) valuable equivalency (in the limit as the number of discrete state categories goes to \(\infty\)) between continuous & discrete-state trait evolution models. This framework was subsequently taken a step further in a <a href="https://doi.org/10.1093/sysbio/syx075">2018</a> article by Boucher et al. describing a generalization they refer to as the Fokker-Planck-Kolmogorov or FPK model. Together, both of these articles have accumulated a meager 72 citations (in total) over the 8 & 6 years since their publication, respectively, which I think really understates the potential significance of this approach to modeling & understanding trait evolution for continuous characters. More on this in future posts!</p>
<p>The other day, however, a colleague who was interested in BBM asked me the simple question “what about single-sided bounds?” In other words, what about a trait whose evolution is (for example) bounded on the lower, but not the upper end?</p>
<p>To think about this, though, I’m going to digress <em>backwards</em> a tiny bit and add an observation to my <a href="http://blog.phytools.org/2024/02/bounded-brownian-motion-most-important.html">previous post</a> on this subject in which I note that the BBM model will <em>always</em> explain our data <em>better</em> (will have a better model fit: i.e., higher log-likelihood) than its unbounded counterpart.</p>
<p>To understand why this might be, we should just imagine a scenario in which our trait evolved under Brownian motion with <em>no</em> bounds. In this case, the probability of observing the data that we have (in fact) observed will <em>always</em> be higher if there exist upper & lower bounds on trait evolution lying <em>just beyond</em> our uppermost and lowermost observations. This is because they make having observed <em>these</em> values of the trait more probable (because they add probability in the tails) than if the bounds don’t exist – while the probability of our data in the center of the distribution remain largely unaffected.</p>
<p>This also helps us to understand why bounds, even though they aren’t optimized, add parameters to our fitted model. (Another way of understanding this is that they are not given a priori – they must be observed from our data!) On the other hand, it is a completely reasonable endeavor to ask if the bounds, which add model complexity, add <em>significant</em> explanatory power to our fitted model.</p>
<p>Let’s see this by first simulating <em>unbounded</em> trait evolution and then fitting two models to these data: one without bounds & the other with bounds equal to the observed range of the trait. (I’m going to do visualize my simulation using a technique illustrated <a href="http://blog.phytools.org/2024/01/more-on-visualizing-brownian-motion.html">here</a>, but this is just for fun. We could’ve likewise simply run <code>fastBM</code> on the original tree.)</p>
<pre><code class="language-r">library(phytools)
packageVersion("phytools")
</code></pre>
<pre><code>## [1] '2.1.13'
</code></pre>
<pre><code class="language-r">tree<-pbtree(n=100,scale=100)
h<-max(nodeHeights(tree))
mt<-make.era.map(tree,seq(0,h,length.out=100))
st<-map.to.singleton(mt)
y<-fastBM(st,sig2=0.8,a=5,internal=TRUE)
par(mar=c(5.1,4.1,1.1,1.1))
phenogram(st,y,ftype="off",mar=c(5.1,4.1,1.1,1.1),
lwd=5,las=1,cex.axis=0.8)
grid()
phenogram(st,y,ftype="off",add=TRUE,lwd=3,
color="white")
phenogram(st,y,ftype="off",add=TRUE,lwd=1,
color="blue")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-3" /></p>
<pre><code class="language-r">x<-y[tree$tip.label]
</code></pre>
<p>Now, I’m going to fit a bounded & unbounded trait evolution models, and show that the former has a higher log-likelihood – even though the latter was our generating scenario. (The new function option I’m using here, <a href="https://github.com/liamrevell/phytools/commit/3762017b6d4f02e23d4bc0366f2e3369c5d37fd8"><code>lik.func="eigen"</code></a>, does faster calculation of the likelihood via eigen-decomposition of the <strong>Q</strong> matrix. I’m still trying to figure out if this makes it more or less precise!)</p>
<pre><code class="language-r">unbounded_fit<-bounded_bm(tree,x,lik.func="eigen",parallel=TRUE,
root="mle",levs=400)
unbounded_fit
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 400 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ -70.506162 , 81.686123 ]
##
## Fitted model parameters:
## sigsq: 0.880901
## x0: 4.638779
##
## Log-likelihood: -286.695767
##
## R thinks it has found the ML solution.
</code></pre>
<p>(Here, since we don’t specify bounds, the function puts upper- and lower-bounds such that they evenly span 3 \(\times\) the observed range of values in our data. This is arbitrary, but as an approximation this range should be well outside the observed range of our data.)</p>
<p>We can see that this approximates <code>geiger::fitContinuous</code> for <code>model="BM"</code> (and this approximation would be even more accurate for increased <code>levs</code>).</p>
<pre><code class="language-r">geiger::fitContinuous(tree,x,model="BM")
</code></pre>
<pre><code>## GEIGER-fitted comparative model of continuous data
## fitted 'BM' model parameters:
## sigsq = 0.886079
## z0 = 4.767101
##
## model summary:
## log-likelihood = -287.039597
## AIC = 578.079193
## AICc = 578.202905
## free parameters = 2
##
## Convergence diagnostics:
## optimization iterations = 100
## failed iterations = 0
## number of iterations with same best fit = 100
## frequency of best fit = 1.000
##
## object summary:
## 'lik' -- likelihood function
## 'bnd' -- bounds for likelihood search
## 'res' -- optimization iteration summary
## 'opt' -- maximum likelihood parameter estimates
</code></pre>
<pre><code class="language-r">bounded_fit<-bounded_bm(tree,x,lik.func="eigen",parallel=TRUE,
root="mle",levs=400,lims=range(x))
bounded_fit
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 400 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ -19.775401 , 30.955361 ]
##
## Fitted model parameters:
## sigsq: 0.90261
## x0: 4.765605
##
## Log-likelihood: -284.36066
##
## R thinks it has found the ML solution.
</code></pre>
<pre><code class="language-r">lmtest::lrtest(unbounded_fit,bounded_fit)
</code></pre>
<pre><code>## Likelihood ratio test
##
## Model 1: unbounded_fit
## Model 2: bounded_fit
## #Df LogLik Df Chisq Pr(>Chisq)
## 1 2 -286.70
## 2 4 -284.36 2 4.6702 0.0968 .
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
</code></pre>
<p>This model comparison <em>happens</em> to be non-significant, but it would seem to be more frequently so than expected under \(\alpha = 0.05\), suggesting that it might be necessary to generate a null distribution via simulation (or consider alternative ways of assessing model support).</p>
<p>Now let’s try the same simulation – but with a trait lower boundary of 0 & no upper boundary at all. Evolution under this scenario might look as follows.</p>
<pre><code class="language-r">tree<-pbtree(n=100,scale=100)
h<-max(nodeHeights(tree))
mt<-make.era.map(tree,seq(0,h,length.out=100))
st<-map.to.singleton(mt)
y<-fastBM(st,sig2=0.8,a=5,internal=TRUE,bounds=c(0,Inf))
par(mar=c(5.1,4.1,1.1,1.1))
phenogram(st,y,ftype="off",fsize=0.4,
mar=c(5.1,4.1,1.1,1.1),lwd=5,las=1,cex.axis=0.8,
spread.cost=c(1,0),ylim=c(-5,max(y)))
grid()
phenogram(st,y,ftype="off",add=TRUE,lwd=3,
color="white")
phenogram(st,y,ftype="off",add=TRUE,lwd=1,
color="blue")
segments(x=0,y=0,x1=h,y0=0,
lwd=6,col=palette()[2])
segments(x=0,y=0,x1=h,y0=0,
lwd=2,lty="dashed")
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAACWAAAAXcCAMAAACRO0UmAAAA0lBMVEUAAAAAADoAAGYAAP8AOjoAOmYAOpAAZrY6AAA6OgA6Ojo6OmY6Zjo6ZmY6ZpA6ZrY6kLY6kNtmAABmOgBmOjpmOmZmZjpmZmZmZpBmkJBmkLZmkNtmtttmtv+QOgCQZjqQZmaQkGaQkJCQkLaQtraQttuQ2/+2ZgC2Zjq2Zma2kDq2kGa2kJC2tpC2tra2ttu229u22/+2///T09PbkDrbkGbbtmbbtpDbtrbb27bb29vb2//b/9vb///fU2v/tmb/25D/27b/29v//7b//9v///8lu7GyAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOy93bL0uHGmS7lGluwdoxn/HDks6chuR8yJ7dWhCcXejrZs4f5vafdaqwjkm5ngL0gkyfeJkLqKRYIJJAk8BXDVNyRCCCGEENKUoXcAhBBCCCF3g4JFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0hoJFCCGEENIYChYhhBBCSGMoWIQQQgghjaFgEUIIIYQ0JqRg/en3fzUMwy/+5z+Jbf/9t4PgV71CI4QQQgiZJaBg/el32aN++c9563/+moJFCCGEkGsQT7DApH7x23HzTwMFixBCCCHXIJxg/fl3YFJ/8e/v7T9SsAghhBByEcIJ1pdI/eZff371x99LlfqBVkUIIYSQixBNsD4nsH4xPnn1hzKF9bn9b/qFRQghhBCynGiC9fkEVhGpH342rN/m7b+tHUQIIYQQEologvXTIEWqvPtJPI4VjY/eATweZqA7TEF3mILeMAPdiZaCaIKFlHmrH4fhL/+jczQVPj6iJfVpMAPdYQq6wxT0hhnoTrgUXEWwvp5x/+PfD8Pw1/8QTLTC5fRxMAPdYQq6wxT0hhnoTrgUxBasH8cn3j+fcf/fvx9/HOsfe8cFhMvp42AGusMUdIcp6A0z0J1wKQgtWJ//PM73wiD+Qzmx/p4wXE4fBzPQHaagO0xBb5iB7oRLQWjB+kE+4w7M/kHhMI3Iw8fu1x+NyuHrra8/AsTw8NcfAWLga77u+vpjx7F83eT1R8syGxBZsH4svzNafn70v/7l18P8XxTO+NVQWvHjg6/5mq/5mq/5mq/5urxuQWDB+lGI1A/i50f/9LcLFgnPnMHia77ma77ma77m6zu9bkBcwfr0qyxVwOffFu77zYafi95zOCGEEELIFFFF48//UvWrr/msfb86SsEihBBCyIEEFY0//d2EX5Vfb9gKBYsQQgghBxJTND4XAYdf/lvt458oWIQQQggJTEjR+MPnc+gTT1kFE6yWz8SRLTAD3WEKusMU9IYZ6E60FEQUrB/nfks01hJh2786IOthBrrDFHSHKegNM9CdcCkIKFhffz6I/xrO55JhMa7Pfzcn0F8Rhsvp42AGusMUdIcp6A0z0J1wKYgnWD85j7eXfzNn3ONXu85BwboVzEB3mILuMAW9YQa6Ey4F4QTr06X+wjze/vmP5vyv9+s//HrvCiEF614wA91hCrrDFPSGGehOuBSEE6wfXHv6+rcIf/lP/5HSH38/7J7A4kPuN4MZ6A5T0B2moDfMQHeipSCaYH1OYCHfLvUDbNv3M6P8mQZCCCGEHEo00fjR/LOB34L1+WB7ZucCIQWLEEIIIYcSTTR+qAjW97+d881fVn+BdCkULEIIIYQcSDDRgIkqEKyU/uv//PXPb//Hb/51/2koWIQQQgg5kGeKBgWLEEIIIQfyTNGgYBFCCCHkQJ4pGvyZhnvBDHSHKegOU9AbZqA70VJAwdpNuN82exzMQHeYgu4wBb1hBroTLgUUrN2Ey+njYAa6wxR0hynoDTPQnXApoGDtJlxOHwcz0B2moDtMQW+YgVP5+pEBtS1cCihYuwmX08fBDHSHKegOU9AbZuBE8u84wdZwKaBg7SdYSh8IM9AdpqA7TEFvmIHTkD+VKbdHSwEFixBCCCFXYRQrZxIrFpFjO47YOSGEEEKIi7Cq4IYVOLQDCZ0SQgghhLiAVMWexAob2KEETgghhBBCfLJRvV75bdQBPWpcxxI3H4QQQgjxEX71bViRlwmDhnUwYdNBCCGEEB/wK2lYIcf0kEEdDn+m4V4wA91hCrrDFPSGGTge5VcvtUwYLQUUrN2E+22zx8EMdIcp6A5T0Btm4HjU+qCexAqXAgrWbsLl9HEwA91hCrrDFPSGGTgc8/yVMqxwKaBg7SZcTh8HM9AdpqA7TEFvmIGjsc+3C8WiYIWBgnUrmIHuMAXdYQp6wwwcjPGr8jDW+/OfUxBLaWJFcxZ8yP1eMAPdYQq6wxT0hhk4FOtX+s8JfzasYH9NGCqY0wiWBEIIIYRU8fzqPZDbvyaMQqRYziNWDgghhBBSxfcrOYmFu8UgUCgnEioFhBBCCKlS9St3EqtbmJo4kZxJpAwQQgghpEplfbBmWN3i1MSJ5EwiZYAQQgghNerPXznLhJEMK0wgpxIoAYQQQkgh1jJXfyaeb9eTWImC1R/+TMO9YAa6wxR0hynoTaMM4MNFZNKv4F0xrA5RuoQJ5FT4Q6O3ghnoDlPQHaagN20yMAgaFHdxoClqz7HLPd7vTw+0QphAToWCdSuYge4wBd1hCnrTJANZFp5uWAPwuaX+d4Koo5EaLkwgp0LBuhXMQHeYgu4wBb2ZyICRhcn9xJu2EV6DwfC1efJ3GFS7nRfsDHEiORMK1q1gBrrDFHSHKegNZsBqwrxi2ZmY5w3QtZaa+Z2r790/orVanEjOpG0G2K/1hhnoDlPQHaagN+8MTKnVpGKVjyL+ZmadlnHWWmj2d0TfhhWszQKFciKhUkAIIeT6LPKpmmKJzTF/lbzCtDRuKcxsfb2WtEjTQBoRKZbziJUDQgghF2bhHBXs7G38fPVa5hNBWFblFYXJ9y9BPtlMLPujaEisaM4iWhYIIYRclMVqpfbXW75eLjaKRfNlRzOesMmJRSEvS7rgc//XirYVV8sSIYSQmMybjZ6J0Yql/WrJKmHVr84c3rAOrUpz7OqihnWpYJtxsSQRQgiJia80FUnwFMvqVVr4V3PdFUtJYpvCdFPpRdN9ZzmVK8XajmvliBBCSEz0kD9hVr5iuX6FhuWdszqKnalYoxKN591ZlvAr+cnnWzGFdaHR+0KhNqRtivjn0b1hBrrDFHSHKehDGfHnjErulA8VOiTmaca3eAJ5ytmHvc/wkPdZmizfDaWwl/roJRZNp88S7SagYO2GP/DXG2agO0xBd5iCPlSfG6oe4ShW2T5uHTfIU4gzzgxhZy0Ufp/jtch9FhRl/UpuWrBIGO4moGDtJlxOHwcz0B2moDtMQR+EF8yZVUbu50xfwZRWUstiRskm1x/b1dND1j01EKyUskZJR3xvWrBIGO4moGDtJlxOHwcz0B2moDtMQRfAryb3AuUx+9t1w3FrAqeY1aszFUtMYO01LK/GQyk/qc8qpYS7CShYuwmX08fBDHSHKegOU9AFnGRRH/h8f46KpaavpGHlrWnJ9NV2xVqvY6LuewVLTFZpvxrLTgsMK9xNQMHaT7CUPhBmoDtMQXeYgg6gF5Rt03ztJlRIO5F9IqlytBeS/GS5YhkBnNxPVv71wr/xW3Ayv9SkZ+xE+Un65kSU0W4CChYhhBCyAekAS35b3VUs61cThiWOrAVlJ7Fmx7tqwLV9kpTLVDRou2AlrKz9E8W0ZJEwGBcJszGXSQ8hhJCgaAdYMA/kKRZIlNwvGcMSh03EtXadUDqTVwPtX4OeYNr3Uw3jUeBXagLrmoZ1jShbc5XsEEIICYod9ZeM/I5iie26cPtjDc4ElfGidY9imfMqjdLFyzfjWXaoj6op+JteFdSNEZxLBNmciySHEEJIVIwDrDhOulDZ5pReDGvcfUqvtiiW/XCiXNhBPn22WbCEqkmXgvIHZ6eVp+nCJYJszkWSQwghJCg7xnzjLI4CyVkb/HPDab9CxaoW757HCdE9UgpPWvgnfjWwGXGBUK2+7jlNF64QY3uukRtCCCFRMQ6w9uByiKsx1rDmZ6VqilU3LDjLy0oW7g2PhAndSZunsJTejW9rgnWtRcILhHgAbVMT7S9Dnwcz0B2moDtMwcmYKZWVGSjSULMfZVjLFv3gI33IzDkcxyrAx9p/0ta5JSWR1q/yHyfaKSx7nmg3AQVrN+F+2+xxMAPdYQq6wxScjXaM9RkYJNUdUtJ/bji54uf9wSH8Wmn9DFXJeimSkCqnJVYMr0M5FrTJK9LuqksLdxNQsHYTLqePgxnoDlPQHabgEOomY+ZYtmRgUq+SNSx50HyxqRxZqYuaIxNnGo+yboWrgq+ie3NTWE7YNb8yv9Ggdi67AOFuAgrWbsLl9HEwA91hCrrDFBzAlP8YqdiUgTlXsgY0r1d6r7phOX6VD7CIT1N+sF3WAX3IjwjDF+eXbytzYjUby4S7CShYuwmX08fBDHSHKegOU9AexwjgswQKcEwGhAOJmBYeJxULCjNlm+euXLfKH5V99J/4Jd+whiri/OVAaa/Wx6pTZeFuAgrWfoKl9IEwA91hCrrDFLRmHP89p/GG+mMyACev2F79wCnDMn6ly7Zu9aUMeaucwJo2HxGKI1iVBULra7PniXYTULAIIYQQhTOwmw9nnjo6JI7lp7JzRLIm/mcTZ5BCVI773jbdHn77Vf2qNoGllxTXtUYPYkd3FNGzQgghpCvuZA9+NvdYd7tAajNpSw71DWvCryZ8SJgP2NRUg9TjlseYBULX1k5t+P3Eju4oomeFEEJIV7J/vN/443w6YZives/SYz9fKMOa3C5PNmjGY+yf+CW3RVDy7G9sGb+yfz9gq3MRwwod3GEETwohhJC+DGZ+BSa00omj/Ga9SjWTqvkVns6YlfQorHy1SUrB/lPztQXCir2KuN9vN7TJaYQO7jCCJ4UQQkhfijG4BpJOm8DSZ996qDYss80cZcVOeJR6QspvE3H4y8H9zYXp1j1bbncRObbjiJ0TQgghffkeusWEywDWkGZ+9ikQFcMyW9zj9FZpWHhgabCyG55pXFg0luUsENZb1xjWvtY5lMixHUfbnET7y9DnwQx0hynoDlPQFlgLs8+HO3MoYTPg+pR+v3BM9ASrqp3O9FXCt9avZqcHRfBmh2gpoGDtJtxvmz0OZqA7TEF3mILGiGFezfxUDCBwBhzDwncrhkScQPINK2+3y4NQludXoK9uYPUprnApoGDtJlxOHwcz0B2moDtMQWOkLaBN6CWq+IJlDUu+XuVXZvarKJZtGFwefCVjWCq6lBxNq4Zg1wjDpYCCtZtwOX0czEB3mILuMAVtgWVA718CNAYQOgOOYW3zKzQsnMSyU1j5RK9sqskOwOsmsCYcLFwKKFi7CZfTx8EMdIcp6A5T0BY5hidtWMmZwAqeAWNYW/0qoTjlImDtVGqUXBws3oQri96fKaaqYCV5HgpWOJoKVrjn6p4HM9AdpqA7TEFTlGChTSTXAGJnQBnWZr9SJcHEnmqbvA9Mm+HugwpgwQTW1BrhupocDgWLEEIIAWAITwkMK13lZ5gA9KLtfmVW//ImNbsnzyXeJytYWHSam8BS2Qmcg7CBHUrghBBCCOmMnEhJar7mGmO7RRkWbNpYkjeJldTKKpgpiqnWq+ovYDgBpCv8EFnYwA4lcEIIIYR0xp0i0Q+IRx7aPdQq4Wa/kmYkp6eyYZVH2vFnxNKCh6sW6Wt1jTAYYQM7lMAJIYQQ0hk90LsPiF9NsKRhwduNJelJLPUnAMav5ienlgrWVdYIo8Z1LHHzQQghpDdWsKRhhR/Ya4BS7fArOBqfsiqGZf1q+Q9czc0PXmSNMGpcxxI3H4QQQjpjZlvAsK46gZVQqnbGr5YJhWLlTfYnWqelaPEE1lXWCKPGdSxt8xHtL0OfBzPQHaagO0xBQ8xAr2UiOQJwiQxkLdo3fwVF2T8WdH8MYlaflk9g1dYIo6WAgrWbcL9t9jiYge4wBd1hClpi50eUYSVrABfJwCBoUtb7tVYs58e25qawlk9gVdYIw6WAgrWbcDl9HMxAd5iC7jAFLXEWoHCV0JvAukoGmvmV+p0FM42l/1hxRqDWTGD5a4ThUkDB2k24nD4OZqA7TEF3mIKGyKmWPFwIwyr7CC6UgUZ6lYqsvd+CYmm/mpvCWjOB5a8RhksBBWs34XL6OJiB7jAF3WEKGuKP9KAlVgAemoGKYpnfZxhfpppCrZrA8tcIw6WAgrWfYCl9IMxAd5iC7jAF7fCWn5L5Ezx91EMzYB7per3kRJZqtLpDrZvAqqwRtqpUIyhYhBBCSKEiWC3/BO9WVBQrfwQ7Jl+iVk5g1aYZYxEyqMMJmgxCCCG9cR/Byp8omSCfeNNYeTvuluYEy3xUPWWK/lujIYM6nKDJIIQQ0pu5J4XoVx5ey5iW0u6qn2lb4UvuGmEwQgZ1OEGTQQghpDfTIzf1qoaZxrJNVZ2nqprX5OncogIRMabjiZkLQggh3bnA1EhUpGK5M30VkVq9QJgusUYYMabjiZkLQgghvak/gkXmGRDv4+T/BMbKCawrrBFGjOl42uYi2l+GPg9moDtMQXeYglZsXXpiBt7U9SpVfmx0ywSWl6hoKaBg7Sbcb5s9DmagO0xBd5iCZmycGGEGClW98l1q2DKB5awRhksBBWs34XL6OJiB7jAF3WEKmkHBOhQ7hTV40rW4JJGpcCmgYO0mXE4fBzPQHaagO0xBK7Y+gsUMLMPYlPCrlauyuqRwKaBg7SZcTh8HM9AdpqA7TEErNj+CxQwsQ09hjY28vsn1GmG4FFCw9hMspQ+EGegOU9AdpqARm/82jRlYhjOFldKWCSxnjfCQgLdDwSKEEELexP/j/4sz6ImnrX4V/7dGwwV0CgETQQghpDtbH8Eii/F+wGr856FXC1boZIUL6BQCJoIQQkh3ok+K3AA1hZXS6Fer29xTtUiEC+gUAiaCEEJId4IP2bcAvCilt2ttnMJKgXU4WjznEC8PhBBC+kPBOh4tWO/Jq81TWGHXCKPFcw7x8kAIIaQ7wUfsmwCtLP+b7rVGGC2ec+DPNNwLZqA7TEF3mIIm7FhzYgYWA140+tWmPyTEfH0EM5pg4ZwEf2j0VjAD3WEKusMUtGH7jAgzsAIxhfWCR7HSnjXCcCmgYO0mXE4fBzPQHaagO0xBGyhYpyD+kPDtV/ofKFxdUAqYAgrWbsLl9HEwA91hCrrDFDRhxzM9zMAayszT6Fcbl2aVYMVSmljRnAUF61YwA91hCrrDFDRB/8j4ikOZgTXAb2HlH3TfPIWV1whjKU2saM6CD7nfC2agO0xBd5iCFuz5ozRmYA35F9zfb7ZOYeEaYbC/I4wVzVnE+2tOQgghvYn9V/93QkrUMAy7prBS1N8aDRXMaQRLAiGEkP4E/1mlOyFcaCiCtXkKK+Yvl4UK5jSCJYEQQkh/djyCRVYyKtXbrYatbR9ZikMFcxrBkkAIIaQ/gcfq+zEIkhWlNYa16bgTiBTLecTKASGEkABQsM5E6pUjWEubP/AaYaRYziNWDgghhPQn8mrTLQGP0o+5L23/wFmLFMt58Gca7gUz0B2moDtMwX72PYLFDOwDRGnNHFbcNcJAoZxI0xTw5+V6wwx0hynoDlPQgF1TIczAXmCtb8UkVtw1wkChnAgF61YwA91hCrrDFDSAgtUV+EPCFYYVd40wUCgnQsG6FcxAd5iC7jAF+9k3UDMDu1GGtXiZMOwaYZxIzoSCdSuYge4wBd1hCvaz8xEsZmAvY6OvNaywa4RxIjkTPuR+L5iB7jAF3WEKdrNzpYkZ2EvWqde6ZcKwa4RxIjmTSBkghBASgKjD9HMY5BzWOsNKEdcIwwRyKoESQAghJABh50EehDWsRcuEUdcIwwRyKoESQAghJAD7HsEiTSg6hYY1nY2obhwmkFMJlABCCCEBCDpIP4zBTmItM6yvQ8TrCIQJ5FQCJYAQQkgAKFgh2GRY4vNIk49hAjmVQAkghBDSn6jLTI/DMazx34WePKa8PDzEpcSJ5Ez4Mw33ghnoDlPQHaZgJ7sfwWIGWoEPYolJrHpexo8W/nLWScSJ5EyaZoA/L9cbZqA7TEF3mIK97J3AYgbaUV0mrEvW5+afUxDKryhY++Ft1RtmoDtMQXeYgr1QsALhLRPOSFYWrFMDnSZSLOdBwboVzEB3mILuMAU72f0IFjPQEiFRwrDSpGR9CdaJMc4TK5qzoGDdCmagO0xBd5iCnex/BIsZaIp6EOulP3IUK1wKKFj7CZbSB8IMdIcp6A5TsI/9f0PIDLRFLRNWJAsOiZYCChYhhJCnwx9pCIdjWI5kdQpuEaGDO4zgSSGEEHImux/BIgcgDOrlSlZww4oc23HEzgkhhJBT2f0IFjkCnKOykhV8DitwaAcSOiWEEELOhRNYMTEPWinFim1YcSM7ksgZIYQQcjIUrKB4D7NfxrDCBnYogRNCCCHkZPgIVlz832QAw+oT2DxhAzsU/kzDvWAGusMUdIcp2EOLR7CYgYOo/LaoY1jRUkDB2k243zZ7HMxAd5iC7jAFu2gwgcUMHIknWa+cr/emcCmgYO0mXE4fBzPQHaagO0zBLihYF8BIljascCmgYO0mXE4fBzPQHaagO0zBHlo8gsUMnMGkYYVLAQVrN+Fy+jiYge4wBd1hCvbQ5BEsZuAk0LDGLSlgCihY+wmW0gfCDHSHKegOU7CDJn9DyAycxzBIJy6G1TcqAwWLEELIk+GPNFyOimEFI2BIJxAyFYQQQjrwPTq/KFgXovageyjiRXQGETNBCCGkB2oCi8PDFbiCYYUL6BQCJoIQQkgPuEJ4SZwH3aOlLlo85xAvD4QQQrrQ4m8Iyelc4DGsaPGcQ7w8EEII6YGewOLocBHiG1awcE6CP9NwL5iB7jAF3WEKttLqEXdm4GyMYX0EM6xY0ZwFf2j0VjAD3WEKusMUbKbRBBYzcD7qQfefUxDLsEIFcxoUrFvBDHSHKegOU7CVViuEzEAHjGHFWiWMFMt5ULBuBTPQHaagO0zBVlo94s4MdED/mzkfsZ7DChRK4U+//6ufG+kX//OfcPMf//7XP2/9zb/uPwEF61YwA91hCrrDFGyk2SPuzEAPYj/oHiiUkT/9Lv9z2b/857L5v/9u3PqX/7H3FHzI/V4wA91hCrrDFGyj3a+4MwM9CG1YcSIZ+c9fD4Vf/Hbc/N9/W7b+xb/vPEekDBBCCOkFf6Ph4ijDCpXDOJG8+fPvBsnoUrh57xxWpAwQQgjpBH8E6/KoB90jJTFMICM/frbO13NWf/z958tffW/+6fP1//p/P5/P+nz128kyZgmUAEIIIb1ot0JIeoGGRcGq8zlT9Yvxyas/5Cmsrwmsf/ze+uP+KaxACSCEENIJTmDdAPWnhIGyGCaQN59PYP1NfvfDOFn1uflXYusv/tk5djmBEkAIIaQTWrB6x0O2UAzr/a5vOIUwgbz5Cdb/8rsfpVOhhG0hUAIIIYR0Qj4fzQmsyzKI3EVKY5hAXD5V6lOwPlcIy58Ofr7bt0bIn2m4F8xAd5iC7jAFG2i6QsgM9AMFq2sokjiReIyC9fkbDb8qm3/Y+0sNTTPAn5frDTPQHaagO0zBFlo+4s4M9ORrDusD57L6EycSj3Fl8FOw/gY2U7BIhhnoDlPQHaZgA20nsJiBnnwJ1gf/qZzlfHrV11qgeurqx71PuVOwbgUz0B2moDtMwQaaPuLODPQlC1bvQASRYjHAHxGKn776aV6whmnErfCx9/X7/e5y+Hrr66//DxTPA19/fPSPga/5eu3rr0Wl/Ij73jLl3RCnjg96/SVY7cpsQGTB+jH/zuhqwZrxK3En6ftiw+uPRuXw9dbXHwFi4Gu+5uuLvf4cCVKewOofD1/vff3RsMwWBBasH/PPjMaeweJrvuZrvubr673+fiw6P+LePR6+DvW6AXEF69OvRo1aL1jTxFqmJYQQcjotH3EnxBL1kvrzvwi/omARQghpStNH3AmxBL2m/vR3w8Rvt8f6K0JCCCGXY+CvuJNjiXlNfQrV8Mt/y+9D/w4WIYSQq9H0R7AIcQh5Tf3h82KX/xjO5z+OE/aX3AkhhFyNb6dq8yvuhHhEvKg+H29X/5rzD1K4+G8REoQZ6A5T0B2mYCXNJ7CYgc4Mw0cwT44VzRdffz74j2Zb9YmsDTQVrLZ/1knWwwx0hynoDlOwkuYrhMxAXwb+kvsCfhqcR9g/nSqvEf6w9xl3Cta9YAa6wxR0hylYSfNH3JmBrgwD/y3CeT6fZ/+Lf9NbP1cFx1mrH4e9K4QUrHvBDHSHKegOU7CO9o+4MwM9Gd45HEIZVpxI3lSmp76ey/rNz+L1p99/vvqt3WMNFKxbwQx0hynoDlOwjvaPuDMDHRFaRcGq8zmBhXyvDH5NYWV2TmDxIfebwQx0hynoDlOwigN+o4EZ6AcKVhivCRPImx/NPxv4fvRKmte+32hIsRSXEELIufBHsO7FO4Mv8ToCYQJ580NNsL5/3P2LX+71q0gJIIQQcjLNH3EnBzL7YJX25XPCmidMIN/gSiAIVkp//PtfD8Mv/p9/3X+aQAkghBByLpzAuhBZBqZ3ifijsWECOZVACSCEEHIuUWc8iEVMt0ztkyL6cphATiVQAgghhJwLVwgvw2hWU4YV1pfjRHImkcLZsHkAACAASURBVDJACCHkTLhCeBlEduYEK94KIQWrAfzj3N4wA91hCrrDFCznmAGZGWjPgIJVyVRYX44TyZk0zQB/Xq43zEB3mILuMAXLOWYCixloT/aryd9fCLtCSMHaD2+r3jAD3WEKusMULOeYAZkZaE7xq8lUxX2iLlAoJ0LBuhXMQHeYgu4wBcs5ZkBmBpoj/GpisjHwE3WBQjkRCtatYAa6wxR0hylYzEEDMjPQGulXE1NYcVcIKVgN4F3VG2agO0xBd5iCpRz1N2fMQFuGYk5zgpVirhBSsAghhDyHwCtKRCD9amp6KnI+I8VyHrFyQAgh5CQCryiRAvjVlD6F/RGsRMEihBDyIAKvKJGM+gPCCX8KPIFFwSKEEPIcIg/IZET9AWF9wjH0hGSsaM4iWhYIIYScQegBmbzRfjUnWDFXCClYhBCykmHg1MdV4QrhBcAHsFKaSFjoCclY0ZwFf6bhXjAD3XlWCoaR3oFInpWC7Rw3gcUMtEL71UTGcELyI9QtScFqAH9erjfMQHcelYJB0DuWwqNSsIfDBIsZaIXxq2nBynsO4VIQqIM4Ed5Wt4IZ6M6DUlDMKpZhPSgFuzjuESxmoBX4B4STSqwmsKKlIE7/cCa8rW4FM9Cd56QAJq4iGdZzUrCP4x7BYgYaoR5wH6ZSRsEKCG+rW8EMdOcpKVALg5HmsJ6Sgr0c+AgWM9AEx6/qOUP5CpeCKL3DufDRxnvBDHTnESmQepUXL8J0oY9IwX4O/JEGZqAF9gGsCcHSH0VLQZje4VQC9YqEkEuAevWKZ1hkAcc9gkWa4PtV7ZcYvt8F/RGsRMEihJAFGL8q6xd9AyNrOO4RLNKCfEPJbzB1jaqrVwzCBXQKARNBCImLo1c0rCvCCazYeA9g1acdw89HxovoDCJmghASFKtXSf+NE7kG0Ufkh+P6VT1r4ecj40V0BhEzQQgJib84iIsY5BqEn/J4NhW/qq4ERl8hpGARQsgE7vTV+CaJUYDEJ/yUx7NxHnAX281DWPF1OWBIJ9A2FdH+MvR5MAPduW8KfL2S40AQw7pvChpy6IjMDOyl4le1vFldjpaCAP1CB5reWeF+2+xxMAPduW8K/Nkru5LRK77MfVPQkiMFixnYC8xIwRcXN296AmuIl4L+/UIPKFi3ghnozm1TUPp4mL4Sz4rgXv24bQpacuiaEjOwF70S6DxsJZd27cJhuBR07xa6QMG6FcxAd26bAvnULegVLGZEWCS8bQpacugjWMzAXvSM1MzvMdhH3MOloHev0AcK1q1gBrpz2xRIvxo3VAyrY5Sf3DYFLTn2ESxmoLDlO4dd8oPPksqcs3u4FPTuFfrAh9zvBTPQnZumQGgU+JX7B+Ud4/zkpiloyqGCxQxk5HeQVUel2vxiVbDwTwujpaB3p9CH/p0hISQ+0IfjLzYEfAyLzOANyaQ9OMu75qhU+1UrR76mdo9CyKAOJ2gyCCGhkH14UkNGvMewyAxXGJJvwFAMaE0bu89Z1T+c3D0KMaM6mqjZIIQEwnynlh1HvMewyAxXGJIviHNjlJerikn1v0DwBGti9yDEjOpoomaDEBIIvaRkVi24SHgpKFgHYFYDUbAWt/LkCqEz+3iJ6ciYUR1N1GwQQgIx04fjFFbcXp58w0ewDsA+bzV+7xg/XVHQRHbsl50r2HLQsA4mbDoIIWGY7cP5GNaluMScx8Wwz1vNzERNlTR1mL9cH3yFkILVgGh/Gfo8mIHu3DIFs314qMewbpmCphw95/HADDjLgWWqadU9seTbTALBSsn6WLQUULB2E+63zR4HM9Cde6Zg/qt4oMew7pmCphwsWE/MgBIs+PWE1YKVqt9makuCekExXAooWLsJl9PHwQx055YpWPKUR5zHsG6ZgqYc/QjWAzOQv2CMbwZ5R6wxrKmFxSEj0vf1iZnAipYCCtZuwuX0cTAD3bllCpY85eEsEnbqU2+ZgqYc/QjWAzMAWpSUB+0SLPWRmcJKCWfJvg8IlwIK1m7C5fRxMAPduWMKpr5T414hHsO6YwracvAK4QMzIGerxvellVfdEvVvM0WflGC98LyfL8KlgIK1n2ApfSDMQHdumIIlK4Rlt/6PYd0wBW05WrC2ZaDjpOdeYDVQGFZ6t/IKwap/m9GHvx0sn1YZVqOqteKimd3JZa9oQshJLFkhfO8XYgqLTKOe4YmRJVj9uhr+bFVp5RW3RDU5tm3eTpUF6+XvFoOIMR1PzFwQQsKwbIUwBVokJJMszeeZDJLewawFrnu8+t/as0qw3P1zw4wmJcu+gGEFDOkEQqaCEBKH5RMeaFgxO3py/ArhesYr55KKpdbG4U4x22aqpr/NyO3leXYwqver4IYVL6IziJgJQkggVkx44FATsqMntTG8I+JKuaBi4cRteQhRbVv0naPyDaXiV6BasQ0rXECnEDARhJBArBqPOYUVn4ApgjCutlKo/Uq8wr/0S/PtXVuOx/XBCcEKa1jR4jmHeHkghERi+QphgkXCFGb4JkC8DBV9KO8jSoKPuuSTfUxqudBWvs2gX41U1gpTSMMKFs5JtE1DtL8MfR7MQHdul4J143GEKazbpaAtJ6wQrsyAuGiup1g4gYUilG+DtHyNPdm7x/er8leLcupsNKyPYG0XK5qzaHoFh/tts8fBDHTndilY+8RO/yms26WgLSc8grUyA9Kvsi1cRbG0X4EKyUZe8p3Dv3kGPEfKJcj2Uu9/TkGspgsVzGlQsG4FM9Cd26Vg7YxU/yms26WgLSfkZ6dg6WmsAyJsQVZA8deCCeewwJQWfOdwl+OtX8mzlvMmZVixWi5SLOdBwboVzEB3bpeC1RNS3aewbpeCtpyxQrgqA+APl1Gsolf41FVK+Z8HFBa70Gm9Wyc3gPIrFCwxczYaVqyGCxTKiVCwbgUz0J27pWD9ghIFKzbRBMsoiqdYzUPci9Qc/XCUnI/Lu6YFt4R3s0m/KqWhYKkN0sQOqPo24kRyJm0zwH6tN8xAd26WgsVfvuEQWOc437DOPuGVWG/MG9g2gZU3OYrVNLz9qJhe8HOi0rASCtb0LeHcbK5fJecmE80oDeuIym8iTiRnEikDhJBgbJmO6j6FRSbYYMxHx2P+CE+tFMYzLBXQS5LkY1gvYz8Tre7tNelXvmDFNKwwgZxKoAQQQqKxab6j+xQWqXPGBNYajFU4ihXOsGyYNcNKegEv1W8Jfd8k41fwYFbCfR3DitRsYQI5lUAJIIREY9N8B6ewAhNMsKpTMbBQGO0iEtqj3EoYllojnL8l7D7KzDy/KnemPAdYWgjCBHIqgRJACAnGRlWSX8WjjY0PZ9OU5InxgGKVv5KLdRWB35SlzC9e8Nvt8g//0swUlr3ZPL/yBMtOYaV8wEFNsJowgZxKoAQQQoLhLFosP4xTWAHZNCV5aDgqHkexxI4xKLdF+bGrkaJbeo1z7pYwN9syvzLriSWCSI0WJpBTCZQAQkgwtooSp7CiEmsCy53YQcWSy2wdIwVkI8qfaJCb7ePmcw8munN5qZRYmkDYGmQSLC5FSHAhTiRn0jYD/PPo3jAD3blTCvTX7s0Hntu73ikFrTlcsL40YGkGateJ0otgE6EQtfec1She+uM0dUuYHZwGGOSuwuCEmroHBCBOJGfSNAP8gb/eMAPduVUKzKLFpiPP7udvlYLGbFbmFeX/7FcLM+BOYMmC9ARO63C3AbeFnXGCD7Rh1XVRHrzEr5I6P34SzEkpWA1gx9YbZqA7t0rB9nmonlNYt0pBY/Qo3r74t2AtKnnyKjFTQmF8oT6BJT7JK4dSmVL9lvAmsMrhZn7PCp5fyoHNsI44kZwJBetWMAPduVMKdkx3wNhIwQrDsRNYoxV8CtaCsufmWwa7Q4Rh2tGo9yYZb3kya9kUlvl0xq/EDJn4OO4UVphAToWCdSuYge7cKQV7JKnjV+k7paA1hwqWSPMKwZqQAcewWsa7ERmT0h8R7wt+rsFMyHmClewEljd7B82mF/B7frOZJEwgp9I2AezXesMMdOdGKdjjSD3XKm6UgsZopWleuJplWRDMgl8uiPUYVn0CC+IdDSfpKSy/wuYz41f+BJaxZV3QUc2wljCBnEqgBBBCIrGvq56dniDnc6j1ZruQb2Z3n75CJiZyeiEvbBO7nMJK3oPrqTK7ZG4XaVHSr9QEVk2wchaOaoa1hAnkVAIlgBASiX2LDT2nsEiFI2c3cLZpjWBN7K6mcoYAF9LEBFbSRlidl0q6ynbHwa81luGUZnUvBGECOZVACSCEBGKvIXEKKx4HCpZUoSUZXzSBFdCwxG3hxb5QsPR3ljkT03vm8u2CLwrWQa2wnjiRnEmkDBBC4qA7+b3Hs6fpjnbexkVnv1qS8qWXB06M9b+QShv69fQ0U64R+pXW5lVtHOeu1OkcD+8vo5I4kZxJpAwQQuJQ/ba9ooBhVwGkMQcqr5ycWXKChRNYZs/uV5L2SLvU58zjzU1hLZ7p8hzZ+PJQOKwZVhMolBMJlQJCSBT2T0BxCisaO+ckp0su80xLprC0KEzvGWeRECbqxAbxeZL+tWwKy7TG0gks38MC+hUFqwH88+jeMAPduUsKnK/Ke4o4s7u/Swqac5hgKQlaMy01s6MtvKs5LPAr+4RWmp2bsjtV7j071ZXchA7Dol8iO5FY0ZxF00uVP/DXG2agO7dJQYPpp05TWLdJQWsaOHO9YLmMNzsxZZVpPu4IfzAhK2p/QCFhEy+fwrLaNDuB9ZreMd5NQMHaTbicPg5moDt3SUH9y/HqQs6ewrpLCppzmO8qv1r2t4ErQhGGlRYdcBCDCMT1K2ji5VNY2nwnJqamTazsGu4moGDtJlxOHwcz0J27pKDJbEefKay7pKA5LZy5Ui74T5pLuT+BZWwF9g+wSLjIr0rt/T/1c+6JqjbVf8xBT4eZZgl3E1CwdhMup4+DGbAM0O8czl1S0ESN6kPFkdwlBc05SLDMOJ/mprA88R5GFp2ih2HN+xV+LYGvJ74UzQhWqgpWKg2WitmKncPdBBSs/QRL6QNhBpChcNYp75EC3ZU3KuYkwzrlLJcDRv/GgpW0U02l3Dtg5k5VbtNDsMCvKpoHvmOUMynDStqSpII5efLdLPnGF+0moGARcisGpHc4l8J25VuL6TCFRVwOkt3BDvJp0oSqfpUm5qaE3aSp/Q5C9CHTfiWaOMEXlPpj7s6GtGwCKw/g9Tm1MAQN62DCpoOQPSizCtzxxKTVYFwfLcjZqFS0K9WYz7Rh+Z4wlE+nzvMyYnIC8myv11zNXiBYtSmsqQep/DzBjqJjS+kKhhUzqqOJmg1CtoNylbd1jOhqVDv5vQUxCd1ollNTqi8+uKHiCa5gLX4M66ALSvQfg3yf0uhXlflY28LCsKamsNy36iR2xyR2CG9YIYM6nKDJIGQrnl0lDu7rqHXym0oapqYzyFnoTLQs1dMevWk8o+MJ2V7SRGhScfKGA3xicHl/mP1qydRcEm9SmpjCSqk+gSXF07kpc3BgWAHvsoAhnUDIVBCyDadH7P/jORek1sn3LYrs4pBEiOG9vIWce6v1yZ/AmopN3NSjYB2iWJN69R11VVGlOOl6JiNY/kzXoAuRcaVkG+kqhhUvojOImAlCtuH0t5PfOImPNwLsKoyPufenZU51of5sFUiC9hXfrybW3qRf5Ums5o5lyoINo18tWyGUb5NeI5Tv04R86ZXT+tKhmtpr0x7tCBfQKbRNRLS/DH0ej85Aza7ONawbpAAGyL3NVhsxDuQGKWiPHNRb9ftWpd58yM1y58G7tlCwnIvE6tVBijVRzmsMevEKIbZNqlpU0g2YrAcriYKz+4YV7SagYO0m3G+bPY5HZwA7R9kRnzq4Xz8For9ODZpNj+yHJ+EGKWjPIZ5b9auPD3E23N9eDdKvPKUX/vRS4B676zTlV+MJ64qq1dEYFnxUdk2uekFD6LLw7Ng831vC3QQUrN2Ey+njeHIGZKejuuAzp7CunwL7ZblJeRSsrlRmRlqUqR62Sl8ZgCksVKGkLgaxzbtIhDtJyXEVa0HAE/t4Hvf+qLyrXceDrRpuSa5H5dKdD/JJlF/5CprD/NrymYKZ1jiXWNGcBQXrVjw5A6oXlr3jmVNYl0/B9JflrSWeabmXT8ER+DMje4u0D2C9P/sQ59N3Y30Cq/aEEepVyjJmHQujw1oOIxP1cefJ9Le1pAbOQZYsPldb3CmsBGUO+l6BwGp+5RnW6LhhCBXMaVCwbsWDM2A6R/nheYP79VNgO/N2JSYKVica5MATGPf5oU8+xIczX3jAKbypG+lXpYCXKB0rKQ7UTypNGda8XzkrhMOgygVFRF1KyqSgGnpVUVRHBuYkQiWnGNYJvd0KIsVyHm1zwH6tN8/NAHbozuZ0yuB++RQ4nXmjIs+z3Iun4AhwqN+QAZQTYxTwoFQq5xjvRz0J5E1gpeSqhZm+0otr+RMbnzau5OsJHAz9hzEsqO1gz+O4o3mYXZkUtqBdyFWB+RUQzT/hYR0JFMqJhEoBIVuRfgUb9cjC630SpzNvVihz0I3dGZAmgVIhh3O5Ib1f57cwC6SKlE9rwSNM4FdjJAksyDEsK1PatfwKigiQMtPkCpbZU5xWbEuq6mVdVFQ5SQ2T4U76VXzDihPJmUTKACFbGQbd7aovsRzcFzFgQ7bqopdbbqxB4Tbou2DL8dlYQCvMBJarVPheuBLen8nKlzgQIvE1bhg1RckUXFbOJWbtBBH6J1fzTEHi87HcNCVYjrMl1VmpW7J++/iG5e7agziRnEmkDBCyFdXrDgpOYS3jIL9aPIFSGbbIXmRaN7SvMhbx1vcrqSNoLGqLvuDcJ7qsksERMg5zBRXjequHqo6sVL2cfH78GMqQlZWCJetkH7fCQ3RfZVtoMnuhDStMIKcSKAGEbMXxgtzZwGeRepyAiA5avm1V8JzlDpg50oqlgjtxuLu+pmZf3pvywtcLnluXx4Ax4T6yRHFASurGzjd0KTapUOAYvZNbP3smM7/mtOFL8j68FF2v3pBME+o0rfEra1iR7qQwgZxKoAQQshXTM8meZefo8iCO654X5WDMGg2rNdpvVx8sjCWDQgEiAA6lribjIgkjE3M8ZXcIxN7t4jSwAWPD6aLSCNN+ZQVLNuJLIZp7fClDVVNY2DpGsLDVMNSJXGGjT+x9KmECOZVACSBkI05fVfuUY3cdr89vWfaMueGwxCy1Y+tXDLQM57Gnil+BFmkTkgb2dbCODNRA69WQqre7mj7C6GTMqhHwc9iCl22ScWtZlOugWHgSfQ+2hiNYCToqx5dmkieOUJH0Jkwgp9I2Afzz6N48MgO2q6p97n7cmMum4Ei/WmC58nw7z33ZFByEtttlR0g+txWLcCZswMHkZ0maj3gjilNX3HiN4E6DuCbMDa0sRMSYSo1fo9qJIlJKtn54pnKilNc+U4lbuVVSF6+VxnILzK4Qrvcr/+whCBPIqTRNAH/grzfPzMCcQM0P7g25bgrQr1o31Kzl5sFkfLP57NdNwUGs/YJh5SoVa7JTNuAGuECoLqkcRS5xfJGLgV2qemUnf8Tu+TN53vGNdpU5v9IrhL4i6partr3Ow9hSYzS1NcPlt6Q8fyC/omDthx1bbx6ZAdvd1veo7NCQy6ZADDTybePiq5brnH7r+S+bgoNYe/lrtfripTB7J/ArnC8rBwgHUs5TygGDEacwwYGKpIQm9ILzmkLfh2g5szOpKnqxK+rVIMDNqSJYpVVVQ6sqr/Kr8dCP1nPQe4kTyZlQsG7FIzMwP37MK1g7rpqCwTZS21aaTpM8/V7DumoKjmJGbZ3d7T4zdiX8RugHLtilvIu06RdccfIaUX7lnNDMIKlzey/sFBEEiIIE4ejiRZEDoFszYePn1++iVS2sTa3zq3c0X/8WYSC/omDthx1bb56YgSX2NO9gzbhoCg73q5kpLOlXew3roik4ipUXv9njpYA9je/o6R40LH15lSK/tsA1UvUrDM3EmoQS6aksM0k651d2hTDvrj3Nv2B165fXsqIp6VqbOq25H7JgLdz/DCLFch5tc8B+rTfPy8ASvzp3Cuu4og8EW+iQJpoa6L0hensM10zBUch5kwUdfml2bVagV8IptBal7wyA1MCnymzEBSGuEU+0PflLekOZE9MbcMFy1q8qK4SiabAdqu2Z8Kr/PrKUXGti0z4rboefDSuUXlGwCLkiU8P22r2eixhp5NsjzvEeXuAMePojLe+BrLz0wXzUuG+kYnyMKY1nyHvA3rJAfIxKeZS4Rhy/mpxdwy3mvLIs3EHH4LdcKlduLjU3xcrmH0sU//VaO2m/uvTdcOngN3PxpJGnY7rMOcGiYTnYkeeI9qlarjr9geuUD2TldwtUHEdfklhck6r0tZd1m6RMRxxeTpTk1mS2yuCSE5w1LFETfYZSjSSOsOeqrRA6YrigQeHOer/5/o+sgKlSqdnlDevKsW/n2jkjT2exGKwcZp6F41fHCpZKgvIrGlZLZNsuaM+iACoZ4+uU82JESX0uJ0RlQeAKWiFm/MqTPzSs8WWlMHWl6fP7TSHbwRHDBQ3qTWEVg9LhuDW7uGJdN/I9XDljhOCXzKkOyPkiSb7Rw85hrVOxXGdegYbVirXfLNSsjbwqEnoa+JVaILRXVJJOUk4nFQKVyMm/lL/xOKE/ssB8UrNEKANzz15rCggJTjNrWMkTLMeh0Ob0x9c2rMsGvosLJ4wQ7C4nu5+1A81zcOYbDmocP11yWE3iGReIjWxEf7FYtLsSLPPBMJR/xkXkFPxKGVbCaTEoHT2sKi82NnEG8d8cct7+eulL27eXyaYwirSwUXXHYxwRvcrWrTTblRXromHv5LLpImSdNemRhhf+FzAHcXTTePlSY7Gd+2CmdrD2ewXcJSmZuURQqHLYaxSlsQid1YTTRfjoEaxCGlerxyYDTKIkG74xO7Qr9zpTp/t+Ae2wWLBMx6NPryxRRJmDLWFe8364ZtR7aZst/nl0b56VAX9GZHbn+X33cK0UuH51gmCVJNhtu9crr5WCQ9kgWHn3lGpp8QQL9v3Q85K4zwvxjM5GrGeUvrYllBPtU/bF+EbqjX/Vq9MZQVrcqkZNYd3Sr/QgzjlGXCJdckdEuwkoWLvhD/z15lkZWOVXZ01hXSoFA/TlBy8QitJFDsRAjBFtD+hSKTgYrUXzu2ursIt+STiA0BfpVx8fOrGw3uUjd3NCNvevUnGnFOttGIAo2fOr6RXCxQuvXsOJ02OBMhwV/irDCncTULB2Ey6nj+NZGVj57dx8Bz8kqCul4HS/mh0lxZbtIV0pBQez8hbxl8WKCifHE/Ju4iSjYCn/AbsZy0fHKk6hY7aCh0EkcCYoTFxO4vSibl7LuE3h1Wm5YGEBQpkgXiuzqnaLFCvcTUDB2k24nD6OR2XADs2LD1i2/yaukwKlV6f4lTtMJrU+qQxr2Td2wXVScDjaZxfsn8ykU1nLTdIT1MSLvA+/MoC5VSIly9eSlVL5mfOFggVPMAkhGcNPeBp59pquYFN4E1grBMvXJSGE6S1YSd0Vovh1hhXuJqBg7SZcTh/HozKw2pegP368YNX86uCOUA/51q/E+tM2w7pMCg5n7S2C/qCuCmfUf5WJF/ie850BmV2NLP8NKJGJ2r153XilT4nwqw8+Vf3KcU00uqVdCTRcOQ7iKW+GymyhmMRaYFjhbgIK1n6CpfSBPCgDdmxeccjSIzZwjRRovTrLr/wciPNDHBvjukYKTsCdCZnd/305mKuiIljZFsoJ3xlQZqO8pMwOvYHrcNKlXOsaT+BdPLjonJL5V5+9pkioUiaIxS2LriYqqtoEJue8Kbay+wLDmvz0fChYhFyHDX51zhTWJdjYabc6tT8jUE4/YHZPiux+rL3epQnYtlelJfkokXMfKrOROvX1Bi6BslmvP36/qdy6A8ahtN2NIpnLy726lBTZy3WFulpZQ9d6ya2DN4FlqnC9W+JSwTbjYkki5I37jfaQg+6H1qulyw7NTp70KKXHORpWC9Ze7nJ/p+VVcXICy/oVeIE/WeX7g06+Fix7mlyeOl6E4Z0zTRkWnE+JXWmAhU2LhTmymSfg3vuqyrrfh652S1wp1nZcK0eEvLE95OqjLtZBNcP9QnyaX5mxC4ZyDLL2IVnGd6PZmaIF+7vDOIz771fZDpJIUram96HFKMyVh7uaGaZUlMOsGoryxtIqnpdjgHOmCcPCqw/KzUGkxT2JqE520reiFfHD2sqT2nvWpCY+Fwq1IZdKESFvbIe86ri1h90J/W341Omr8VzJDF46GzAu2o/JPKsvdvSAsYjBfv4CwdLfcxy7qk1WFXvSsaK+1KsCn8ARyXiJ81iTfu80RVIeBUEsk9eyL/gV3oe5xZXJfu+kblubHH3CaPdLrGjOIloWCFkCDtJbBOuphqW+Cp89fTWeLakx0ebCG4nJGlY5AO7vz+xg4uDRJy1LSq/k41A5r6JIO7esfcufwBKXST4dnEldRe5aZY6tWlN3Amt544rw1VwVKtZ7X392bI1hqRyEIFIs5xErB4QsY7MnmZ77qAiDovr0su3EhoDB1B/K5RYa1kbccXp6f6kBTlKMdtT9KsEuY/HDgIWW11ap8F31rsW3MEVl/coIVkVWoH+pTWAt7Uhk/Goh096OIFg5EixnxrB05WMQKJQTaZuCaH8Z+jwekoHtmgSD+yGDdugUYH/ex68wfWKocPYSw8mKIEOn4DRW3yRl/wnpTegdWsdqdqWnYqBAdfZySaLo+deBLC0ZecGI5asRV1ZkMNUJLIxwqllx5gmKgE+TKNmZHFtkWKXMWIYVJ5IzaZqBcL9t9jiekgHT/a499DjD2p+CI/tF2UH30ivIwVQe5HBS28fjKXfBDPJCX+hXIivJOwiGfilYSS8AenolJ6u+XvtO468R6jcY1KAKENNpSfuVhwoRef/PBQAAIABJREFU6wmqM69BTrPiPSfrMUBJ/nxdrTDYIHfw/LU7cSI5EwrWrXhIBqY73EXHHrZIuDcFaphqSwy/UmN5qqYBhx4K1ipW3yTf+0xLryxz3BH96r2jp1dqrUtdeiZe8R0qTX6fwtKU7qUEorTMsMB44PJDm0zzgoV+hSuEqm3cqquSpw1LN2qPe7tGmEBOhYJ1Kx6SgYV929zBhxjWzhR4Q087sO699AoFK6lBQu+3XqUfchfMMDVM1w5IiwXrlQULlUO6BNqVN9Git6XKY1cppamLQAuWeoRcitKkYdnJMDwxBiFPV700nTYxKXEEq17dCcOCNs0fumF1IEwgp0LBuhUPycCirm3q6AMNa18KRA9/QNcYxa/0Gkw9imFLqh9yF8ywVk2l9E6u2o6lop5YvypHeJeZ3aZTPeQJtZSSJ066NOsp0kSE36iDjWHh1SkvPtk2+nS1RhVBiACgEpOCNV1k3qD0ajKsHoQJ5FTaJoD9Wm8ekYHpr3hLDz9qkXCvX5WXLaLxipcdc6duL+dAvpnYcV2uHnEXzLC64YTQTK/avkt97wkHCL8qhS69zHw/khM/cyVaCUpqui15giWNEEUNH5lKqjnnBQuEZ/yPc4AXeLVc37CMXh3zBMR2wgRyKoESQMgydHe07fjDFgl3gILVOiyo9/KB7xBUTRcI1qbZyqcyrG836TNpSrCyhgnEAY5dLUyaK1gJzyLKrQWHaqL9SsRXsIaVi6lOYC2ZIzRtUhEsr6h691Y3LK8yNqo+hAnkVAIlgJBF6A5o/RWMPWicXih3nPJN69L1hEMfFqvk/mw/DNAa02zVtIurY6ql5W7jSA4Wl11ipV05TqiMQYrRpGGNVRiPTXiwNDhlcSXuJAUr+TKlpWuytfK5Xee1xc8V6xgWniEFu13iRHImkTJAyBJmv+GtKCHWqH2s+Jkxt2utxwDmAqFgLWdA7Cg9IT3lgOmWNoKVSnKSflJqRbrK7rKE8VPrWDNC4x9nyq8ZVqnJrGDNTDUl6VfQvmrPvOOC7s0zLHWCFOAeB+JEciaRMkDIElRntOUCjmlYIqoDwopWZzXCTe4XKOygGLf6QjXaVJMvvfakiCnBKmdM1dNMxq+DxppoV5qdwnL8Sl1KvmFJD9PSA33OMsHKEpQmBUsWNVkqNJd0Tu/xN/foLgQK5URCpYCQefT3xk0XMBRyxLC9pXeTgtXeJpq0W0uW+VW8uCPiyNUndsalNmkorr002cxwkYKEpKTkZWX8IugX1CjXBE46IVjymXLUK+su2rCkCyW1s26cmSvTdDLjWZzoVwqWa1hWryLdK5FiOY9YOSBkFvhauPX6XTyebGOhO1RjOkD8Dq7xJpY1kU54gMCDUbncXjjjInaoycAStXcEK4n/blt/hgPKrZ2rJc80eetLqXH0qrLQZwwLHK06aT7TFcnTiXO7DbxWsKxheZWNdK8ECuVE2qaAfx7dm/tnwO0k9xTTetj+qM4nLA7pgLAi+tVC1mf8/ncB4Fxo0n98wRpMGWnZ5SFUTAtWOfxj5eWVZaGUNmTDKifIdasGKa5z168cI/IN66ViSd4VqLZXW8oTLK8B3vsmR+bcmhbDsnXdNot+HHEiOZOmGeAP/PXmARnQw22rclrdBz+nYOzY1hkW9MDNReio6p6BHqjm9n/AXSDQV5l0C7mWlsdj+UYWkhYLVlIykuRsz+ceqzMAp5eZxtyXGqbaza8NK28cfS2ZzsM1LBVKci/Ayb7I3HJT011aJBf0bybsF26eO/5k4kRyJhSsW/GADFQ7u/XlHDKl8y1Y4iRLy8UutgyOTeI6qransFYO734XDGoMzW9eirxD+Y/fimsuDy1YRRvKNbs2A2BF6CRaUqAOc0WhXsngoZqOYRXXyyU7jTPZGaEbmiauNas62XSjDePOTl11sJ0JE8ipULBuxf0zsHawXVJSrSjoq5YCgrXCsDCc1irUrtl6oIeqmd1vfheM4jGUN5+vHLcadx93HPdKuhlXXB6OwCSzrr1BsFQNRD3x0a65OAdVUbyNdXmiNdGw8HvO+NFcu/kNpUJvI1iiViUVsi5y9jICYQI5FQrWrbh/BmwPubOoam+NPe9ivgQrpfF5ksUFQDSpsWHNy2RoVurhre+CQWBHWXSrVK4/40WyGddcHuhC41alRZsFSy53CVeQwpV811F1EeuV8hb0CnQNyzan2zizguVUpd7deN+v6i2mI8batughmxImkFNpm4Ab92sX4e4ZWDnULiyrsmiyRbE+n++1HfzKYKRqtbChi/vV+imsU4LqQbkeXS9wdxZ+NTpMwmY018d0BOJ84zlxiF+dAXlXa11QE1gz9gANkg/yz6QFq2JY0rX0xVfvjkxPJdrNiR1rNqtHpVbvAtGwWjxD0ZowgZxKoAQQMkvTr2dV75A97jrDUv10KWx5LKkIVisdMp393gLP5vIVaMMA15J4Y+xKaYMc3+2FVb0PKiEk1JAcQZo9erbQUptxeS9h2mfuf6VJdiepHzC9t8CwnOrp4ip1mhUsuUOaqiDuLTKvEhDvVgkTyKkESgAhs8ihYHfvIbpU8Q6721S64YUlQi9dylsUClSsmWG1Lu98vOZ5HOqytLMYaj+xN14B6kKQY39aMIE1eM977bq4ILqEhpUmBctZZ5P+Z3fS/qHarJxdTKbhvew0h+dDUr1K4RXBglQmv0C1N8zTja9ziAHvlDiRnEmkDBAyQ+OvZ555aL1KKwwLOj4xYswXYComvs3urmfjVuvBDaqwE7gsxwvj/SaPsuhWoGLvPVP571bBStI8xKXeQLDyFqFYKAvSW6bW2bIU6YgqRmQNS0WU96qHLj+0N7QUU1WSeANn9hsTbOx9JYhDjZMGIU4kZxIpA4TMMNm9bi5PP+RR+iWhOAvOpfxqhWFBHDmAXYNWpfBYne5ini5YSq/e7QDvvOtXHJzE5Wi+UaTFiqQMJqHNbLwnQbD0FJTVwVQREHn/TS7GlRb43jsfjPdvcTwMFM5XuS7ladR+vtyNb7KvVlLhXAcJw04x7/U4kZxJpAwQMk3zYVb2yGbySvTxiwzL+BV2gVMFmIo1dKI7+JVV60tWYitWr2BhCA3BH5MTSIVsRytYM5EopwLb2pQZ5X9wBiMb9S4A7r9qSHiridOK+y5Js3NOIHdX16V7lmnBKmdNtV1UDKWWtuKpRB7rNgkUyomESgEhk+huq2WJpSf8/gQHkSWGZf1KG1atBIhCj3ppZ09p+vrNJfXkHrXYhKdXYiQFPagdn8S19D4OS5Y+Mh1LJYhy8a7MjhNBkpNQKuUVo9GaMR5vLxYlWPomh7kkUSNdMdw2JVh6N7WvjFtG76ZCXQgykBJyzO8hgUI5kbYpuO+fR1+FW2Sg2kcbD2lzriTXAr835659uWFpv1LfM6cGHmsP2OnuqaseXiP1uWvQA+tUNW5xF7zx9EoOxrNXFzpAMpeD8atFM63SsLQIDWv+LUIVwksIFmyTPpKs0ej7z1MZuZ+xQwwmyVNU/coJBzaDosnQRI1Ajt51rgrWhF+Zyke71yPFch5Nc3DrH/i7BHfIgNObiU9S4+4D/eMb6HOXGhZ2cSK++TEQYjAdd6WyE0NqpXC/nKuwoh6H3QULm7z5KVH736+WTV+5k7T+Wzmo++XpvcGCpGN8/trumvqVyo1TWC9RdoKEq+tAVRMkxr1Y4EISU2W6ucGOdANDPNWdtXbJ5KVyn2P1oS399reZ18V8fvhhju9KpFiQP/9u+JV4+99/K9P4q+phi2iagzsM79fm+hmodGj5M3d1YO8JkzQs0CvxydQgZgYu21On2qhVcQc7EOK5Km00Xb0FB4RFZn+6HgfdBUubvP05v1/Ly1I6jV7asiUkZxEcLgg1qFdqOui90WWKHZV/zmBR/XKNkiiiCFBKcLfL+pQY1f1X9AwOFvUqsiNFztjQ9C37fgN7l3OgdcE5oaWx+tN+ldtK9UlQ0LdfLUzBWYQKBvgRNeo/fy3TSMEihatnQHRGtoNf0vFtPGeCDreMY2ZOamoYc/xKfd/0C4BD8x7uQKgWLCYC8sq+tF+tSP8hd8HiJm9+0u+XaP3y7WRMeBmZ5aqkRuWvDys1tWO4kKKE4aVlo7u+RcZ7oASMtUhwp6Uyfun7z6pMSlgvMDEzJ5SmL7QS9rhFtOZgS4BTahkbT1/ac0awHL9yZrc+OIO1jJ8G1KifoHulYJHCtTOgenWvg0+VByt2njXJhY5sV9j7TY1kcldZE7dHrAeQZKX1QKiplreg7EsiR6nJqhxxF+Q2n23yxif9fiUvTH+RaLoI7U+pXKpQ+vi5U1O8muHrSIkx771odFdFJukpUBpqhO0GBqymFawiPlgARl9u0pnrTPYZ+XDcA0qAFle3tGy6Yliy0nhSNSMuZ/bw849Y93ugUICvCSupUT9CNxtJsG71cOk1uW4GQBzKFtwjLVsjWn/mpFZd0PbMt1svdrGjGaLc75z29FgvOzaaJpq7gW0RSxslIHpknTCsQ85dE//jgMsnX4J5Sw6sHo53AahtMGuLF1h5qW4GqQrZLIol4bFTsekix7sg5Twn2fgiOl0j+f0GheV9k+ibchSslOwPiqXpy0z1GPKMAlGCvHLhE9W/pAWCVc38+z2aYpwbPk4kwB++FgSlRv2w26oEkTJAnotyB6+DWD6+bjl5wtFC2cx0n6U7SjUgJPGRMyBW64WjxmCPTGmuIY5rsx6UAeTsygw6L+ecG/zD3eJfFLIAPbGakh6px1E9lcteHD6om7NYxQD3RYkKTzYZmy5SGo8TkYwNjVCJiqsyyhtFRWw7L5/AEmr4fWDeS5/75UUFYcO3vHo/MduRyH2q7X82cSIR/PlfvttRGNWffzcMf9PsBJEyQJ4K9JI1nYFequl1Wzo6FY4aA0xIYvdxJ7VLeV3rGKHfnPhId1BLOlFVwNVv9lKddG5tRIbh7QmnTXo1MCU5hk5HMlQuAGjIvC6V8pX/tTUlfSeIU6MFpUEO7csuN3VnCDV6T2GBQalDUrL+Yg0mydtK3ZQ5XBPKS5Xuh57LHitcGjN9XyfijobrFkOHsJNKbeWsJTPODmMw4QwrTCCC//t3PzfQL/4KBOtzyfC3zc4QKAHkoUAHjit1ohc5cnSF4iAcHFhUSGL8GXeplCY/Vn3jVL28HjjJgcwe4lTrLn415aKHn9dk+ISTixEznzU3QGUYdgqwFwBux9K8cbwcCVfe1wYsDwRsKja84e2cU7K3hEhDgo/1DSa/kmhLMz4In+bbfOoa03cl3I4lNyJ8vMXVt0S8u19eVOastgtRiQt4z4cJpPDDZ/v85f/3OxCsn4bhL/692SkCJYA8kVoHboYyLSKtg/DjqU5BIfpzU8FcN9w0Iw3iyPeWl8Kezx4er6/dSpcKqQSeaFiytug+ZU1qKg68fPRVnXwbKJ84MyXywtP3jCjOvxN0aHBTzAuWvtF0FEJUispowZJlioqIWr60HdWaVXhRaRR9d37tq85tXkLYSrCcjgJyqfuhsbhSSCUDpxMmkMLPgvWLf/iPP6Ng/fizc/1Hs1MESgB5INiJCG0wQ9mUiLQJI5lODQKYMCzzqVu4WIDADjJVnUEPhNh7z4iGPPhugnXeFBZmuJ7lY86c/JmalGazX2L0LgBRtrqUxOTOu6bjMa/sHmrs1oe9vDOayLRfvb1qTK52BHsXCcNJ4v4TTZPktaLaAhtG3PVzFdAlwUHqDpX9W46kBIi1UIdiXObSH5yOCItLkKTuhAmk8MPwm3/7fujqV3Ljz+/++Pc/t9xf/8N+0QqUAPI4oGOTvXoywjItIs0icQZOHA1gZ7HX1Mhrx4ZcqOk3nUOT6b/xnJXWECet73QxDr4KKmeUfj2V5wNOrSygxLFgjsI4xeB+9nq9zEnEtjfl0nspZ1EOofWiEpgrS0o+ZAXxEJz0kgUN+kCIRASW1F032DP44ZtrUH07dC3JBlUm7F7e8dBUXv+nOyy4WlSsIQgTSOH//tvn/6Ngfb77379/N+wv/nHvKdom4Lo/EnAXLpUB0BTsWJIeyvRoc1AsXsl2bLOIYJ1/JARHabn0YvpN58h8nDn95Dg2Nb5elbnmetPuLsDMyf/610pLnCE1qRE5TdwLNv+D/6k/geWP/eAoZpiXu7zEWWxg2KZQl7fc6KrLWxAFC30mF+tdK68SPTRNDgviqkavmlXdomhJslGTikrO3GWp1Te6rH6pmdNdqbm7avt3IkwgGhQs/Idydv89YdMEXPtnLu/AlTIg+wfsVWRfmkp/ko6dupgYMbF7d5B+5aUA+245iTU9gaXnoeCTNNkediDw63YtykCe6pVqdxfg6Pm9bVIeGmIuechnmrsZ8Jaxu0F59iRJfibvTk+wcqFwRCU4vBfKgUkppVnCgxMkGZi0GWwyZVEgWC/4SNY/ydLm0zLIwn3D0tcstDA0huNYXv/n9FY4/cclwqWgYOHvuC/4g8JhGtEZfex9/X6/uxy+3vr66/8DxTPx+uvS+36t9Opj/KdilWEl0cGcHTN28G/cvvTjwyvn+5N8UKpUy6mXN0bleKDXNjGnXHT+Xe3+eW/y+l2r8k8KT+Zux7lE2nPedbaPqGO+NkSGx8vne5/yUf3+KsFWr6uvz8tOOEmmr2/RFKru5UNxXPW8pk1Fmf4U1ke5efJ/zO2XSvyp/JC5sCisy/iy5BG1xc0v3Hhfb3J/9XJI46llXfI70wJ+q+frsJwV+wSo0nsCt9b+21434CKC9fU77r/5159f/de/fP4G6dxfFM74lbiC5Miw7fXHOMg3LJOv17z+/L/eMSx6LdQe+pJsKNawEvTDZ8cMw0K9Jx1DM+Von3Sr5dVLdaa5fXS37cefx7nvQrrnvdHr90DyMdpTZf/cVtvPhS6gp1aPq6Pj3uLUH2Nyq+VYv3KvK3n9jvvkm1GN8ymJCNypWueeqNWrtGmpyVim9IWUvcuPDKL7zpe45tWq2Wv0MlEI5LF8D0qVfsZ+sfmQ7fbSf4yS4Ny5LnnPr89lnSuNKGT7Q8tVaQQsReTUvwYWv27BRQTr8y8L//n9+k+fy4Vzi4TzgjXu+bH39fv97nL4euvrj7dlRYmn8vp96X1tkX1kcf5BD2WzMz0Hv8aBwZCjV/2SeI0zc9knoVpeDPnM8jsRuln1WDHWnNhWB78WkxTT9RJtteFcdiZVrtceNZMq82uWu6TdlM+8ckSkyd1HFPjKV4lsWz3fk7IIlG8D4wf+PeHNMlq/8u0jqTVCOMRbRjPx53O9cnFl3kgUovKYh8RyN+u8QFZyvcb43J4BDvnAsyeR2LH2LzFDl/J1jtXV7Z5LybJXnd1c/7oBFxEs4PNHR/f9ZsPQdI22ZT7IFi6RgTx6eHr19Qn0w+/PdH/bI+gSsu7dyw7VFAyqiK9tCZYbJo6TjFuT6urhkFT99NLgqOnXLI+JX58Om+qP12jeog2ractCgpViKJ2euR/sAfUdXu5J4CM/BNjLRZ/b3NfmK0apl5p9cvxKGIdsOVmYeJ9fFRvx7g99n3kbTdXE5pdwI9F8ursQXYAzzQY5UNc8FIAtAWeLdueHCUQzIVif81n7fnU0UALIM1DjlKNXyemJ6zJxFnOj6Xxcon6i4vPVcvv8SdOYHV+vC4yac61WXm45jZ5qwSsX9mqCzTFeGxiJ/NQtaqFfaWeSGqPOmZKzs7Uq1B/MQ21m+mWVqFRwPAT8ClpH6c+7VbDZpLaYqjtp8P3K7YiwNe3Ukp19EpeVbNVUBEsepyaw3OJfWNFwN36cSBRTgvWjWDDcRKQMkCegLcMOXmW3caf3tvp4cgqTo+myoRZGaOj2pw/3Srcj3pKPrs+cO4jdBjhk3Sl0nswQ29yw9C3wPn3KlzxGkpyBXhaFB0ztAMVoHUEXekkXEnNJeUflF3B2c0+7SiSnsMrNr17J2Kz9jPcTNgOqo6q6zYR9q5KPF1jCmTWtQFKw5HbdAMprhWChPpUSoEzxxk98P+JEopgSrJ8oWORKiDFE9Aiie8Q9x/1SedGx0zBBDsi6Isbqb+4Lq6OsaLltJYemOsq5u8E/lre4fLj4wAXUINvQsOQ1JK6NIgCixsJvkteJ64+n5Vz/A30lBDQsFUMy2jD+v/AMcX5zRw9YjKNEajqtbAJtESeAwmqC5c6BTSemvHQPAsESk1ByiwM2uiw8X3fvj1RTiOb4Or3MV1C/omARcjBSREp/UPET0x/37zWGSVYU8fVSjkJbalU1jeoHt0BcFvLt5F4r02MuPeFRA7ZuM8MqxeC4nDy/MnLtllWvu/YYZ1OJIp9YByG1Bye89JGj7Th+5TqRdAV5CJxA199pE0yVqpsoeDKFcGflY2SzlqBFtY1OWVJK2Kg5SIhQtq/oN8u5B9heyg515wcKBeESIbkHWi7Aryq7jzsv6wsPp2pXy4PC4XtPX1gZR9EAYvWyLbD1sxWEJk4LW8FkE69Rp2j92Q70RTEO1QnVZtxvUqHkheGFhy2Yt8Gm0RTKNZpyc6IY5U/ycXlHEd+0X2VjUSXDrS+PzqdxmuQlN6G0iMaU4U5mcIwbI5DNKhSnZE2804hyTBblwSVATzXlBYstA20QhUixACBYn383+DfwUaS/IiSkjhi6SjczZSfYJwfxhU1S5ZTw9XJfX+iblGi0FKC9DmDeIOWgs7AZnLSiCujTtzUsz69y8O8P5H7f/y21cwqrX1owlmcTEZvGV8oJtNSKAuQuuR6wv+9XzpyTKS4fkrRvvNShSV/2SlpEtFqwqhn0IlJHuIJVTAeasICmpc6TD7H/wfbTgiUum1i3fqRYABCsz38ppyjV58+61ya3ltE2B5f4kYBbEzgDVivGjZN9mxx20hW+ESxIATZF2twX6gFKrZQE7GWbgAOzU0X5Q/dL2sGRKzOU2dPrSaXddUpl5Ae/8tLpuIlTlg1OVLQImB6k9UxKbgoUrLEA0RQ4zuMBjpU6lZBFJ3nnJzhPCSgf6rWILE1+kus5362UInQTeLl76T/mE3akwKpgBvKxogiRDkyld+Wk8q83BCFUMBLzQ6PD/3q//sOv964Qth2v2v4wGVlP4Ays16uUcCwLOO3tsCgFcsB5v990MhiNvt/c36+8OkIlP8YfIMVxddrjHbuqTVAdYFhqeAXBEmcSscxIlD+BpYdkVfl8lgTDP1KZ7tIHFkGotZj/L7hD2eC54jzS48ZjvMJkafIT0bRzl4fyl+UTWGoKSxUJVbATWKrZiyKaKxME61XOKX6FNwahgpE4/xbhL//pP1L64+8/X+6bwKJg3YvAGdCqlPuH2aNkzxxfGJalAKu+uVaOaZT22lNwcKYtEn+BffbKqdlVza/8q3JfO6vhVRuWDAaOUD5hy9ImUK4RIUvKmOyUFI7sqoASt1EEHaBqVDdQqJg8RJwnvyyVqBgnCJZ8bwXLz2AJx9Eh5xwvbJbcCtj8JVZ1Cclqi0Z/GWRCvSyJn9CPQaxoBOoh9x8gTft+ZpSCdTMCZ0B0sQunr8peX692TfWcx9IUyNpvr5UZTKfV4y5MVnMo/2RKbc7BK+sbNYJVRl7PsPbWJwld0HEIL7GHJFewhHroqI2KYGuO7ZDGQdEb2GGXl4xCxCwFQrSWXdySVVCmked45XnK5+Vgvz2kHynBAoGrZRD9paqtCQRLn0ecQ9Z8/Cx/hNV2n483ibBnf70nsChYy1CC9fk2s3OBkIJ1MwJnQPXhpX+dP67BVM95LE5BboCFDVEtJKkprDQ7alwfITjJXCPw7zDONYbcrEYvXbI6qqFhSSdSK07VSTijSaYw9YF4rQRMD+6iXNUuom3eBWAb2CmspI9A0ZBV8Bojb0u2fWSc04UVo5K+lcNUrVPJTFGlSiKEYMnLAzbqBnfu3JIAWSZcDeV7Ktzw8lzhhoKwPZH+mYY//0u+Ov/y3/YW3rYHDpbSBxI2A6r/WKpXqfTb79fHhNeQxSlQ48w29LiivWNzwcGpm+Tw/c/pogqkWmuU1jcGMXmVqqbe19ZeEs24qmVPNoDjUW7DiMPF59iWSetI8oJRE1iyScAR3MU+uPDVqVzdgy1wmPUT2xyiRqIgFZaf6gEPcC43XSaW5mRQVd2N3za5KKWc6X16aOpcYrAJrOsIVkr/9X/++ud0/I/f/Ov+wm/cBZNImPFw+YWX996nIgHZ71e+aLjjwL0YalU14jPdHGJ3IQ/5DPUWrAawrS7JjPRGadQptEjhdmsaKdc0qZMpv9INoWOR47wpShdk/iNP6ZsgVsxpn3xat9FUS5nGldM9Jn4/NeUA368qgmUMSwtW8nYX7WIp8UKS5Cab+BhEi+cc4uWB3BLd/6257lSvdCf21wkGkMf4lSNS32+lMKX6NI9TCkjFguutnWEZOTADrAxVHpasUlRNQ87lqKU1ZxJE+JUa4d//LftgUXlDaRrwGdOuMlGyCuAkop3xODV3WysM7AyOTFMZxAq93B1ltMqkSuslrP34sSiwLlhmblWFI1vYDzEE0eI5h3h5IHek3u0vPvyOftUCbNqUtrfytXD9xrGeqesORkHYuuByEwfLtw0qUgbf75HTL14epgVLb8X9YRyWp5+yKzPF5U1g4aX4ktohDUNWY8qJ5AFjATIy3EtptdNMckLTKGL1+lAHqN1kdJV2BR9VdZ8WLJUCCLdMYkHuot780eI5h3h5IHfEHwzWFcBL1QXH51QbB+6HZ1iqMdC3TIsMpu3kFMOGADY1uOMTYDwQ6sRxfmFqdzVal2Jf6hPc9n6LH+SXCZvfXIrKr5IsreJEOIUl9vs6ZjxSH+9d+eZw7VX1DKLa+TeW3Cc31tdGDNwTLLk7CuL4oZsZfGV+JMuEGINwAZ1CwESQG1Lv/8helgwDd2SsoRy73U2pcuUZv1pjVyKCfS3uaJoYYGVozpGmapOClbQIpDzuzdpVLkZ+qM+EZy+SIP1KlJ78SF18b2FxAAAgAElEQVR1RPVI+j+ebKp6e4I1bVjKFycECxznfVJIpNuWIEQmbdavjBmKyUHcKeDdHy2ec4iXB3JDvB6TNEJpQtgetjk1NfFXrewUVsXQljccjosb29yMrWXIfsnfBZgQLFE1Od4bE8inqcpUMpvy4eak3oAOIY37pXG6aoxHlu32CaoWSaS0vHYKcAoDXU2plFpKSHDFVDKD803588Fv1mE0LGhd1WrllboSk/it+lSuAt1mJSo8h6lICKLFcw5t8xD2RwIeQ9AMwFfBePd+U85PgenkU8getj2eYan3s2tmno7tCWBXHcaIUxnOIbjaoWm8q+q19QQLVpqybAgpkGfK5Y/FeOM5nl96TUpmsgxnwOo1ky2cSpnwn6pGY2viCUVwL8eRoddS01PKx7FZx31mDAvzK6LIzaRShW0m9pNFjgXyZxoi0LQbDvfbZo8jagbq3f7t6JACOUbrEe/W4PDm647daA8GPVsdgVv6yhIgCDlHBFNYunh9W+E/yKcOEDu/8v+LMVzvpuxKkEAokm7VEpLYJVN8QYQyKVgpoYbIuMVnye9gtGCVtjFxpnJROEFkJSrTU7k9REOafWTFjWqVmEtssqGUC4ttuj2h+MQfGg0CBetWRM2AGgl6h3MkPVKgxuSn+JXjNymZyYhBXXxDOXTv7JNbytYapDIqJzlWj4Opo1jy3FZ/wIhAveRwLcdvXZ0EpVih+HwhKqFPk6ewlDXIqaRKu5nTrBMst43kQYOOs2LgOIHlNLVs8Cw5+WCol2wHtFsRQg5UKdN4rHqL2iablP9UTggoWLciaAZ0v987niPpkoJBDT1PESxtWCnZkbKiQEoltrbYeByM25vjB8HCOclUBnbnaPwUNcColzNcq0m8cQc4Vhdj2sCGlMQ1WU6X8rtqn4Dngdyhg8hzvZzCREHiGFmR1+x1Iz7VDSWrkiAq0WZlJ21Y5VglWFKZ8CJw9km413vbz4IVqg8IFcxpULBuRdAMQGd287G/u2Cl+7dxAQfKlGCcFHNVSc+VKJXY3mIVf1t99PgGtuQBs6JYSneGoiAwwlvBSgn/HFAYGlZGqQSeAKLQIb33UBKQQ9ULam7DGK2RbYJeo3ez4eD5jAnqS0FH8MJTVARLTWE5E4vlkBe+8AQrt1k5dn6nFwUrDG174pCj+6OImQE1ivQO51i6pMCViCegRMnxK1eBxGGbZp4wgM2G5RwLW/K4WcQEnEfbZdLSoI/JoiHWU2UbOH7lx5tQIWq7JC0EOu4xFl+wYMYNSrZC4Xcw+phaXZO+FvTZzOX19VY0oaqm9LQBvdQ2UJKF2yL1Tj7SAgN2A5FiOY9YOSC3RHfLveO5IdDjB+tZjwUHynGMgSawWuCpxM4ANs2FOcIit+DUiKNYA+5d5ozMeIaClcb5p/fAXMotJ/UaRYsC6l7eR5SBRpDgRHmb12TlVCpJItFFKERj1XUP5WfQgXoK/r2pNL6ZTKuIjowDbE6e621YuXQ8zUuUr6bpxoOzVuV9nCCjECmW84iVA3JL5GAW7K6/DaJdn9XE6Eq+5cjBUs3nNDBSK2s7jlTKJMdeo1ioY8oBUoIRO8liXuBXUOhkRYwPOn6lGhtOKoPPH6QpwYJ9IGejW5RNXgcDwUBZuvFFy2GIWWfsHyr6cuW0H5xLC5ZJdskoFqw+QTPLiZ3MYEcChXIioVJA7onulnvHc0dQsLqGcjJjzcWQo0d9TwxSggG1QQTrhzUTl/oy4q0a5QONqZh5kBdsHyuMQpE/W+BXFcGa3kl4DQaehGWsE6xSzZecwvLilsdo9TGBgnDblgVx1H6lzqJrheeCqqMzlqJzSXASPIv1q2SuqCgECuVEQqWA3BLdLfeO554MYth4VhPjWJi8JhhwcCx+1WQc2upral5jTF9SA/G4OwyqdcPKR7wAuUn5RJJKMTU4y2b8eu1ebFgrGVEJGQTLb7BysqJzqnoVwYIixAyfMCUUrBcGrRcx4SjUGGVWEJaslhYskwh5ck/d5EvIpJi7LfVvdWW3JE4kZxIpA+Se6NGtdzw3BYfcJyFHQ/He3SOZxaYGLbaxQKN9lemfcUHPVSz4oAz3Y2vIoVr+0HcJ13G15I/NthXd661SB7nyZnxmslGhslKwoMqmMKyT2H3cRZ8hmRTq5s57gNGD+ozNrJoQco0aJhUpYdGqsqL6UHlpXsoa4/QFcSI5k0gZIPdEd5S947krT/WrJTNIjuS38yvPsFYdVN6o4THh8J9g5qJsFTIlx9txeuqFiK1jGIv8ykxg1RRLCxZIktpl4kvXmNUkjx3PnqSkCBnJp1B1kio0IVjiGsoHyuLKHqVUR3RsvezBpoFKblTJYpvxS5zScioVpjcIE8iptE1AzB8JeBIRM+AOFPelYwoeqVdJGNb7jU2BHZ6ndGxTAGL8XFSmazR2dBQ+830cahJsUK/k2axhuX41NTCboTuHrPb+zkCumCdSnttUzieCxCNEbazUSPGDZpEF40Uh0yH+QUZopNJuRWdVi0MstSksK1jOdNX4XztLiQmFg8JOYYUJ5FSaJiDoz1w+iIgZgJ4l0A1/EBFTcHtwLPZSoEbH1o+pWFuaLdWbavC2yTG+hI4VEeN2Hva/TyLP+NK7imJd3fMCLiO30h+541cCUCCSFqw01ynMCVaCysAnvl6ZE1aaG1pWVBB2UBJkBGt6CqvsJKuiVEk4k0yfl03ZGAvctQdhAjkVCtatiJgBpxO7MxFTcHvWCJYeattckQsEZcEBevYBndAoVhngYZRXYjBG8ips9yuYwJIfgWGNgiVX8yYFq2pYQpfwexoYVq7W9wcyHpCS6hRWgvYWoqPjyLsrwQI/crs7WYEX7OQlVFYKZ+x8w3rB3l9bSgVDECaQU6Fg3YqIGQj6heooIqbg/sBY7KbAzCA09Ss9PM+X682e2AF/kEP39x7f/xW2lKdEkhp0hZikZGxELmaOO00FbwXr+4hyprLrh5zCyq0i9hGClOrdwlCoupCo9xik0auiHSoQz9qSKlIUJ2LQYrVUsOTHQrByoCqlJviaYeVgoDmbXd4NCBPIqVCwbkXADOh+uXc8RxMwBU9AjsUzglVGopYDkHWUyZJdH6s5jHKs7//gcIuClU+h/Uogg15ih1JGIDZxsnHfj5k1QqGOk92CqIJpGmlooGpOnb22Td5GvESUX8kmgDPLSMrHqmKydBAsLztJXakoWHIp8SXPJ/dOUw3bgTiRnEnbDHBo6U28DMhOK9IXqsOIl4JHIHXCTYGdQWh7PS6RFD8aO4GlHUaOq187JvlJSjjO4/SVO4CjPCz3KxWwLioP7B9yZkgelguTwU601ViqVSG7RihqLYODkFUVTYtrkcFqqc9Lw8v8iCsMmlJEAPKk0lPsC+dacy2hxuriEMloOT/bgjiRnEmkDJA74vZrhDRnZjxRo+P8ARtPP6kpTjDecC+Od7ToDW6Vw20OZ8Kv/L3qgX9vxoAxKuEiaDOy6FxYElayIA/QtmqREGPH4LSvqjNOeZtzjcwKFiwhVgVLhKYzKSejcppTacWXzDQcnEo0evYyBIFCOZFQKSD3Q/dgveMhj0XPerQegBZ5igkl1Uf7lKO1UxV5hNVjc95FDLAwgHt7rZ/ASgncIqkzSh1z2gRUIy3pGOTpdRF4Atlw9tQy94Otlm51dY2UaqHSlIrkwpyK4dGv8sMMOj1JNd1oWE7+oKq6fqG620ixnEesHJDbAT0trzbSDz3p0XwAWiIqes/kageWJVQBLem7sBeAY6zeIb9Tcx2zYcv7GF1FtejgrOjpDkAUtrRj8AQL5rSUVELz4O6gYrrNlZ6p1oBSHDnS80zTU1g2r5ClsVpYtKzEe+WwalgzbXousaI5i2hZIDfDHUkI6QCM+kdcjUsNq7KfulfKHjh8wuBstiZtM2b41iWU/epBKyNMSSqMN4kF4qJqJSsK2+daNhsJbgLpKk5ZgsO9IVSjuiBopTWyjinBUq0JFZudwnrlPXVWRPHKZHVzYzhJnjhWZxsrmrOIlgVyL3T/1Tse8mDy4CnfHHKC6SGuspsvMe//WJsaj3G2vvKi0rRfyWmQ6XFZz0jBypWcUxkVBWUWewD5mRaZestCc0ApelbLmdHRk0cl1LpgiQKLjMlSoN1F2rIG6faUx8NUok6KLF20ovrUi0dkP1h3GyqY0wiWBHIz4JsnLzbSFTHmDIeMPzjo105R2UtutYtwsgClCGUjznSUrf5KlPWQeb96ab+Sy5B5XyUuSegGeAF+MN2w8gi5CJZPIeWoyB/UqwgNhIplmnVa6VfOCqEUHBMmNig6YckBvqgaFexj/Eo0dcRFwkixnEfbHPAv1HsTLQP6+2HveE4gWgoeSC0FSrAOOPMSw6rtA/dKKnuk2g0Eo34Zd+WR2gXc+ZL6GWzI6gTq9HnbB4qL1A10mGWCpZXMmcKyDZGw78m7ynorE5RllDPkrSg0uVrSryZrhhGLglRCMH1QokybbGKVy4CGFSiUE2maAv7GYm/CZWAwndzdCZeC51FPwaCHzNa4A/SyXWCkf++APiNsKlfGGItRCTkdAo5iRGH5BBb6lZ3E+jkDujpSg9TyZ/3EIoCEmpFKEq0bvcpB2nxE5UsjJt1FlfZ2YhudSrYptp8SLMiYbCjXr/QElhG5F/5pAFQqRxjvG22gUE6EgnUromXA7b3uTbQUPJCJFKCSHICdVlm4x4TEJKUnxRHhBdxlMBjjalaCz/MIXwkXY0v54HG7a1ggWELv1DxT+e9SwUrCOlAsE7iROmaQsiXaJunPoAxfsIThOCuE7lKmaUaZBZUMJ0niRMKcy5XxEp/nGMUJYxAnkjOhYN2KaBlQX62fcI9FS8EDmUrBwX6lZcSeacKvahKTUE+MJJoix+PHwbgUWMZgOaqr4utVgtmoMWZPsT7GNUKcP3PmmRZ9+7KC5awR6mbzVgjLGcGwZMMnVbxoUDxatKkrWHoKC/xKLgFKsZJJkm+UfJUq4+fuxRODOJGcCQXrVkTLgPPV+u5ES8EDmU7BoXo1O4U1wHAtxnA1jCuJEcVpvYJHgzCAlyxR2NZ4qHAsnJGqVakclkRDeoZljBErXFxgSe8AbYBCCOdMqiaqdBAXOZGkp9pAjtGLhAqJNt0gWGIyTvwPPElkLKkPjUqJ6S2VonqznkuYQE6lbQI4tPQmVgacTu7+xErBI+magmnDcj8Fv4LFIysKOGU0lplAsJJ4K6c4xFyy8CExpLuKhSFbvzIV8NSwHAXVTEZDKk2ad8xKYtYIK36VJ89BPzDWBMXj5GM5WJHcFUJUQZEQ0MHRnaA8nYy8k8qVqrK3szp3BMIEciqBEkBuh+3kCLk7jhI5n2m/+vrYlZi5mwhmRqTCyDFXjOuiVDuJ5SgWTsvI5SfcR09i2eNScn7jYYEKKMHS7SetQ87EySRAAON+0maE85Qa4cmVEL2K7EG6Sp1NlmUi5AuwO+VI8D5/Lmog94b3M616MmECOZVACSC3Y2KkIeSmuBIFH9Xmo/LwCAO2VQVzviSMqhTgDN2mWLSGEiWSUEpkVWTV1NxZ0gfK4JIysInuAfaT/49qiW5UFSyz2qn9BWtjlAkpYpNcwXrJNJdY9X9LrbQiacGCE9o6qTQF6nTDBHIqgRJA7sbSDpSQO1E3LOcTT0zQQOa+psAUS5IF5G2+X8nlumnFmvcrXxTtdI4qYqlgQZzQGoOqXXKixjlAGYueAwJFEyl7QSWUYGE8zqzdMGi/wplFDQQGG+AQt06mgWqtejZhAjmVQAkgd0N1crzSyDPQ5jCY7Sg6Xx/aofX90cxtJE4mR+BcpJz0cCfO9N65VBWdDs0LxCwT2kNRhLxmcpoz74aFgLZAsdbd5BGlnrr6UHd9crCX4jjYtNbHRHH5JK5YCXVCIcX0lL1s/YSIplidbpxIziRSBsjNWNh/EnIinhsccIpkp7CE0aQJvxqHyvGzGQ+RQzqM9rlQOS6n0ucbw0LFAkQRcKgNRc3GubM/Zd9F38AcwcLWsH5lBeulj0jvmS2Y4yunK+XYWTihMK+XbHIljcnZ/JKn2yBY2s5gHi/vXz6ptOn5xInkTCJlgNwM+y2SkL6g1Rx5lmQMy261QqI+H0vLm782QgW0foAjqREbFc0aFuwvceSoVm+3Qvk/WMSiHkI6C1iEebCpKqVwgLdeKOot5xux7fE/+f9FAFqwwKXVqYQjGW8SEeJZx4/lns45TaoDECeSM2mbAf6Fem8iZWBY1H3ejkgpeCgLfmf02MtRaEZ55/tVeu9X9ys7hQXHKsHKJQnReamCZZgizhIKKBbKAIbm1rzUCWokVELMD6XZHkI223tXf0JKnN3XKGddUta4OE1pdijf/gfUSASAbS61TkuU/95xwxyifGGrpKKppKkDgUI5kaYp4G8s9iZUBlQn95AbLFQKnknHf4tQniihBljpEluK0aiRGgsTB6JojQWUksp25Tmy5nLkT0n8GHqNlOYa7+vTD4wF9EEWsaiLELUXcYqWzW7hW6c6B3xUKlzi/HqVi9OKU3Z7ew5kUDWoE6ZsSWhqeF+SJavu5yPpc4LGVhN1NnEiORMK1q0IlYFFX09vR6gUPJNqCqy0HIYz8hvnkn41HueOjSBR0hHN7IU2GDEMe4JlDGsou9bG8zk5/RIsNCypD1CEVse5ltTW4bhnPihVdkcj1XN8SbxQOdO7WTHCBsWSxmJAjZRhideyenCck5GR8lY09ESmziVOJGdCwboVkTKwpPO8IZFS8FCWCtaRl2RNp2DD155FOxKMjINXWFJLWGo8NwYjh+GXdyuKHeG0MIjLgXy+4b4ECwwL/1MXoQnBygYy7vh6aQURJZgGEzs4SqpaaIxbta7eCwTS+XV5aHSx16tsgyZ23Ak0+ZXbQO+Wcs5k8pK+jPoSJpBToWDdikgZkANKpBv9YCKl4KFMCdbnfxZNxOzFEaqUzNwIrOnlj01wrmBJisHYlSqhN47HVOJUhb/0/tN1/zkDYI9gA1IMlWB5JYtdoAZaQWTVsO9RO4OToaYIYTK2lPdCj0n4uRas8cziVC9nU8md3AccXJ7fd6wx2fIkcfrdMIGcStsEcGjpTaAMLOg7b0mgFDyViUewUlViWqOHfvNQVkroV+5alywLxlI4F4zN5nTi02S7fMewVLOU0y5ttOFDCSSqQFEsfwJKx5eKwySnYfWbyRVCs+b4EhV8SelSTWOVKdcoH6YDUi/QfeScVmkp1VTJ2WINy6fapF0IE8ipBEoAuRX+V0tC+gEqcbRhGXGBN2r+avBFwZb1/R4GXBhT9SifBaA66IpYUnEfsUORDc++6pV3DesFO5hqTzWj0k+nYcfiVKna4MohwmlKVbEdxbm9Rb9xU/Kj0wuKIgvyOHG89GQ8LKVsKY5NWUpVQxAmkFMJlAByKxZ8NyXkTMol2cOwUjILhHkcnTUNI0y1MVXecC+1f6V0Y4ISFfTiBhP7jqeWA78qcKKXEMF9H+zEpd9g3+N9WgxrDDHlF6IdRTmwy7hQaya+dEDlRUmBnlfLcYBTydfQbviBuRjkqUOtHIQJ5FQCJYDcCqffI6QnMHPx3nDeImEyE1h51Jw3DRy1Xbkqn6UyfsOkSK30CcNKQjVW+igaFrqA3GWmmxA7yPj0QZBR/Fw1K1Ssso6XVNZErpxG1E1vZxuNX4nLAdvEmp9uNO1eYvdS4LhboI43TCCnEigB5FbMfjUl5FzKJXmOYWmPAoNRS5VzUzny46IAIE5pPEkSglW2zgqWnqrCeaD1LVWM7KUjRsWanOiuCJa/RvguzxfbLF9yZu17D9AnKSv63MlLEebX02psgeRMYMkU6iDk57DnCxGhlvOE6XnDBHIqgRJA7sRsx0nIyeBYLeeSjjuhWtlLwjvAr+a+kMj7CWygFCy3yRXC7DgL5sfMOtueOWgwLBmEEIYFYjmIA2EqDUKTwXuKUz4S0qdcJ0mBQW2SuvUSVXNWA1GfcYpKnbM4FxiW8KWXeKtnu9ypTGjfYy/vdYQJ5FQCJYDcid29MyFtgYHvFMNCv5CnHOxIvUQ05GxKSmLwH20lOa7gPcRULb3cr3snsMZy5XGeJyyeuasZlDCm8ZT4CFb5RPvV6KLWWZW9vqRglbMM5uCEqRI/diUbwE5gJdwpb1NvwZ2mBUvkNQRhAjmVtgngX6j3JkwGZsaLGxMmBc/FTwGOhmcalrAb7xGiQUfnhVRKEl6gJqZMBcGv5qew9FRPUs6wnDEDqnnBXorLqNU1t9owG+7Kn5CK2gQW+lUqDQRyA4eB3NnCjEolfaHpGahkJrCKwzm+pKb9XqYQ/0hIawjiRHImTTPA31jsTZgM6O65dzznESYFz6WSAne64TTDwpHZTg0tECxhSnmfl9ygFyS1YL2qxeOx4A5bBKtkIJekpENqR0rgLbPt5yxf6uCT0B7lRCmB3GBkuYnyTtlvwMRyFDBVJgtMWDlZ+qDOqGaqlCeBX0FbQUUcv4rV88aJ5EwoWLciTAZklxfqe9ThhEnBc1ksWMcbFmhRZQLLRucGhIKFczFOyWBT2RKW+NtUlAsRGfDnehKEDieCc4moIBQjWNYGVaIdv/Knq9S28n/uDz4kz3dSwtfCjDw10pNUIEqONqliZGOqfSN1vWECORUK1q0Ik4Fd3fOlCZOC5+KnwJtuOP5BFWlYSc0NwbmXCNagC0qm6FxG2exsqk5h1SeFVtUaMiAMSxtecQGpBOJspUZ4qC5OLxJKv9EN5nwkp6vUBVLObRNkcyYEC5fvcm2TmTITFazOZOUy4IurOmHydg/T9YYJ5FQoWLciSgb0INI7nhOJkoIHUxWsZBZxzjSsZNfexJkXCtbEfIwrWIMazatTyhOzQOvbR2XA08riOmUmR+0MrYKhOK0qW6J85EhiOZU2lZc8UY5Ob8ph1QXLdaP8SvqfFqzR5iqCpeptKuPsvy5zxxEmkFNpmwAOLb0JkIH699VnECAFT2d2hdBRk6NiyRo0vvHVZd5oXMGSs2PwTBCMsP8/e2/DLEtSXAlmTyLR6h6BCVhaNsuHbCRAuxoxoNcLEloZNDz//39puj4i/JzjHpGRVVl1s+5LN+u+VZkRHsc/wv1k1H11qcUP6Td+vdo9MQI5z3Ta4UQBTGODDGpJj7a2vzvBDIPuNyuOOZxxOrbIi2PMMl5UkDjrcXjXK8VAGN5Q07WzjjoI1l5kRwE45PVlcrFP8xPCQ/YqWU4Cg3g4wzKkDtyojahElwBh56SeDksBwaJzFWKUTZxMsFpowKBhN5BGpVhOooAxsT0IPGObYGBGsHytiAdv6bXeJ4QhZjm3oqXjARazu/A5oZVbtIwFpuZuOl9wK3chuwHyVNlRAA55bZlQzld29xB1yKcroRs+i2FFgmW9A6wWp0lGBPoBtIMIiff5ZQbHHKX1gSKaM+a5jBEpw3JGQiOce2UOI2dUU2d5kfArzAfwrPApoDYmJS1A4CXA7W6kL0ZDMl61QLCuqipEn88RGgnOM2Q3QJ4qOwrAIa8rkVzZp/oJ4SH7lH5DfjTDKp93UV8X6kVNOMDJRrhJwEyQYDGrMT4AS4Ea6OqQsWrXMMVSRpR8TphSLBOCBfpM4ongK8+I/IoCnhAsJVTgSvZehMAmAwabwQi/hUv6ARa5AglW8wiL+BUTrOXIPElGkHz813/40RdffPlvZn/5x/98OKJnyJ4icMirSlpom63ikEOeLwsN+eEMi/aIbo2MSUxBRxgBPd+Zg0Gf5dVgWGqtkM7AAhOrLKcWjfFoufvFymLzTAwBLYxYmDuGgCrB8jUg4KAgmVKcK3zLYYwSLCJLcOzESwZuRZxLF591KnqRYrQcmefIIpCPv/ubixf/27cE64/T9L3fPgPWg2VHATjkVSUnV1TjDznkbUX7+5swLPqgEhZk+pQxoJxgmXTx62AmJEq22rSJXNKjYhbQL7suEixgJUwr4BAr2Jw4JAsoukX5lTIsg5HJn37OCFZmEbghCY0fhcU7ObeagWEZL+TvDCOPXKv+q4rFwDxJloD86YfFhyeC9fW3Pz/75VOAPVR2FIBDXlSkvsY69lbADjmkSOQaGcN66PJTZAXhAKtFbHAED2AywC+T1eZUfWOZ5ji5McSwAhhgJIFdVIpljU8IG/qsXALOYRbWmFUBkNLg03nOPyHMOXsVPlwMB1i50CkbXClg3Nkc7fpKDsd2VH0XgHztnjsRrF+dXnz20+dAe6BsG4DjX6i/tbxBBKi4ahHb1SH1c+TYBG8uSQgSroGnJ2ZPSVWlefETQgVpyQhlTGVQ3XTzjO1Vhy8TLDgK6RGsy8gyj4blEWDbJ1ktkA0wq5CcjGDVO2gik5K4SNWAI/kzws4B1pQAQKs0XJUqpVgEL7/hsIKvZVQd4Ivuq/r2gfzx4rTP/vvnZ4L18WeVar22bBqA4zsW31reIAKNx1C4/WxEbyvHJnhzyUKgpw3Xa8iwHt+Npinp0ybcI4UTjkS0vxvMZA2sDhhDZmwyquET7vLCsNJNoMZT3TA/f5EqMjfAqDOZeugBVtVCugMLMtNfkRJnG6VPsn6bYKlFVChlRSTKYkyqvQ5PSfgupAvkT5+foH7/v+wvP7jSqt+dr3z3SeAeJgfBelfy/Agkj6HZ3U9Hjk3w5rKGYD2VYTUIFl1O4ciIcj/oQg6RMBpbpk44rD0qjJOdPkiwqrVwchcYFhGsnj45gANPoRJmWOiz+KkbXBwgWMWklGApEaKjKUShMAKB4iMs8RTZsyt+1SVY5wOr869cVYJl3/xgege/hnUQrHclT4kA1tLAr3Tcjnb4c+TYBG8uSQguiaiN+skMCxsjUIKJwF3hMBoZkRIsNwQYCY9AhtUnWIsnIKgsMiyOwARWqmIoGkJAkIakYKI3w6e+QqqM1Ru/B4oLY8riulT7RC6jQGiexeUMrzCjQqxpKOVTQTl322RqwTcAACAASURBVE/57SE5H2Cdf+HKCdbl4t89A9oD5SBY70qeEAEslsKvslH72eBPkmMTvLnkBMsaxGWIT2wigWIkzMOuaAgOTzRo+rP0XD70YFbABGuRYVl7jKFDM4aFEYhmQqGgupHwG7ImEqxwrCSLZPyqxbDQwT4FB8aomESTTAb/5GyvTHU/+IrKsAQAhxL/X5U4xH1ID8npN9wvnwYCwTr/ovurf0a4bQSO1vLW8jx+hb/0wFVTKuqnJscmeHMZ+4Tweh078mNT9qKdGM+UbyGBwxMNqAi198CwMgKwRLCSTybbgworcIZ1Hf8BB3IxCEznMozvBIplSa9ShkO4ANks66QMS2PQI1i8OvFX+JuTJh88Aq9CdHgYVbiRcCXBx7Gs13mdBYL8fOkAOX9CePkXg0iwTr/4/tf/9QRoD5QdBeCQF5AJChn9w+gZ7n/C7OqQfUqLYD2TYU0CgvcI9cgWazDoxzxOD5MTVoAEKyUsBNPaI+og6u/MsHyYXmNeM8NCYKAh52iFRikOX6OPznwd/iRVgBACWR9SJME80XsMGU4njaiO+FU6xxCf1l0dhAyrEcGnSwfIiVVdf9sKCRa+flXZUQAO2b/I063s84NcHbJPIT7A2QlJbFkXfwyIjHZok6xTEvTKCOA4ufZpUISPQx3G4jgnSzDymLp6k2HltaAQCGIBehqEPsl4MTiUbrONhcdwfaqIhZKIKv0oTzOkSbBmxeHTye4y0jD6fi9jWAzB06XJsHZUiRcI1pVJHQTrkE9YUoIl9evIqEP2JtIMwymLbXeE1dwECR24CrfXwLB0IjzUOCWx0NT1zIP78twxdXLpWFmVO1oiZVHFHAQHElg9xlKXRRSXOZPylcivIsPyRXApVhEjFyFP7tvAZvk4jdYyIF/Go/EsTufAWSSZLIeUu6nGB8E65JAFKdXp+jrhV28I7pBDGtLkNtebdzOsKZFkiH6gFThH8uFfTrAqQ3CLsMWXDkvkRJv+MsPqmWvOAuAwpUxjDWomcANcK9gMmjM4GDghWHCSpwspw0LukpGe4mZJnwgZfWv6Hs7BeCleC0bzcVSGL/9KB3FuK4bPlvUfEZ7+GeHxO1iHfEKSlHqtrIcccrs8iKWPEKzGAdey5rYkqxCG2BH5wyGT1k27zGcF+pR85jUxhiVTF8LAkCqa4BBCGm11+6iW8HQyMqJkn+KFyDXog09w1EzvA8Ga6ZZ+QjhXwElQwFpYJvC1WQ6eJA/UdXAf8yZ8orirktxB0vgl99O/LTwI1iGfjjSaRLl1pNIh90mLnWygttOpicKs6kptUhWMSDBAMwTOQQ2fDooBnHfT7BNC5ztsMrGA1BXjdqtyZjI5vaoX2IEWKwuoCGGZ6CW7JiNYGA+EVmkTHhpVBlNnw0+EoS7w9xUwegUIkUeoeAFiRp8AivsyL0q20AeH+6rJPSROpYBgnWnX8T1YKMe/UH9reWwEJioaXqWOzwdBjk1wq7TpykrREGQURRe2GxhWFyffyGgSdctLS8Q3RLCcS/kWxEYqDI5GMDcx2MFNS/vOz4zhs+wP8Zytir91F8UIEMGCdcjlOMuvK5exJLUqYEAXCAzp6RMsdEn1gxAsWAP+mafcE6vCyRTzNZyL6pCa70R6UPw7RYFgnVjX8U3uKMd3LL61PDgCXPHMkoq4qz39FvLJbYKtYs59856ECiGQZpgubRYYwxDihduR2ph00LgwEIQIns++ePcZN95w6qIMq4V/yfOR1/iS59vXABAlqKJ8KPXPxLbWEZwWYVY8wCJ7JKmuPjoPMZ6SvSYu1Vp5hsAZEB8lawnBikEWsuild0a9ch5201ns46UH5fKncn5iSLBO/OrlPyE8CNb7kmcTrE4FeySOPcsntgm2infUcns+rSZYtx1h5cOweWZMYBZaYMaUw99jo5YR0qbdR7I3g8k4v2XCstcjuSDc5nyLGj8xBz30dvysNFo5gapUIXESNqgB2OA9nTRRUMU3zZWrFRjkhGDVNWQaJguHU5i1K5ZwsqJ9SBdJ+GPP3/z8jP6nz0L3KNk0Ap9Yb9mhPDYCVPLMiF/VASoPxLNL+bQ2wUaBbuq4KZM0BNq7GwBsJcPCUWnfdPytTwjN0m9bp4+Hwgj4bIv7vmlrv7wja5YNZSbSslxRC2ERetViJWkEgivixYoBrRH9CSkiC5kSwvtZljUcyBYn7ufR8gIpVSqEjpnU9Q3nl3kyoEvB72kA30L6SL6+WP2dH3/LtD77nz/+/PL21X8D6yBY70weTrAMt71XJx2WygOR7Ug+qU2w3IuHtUBvmHv3ByQhWLbw+R+28xUEqwBuNUuhFkR4yhv9zAwav7Rn7eOwDixAnTdaQ6sn9V+YSMNwIayBsBAJ0CqQLx0pS1VI1IOGq0ZXERgLH+MpYHxPHzCCvzpncZRj8KJOE63tlJmmKflOWPBpS9CXatUeZAHI11OUV/9DhLY1xf2EWstO5TmfENZjaTq/CoMb8kiIO5BPaBOEfrcwttmu671Gw1hJ4dZ+Qmi3HGFRE1Tc8DJjFq0DLGUq3J5Fjx4SOXy4GYxZMDQwkdxyNYZxUwRx4yczE2Bw86oG7D9fdRRNxwpnqfklIUkZVqBn5M8CV+IyofshcJFg8VOEpE5NAxjeSrWQdoZK3Um7kCUgv/tcG8Xrn1/tKgCH7F28fpUq4Vezk4cyKcgTMR/yQIFYLsS1GXq63m0bt+eNNOE2QsOkXlrNe2qa+nCZ++9EK/GhTTgL8r4MeoRCSLM2vSW2QLcOhiLvcM8llpv6k3ADJo478RBVntxEewxLDfrL0LPl9gUC+M1Yz0SA1QA+wEoNM0ZCLsHwuQWc30ELRScNUtweeQbAtR0V20UgH/+ZmsT3fvsMVI+WHQXgkJ0LFMC4hfPSEeY32uwhLykl9tfXzbhOrdDTxZo+efO4OW+6XV1GjR9hUU/NRLCbcbv3m7xibPThoMQJliyTuS/YDPrV0JR19C0n7gSVABXyCnFq0DsDSxGGVa4iIRWN1QlAvCAiZWqLYQXfaYJCjcMx8NYQRU6w0HB8W9ZSu/DZNpPGUeqOau0IkH//hy/O51hf/O0vXv2fD15lRwE4ZOcixZ2qZLrlm2qOpHsfQhyjHdfagGRITq+ukjaLm/JGW1V72BqGpTSJjQITrlebB1iKLGFY2uvrHpRlspYbbWkaGpG3CJahNTq7uiTQq4XDRLIO7HGlxLoqw2KN1W0zTaPDxsCw0AB0oZrAKQnaMpoHYx0U5zMe01EEKrYwUhJuboo14vdGshsgT5UdBeCQnUsgWPVa+uiMtSRTdMjLCzeIFsPC6ziCeleeK7Ej3YPS+qnH/X1hMSEDU5BoFXRjmNlnKuHDKj2j8VXiv+HHPhuxB68q7FaHFn9OqLZFnxtzWz5F/F5w0No6PJAUcg5dLj7C0y+hmhnBEsNCdZO4GKsBXsfRSWbJTqGE6J2XCiA3fE+Vdj9Inil7isAhuxba416dzai8LTxSoaZDXly8UfcYFl0NbePyGvMj6Oh2+zGYto5gDSxGJCXSq0hVpI0TYZDl6nTt4+AQOpxp7LNVR1gTrxp5X5yt/lR+0JwcLMpUC7sudvk1Z0mG1KOAR6ebiR6fGxlWtZ/HIVgNDKqR6DlgMgf8wzkkvoCxaI5KuLGc7s+W/SB5puwpAofsWnCLe20xa2z7uSGu6pAXF88I7BpxUMkSn8NjkRYIQTEfYTcyrDYhaI9cXCztjRU2WlCNoybu9CgjMtKj8+apOzAZSRQgoMe7gV9lxE8nB39WJVkM6xBrBoMCIFXDUc2MDbMQfSG+KlfILCEuEBsOS5KUvkrKlHzRikcqYGta6st2wgEcdGWWVm8ruwHyVNk2AJ/Qv1DfqTwwArDDvbaY6WmWyqxiW2fdzuQ1N0GjHy7NMWxHiRbu28Yt6zIE++GkUvSA/gFgFAJsoQvzqYt1B4d+l9wvV72/mmFLR8tEBXlNWid/CMbj8JC4XrYQl0grBG0TmFEdCHerqg8t58nsxG0Gh1BYNipVMo6meArrDKly580xDT3kPgfty3ISTs0S9gNB4V/BInUBEHkStOvg4FjdgrurtCNAvvmXH39xkq/+6Z38jvu2AfikvmNxl/LICMTad7meFY1UiGDtZt9vLS+5CRZj15pl3O6zTk6fl2SdrU2vtAsNJg6HYEW/GV6s2xvRdKRYRNuKzQ0V7LfrRaQbwtey7u3qs7iAboVq8Coa1/fnRdW3EWi4bnk2G8pUq8KDCIkHcCxevajnqZaHvM7IkrmzTdSbioj93fUFrYJmejYkqydHpPsptItA/vzP+E1Y3/nJu+BYmwbgJXvLu5IHRgD2LRT4hF8t1aCd7fut5RU3wXLcWtOMzxSSzqD9f6qfe/h1ApFjog64IDcTrGGGpU0sG4bmQJM3gxX6H8SlvKFo4l4d2BKuTPrUzkjTAGMCbbF/nwa0NwE6OHEcAnOipAyFFICWMM1ChmVHWBxy8UuMCnvXbwp9akaurtn2JASkOI1xGi9bMgJBw5HcLmQJyP+nXzT6V798Cq7HyqYBeMXe8r5k+wgkfQ4LfJNfcSFyaRfmdyIvuAmg4K8JDPartJNLm8f6Lx0+0CtEhn1oiGFRCGj64uSxxajZtRFJK3ZjFw+wjHps2qaxm0+sivYeb9BoAPVkGNz57GrZ9C7B6oRDy4wTByIoqID/kV/mJsownsq2X94mfgkQFaaBBjVCzuMgsk1XaPCqmb5KOyUQ9ar9/GDpA/n4synKO/gq900D8IK95Z3J1hHgfDd8FK//Dw/IyU7x243K+n7k9TZBCN34PIOH+JAK1CZmasqQTbDuAJu5iWDZIiFYuVjaqVsDpRdzM+6ooD0DU+sp8oz69RMibvOOhSwgyiJDW+DkVm53ZxP05k8C2skEMVTFRskTmQc/AYZcCCGvyzcjC4riQqQkGwELW5qZvHGSPdNQDaaSs/chfSS/uobnO3/71Vdf/fhvru9en2FtG4FXay3vTx7Jr3x7m8FzZR3YnYsK9vVktbW82iag2E1JJFuDsVWaBYbFbcIMmyL1tC69spsYFs+2RUKwcrG0Ubf1FQDeZGkTtXQ0fUK9GpzMmogFmHFsw3Z2FT4wMxDM6fmzvQk68zlj6FfD69XLQMEWClTKanAMukpDHkckNmhMYSk8Bkug4LqpJ8QN9XbLQitjaUNZJ4HeRLpILn/q+a9+US/8/oenC5+9/KeEe4rAITsTbb245Wt5CQMzJVl1ezT6Q8bEy3l51wwOxlEaxEUDEybhVxnBMuqOfYTcPVaYZ2uyLmJbHjK0vnyyY7aooukWpg3lCkATmN746+1wb0YVbQunWgfstl0cQx/MRfKA7gK0go0gC/0ArDBGCBYyrLN2h5rb4E7QRc3Mv3Fe8Riva0lmckxhjq8KbigAkgfehV31bOlB+csPTljpvOrj/3u69Nev/pvuuwrBIbuSZH/i3uaSMZBGa1vdIc8QbdGdQ6yJ6zbHE3XgKO6JM+jH7FniKCuPsLK5NpZ1Cbh8iLTpjr66vpk0yAWL1DXMIhb4FZMofRISTZFftQnWMu6eM4icYEKRMZEn6Sel6n4yiIYGjtI4wqoM3khjboVhTCugUB4VkCxrMTMlpmAmGCiAzpf8f+DYsbA8RXpYzgdY+nng6eLLH2HtKwaH7EmSDVqLhEFtHt3J99XmQx4i3LPDR0nZUG+Ipn0uNvLaDuKx0Hj2RNKzxr6Acu1iU2vAAJikGXuzXYQ1JWKwDZtuh7Wp8dcRFPbAr9ocMmcFAxJNSOyr7kHY8EOO3MAFSrDASzCwEToJOZnaMIWeHBwPwQMYGATYRvEskNzAZnLEaGF2UB0/Hp0nSA/N6TewwmHV+ffeX/23sPYWhUP2I1jw5HMELAHDWzmvKIe8pXDZLmFOyzNcmohgWdIWylh+Tw1GSMIizDp/FcO6gRAsLdYkH931Z1g/bbhtMIGEwEwzcjJpAkPmMMatCJFXH3Dk1+/hxAJknOEG8ZJ6yQmMX3VsksfVz8Zo89ihX89vE2embsWtQoQIeFCFxDHIPRw2khIsNhD1JwxrKDrPkg6aM5X6abj8x+n1PyPcWxQO2Y1IyaKWYNb6WGJIoR2JtxOhzuKle0rqs7bZZpvxz1m0rWMDG2EXOcznEaw0v1vcY2j9sKfGzsBqf4Uua1dHNvkVszsNrULBe4YLRWq98hQaDPDxxBFAF9InJEpyXU6m1BxeBAY2gickKaAN9hjHFAi5/wCKJOVz0lnodeZXEAIfD84rSs//9//tkGF1wJx+Beu//Vu4/KfP08svJTsLwiH7EajlUiDOgtViXKMdBGtPIo0FPuGIHaYMLa/zNoOfnMTGDbxgfZN25eM5l7ax9YvFc6FBJEkzJjq7yhgz3UPmMLOOSqtzMCAiGb/qMBFb587IraygZo7ll+P9Wa4DzbiojtZABJ2j9IijhnyZX81unbsXgkv8sB4kGs5iV4ZNJLnD9pO/nFx18uFNZT3Balx+Kdk2Bq/2L9Tfn2wXASoASLQM39uaFNLKtBnWXckLbYKJmoVZl2GlhCp2DPpwg1q6zzaaOAx1eJqH4KaUE0vYEQ3m0VZl3IwN95QPGRX1Y49f8eg2wzK8znaK5zJWkEqNQEJVZpFwi4lScqKDc9UYv0yWF7yt8I3nV9DAQa1E6ooDMcMR2fV/VEMjvwpQ1XfgP3Xc3hhWB8rpI8KDYC3L633H4nuTDSOgdcNMHyRXn0UNl+dXlhfaBMKv+DOa0Bs7XOH8RtuD6IF+bZZ0uAGso/MgBLdlXI9hkSHjBMuC02StcWhnZOV9v5uy16EbJ8RANKRMRHOghbJGQJRm/ABYAtAQv+zEIlHhpugBVkqw+kdYQwxrCj4gRxFAQC/HiOAQQqacWb3dcSC7DqDuRHpQTr/kHn8H6/QR4XcfB+gpchCsdyWbEywqCL556/9t1TY+CNauhHvK9aygxbA8H+QTC8sfwLHKT+Fv1S72sQWw3Yl3Eyyhc/lJxwj8MDolWKOoBMoVYO+0Ivc6SUtDn2BFJCQlAqC0xQlaVys04BWJFmO/4kU3HK+1AtgOecelGcESelh0MhTwPgJLzyTFoJbj8MFmyYi3kB6S/NfZc9r1WnIQrHclp79iv82uyuoQlTiT8+1Bparz3cnrbIKkpcAHGkbXqMBbXvxVA3/u1Oh44zkwzrA8BBnK0bWYe4IbVhOs6LP6Gdbq3crjtRdnwytaC+29XEs1IPYGwWqivESgxj4eOwkm5QmeJukY1UXsQyqWHmE1Axjzq+VRcgvvBAZrzLgoBOiFgivyK4RaNTU8EhnWrmpsD0n6jQynA6xX/0eEB8F6X1II1v1RDXXEyk4PRXIVwaJ+cy/IPcrLbAIhEZg3HmG/NlGFTwmWMKx6pbIvgx5ga+s/6F6YSwTLMItXLZa1W+VICxq1mYe367cqTiEvN0cjrxJiAkqChoSJDO/fcwQyfhWWhXfMFnBMQiaYtQTbhPZgvNQIPMJaZlhpDC11sV5wmASM9Qi/wmSrqlKPzHtnWF0g569y/wld+uYH7+B7Rjfuci/SWt6vTIVf3RvWWEe43F1GLVfavtb7MO5UXmUTJP1EOmIZxYcXWLpnCaVnXuj8GPvbyn8E3Bp57yeEoF7abcI6hhAXFQnBWgGqKk168QCCMidSldQYDHHlJoPGf+BcYCYUkKRX9JHOh0IdSqeDS8pdSIFmCMGtba+qU3Sh3AiFiVSoy68QqntSI4g3AMMLESz75vS3B7/32/r+4+8+/5ZfvfoHhO+3y32agm3gvriGOmJUpcvPtbs4aXj3Yz3kFmG64h+f6CHWVHvrhL2iQV04mvQOZoy06EXII9MbKFcsJgwrko5lHbHnS1NdJ2v4lZzhlVlBfGT0AHh7hTsllRqYmmIG/9ZU77jCyDHA1ynB6sUw5lewMfgEDhMZBGEkjsmW1JVyfpWQt0A42ZkwcFf9vQfk47//+l/Pf935O3//69/84Q///r9+fLb9sy9AvnzJf0+4owAccq/Afr8zrmkd4Tp5U+vSFnP7c/wh9wlUdHgrpR76d0KPLIs/BpMD630NOtgdmAemaxrfsZqn6woAYRetmTyAa5lfCeJ6OSM0DYblu3WFO5M8gutwJwifijKfgIOf3Ay0BcCHc7hGHPxOy7PsErhB688NghUYFrrGYSK/QjzZ8WO6PinqROmp0gNy+WPPfXnNL2zYUQAOuVO0t92pynKC5SvY+tYV9WIhOeQ+WeFIqd0+D3RotTf6gK8V/zpW0cCKt1KMFujOeOPmunKx0G6pv44dYDUJ1io0qnSQXynJC7e9K0c9TfyL1nvsnQe0tztRBg6u8gn8v04FgiEZy0b0j7C6DEuUZgbM6NOii9mP4UjVw66q1/NlroPVh4Z7pB2l58pBsA55afGaVt7dp4ueXU0KUqi944qNS3btxbejPeQkefPqDLbw6RWoMQv13krg5h7B4kYqa5p33JtCHmEvDW+AHF1MnbT2AGuS6Xd3vjQ2a0AkQ1o3w8Yftd5BzZJDvRyF5GLn4w0hJnOUAg7Rxme63JA88xvOTAHANXCAY4cXMykKq058I6wSqSiscHp5VdWM0pPlIFiHvLLUPXlH/0JdpCk/drqhW2SK/fohN8tS94qjTz+hoquq623qM9Tq6v2wYgMHtMyw5gorHfeirZJtd6wWKdIA/rhv7O7tyU4ceDTJdy8NaUakXwd6K7aOr2CETqvUKZyXEZ+ozKQlBRyiVZbcjGMr8xN/VAOJ9cBVHuFviGAlOsQ7qYXljklGCJKb0+wB0gPy8R++WpS/f8lvbNhRAA65R0JRu2dvaQFqEqzVzYsaNUDcUyV4PcGILLfclDlEdTBAOgt2D0ujn4LYgmEwv1iw9cYcDQqys4L7CdZqNKBTz3mGUMy8ez1lmpQx7vyBZypWmx4EKQ6rJgkPckuNsq8nGYtCPUnx4iOsNsMSlcCekNUgD9K7i9jZs51Rlqelj1Bdby37QfJM2TYCr/Iv1N+hUFG7k2DFuhoJVuget6k+QzbbVym4T56+CbhPDUQDItqIXtZnTD9vWUkWYNGxA6AlLYiTxf9OSx1623rghqpweH+l22he5bNUKeFZ1pNuX2Y3TVCIuc1KwpQlfhVxFMU0A8uDUdYp42D2EdW6jblLgrdgfA6UDITB1/sz0Z3rQg30zJxc9J5YqAbwkhV5HqU3kP0geaZsGoGX+Y7F9ydU1EY7wIKyWlbTPnVj95LKYMsV+8Xk2ZsASz9cWZpifZJCXfJywWKzavXlhUXvoRiAC9+SwB9qWQkyWw1cZavyVXfIFtketCyrSRcOlCFHpXNtyZ2QisJQ8pHCWwgIzJr0MIq4DVxCgmVwH1+oQqppPrUukQEVjahoBkMQFgDq0SoLowx0QjaZGuCb8vLqw75q6o6gPFE2DcFBsN5KuB3m5XKsHLu2VmfgJde2L+k6d59o7E6eugmo8NvJmfVqf9JlcJujJAxLPhsxrO+DUG2DE1buLama7QhWaGUrDrDC88P9aBLSdsOc/N7QEVbfgJSejPJ9IUhGWIXZGLxRKqOEboaBVnYI6ZgSIRP4+iwrk6LyuhZiJVHryVVySbEwMMbd8/xTpYfk4/9+yV+wGpBNI3AQrDcS2W9ZD5BOvKTNljvDbQ2DtVmvuL+mPHETSEznscoqzKk1dJJxJkEzzJAxrOaNYpNDnNYpzjUEm1Ca4IU1/OqBBGsMQwok3lsiWLJd86V75GTMJpxT58LPwFTKC8PE0iWJD0XakhAsvI2A0Bf4gqmfUKsWT8pEhoCPrhcYsEkmILLOs9MbSQ/JX34wfe83T0PyTNk0AgfBehsJBSgW4Kx+9NRJ8clOK26p9TrNqLjvpxjcIc/aBBpPKsudOEuytEdSsyxL2OWjjrl0EVt/gLUx5UkMcIJlmMc3rRYY1nC26vJboNG2OjyrCTwkQ7riFXZ7aclGTsRFfuUECy6QVq0a5nSiMg+sJJeQ0ThmN6ijXRkrpHgJKZ1wrYQ28Z0looWzjP7cDuE1DBxC2yXDWiBY0/TZ9//zaWCeJtsG4OBXbyHYCS9XQr0sQwbq3dKT98TjaIcPojUolVQ2BlXsW57Mry5vtTT3eZMN8KuEYZUp5eWKuNGqMZdWyQDDKuNsFcjF5eqiI9j72+hmLKswoAX5NgN2kwIj3C0DlKHUTj9YbhBC77mQEqcugqzFOG3hR3qqVD3ZQsdUZ0ldcrnewCthTEOXMPMZA99wCeN+KYL1rXznf7y3jwp3FIBDbhPtgxkd8jAvUywsx0lto4H5jUW4ciqyYTEYqOjvQlJ2VV7XAY2J13H4tr2IK50h1DPFbQiug5vX5sxNNmxDafTIbzhXQwPclGCNYWhByTQ2dErrTkJHFMhA2e38agr3MQRTgqmwFqPsQEoMZ2RAVojNFEGWA4WK3reoUXxFo3Hj4DIwKHcsb7hJtxT5pxGoN5YRgvWt/NUvngXoKbKjABxykwR+xU+rkxnXTaqFDX0mh+eWdoYNqn0lWHd9ikO6B4r660voZ16YG40KJsKoBV9xbtEUX3TE3UnQ7yRYeIbRtHQTgsUcYDhVAyW45ewpQWI3mNRZfKr1ooHMB5glu123HCTjyFbU6tXiZKEqwRQDQmNJgta9IbtENo5chdnhYv/+7I+NPKQ6kC7L4urXkHwl8OwF8g9Fqh+A50kfyO9/5Oa+p1/H2lEADrlJ8pbJ9bIOqTPaYQ+lDAsszWvfWQJc9euxwBrDU+Ra79+nxIYmXaIMCm4IVXn5NNOPA3COlvsRvBUnpeoNMi2bwUPuywh2wiDyuI3sbsNvNUlXz3Xm0aS5rCJuN8zGkX1I+UUXkpFG7nRM4YAVT3zwlIr2CfKh1nlUVdK4FXU5lPCOoYqzCDBXMggQZ08S1cuQq0vdbbuQJSAff//DavD7+XWsHQXgkFukVaFoM0p/wQI1awAAIABJREFU65Y+75/pAVYgWKvZUVKwM+2rpWIdqeyvLdzxS4nOUiGfiHV8eaVILlYSLNBhxl91MGhwR2NqyDTJmvflAzlhmF/1CNbNOOyW3dLZxJFg9Y6wcgJwHcjEY2QTcnZ1JyEKzMEyW5PKOUwgWBGwSvdmGAnEbfZl6wgfV2A5XvhzhHVmdQw52NerHgqbuc6vLtxTIRwA8vFfPq82v5Nfx9pRAA65QSbeZVTKvRXgHjUaliq0cIC18PAbby1AxlJkWhu7hg4NaJv3PgTbEtIruF4u6TzoPsNEIe2Bod4vqpi9+q/NmVRnQWUhO4Ir7s0Gdtyg3wx3ofCDe1DcoCSpCfFWgzviqlQWIOOqhkolKCKN7ci5NTfHZbbDO+YxvAUQFWZwUZvxJZd5WazCMH+J90ntDF7k+/wjuBiW4zJnnA9iw56q4BiSb37uHOvLXzwW0TNkTxE4ZLVI7zLfkdQLsIguMCzsBJk2GWuNsr0A2rxg8ycPnfLaqb7Bnv7glxduitcr4CHoJOFgh28PrRVp20TtakwBNsA1ANparWpiVW43YL51IdY4rC3wgQ3MvnG/GQbeFL7kUqIWSgLagwOVodD91ualzFr0TObQyleUfjgU5kFY1gh6vuaci8maPp/uMudkRggL16GoAVyGtZsDP6mx/HrBoc+WYSD/8XOvZi//61jbBuD4mobnivSub99/mPja+c1Ee7RLsUIn6BX1TtleQF1mcVlploMJpDPAzDV2Bj9YHr8JyO+WnShgmc7m9T+OiavhkRWrWVQikcHOeO8Rlj5a1FsfIr+6MxUm0j928GdtgnUzCGM/bjBVopvoBfA5FaG6chn/gd2VbV5K1mXPaOJITXMVRmelTqBombBVembpGnxAVt1aHVycCTMwWQkPAQPV4i4Gzz5RhoWk8Y1qYCZrgOCvY732R4WbBuD4otHnirKKb+vaKQJJcacjI+g6Ifw49vy62xluaxtQFWpl6OooOFPE5AhnAW/GsOBrxB+1eqQW5CGzvExztowDpGam6y9qSRARhhV2B70ZXZyuu0By4dZlcDl/OTicGvrdtFJdt35uCkCiGxUzmVHNzDyuxkIn4M3LWpFfjRGshLICBbryK6+HVX96AocaHRMUEixP+h5ezEKwmDkF8DMeqNG4ZKPw+uojNmEWWfDok2UlkN/7Z4Xf++1jED1DNg3AQbCeKkk3FYJF5+G4mZscBAvx+XW3qN/WLLVgL+ng3hbHtMpiNvbxUkPwuNVjq6krYU7Qe8sOsIaXm5IaD0myODk9erjzZCnXPJ13QbkefHC7FC1j2mKIbP1Gaem8wXMdBLgb69tkMhKMs0gvLyOnCQlW2Lz4pmgZ8kysauZB7lGU2ZfAXCk65BqZFk01WIAGao3N+dXMg2Y8CMvpoeJBH5EXgpil0XwrWQnkz//yNx6lL1+WYm0agINgPVWSDnOJQKim2WOOmZQ8y2f2Hr37d3vADerPUtvAq1QG8VI17a0PsU4hoAK+vSRBwnvxfKvesdB91i1XJ48qmuKqgn6N4VG3Bd3UIxHCvbImqL0deDMa1XnbZN1mEKCWZhySdnMYd7G1dgJyFziP9uyYZ5o+VYI1yxAseWhjmpsGE+rSaLiBFvIbg1GXMv1iUJirPiB85hjiEwzUgNz3BLOxrAGCv+p+ls/+74fheqxsGoCDYD1TpL+kBCtu7+yUR3VCGe4X9RsbRyjpnSXQTkcsRYZbqpr33BLzbQjKog9aPHSacDdjWJAu2bT+eibdAQ40uppSMFuc5lTtblI8gyAI98tECwwg0869dp9kOm9V0pzNPdrSmLg5icCY6h0iWBf1MCjwqxsJlsmeT/gVGmd8s7kl0CxckxZT2il0KPMo2Xr+cR0AjqTdknBa9JKYVybVn2a3J9sDZBjIn+HLGr78ze+uB1l/90hsj5NtA3Dwq+eJlKjr+w94j2qR7FpueawTysJCUb+tWWK9XtYhhYxLp7RUrktq3nPkAzt0+wWwXDe7YWBYXOXXeEWbzOUqtY+GrokXlZRaYmcjwBL6VsHxpS1kWFnYfxuYTNt4tZK4tem6xpPV4xYEkRE4LfAr3o9yfcwo9SJVBcpLRRTox/W67gl3RLDbzRcd1W1VuZAi8X0kWP6/Ioi2SbA42X22o1126TNlDMhH+GTwOz85/377n//59OazXz4U3aNkRwE4ZJVkvSu/R6XVrMOwsIZjIWxu1hs7R9LrmzVWinu9VvFJSzW3EMYOAttCcL2HLL0Qk5xhhZRYw6+An3Ptr70uVYfB8fdLObVCEqseya9WAbOMYNkdFqvOW6fPlKLcpCGetALtwUx17miMT9i7Rkk1YFTiRldccVE9JADldsqwyiJaGPUAa8a/7EXJVwbWMcjFgrE+Cg+8EIWsWIEB9OT8ilA8pv7cKCNAGl/m/qfTkdZ3HwftgbKjAByySmh367N1XousPKXRnvR6p7NKM5xRj4JotY5ebwtt0dpFlmu0lukyHK3xC2/SZGvhwzcbL2Dddq39i1vaWlTSg7BPuLYRHGVUP96rJKxQIb41v5rY7PsJ1r1Kwjar5yBWd0vYXdncTHE/AbKta8ZkfcSoUMgcNKqSXItHWJ54cNvqXfKB30WqYxxWnIziPMe959rEMb403lalxQ3kRL7F73fT3xeB/Af8OcIv+fuvvv720l+/5Nc17CgAh6wRrnla4Hjvx8pct67h7FCDl3thXvUnkAZ48+Kj7xp2ekGiNYo52lIbQx8usL49pMItd9rQwbQZrEKlzdX7gV9M3Sso6phuvFdK6NX4+nlBj6gsO8C6x+CpNk9rhH0FqCwYsGEq7EmmzqpxaZvr3o3Xzbq5HPUVF5R5pZYVTZprYB8vBtCvN7WOkMtgiCFdIM0sBvtmJjVMsHA2jKYxbuV0ffKlMlezizW90QbIpA8Ef609/pWc0xHWf/u3x2F7nOwoAIesEa23TV5iSrCYYWEDRp2X1yO9nHVPQVrYFTwDTO1MKFa96JeKhqRcPj7ZsWQ/hmGh8xrayTPlgpHHb1jPDH6JuCYQjcpACIb7z2LCKla12Q6Or6xNsOyOfLhbCe+kAotaMnR4gyxKuNniHrcYGtymeH2YepIj6zyk+pprk5gHYxh9LYfxCM9XQYLlwprrSn4NsSJPo7mMEQpd1IlOhztU6v39bvp7D8hfflA9/ln2rVen+wfBOuSJEmp4vE9Pe7MMpW2ZPLCd3yy3Ql4mFN28+vqkRYKlNVUoll8hK4qOpGI+Ot+ppEd7tlnBlugJh9m4pa2DJBEuWry34bAEgva8aMHdR1i4jCTDParvwmRtgrWJzns0yEOVhbMXmNKwJ2y1fL1wUMUbmV4NGMXFgEJOdKaiwt2oZ0hkAJnurvHlZlyVGFadxx4EcGhtvTnTXOJRvA7rpJRiflUP1nzCm22BRIYIVuPPD57uHx8RHvI86ZGSOMCkOl4vJAyrcYDVPSxR7RlDyudQufC3mRW1ejDFiiSKWiuOXG4JQ9JXIPXaHlDjhjothxmebFcjisuVzPGXPi4AwAQLKrdoAbyQNsk3EbWvmd7rdN6rhDNC9zw0ahqRrD22jSQBrKzN9GgVayQgfJKFLKhio92oZ1GEMj2+omyngyYzcBWqpzfmKPltro3KRuCP+EDDoCVoDy0+d8gywWr/VZw/fT599prf07BtAI6vaXiWtOrth3yEUqDrFdzrUFDq7IFerpPyk7TsElWBBlts3IF6onVRX0Lh2YJjLcwH3251RNNYohsUg1hw4V0PKImAuj9TS56Q1Bg0YRygPLfres+WsCc2OLDbQEnICCIRQXzVG9b+oFvhep0yxy7EP1axBQuock2uVOpJrDRKRVy0jEzRN4B/Sdw8AFsXSqih4kNElxeo1eSkqgFxX/xqkWD1/iDOn/+wOZwnyaYROL5o9GnSqHnyN8DMt6QXMWm9dWfihCmtrA0gyONAWG06hQtiLAp0gw4lymxCzxPpEIsfWXscqStSfLPbHww9mzrgLmn5KoVqprV9NZzAFkzaZFrMpZlP4e7NeFKEcgjx4cPGTr8FjyRtdxet1nmjjtMP3TRXtdDHeWsOlQGRy7ftmsEBULkFnMLkAGtZM0W6MjR5Vsz5VTh2ArWkr8Gv1kg4n6vriTsUDryNmM3IkVUX80Zc4XUI1v/1i2fBeLIcBOslpVVvMQJMfWBoh2Fx5yYNXYJlc1qwcoZFRd16PShpVfUuV6bAeeACDbSoaVzKpNZsKMpm7MvNZLjbsVfvOMCiHGgSrIwZN/jVUGKtxuh+9/b+JoJJUBPtTmM3UBLIVHaNOv31fmt3dqRGgLmCue5iyjrFGGkoWnQu5Lk2xZvpqQ+a3qoyUdyaOA5touHFHeoKvCA0kEacbydDkbc+7NnuPtkPkmfKQbBeUlr1NhKsMgiHNhkWjouFNc8UIVixCulMKeoZwQoFUp4tcak6MjknE4YVOdaCm6OpE7wMs8GtFWHigPtkvNsxwbqx5mpkNKmom6h3amK1U6DhygFYcl55sfH89tze12rcTqLL7O5U2ECJ1wz+e51Fb71xGZ6HfHDtEgEmAWa0H81uJljyVJjzfAIOm3/OpPEw0ByJ9c7CTbJJh7srcJ4vSKd8MsRfulk4hQG+PMH687//ZnnQruUgWC8prXpLEcDSXjdcvYPP/FIvgMvYYv3jCkcVYY4AaYJ2oVmWSnpToFgG8yMyHKmlbH1jT5u6rGe5N1etM4BhISh1bB16a3PW5TSp3K3c2Xr8KqVta4DpDJpd/iLnW0nI2tXnP7nSe5XARjVIUikReSVYu/aJYF2V6JlKVV4Ilu76JSPgDAsNgGKTlQ/c+bFcgcUGOLIhtJpbWC/ha3a5kq1QlCAus3stYORoZeuSNwa8+hTpAfnLj7744svwNQynb796zX876LJtAA5+9Rxp17wP6ahZh2YMS9rwCoIVGdb13pw12Fj24lKT4ncdsRs3uzPfCOjWJr/7rCpvecLwaGDTMpf6ZGksotqMYF19SdlV44Ynecmal0vzLNk2iC6OlpdvWoc0QpwUNx9graUiuQra6bJPSzhnOVgaKgOy1gfKkrKeRYa1do9I/lUV5Y3rYc/jvq+Lpm5AhFIwyHf0csZ1ys3Jw0ZAUR1cQaDlMoGQOiteyC5vWXnulS7BSr/n6nW//cplRwE4ZFgG6y2URh2KTVCemOSAYGQV48JShQtNAJUVcagKoQsj9sSUhgfSJ1KEMipcscO6WSuN4O+VNd0Oxt4KRLsrRoo7SiDGafQztQaqp2x0MnkSxXTtbUta8Jjdnweq8zYVE8YtcpyaKfUiUMTFMiBLpSyITAFiYJAAI1Y4F0RuAfd5qC5jvoldMV+USuFX6S4sff1J8yaCQGbrM6n58qCu3swmGVZ2g9DSlP3094NgHfIqMlhvQzOEobWYYaHgYncZOLKKj8PrrnzihXlV8ypOVSH0djZsrKOGsk0lbVWvIm9W3Xpbjm0WvbdWop8Gxia/JrV2uZl8ic1H1Uti5fHh5levjbTZ2ENXTH68hMCDoTdjWxP1RRVEE8qrcoF7eWaPKM2DG/kVPJgYJRDVnMHYY80qVuF9BgE2SqWJ3mEGBYMmuK2nRUKIZtwv5+HmLiWqhC5HjQ2CNeGswNDgpy+6n/6+nmD9cToI1iFvIAkbWRoYx05QrPyJVntiNjNfRC9pZ4HC59fzsnd+wwUyrexDHTUOYkN7cxMzsfCi2inifcQR1kXRclDqaLvVXtFgxGWx+3jFx7j1+RWep8QbfZiJ03HiW9czjdBGB1j3EixQ4T7Hlm7UvNsES3QmXscMqDvF3AuwUr06uJ3Zn2iAA6KhnmC0DoGBwHApnFEv+MD9ODsAnIP7xfFIvlcVRLAysobzwk0BwYdzO9gPVRIgH/+fry7y48+n6bO//YrldPH4HaxDni/DXZZIgY6tu7/syDLMdyVWyFGCxYXSF56olkGFtKTsTcv/hnGkHieAwLBc74KZVMNAaWLvI46w1imN4V+LQtcjfuVNTo4hjF2U60W6Ooebi+kWDxFHkuHxknns3iRAl96oBfYX+BsbPL/TAtMqICR+2WpsHT+zHTiGqrpsLPZNA2CueD4uFCpTVce0xegmKMOvnwjz+IEkHOLRlOvlqIMGLBEsHIwOa/ny6ZIh+TrmkMh3n45zW9lTBA4ZlPGqHYqJ3gwMy64VxLRC9mncVF9IwZ0FppTIywsabvK+aSUU9SXRJrC+5zEe9MsEt/HEbtmAG0S8NDr6Dn4V16O2YHgqEsxurwmph02J7y5C2gmpAgl5bBvkwPiGH1Ix++ENux4adGQnSu7a2z7hV1mhqf9nq0ZjP6kBlAuX1zObYJKiVYu5/YGw4F3BUAbAjsB5vJLbz/xqRmU96SEMV04L72tzZEg+/ixJHpKfPh3ntrKnCBwyJmnXWxqajU0Kn9+k+rK8SiiwU1h7MsVuXPYMC/kGTaUFEkwe1iy1srjmqi8zdnMLruvZWOhp9N0HWLPyqxmzZm7ErVPiJ1FH7aIDdWKbtjsb3EgueGjD3e5+0jkc9UUVJVjnO7jNqUMrH5C1xRzd/hJM33X6I2geir1JPtZ1YEWBjZVGzsHI9kTqAAXh/y+bgFzoyUAPsLAccNoeAFKRYKMjNTBzT3sjhfLHqS/ffzbKrWXbEBxf0/AMka5HAdQI9GszFj46DQ/0qp8mUlxpaSxsCwRr0tEbn/9oB1ihORTl8uqiLoXr5XUzE1Tl8vCAau16RicedOSBfQPjaBrGpiVFQstoTgRPt0eurUMb9qIkucQ1d+hMNvy4Ck8cPryBjT5jKC3dpqIxLIIVhfgVpqKwhap4OPaGuZUsNSUbxf1HehAI5aBeyTK83Mgk5Gq5CiuaP55AbJwp5aAIc7TgivJN/1xUIjmWX01N+c4Xf/uLpyD7+DP9JPI/fnT6pbDvbfAtp5vG4Pii0adIUsOLhAjUeucT9XbCsHDvQtHsY0qVG1a5SWsdmZFVz9TIeyQrvgO6xRTz11KxT5dKZXuADSs13g0g70TErCwcYZnJu5ZquakdojXLqLski6ytQ9CS7xWNucHWunmJDfKIA8mqkjZtl91ZGcGMBqGhkBu6Em4PTgwhCYbkvWNirCdgAO3FpWLCgSFu4pUPGI2mG1qSkqyQAGA2XirL+FuGw8AiGS4KE5Qf3vYPckbpQXnbL2T4Wn7V6y8/LDl0/6/YbxqCg2A9Q5IaXiVGADZZtt+oSF2vwe6nh9JbgMaKKNi1XM6zlKZN+ZXAsvUEq2IThmX1ttU/hKcW3W9FJ/Td4Td6kcw2ehav781rv87oL5mn1tx1F2UUpg6NWleHpCnfJ3kSC/ybdI5HfUlF4L/XPDZhWDxB4EMkoOsXqZcm9S4Np6lED5ZiHx5s6CJoNLfTHRjSqMLwlxFZUsTqjTmKYYVjN8mKuSNwGh6WBW+xEtjr26T0VrJbgnX6mBIJ1glMkbtBbRqBg2A9Q3pdc4lgpdqYL+Dmv7PvCPGoyrD8tI+wtqUmEdcK7Vzb1WMT3/Y/hEfXt+rfto5g3XX2wS2Nms9lwFyf8tnKIYTae63qbMIl9U2G1a9DPNzX36IdJeZD57xxiQ2yiDLeaNP5EGsdYSXxhNRmTlH1R36FDMuH6cGNtYwE3/KDDc+EGVha6C3pCsBrUlvQhbPJ7DkRQ5JKHpLXcAFJ6PUiAgruMoMDRl7Xgj/eVvZKsE5/kAcJFv/i/b1nWJtG4CBYz5Be00wisNQ/qPJtSa+MyrDlla5NsJo23i8ZjHUTAsPyd/iXhlcvVCY1RlKfXIX7tt6M8CExrvoMK3uDGS/Ck/Zr1nMX5xMzdxjWq0OyGq18f6KlOXylKBnSUaV252YgFRYzGdGWQAuVNfKPMhTmFbAxYohFPZ0cQaVITACEiB6yD4XHcVYGZTDHKU/xioLg2bA52B0WyQ8go/tgFAyYKxI4oCIVxJdzgrUbhtUF8uc//OE/nwWE5XcnfoUE6/x799//Fs03Pz+9uvOfMW4bgINfPV60afPdJAJJC4v3zfjxdQt6RWDxiZmqKC8oj9mPIVhrj7ASK4RhWbXKpg9ZGxonOL1grW61mcPHRRqY1HMwDVpca72mVbEFt+NC5hj4X4Z+wAl0i5cSTJune8U6I9KVa/Q3/C0qklQG5NTsvbeTe3TvxhMcM3S2QShw05TXM76whdgTeIP8rGPZCh5oNfK4rk9DlqUJUtxPWHim+DA7wGIPq8/5EiYPgE3XUA4GgPcguwGC8vGfLxF2gnU+wPrJ5fXpa7ruPMLaUQAOGRKsUmPVGstc874ZNdGFKSvAEvmYtLr7PWP+YFAPN09RLbjLBy2mTYkZFt++dSHUno5d3WoJ+kpPUkekTgTdAbpbWSRDOCXSMNsarlRrqEE33SWLldcBR0/NuEi4K0Dw3/pddUcIGZd0dQthSQgWc+fkyQGXYV4Q6k4IL7un6rDMzpiLmC6OZZ4TFHHjoDoz+GQOdJhmUDVGZpdX9X+w/FzRifY5sKnESjr8Yi/JANZsSczeWnYDBOT3p19n/+xvkGCdPjGs73717d1f3rXCjgJwyJBIrRgK30JV1z6zFb0yqhgWsctzoF0xLD3MbgVrcIUpurx6h0ps1BXMX6ZyUsv1vq0rnQn2QZH41MwQALX218sSbTerIXHFFlwxxow8mx15yDowilaft8k1iXZ5yR139ca6OYJNFRVj9BBindACQk6GCiA2lKzFJcz48zGcnhmq+AAP0hAUmBd8yKFi4MYrxGyVPDXdBQhAwNF2ApMovqyCZwLAsJi+rkvsQkaAfPO/vvriW/nyq3/87cPx2PU7Iv76//8ZEqyvkVOd2Nbf3bXEjgJwyIhIk9kmelmj21C1tZ+ezeRgu95/4AHWOt6hFjABCvUsHs0M20JuT8Z6+c3vL4Ff48s8PIk13FrM9L602aRnTbyqqa+7tvQcrwhoELyjlndHtkmwLW15axnWBhs+S0LQdwHkl8Ebps5xj7LrCVbCr4rpxvmE/gnVITchBEvZBdUSawLWZzucJyto9kju5RD8GvHs4mHFj/Gtc1qGhYXqAhV67sa3lEUgH//lc/D0Z99//F8hPB1Q/Y//+ogE6/TGf93+9O6+zwh3FIBDRiRrMpto1Wf7bRTLY6ZlZU7KLDz02cNKRKi4S0O1YhF4N081cRPoLpQQgDgiAhkydHW9dSgQGTIGmxQ7ITTvfFltW3EJxhtvtRmWKualaqzAwA2yTdxjmtjlxbrtpZl6MzA2Mdjrl8EbZka+uUAPKpIYq8d5+6NL0uySSGiuRUukhiAKti5/dkAcDe/UN2rU3BTdHXTLl4KnE7UoqM8X1DOtrZ/At5AlJL9HenWSz37yaEi/mr732wuLqgTr9O8Zv4sj7vzXjXuKwCHL0iqPW+jFp7WN1JrWTdO6bPUi1Y9HP4KN+7FV97VKNxSNLoTuYAJAY2xt6ZSuv25WoFdZmyoFnjqOW7SUTnwfnGqCN1kdhqKebFW45qlo1JDuzbfL3KLIldfF5gh1SKvduRuC4yxJCA4mt3s3ASIKHktCTe/RDZopWXr1Yh92G/EKttoBDWQuTc8flxBLh1e5QHHwt5VeWlVTnYwPo6yBFIV1PEo+q5q9D1lAkv3d5/s+nVuW358/iAwEC5b9+iBYn5Zol9lUsRbJ7TQbn6cbnm9ch3Gx2PyMLkfFpXoZPQ6M7SPzXadr6DDkNNnY22Kvs0amiWnOClKK44Pq/2dKKDPRFVbL4CZnCHxDEquMDasmqutFf7OcCgNO4wVhJTnIGV9lgw2fhC3TCJe13WPUkjQwija/dT/Q9ieugBNUsVgAX54eEVeYUyZGmQmwoPJkfkuuprMLuvQ6wzy/tOKOOg88Xu/JvAi3vMKf6NWF5Hie9JGUP0r42ZdfffXVF+Uw6yl/6pkIlvzW1df3/pb7thE4vqbh0aKFQu/fEQHph5uJNELCzivGAvK4CtEs5uPjqIH42PyPFXUXQjdU48PYywX3zFpDhwmrdkbj5KArNAxaSeQ5jQaRedXQzEmvlzeSWHDxgy4LxuElunlvxlF4RHmWKWPL3Bb0ropGQsJl8pk4ULyOhkwuH2J64PbnhEBYqWaAjInGiCXvohjPax5BqaXBmUj2xDK+KrmGycduoGSpr2h0CyXW1Rkm7e0Aq0+wzt/2efqFqOv76+9j3flP+MYkECygdX9cxtBOuMtO8C/l+3Dv6+v7u/Ucr1uvr+G6bJ9kzPn/N+u/pMPD8NcCcFnqvBYUv+sQLhCPwxPaTjpeu4mOKaXax374EMfEs7J0jHF5zMf09SSvl3Imfe10QOJVLTm9ji0Uu5/rTPoD9gmyBXTCuhnvYpxe6fJli3W1YTG9QrumZf/E16d1K+y6eBmEnjK0a0x/Dd40Np5ea95crnuSXYcj/ugxh97Pw6v+687WKAT/pEfVV9Wk0zAdPeAQSiJYHJfqf433Yl4me9DTk7PIjUlUCSErDq64MRfVRSnBYjPwWQhGbFc/N5AuwTr/e77v4q+Tf7xc2hBAS+4jWAv8CiKAneG21x9Kk99Q5/FaX2Nt1DGn/+0FZ3hdK4FpHcY6gCVkeiAeKrlTxSPjvbZbqVc8xvvC9fWHxphrzCYYFLBhPU3iy3rW2GtNnY3XZnm8HAD4EKPmn99UhaHRaKdgZppx2tIhccL1uhldvvIcX4kSip/3sVHNYNh0Q145v6KTCYidMqxh/ezz1dg00Ts6MehEsMhdHyA8zXwmgzkQpNaBmeGCRZHH1JPL86aYAbuGObaIrt44HapBinZhGGG64SFaVCSEzOh2NpQx5vA8YD6MU2+z+rmF9AiW/rmas5wY1jOOsI4TrON1eY1PmdnTyYcry3prnOE1/dqCnBgVdsPHWPboE7XQsptjrI3HKUbWa3AMLFTsnUSnV8ZaQSfWY96PnAUM2pvqTMaXkuDVn+OF1f1ii2NflQsbAAAgAElEQVSfIXZmeN2CSDYY5QM6HfzsPiSfkHNJOy8Ff8wNbhejSt8661ibe8TEYfWip0KrzW+FfuqoY3ismeetfKCTzqSlQ9/22a08pMig868Br7foVAmD43sHY+9qLBAsyI7J0ZDA/ipKQn6Spcledj1kU1RJTovjfBX2bnFtLwr+BIOXApCXOcE6/YZ7+GXy8x9dfvTvudvdBKsv09Sze6VsG5BDWKTUpKHbaQT4aRYuwP1q3XVgvf5gUBdE+UKBX+W/kjEh1BiCsFCQ8zAs9NmCy3BvN1QtcqMx15Lso6TkPmHGzSqVhqHyIWEzEBOPVVrHC8FFfE2/UmMaoa6vAmZ3GmY6J4ivO6BeXH7LZlAVBZEDTAbmTZ0StAepPD64X8sLjJMvVXUSx6AouAJwrhE1Fo/TjjKDNWZeKknRPEgSQtLkCUTM63qfXIivKoR6gW1TwGA88Utw5UxjHlY/10oPyOmwKlKpE+16wmeEr0Owjl9yf5z0KiPITiNATdgy7JFs1KuPB2WNUrQ8gtrx5UoMAamJHOt8Eaq8fBQGWhDLpoaKPUbP+nW9DAE2QO1W/C4lLCkmhsBNVkYrXFy3DOCr3Pzwni6YAu64rQKUDpeQwdHkVrvHwHRVtL1JWZr0doC+lEuTH7fy76VX212JUjpYZyp5Z55f5F1zYlMXQvuCDeFaSAVjSzFIyd4Imt07+Royo64VXJAFofUlFcjs6DPx8QR+vHSAnChOwmNOZOfOPwU4Ii/0rwgPeZT0CuMrCNa8DpuZtIY90kpaKlsoNvqWmn6vzEiATz2/gsLaivHtvXbR0IiIe8VlvVxLsV2aRMquInOZU3ui45uBCICVXmFouNfpnLhgP6wtwMX8FtQVDItce9tWUBW6xyiSxr06MAekXz1+pf4w94pvgtmV1UVgUfMDSVSFAZzkCjl9Hpdql+QK2tLjV3PmJYIlw9BUJ1iB+EegeJd8iO9ByQPL51rpADl9GJh83VTj8tZyfA/WIV7x7b7n2bcS6C3WrszQDrG+PRhUE9PSfYI9vFAiUDaJrqBeBbNs3npDiANUZA16n2sPrauqTaSFKWZLc6wmzKy+hJxKGxjcSPr6oKPVBTkpT5N7KXFaPhqVREUjlJh5VmGW/50vIIVc2MbVTGAPzLrZ+T4KV6g669Wqxq9HUtE5iptxdJ0DU1tBSvcGKSBQycL5NUNzUqXpJFipuF3M9ejvQl6DYNGb45vcPxGhSua14O0ArZdana5vOsOexrCoD8R16PZdOEAT18ezwMUO8ehjHV5/mWCZufOJ4qRdmaCVmWwokRwkPW1MqeuTQGhDxHWnKV8LmxJ3MmIX7JAV/i0eSGbnzbu9QNvlwyIq/LLFHCNiUmCCX0poRx6TzCAjSFmNUF2IdoWvWC6Uq4LHExQiP6NxstF8hN8jDBYTCuzRy2CPUQYJWoQmBqAqhUkzoyZCbVegMt1uTZqHyALBanxE+GyCdaJU/rHk8bcIPwnhKuyV4O0Q3SDMFTrYpZD1W9AmmHKPttv6PQvFQgkvgQ1crrHTEOqGhoZhoQEJS1EEiNg7id/LacQ65yeBUNXkVbzFyuoKdQ7M9CHzCn6PpmDnDJMbDKsfj7t6paige6o4ECzPzeoloCkN3GLjNZGLMv5Ja/CisD0Cv2KCVS77JDVDhNI7iXcrSCm/coDuo0D7EDayS3rD5qQzOxLd9zoE68Rjkm9tP327+7N/B4t/60p+I+sG2VEA3p9sxA18b5/f7m7njEngCr2BT2JY1Hl5mUgo7sGAJjWroxOGpeOF1WA6hsooYSJlPR+UIFB+MbPG1noDBAvXl4GqOnVlxJcscJ1W4ZOukcCT2+YOv+owrGyVLTKQVZiRG2SDJSkWGrxfagBSCzmCzoqiq2tS4baA2ACDmkkVHyOZL9HYKJreBuBSMhUvOUQ2A+DwEDHA8GCOqWaQzq0wTt23ozbRA3L6V4Tx3wvmVzcXJlgnTlXf/erub+LaUQDem3Sby1o9pxczVJwXDFyxY9EnYvBzGJZhx2Ces8WBIc7PK6MveflxuUF8ApFuY2gYE/mVnAMIrDqzKMdSv7AD0M5gUsBCgQi0hJ3J9zSSMqBMwx7ILWrJ2WjI+f+dmaF5C6/OfZA4aExEhRtYTEdnoJ/U/+6RvmPUvqrNNJgznfJUHLxYYHZI0YzCVd9G09i7mlNxp4cgaTmAVRGa2FTeFViAn7GoUiaPYmdHyLlblK0tpQfk/JcI9QgrvfgAYYJ1Pk27nlqdvifiziO0bQOw0y8JeBNp180bFJ1++i619s7ZcwSGPSLV7IEMixYqq2iJtXWFKg1BqgDLIvhF+yqfLvSOoNqSGhqHkNcrBkFsoWxcZkqlXwx2ameOWIaJZmlnRt5s9U8fQe1vDsoWvY12LE8MzdtaOyMA76LoYasq0Fmz+iQ9UywoG7MWrUPwYDHTAsKB9xOu5fNZT5ymwRZ/kqUjDKu+VewCQxOJbTEjrjHP/Nkrb7loJimSK7K8DeTuE6UH5PydonJWdP529yf8Cpb+XvuJVU3f+63ZNz8/vbqT4W0agJ1+zeWbSNmi3RYzquj0kzZ0K277jsBiy6WB9lyGVd7E5murClUjBH0TyC9kfLksOAfB8ApGhjZGlAqPr8PTtcwHxHR+swA0s7MFZ44hMoZmMAz9TZZDeLWLiol9Z0WksDv782jZmS+Ty5ZDtiyswqRVO4DqEl2wjqmhpe4dYxb41Rx1ZcTIOGU8l6DwzUiNkHSpXlZIrhUlApoigYb4CMKjubN81uSujfEAEFbtMRlV35teEJfdTssfIl0gZ1bjf+u5/rXnJ3yRuxKs8xFWlXt/B2zTAOy7vT9VoPbc52KsC76hX5NgjTMlqYaPexKjdaQU+/prlm+FIDbQ6xL1ZgLKoBpvRbAaR1jSUZDVhw4REGCOyrnAECZLMHEKwCDUTKjMD0P4CccokmU69dxgoo1GH62ALdqeRc0b+ylnSADed+YiNoOXFo2dIsEiiDW0lAVoJbz1iKS6TBeX/ScIHUC1Qy5WTTxlYgFEeoCVHmHpQWNyUOVhv14OuSTCqNTOQPoSnQkUQ+qna92QNg+RLpArq/nse//0h5P868/P9OoZv+IeCNblOO0qd5+gbRqAvbf3JwoUnuVGs6Cn7n3eo9nwdxMBLW93OXFgIS59l1uL3k6lGYIpinm9105FmOKlDQxNby/xKx4ss+fac7oEg6YpJHCEpr5pgPjwCruRVU1gVwQee5xRRx2Jf0S5OImaNxpAJGUhYEPicTEmWBZaNKXkjLGpVskfKc7oauRXdIBl7mJY2HT/TQIQCA2ytXrRXego0ShJGYsHWKS0Jo4wLHYYBFtR1rfBc4wpYVg4Rm/i6sTOJ0ATInRD2jxE+kCQ1VR5xgeEkWDZNz8sAP7qbgCbBuDdtPf7pWzO6+tbnSw7HzdpOv79REDK23SHE0fWwWJ7ucFVagOClVAs8/JNBl5eS0EmlBsYGqERHIsfTODopvIRhtGykzsspsDMnQ8uy/mCMqykdeaw/Rxkri14xBLXgf20P8mDnTj4enODkCuDdT9cRXvxlI1X8ig2howWSsIuCubKkshssgMjtKkSihSwGmUILVvT8TYYFkPHXIcbOLa8i2kZ6CiKmcV7min4GpkzK7o1bx4hC0D+UllNlfvpzZAEgmX2Hz/6fJo++/I39yvfNgDvpbvfL6Fs3KqFNv7yvnk3EdDyNj2qVmiFv1zFYrZy5cUQYDuSVtDApJ3v1mbbzElYQPlVA3+85tOHi3tqp3ceANXkV66svk+665xazagFvv7b/UUThg+w5K50TrHzrhIiOvglLW45wUKPeptnH0nQ9MhHqGJiqpBseMxBz1ASDBGssHnhqoKLeRIYlkQJwgY38GfNCAOPISDKb1dU/JAsQg8RaGSkgaxoB7IE5PpbV1XwN7JeV3YUgPck/bq+Vk1oATcrfCGR8vYwhiXUoqzo7x+3roVWwKXXW4B22xsXbB2JoK8FW9SRBoKdOJylCsm7XWBY5S11JVCFQQsubQBCr4L5BQ85pGEKRKZ00xHj2YncLiXi9x1gIXkhcOFJQtNMHCIY0fuUExgXckX1jt/PUhsZFiyJOcCUFjitQkVf4LWEumYVm0oQBSjBVt1Ci5EvQmKwlTQItMSlgpHqX7B0N41iGcjH3/+oFpgvf/Ee6NWuAvCeJGkMt2lhfkUPeu9dkq7/YIZ1ec/VOecT2yxr1JjRwKTrGL6/dcXGmYgkWkJhJpaG7jLh8nPAcS1I3PXwPjfCyyBfEvrcDIpa+7DBJ8p6nZnRAPz9ogHb1ZHaFtvBWiGsg8DRAr5K2yHcuHEQJC6NwNXoGAgdAGuC2+DiVSPWUiVYNLciACDCYDPqyjj0WI5tb5E/90r0FwfX/cZOK6sTaCoSc7jKseJ1H1S7bpIxIB//8B+//s0f3ge5OsmOAvCeRPb6bXkue94Mt/9mUPcran/e2jdZxlehqhja4LbLmve3nGGVJnCdIj3hhhXzQxFsIzxOek3bHZKpw0AbNEIaLfwuo3IAhs797Hw/2OUmTLy6EsQRhgUqHEJnPM9kb0Lm5bRjrQT7iElBitFleaAjbDPdOqfueSEdhLPFRZJVkWQz8nyaOXCC73OMo4mwMNS64/hxzgNE89lYYpW4pDInNEHig/P5yEsdX19eL+jUmX7sqVPsBshTZUcBeE8ie/2mCslFduyB+n1J8MBj7OY65yWuRyg2WdXwsROQmHSdIvfWTG1lsbVkjQpaTXthmENIx46w6krnuYgJVJxfckZMAl0ZgRlc9HZepqEu9jfgCaHJPVrWq9pGuGVwa0XdCNU6ic6FDILNBaD5Glml24PfJac2oBWHa+wyUx05QDHKAVgq5m2CqOJseTZJLbitaggZ2WwJcBqkuY2KyXkpPWSjhWHJu131990AearsKADvSLim2E0lcuINb1g9Htb1dybaP/tN/s5VpJAtk4oNFsUqClDCfePDkbvWDBwgJFpCsMY1S28dnmiW/cM9UFFpAQ1ifiWv6FSgNucaV9FlIR6LzzRMSCL8JSE4ZMAGB1hiX9AHJoM/5VkjlwpV38gJktUgwWB1EaX6xNRXHnskbnMBrwt5LiFGMDGJqhRc9rmaT8aSabNhPjjCzAoGWd/Azwaz02+mICpWr1ZH7kJ2A+SpsqMAvCNJS9d6HXxkbfceib2gSAd9EONRSlFXeqCXsflZPJKRIyxpJHcsmjy9L/OrcWugvo/N5cW9XSDDmupP6oGBX5FHsdsxv0JtClXxy/ymP7nDrkkc5VjRmFvTUKId9MF92V7zKvEJZpAExRVmdDk6NGYlXimZz+dbuGYEb7imsqvGAVaouCgXNdHw5H0xkNzB3qLqkvkRYePb8CDIKdPx8Q5kN0CeKtsG4N18ScCdwvXhpkyP1MKgpjTVvbcIhB76iJLhi/j76eaVxkKQNQMD+4hKcJHdgmDN3OAcCtV9vztqDdb69UdYGa8jApK2R0fqC5vfgMGAp9FrQ4MKqwl2Ppy5jRJxvnFvve8Aa2pYUgeYMxglWCH5lqRiRr8X8RHpEZZpnEyXhxnkdjkpU65eF6U8yvdS0GBsvb6ne+V/xRJ1SPZdo/U25irC5l1Fu8yjSo8SgNJduwtZBvLnP/w6yP9+8d933zQA7+drLu8UrBjpVh7RoEc3Jg+b2bR3F4HQdm4nPgur8JK3LzIYAmoqZl2GNXNNvcP6lKDoNeVXQwdYnJ63HGGZubU4FeJBHTDLDFg4UwdwqMP52xnwl/MXBYRWi9mMbIVgziGGMR8iGrrC/lB0YDI2/jqy4Giexkhq0kS/RlQnc2ggPVlOGCWscBNLMhfsYi+zZ9Fvan3bxuSOL1en03DNRkjR4DhkR/QeSwJXRzW9LrSYOU+SBSAf/5m/Busqz/ky98fJpgF4d+39RqFdrNVkWAM+TMG7rrr3F4HQdrw2bbsIrnfPCrcQLCiSV4Op1Xm9tzt3bCAVlrQ3M/b2qFrqaLTE4Fz6vxAB6axWHUF5gQuXm5Ff6Xgz8rcVA87DrLWFJUK3H2ChPjRp2IWWpq3Yl6CDEakXOJZgapSyqE8Mc8qSFhyaRCIjWAS83EieQXkeMazzZOVy7jcNaWpm60Z95e/JAZQoGGogR3Mypl4IJUEJMf5gD+9B+kD+mNKrg2CRvL/2fptQ0t9SdGXfUAXyrZNMfIcR0LbzMIZVyMad6sdCcFmDYsn2NSrwvTs29LJ4gFVWrViGtBqn53jac5fv7hjaFWlWtOhXtVQaOb9TgoUMKwCSCN13gJWoXFU4oCOJt6oD1DNmGDduyJEilBmRUFTjjSYyX0gIAaNm2k/7gRiG4GY3ER2ZdXGQuPxEVM9oJlqDTEg9AOPJa7OKUXpmcKUsROaZOlTwjibPk6QL5E8NfnUQLJR32N5vEi7VsBfG5yeHGvxcmat7jxGQtoNXNl4k9KhbZJhgWdYbEIuZ0yrrx31YQi8LUMwEyUprOO0HFFyGYCNs7RjpzgFptO30rs7E9hS1TY7DEEUDEEdoJansuYIa/Bp+ZRKv4KyoEExWnwDfNXZEjxNgBONtjVHCsMAICgRmp2iJyNviCg3h8CsYArZQVJxgRX4N79RpoECYErs2jDFT76EN5iSZLb27mG0pPSSnPweYy0GwUN5fd79JYoGwNclOZdZoE9W93VL3HiNQTZVas/ki26i94RNCqeoTW3wzUW8sLGcycsHcz6PugD59Q9pPvGh7Km2DzGPRNpzJ3ckC69C+3mNYninY0O6PkKgdVAZj6FUkWJb4RU5EfHFOPKUv8RBHPCHvLfEydlKT7eDeZ3RhPJk1wxFORgLLfcMYOpIk5dEVEmpyQHUUu62FAW+EUZCE/DzgroGrCbEEm5aS52nSQ/LHM9S/+qd39BXuV9lTBN6LcLlYW3e5dhsXXfOfn1DkuO3UK484xNpWZXcxi5UezCtvpQLbvQwrbXD5M/OwQ4iZEN4BtNQizBZ+6clgXwVGCpoYvdxNWQeyC1FP/qrrBX61+kmq4401QVCigK/m3FSYClacr9S3Um/AWMzLcC02eownx0iELoZVmY8Rm+LQy+otYFxDRLVgmoFgVXS8GB9xIVXXpRPLGs7F0EziPbBCZ9s1kE+taIvSQ/KrE9K/exqUJ8qeIvBehMu8rSq8sMW1DtDm3tnx74MltJ29PZ2tloTmmAFjKG9qB1l3ptFfeUqTy5BfzWvKMxEs6h/LcJN0pzcTjay38hO/Kbq13tYWbMa/XiWzDRcQQBIvbJHLBi8I7nY2bmkG/O6+cBA9q+O5BTrRIWjVRAHo1AYHNxmCGWeCVjMUvIarYuqXmJYh5HREN0etdAuC6H6Eveg28xasZ1VuNY7T1GoSvOtUsTPzfjUxTeK6n6Pfd9XeO0jOnxB+93lQnih7isB7EanyKyov7m+tA75zYcN9KuJVr1aQl2ZYCcvhqBu0WK3u93dww76UHQutWkaISbXgomdBDbX4DF5rmYRfJUdY1be8i2YEaWUvBU6SMyxJxpkNvzctAegYwwIPGlvNxmTw/B30Zm/zYFZ5ETq5k4RZBtRVuGCFOJoOpJeoDl0xufsNQkfwKOag2B1bLlRvBPfNFSssV5eo2vzNEMESR7HTcJgYX+tGpZbR9CQ39iAdIH/5wbc4f/o8KE+UHQXg3Yi0CHzdd3ao3eY1pb4fV/eehB0Dz+pviupmCSlSbaEiexns5XSTwHuRDgSrLrxMjDJj8CBnME/RbNkxMlf2QcavUvZ4vS12CtipHnXB0hUXzIDm6ycQytU2IFjYLPt5zmiEYKEt6F6aLRQL+nriqsCwqg+gt8dgAlDkNV1xVURvC3KjrIF1wze/AzIEByd7fiHjV04tw2ascxk4zG4ZRz/YZrMwzbG5BX6dxxcFFsP9lrJAsF79t9kbsqMAvBcJRX7wCEvpFRfX+t4GjwbemWhfo0svJ4FgKcOiaos1/RFHWEpbVi5C+uorG8lT6mS0bgAhDCnlV40jLL0BLzAEYenqj3S9uUZq1NoRQQypifl4pA0gxZQ2PNlXVU2wGw5kiFBhcsKy0vwB6TjDcjyszwKRw7e+e6R4ipk8qVxo8Ks5vvGfiCXYTZhyw+iKBVxgPDPCej2Gj9nXLuQgWIdsIqHG28jDbaBXzCFm0rCs7v3Ju2JYSSePje5yFa4MMvWBxekIqyIxKN6r+FVGsEbylLNbEbW6cgWKKlIw9ZYodYu5DenWrR7xoaZnW+i6rrFjgsEZYFjSdJVhQQduwZtUhS9N9mHnRnTn//PqriZmmolnR8SdnWYrr0p2azKVWzDP3xPFMiPTwyNINLtANcIJQ7omuq1GXaDclKBWt5hRQvLHtbtqER0gp9/BOgjWgLzHLwlYLVriR46wkF4t8Kt+43rPEWAGKpf2Izd8DVa5Fg4jqPeZ9SI/LppERq2kn6qJwznDrTZUfzXCDoJxMneKQDM8iwTLCCRtU9xtONuHQpubAQlc2IZfpWa2hhND5dvYsTnZVAfzgTLX0yHj4LiqjzO/Yg2a3XXS7PpgebGE0tXCaw6rYewAOvFmNBX2YdXG5rGwt8142yrcfDq+C0GFxcm96JVK8GY/8HsVgmVfT8fvYA3Ie/yay/WSEax++YXaHtorPUtFviaa3ncExEn10m5qyElGQpBHkRgWXUkazYZHWKZdppmpyELwokG++2u82iVr2MgaTxGRiqX8Krp2sjAb3rixOcGieGA3RSAKfsn9PSH4YmhzOB/DhO69WIDQ7DpNCEBGsDpnMpAEceW+k2hZ+MkEC2gJzDJcEh9bG2aoq+sbkzsG66vZ7GJ2qCgtb3W+DAXQdThpKHaU5QEvLbmn2thDcvoi9+NfES7K+27vg5IU6X6radGrWOGXtb3zCLBH9smwBgmWJWcKYF19Wxvuhn1cksioXHcWYBrSNsar/gV2u62Hk4LwAH99R5A7/Co9wooK4cCG7UJ+E7It64czQVoTlyxzGX30SaKiDppTMT3AavC0TAs2awpSww+0ai9j+3vW1QsfwtucCM6O6IyLCiZPEENYSXvBjGGZrErPwTwzeBadpHDgQtO9bE5w355qYxfI6Yuw3uUR1qYBeOftfUxwQ0+6w5OEx46FWyzMvUzua3vvEQg9b38M6w6CxY1nkgzISMhtwilZX9XK3+NXijIwGlc88FyBFtFomcsbgUKf6P3QZWfkUw5BXJmybW6IdQ3tBCEY4I3ZsJl3XOhDmtAayRYVlTlsFukyH2J6P450cAJ/aop7GycHFi6Z4KyCnkfS1KmepQwwuVI1A/kpDozW8skab1vPOvaXurmu427KvYvuFbeg88qyWcDfQrpATr+F9dkvnwXlibJpAN57ex+S0G9iu+DR9RJuH+2u5VJf2ycQAXaXXNqD3EOwMKATkoOSArY1w7q8h57V1s7Yoi2zR0LRJuqom1oYrXmPerFnpTTwg5EdqTrDhqg6AAf2/LTZIabxoCinIBdzDJoBZz8BGB22jE8cYvxinvU9LSSdHy77j0bdSwRMJj7El5hnOfSM6VSdwZeOusITe4N98RxK3JfQKY4VrFoVXP8PZorvc1T8AwKEfk8D/gbSB3L+rtEvf3H8qZyuvPfuPiKheVIZjAVVtjZex9JQp2Y12OX9R8A9RuVsN3VkJAQhR/COnxKVFzDW2qFfIaTUvOx3GzFcxPuaj2NoQy/tqUmYhLWjPukRFk4OlKs0ZRZcgh9/skbXNrMlFF4iqxND9xWaLsSGisB83DI+X9hTohgNplcWF1p9Qu600Wf0MBOrgXFPkDogWoFW4AGTxSMsTArHznHIzasD/QoROcNdREQvpjQuMOMsXk1EYwamVyQ+9vL/PRXGHpCP//7rX//8EpbPviD58sX/ceGOAvA+RHtDcgl7k2xruJx2BotF+Im27UPca9Vl6MgXkF4IJfj1Ppdtu7N2EoLaGqzbiBmIcK3QRmZCqwophAtqPLrQOTqsOqpCNjlpzzX4/nphTUaZBZ0Mu90N7YzSVepBjrx1CARYMX4db7QRiUPID9znPV1wG6JbNFyJZ9L4AY7r5HpxFgNrOAwm0LrFYFIKrk0Ou1x1IDxg38xizuvYCzQAPIwzee/lEuJKu7dqLMDL/2w8I58hPSDnr3JP5dW/vWFHAXgfwh1GCBaVGt/lXN4xveo0r0ehCj/Xvh2I+616jVrW7qXb8zD25T2/3CD0pGnwuTd2f9ekXcrbToqWAmgwMWtH2iEX+FXjHIhV8UVLm5sjxVZMd63YtyoknKwhvuTLdsDFhdSIJ5bl5zFdiIwj95SrHGGgeFK5Gp7RLPfLsBpPdvJg/EGdHGCFiFC1SAnWTNdSu+f0YtXoc2JOqVOC1pYE32ZpIRRwVqPygL+BHATrkA0kq1RZncT97PsJrmNZoX6C13e1g54n7Lp65VVc0ehmcBsuwpskJdI2NQaBTwX8VfsAi/OupinN4/eWJmqFzNFL+Bvhgb7T41c5D+V37MlWlwtYpZHVvgoRGfJ8Td7rhRbuGHA1UjtwkhsjnNzTgcbNrFW9FQlWZFh5mWqkLqL1GMTwU0SMgMtJUsnRycQ88Cy7zHykJAPaSXeJYPEwgMFW6LfBsxSHkIXkt2yhmeLTDfgbyEGwDtlApKCVa9JqsLjg1vDr3Bgec47xusLek0t3qHyOL7Mc6Y6OLTg5p8g6VldpxVC7DGRoG3TG7rI2EskX2JPxK+VvaKl5HxGfNI2b0cHSccAYpSfSrggrji9NsDrvBn7F0xT21Nnr4iBq7xKepVxj5yf8Fs5Pgs3kDFob/aueKQM0jJqV9GyZxwTy1vOEwJDeSLAi7JgGMUtomDsF/SFZFAhWmm7ibb8e4srhCRr21xx6UD7+w1cN+fsX/7X3XYXgHUhe0EKdlDLL9KpU1s7DKyl7mnE7EqmG9dJ9+p7kzeWmJ8j0WtJFpaOOYLceElsAACAASURBVKCnfWk1LRhJsjKXkVS3wNo4cvUKTzSYjHrGyHQLA4EwsDtjEGCTK9AmqkOHyLI8V5UroUj4xbCAlIf4ojU/xQNRrIiSo6nrFBOCNWdrU8TUMfCe7+TLKjwP//UKDKTZdSmxZwoEC0k9cOmyJwjQDCuIH8w9wqyHVoREnmd+z7HEZwoKq+wV0tHqGm8uO4LyRNlVCN6B4E7memi8k7nMelOhkkclC9foFc1PQ7ge3smwJvX7Q2Vd/DJEXJAtcK1hEKV9eOvo8CvmJAYxkGZWr1i4C0GSsEnTCJbCwos2kodNIRiCBMNJvDcyjAAMm+h6ftU9ZTHxSigo2t1TgpZMdyxSbHgkmHhdxS6LYNUSvuCaozG4dHyZ8wa+nuifcZjMxqzLFFzfM8rZ90RmH70DdgchQN7kIUaf+MJoQBFawXxogzeTirT/7EL2hOV5sm0M3v+XBCyJFDS4zIUOq6zRFpOShxWmpQzWvysCi41rV1LRUiG+wQBw+I0aSBZD0MiR7mjOEaUhMn4Fw5o9BRsZRUq1IWgqonXyPH0ZyrlPeAEQrCztzIZi9IF7bWj0zCj476DAukhaABNnHTbRPqqJjWc6M6kriUrJEsQFisIrMhqaxKcCwUJT/74MTi7aMQTuHfO7QmpO0z8sEKzzaJN7vCykPCQf+tGzUUGL0TS+aHCDaoLWN64V9GfHTx0lVVEEoRQM7RJcCMRdR+MQU3BUTMO3kh1BeaJsGoL3/zWXi9JonrS5uMrKv9o1LMReX5InwDmscl8EuOIuDbx5me2k0axXQhOjb1FBshyCRo4sjU5Kcm/GkoQm1XnuxYSU9TOClTAsg/yqikh1AHRdG5tNnbDArz58yBiCz0taHQKkLoW2VA4OiMr0RVQAHJomLtyAGngXIhAXy9BQKSYWxFet4QxNTpSQVc3+EtY+RyAvUcbqEQUvi8SB+BGHCKPnWlm/uwEcHiwEn/p2cPNwRcwK+sEbBXcGBxihSwIiCFiPXQmBJTcByINg7UE2DcFBsLQcNm6cL+HWwZ1khjvFkn2SFd2L3BGBZuFtjbt1oe2EO5ZcWqGCptxr3MYEK/SSVLIpyyiEzzSyTTiF9DW/nHd/vk/9h1S7L8Qw2CQ6oSWFYOW9zzgC2t+4e5vPpx3iRuDsBXdPsvGFeqZQA0eiwy5s/HKGM10Jlq7S2r/uZyOmRjQVcLv1UNYKpFMEjFGzK7KbE6IF9gB4wBJzGtQkWJx1rm/KloJX8P9qNeWmxclsDWSvKQgo+r5owrBmENlklnlALkbHv63sB8kzZdMIHAQLSwdlNxcVS6os7l0fYmlLaS5zewTKKo3yS8P6Q54o3Oz80rr5ZTyUqTus255gWfLc25RiwTJQrPjce5KB8cwmJLDUfmFYptGKdKm+ToxKJ7TkQrBqv59n7TbUXucZ4dXou33ZfeD1UX3ua7Q9o56ylHhFMIB/w7MWD41zFWfNLQgV6EcvUMjLf9UMn34hWMVUWRLyjmxls0i1O074kachRjwxu7yvFxPYQpZYP0MAA8h/+abSQ7fLLIoA1h5aus5A5GguTeZAjRWCJ8kIko//+g8/unx7+1/+8T8fjugZsmkE9kKwhqrwo1a2vHdSrQvPL+YXaTvDTGspw9s3R4C7T9OB9c7buZhE+la9tGIy0Kvi+rb9A7IYAuwEKwgWX9YCnPSaJUl6QTo3unhGmmUhD4Ut1FdKIzRWvHRm2GBwK8GCQwvNcHOnwgA8gwPrhNtI1rX3KbkQyePlIrquxa9ivsDgRM1E3m5MjU5GOhVJh0PDi540Tsuuwy6bABOSvSE39VAGfBHLo2io/tRfvML6SWxbBkhZNsGg/15S8FhDMYOrrof5IQ4Q7TKuRKZFsGyOCmH0Por0VRaRfPzd31z8dPruqz9O0/d++wxYD5ZtI7ALfgWV8C3WtiWCNcs2w/2BO1jqj6XKdMA9B1j0JvUgXtzJ3uVeV68sY2MbuVbflT8P+oRQ72Rpoz1rRHeZNTdKspAJXDosmsxAsHjuY4mXOwQA+tSyYacQsHHhUAjRURP0rCC/xLO2wLDa4HQ4gzCMchK9sNmVjJlilKE6M7oW65F4BSqWXoVpM1KVUxp9aDp/BcEiQDHVcvCzupMV1xHgGDUyUipXjiaj9WHlWR3Q4EOwkMWRs38E2PKWKJyrncHxbytLQP70w7L5TgTr629/fvbLpwB7qOwoABsJV8nnr22N5hk2zvmiYXEyi1Ujt8Pbh21zmlSrtuuPakOTuXPRTYSbV70yQFx8FNUyuP8owLaGYJl3BbzTLNS2jmDhw3IyU6kEL50nKs5BsIthyjduaFMjwsY1CBbox+WzrcpLO8zFrYqwY37VqeZuVT1hs5vhW8Oow1C0gyAHbkUPfOUF/5RIOqnAQcmxkEPJIwMmTeQEXZFxAo3BIKGp7FBX6NtGdCnjVv4inoJ1Z9g+fgtf4KOFeh8DwQEGTjgD3Cm4EZIF4e2nSJ9kAcjXvvdOBOtXpxef/fQ50B4oOwrANjL5dn2+adwOewTreolGB45lTTOS0nmXvXG3Rp3YVNzYtxduHPVKDx3bBiHhOvcYAyV0qwZjVLS0ngXSZgTIZFjvB/kVNiliMGFWMqPvYDHRaM66iIB1JoZRwxVH4upJ28scs+B1Sk/iV4GPtJcyTALTFSk/+H18DAstHddmBlXvzAHmrASrPAFcXxYNaXKUYWQER4U1+v8YyIzmBGYJLkVDwGgz3gV0gzMAVzM2gH2JceYb7rSWcIBxKXWlFIGONtuJ9IH88RK1z/7752eC9fFn57ev/odydhWATQSq06MaZH91a/bO0Bfz4miG+7JlBJbZieVG4Nhr6zVQGMrWG/g3l1hQ+xSL7cqqo6jdHK6NEqysgWIblQJu3DVGgXir0Hns2bk0npJ3ZUnXJvOo05SfM2mOBsdkviXhguvyOyEB1OoWWrrU261BGe0sX7q/VDhwmZM7rDRJHmtnjfAOCBgvzaRCOEmkSNH/gAorifhDjK3KaElGKH9VEMcg4Jkm0jYgDzDBCgDAOuFRglGZV0+uDiKjI8GaDIPLLFO07aVG2wLB+tPnJ4O+/1/nv0p4plW/O1/57pPAPUx2FIBNBHbyg/rjwuq2RLAMq6wWR5/U51faJLQzrcdNtbdoBXWutgx4vntbwgV1gR6xi6iw2aCKu8Fi2JcGW86jATxVccinASSkZIBfQeMR9DKVW32dwb7tAFNLHe+wyNT0CKUgQw+WUWa8O1OU19dL4yzJK9nCHRU0EifJDVWqd5VIuGAK1UhVVJxTsw+ICQGOpYiDUYiKkSMQscCVib+U8JmnD42KHASKJwyEvakr0yr1/+I+wIGA09UlDnhlJj0442LZRJ4J2uvU3dToPsE6H1idf+WqEiz75gfTO/g1rB0FYAvRgvxc65LqloGr2NqHEzhqeSlWqkpWAucKEYFxIVu1zMOECyodE2QD62U0VSwUvZtitXaO9AfjswMagDV1PDZYo9NZ0qYAs9f6iZTxXJ/KnXpoa4ZUXhuK5lTZOtyhSAX2qQbDgkzKMfrekpziLQwKopUTOD0ZDIGh1XAWj03AUTcnlqRO8GyYU8Zd8xB4VogFDfJAFyCeYPWiwW3cpPCetFH+QXxlv3Ck2UV1WKqFg0cAr6rmpmBGEAZJSriFrqRyB7aozv2U6D7BOh9gnX/hygnW5eLfPQPaA2VHAdhCuIo8oD0urW7GtSEBV5GFTrump3jN1SdvVjEKHAs4VR8GhfVmV7uXS45fC3yVm6KMfQLDimHvjk0HMyiu3HMdPcBgjFsCz0maVMQPmZuqJ4aF+3LIq7IZRqYEAGEq1Yi0CV4HCuQcnZuZj5O9Bbbjnc46WisseF9riF/isUYdWMFn238WF4AS9lWtCAYWCVbxPtMvwM0JSajnwupg7RkuENKcg2QPJa4uJ1jqjhl/+8rkp2jS5dw17j1ajm2CW+ysEAi0EXLH9iI9JKffcL98GggE6/yL7q/+GeG2EXjrr2nAnlHePzHDlnontSMsHVR+el2LdRmfP8SFxnHLwy0p1WqFNu5m/7rJAH1CR1DZzekVF2XROyrLX4NlKwiWpYw9otLSvww7JhDPIW+YYOZanzlJp7tP0+EdlMubQeVDb6pke2iA6EgG3UCHHCDA5NVCQlo8JEpXmJCleULE/OBrJlsVUXK6G6tXQpOwScgbi8lRAcx4xzh/gttm0Bwug+awNF1kN9Odir5BrKl9GN3it35JPFgxiJ8AQmY8P+uw2vLqCnHKvBVXcWfvQzpIzp8QXv7FIBKs0y++//V/PQHaA2XTCLz1F41ynsKV561v3d45seDgKR+ztJhtsbOwfAv/qCzDL1oK+83F3cXAL5fVo3McNGFdlrsrcCxtgsUkaY9V9hOmYyIswuaijhQubb9Y3rnHNzJVFeCeXJmci5uBpYQgn+p2W0FHDZM2FLkzA4A7OXN74q4ESbNcsQneUWVlmEsXFRbOpFynF+IbsB9xcM3BhIZZAZ4QLHyq83fij5kRUpZbOCe6ruIa8YavrZFWxi1D8A5fcsCCIRIswITmUnxprE8qC5tuLIA/h/kra9dDpQPkxKquv22FBAtfv6psGoD9EKzOI+FTlm851isbFl4dPNRSqD7etbPSOh0fx6DOtbrJm4q0DGFP6M/gKaz+ULyEXo7JwiboxT0fmydUtKqYNsp+paab+gqreFFNhwo4owXfDzxOP+jqqIxsBpYagnQq4jfqT2UE+ESc08RnjT0RvWXZzZZryhXyOrneND+mYB+vFNwClqsrgvVoK+2iuA7yH2DvAo/83qGFaM7lHS1A3OfiBgok6atWso1lagh+mS03FHDLKY6sAhMzM7eSQ4S10s5k5yiGlXvtkbJAsK5M6iBYHXljgkVVBHP3eeub1pMU5ISDU4wDHYUHZDtr1G4sO6H00l7Xp8AnOndAInS8XKFSCdMOrCrKtXEUywTL+iQ8GZsl1MRiwbgF2FrTo0rmV9TXF9PcIZKOG/jVDXMgBMlU7vA1yoDR4L14pwUPZtAwdFbjdMvaC8AFjpZBtvv7ZMlAfAzCTPYLI2nYjiGljUT5UK4nyR4yAv3OC9v1IEqWwSdoeqAu97hi4UV0A+b1jFfcLjRyRuer2UZTyAzpR5x82qVwHfROSrAIVPQeeX0PchCsu+VtCZbUOcjGJ+XYyt55L0+JlsnOGtSZF19kI/xquL8+XwA5VKlokNzRU4XQe96aYFnL1ROL1W7TnBGVS9LwLCr1M44YWQTbMV95qHRDQPABmrcyEvfnIsNKKk66t2Rap1KlmjRUGgi6rH1do6w5jtkAeyhor40dB9fbsy7rE9n7RhnItQZpkvDF2ZWKhlCxOMq0R5iNxH8qqEoBosOjOcKmYCy4nsyH6xOOFeDKsGrkUkyO64UIVvIR4emfER6/g4WynwMsC7n7FAC2jmDNY4M7OqJxM9g9rAZxT6xXt++K/vp8Cb2jYDa4RM0+GiAqbPUR1hJCG0wS9XRvHLXbIdjYsOU7gVygaHN+DCaAcIhnbcZeCLhKUKfMDMKUaYGn9pjQonkOe4sj1nBl9R7jbhEsSxZN+nrYI2hCbfG41nX+ZQwOxPMWXWnO3wCSORN0eo1A/X/gw8lTAv6kKFYvylhkVTm/UhLXIFiaVjAWXO8eAYPwhi5sgWAZDaXV8gzag3SANH7J/fRvCw+CtRfhImeGJP4pRo72wzIYx96GTyp1kZVasR5DJcUiDI+F0F/nfW3gi4T24VUH61aTXrGK7a1ckSTo6CHGXoePZAA3bHJUldqWCPKaBGBH7qHeYAD0hMAk9/W4o2UtWEnDJl4sUiyDvhmVa0WJp1BpfuA0vOnLQFB4VwORUPaV4/YXCcoJkZhMXuBXSoHhLcYtOcKCw53qSb+H2HXNHBVqEFAVD7jMh9M9cIF7hHOGxoJ3BXWCB/zFSbRl5bpXekCcSgHBOtOu43uw9iKyme3pj81aWlaAvRVdLHtmWHxG9GZVnOgHFhapkfvawVcBX2QVEge1sFMPsi13SaspNsbaCj9L71qaFNtkuRPai+T1qgTAZj5mx4MFwTsqQ3uUSDCtaShV9uM/oS3WwZxheTpEpaZxsDQMvqzYxzborjYKvd+fEsHpSiF4ZvCsSYape+jkh6hw+KEVKgckJUzWh0VTQVD1AtleJ2Ok2YvkAYDvZuLfkZgZD45UC2ksLXHTXz94pPSA+HeKAsE6sa7jm9z3IqEaGeTuU8q6FJOxsRucj6Slz1YSrAiFWgA6cmrN2ItAkZFnVT1IWFBh29PIFUmiCEZ0jx9hYRM2a/aXy1BjR6xJAMqiQUMeKeTVGUFxi5IMwJt9taKjakimmHXDBTq5yRrmeOJWnEjV0CQeyq+cTQKbIFvYrGoZZgvcolIhu8q94mr4Pexcv+oI1dAZNNF2Z5KM968XqFbIfoBIhd0iIClQdQjdyIJG5idO5ZEJ+5JQYyjffLuB9IBc/lTOTwwJ1olfvfwnhHsKwF2SFDjjnf0MCHZj77wfHJX0eYXiNhRtjfXK9ui3FmgZUvwMXLWowrankauTZB4vlNy9FoLDzdvIT+yxCHlVAuys4mNYZ3YTAdTNJJUlUZszLF1LxG8GTyqPoXd5r+apcaZrBTywG8BWadmuHxd2k+iNrBwp5kwESxlWlpL1csSGdErTmTTGXGeDmJbxFmCdOLC8rtfEw4w2e7ROPZch0PXLPeXdpivsQrpAwh97/ubnZ1N++ix0j5IdBeAuCTWfucETEq1T7xpj56GxKyGs5T44gyZI2YErVBf2tIVBoCdQNR2kV3bDAdIorlGlq0O56ggLmuT1ClftTCmxj+EEuCEpHyiAhTtfBEiXy49W7sBuqcMCww/+nUk5q1YeQ2c1wugEFE41787mOQedO1ZLae3TRPonBWYwB6eTmeQsHcD3s5R0RkZeFEMzcsZeVnoU7I+Lm5l+fjfP/Dtis9J1IfEQXU4qX6nMn0WvWwp28h0wbeLF33y3ofSBfH2B/p0ff8u0PvufP/788vbVfwPr3RCsmFZcM4Za6t0Q6npLqz2u42g7HOQREXZSdertXXXMhkAOeDWbqoxpsM2NFKX9kWsJHkxZzADZMMOIgWCN+mbSpBww5WHCLqppnwKkXig9HfSpT9gpc1OY0ahqojHAXGCvtmMgBplE2jUqvzAEXTX5CHLLDDPkHMmyW3MYKfeRDiWnQOq+iwVkD70Ig8OlSe1PYFZ+4+8KKDKm3J0gNOUvJ0JAKamC/UUb/yQ75wD0/7D3rs2yLDmVYFQ7j5rCmmnoNgobA5oPDYUNMwz0rmFozLDicfX//9LcvTPdtdaS/BGZkZGxy67M7j2ZEe7S0pJcUuQ+J3f6rAChuoZMkPx6i/LdfxGhHR2Bd31NAxwRS06NQR18JQZEsACXjsRB8rFTdQ8K83cjsd1+If4DBZKALqzCfXQsmHxHwKrOB8xLYR9N+q59PGCFPi6GbCUBUh2vlH4IAAo1pRQghSCdsCClqK02oX4e+mhbmoQZMdV1TY1NSJWb/tJBEX7yD5fc7oprBCwXnT/CfXAp3QgjT18JsmwG/xY0m1n0Kocv3IMsoVi2ONzfIG4f1+MIWs1gZPr8COR7XDr+43vOwSsV5xmQf/z5JvL9P786uNy97YtGuQC0mnDqhLWjiSDaY2H9GAHpy0u9L0BR9kSdNv/LHGKWbVOX9mB9cCyYfcvlqsp9M0yEPN4ZDkz4VAYkDgCdtDnSlydkEAJufdhmE4B0OflYgEmCI1OthVbIV71z5k84zWahEQ9pJxd4PPvaAfpL+PyKjoR4h5kBWATxYDTo3ZoJDFgrq9EhIiwFUW/c/wj+k15finGjOMBw00BgOvnmOGBlvnQvJakTswwHU5Ncfb9MgfzwN3Sg/vAfzkD1ajk0AO8asKgYwUexVPB2NddnMNjaZxMv6Td1wFrtfYPOQlWXqf0mH2FhsaNesr7b9jt50IC1I5/yTcMMiCdmIJYnSHJ5jKus+v1sOu0YsMy9TwCil5aeAkgu/ZwnNEKReis/r8SwazT80zACnN/4EpCj3e58hbOZ+FWEi2xOKKWE6yvDEnA2mK+yj3Hqn40xxzmygyGU+QqXiy4KB68qFOvCl6opYZONpC6DlniFJ7xg+UK1eQXIP/3lL74+x/rFf/6r7/7PB+9yaADeP2AZlBZoDidMWFteJ1fgHojiNmCt9z5sLNw+uRaPPsJ6Ka3PShgVdu5dHAtADh2w9hrHXYMMwCI/na9SxPsSYDnjH4yUyOKABXg6ACkIJuFAnLfXae/EaabnsnUOGH9m1XRxe23akTrE5tppM20orIiwIULEUPeNpfrpb7L79ZVcKnHAaduinRatqCXbilFpljLVaicBlA9Y1R2gNsz4QM+YTWBR3jsEumYrR/M8uQyQU+XQALxpwOJi5Dm18Y3XTlirLQSXHj+d0IC1f9TjyVQK+Xf8CMuw9zyy03Y7uW/AGvXd/bZXP8JKTkxo0VFhHLD2fIS1sjrHsFv6v+wZHOfvvs4BkpfGC1gzAQ9NbyOJPkfTtxfYR/FTKAXEKMhxqoAmxTCcdIHYUtSX1JVJh+8NBWCZP6aSu4Sv+RxUtN3R1AaL6K0MZ20J++8sjz0i33Xuy8AiueYmlYCgKDXdW4ARQpN2EbkMkFPl2ABcar7S4/PaCavTiIZ47fgT8LFLf7o0qbpRHTaAK53iRB5v2JhY6zqmv2gYMrU/TqznU9dCNwNwDpio71KwLwHU8f4q/WzoIakhUH7ZceSnA5CiYOgvnpJgqnW4JNSMqb1m03QwDYcNmuBwcmIKGZCvKgo3KZAcBuAMNajhZKDwJXdIznu+G9bwnJCYSC3KPnau8HIPKpyXIpzHUcuToC7RFbmEmFDUIr7gDxhnj/hP5u3Zg3SkXAbIqXKhADwqVEQ4o6SApMn9GhDTpWVl6ZNQpr0v65JZ1TWikI3YtY7xkbIjqMsKUZ9222B6f5Ig5G4GQIbMUqTLwL4EWGIStByTUEowzBs+I/gwkQDko2QSOzMYCGRiue2XurP1xIRJCr+1tkqI0nYMNY5Ugx7CgVd5sqr3CV5b3VTKZzaAlKdRd4MHLPE/DAuwCv1Gd8IlTmwG1G4XH7AoH9wzYJWIxp1sMoRFQ0S0a8Dc845tdlb9CjDNjjpIh8hlgJwqFwrAg8JFJMle87uv+wyLK/FswLKXjiZZxV5euPUoE3XYAl5F6rtlmcgdCkmfUD5YuROzl+pkOzaeiXploH9ngnBlNVw/JKN4XsjmK/7MKAHIXhrHzoyaOwwlTbpFCSSpHUIutFCx2+3hREBr12mf552MMJRX8ZkmAf2wRZ4kZAURYZCysEKWhQErfmaj6vWTsMiX5gNOeqlrEBa5l0VFMSMblAWEA42zunYv+Gy8t3FgF5HLADlVLhSAxwSOroVS1h8XXgDD1pJ6W1/6OJa1ac8r0GS+4k9TNjZiYyPfWVaJ3K3POBOj7oeTBOOSA4f0mKofEJAkzxTW0GLLPOsu2SXCL32PAnUgyOcAkOJg6K+rkqMCwIfstMXxKAkY42k4dvakhxspbtMQn2mDNGDVgo0zURq6pBR/ybkOnoB0AzFPWfkUK45hdXugIM5v1j4QSgcWYgXeo8cp13gnHdpg7MmiE0QBNEWDf9oIAyIPZ9PUe4vMgfzwz//0dyr/zzf/14QXCsBjwkUkJBSXQpMycigMWx6w7MX5Hyv26rKcrkzddoIfbxf1/AB9qE4GgEMMU1zSDKBWNYndIJEWk2zdoX0K54IqpI8lj/gdgJzlugDaGlq5TSbrvoS0iFgK3m0bsceGHp7OV6IEduWFMS+vQGHxYcfnGBwVOhMWWEQbPpIofbc/Cm4nz3X6YFp9HOE9NF/RwBW5klGp0SXWyYjc9ug4KRv6X1lDVD2hLABbQn2I6ZtkAuSHvw1fNPopt1/8/H3lQgF4SPICIAs6E1ZeUp6EYRNOdeVrB6yhEYRye90hy2sbqDvDkbfLsT6mPKbdDQO40y7GJVMAyTF1a5jW6M0c45RJxHUc2Z8K6zsyAGEYAWQGYIG5imTC2he/kBdyfEkVpgp02QpDcMCiGHFs1HkxjJUEPc9GCuJDUONI1KHL9ZrkHXiDMYgjCE6SyfyU7oghZuhAt8CP+shKOn6xVua4vmoMpGpcFT5LwZ3GwHXq8hjIv6bj1U8D1ruFC2CvRmQTlharZ2EYHsp1wEdYnxoZDVgAekSVqXtrNr65IEXPR0sZg/YnBD7BLemNGrgrTLwapvW+BJgxuQfWkkjfCn4r7g5ActKwD2YvoTMkJuZQmwrjEoGsuAEAUEFIDwdo0H3pkxeH0J2vCBnPFDxk4oxguDEEoEOXTwdNdQMWt4PVBkjnPnwBlwqJQeBpwEF49ClRZRm5gKyCkKk19zvnGLaYaFY1BnmSu3Ol/j4E0puvfhqwSE7/mgYuInkpw/MRHpzm1W8Vh61NTQj4IOMoH9XIlJasrPtZ589V0oZBRf4FrlxBkl43leEvwjNhkWruU2Zls/ca0i1tbqI+C3tuaBr/mUvaZJ9KqI+oz9RvRdIByOe1LTA4JfQGztH6Idf1fHjN02TzR0PTwGjvpUXwOYc5fH+XF8JYRzh9nEexrn+KlwqTDwOPCrHcZL/IUBFhlMBhuFRQwjiL74VKwp87vjm96JKfdtcZwl2VVBBtDwEGWgVVYC9E9U0yAvLDX2wd+WnAAjn9i0ZjAeitSqug9QrLI0BsqSGmpfE4qRFYMeMVazZf5Ty/2JVryH4fV75G3IhS715h4SNTuHYDRB4b5Ei9Rnhwe36OxkzuwjWTzxCwwi8TZsB3bEA5QOagvQqfESS1ZT1rsg3S8adHL3RfOrP+hzX02KVnQ299p2HyaaD+SeSQEcWZGuKv+gRccXdJxUCJY4fXeEvmkc1rYnuvPPguZFKnbmEEsWGeCmhWGgAAIABJREFUJBwbmvARLXhbuevcdjMh294kIyC/+WLjd//HP5+G5iw5NABvHLBsVMkGo8MxDEw6UVhZFlY+JHHA6jITuJuQFIlGX57ph1eW/fFaH7CMqnPMyVlar2CmxsEHYe7TxPmYQauogjJtYRNgE5HfZwDtyDtPJBchdGPBDa2uMJNjs3c+zjOj6uYssYR5WETdF+cf99rCKkuBJmbElrymAY7/bEQVTEwRjFbh1OVRsy7sCHna9lJ61beuiT3GskjhQa/FfZ2/wc22yImvNVcKdVOCpCY/A40BDhxcqyyPgPzqE+gfnQblRDk0AGcPWAtjhC8MVZCVPAukKR/re651TqVFIJ2IFAmNRxlFGy8Wpuc2vr/s97F/CJIRA4uwE65Gn8FMnQJjXObqZ76rQ0OkQ6c6kHc4jSK/8jx+rJDi6ADkq6Yd7bbGLB6cPW4IkwKjWmwXknqT9PsGSrxOkIP/CooPPQwghU0Cq0CGrzHzv5pEIwqK/MpioHNTywVd4/clGI55D28JSzZgJdlZ1yARyBYAY1Nxwoq+ZpbAUFmRFkK7igyQfP2E8PfPg3KiHBqBkwcszs5hJQvjA3wR7wEULDfEJ1vnVDwCoflNkAznq86ggTZ+SwesHbPzXYYDloXOCZUUB6x9NqOhFhfXIjEu0yScJistmCIdjB1xSDhswPq6gL0Nr4QcTwDyQaoLpJXp0dnrBVONuw0C2XR3M6nCqMBapIvcgyLYKxKd+QoGEP8/zXP6QtkrMILgNED7XO0tbQEMbCNHMa1DktOEhRHTGZFs68dM7f+MXyIBjujqRDtznHyC1bwscyESNw3pW2WA5D/++Eegf34elBPl2Ahc9AMs0yN2v7iycRUJqltY+KqRhH7LrQ1cTAYss/7ZTLme2fhtkOmUEWTfTwjNmPRk4YMDFjeEbL5aGrBG62jFDGpfHSfXAc8fH6IQG3O7EBB3DidHAz8GgaYmh6djoS9k27IsAVxJTnpRM2nE/EyJfTjMHL0j397wfNXv+MAFJdtkbzInViBh8nArTZ2xinZFc1/YQCzAYCBC1IsLEkMYPol4nrA08WvZFdICzI4QLtd2EZkMWN/9b7N35EoR2Cs75qt0wrq/ej4Ll5vwmROJ9rOtf3s+X3Wgq5IXuvMuOTBk2qnD8/6mbcweO6BUt72jUIzLUrba2HNuEJN63neL7kxMLgmbuqukLpR53wGYhk3nBT4+tvtQCAW4G9ryHY1MgpZEM3ZemY3uiGm2ILQxtvqBSzCDBrnKyrvBzjauMvR8wKKQapDZr+Yb7iCsulND1Fal2CWGrtk8ayi8PorTOAdhCnjgmt5DyPD6SjX5pwHrm8nO1hcnLDgYBwGZlVQdep4yu4zKElT5XapoE+zb1MZvhywHd12T0YccZkRr9rvpHrDEH334Qzs/Ye8ZsPp21icsy5JFWvnzB0RngwqRe1AkNwfIiW/UwDIr7bLtCV8YsAbXYmCA/81hoc8yG2EtLAtBwflK58hMdAIAJ1r+8bxBWOFDnAqGP9lpsCESvbnEAng5d4pU4AxdxcQSkGEGlsnU9DmL8sAJSlEVvMeTJry5Uk0eAPn8O1g/++vzoJwoFwrAXsk6/mw9zhFyLp7CsfiJw6nzyJAfvLk0X6XDFFXhKx3mA2U9ukuKajzMaTOjMB0wtZKKrKWsPFysOL5rwtKEDHZk8uzrcpbGwJFBZcHSQ2Exm4UH5I51ARH7jwSRQ7srasoQAqTZQxMld1pmtjBcxMvGg2aDFAZe2wVmopChkm0E7uThwDyv2qaCQqEAvZDjG2WF2w3LUwHd8RahEBN4WTwWDm/XrMYGdPfmPrAOrCu1F6rJIyC/3n76O1hXk/19yIsyJu4Bn0tktesYyM/IaPqJNRqqbad5aX/cop5vm0wjOcrFrC22y9LJ9O4DtjaqwTW2+Od8wLJO+qghgj8BFRzTVm49srcoS3bwMwGz8FecVgCaBk76qWEciz2QLqQsNGbQXB0vJckk4gXCTizcOaCRswjg4Jvr9U3sbLvkAxakHOddshGZMFrPcHy8gLECONHho0UG9DK2EgTYSwXhwjXNtdv/6UAr4TRfAVpxM0Eg0GkQJ0hJsr1FRkA+v8j9p39FeC15oA9xkaDj+RQMeYifQD4t9QfTD95anK/SgW1g4rdGjooaUWVJ+YUJ61l7EBcqy1rWRyFbOl8Z/BEqC8kSW7k6vw1k6DvaodZIOTwDKJhoe7IeeN51IBhn0bNFdtKBD45k70gjB4av1YnIIZdOpDEdsORnhHWNDAPAqRCRJCrjDxWc0rBZ8b1EG4FLBLzhy+gqsBhR8JzcXCLy6E8Po/hRipDq2glw9Miz6goyBPL5RVi/lR9hXSgAOyVp9yt7uEz4EXgchc5Xo4516jSy9SminmGGpavXt3L82hC/azYNRN1+Qo+rMS2/1Mzs6SzxuKS9Y6H+LrrdgT8B5Son3ufjFZueAKe5BZta3J4fGFYoYGP2U3fbNWDB9o7ZSJHF00dVjogCCmBQSuZRstFCkKhoqkCP/68NM/h/n3z4DOi8bUZLxLZPNjLrAqR+pcIZiFNDB0/DNb0BSxIidheihgarGBBQgNOp+5tgZ5j3pXc67SIyBPL1t7D+7CwoJ8qxATjxaxoe7ENUKJbawja6yc+tNuZzsWU9JRSBwFFFm1WxVm27yLiIJZV4V0P5PrLTxZWvwTJs45xCx2QJVnqpxtXWfMAilBNLq0dJXUtauWnKYgNObXc8dyu157j7qfMd7ukqkack0Qyy7zi01S1IpDuYoW7MXAhd3Pc5AVTfTU3gUHyjuYoJqzzTMCVDV9UbLGwbo0EQxEwzn0aCgW6tUrmXhlD8Gt6Jl9QenTAdfgvFy6nBqbTjHU2SbVUQmu2MV4WkuoCMgfzHf/0R6h/81b+cBOY0OTQAZ37RKObsHi/oYGSPUMnyeYVvJ3+ERKvxKuQdwhGI9Z+cgUOM+Nc/1NAHw+Hm7yv7Uq13CITzZOxFC/sTOxij8m9cf8tcfxLrvi2GP5qwRCc3Rk3N/sFjNyOaQsCJg9ERzJ3uHBcHJ56XBdYi+k3Bdr4Qiw51ao1ZQ5T0D9OSuyEh4xWioQMSc6z4nzDVmA+NYELAoNdgERgg0Dwa0V2tXW1BNk3F01dQAC7dEhwJfZB8MGBBpP0WoyqANQqvIm8erR+vkIjkP/7bL1x+fufpZ78g+YNv/u0Nh0bgxAErVLb9G8PByKu1Srhv6/PVY5B3iESATIZhkY6z+7PigZef4NV1TvRRsi9wgwHLoFt4qaYR5WvlurEBYqjZXtilLg/0q9MTawh/phTyh7eG3Ozko2dsvJ8FCzLc+RgPWDSAZecl+eDE0eIcMGKN4RNaSpN8wLI8VVQvg+S+LOWAHzalODJ7EG5YWS+LKXrXeZDY0vA7DK2yoX5zoOENnDEEGiYSoA0CauwI0QaUJDggi9D6fS1TQWGHO+xKyaQGQeayj6uV42TA+uNtKt/967EOjcAbB6xHNtL5ivWOKpWEHRYYn/zZeFL2Q94h3QGr0DVEomVjpF5Z9wlLKsxvlyCLUwfXByzD8itxeipLWhTuscVEp8I80L/D5+wY9FeSc7xzu18ySbG75J2FjQWFbSMr6TjfKSsUu1LkJ0UElwebCWlccuAkNcDEA8LCREKqSCfFgxMAQGTPYawYr2AiCZrOgBVGu9SnLQ2AAJcQF89PHrAo7PWMRWvIBUvMH5iNpIgW5gqwNVvkSQgEdSSYw75WQZBLJoGS+3v/jecXkZ8GrKfl3AHLlnse74tPc34L6p1UP1rhdWnvfJV2juNEI8AligUoaGsnqMjh+xs2MdfxDUVDN1y8NmBx5momPTmGV7XUGHTEWB2wbJ6tAn+QA6o17NOBnSF3eos8FJmEyte6rp5TudtaNPATjjiMkKoJZbCDoFfMhKRa9Ze6gopWi3J7Z5ATYDsLg0TJrxSdr6giID8eJqq2TJUY1QLjS2gj5ART14IrGDUv6IQk8VE14HWYQguZAhxywimD0DYPphR5t2vEYCRTHW6/kPMq8tOA9bx8p58Qfr3FU0ojFlUqVQBirixfL5bpIL5AJAJUeWRpq4Ft5RyU8u7XtPL8Nsm+bOscAko8KYxaIZ8bw7l7YHO6CxXm3EIW6DWLC2p1GXkrJ9SyvgK22Bjku3F/dDeUewXYlvgKxISNz4sAvW+jzpSwtkeh30MmTJU2MDV6ECoVLapsQiIZTmgLMyMQ1/ynUQUI91XNWPPF7SfMEf+6hDaSStmmoRdFhUPDJIEQ1RSUONORKeCa/aLpGU3DmdD8Ln55+pih/n5crA5HND/85S+n8qff/K+9P1bC3y5aqPfta1XMrDtjwSmMR5AWYFavWPY3JwjWAS4mfGGbwA/q/I1wuqboe4mW58dUwBga0kCSaXdiB0sYc4yN35E0HsCd45ifBTpUvCr2IiOmQureRJoL4kDY1OvuIIGL3BH1mxs9e5CMI11alS9nJgyW4LTwZvAqsUu7cQMzuSkG8CooBlP4/+GAhb8gr11jl2TaTupLW6KwQaPdLZd6rSJJJzWWMhKNA72G7AJ2LIELDDeI8NRD0NhwfQts5jA3RjNPwDfItdCcJVeLwpqEc/jgRrOkFEl91AMnqhbnqzcPWMPTuTxeWTpqCBG/jROWBu8xFUZl1DgNgMVHnhwYq8zUVHcNugKPPaLE9mQrwdctG4nqJTJkTXryqpRgjDQiDYaajTcFRxLHiVK3nbrUoTSxYhIF8Kna6AwIbVkwCzvbtCF5kEQ1Wg+k3Xc3FdmAKZ/SCF2SiVmSSfw0lxUpZ4c7m8QxG7D0iKgwl3V/fRcHLBmNkwELMQaHemoYU/bq7i6bneXg2XIlLOfJtWKwKno09++rBzh9RIbU7Jy62zIzPG5jGG7szPkKbfVryI6zmDGPJbip6+7+rglnz03HWkZVEXUqqJIP2GE9Uu15wIq9WZXY2gHjRuu+bYlAE1QykqZKR86tmZmJW3FiQ1/Fy0GKWjynhMkYtRrd5oETsnSshM9foJfDBkSR9FOHmdYuhNpDRIpBkz4AJMBLXSJA4pgkyRB0kfEwlYN7zS+KDMUxzo8LAn6DBVUjnBvtz3Oz0qEOTSHKdRjCXStG5kLF9kJQTpRLhWBZ8iq4tE8OsGVnVSpVicneNMKWxZK6sPhIUVvRjX0HMfOD6qA5sxHJ5U79omgreEiDxYfsfKiB+3ttYU/ix/wwYRXag6akIS1hiHtEaHVdJGTg0nDULOoTt/SQVS3G+q2XoZbrMNaWDFh7j7anEx5CC5khBMSpM6BgkJ0pNatZ5IVEkRXp3wxj9+tLsdz2oX+BOeelXSAvkjlFTBB2jYpsEkl4lixECzBL8Q6mipM2YECcDD4dpIIBSpG2EGN6nVp7HSRnypUisCwPlDTZV+D8xiNyF72QnMf6YgoCS8e5ac+nLLqw7TuGWgPJBNKxhW1Sar6TdNrugwryxOV2YuFziT128Jnf2gcKOsQlM5YZN7YE54plDnhc7KZhOaUNAdTs0YTb2najHhUyciEFJdKbXK0fF8AJ0CMxZyuJgn7EIt89aZadXeIaFyU7RK1CJfI4hsE0Fz3cmM8xBAUNB+bCwNXZikph2mpep3EsE8EIpbfwhY5ayUxGJCKToJ9xNoWbYLD0pVsDeOTJvuLxWrkOkjPlShFYFj2X+/Zx4mNG0jlLTh1c5mQeFezc8irk5yVWX3Rq2Gt66kxHDW14TIiUmN0mryBPxo9SrXTUKInJZ0usMN4gFRjpVszj5xGsURqbrR+wuK1PlDatZtlvZyxsBNK3Ex2lzkCW5WOXUXCD+DLcz/UB1IULI85gA8dATqe2URLBQDtEHbGwMmGl65th2R1oD5DRl2TAyp94E+MSneYtokJ1qMuERCKYaavMhhvCLPwZdjgiTlycDRs4uqrhywQXtldwQYN6CVkB8m9/+ydf39/+y//xzf/xYJNjA3DO1zSEc7h7X9HKKIeTK1U0AWleF1zkA6wQAbCW1JFpL4iSko8Njynh6mK8+vsIBnByaJJDwMW1m7hIYpgu6I1KooArLRuFGo0JweoglCsMkfWvt3w3NB808rWV3S9wK6Ypnl2ADleaJpOEm2SfVhfDU8Ltjykb4lUTrgtCoBGRMMG9FuCi6FrRAtUBapaCUQkpDlO5u8gqK7oMcjAb4MQPtNzVpj8MKag7gSIDVnOZIDpz4dMuWG88ug+C5TBZGh9xJiWEAEslyxq3RrCXD+/rZQrk3/+m/rqcT/mdP/utmLEODcBJXzSalMCH9m3ZwZMDm08IvGlSsVPLL5IQAS2+tW37zUc+jImjRmhBm0iO6tvIKILsYHIIYqOKSmCdFHZlciKm7femhY3C4wT1EHAFA7nOkY44YqbTLm4bOVPDJxljY4nxHQdUNJtWCTlE+IGB0t7LeYbeLFStgafQdaFn396pdxBJrGth8rM8B+FWnK/4qwKM9nrWmlm6AZxjq4E5C2H37dUvA5U46IQBC14zPQbEN3LBM9Dte0pDKZst/dwOcLI08DCAoZMU9QyjTFilK+ZoLyAzIP8vjlef8rt/fQqu18qhAThvwDI5lIvbdB/VFErsmvtZ/7oJ5vAMRCgdu31elOyb3MPDreUOLUrHF67GYqRtppt7Lb9VOkkXvYyHQKgZZIGk42DEYuV8wzPZPDtLxyzb4nwBTCNemk4BwOrHXUAOY93bIwquI/S2CUwPVHQ9Moy0+8e43dJGtjf/1KtPWTYJlpYfHH9Yyd03TCIUMteJJHCIEOQWb4W05UzhSNRtxL3bZ8iW740DVrUndDkZoD08/bk24gdZByrdN74Ly9FzciiGhneLXSnIvb29AYv3J9sQbADwJhkD+eEvkir3RydBe6EcGoBzBiw9k/sHrPYGS1N2Llp5lcB/3dRlU9O39fuq/YJPqC35XYT6cPvceGXjUcPM61+wIAf/Okd/RWInSArC58Lxh4j9SUdtcIGeRIsQ+H7cGMw2bUlBnsWp4zt5mp4otghGOnOHQ0oxwDKDtBSv9qVa4AsPfDL/OG33MyH4MgOgnwlJ+QERDOYR4mpklEZwtV8+QQ9twLQlqx2HaMICL9J4EHhMAPZCA9teJY8TzC1zKkwCQp2wNALwZhMfWeFE7pDU6o69vK1nmOi9hIyB/Op+0n7nP//yl7/8k//t/u77T1iHBuDMAeueROv49SiHahPSE1tH/KwCl+K6oWk7NOc3RmgaAamR6sWDONSbrjUyoOw+bv89krVdpLG9Gn6IaMMswAw1HbGWMKZ2NPH9ExaZsczgL5jkUdr6AizFTweCwFVHBNfTFAt0ocOxnz544mKkiRPrlAp2qp/h6fkJRGXs1W14B+Nr8h7mbCeBbztGDp1Do3Qiq+JR3EYjGQ9YyYRlEnRUKmqcIne8sLaiE3eHXp5tkxjreos+yobyKqkA9SqDQzeuVGOHSH79Fe/f/at24f/7r58Xfvbtf0p4bAS+2QdYJrWBElX7BjUSzHRfMDZ9W7u32k88YlAcAeoNvONZs9Z7BJZ57iahGtDqbyJcuhMi64XpfNVLXO6UdY+SyXfirWgnBCxLHGlc/GEIu5jsp5MyxhfM3ZlVlDY940m+1Veea03ZuoRIMyluiasFmSd8EXbIg4SuaAEGrOyTnpKEO8k32qCPmvxJjWk6CZigkdWXAh9hoTOQPQyftOBhaFuBJPawMY5K4iqc9RAgJ06ICK+iCSvcZ4i7ZLjFaZDrDDWP+vtlhOT2a5/p86of/s/PS7/33f+m+5UisCZJId63jaYcrjb8/OYVoNuO6MiNGoFJ/TlAqsGuZek/iRcPG7bIJCCiCYsrBNw8AsqJEqKYDkh6NVAyyALpvLeLxN2o9pqvFzsROYvvdCOpP6MM2uBRBLUlm3kBprF0Bn8T7aXGwHmeQfL9HRG+hBRfh+zjHiZwon1jVWDDdWWDC01UJtF1KmQ3AOBMpG11j2k6JdqqSlVYccqfIQn1sQJXhLoMv1WTt4Br+YBVLTMUfxeznyJCi91j0k5YIUco+qUnosoDQcTB2uiDlIEkTm+VEZKvD7D054GfF7/9R1hXisCaYP3YkUChDmXXv8SX8HgFyiCb8ch10GCtOC7lxYdev5aB5gjzaYtgIKFKZTPAHjgHQX9GQqI0ae4FlCkh1h+wTNKvblkU7kjNDjUrSAPObQzZ2JkOO1tv0RaE/awbg/dJikXFzC668GiXIeNWNYIr93Wtt+EezPceGYDNfBdPcRjJOLlkVym2QgXiYNIwRXAscxf5elbFNMHwuSBJ0pAQpiEUL2jcsMob3UStDqWuiliyWQXolqulFFIEENQ3LhEF3+BFLY/8e63qCkablYKwJQnuNWQE5PNvYIUPq77+3vt3/1tYFwrAmoTyvHeb1Ac530Z1ghoQ3MZj096Elc8hXvSovU67mmn5Ocq05Q41G3z2YUG7uQcSleJ3CZXuKlJbBSTTcX9hnSwIedIWJXUVkzW7Q4k+yMDQlHqudEC7yXo72ZVIaAHR+zFboNoEeyQ72z0QLQlyxDeGhwmhcUhyFpXTfAXQu498DUzbEsgk8E1xCLpbwKPFzMnYAzjFKwkXbohzA/gSyeQEkEgirXEKvO1hKBIShFBfAMYYREwsYVSWKkhxiyXzK8OmdygMwSUkJ+l075YBkK9R6s/D5d9s3/9nhBcKwJpoQdm1LavY4URyiyMTfAywPjZVC41zn8Njh6xXyKXSjj9+eMh2GgMs1cCU3+N5YwXVxnKQD/tFK2ZS4gyd7MxXowHLsDCSv8olS0Ah2TbMQGxxo1zGC4nr7fYGVtPA6YHoeT8+5qyX2kwgu0NbT+TowHlnd9wgs2KDY6dZJLTfCeBBnhy5ra3/0Yc5igxUdwIgs7xSR+8l2MqYg9+C/boR9gOUSOamLHFkKX8MNyVQkoEEXKIBK05Y5rd4oyyMIGMKy2n2LYFd4xd6O1706x4benMFGQD5/CtY/+l/hsv/+vP08reSCwVgSbQ4L6Lfti2cxOyWnFdaGY4oV/d6RRENTD8hWhIF60vnq7xDimF51JN5lTgc4aJt6uTJ4l7H6sZZAQOGWf6snWkPrXKnw1z5ZeYZDByQK510cvc7D9Am1raRB8kZzrwf8BVUJ4F4/JEG4mZ6uikP2wIipgFqm4JujlTylZMMvjFMZvwiRACAOSMmUVe18t56UQaj47FRKDH+Q3cyZieNQ6mJxpy063w3c8V5L64ad2Ao8YWHqG1Ff8iCkMqHAVGYz2/obmfACqbwjpv+WmMa9vfK/gGrc/lbyRsCsK9pJJtt/3g+qtej8yr1m+uDL2jX8770yEi47BBa3vA29Ihj56u0QxIyGSuk5dabc2S05QV+7BOv+kk2wLs75ISIMsgC6ikbNPLU48GtuyG0M87BThp38zj4r3o12Iuuoib5ICJBnJ1Omq+eeIYHXzvPAgi3LaPlnQTHjRW6TDYMnte7t/ncrkHq0BASgucti3EW/5JDz+B5wKpX4JS0xZuwHdVJ+RXw5Efcm3hiiCR4hlt8IdzFqNG4iNsoGIZnAlmo3DSdoEnskDXhF7Ba5QTjcgkZAPn8EeFPA9aCLHxNw7j0rmy3bt0dGu1uk/JioSTF/CZH2pJ2NbG9F/G6Q2R5+3BsFVeK6gjzRXjKsDkcL3+LE1aaKU+kztOi3UtuJ/7umK/yoVUo2HqSQCE7s/xnoCnHHvPge/RrHCUnskELAJM1jDh9+HEXuum5JBxqt4kL3HEyrdEOg5lOIv7hiaiEvZxDagoXxxTNaGC1Hn+jd1E66oSPOBnRFIGzQcr25rn2eZlnymqspK83TFSCELxAsKCc98gIXGcXVma6LQSDTzKz0IxXMtoeAQvWiETKozYFUjCvICMgn3/JPf4drM8fEf7+6wCdIocGYOGLRkdtYUG07O4esLJtfNfakbjdTY9SdMNPYK+U7UK85E84mts9AtIyHyR7aj93Sop8vYQjQ8UGNwVjvBZVnS7ciLLrEAqJgXGKZLpzSrd1ua3PtAwCxgHppgtpUHngPPKuiK+PmDIAD6fz/3UKnjhym1vvpB3C4/qQx7tud73mR8B5b7CTLo3e0mBFi5EUhCE8bAREigUzK7VvdugDBV/vACpS5seF2EZLdTdojpmBicuZCobyXKEBK8xkAAATQ2bYhK1NY5fNvyq3ZTJ3+xhG1tCsTlgxmheQEZD8r7PnY9f3kkMDMB+woM5oyVqS25a9yUPVJFqNxSaeG/WBHGlLja4ExA8V+6lDOKrcIoCFFpYfKANCEZtT59HuMJZLVUoF6Hh3FiUxzEgFZb1khq9y+IPMHhGT3Ezj0oKiAAhocl9856NQFY82ZhKcTbzvpRi6L6ezvvzgAWsJUuJreAgIfkP3v6e59SJOofOeyPNVPmChp8HhsJ8OC6yK+LOnSqurwBbXv04pi+AJS9VBTiBxbfAQQ+Iz4bWWDQ5q458uB2v0uqn0xUK15Jge9Z540DUN6vv+PsucxnxJ+hP2Aky95RN5goyApN/I8PkB1nf/R4QnD1gQ79gqFoSrwvLm2bas2JiF+m1cKvFKXd2uPIl41R94jvm68WME2iPcC+er4FbvlpSmjV8RY4ncNXIBeuOIJWYTtISyXritHkdjnCfTs8IwEi23NyUGjGIxSFNOOXX8dn05LCF9Etx5igEPnBT3S19rvupQ4uuqhGgm5DuhhZY1yFWBo250Va69zIBn7WY+S4Ix6LzoKJLSPaVpDTELH9s7PiA54xXU6V4KE0eNAxjehfWVGGbNMeopQMbuf9b/4SySzUuR8f68GzfTmcX90bFgRucrYhVDAEtxCpMHA7uIDIF8fZX7n9Glf/vj34LvGT13wOI6RZ1pTfKiu76r1wS4/SR1gvCyCj51YC9oPirbwd79SsP5OWB1jvWhooEIDZuLRb3hrVPHD98sDEOxSQrdydIzPQBIAAAgAElEQVTsbpkA3rpBiqTpGSDNtjuzc3hZtvUCxpEoXfthvzieZMIEqWoL3meKOXWAaTpyT/6EMDER1UCeF6FcWyNu8QV0QuSugscNDsnX0ozp731aSlzgg0pKmFv3bZSj6hqcWVNtckD0HWxnqmh6Zdbaki2y7EgEkY4zHdOsu23hFe1qe7vxejNOafbf/wdR1SkKDXkCkGNC2HvKZC5jJP/2+bsH//Af2vsf/vHnP85X3/0HhAcPWLO/5O755u+hN80Fa8L6tnkP4GJj8elY+0nY3ZmwHms/y/74M2c1nc9Xx5+ybiTI44qstFuTCUuF45CUupNlC0I3GOWO+erBzE7QWSfbcgMah26iUhtLOCjdnQOkpC6MdxGxkszHE14/9RNC5qTjmJ4yWpVmgLvE4JlTuqvjVcG7jTK0gO83vNgdsKypzXSwa8NiRuBJYIrC4xyfSLLNsEMJ17FPJizfiUCEzh5kvWGYfaA2EBcGLO4M/pprmit0vVRBC1xt+iN6Ct+7qmQuIyQ//NPf/d9fv935d/707/7+n//5n/6vP/nC/rNfgPzBt/z3hGdGgPJTZ6wdCjx/95j1EznTbJSl6ecqcXc+YT2GeIc/LYANLhfOVx0ydSwFp+F2CgNjmUghtFaNSNW50s0FuNRAO3ZJplStPZ0n3liiljRg2p26h2SA7yHofN5yFQEx96vk4cffhOOxQ4STLps0ShFxCI/yN5mvUL8o5fEKJqG6RZnAA4NocyrQT8YL2UoAh8wG14uIjDb5eelPWeCxKSok2i9hcOp/zQBMRmCB7oh5zj4YwJV98lDLM0y0kDhIAA1bMkO1e0y4zmBQI+0yMoJy+2XPY/meX9hwYggo7z3hsDwuaNhdOsGshULJmukExvFqbgObWxskJrPdXgFTDR2YxipuLzxkHVKVbKtYcC5CQkNZuku4JKpWc+Zw6dqVcqpdC9ele58ZCkBJL9GTm3girSHNEKRh1Vs7J6ymz6h1Ui4Z53nIJ80oX7UPTtef3DEkzpe125S5kgoyE5F61BpXt+KERJVMAAhgEyo2dkJmCjPgvxWvfhbYAHzx4wDqNZ4BeuIUBEaVEGw8TdmI2lS6D0BywdDBRs4+xyGrC4PT8uy7QQ1Y9/99AQRMSGKY8QNZbyuQPflpwHq5JZ6vWmZSIk402O7SSQWzu6sHbge0ZK55tthP/dFHuKxuvybAVMSakUB2Xv208vQFrF1lwurKJiixpBZeluy0p/NEQ5I1QAwYhuBrRR/C6Aw9BJ7Q3CRoj7kkyUSVQ/Lq0S7DnHQcS6CAK5i8IZcRvWm0oAiZrvZPNmjC0fOiOMAXYiLjMxw73TyMNNUl2s8c1D8hpBbslihAGYHYVAFlgN8LY4zJgOXxqndg433YkUtgBoGyh1ye0U7hH/p5dJEOXEoANVuErKsVyJ8GrJdbwgPIRwoP24IGWwcuBbO3DbM1JOmCpY3t3N/fLt6P5zFUM43pEZbbBxgd4rB0wLKkgrYlhKt0BW0lXl6tgsQRS15Z79dXPJTZmXHrJ3q8jYxWuyXFMFQdM3IXWMxZo5TNrfYzKZ651eejvjepY5SKMWFLKXlS+5abFqNyoR7LeBWaslU/0QChQKNGQUVWBgev7W1UD55VlXhXkD9vcPjYsLqEN4GCLUbCjDMZOK9X6hsOKtzkAQtu0pjEpRawtvUtH7FweZjYR40FwgXIzcvKnVJDNFypPo6Q/PCXv5zKn37Lb2w4LQKQZvcrfG4WsmF4vAdml3ZhxXec6ynKhqi0h7P8hDCNt3d6hBnE8za7SEx9C2RLAZ3phPoSp6uo6mIVxHTCqn9iyltn+LGnB/FZtmWxsXZluL3TO93j/WkunZH2c8DJKuQGpkTmJilbgeSesqtFPOOjXtZEB41UNXksvuKFQtMfHizKukgteCmfHaWYs6gk6nLm8AKBLJlO9BYpE0+qeeZNQeOU6hQpN0bnAEk33AmQw3zlGx2ruJhMgazOx0VaI2lQ6CecSnAIuh8Ru4pcB8mZclYEuCjdhZJhOsw8WsfXHq/9FDi2XRmqHrYTsFvTzIqpP1wuz5mv0qYbQ6Sl/AEjVUWiCbRfRRSSFzuqjWGPPTuIU2ZkSoKVMF/19g/wQXzmZyxBww2eNIpea6vR8IAGq2m5I0kAFXMC9/Sgl6FYtsTun5Aopa44/qa7mj80YLWVwI9OrYXZIOrG2NEFCMhowHL3eDUOirBG5wQfIQr+ZSSeI5FESGGCuzBgpU7BPjIKyCD06B+Pka4/FK4SsLXV2YDlV0o28jIoDduVyuNlgJwqxwag+zUNUpQ87juyQcv4CqCe2f7SJrvsVAVhwjI+a89Kx59YMRHAayTxjtBt0N2yCUtKQc8EOCFe+rWX+PeobB8ISUtxmlSPZHYwO822sCB5HrA078d3NnRv94Bl3FRca2x9S3FnLqOxJVRwvvLHGb/oog0OfYL3iEzOMWjOD0a92O7JWytFfh5naDM/kTC+DDxA0rMcI+zNCk9OkV65xmbja2LaYEqlSReoJftx2QaPgKiFg2YED5b4xsAXsBALV3AFvFGbov7rugF0UsrLQ4zeK5cBcqocGoD+F432qrll52+mYrYy7LEd+m8v9xpSa1JOdipasaCI6QifMF/h43YcsBCdYkskQ0s9Vr2007zcLfW7Xr/eAErjx3vcckCe8CyQK6FGkp7IDoyuaszAvR5Q4Lg7iWDTwo9TemoBSWZrgsl4vgoTltSUgNO9QI/cPdgn6YDWOmQAFaAgjBi4l89YchwdpxjNtEkKKXW+/EMGAB1JhE5EQLDq3kimGf0ORSEuXMzmsE1GvMZB2IS70JktgsZIbW4hPACHWPOEWnWAYggEFlykKZmwYha9Ry4D5FQ5NADdAUuKkrROT45RHdT6v4Anq4/z1ZtWgQVLBJHt3d4cMwb0/eEjjO68TEJACB32XodSOsKfWqBEm8mE9Uo39woOWIDRoNEI5AcyWwUtWo+TzE48kTHvdd9owNo7YbWV3CVIoK+tzFeA9Wt327GEyAw9HV6hGa5dAg+kWbZ+CVfA6ubYwVXWA3/CH2E+ae74bsSfnEVUDiIrKqKYqozd2jceq0NYIpBPwl+nCTKuZCI5AW4tQmgdvLyrAuYVgohMyHBmaAskHriYra2po/QCU3FyA09dLbEuaH4asN4uhwagN2Bhdhmcc696eGeIlE/GRBKzs+XhzC+acgXkzkNqhvpNz25inN6+TAJNtwsZOu5LXFJUQ0wONQqaAMdV5DZgfb0UhF4jQ+RsnNk9Nui+W+wt5oABwtv+Xt5rXMnsl5avN9nWoVCYs8SoUgr+laQhGYS17rXF45Ccr6SEdEoZ4ETg0vikzYPVBjC0xyLSzLOb8jeV3OF2NfKNCDPqg+FenIH3lCuA0KPTl6nDzVkiU16F8ch0SOEV5pmEoBLbUYEZkQnQml3lyAlyBUnWAzYGS6taFFFrjFnj+xJyGSCnyqEBGA1YpoMOldfO0JDqGC5LtmCNnW/QGrraLVyBmbvzkJaR9rtyS1R+XvjAN6/OaKVpEKFthAernevp7NiTM28RH7CoFHv3sWT6tGFm81GJEtKusxRw3IRPpOVAuvgkH+f2e375zml7mw2bhLUqJI7GcIITwXtck1QMZiBtfeEznc3ClnqoBpzEURmMkbcJCfWSbwkuwTVRHosarUeunDxnJtI5iLu11Qih++Lrj8afRwCZV1/lAWggCU0SZQ+J+1vDiyacSFPtwFO85ZYxng5Ko7V4Es+QywA5VY4NwMp8xUM9JindzJXsSRtM/5Fm3RMf5ee2eH/bi0oOG7C6/nxe+eC1L5W093TQeaCjUFC5avfMXnjC2jrzVdJm7hsmmb2B5BZXM50CxuvleRiRdE8D5GPxR+4RgD526jn99jYZr1IPJQyzveJDfuiky4IXQin0Xmn2MC+KdZmdigw5ykliSVlCEHyh3WCCQ1Sw9VtMBsoc5ECGZ/AJFQwCbqwAyVD4PGGxp3Ab3b9jdG+jeb4gNAV2mSOfQjc10ZYb6gdLMrLrgNVASPA4Vj8NWO+WEwKQFCW8FStYhkir/Oqs9FAX3m+sZzU+6z0uc38amdNmcowoTUPSQmvUOl5LnT4WZ2apsJzj7KJkRQ+9jPys8jY6GulEly41zU154olQcJMeXsPCb48cNrJpBu1GhMkYamvLS21gY1qCPzkpre0lbrrhShMEJRsefVsY5CBNDJyhj2ewEUv4M+ugBIwkg9bmortkeLB0Bq/K0Df2yTje1g95sFwKvUh+haJJzGkSK1FRaEGulzQLkDhf3a6C70QDHiL0roHCW6IC1zLtSY6xGQzR++UyQE6V1wdg49OnVW6b3A9KVkFHteueUn3ZR5G4M3Jqn8Bp6mqE8nhGOitN+qYPjnHeNhHy4eMXNZCOtTdJaHea3+4r7LCuJxTL4dG4dxa6lK1tthAhGWCIPXxc3UvSVFYJAyzYG1DgEA8VI9bU0f7ubhliAszSmpJUG+Kn4cG3dRWfBMJMQ07rxKw2SziKTWG78goHsPtOjbnbLxY/ncnn2jiBNyMYooBRUkAztsI1WoUOkrN0kR4thK9ABw1VYMb3qGXMPSGJqKAg+ha9iRM7JRIcTIoypUIZl9A3yGWAnCqvD0BSeuKCyYTFS5bKN2Qfvt2LefdWajwvGLAGLNVV0zZ0lCR1eIhuS4V2UdT6fjyQEKcIFb12gbo+FUkD3jJHOJajo9Ge3OlistqkruPaLO9vfxSFTfnIHaGDtEsYkwPt3mVRbaptbcLqHy++w2s22Y+3MDCxr8fTQEvTdEn6sTI0nq9c2u04bIgzzUvv4gIrZYgvSxw4NBks5NF31jstS+KUhm+SWbKE1WFQSViXfIJTiYDoA8dQ1jY1ULuDQIR9ZFwHrHDwhQzIymvIZYCcKi8PAKQBvt21ZOMVK1kjJ3NvouHmB/bKg8URab7sz6iLHC3Sj+fwpKHEjo6PYCtePhbeVwkXPWq0WEYtPPznflAhv18YWqSm0QMIa03TJYajh4/ysYbLdp8ZJkf/dFmLc65tacIiP01JwdaZcixrZLL24Oh9Pg6wgI0hOO/C0n1RrbLJ0rYUhwf0aMwNtGg8mPYiY7bgrNfvCjJY+CbkH41GjAY/0iK6gU/yHN0ODrp9nnski5oW8RdhJZmAkLM0BZpkdGushyizFoBqV5HrIDlTXh2BpON0F+Gx0tuiZMXsSOUi7GV72WY6Ec+yDDqPUXiIUEN7aN5hDTuI6zX+d0pobbFDhAlECRBtUMkt8VMsUmXNGAmVXk5GCAfD97Wcj9Jg+vYzQEBOaDUNgBCwbamB0Izrjdgb+8QE9Kmv6RpooICxsBgwu5EjbYE7jLwXBMAKk4STKVUQ1HlIurEOTDp9YIDID+TOYj6g0YhHUVUWonKYvwQNuhJdi8NNXRH4EfcaU3Gwhi3Vd/AxeXBEPEZ7wTdXkZAaziUTE8CuHsMz5DJATpUXByAcvm7Z76/SXFpJmqjwoRnpsSwlwOWYLF/i8XRhmgTeEutKtBk+go00cBe4Ah+h6EElzKpu3WRpokHr7fKhFr1H9MiXSq/LQt5T3sHipO/xE/xaSMhefPiX5kSZlXgYtN0uBn0jHBl2upsyByvch42vNrGOB3C7wvfl7hCPE+2NGUVM5itu7qrEaDPTiJt9sfohxc5ttY0c14wUumoYbNiILuO1qDKdqciKznuSzhJV5zhCxYkyOE8M8SBWMDBBnb+gU4uZk3lQ2LRdRC4D5FQ5NgDhaxpi4Ro9P3o6aaMxV7ICeaRvTahO7N2+sf0DsnzcAEC6vw3yNcLFD/3t9MChBvkwxoaeUhu4RCFJEnXDfwIuT/dfb3peSKcsaeT1aGCT6HBPzTDhjcLRxyddr+/fEmUIX7qU80DvXebaViYsspGyUm/n9ILl+h+z6d0P3CAb1K9xl6KjSYIGDSQFNOGeYK1ejrQqFIO86c7gGVaLiWJOVkQlqlgjgfZr4hQPw+gCM41+FVIEQaLI1Kgx1DR3SRFigLdCriSvFdSL+2W+ojlQTNtF5DJATpVDAxC+aBSqG75NYXQGMW0iK5U7P/O7pNNYduy+gb6/22s+RzOH0/9tkK+RWPwsq9XLGgxrno2Zx3b6SIiPlryVayLJ1I6JqlmPT8oZH+FoUHHOuefuG5eEcJgpZAv5CB7YvlOH1gAUOCUNHLMqpFeizddwWHpe58ipQ3bnK4OGWQmkTy6gg9L2wgKUojG9BY8ibk1Kn/dbnmXImK9BdtvisK++Mp3Bi/MNKUkzEI8OhEl4aJoFjyDXMYq4IbjIhJGGgrrBOaQCcfJU5Eoxd9FbUqOM5c6Qs4YTlu933Pgk5hjNJM/eK5cBcqocGgBt71Lb5t0yrkzr4wxHVLbfSemLOxWgzYfMR3W2wuPbByxLeuAODaEyD/ZvSYi2rjzv60SyRN3SCQoQZz5k41U2SIajwe1hcZJIVhiEwyoK01OJamBJsnrKGbVJdauRIW+ji11tswlrfrxgRVaFCGFtx/eZx680ZJUoXIyCt1Q74YAODTOSRSgOIAwpIdjhTMN9f4dXNaV4wgMbMvoBCJxA1HEpEQI9/BO+YKBt8lV8rnRRZ8BqDGUs3F6x80nQ8NgVCh+rpHvoHo9xlI0O8sjec5hcBsipcmgApL3LWRv2uWRtu25+fWlakix/LMluuzijd2+vL/ebH4PpKjx7wKL5gWrs8hHnYMXSNBvKsbJtI3ne2YkbIevo8dskMb/e6O22E+crqy8N+WiLsNuY2TDxnbLxKNG6j9oWpxx2dcqW8tSNGWSPeC9HPjuLSapl2iY1hKKQ4x4vEdKwgVdHWqvk6yryqCH9GCmLCgCQm0pM6HrdDBrQDxk1YE8YsMKcC0OQEYa2LdLReJWTRXh7KtoyctnEPjuYD1gbed2BSXsUqwxYyBBHRGJH82MMFL9DV+hIaGDfJtdBcqYcGoFkwLK1+YomKXg7rY3LmvZK1hn37t9sDfFxWN4xYGE1Ne9psGDoPznX4iyPhPOd21wOcXiAJZmv4mjMrRI3YcLAeIXVVZ48eL7i1gwEMUxLKzE5YlDfvU0GLnOnwo0xa2jLwEjCZfEmLRPUSFtClSBjcznqpiLZH1NYOjd1Y8sv04vmIvDIIcORwLdzrvj/M6nQEQj4RAlgmMjuhgKhw/91QXLTw1B6g17pBFCI+4KEBGyku3Ji7D/sZggYEECLvvRplEOdPfVsjJS1ptHjm6AC2TIURFSvvbrs7ZHLADlVjg1ANl+tDjqxzG22ydFaqNnJA+9jHia9b+9+7EbPiFbYgcKT5yusLlQ/+t1ooAHibFqx8o0cosnaF55w7OH0XotvHAmNPQUvvJ5GPtCgjFUmh0hgGtf6zBXzak0NCHI6GmlhWH2kosFkeuyjgzph9bTNJqy1egHXO7RqrwTiWsds7/i+Ti74Z5I0bpmUkmXtwN14hpuy3F2GvGh4cH1VqEspJVLUipDc5dDelt4xuS7CV62xDaYfrRW6xFxPBiwNf5iw2L2EShpkYS+h4TGW9IYAt/dO0iXkMkBOldcFQDJt2uCyup0U2incvPw/jH8RfUfB4+aPRPJK8erCcbM4bKxoCBVrtHnUerLF+71bFO3gWdOX0gr12zehF1AtIx9q0MBIhoM4oGClvhjUay7b6kQyJoqDY9osi3zoUpxQ0kuqGWCJt40nLLhFe3JasiWIDs17CGvDtHY5n3/a63ZJnWdKKTISLtaP+Ig3yrZEcCl5UkqRv9SFyYkuMXwMA1qpr+CWJRoT1nUOzcntDVgUERobyWv6qWbIjCRAoJtiFaiEqGAuMrwkxFmsyKPeCX+TXAbIqfK6ACR1eGkD9eWH56tZvVxzwPDYPKThCHqhc1xuvso+FJHSN8OsGpKKNd05t/JK5rSoetwxgTeixlI/peG5dh3TYNnXGrydIgEKvJFknGj0YlvJnoPQS+MzPKSN4PBERP5J84Tm1AjitsXehba3qam4J0G7WeYTnE9HeLvlUJsBxmi0zt/IiTKJPu6qWjlW7ijYuP/ppLEvJYjR0qqE4tDGFYfKKSTwjXNLB8NmtacRWCfieAnRS5oZPFJe/2OuHS/tiInRvPVU82jKfJVRqarcGr3oi7tKCgPgN8llgJwqLwtArFursxFlotlitWYd83q56oErelTPsxIK7LuA5MI1UxruwoQlVQxKkFes0V5f93WpX3teRp1276x51zehWeI71sSNkHexQfnVst1DA3r6aR17mfDYLrbVgg+BrUUvntbgIaSUNJMwAWRnP1J2vxCLzggucJ8QZoAscldwwGpkhqNSwbRFCJDMt2UyRkmw+DhFZ8Sd7NhQ5hYdjHCU2pgRGqrYWx9Ei2gC75IJi+OZU2nkLTsE3HpEmh7wT2yk81URLJIQkAzN2rYJk645ZLFwMZ6wsvCP8vlsuQyQU+VVAUjq/PImPlq7ZrQd9XKHqmc1PSdXwdERaJOW1Qgbhy7vfIsua9ntF6Cxnqck9QDxuf10avfiSikvnx7QwBkMGjUFHXEAqUFlb1cyb6S6Sx3nA7aJI2J+ED1rIZO1wcdmFS4EmnraBlHiFBrmCIRCL5MfDDpkIQLHvYku3mIQXjcigdSs55QQV8ApcklOTSCKUyKUW04hPsvGI47SIyRZmmKc5ZgRRpqihOvVGA5m2nGUUH2KSfmlABVOCfO9goSy9HZVpjHAJ/EKobtYt7gOkjPlVRGIB2JxE+0yVrE2o+3es6Lrfamq3etqeUrVBco1lpV+ILiigIY1n72rWlOSi72KvF7ntoSaeMkS5tyfei1yLAal9eQTFmlBBOqOacmuf7arwqjgUzb6oW9qw8pIhvQOv4TLC12Zx2lfncqcIcM4+jHIejtLlUjB/QIQqguaDoHeostM0ACwoR8bCKCPP2iV7ClhzMoGrJZkHMbe/IM76NzkR8BpAuJxsAkGdLJrxnBejUayWV5qVj5D4cyWDFgEzSAhPZ944ILVYogPiUO1q8h1kJwpL4pArFtLZrhKmLmKxe7IpeTJ/NIz/YSqA1FcLk9bybekv08ygGuVE73qNK3LSs9NygvZy/p2f8DS3qGTEY5G0AixgicGDY7MJvcdD7UB1pV6Qw3c6KocMALe5yMjzg3JOvWDektbq1cwjcSqKgxPA7P82ECCVsAGNhClNMH7dnzPKVCc0GyMQm0mrJeCFqOT0QN0DIIsY1NTAsOuv0qyIYxLzj5jDIDVfnYNkRoka7SgYim+UuAns2yxbkL2coKxAoVoaF/jO19qiL02pSf42UzRuPAYfQG5EJQT5dgQ1C8JgBS0XYM0HyPjxF7ezyfkcdlRfF8n6NIcxOlf00CgQsuiVpxAp54HRC/2vWqtV3mavC6G5MHX+w+kwzR0nKEETZIfC6TwYRZOBvgukDYwbRoYYYR7RzFW3JSGA5bg0wkrZAD3yHzW0+YCZOLN+/qk53UVGmpZOV1bFNBZ0A+y0bhoQDVViQJmBetgCA9GhOY66rYOckCN5h+Gvps+DWIJC2VESApCSokgJLV8Ojh3EIyvUc1oAjcxXL8MzBMyScvgsVjvTnqC7o5EdKVuxIgBzEDjReRCUE6UQ0PQvuZSD8OyEa54u+erMBI9PWBRXXpK2VMYVieE079o1LIBy6DGjSIoHe/2/9u10BI6hmOxS2V/Ji4Ke/A1X33IYwab5ot0OxwaQIt8ZNMTOi+04oTT7OUDFmnzHkDrQlvpuqqtYJMN1CST05pGN7IT+tCPf36kke4Qs5QdbnBTIRB4xZw4JhS/njvMV+MBy/m4bcFFMl8xW6qkRw5zHSYcOtjQ1NP5Ciduqeh8XoGZCqdjn0+ODEsC3L2hYcZojwxYvAaOAsZIuRbuGFjQ7SvUpCSAcJ2u3QgiaLVJQp8uF4JyohwagtpbdtStBA+UJ0rr9d1HpdfB6p7A4Od4vPodA1aLDnacQmWwrsr3YV20e0ouUB+abMHL0gG7IA7wnZ3UAYuqeHtBtVNnRSJH7Rhs095p8t2utCgaRliJN9BBpLFEMtXX8YRFcek/DbFNcjwEn2n5yOOcEWPjLIONYRTdIkD2zAziTYRCp4wd04cWOBlhFLBOLunwlvg5oSYjmz3BddrON/aY64A4xDANr4l9/etySDpOIO29KyDCGVDVj3hBTWcEYshMsKzXkMS7Qbtoysczg5wkXUTMKKVPl+sgOVMOjcC9t3AV2xlkPEaYJ0s6tMzvg5/qq1jelKzLLeAmbxmwdKYxp8xMqqRuggXsJYay23yXxqvVYX85y2QTePCpIfkYlwzTZbwdgOajT/PY3c3KfcAlGjJq+eDCUOArLDbU3FmO7P3CMC69GfqmqF0jwmS8qS8+PjqRjMTYSm5sKT4BoLCoDLV6lkvc6gMJOd2MaV8PfyTZN/BTXKl0046YgjhgVQUBE9DcFruJ/LnBgv2YwYKTgNN5SMmmqDF58jKEiYBSJOoq2OH/S8SXoKMOLYEQF6NJZKMX6nfJdZCcKYdGgAesB4NMKbZvvsqKylOihelZfY8iuDGx4NF7BixoDhljWBBkC9ymhdOeAC2vaKpEsXk24tp9njeUNx3dASvd0hmJIhJMBDYI2tJCDd5RB8uA0SYkFiRnktTH2G6wTGJnURlpxZwRhjgH2r2P7oClPq7ViyxXlRFQIovd4LxdIjj/X4PorjLP6DyHgIJFgKKL6orJ9phqpfi/j6saYkZaG2GQBV6LQxtkneSvjpM8UdwvMIUw7oB36YAVIBCcBkXygLx3UGF/Jk4gkIh6SIHqA6bBCHu2u6C9Ti4D5FQ5NgAHzFecY3hhbasdOQ+pwtNzZDeAt8xX1oJEsde2BIHMeqyxn9gTguegCmsOqOW1NuFwA9nrN+ne6F96WOYANbuksALmnhe4Sy7zgGV6AUq9HhPFkPQ7E5U9fGy/yDLYOS0SW4qv3uAscu+785vfl5UAACAASURBVFXPyxGGLbFC/VKaHk8rRt2chR4jw1T89Ye/RmMKui41zqCQ9hryQDMoIiyNbRpd2v/AhNJbcISRfNKkzDiqjkPiAHUYQWASdBHH4J0x+UbKyDxsxiCgIaKLQwVehAzrkuh7EKPDcR/CIWUcu+vZC+UyQE6V4wMAZ9UeijAr2DFfzZ/TdkuvSZ4l6tHVk7TfZuvd9pQrDTgQnTUINIPlpbdOMHVJbHh2JBvoTlV38dMNYEqIGpgqyK+0nIR6meBuVyMy4alulnbTfToOVOiEFVxjtAOGW2Q0kJvYWTknQsy0UEUT2M/cQ1Sj4RSAbZtc9UcGX9FWkTFNnLCyMeOc4KaBh1LtxK16hcCjVk773riu8xVMMFnOIVATu05Y5DcNVTpg3Z2mjRoz5L46AAwlMRakkLI6zjqJWwCWOhT85OCWQm+vIJcBcqocH4BYBh/UIH9hd22jPTHZ9aG8K1nV/NVzlGIPpQQrTPxIgHdaJRobBPsuLa9pGoxPNspIzLF9LA/ik/S3ZJNvXRkCDYsv8wv9ye+Z6ixezkkNGG0BMQtFvejGFF+0Dy2k1VlpPCOKpTGx+xupm81r0dFB4jQrbqFDiegJeW+owQkIo4LBJl9heCWMhZQVwGhypLLAhWPaT0lX0smjUAH8pWOkMNHQL+xk5GTDakEF6TyiWs34J2k4xzDH+O89gWOpWTKyIV5CRWmM42ycg0VLZ7zHN6oCZsBLyGWAnCqHB2ChVayo2JLX66btMMf6hekMCR3lXPO7pdsBsSZJ79WHWYu12tj5ZH+6rg8r3o7KVx22POMGNm/vWrG27NAkEHybNtG8UgNLt+XtNRXpDcSkTEtnl/IuMNEttO/w4mP3SmIDvMREoo/udPQZBGCAQbxI8PtlJE7ZhE2mOvSGb6nEGZjgqYLCViSDlK103A+hV3ZDQMFnDWNag/McMs16pNJFOA6Xfb/pymDMcHSJnmhUaJT0o0e/mRydjYckasSzTcoSO9FjHlLDwoTVXcXsxXIZIKfK0QHgqv5gfGHbHg2xoDwvb83Wy56VjiR4IR+wm1u9Rk92HLye9xvqrPuHLMVWoXfv+ujtose2NmB1bkn1xyfjxImwitoGVurQN83QZiz6STv1rU1o6zb22COtBuX9lO+mKJgIqHZPWKNCleZqQkZ765ok72E5ucGMYMfEWaYuc/+Y53aLo6cHyJJ0RKJKnVfuFtwFCwmlM9N9eXZmCT1zlg39GgTdoxeRQ5P3IcBwgd7Jpttb8a3zYJJuTsVq6CCjiEqIQ7WBq+NMzrTcXm8aNiX0XXIZIKfK0QEY97I9WvBBcHmXPTnapUjsXdna6SeXlQyvdBrtum1fsjd3fxONU5q4M4QlQd+epOtnR9JpknsNkTU1k/mKn59J032l1n8u4m2oi/wLB4ZF31w59xiBOBylW0vB5rLrjLMJgsTP89tILadg93BFBwx7XrNuNyyuSmw4zOayKI3DB0dW5ysdZE2yCQRWWsxU9Lu0vAAGTAMKKwVfeoohizjwMhYE7/G2cJPxVc0IXYRFWMLFClG1e97RJT414FxHKG3qajP8y/IhkhB5UCRaszq09vBynlwGyKlycABGnWyvHqzQ+2zbgX5pxThG67LtVrjPtv2AUPAbXqnKWcv6WhI3h2rdVoM+ajEWeaI8iku4a+ydsDBAnHJTTGhx5dBIrW2cUZ/Q77/WhtjKtIegqHZkICKC4t4ZsCyYd0PUFB4pElxfXDcpbyvXJqwehm5qCB9xesEJq+50kLg17ccBYQtbuyc0Ew8Ik84UvNSHFQKIA1aaUG7JfYhjurzV0NPzgPovtpSgEHPGD6CSYY9tN3DOMBuyuJtSzGPR7vgfAbnFG2b8F8LArlGagusCkE9eNeIRvIRcBshM/uOP4fxsv/+csmMD8LHSKpYkVLK1LXm3e0a0ZByjddX07uHuXV/T8CkaACnitVjZ/Q2WKYvepgq56bXtqWG4yaUelrA+1LnqsUA2/64S66cNlmtLPijocctDGZf9BI+S1Sr0XSl3i4jB4TPHDEJB6j3qBmDxoSJBWUIeoIm2tKcbmcuXwiVVKcwKe/UOkwgoEXgushu581u9hYSfE8IkV8GLBGDzazTLNe9kgSMwmsrDbC+O18uYcHhPaAqTGV1xgIrdJ50GLk5tzDijIZCwH0jBl7CPdFf9YtVcgedfio68E7uH9sHn5TJAZvKvP8dTfqUBq37BH+Tf48oG5bG7wfBwP25aYaDaY7TuMO1naGHLm75o9EtCdYXr2ccOfnPrbM/qtTc2mq8Sy7SBloQmqG1wNX2y3PgKQY8LosoLuEVoKbfQH9hv2sttAejy/xn9oyfpBgmhfMUYhKJkPqA99IytUB1MuE7Uh5cEnarpUGUWqZNcY+pJGzhOayomJYNJgXcU3N63fTMhQnBEKRDFRZhH5Dm15KbIn0CqJmjB2d41CO7EfQyBLu/Obu1SvawnqMDukQYiEsNHGdaUNPcwKQMq8IpZVvdAh6iiqMnxNNR8mbnmMkBm8hs65VcbsOzR0vmspEXuGL2o9jyXsjo6k/cPWEnwpZvl81XcL5eoCUpl0XU6jt2WmqKL+lDvmss2GLBKLxmx8dwvcTHnHdIpcSVqoXIvqgr2EmADmxfOeEyWDqhiU/yq+9pCGMrU2O4ThU4rf9iwmbihFqPkkszp5yone2fCB89lqBX8zQ2dtHVtjLKucp2ylDdtAV+774hjJsDM0+jxxULDMFp1p6YFsEhWjDeb8X1wMfwdpTsbZLvoz9sUHCBBpkJSoD83K0JnpjVOQQkgGKw6+Aoly+1tvH4JuQyQmfx6Q7nQgHX/LSGcNqcJptiRtl+ld8XwttfwGwesvMngLTr/9TrPYaIgXMrnq2xd6K3aKuB7wKG6YlFd8hnNfl2rA1aHCwWT2BXs/pZqLV0t2TrSVKsuYpJ4iO90jqnfIfR+CIVZIyMPVwl0uurG6T02nsQAK2GemX/RtAUFeMt9olVhkNb2yJI0zeARGsc9FvRi9TLOHc6MRp+MC5uxLU6ablaRDXFXOSDAbtk8k5SqQkl0e8nejkjmezkCooBGs5gXvkdwu9boKxtoezrUNHMJf2myGFy9hlwHyUR+9fRUBXJkBHzAumt+z4B1sG2tpUfp3Wv3ewxYJcWb1vLQ/YLD3Li4IzQFwTh3yNuGTH3UV9+Q6h0uf138DME0drRTrAp+eA3V3bimikvKYaNe4sO1HvUYnmMlrxOE6Jcv4qf/ITdLpEPQmknt3kpfpgN7NNBvHpZUTUj2NOBbwBr7J5n2Nbob2Q7ZEzOYVBsGTiHzAAevQ5KRgtQRylIik5aFrU6yxZxJPMRpWuOaYiuycAEBXBWmBBA5GB9dulF31jB5vq7lixu+oLBGWZ47PpaK2GlyHSRj+eEvtu2PDtN2YAR+VPXeD7BeNAfNmuWLJNTwpV1X/ADL0hoVO1/WtZKosoaOddeMhcySpoj6rOlYmrDylPtgU6kewitG60Bz2xYbb0KHq4xZk/XpTezrLSEq8NsLQ/IwfruMcWg9xDrkTEm/2xeLNAFonvFshHsayJiS4EDUAfSJRk5LQCddkSkHE0JODFzMHneC7CD57R75UxfC/yFMym82NKh5IU0frch7womJSmCDi8WHPMOj17NWeDvmJ92Tk+LImjXCls2FkBpKFQ+zBXe0Q1uXsQ2lKJuwOFF+XHux+erbDFiff8f9zw/TdlwIsrp8ouQVbrZlZZ32rOe0rYq0tCudlFRiZ9e7NA5knywEl1uBrmGtGuIIxOtkuqKswLIWEFlWzEY+I96+I8hCm5vAVkbbxoOWPs5T2fe95ETrxvyQHYaojFWGlJ2uNBDcK6ADQe1nIGOKc9Yp7ATNkaN5QOhJZQEO9QC8LLkQ2Os+3zH13BMlHAAsn7CAacLPtxk9TljtBijSiQp2SfpypuLW8Pf4mHleG7JAooTuOA10lSKMGzdRIUxHBTKKYljdMcwHJBIPgL+pEIRIZUesygEFGwR363jIhJosvYpcCctIfrNt/+l/HqbtuBhw1To9uFLg5sa31Rzs1M4Hta2KWr14es7gQkVvb4NL3CtxhZccLiG5fViaF1DzQErx0iszp4M+B1PkxiZiWLRbI2El0ghzOojyJBBav9lX1+kgTc+xKuWWB0xJ/WeWuBXYg3kNm5ojxLVawW4DpzRtTMCqNKuIQPugMe2+sgQBIxI7GmcE6ubx1EmSRw1wAt7wC3I0vsmiDReRJJ+lg49CZ2YtTgTtKrHJxAnA7GDlgx8Oj3oZwgoOwcJ2ZaNrgC460WG83Y9+84Y4X6UTVqbzWj3jWmj68utt+71/OUzbYVHgc3h6dKnmrRjnAzlbanLan9C2JkTn5c5KFO1z2fCUfPCQKcmCSGU50xB6HhUcorGCbKtcHy2Y096Bq25sZCC0gayg4o7gjT6BE7vJOfTYhPIrlvUTIZivZMCaTFiAFTMDwrGUJ13acVgKXAd2hH2gWZodU917FmAzFD1xDNBRG0T7FmZwwxQ0k4RUrwGreojY2qsAV12vdiW1Gv4GGHgqJOQmDjH5VXecz4WcoLq67lGn48lCc24xsIH8wSViULcCJKauQuA4eyx19gugdbLlkqePXEK8Bu1KcjU8Pfn6O+7/67/9SOAv/o/nB62j4pDW5RMFza9YpyK9sBZde07bmmSN48KyABeudmliLXiHi2q363mJCjXeNEkNqiBV59UJq5dzGRkImCtq9q2C8mgbiinSoZRH62gsPjS7Yd4tgwJ5Cj2EJyxyLcLRoSQQTGEYEY+SzQJIZq45a0/JwJUAQiv9RPtcg+hwDEH7jV43BwEA0nC+cmOQDkIKbk0eUepLuuEBZV/AGoSNEzLzzmOgRKH/whduwZMTLTQs90XxYDmLblTZgEAwdDcT7FaGC90XcpBviAqbhIC5LiEZM8N0MTF54Y5xOUC5fP4d9//y3+9B+dmfPavuoEBIVp0fX6ysC9ZhyfLipnyi7UBCvcQcofOFEvpcZ43OGiM1n4J1u0ixia05bjDXY3ntC/NBvQGX+05blhZYAKn+qwSkSekNLAgdgXGqvzxLRdXVtmqSc6yni1W2lXDLJFBc/wkHxxAbzoh5WtjxCh2jgTXLq07mxNEMjYRNHnVF16AU4KBkyUN9VZMeqUH8HQJJDXtuvDd6j75QtENKMZWm+mh0NTwgYEK5JWN8DsAxThVdCIuQM1OYnZSJh8+JpExKghmXx+zLrutc27C4E7dXhDsLml1MLgcoF/5FOU//e8KDAsHZcH54tdAuLN8xEmkV71hXzU+I+nPx5FyDq8V/osfSyaIpyvfywvt16hVGLc5IH5XyniG0aFnOBTJ6Pmvdjm0BSvyIkazLYAF3JchgWwWq0nMcTxeT7RqxVyChzYEKIiO4bR/mCKxNBntJIP48ggnFLNEMu18kYIIN1uNmyqnIsXMzCR8NPgnBjpqmgw0Ft0NDJmeLoBFWgscWEjOIUC/pbZRkSoCQK+Mt6AdWMurid9/XdUJZXUTvm+4sNwBXJOFrG6oRDLTHONU9AkxEi2ukSNy5dM+4Gp6O8Pe4L/yDwm0s8M1JH4+/3vArRm+/Mmd7Vuee15iNX7k1XO+JXgmar8ej0sHTfH/er1tY7v7s2ftxDJ87XytBHT5v6fZRj/4kjmn9vqtJOKHS3G5BczDq98l8dcMWJ6yB700zXP/Q61lhNXgrLbqBrWlFe3BfvbNRTnJp/sJvUo/lAZzaAztf89/odOFX3lEL2D6MITP9QEEBfm5eIc/LOQ/aP7yDgS9MOhCaUxouka1aMuMGzVHz3GvuwpCMO75YCmdfnwLa2UmaPuJWnDRK9KYs8qbQjnssYObDM5XJFwhl/v6quiuHMNQEpEZ8wSkn5omMHnIG4Wirs8SDmZnRBgfvJ1vOULtRtTnh1s4R7mH8gcIPt2WtLrUcEKMlDlgfwKc9+/oA+SYD1tf3uP/h3//46t//5vOXEs7+RWE+Vrk4ix8fT702OMutUz2pc/V16KLj9XBy9qyH6hDWmJ+F2jGe8Iu+snXP3s//ncT5gJ/tYZ2gCauNac/u7L0tNIMb2OXoA5UC8WrzieaGTXKDgySXC+gEH0jihIMq2XEUqvly1rb2hXR2792gRZSB4TtFie8hvNXd5oHhMzZ5AwPPh7crw+Nyu0690oTn4evWkm4fFqLv5GR0+a4H4h2ZgRHrXjEzJRzd+w6ZQ24XaeKq3AW/jMmVPNQsQgs1hxuf1TKiSDfTzfqiAvIH0g/1q8S/ghX4uN+4/VE5dHR1wqKYwoD1IaTPeJNJMcbOx7uUkmqYpj3QCzwDWPdetDec6MsdGJHVMGtqEz9QInlexMfcj3s/WD9Hg9dHyDcZsH61bT/76/vrf/v8ceHsh4TzAauu/Hj8NZ4AsHrcBD1+nU9AvfV0Lqz3iYjoR/Wb+k7n+oBP726nsFWj9b3tVB3H7fw1zTCRn12vtSd5wa70bm2Ck72twTuH8OkRVE2D+u3z1V0PrribG+b8PUhcl9zeh+svE3Hoda/v+lK8oYcFH1y9+lrFDPGg7MQJS0zLisZzPF3cANp61OoEytZq0ANQf/RG84DGJfLfZrObppsejl79RA2nVAZHXfSuNkarRlyHSFgvjFbtMoo1WzJg9T+JIZyT+Ypr74YxatsIKaGgRJBR4sMzD/PBJ4JcR1FGfOpHHFIz+YQ66aCq0dKpw4UwNC0yHRMyp1vs+iJnpVQews8DwSn0Aerb5pGWJwDAQ6GrnAA/jXucFw3P6S2JjqrzB8g3GbBIPr909LnvbOCm9IwamuVbRh+hfMm8+UAytqrn1eZbsp8Ryj3R9pzfYSZY3nnskViTOMI8qUxqmkxYXQN4Y2vCwaOaiOBTdzorfCF6XS97dzSwpyNOXuON5hFfyy45vE7Gkwc81oBjwTb1D9Cani4MuihhPbQViY2OEU3z+sH67u9CMvLYJw/8bBi8VpKaSXEy1rmEVU2lGrp2Jy8pyoVczdKIqBPCM1QYvuJZh1vURdQK+wQCcECERH+Zd6mnBosdLNDmeoiexHKg8H6PAMNYyX7igEVO0BKizRlHnDGtGUrb4no2Jgfyu1HSIuVBo6n4CnIlLMvyq2e/dfSoGGy90nOI9rnx5Q5Ph2x1KBgZkKK5om4mNwWPaHvDgCVl/EnnWZnpsDE0UJG0dhRHAQw/bkkgTCcsUVsv3wasUBv9XDShjhSh+pKGAh0bpa+4DKWe7BZUL402H6Wyq/DkjscfgkhbqZFlYw57nBAfvYTJL2Zj+JhABgf1j6BnUcK3EpS4IRTELQQgRhDYQCOusEJM2BdYBksLreRgUWfXoct1IV2cL+hQRlh7aX4sksE9PrDyzAc3iDXGJZEIszBcbwkhDmEM7ncQAgwM4ngsXhxdzms1XH2D8Btxs4FmBw9n/f7SP3q+iFwIyrr8Gn5g+JAcFQIpAOeOWF62bOYRF53lqSDtMWCbG82TXmvF36PrbfPVY3BTfTdt9/dQzKYWNhK8SrvlcTJV46a7WSxq2+WPJHjccNy1BL0bDh0TXJRGk3vArcaA3KSbGJbr2PGCrS3uwW4GVu8hjB2QCOZRgJzOhZ1sS5NwU2WKLvIGAIZ+MJdw0EPONRONEqO1GIBOCGFd6kSDiFWHuA2QyAeKl+9FykF/6mZpTb3quGsjQ5qHQSFdgvgxXp3RYpkVZilsEgNhimMBDoXh1Jl2XACoaVCklMUUF3FTnCbY7DCCx1ggobPzc7ZcB8kO+c1VBizTrNGLr5T0oPZRVoy2uMnw1BtzRlW1aX3O67zwXFOU0KfhctU0bHwJ/RmakHMYPLrby05NknydRGl0mU/EfSG0D/0gBGu/3xZ4ZUA56wnRkaJekUJ7YJYsyUZAETs4EUhbQ0fRttf3u+tjSYCBx0k/05buDmJkOFatexbWzfEbMBJxYAyDb+pE26hMQR51BjqcAcA/jYWaouwIGYpYXBslF0ZIzzCpCkOEsEdOavzitrau/geIMACaFORQTG+Za75egL8a8uSEUhaokzJh3S06jzxgwQvfhFkDGy8h10GyQ64zYIUJ67wRi7rJ2BoWHIMXM5BqImt2ou5hp3uN44qyCaHPw+VOaVrtZjYy5kPwbu/7qale9bRaEiXpjFULDgyEh65u5LNsS/zpZvwgLe+Q2lJUQpV6U1ViawtY46H3y+Q1Hj/XWvDydMJiF0MEONyMRrYwVxL1OGORAqaDAhuWtuV+oxvD4ATzwkz1Z3m82vhGJW0/RAn5QAB6EzG4Ok9sTfQsLMFJOD+eUZAP5gpjzC3AEmgaSlfu/8NZ26OUTaNwg/WSGXINcqbkywWzcPO1sAaLAFZLQPi12sdlgOyRy/yI0OKBPm3CgjM5cQgr7f0Sp/BoZ1ucFnMuzk/4nJadi8qmhB4At+qsiVMZtYT+HSq1hVCt62EYTVgSpfSyVR3U8kKAAQvcKmR8Y9Nbu597wb2NTcEq4zzTiq7kdQYsfIxPZxpdLb1Z56ulCYsUbhFYIafdWO5iwCRDgPtS8EO+Xk7IzJlQgouyICbp5RxzvRE0HAmwyJiMEUSgcllZhz4OCj2EqKfIzrtHSQhpVXFsRaxztUFT7B4GlWDSkCq5QfQKGswRjyTlbRzwNhROJolkaWMe3lduqlZB8kWFX/M0uoRcBshQPv/doH8xw+fvzbnEvyJsyuiU84PMy0RObt8WV9rwSDWxkfVTvmzt5ROTRr9xXE62SOgBcLUacTWxB3JWg6eds4PBbDRh5QkRniGh9FUdKZywvQxNzzKXsqj0TAUtJers25KuVoA6N1SKGkBalagvBUYrOoHqA874FZvGW1JolIYwY40eosCy9E9Xwp0V6MlU1btEUJpem1i4KyGLuJ7nI4KxgW2Bp2l1w+a6JWwaB3yXRordZqpYJeqkyxxG4qx5pGMqz4g6a+N6Io/gUXQlV0IiiWdpkEg5c9OUChL0hgN3AbkMkKF8/qYcH6k+v9b995/Sd3AA9Ji3w3akkcSmrTRfOZ78vJmXcdpsVArYtDxRPD5rQDt4QsspElrXQWilsdVyYo+TgmW71arpQD2esPKso2Q0bnZVA/dOVusu076I7ks5vM5dbuXXiFZ/hzgsAzU4XRuBJSMpgfCGmhZdaDaKb8yCpUcvTn5yCxuQ7EAXNd7I2V36WaiMcPibV3AdeOupcquYVEAoBReM8Eb/vxAuU5pwm93gOZOpC1FDgIA9GML5HzFKHlAwIdcMPBQ3iQihkRjVAas0v5QoP1f1kiMzDzElS0uYgqLQCr3VopUEi7TJMHmp/nEZIGP51Y+U/e/31//482d/Qnj47JMe89eGOekTfWgWSyil68iKSXnIi7wUlAeciYYuKVrtHnW5r1oCtBLkvj5bjTRt6XrXyTpOMZ0SNl6TgJEiOp4uLFGQAMSMVDGkl9r12E+0TQ0FvXQAXxfcFlAELcW3ef3ocUCmkymVzhAa4EAJ6Y4HTBJZNj6aRDqx73sLktJPaQRFwwBPuyG4ulws4Vu7hz2MeZAZ5C0RC1taAoABTa/wXgzFmZ/5Yw/hYjL2sfsedeAd010N4sAIMUANDRnho0WoWtKn4Aq95to52JjyOrKKSlpjF5HLABnL1+8i/N2/+hez//XfP18+9wHWwQNW/ULt5CH0QCsiekb7y8LZ7D8Ep9ttXh5Y326v92FK5LyvaUA+D56v0ITpBGAP0BICtbgn+rfB7UwjtUUo51tnjWKBmhltqj++YegzNoimM3Q8BNwHmw1YRn2oXuTyf9tQuw0s945C2Ii+hIXxOflIPYN9rPD2pvXLcD/ASkxmsNqEQo3UPCjb4KQDKMok49Qp+Ea4wynBQ0EzBeVbA4FuwDr2ThSYWsTFXzuTvN90kcTN8dZ7wrCkS0q5m/Nhic4GJ2gliZkiXkv75AoYhRD6RR5kZb/GhUUd8ITw2ME5yaL72sa7U66DZCy/ogL53NeMHhwB/5UlVa2kwiuED+XSfIWPfMsgxUyoN1qBH3J6F6JEzvuiUeXzBfOV1mjDSrwf7d7duYfjKWnDX4XnZZJ2Lg5YcV+CbUQ65FLpLDF3j4Yh1zo+XWRdkhZ2StlnH7EvQGFDlXRaE9+UBPx1K4SNhkv2A91PaNVq0eO9pUw1K7MOfVAitKXcuoqmnhDA4eCQeNv9uixUi6Nabzh49QItpj15d2c7ad4H+zhzui0/CRyGEBfEIf8wRgdmD7jjLS7NdGBKFnH2GkWVXmGGwVVVBSo52mRfISGy8DxxCbkMkIl8/sX2Jk/+gPAlAxb1BU+P59WHutiu9ssU7XVA9/ed8tLTYOQPaGzgQnvc76GrvPKApXy+ZL7S+JiW50cVHTBhZd2iDlhQ8HRbfyvesymnUAPmPnvLSQU6SfgarJD1mQnX03n68K4CXkGrkRzi8pFNRn7os4B+fNBHWCvzlTMV/aJVHZMpI1UdNFD36qZmULmS8CVZ7Ipko/Z+uFKcGQeqYc+6uU7GcSVNWLIoy3vSqafUYuTyCct62UQI8JQKaqovdDUbRWEBLYXMgqA1Mkp2UYYuFLPweSUTzb4LIAz8JeQyQGbyw9+0IvF7//CsskMDAL94EzPNDpmw0tJoadHpbL7DgdSMZ3VsHw0lmztnf5+Lq3hSOWvAUj5fM19pcO3xdLrtoDq+tom8BDezbkFXeY88Pnf7Ki4dcto5DYmupG6zUNEXiianqyKIy+i4tNmNjgXckxySRsUO8znL4okDFn5cwLuDEwRkwGZvRdiqrTV22oHGzfMEKdDPZCCiIbbqELfgZKGDAG+xvoHBCCN8M1Y6c0viK61a/UL8G8iwzqkF/gi+j+/kHg90Ei3aT8NMoR8UGjhFHNMOyIB0IYnBBI7jVc4RQWKvLiGXATKXf//bX/xI3O/84d8/r+rQAHzg7wlfK0irorWVbhgd0N5uMy61z1FS6QAAIABJREFUYfd8wrJw3mIJeXzCem73l5w0YKV8vuIASU0ePO8vKRpm49YRs2QIEGBxwKINmrHWT1jSNfRyyrljHAkPQULR7HQxTXgWiCCaKWR5oJZZg66k9lAjofJfw4bdqEtYlsy9RT2TjNDyzljXQANsKpMs6aQeVQfRg1y1peSgTwW8TvwCdx0f1sp07hKf9LxlyUS8hgpLzCWHsmn15NXHGsq6jXUgaHbYyUyy1ngh+At8OhZeivRwJhQVwwmcI0zE3q8W+vOYvnugXAbIqXJsALC7Yw4/aQePlVbJFStUrHyTyfFeHbBKPG9QQpKnqx1uZiD3yG/XfKUN3pTvvZo8etn9jpjFNifBD0Zo+aaWkq2EI9+4V3oNoS91IQ5YeimSZtk5IuPm1V8+QOBesInqtjM12u8iH3FAWJuv+g826XHPJCkN5kwEVJ1aEY5YcxsKEIDO2njqYPHWn0TfQYAPdAvtmQQDQuUWYFGa+UxWVIzzIB/Kpr1tCiuN+ILNaLUwDOYEcp8JYLqZdr7IccnOpHMWIxLUSNI4Q+1+Fs/3y2WAnCovDMBySVrQg0WPNa0Y0WIF2vSsDlAGf7KNYArfrvr54NZzJRT/vCUdZcu8SNqzA1Z3+zYSszBhpb0CrmKXiKaSrSmSfS6OPHaJZTzW+bZ7gbTcq9sdiBudFDw9vV7gyhFcu+uXc6LIgoJNFloXiKrrLSHgYRKq99Rrw4XReULVqT/+mYaGMjjYDX+vkFF8nADGsbXj4ZYlspDRhTN/E8VAG3GgIxZEoyrlWCf24FSJVco1YQkVNn3ZdHT7U3xBXJAAUQP5oLp79vRBJQFuF5HLADlVXhkAzOGH2wWmtl/RN8Ns4gojNS+UrQV/TMuC79Ozv+53snNt49myDfl8gTFz0uXR7XFFsn3gQruj1dti2iVNKZ2gkq2C5QBKbyqggKfC9diMKBqfLj1HFtKeNuJzA6VQJ+OdhADRkSf70Hudi/N12STRVde12F+b5QePKqJVPQc9keHiA1bKlZzWkkm7z5VMELiVHEfz2RDZhpJwSJdlRt/cWL2PdwpsKmpxfNLEKs9XPI2KVeXRCGNysaa+GKW1N3dCHEW18GswoMMKVPx8GTlMLgPkVHllAPYUpb4GPmigt66wyRCnp5FL7YYa5o+m0uHjri0qXPP70X1nS6hur4XKPNvj6YTR091jbRtU37o6rd3a9FJmkizKljzPaGCuK94QtIWPThckApnz8PhGfZ4x2tsJKTdSbV71dY8rboc9SsnHfkx2VIl0wPq6gLYKsB4c4SPGuRTeFW/Xhsy0CwQ93m6ivnkMpZfLasz56onJKTDIJ0195hZyBllGwHCvXqu2+dgpYxwiHrCAGfCPaUSgyCIMZ0CXq0SjpABLCjiqHlOUDfjFUNQ18CcpfrtcBsip8tIA9BN8dTseMz2xqyb4AIdSu147pcR1NlFxxC4xd1ZQzje9QTbx79WjIBflZne/0dCg+NZ4wEpczluFdfKUtNkZ5S82ZG1aTbB36RbrnS5lhVpetO27eDdrEHDh9EMLG7MM5zCY6zgxCsqQiXyx5ymJdsDqGugVZvkucGo+WOCQTGx96TMMMW4i0YMFFQlnN1fIOLitg0mMfZr7dFmTz3SgNtxb2iZwuLmQn1Ia38Q5N0KaYVeFiCnIu8We06D7+V/CBC/by0KvmmrMH0Xw9ZaYer9cBsip8tIA9BJ8dS+W5vQEharT0WSjeWC9eNJC6+2hmk21YuKubJrseItg3TtlvsqnWnskcbXv0Q18gtVSmU9YCRLpSDkzCxl7iOjh64iZcarKaNA7v0KayTlLbBslC5HT5UuyK4lOP/3gTi9JJbDdSrWhb7OET+oJ0S3d0oioCIo1YWzqLf+fMaduoUVYfW2gLUbBLWILD4tp0ONz6kZTZhJ2xT/CSQ6xl3hcOe7RHmW+o6z7wVeZucCmDlgIoLnNHlD843wFuUEOW4Fr5CAaD2TUwXSSq2fKZYCcKi8NQFJq9mzVY5CcoZXChyCyUsv5OoJJDae/JSrsFXh2dw3EOyXWvalnR9g0D7E9lk5m/WykhhbFoDZK8Uwqd1XTR5g3meNFve2KrOK31uFbSTNN+65t1SCjWPRCL3ZKQUbAFl8G5U2ldaOy73BilWhrmWxslyYZE3LNVVkSGuj1ga0iKrJfAinA4oAFc02DqUAiDtpntd13npAg0di/oATfhQObKlZ7nIaeSCEqzaUw2NEmukCZ2ZiE6OowKvMVUBAcdGwcL+lHsmWSq2fKZYCcKscGQL8kID+4a7CyUxCq/aAFoCrT3ByvGKEyOoLpDjkAKzNWLOEPhuWVX9MAPlBteKFJC9FBkh7SFLKRumwiWgHvjgOm+MRv/URKiv4rRJOa76AYHQ6mqHcumA+OSHo8kiOQA8j8SLKsDGmGXyhhgySVyC8MWD2DS4vhkPcHrJBpFnNfaPOuTEEFJcU1aHhkwiLMCLgQjjRFigNxUtlY/kN+slOgFRdSIpHSU5r0mSS7kZ5Eh/DjiuOE9fVKHGVdHEr2sjdf0YzaLOH/NV73W9EhmyfrmXIZIKfKoQEIX3O5qzLJPqwRnt+cOKq/o8soN1NrQXUPl9ERzNfHGtlpE8kGfLtfXvlFo1wHzpqvlHR7IJ1cUZKNSUMDoeKMy/IBy6YDlqbjPhfW5aa7DI9GsixSlKlQNkIHMUt5Th5E0EjOR2yM5qbTLfwru7pJSukM/TTDaUv1wVdn6Dg/IOOoH/bzzDgd29ui+8FlbOX81GeyJ6EULnt/l2cLPJxOIY8EgLDeY5rREFDpduVaFFIregM5uSICJ6B7JqU7idtS1x0M7tJg0RzLh4n8QGNglvG9ssLslcsAOVUODUBs7/nB3YFKE5hP0Yr62DKyJWsVlA7sYDmVbr/UK/VSVJ84Fa8bsLQ0tWsvsseWaf7ZnU6kSFJBG5qI24oLBcdaFgmGfR7skIW0T9cB2V0VkQtahD1hHCbqFd3FG8v96mBHOwWjQ4fTQS0yeWYtQMyUhsVgrrkAjbHhrbfaHmrnIUy+/3aVmaJu68DABqxW1MgQT9oa8CK2IAmw8xvcA27ITpP6Vo6mx6tky3LK2U/sK6RLyebJqStWN3+uk/AhAPNxCFdsbiLQ484lftS4EDpUP8nWU+UyQE6VQwOQDlgP9BMpDj6imPSvhcq3hGC1hOK6YQon5a1f7em4PHcoXjZgacVu115jTk2b11EbBHPQTl3TTc99nXAfJRZnrMAAIwaxl48jD46S5YOXtKD2/kuiishEaL5FaJ4ina7eUGy8QX9lV1+h+RFtzUr52nE6lUBazHlM5aGeqcCshENyCy6zOU1Xmq/a6GxgJPeRKYpDtGaLL6NDQj5aL6USRSJ1tRxWNxniE7Ob1JOpr/XKaptGBxMWuSAQKbtVC+1K6IFU8C14CCq7PHSKfruIXAbIqXJoAOYD1poxLA2Yv7GDzbvIvBwTzPmEVQ0O13J5Eyd0T+JYx/xUXjRgaW3yi6+wllhvlqWUbo6OpadIslGSyqKSvKrFJ810wEpwLKTsEYKF/akBK6oIPGQNtyyf+T0lIjv04wFrrMrko4wsLsu1IXy0EJv9hsOQgXXph5SOzdkwvENHzqfgLEwaJ4txd9xMEnthkDzl5pAeUd4az6+SbMP5SrhqAvFT7OlpExU1WyHj4UYW8ggkHnfnK+jkgON1tQvu8Q7NXlRK0F5YYvbKZYCcKscGINa15UIfQWUJ3GkGg+FprXyvVnkokuO1fj0/iS74qGIDjWvy4vmKTu5Zh5eNF/xhxUi6mjxh0C8LGm97xFYFYlK3KRk7k7RZyMdDieqbGQ5Ym8LGzwiCCmXBkvmjpfxKjmhQdrqWLVmfr2CsokOt8NZKQ7udrQZqzDsrf/hgwiyHI6l8rkLMUZhkeEAFfJi1qlE8e2yAQ3UheIP2e+dXsJcFucPLlFI4KLtB+Z2l2xWgIh+wkgkrCf19IR8P2pD4IJikw8kmttlCn7AjdFxALgPkVHl1AFbLUwLKTwHnLx3PmW5dM4W5OoitrEwfmbZE6qKhxncJeIKl7TyggUjKAOUxTDfy0mKjSic2NHjfKesxqaKmqi/40la9kMHFtCdEhpQ0B1WFctZruevZnCmYLn+yf5AX3P1EK3g0gscZmMYXqGFN2j6RWSInFr6iHXnoYJij0wuoCdcVfm8hFG4NZy67XwBX9aGFuMNA4JVkOsFkE1pZbeHhFUsxGU1fKDpcIqbIFV/UPNZJiMJ/VxbjTB7iOWyBydWa2cMH5AVyGSCnyssDQLVg0RqeCoOkTaqCQTp2VC2V46h65s7iE+3tDWY+3s1LXQ/kW0TPuVw8DcL9tZSjDgyglooepkMohVohqfO5LkZxv0L1znAcCcBsbfB5SnacOkEUR9m04/IUYHpyypLpBmBPiTiEQfICGmEEoUUmNUlZk81QhqlX8h3YcJtSjCSm7f/P3tvtSNIsx4FJ5Uo80ALUiuLVQhSvVhSwN5TmYAFiwT2iSH//V9ozXZURZu4e+VOZlRHdZQZ801WZER4ebh7uVtnf1JBsiOXN0bSYjGuv04hXmzU3Ej+zQ1T8XFIxaAgGGN+TBQgNLjnBBoqLyE1CJhKAFxIngxVcNsS2Okynal5Ec7U21SRhPjkk7oMNGMxG2SAYxpFb8XYCkhO5zycqJ9gekyPdLsxJDdjnZ1tguTK5ajFUjTkbZnyYmxY7ALbg6sCdbm7V35U5XBlTlpfYu4WoGj4HU/EEI67wosCavFe2dRouiO7utPen7XmR914JD82jBgzO696lqwcHphyvJ80VSbcYkxp8SyV4GePTM+7EZwgZcm2yWKXg0MwSg2q0LhhoevxEx2CE32l5491LRrkZ8TOJ01wYoBhBOng0Ai5gkMryHAIIPdKHZij+IVjo5+Tg9SbxHFil7cPPcMZSZmn/EMASfAvWOS6vnpA3YBhHbsXbCThWPcEnX07YWON8b9na4+eqo0e2444flxmHuVbVFYu3w5e9erGHH1uRdJe5hJaWYalCh0lky7ULKp6hxpaLX2/QHJtfy0eq/C/Cb3P3WCu7qLuvTjX1VaZa6273e7vySQlH793axoJVdhg0YrIbq4JDIzVxFe93JtVmwjJ7cvOg3dd4Rbc5H8mvmMj+VDfT2tXcObx2jpq74n1pkUOJ57PLlldkrf54DobQ02zerCPSmWK5nbBF7hFC4OA0LXKQw+oinoSnjqToQWg5ypWWVqDvxjCO3Ir3E+DP7V6f6MSwMSyv64YPLO5NN8YuR8dWR6HRegbptBHmrWX7wLler93uJQfSQi1xwGn0khKizA7LgRlXTKl4omcGhfd53yKjIX+bGz0T5urOQcViFM1Ie7b39meTvTvYefRg7JFykpqoDlOUvN1Yb8xTlKQlTo17dEIgCiz0ETecSg53D42GNKf40tLZXtkMLZG+pp3wjv255ENKWO5UWihw5QUez8d1qxQtjj9eFyf9SSYug+kQMb8lTBQCh26efQzgbHl5VYNQp2fAOJI5mGohCbtiGEduxfsJOFI90ac0g12Z2rR7YO20AjaH2doYPz6W4Hga8DPfKKj+1EM9dXOSItkuPVyC3HTORjP/sl6b+Y1RDUwUVmOWCxbmWBrHtPC/EirbfeRwsCvY2ARc8L2z2Xp7vZ82w/Li1pqrcTv1LpAIMSo3zkx2tuFu5ndUcE6G4GX2YaYkLLk2z+g2H9qHBTOXxkEE1JUo26uZOh1j5kWLV4K4M3z00jyr9b2za3x9Mcaz83xcXiaZjDy6lADfHBfLZvBOyAzeDe8V7KMPYGLegh/khaz3fACM48mduJaB9K9H76ienF+TP8RupOG5Wk+kNVOZEzh4j8BaNQgzYhlOTow/Za/gyq9piHWio7yqqxeW8rJj7q0twqk2FhSMMI4LV12WNk9X6aM/zSNSaQe2lo842uXNwTitLuNHm6/Wzy1gl6nbDxf4UC6XD/i+7+ixt2tbWzsFuA3DupQoLPZrxXPL5JX/aGg175jmOhsbbhxQLU+YuGUqZ0yWnuAcZy2LTEvYLoNgCI8mRw3cXPRIdkYzgPvsKJj3khTjTmc8hDc7VLxZ9wcJLPN3QlowA8Vi9WAJSMuh9eAsE7O35lZ68SPIezCMI7fiUgLyL/jbrJ5cF8InoxVr7WH50uvuT27htsJ6oX9sHCLw9gyu/KJRLsH10g0HpbmMay++wC7guFJ8oQ3MPJ0KV1kuGHBr1GForZrmnWzlYxgdEmcPsNNtz/YR8Rt028z0ZjjiB/3eLBHJ3qx9otdOAWV1tWTPTkw+QGSes/N0MyY/2zybwrscffbRTTU4AKUCugcq4dDCeLyyrIC0ZwVw5nVWBBZP/4XL8nm11ucjzsBkwzNsO1NYlHh1V3H3gT/KiroQ04WRr1FqWKKdk6vLBdph2BNtDCNGpBU7y2g3+XDteB+GceRWXErASwIL6/GSxji8aW3Jp9RqGWy1MuzvNCsmwyfAfWjO4JO/32COCwVWo1TfJa9WKOX+0kBSqqalDYT76QXYb7309W5ZoGoNmF/HJ4m0ntugYUIsjsR9Xx7H4RDTCS/UBKA31TIfyhd8fgyet132A9NBK6fAU0pdzEugkGohRfh6XSGtctjzk5TgPJ14posteuVybVVf+YMcT0hZipY1erkMwLGkR60IrGIaT5kLe3JWmzt2/gRbEw13AosSwMFFxMj2hAKLNtRiGlZ0WwMmXDaEKACKT/AzPMXCbHC2B8AwjtyKSwloFLbVoljOA76wlSbEBWc9jY53mj1l/pWetyKx8P4hiwmuE1i+E3XQV1ukRoXFs0L5+bpZRswBaaMM4qPWTd9/sIuUH3mztK3cTjTWrujtWCUZ//A6c2PZW7k5Z42KDuULx8O7vHZKtsdtCCzcUciiGfeXPMMJObNHXpGMMialFh1M02qEySC3ilchIsUhHg5Xcdg8842nMYhPsiLef65Rt8I7BoG1XAhxh/jzev4UOrHLAbCamOU+8d1MTKp3dSG/v7qTeLqRLjg8mDbsOG7WLVwnY1hi+jnbTold8qH9KgzjyK24lIBVgZVXRUz45+t9TYgqxsqhWTN1xNEw8HjcJkBz8XO4TGBRvSkX7jgjyzqrpdCwNU4Ry1hXgNzttVLFxqCEcQmky8k1I2KrsZzv2qGwZlrc11YEV1dpBNQtFnsE7Cmws/vorPowb87fdaLbp8BnNe5w+YmpYo7hdpcr5pun2xr7wwwLycc5YTXwnHjVMnoad1EWKMNmeuVsR7G0XH3aoPtJva2bcrlUkxtQboRo5acwErJE1OgDj2M1Lmx4i4whYa7w0NbRCgSubMy8t+ZGuaDwIlBt1kUWwaJ7PTGMI7fiWgIada1d8TnhH++2aiiWDMz/I+s2sLfMv4opAdy5YIUfoa/iy2QEVd9GWLN6w7fjMBq6BKJeX15BBS6d6/G61smQeRupTX2EC65Llx0R3J/EOIYCONOTCuzQwRU8lK8cnb1ObxWHB/bqK3NUWa5k6o1qKibMiryK4cm2RIy7XG66BQ9UzHFlPJ/3mT1jMY5vYLsVtbLpeljM/O/N3cJOYLlYZkccXZ7pqGUH5us1Dd/9qRktYVhod3muekfrzWKU/KTkwojgzvhtqFZtyWVrZ+R2DOPIrbiFgGb1xJwu7zdrKIxYz6Kjneb05/BtTCu4fLGXQbVmeX+Pf7DQerci12oEwdVSZaje1AG+HnNNC1qj1Mf44fiZMsXA13SLibSR2rQxLJM1HDt42D5A2YwaO4zQ424JEPW89VWPZksgddeolxZhNYVKYLk2x7G+Az5RL6+yA0kUHK+Ba/BNT4L8cxQWWOSSS99613leF7f69Mer6Xi5Lor5HeI706wprB31wcOUX985UFlZ3vJ5KSMNJ6ymDBUGtvN1JwZ+9qlK1cLgbnEOiEz8M9w7BMoFlFgP8cNAHD8jb8MwjtyKewhoFF/O6HKFHjvl1qjntTZxvNO8/REWLeTwrqWOg3ihC7es/bXysmzDPfPpFELpqmQo1kFfmX+TdThXJME4qCzXqOo21hPSt86gsfalypQuvTWFo+cOaQ1L82RwCzyeLymp7b2dXIMeTxhF2lUVbnSrtWbFobXgxARzGstqZnlTLAB5U+DSsrBlG2LzRuvhOXAiO9sPHC0f1uJ+vRG1lTtZKOd9kOoIXmJ5Xbfpj3+DomUhcI/PEWcoecdUhnqTbPQZaNh0g3HcTbzgw8ExeG8LO4phHLkV9xBQswyXnGI+mkvjLeW0emryVXc4+nIFfwV7eua9IF6WCzcubvjRuKGwzFdfwNeYUKldgmWf2HG0mYW6iuWt1tnyrlRLayTSRkLSHPQb3ONNNgJ4PIVd8NJPQRufaM4enV2ndUdx2FyCBILVXvncHezSqEMvFjICNkiBgpU4DtUs8G0Qlcef6R7KC+6tWTXlDZW58RGW3zNGo85KFQYfkxklIJy+uF+/e1jBxQg9Ty3URf25bJFkkOscCgOCOTc4PBSmst0GuVMIdPhEV3Kx7ngZTBHG2sWV7/gZeR/G8eRO3MNAs93UVofH2bgkrNk7UI13d5oTn8N/ApgXvHDT6saVNffQVV/X+ahq8QXOHfxVRFk9U1hc6OayOAzP03imjLeV1MZt1dvcQLYllg/OarR52hTfxqha41yEM3kwZdIakQyyreKwYwUWCMViiTT1s1xfIQnrhBhysiqwQOdx25yrWqC2j6nb8tRcMiTmYTLYp9MPc3Ft81QRi3NjvBm44cQSC4R6fnLXy1ueUgfNOCKJfUIUZhjt0ufejLdiuEM0accchro4LYT/PUyV0ZQqtAdncG27t2IcT+7ETQwk7YbKdv2xq4buK+avVONdZf5Hw/Nyu76aoG7mSweS/KikxrjKVjdXDKGleQ7XSkVbVjCraTXXJWCauURaT8i4K9oOFFKsw1lw/LqvYPJYHEl9Z//nl1au1G8ssTpkcwFST1bb1nLJ92efTFMMzeYJWS9XlF/shaGnDYfNLOQneGo+40JPLhdmskanH84lehm2Q0kw1x91AozIvfAvbfkcUwUwTam+e41Fl/cljUti8jrEkvNiormo+WwJW/WLyAAjhsZLtCEKHCO8iYFlg2NgIFduxE0UxHbji3ba85recS7lifRaNfazPi0tAi/3HlMuLivUGlUwAtRaLnuxTvnGR7sPUgnqe+be7CZlnymsndqYeaFtu97SbutpT30FuASGpW02HvLDC24scWoBZsTLieeg2rRqe84b1kTYXNrapYjzC/0AN8zA9SASDRPcqSLcqNHp8OuUUwEvIQPYycYBzU7Lsh7u3x1eTu9wzthXHuW4cubwUuJugMtCmujbCW6BSgdyU32gZPJcQBphBFuFC4yBf74pDtW9RvLlPlzLweq/UGGcC9DJnmMw+TCPU2u7BJbtPleJ6UPTRsHZr2kIvNx8TGv0Yf3US+MCV+GLFpX8r8vmCyhl5bbCmtPUm92UmEjuysqekt7t20ujtSd94FWAeYxB81jQmNcUlq2fvNUAAtb/QQnWJj6RkGZqielJ2NXGKidbzDccyVp2GQObWNNXaDPa548NX6/BkkHoYaxlPLnTEr2Nh5c26aQHbrmcPD8iqGFmkEO1V2DNQWDRmwkjvsylcLuoOhHJDmMaYQThJzoGtNWgcpmbfg3Wu8by5i5c2j03v0EZs8n1cXwDR3HNa07P9iA7tM3g6d6JI+DsF41GXm6OAPUaX3myYU/MjGXQ73G4JZ9fVq08h9X1yI6VQucKN4//uvQLl631b0P74N3aIGn7tDs6RnlkLuQO6nfmPG7h5cXX42O2+0inp4CdC9rka8ycokx/NZokdBIzlPQGrQh98H4uL7z96mlQMvn2MJsXHyFmILGx5DZ3Q42eBZZ3l71yK4Jrhgs/JuJBmIOpGcbExddpdEnsEpKN8ALoDAyuI8pgrEdJHJnP2ZmM3FklvTp05T9Lewm+VSO9DJe2z+1/ooKzgYoCvt2qoaEiJSP3dIRdnu6dOAJOnqqMl7v1VSlpzRJurtzHolNcnwwswE1XsnCZNDlRifFCVeXUypb0Nxpm648x6opTwXOU6xmRn1ezfhN7jgUEoj1o/xLHBzyRnQL2zUIKtLHMfj2YPizN+8kYSDTqubyJZ36Sq37HZT/xrPjC64Lm4rdxOFl8NN11p6lMLSart5z23venM14je9uh9zRAYfP5BtuGkuJ8MQt5Vf3kN+QWumBE9vNDF5uE+ATJZxJYg+DS/rn1r9iHc7nkUOhpeBJbtlxFan4snPM6cMzTb4JzpyqVFrdu39fexYlkXLszlhH86RsV1lw+SEaepywMVivi8soVWyhspOtqBq7Kg5aAmQqeF1xFd9Hxybsn6Pvg/VtXWNGzF5Zo3t840usCyyx5gNXGMvmUvtorsNL4csuulii3cLH6SYGmQPJjBlm0+Dga7AWeuHWK/3zxV/ZxJnm8Q55MgOJMPNk0iXSOJbOidtzi0meKk+LV0bCaIcmYWNVQCHSSFpwvQZbiUp4J2PHvOrSyy/sxljd34dIavC2w/EcurF94KSRd4nTJr/yov1zrQ2PcPbM/TgmsTFjcvHskjdzIByafIMvtpOm4MrhY8GuEbOTJy2uYimNrYQtyY1tgpUnHXYc/pHuOXs76TXiV0GituWjdvcSqOlwNICA5Bb5ppV0LGhpdmBrb3b8tWw0K7Bvj65PAoOa5TbAeDzvmQ+KPCxw5cw5wZk2kJxqbYXEBNh13/uiWFXFlGLQcDdwAH+yyK3ASosVLkbu0CXdOa0g44KSAeUX3iW7245iDEEqfqy5VjT7mJQLreUkCawRcWoNX/xdrzIBUX+FFzKkVU2ZJfpYx+6pxav5dXepqhOrwvfUVM7vWzdddy5pD8vmbl/DzzbDKNj4lW0zmX2mhnMAHixm5nnPlhDiNFSJxIuu3QKZiR1nbAAAgAElEQVR3K6zXl0gm797cKw+w6tjaAlkav4rtmIBz1MJhMGyA0rAOZlcp490O4TWejHIz3bU3aEmewkB/XAzCTpbAD/SdFRbs9XEVJ4FXdbl6pVznxXjduNO5OJ1kzeQPgAszf/yrZtxu3HfFxwAWK15aFqYorci4/if3EXBtEd5YiT4quT6OPW2mrNmw1DjsmHEHC+R0Yu6tyKrDOWO/XzAvt8LnSLuQr/mWxISTa3uBRt+hd1jSSzkkS7Sdiet26uBKynmusZj7Nrx+fF4FR6SReGHLry2RTva2jxmGI+2MEJFGhaWl74+AUym1BRvDRSvj5UWSvZNDWBW2R+cLp8CYJK14bprr2XadSYy70ZK+juHbxU4IX3B/sYc/68wlvmUq22geWzBImelneZXX1lcoF5N8pwBCnKgyFrd8IrObI7WukXy5D/dxQGlrsY+XfMAD3LJknPX5QwgLufuKqxen6YVpnxWHc8Z+v/C83AlkdnFm8SUODR8703JZbz8NJpU/TlvecJLhOzKEPWdFYBlX1uDeasYFJ+cYnTcm7uIz5UeLlY0TvL7Ek/8wef3uhl30yvlXeUxL1Nk4PubnVcrvzIg8n9NVSRT/wtBgEsajEXMJNbtdpx9ZJ7LY3ItXPCCrlpA+rqJbcbFyqdriVGfvy6CyE9asKE6f85bpbn2OklWLlNXhPBqmUig15CPtxkXTE13CXR0BympoWVk2PwJ1w0Cu3IgbKaC0Tfp4eQUHuGXI8Bhlx93n7gueXlRfg+Wr8p6qw1XGuuorpw+qN5kz0xpS07HjhE5T51ICQfOrHxHBUqvncKXeFFibCed8DNE5lfVbSDMk6YqLa3b87Kz7//rm2K5zj8jDEnWRUp1cJjf9K/IAFg2pGdvtBP0+2XHZDBupM9iuNQ9dPEBZYNw58wKLBIF3KxhihYUXp+o8qJHy52KkhLRaweSty4Y3FtPFcRioiSXBRzX/q3/RrIEaLDaDSidLFvO2Tw1vYhxP7sSNDFDazkkOlNerxShN/1AHs9R90dULs9QfyLO26ssLjPXXV0kLbRT74mKKhmms/F/XqGr7+ZRBUDbrj9nBAhM+j9zr5rh25NlJn/nnsn4D1EaqM943HHI4iVZidEJgAfVm7QdYxX/XqM4dBbd4MzuNSyNxumiKxdviXVOPUyYY5s3kZ7ooWOvQ0flpBqYuDCcN9r4sDcMb8XV5Xh/KwE6AMFQjcwn0ctWqGVZYyWru804NCO168qh+LI5EwQWBgQAHu1U84T+V44Sx+7DoMgM5GwPjeHIn7mQADjelOQ6AY9EqbK5G5MObN/Z6GurQBYBSed4k2DhtjioZXbgXCWsrtZxq3B7brpNAcQoWWfSUkVRpvcJKvMRKzZ/gXxRY4KNVR5a357J+C5Ql+ccj/0H+qBNrG/BBOuZ4nekXoHbHA+cXFssX34gHrtvijw21x4UdY1onmeaPhVFaJSV1ntvbcYesnpdYrMGvldCFKkAnHmICS/mnQ3iLc/eZzsYXWgkTXCeXFi+XFUEgQXjBBbe7wgYvWG2sC6xiFXh/QxF4HcM4civuJIDzYrkyuRFbH/eSOpsc95eLcb7IJUECO+ctlupwgTkoNb31VexFTkOctQ7yoDYUN6r0omWQbz1c1WoJXOk3ZvlfGeJR+/R8aDxZcX4Dg1MIIfck1lcvCqymrjkYJG8U9DQ7x/1uRYm9hu2KhoOie24btY2umOSzAxIgk7BUlkOAfM2aq4rYIbC8ZjQkcGL7jbjECs9JV6zP9IN2Os/1rxWG3MUJsECJMFopAee4ULjLEv5P+lBG4Y2G2RRXLIoxVqZHYJctXdEZrsQwjtyKawlY/5KAcJLj8Uoyrm2FTRpm/baZdZDdU/U1GnUvzxnzG3/laxqwQPTUV6H4hw+vp82jPIDiFIZR7asFsfGJ2CjTfnljrrdbyMgGl1t7CdF5R9KmqzqFNVW2yvEOR3L3CtaOUuuWB58C4iCtHcUmRdCuiGXgqTWqDsoTAd215qjGor4ykjs+DuYqweQmsthoZDLoCWPWyKmtwLpdpzGB40gBIoFVziq1n+IrSSw8/LbEmv/VkNRz2PPs3lJAIKuykLi9VFN1nhdY9WWS1INgGEduxaUEbH3NJZzR5a1f3fea1Ijx5yAcP+WDDm+lYfcMSnPCNyeNzW6Lr3zRaKFhjZdbkFSb6tZ5pybsEbWqzv4C1FkLtapUWpoGNDAFSaW2kNjYJ/ZuM4vO9TnbWtW3YL6Ofe6gHytb2KwMBSsUxIRiR5OxxzfhNjRt5zCnSToak9fM1iIRU2NK7sU9zyFGoLDcqHxH/szAAxyL5O4IanIIG3uhZ0WL8/CJCI8q3KePSSyxnNKmTSwlE311mU8hKG/cVkJ6xC2RwAI+a93xqk0CaxxcSsA+gbVkT37CtppEKBBpE95fjDddvexpQFLarjBGe3xBYBUa5lVe7kCkFh0779bEFTVHGepCTB0OR9dXX1McBVRB85R8LTEgOsHhsMRlqMnhe1K5SO3uBYFFDcffOS6wuEKYJX0qNM7ZCY3XUy/Up/a4sm6aCr5zrpiMmZGuVPYV+jWYLzWW1udun+6WJSoudygx6NC1Y/L7D6ellkFwof7p9glXSjKHD0YYcEpGWsUthveq4qvRCGc/lAsQayFxeUf+U4ME1gC4lIDN9r6c/OfrbO12hc3vhwo2mYW0fWEvr3W9XQYvMJmcoy9rxwVWoWE51A1ebkCgPnaKy0TpGupoT5ib/rRLLOQCK7ZOWAT3fWCPnPnk31WfCRqrcsJwCnFU7Kgn7ZN7YHcNgQWOVa+p3XmNn3tyAGl1agw0yhI/Hr1tCpw9i8bCBsPnoov4gwUlV1l/UwVWNzCMB/ICnI3rOZ/g4VQ8nfW2U1hzlatLOsP6z9zwlZZyJ0cpWhSPWLR9WkddV9zkCOCOq/exaG3G+C6M48mduJSBPQILT0e6dLPCprexuNcFLmg1l7ermPqvm6RChpE6LLBCu2zy8n7E8htbxRnXalWMhekBvhIyi6uqm7Ws4CmAVV06TRVu37u3k0TngvTaXta3YCvvy4UXE725iY26gAAKXJAsC1daOZZtnQtnoGhlYFksWxXJLamUm4xp0V6qHDPjHm4QmSCqZ+dAwlHJc56DZ2FPSCecwBKCYzLjqS6Ogi/1Np9yzgusBWaeEfrgt/JRDSUcnxQsIKDVKJiTd2p54QJOW6nO78642zGOJ3fiWga2unusGC2PWvnh8zGvJ1e0mov7FZ/JkyZjuV2sfWN9lTCfaIhtG7ueErhaWoHFqlxYDPMnUDS5XJl+/1uE7ScGZAvwkpLPo/P+ykpJUwLFQYC7xzIKt5Q3b9ve3XIKiLTqZrnDXibLn+xU+9PXddYwA+/Ps1Ms2ZrtwjWFfXE1YUbLFAhWyWW/gjsO6Ale2ZsXTJ5fjyuq0xnuc5TR3fqykcBWrlLeJB/qeYVgKpBRZ7EtGs6LklCsOoW3XEf6lFsP8Y0Yx5M7cTMDSz6t9MH1MxirQ6KELmk1VByPNYkNa0llOuHaGWNUKuhCDySscYHa3OVSsbalO//vqQSq076wgjPugz1GMFFYnizw9GUhH6Jjl+Xr5rpeYdWXrhu/tqd4dl8409S/SLmYv4NtG5ax8+fLXLlqD7WaWp5G7rxzeJyxtubWZ1T+yxGwcyCVGYWmT0sg8bP7AIBjd+aoL05uPVoNnlFZjWC9A29rAP23q9TxjgdenE+91fWq6zi63iSH5xp819FoTdy8XyHCrGbtuR5zPYZx5FbcTQC3ltaIdk0KxSGrKOsmjrjq13oZZOysSW/s1W1SqaALPZC21s124S20k4ubVDrrOS0tbHUEJ9ojgNSLeH2cFav0gpdygqNz1Tc37Vu39iSj8k/n7zWFZYmQwp3uNBi8bOgrWomXP7pkdCBbozG2rmueR6poLLDaa1rD7RDKtJyYgetmuBH0wwksCyem+jujdy3n4lZIddbrGNzlaJWVi++l3D7e4AZmcrSsUEBruqOLY80NXO5ZzUDcPNqfpvA0ACyVfbkTlqurUAZAGQ+BYRy5FbcTsNYCywhrfVT1B9RdDMf6GhkDn8ZeBLu4Vv0OG3t9n1Qq6EIX5C10R8MAA0VxJ6M4amWCx+NWqF5tgYUzwCwvknyOJ/ht7wMX8Pjv070N3GbC3qtXx3MzT4PVqtD28fnSt0vnYyoSXloz9WBXFGgtP4kSD0RFNAm0NJdM0xiLE9txfb1aDxtj2jnIZHdPtnOGGbz6uhGSrGgMVFgwjUQIZW31Ihx6Wr14RfqKfMN7sAeXTnwweEiILkhDWCqAfd0n6u/FMI7cig4ETOsHa4fA8smTVIymhYOOstmt0c0BsULaVoHZ4RaWgOPGQgXb3OJ7kbM28XZXXAzdeM3+YjnDY3gtXZhXPiHQn5kCWcU/tYLZkr+m9HJGuOi8ngxHERsNXna975A7jdN7/EwzlfjCkUJj4zovH1bkfdNrrmxuWVc+rB3YXacl7Asv+KkzRY8EFujVfL8u9efI7tphJrHit0WWiy815dDYcgs8KaNpFNzEXTfdqrHJNJRjw8WijPfMz8RDiYCjgZx9qr+GFh0EwzhyKwYiYEGSlPGeuaLoj19UYS85Es2ujG2PyNvgi+nPNcr4bB8zM5K+arVQcNNWQwa3slGhtEfG3CVXh7Gm1yXQxEyhnIzXwHIM9mGJFwjwJN5WV0MHxGv1BL7gT54HjexYd/DhnnuUgTRjo3PrzLiNvYsmDsxxje1tR2erU5a5Hde0dtjDvnDtUO9qE/f1y60T90u/AEOXN/Ldbfp5pqqLWfKx4AA+6aBFeWJuNg93KswFpQ4rG1peu92av0nB9+rZLRtWwsVhNSZGAmsEDETAgilm5datUFdw0Osb5NSf2rYmwKqd7OPpy06dMkalgi70Qov2fU2jNlSzNK19ZU8NeRq9akk8xAm1LCcZgfXclckT+QBLk6tH7RzH5JaGtofN8azAmortQ1rHdcLlZbnVTKq0Jx7dA3iwNwZca2hZl3jwVMfZZEa2jgotUNem68uFIjwMhjhCmPTHbDCNl1c9DCeqSiaIJRUvGOpdmuCWH4cb493x+CcjwS3KLVs0RLH59II8ggUX/ygVl58lV9GjykXdUuJsvfJKRXkXhnHkVlxLwCv/El5E+wi2ymwoLO71645g6od6huPKeW5UDPZoznZ31KlobD8DoUQ1N3cXMNbky8Q0rJFgK5U7NpWmH/42V3WfWDR+pniCmVaJhzsvUcDRubWssr+0W+prdsyj9JBvt2XEL99azZy+OiiwXggqOWCYMM3x4CT7xm4Yp7FDvqv2WjQtXdhrFxiKccIN19VhqbQ6Bx/53MCyvDX01JBq8n6qyQTe8+B4kxUZhSnRVzOMAafm9AMwjC/R4PCjQXMrlp/13Zp6tO2suxHDOHIrLiXglX8JL0E4gs07eMMfvysSjM2u6aeJZ6xY2VkD97nkA7KXATq4K1u7EbGxwZ3tz+Vc3vO63bCfmaJ4kM2kcuHwOYso1LykovOUoyxM6NerWfUafOL7TzxU5w8KLMfUfvbsqw5hOtTWVM2Dg7GUmMu1l6JKHuyY7WoNLRs3zyIeYHtqS9hXicayMN3gQJobutjj/f56zoSl0C1ewqcRy6ukrONdekvShUNCg4PEgtB442zP6lGrU0tgamietDvi4GYSuTItMkC7o5TmLbg93VQJ9mAYR27FpQRcLbC8wkpLb3arTD9YFBNPtmUIXcxGxHJG717xaKbpda87GZh2bexetLnNNx1mY3mPee0jteVLKW3oVdsJXwnNakUp9S4r6DRleoUHWvjeqlqD5BznvmbHEj07ID47VgP1EFhm3G4o09sZlaz+yllNEnKXwAKF1TrkU5hX0dhUshibZPGSpFGNIQ3FKo2fcIrAgnjS4aN5HrRkXY0FqD9HdMbQ9jILTnHdJCraRFLWEdFY+RH7DtjPtp3IQPDflWU6SpTNJTgz/19Yzy8Fq9EfAsM4cisuJeA6gQW5CDlfE9HaAqtdI153ZUWIVPfWRhi6vbsMth3C04lvDwis9W3dD7cTf2+j0VEZygZtWkgMhvgaZmU2/uslFX6oh+kHafL6AoW1c3sXIWmL5YZhWz3iFB6Q5zR/8rMlK4rAWsLtu24UWLwldzzTirMjMsdErz+UaWtezw9fN7fWSssIuVABO3FDiwkI6a/y7xmA6SSmZi6Jitd4VMrxgNfxKBXVgevAajWcqATrVpwLcxhRb5S7M1pGqySwzCVcorDqjupfGJxaN+ey1bLv55wZbm8lwc0YxpFbcSkBFwksl4w15X1VcHN8BtsF2/NVL1t2XaywY3RiEnv73CFjaGsfA1su98BqK4vbTmfTx+xWeiTm2x7Rwhu6uEaROwO2Ae4Irng6K/vhWsatbLq2yC4tpf+YUwlX/sg0Vn3i17O9UyvC+Dpew4E1dzyPx9Uzu2euP5Ze2M+7smNXEoR94VvzebqYBUZinaUj2hRY4VkOOISMsk6omyoT8fbzpb8RiMbI1GFudPXCj8AAU2LB/bI2KUFzWRU/U8GCaI4C6MACC92qBu6sBFsYx5M7cS0D1+gr+KRATScpvDwJzi2d5XOurCmsWhLciWn4Fc78QRczY4a7/a76alU8byssjEuaHysNddUn1w1WSXOVMhTfzDZ9vHafJ3YjSakb+UyXg7gdT/R4zmPatxb+mv+rPmqoLZKqyUo6JZl4uJrAvP27D7WmOOj9oXbLRnauB5nn8wd1UtLVKT7ECS5f/0FONI2+Jb4Xn3m9GIk5OlaGc8xhLXiEZZgb4di4YwybNbc8uEqOlzfGueN2UVXQsvOc1iCwqulyJ5GMYxT2gnE8uRMjMVAQCs0jU9aLHRdNPMqnfWkqrHgy+Gpwa9nHax+LE2Pe1nErgxzDjX2sx4x2lI45E3KrFTbJAedGqJRkB8c58jh9DhFC7dzGYBS2djjq8aA36GuYpHjE5wwY+DUtbjWSR7cA0w4czVBramcvwSjvEsCMLVfDvvgBS2sFFijgalKZYCmrmTAHesLnD94Rh2TVNxKFbl8zZiLIpBqz6jMf4+UH7DddDW4+HOU1fXnDeUnZcIFx14tb4AHMWV4MUAcqxvHkTozEQAHn23Jlq9blXfYSZ+iIl6UnujVzXkMPCF4/fszNnaz64owdbwDgtHe2I2IF8rdXnzmwtg4K3AfuNb+2KePSXGtkTd/JwT0tqIP3uxgE1giFFfZ2ONEDW60Dk5t0DXyxBITUByWJEX+iXhBYwYOdM32t8UoLqk2KA0UFj0yorY1F8PwEz8okvzyapgPoXH8CtwKxLG8z30iswcuJiahOgzaxJGh8jA1yB1dDd+EE8yLVdmP7dcXGzngZiE15CTGAGO5Kgxsxjid3YiQGKqjQoMKy7R4c0/pKZ+D9FL0kb9EpTvj04k5PyjyydWC/vmCNcQi3yE2FanovNXI4SvnMbcIoKehaDhpYKuQxUlxxhksdgZujhN052ZDHjPu5DkxXhgbGDbCgkQ4+V17IHNj8sTPuaw0re/eps+6Ce/Ku5cJ5cgIL9WhxBKPgTxt4xsvjcHc/uh5Iw2OC54S8o827sIPMJ6djeL3CAiIW6+WPujovDJ/w8FZSuM3ZmaZgy5uuV2AzPoLm1h2guD8wjCO3YiACEJTftenYarHmRmOXpZfvmY/3Ex8UKy9pSqhj1r66xw/z1eCwqWhlhAw4Qq65Ib4C50PyG3scc0Jh3cCURHRKUO+W5PGfJ0662F9hGTQBO/hJgmYl9LVNhjLgm6HBm8xEWP3oDjAhscHunIoKa8YAhi0w6q0dfoZ9rX++cUoZXHpeKw4EAy4RQsjnANg/HJeZV3RMGk8lT+p4GAKmEnonIoKdA/O02uytV5/ShHY7Nk+uW9L5AtvyhupO+5eBimEcuRUDEUCoHaKkzXalo9Jq123OH3HukngmvMKiidVptrf3FOS1Pl9hh5FBGvEDmwV+JWYUF8tisd0/9ni2k66DMS3eLm+OKiwOzDDE1iZyONGTh0ievrmZ8FQEMCJfd7EXtpxqSI/9/QrcP9znqLEvbtQSQx3Yo72ldSdjnUptG1FA7bwuvyKwWGrzGl4j0IdZjgi5Uq9HgeE8XeiY3W/x3KnB+KCAKt5R7qQK5xnG6lOSzxN5BHoP2c0M17fkDW5ruRGo6IphHLkVAxHA4HP1PGy2uwdfm11cZvGMUEu0OKQhCnzLOPq5mAXWAfEAbltW6HphxyZaMXNxycz4AnfQs1pGbQ9bx4LKVmfKnwMO+g/l3akltw4levZ4xdPXPOIUSBQnfH2e3XU2ERY/sgOccXDjBsSB+9SA5zrM2aXkOeKltXbpS5ijYFmVnfOru0SYc+frIvDyMYaLFrlCcUKBEcoByZlnmPimcx23DtPAAIQG7kffkoxyIQHTNWLeMn08CBty+zd90egQuJaAi76m4Qv1BNaqsvVJsqFBLnKmWrbom6uLyUHyh/eooys1sF7+tWHpbRE6B7+39TENgbl8pkw1WHb5oGs75yffIh4HuaII7SYk1H7/imm43g+xrx5SWIaE+eRos8FdMQsns5K4FNuhtZMn0oSEUIPdCVdJYn8tbiHqzlKn8nXKInGXzjZ4YHTK6Fbd7a9sIctXSHxz7CYhnWF5lik8ro6kIze7lbJ04rA+pwVa4fo81/87yn/awa27T3yhVPCRRofRW1gWLZBO7V4EAMM4cisuJeCqLxp9wBWOx8XkHPg5Rql8oTOLK4/3izskp3gIH5Ts8D5u7ToGTWN4/fdXLL5kpDN2RSNvdQnlwc6prKg29+kr9y2X2zBKn6MKi/fv5h/b6bWgJnIw4WiuY9iSpwhuIjQlPp90QJcJm4vzWz/U84TuvnTOnKOlxtQyOEWEqGwumR0nykZn28zoDKFbhiGf3Bcek4V6Nv0SCJfCbocwIsqncpNdxiF1ILtvjirkgSZiLjyv4Y/gXahKLqqsD2FZfwsyAlcNAotDPwbG8eROXMrAtQIrfOp8vrAVr0tu2tqoV31ZPCkXyxsqFHhQmh9+1+6trJ/UAbL0a/URFh/dg3X/nXDBaA6KIUgvOkMTNoTDm24GPsdT4867sXjYzJ8t76h6s6s9+SUudocvmeveLC8zi9wSed2sk+cx8ou3TmqqEIiQ1w4aZ0Jtm1Rs2Am34h7y12JMsJqSXlrUazWZf09pC6yGhiv+5ocN/UBeo76qd+GWGfylPnf0jIZlldX8pOqev4k6q8w0i18VyzHBob7T+IXp95x1G+4GhX4MjOPJnbiUgasFFpQSSu2V4gG3ru0vk8t7c0dimuKQKa8W6F1+s7G+NbtKubNLYO1e9Da4zbVHeffjpSRK7dDtc+1IzJ69BatcKrbiGpzsy+WjzyFg/p7p7wQ1kc2T257LWyy2Mou+D2M7d8Kk9PgNx5dB8+yzs0wnM+htnLMPnAnQW2nZbMUjueP3Nbm0hQCV2JfRNUClt0MSeoEFpittOSw9a/5okDGDcJcosDSxMnquf8LYbFFck2z5iCWHu5IRIjfF2ONW3E7JW1iBPeIFSWCNUuIlsM7jcoEVFFY8ecmE+vJyVxZPqkfoZBiy1pm5dG04u1J63GFdE1hrRvrCxWJlmIsZXXFhKhvcaX1jyX3Tq8A6tgi6H4rtLvfi/B1N9p0IjdX2J53bFrwuphJCkSwYU+LAJ3VqxYeOSUu1U3T5apn88kFjJvFJRXSaT/UBheX2ZWY+byfeuxkFnQohbdd1ArYB600RtEZObfixTKm8z/i+7KheNbjpAodVA7OJYWCzpX8oESkX8rgmJaylr1A+Ii9wtZhbzYEbMYwjt+JaAq7WV1RPaj6tOU0l9HpXFkcyfZV0SGsXWT5IzWIPVahlbO1esuLrZf9tmLBgr/iVxax1oVrKrh10rXS4rahNj38OkmrwniUa+XO0STLFnTnmJuL718qkKWv+c/mwDx2RDWL0/OMSsI7YcHwObyNX9IanvpZyZLB2WNhAw9vH+92544TkMjkZk5UzI2arcnks+yvYcAKLNsqEpJmC5xCf16BbIDnqAFAhLpbJbe8QTiKdA/HKBVBxM1iPdQq34lctu3X2vXpcXjonuxYAxjCO3IqBCGigVpQla9Yrx1b1vMATyu280PKhTn12PST1ek/pCR/3NwRW26NucJFYHRhiRu+9qcl2h2djwV0VK4a4tWDsK+WqVQtb/tJ6MVH6KyyLTy52HV7Ho2W9KDBCZDXW3FMeGiTQcsAUvqWhZ5ocZQI6svpB7YQ6fwB7t/HV8jJQgjqgUenc6LjVkLtsh89hlRhf9wwDjr7QDIM/UZZkpRoyBCNCCPHCZfht5eeZ2o9cYVlUQuHcdkLWL5OSUe8MVOR7O9AFAxHQAuX6jqzZLqCnPFkcyUte6JBtl2M94aPt37f3nzWA3PsVIz2xy//nQB8zfpupKWf9yLZxgR3uuZY17QYZ8Ll+UHBmEeqDx+Kuiax4FIOSNJDlmgVKYevUMt2KO2LiSIgZVFlzrZGif+qk0QrwWW7jcxr4tLlRztY5wXNgjSedUsds84BMGYEs7DYyF+8tnpXIkwf8RQrppmBjlC2xFPOSiZXqCbhUb83uKVT8yAV+Y+zY0bW9hPBm94bAMI7cioEIaAKr2fP9jglv8+ThSOsjpRsCZza1BrYMj7ZrNA80bYUG0PDd1h3qBuf/+kjehbktTcFWvNI2vda9dgQu6RF7kHqBRnatR/sfQmFR5LdTrwSjxiU0v2rFeN+8c9Zix0Pgokh6gmirXfBxiXZ8rsdV6lq1BjzlUOwlvwa5CasbMbiI+5yx1LV99AziArwTeJfde0yrcTeXYnBaU22CKWR5vhjsMPsFIQXIvWoG9GmUdgaRW+SxoUWIV1NgxQ8geGuYMj+MI7diIAJWQJWid8tgqReccbV3rcS7BoQGkt67YowqWDtMmkcAACAASURBVCM8a/WrM/a4z2OpFHJYwrWsA+V2Q9Cpe237B8wbrjUlWN0gWFntkj4Yk5ETIygs49JvbQ7Q0xIjN9cazC9zjB5JbHG+6rhXWOR/csbx+ozPJV6Of8zF5qc0T/ZO8ilkrmtDo57rfqCkLftcLq2wm3Hpl7NyL5qhc/iYzwqCGHc+g2FwtewhVfHsTepvCFr7QRcErdQjYytuTbpWd50t9RUEF4Iyd6QyP4wjt2IgAtbgiu8YjjTql6u+tuuh0pzfWuAPadNQczWuUSMdvFwnrYzFfVjYEt6HgrZhfQoIa20/kLgmxpNbtt0laWAZBemHb3uAuv9GYOLJSgXWjCygPRILOOelAHip4p6YUWsmooC500fNVb31Y10c2KvOn/eXfdT41tvcxl1TX5hdLq0cD3ISnjOxxWWN6HdIBoq5+ewo9s2bDkc5ryUYANwll+rZwW2pLFfXXRLVeZyFfNl5HRosIxmYdGBvpDI/jid3YiQG1kBNr6fL2zXPKSxbqbHUFNzZLvBnKTO2KSKu6f1vgvN+czBVa7/rRstZt14omzyMaqGtxe6qGLs+3U75sNXm9NccOY3QGNuhgUNT3jpxFi083n29CWfOtgnbcj1TWGCwHElPVL1s5yosV71WrWFZsjN3cDrCVSGnE3wDh9IEXGTLmDuyGDuwmeas25OF3H6uXeajU2YGY0CGmD9AsD7qNdr3vAU3AqIExQV2kIcT4wYuh8VcTJw+2yD/ZozjyZ24loHrv6ahwDW9ftiseVycbUdLNndqAOFGs4JRnW2tNHfvuRmcTtgcTNV29kH2qiN7ypPbxLexFK6FF41skb6NrEu2Fwxbc9N7HhnKOluJDR4ZTxxcTmi1ypdBv5q2ON/hOissg+OzXGfhyKdsI132O7FS9UIY9qtznA8AKQBXoAJRkXq+qbeXedwJyEtvI6q07DymD5pcGtQ75HOWSLRQsEyDypUMFm/RpjCo7vMeOZIEOp6A6AXOpwH2+DdRRyrzA7lyIy6l4PovGkWsVpobsVX0DIvz8m5l4NeL7JTGU2stwmKhbd0f8wHWAYHl9hK35GXH1sO9/Hrll6rviocXxtj39txYc2tuesdDQw3M2sHBYGfEufaY0Ap968ugbXG+y3ensPAkzv7Ncw5m5pnl0YuNvKWoZrnTdgFuJiGFnc4cBXw2g5eek1wnoDSYXOx4iaa+Sp4zhTRwD4bIJ3TZHDt1flR79c+A35eTW7QlChN/4FvWmI08RgJYrpdFZ/cuGCgKq8V7B4zky324lIP3CqxhHnmu1jwYAq/XxtV36SmmSrRWaq39mf3C3v8GrPuejqfCYzwtNgp8t+KBcayNPhNvduxLY+y6ZEr71I7bnum3IPRGaDRuGOgrR1ylmQXVFDdYe8vZB1je6uNS8srJmcTXF5cPbuS3zOdlRn7bi4lgPsTLFSxFWJfqD9qu7wRJGvjggNE0mcM5DBrEP6iaMQM8c+QB2IaZMK5Rkv3l2S3DEfOUkbXlVWRtLgdgGRyW9VueJbBGwaUcvFtgDYPtjgUDVodGS/lRLmM3H58kK0LJdb4NgT0SyI0vVRHqUcseN+INgz7mdWZ53Qhf2uxehe/tGfFrCw7DeLuzEl+42xrloKNb3QfePVrLL7uCCc8CvPINE4aQr2+NvJMey1LeJQhXw8gEQzjE5UrUC89t1iuw9D6B5f3Ks9X5FVzMzqiT6rR21UzmJ5V59IQJdzy3Hjoty4Wb7Awt6GxChsfNgTPGs2Y0hqpwsEI/kCs34lIKPkZg7cBSOlZKWx0XhsCB5GFrn0St1VQahXgUONd3TYBPgea3hLsNXaNtL9TKL9DMFR8vjrHv7ZH6KdlmmI71+pQ/r4I7oGUBmvxeecfQMWhuzvJTX/26RuB4z8x5ghKBhthWyl2CRnJHlzZLx9ddn+OYQ/UPw8cvi4nlzbLImsDi4dG1/G1IIZiJaxevZvKpzClxmVdnwU93FXaO1aJc9fdonNUtlDDgPdKYuDkff/QS3bhP3R/GQK7ciGspkL6qmNLqsTpux2fMVTOtJzVcooY6db8Rq+T2BHjiZH5PedltG4fxoWDxAm0z09Uxxi5J71u7jPJrBNKdl8YtpHhKeqB2B+zv5va60lynax5gGbOA4gBJyd0/ks8nnLOMYnJpj8Qq04x6M0QY+zY9f3nO9YXnV8N0HY0iiXxzfrYyyHvopRKoOPPZwEebN+blCggsuFiEprkZILCcWnPh8qu5MEaB5WWgRYdZAw9W68fx5E6MxMAPw7YocuOy4e07iRVrHCwqb0Mdut94OOQr9I4p9EHY3TYqu+vGyQFLyqyTK1kE18L/GnjNkE5bHrm23431rD2iQ3VLRIBRAKi/wEwjliHD7SoqJhdHQ2FR+mDyAK6dKpehnXPk0n6J5e1R/KFv01Oax9SNaPMRcweLCpx3kk+BpzyJgCPqMaeywQoLTNbjHuSKrwfwY02T+Xk1XNV4nWe4yyWvls2hN8Sqs2+0wli1fhxP7sRIDPw4bFY0N5RLzX5xtViwxsFyNWowymOj3DVn4/FN3W97XGKrAEqmazaZl74NXBHiiY2GFNmQEdRLej/CKoExFyRqefw4BLe4dBmDnaSW3fXz2+aeTJ4GTTCDm+8/bJQe8cQHhbUtsXxK1UBy37YQis1w0xmrFmNOexOOZT6E2SEIeWQW9lSPtxl8b8Rc/auSpQYRE9G9xunlcq7MIAB1BPnrD/hMNh2pYNjbso7HPsEwjtyKgQgQ8nLzoubwd2pBGYzzpt/rcx51Et/4u1Q/28aphDNmkjZtQ1zbrwpwaO0xLdb6Gky/0KmjSAIHDnHDe4wvI56AbpcILPccIlvk/AbcA6oZ88IPwTb71vKaqQt/06gbb9UTb9A9wKJ+z5oAasu2aWCz5nKj3OXpM9f0oQtFKxl9nYMTWOXW4rQRq6yL+K0XTnXnNASlZDAFq+Gt7JPU4vmMNtnXqLDw8ki1fhhHbsVABAhfiF10/zxL6y0UnlyQ9EUsofsmTfFlatJ9/m1YwhKcjVht22Tjuvi61g5Xp+B1PntLhN2AVof07a7EztyGqbU54nksLFI3fXrf5CSqg6bCsjuCvsEubBz67npA0pNQ2zlrJCvGrfLXtB3UgjmXpvTw0Sb5MVh2KEFglZ3Xn8s5riZ5JL2G3+jV97xf0jQzwYshZ4smP++VIVz8l3t142BuzmA7PlT2wDCO3IqBCBAqXmkMvuAmjaiWomvdbfmzZ50JGuKrAmvV5sbTDL9+7EGl+rfcDG3gqvBSa/f3jBpHY/alD3NeQhI4CrYZ7G/xMfanZBe0PTRruOcXTlKyA3xABQ4vt3iI3RHzkLeZ1yWaGOGmV/EolMnG3D0Tj97vE1j0ezf0dN+nn/IGNsLZVF2pY3E+7ytoFqedDHOwMl/eh2k0uCGBeFSYhOEoQ1gtrlt8pmKN+xAYxpFbMRABwjkk5WZabjyvz/PcKMdv8WZXb3tRBITW5m8Wo+sf5rKoke9TrcsNU1Cxj+1h9ybxIQRiY0Vy7A7S153I3nh99ZwUu0YWXWIZ+pN7gLUrDbe2wA/a1hWWrafcJcjCmnjdlFh+3PLS26wzKZtmfFJSH+S0I+2t0UOjFknZyXI6xPjsgt2aB+zbxDtDiZPKpHprcbtMJkEdJlp6fQM1VnU13MWmySctFkz1xjCO3IprCdDXNPQE9RuoWXAdbr7dl52trS1cTqwQWm/TeK3a5c0UkPg5eRMltr8ujC23dird5htHc3P9H2F5H5iR2Wdl1jbaga/tp+grHr0rDbe2UFx7XkKnUWEVb9+saZO8Tb3mmPrtYLLbisAyiCIUEhIqdMhCJ/DWMpfCLrL8DQ4l/rlHWC5I7kztF0ElkHWV5XK0A1EPz6k2FzHizK8UBuM+4BLwMQCGceRWXEqAvmi0K/7M5a96EMsnWN+G7IZe69vO+lB76RM/yZ/kXnya0GhC6ZAJEE1O8GEY6vrvS9cegrJ+Vok3ySTX3k76qhOcecs7q69934ttytweqKNC2hv1fxx5ag+wsHd7SXXnzBsj3szb6PZyk2LkE/hxYY+eqY+sSGDxCY6HwFurHrUllkuWzCFylwfUtPPpHzONXpc/woFz/xJSvZ4OXn80Nvuby/ink+waCztcowym6Yu/nc58hmEcuRWXEiCB1RXTtHzDIkus/GnOO/M9KWYbQ2csz0eWaXeWYnXNdtb92b7byIzlHJvCcuPiQwAupMV5PcD7+vB7kfrAjWQZFh6I1CENfQUzYLElMjz27CYgExLHvft2OJ0P+JlKj9xaSCC+87z7+BmZ8qFHhWWosJjfVYFllRpi2nnb2OTsXeITSS7jcGeYFBa+ggdGeM6qyTm7n6Axpj0V4rNtHk5QnbfMDh9aRsAwjtyKSwmQwOqLh8AKH1VRYNktJy8rZsm75xV7wzMW2PSa7SMCJCvnFN+3CKzolavJq15PbwrvIYTAWaMVYAsuA+AabgBacc13TnZUcnuVy9omQIokCgv2Nb8Yb68w1kfaRt6GFG0oLDccUhln4BK1v7PAqqJyW2CxS8knwrYyd2KOTyQswlsOyYOr04kqFMZbjuNdaA2N11OH1maXnTynoxWzFzLwnRjHkztxKQMSWH3xu7v//lmOq/mec88jrFK+0AHLG4grkte6sFQia23YdZR9AmsuO6k3q4nLD0Gj5UIR3Zhs732EtSkJQpBBYWErIOFFKYFzvWqAZGeFUO/ivXPbjEvjreL1a+H25tdH2kbepsHy8QgPBClbYDytAIIg27Q1BFaqhlYklt+klXe076zUlWtlBxwklz0gWsCfcAdXnD3Wr2cPrvzyxxUWpwL9Wz60yyEwjid34loGpK+6Yno+wgpdx6AMzXQw3+UHLAn1Mmkgru5e78Jjv+0mZHv7oQ8kAUxcfghWu+6G19SK38H5DkkQ08GWt9QKOLrFZcPo5ooB7wcjfonzW6X2DHfq0jukb24+Opr5vSNvs1NnwWd7Xso2gQILKFtsuEHuDLf1FTOJ5pzE8pssI+MzNlilmFuu5fWOKCx6paoUJ3YSNVPvVdZx+pyPomtzQGp7po3jyExgld2fTvhrMZArN2IoCoSToKJZqgx2WGtVnIu9sFITFq9KxeSOkVTRq5wwiEK7C+0PiO/egPfGNHZ279T6XHvfI6ymX26QpY+wKENoDLj8ewA9dIH1aq8BKyXxa8ejRS7YK66PtmfIjoOrwfDqaB5eH6xkHbrY8PlxM2fBatlYXtcDjefKEhKau8PTyPuCZGB/0YG6bEiTMhFtgUBZi2FRR/gMqqwXJHyJRL0O4zEciDJq3oXqKMximUUBT6afzveLMZArN2IoCoSzgEPFJxUq0tuaLTphsXJnDYR676UeYd255AGW0wlm/vcL7w5p0t93fEilZny5g8v6635EQZDmh7HQLi63l4fWNZPhetuAsXMdx2sCXCJ7vHlwLTSc0I3GduRtuFptUAOPLblsCimDoTiPXld6m+7MNIY3RuZDRqCvRuVsmQMPDcEh+gI1f3Jo0TrF74zOd/YIq0yo+Ub3nvPrn3jHLcwOLDb5Di3rngKWydNoj7DG8eROjMSAcB5YQ/CozlDYoFy8ywWjckhelffLK+fd9V7YehfaHY60usI2317O0r67teSObnzKofpycxhkg8XHGeapWN60zGbpTS0XX5z+pUljLpiufrywVI1RWQwCQ9YoWI1lOOLlooWqwE3ZRdB/mqiRRBWwGGifYj451WlOYfQsukIFZUmUOsAXOH8684ODu59Bu7gly7Uwj+4mWon2Fe6WhVMAA3x5eQGees3HaTAExvHkTozEgHABqGbRIbd9quMSDwzqVfGq+lE/C7ruf60btr7Vw9KjVb5hUxduYMUL1yY2h9ubHmGBuVXLIe/MgsCi+/7hRQbsJMgh9jU/dFfEtrbqXCimyY+jC3EIogl4vSNvnQ5IXKZffbUexLkQGkTSza39PvqD/PpBvE/yl8hcVgbPUr+aAsvCwZl4oPnR/mFTMZGtUCdEVVZitdw1NyJ6QF7xejzes8oL31WSdmEYR27FQAQI1yCVWDNVY353/fJGhe95tbhTnXyzwKLHU9sjdgosX4nZ3G3Y3cN39OMTPvz+gQxv+eC6oDmBhe99h8r6z5fxYNgMMq8YMDsQtcYOGu7AjdP6CvVFtj7FsrFO1A+sNRue83n0DMD8+sL/1bvoEdKbqLAViQWeQD0J1+s8qw+1FvfIXn0aiCc5e6qUyajAE6tUWjnsAu5EXpZX/LOOcONX3pbhe07lvRjGkVsxEAHCVUhL1uxL3ZskgWuOpTKBL+jklgo658aa6ePCY33QqEdpT0M+a9k2LLvEM//wJzzACn0+w2IafGgpe/do6KW9brpCCvGw+cYjJ3Mb2fW5oAbFe/n4Gdep8TEKPN8tIWBDdS1z1QcfGi7TzJ2VNYmFKVB+uPpSZ1lNAdxuCCnrq0Rg1RC78HmanPVgiD9MhNs+wMHr8N7Arzwb63gf6L4YxpFbcS0B+pqG3ngygCWLTtvbFZbrjVSba2VgH9/hTG1DLdvXCqwa7+EOwduiTDHeVJ/w7LR8yJ7jc5OvkSQi0jaCWVTnLq9msOwUFlw6vNXsWYeBMy83NTyW1Zz5wxs33NRXOwQqjaVPQhB4o3v4OJAtsaO//0HOCgMjaYiSkewB/DQztzfYIfhfbvDnOgDxtoyZ3RLuRtDBHMwkwqD43DoYYTgQGE1eI9lTgurH7U/VVzGMI7fiUgL0RaO9URkIEouv1QsXe0CtkSo39cvqIjpztRv4wdYbJ6m5MxC+N0+Mr2vjHYJXdrrXsFF27XWCHjwsIyBJUSHMOCazignnNQoyU4a8orBASwZ3sPOdElj+gFDXfDrNcVwVWORpoxUn8akn0h1c0mIoFzgKX/rqFyqs4kE7Rg2J5dOklhW+M4N2g+lef/lnRvTRj6PtH2Al5pmjhqFG9PEGvEK/XWSbe0py5Z2foF/GMI7cCgmsHwVkgCXW88q+Av06MskENcOW9/R4gUZf7UfLuF971+LTGh5DBjwEL231iNkdhoHrOcsFzkiQTdiOUqO4OafJmJuQd69sNbu7OPlygL1514wxhXdx2fCWmjDEm88pPbwxH7bJWXJU1hVd7J20zs9jlFjxOY/Vh0J1j5xU5p2bPdhbGAyXYRiwQOZL1PzKie4KOqlOCJyDIYwEbDaa4gvPFxJYvSGB9aNADHDFwt5l71JYuXGsdcv78jDB3iiwasUJ+yRP90dhS14NeQjeKrBKjDcMQzKkuQDeOU3U1FdOYOEn+Xob9FS5w4zt3mqULOzmq3nstpA9jjAIjW2c3om9xSGuhZfR7hkfylQXNNpx7OkNruBeO0gNieWf8lDRKH/Gj3CVEXw6tA+tOY4dsu2Zy6fARQ663y6+jSvCXfMrYLwlsDpDAutHwTHAvX/Cj8CXt9uyINmmcvw1wpYLtrx9vLnUE/CjUWleFh2ZqEKMeAiqFLILA00xts1aAtqgtIXy3j1Q8Yoo/WVs9IMzrYx8SWHRYhRA50zdxKs9jQWR78N4QHYc3jKKN1ssUahoAisUg/7uNl2cShp/ukHczWqQWktYnOu2AvdZHOGNuYmoGMsf3pjbdhkdH5VBRKoNynQMurNo3pLFyzSFfZ/1twiHwLUEjNdaPg3ZvwFWe0RpN/aeR1jRdNbZ6IK9+QFWwzx5emkMRjwE1MGv2i0Y3WcYYk7FHxpF1mCNmvvUWgU7jZU5dWVW9m07MMOvmTsDqtHroH2gXAy9s+6Nl7M04P7MOQlVghRjAcIte3r0HOLNl+6/XCGtWd2vFzZOO3GMpvyjbjzc6Hb56RYNsXVhTi/TH35/Ze2qsOANXk6e+LldEl8b3q65jJ7lGdINwzhyKwYiQHgLYmParNKn1jLfiMyyT9PlyjsEVtJOXNMLnl629pB47PBaxiGL5j0UkhgxZGTm9ODLUdTUm2i+OJIpqNDNQkJEVx38g6THRdqUe9RzIJAlF337LHvDTbR5TMKH24dWjrGYvOXwGK0M4PNb+/nGA6J5iZ1t54oLePHA77uu/DRucOIThZI/ZUIRO7sRlNxRI5W7NahuYbN8UeNMp1nhQgJzPoMnPGSkwjaOJ3diJAaE98BXfDjXlpbpMwtZ8wFWU2GV4Re54fQEuZN5emEERgX28Iv2SyZ3UMhSpFzxcsnnB7cjJx6omZQmQ2Zw9YbWz12d+K01otdK8bb1bDXDdr3coBMyc2iiI0Ynzjg6tIPwxAfcXSbE6VFfVQ/nXbD4GKodEZZQ5j+41bv1+g63DPOKtogM8j2mwZmKs+g68cqRAHWOuhCJSaNYHXYsZSNGqmzjeHInRmJAeBN8tY9C6Lp1zPVEM6gxxRlbLtfPnxdmYtpOqOm9QXCMjccer2Q8F1hNuyxwcgX+HGjlimUaYM8vT6K8OaCwGtcbeZooLF5vC1FN0JKL3rGtcxsjVMfWx41m8LPxWcggxLQXPyplAn33d/YJLNxoSRaKAj00LJvgVVcFCm8TPfa+twQWPHPCWSU4iTGrUx97mIhRdIaGR/ed3eCcC+QQGMaRWzEQAcJteI/CIqt5zf4aViZgPbgyEVOBhU06eHrZ0qPiekVJKbRJIicDJF7opA9Q48ChrScNZCIVNw2Flf+WLdlCK3YNhbX6O8g4PWyAwoDhzU9tlFe1vT/u19cg5CgSTFCMZtBX4ckMBcBwCIk6y1MFdRwbdzPxfqI+5/I/hadqD/ZtLtPoVTYpActNJz7TadVbp7Cc9E3muai2nPt6b40wd8IwjtyKgQgQbgMUSst6xhmrUEGSakwTXMW5wofgCPYV/E3TZz3Auv4RVipim3YTsc1G8CM/vfTaLfaa2Agb0oYVSLmy+qSLHUlte5WYmFpDJcZvASKxBMH4fLml/AM+2mvdgVXaXCR43z6a8USH2Icjnpx+Xx/8HhoCKlYWvo8XkzT5eleu0T1yEX30kZhT1HDOyyIQmmye1XT2Ia2O5Ys5vzAGMz4h8+sMgGEcuRUDESDcB+psF0mMoFrSagwvqXhdmIjsiGHhNF/AP0VfXf4IiwTbZiwbfYRVGjeQxzRDHnFMBDav3I2osMLYRKbERM1/SdgYuhHobDJGzHVtr03rMuy3e0SDUyH14W6qsGi/4USHj08W82sOjrNOihrR+WGUNDTved+xXi96fcVvjUW7G1TWhWAwRf41Bg6IcG+WK2XnTYU174GtvBvtw+MwjtyKawkY8G+ofxj2MvAGhUUtd6UaJ2XiKheiI9gy6t2LxQZj0EMQ6DltzuIzkRVlY+Y/n1tVUPTkyuVEvR14dMsUH341NjeFtGS9FHRKkqhRYWX6qjW2EZm1A0EGA4GsSUikmtNALuYWn4gd01f4FByFze97vyZHbeMRFgmNiSI2z2waUsxrKfS/ppDzMrqCW+IVq59pHviHTFVdLnfdI80wu6ZForBiQuzDikwfAMM4cisuJWDE71j8LOxmgEvLFecwqJZGNfY1YL7OhdwRWNcPeMcDrFEPwbWqkq1t2M3E9hymLiMKUSyEU5nsBMwz1doUOBmBq+R3zfKu5Z56Pb0MQzcfYgWB5Z4p+aDAaZmCunIPAQ0/XxifCBdzW2ih7YaFcLh/X5WNfR0C93jMiMfnatUq7ME/ZCwzwP+GwArup+c/fxZmnGBsfWYYjikXlz+WPTCnoPxovz6wdZhHWDEOcINH0lcSWOcxam/5HOxngEvL+ZMY7H1dhTrnFFadeZkLwRP/u4qy7FsfYI16CB47TaMdpcoxY7YuVzk3atd/3C0elXc1ZWAV3zgC6mJrFEQNtcwGKy5DzSzMyHYHTgbra2F0fTEcGqN7MQDkoH9KVC3i0VzowvWMhlYLtI6jxzyRz/tfDLh4sW9AxxQTBxxgy2V4vOwfBZbN0sDq10R74K9+L24CJ2w5XF0m2LLuHG5Hz4wzMi7Fs1z01of+Onim34xxPLkTlzIwbG/5GBxggLve6aNIRbRdjak+PHGVC+QJ1F2WWPhg4h2f8YY9BIGhDAeMoS33urXwnLwF9jFB0CPXOOqdzPVpXWA1FRYYwTRBzG4LuL3nreKnd7ftTNwgOVZXnjlYnjGf3WGvdMyWN7zf8ipZKDvRsHPcxvP35DQ2MA50gHmyRMFF9yGFeKfFgxJ9Q258cPw895GBfPZRtPpgiulLaOWnS67aoQ9uVnXKMVtBY9CPX7/aedcDA7lyIy6lYNje8jE4LrAuepDDNaJdjd/oQvAkrExl8NJFAeMeAmpzUwNHTOUCK5igwVVvUNvzqz/fVpcLb9FR9P3r5zoFnA9kwMmNGBIMHtiru2srrCy21Iihdc4+ViRekDt0bA4G3KacEjE6qKVLFwuJ6+SYfzLlvWBvOUaPHxQeMM9b9Rcw5u6faQoqw5zV+hMSBgJE9WEOtIIbOMQvGXh1wsn4oHB8Zoflkhn/lWhPvZ/061eWcv0wki/34VoORm0tn4MDDHBRSxvAK8aCZa7GOGG61AXypBZRahG1/lCVvRTDHoLAkW+fuQpomDIKstfW6bJOSQEPXjYtr7FT1RuZl7SbdQrIg/CUaaa09VHK26PFTtyy1AoNPTxJguVEB9ni/h45xm0tV5gubs0Po8gDLBTpeaaB231Q8u5xUBL8ZfLyh4tQKrD4HIOBuhf/Ih6AGiBy381FklLO58qq24+LMewMfSDfl7nInXfevN1qIZLXGwO5ciOGokC4FXisT2qNYMryajyVC1TdrnAheLK8cf0oq3IfAtda8xH7DRnXceR+fbDrJ0ZEGXQoEADFVIuyae1mNtTMaaByIddXDYVF27OaX2jdoh2eWh+WxGVwFJhbjFA+c+svQQWLLbpYIxQH8d3sTThq0RlezwWp3A9Os0pgOVgu+AnVUVy7WK+7QscCIzgzjCX9tazHhkPeUDbFz3ZJGYwPo4y2igH7jAAAIABJREFUZYnz2azq5UjVbSBXbsRQFAi3Ao61nTyNvmhDNa0tJelYF7pAnlA19o25lqCxKtDbwcSsjDhkKHTs5lOaMpY7QxkUGk54VDQF826l3Q/gsKU9LtFbJ/K4CZJjtL1io3bp53CL25tqrnLbNQtdmKJV4Vux19AT0UOeo30ylUYMbwZ6Fm7NNXtYjfya6UFNif5crwf3IFEo5ugwvAPjZSIs7MmAiLP7bi4JrOVlGp5IWeKRy/XGAzi/Mec8LNMK/hgYx5M7MRIDws2A82mnTiMZCm+KWV/SrnQh2GNzvOx82XrfC9TmAEdLcmTYdfWwJjOStE2nZdxsuPfKvtMdeEmFb5Kl0Gc0wNsrVub6+GT2VmJ7NG6dVt4bj0v6Ll6Boea0TeAY9QEZCxIr6drx+C6mGi2eBpb7tBzLAxcOyBRzAeGVnS1O9mo4Yg7wtMIaFGTPeaAM7fNeKMlcWOZ4I/vgmLoOK6Sb7YFxPLkTIzEg3I3YM87ayd5MPHDlAcf5ipB5AkuXC6UUnlrtu4Gik/5CYhcBkeH2Iyzi13eGZIrPkOU9sXcBqjVugfWmX8sJoiBfzHdbZ5QNTc5cDRBfZylYzRFrZNZ787jmFEAZ9AQ1f7jj88MR4dgNbtah1QsKSjXcVAjVfYwdhdkJSGfN7XK3wFoGY9Vgzw1ucnyDi+gMeB0d8JZorlvzWymsYRy5FQMRINyOdp97xQyVo/pm3eZFLrA5XxjrPbo2Uvm5B9xsXy3J1CynxzMFa0Tdt3zuDPV/pV5dLDB3AapBbIGwZDrjOb6+9bEICmuxO1Njr0vUpoqbrW5REy06YqYlnGgDZsoPXKX4ha/9g6RMXIWVPL1ogB8F0kA0uAzFacn8RoA4yvz5LnGft0Lbb+C55xqy5Rr643dNjxJ5e6kXrZVDhtAW42bNWxipwg3jyK0YiADhfsTq9bqVUOD2WbzGhWAsteUa9eclf959+HP1LsqMguzDni5Iph0NaytOjrWr4DROiUN7sUz5+Fi4Rw5mLtpozqoxjD25Zc8269oz2ZoQzti6svFyKPrrfA7LReZ5XhkCRWJ9uXrNBx0+sblncvg0q5HiB9B4/kXOw2p+Pe/1jHF2u9vUdpQij1fJ2QnLLAYGKnHDOHIrriVg2L+h/jE4ysAV8iYr67UU3OIC21pZHJrCO5r2bwx9CKB3h8a5l4DYVLMMyMdO7gb4tL7gIab2UcAKa4aG3lotpmrYX33fbqJgMbbr+iM+6In9mZ8oJXKHP/0Y23A+1Y2nvsbYlQ0X/9l0HZpIjrpcdMV5tVxZllhmVVWMRtP97UE1E72gR20rjFevU+rxEVZyhzxJcoRFXV3dyAI/AWwweDuGceRWXErAuN+x+Ck4zAAcUOMOeNTETCYO2LvAhehK25JrDZdj7EOwtul5JwPIdy31/hIuF2/As4jreTj0L3LW/sSX1sZTp5vie/x9jhX7oc/6pl3mR4XFBp27xWfvjRlQ0/IEmzFLLNq5GXV9XBs3wEtg1Kpzc80HL0NAvoABenwTYlpe1037rTV2DWNw4O+fzi2WMPkDLH4auEZ87gLciY+tGqy7EHqn31TjXsIwjtwKCawfheMMpPLoRQve3E5r513IXGnbeau+GvwQ5LsmCjcZSPhO2mw07Oz6FnEdjv2LnCgdttzJhhvtD64kbdP9CgevWtY3sSNXfQNdlwO4xYx5D1AMNOkgb2hKDVg58LB37yRLESstN2qNqjFiBL/e0TSDoclzozabxXQNEC8THzO5DeCunEvZxpZbYbNhBug4d8mRxayycdMTrO6QwPpReIGB0/Imm3/M2GUKyxX79ScRbzrwgx8C2Hno5/sI8BQvFy3STnaD2VZDP42D/2DUxO+2xKV/hGUUCycjghSw0HdxvmcEpIbxj8Ucupwxg0fCf50BNOzWk12fHryTZQgs+mXX79kbWX+4R/8jOWvK8oYm4kDYYOJrgrKiXzLSB/GfyyM4jC+No+24yPmXMRbNh27IC20iOFHJGQLDOHIrLiVg8N7yAXhdYB3URGzAT6/15x4X2M5ZM+cw+iHwbdy3UNsKXUox9/FWx28+G7kWRyhAF3a4k0cKt42XZvgTHmhZ8tunOjNRWNCM8c+ZXMpJSDQXOYH7wtWNMwU8ca3eHrKq5EPYIpn3AguMsXm47Y0VE8UU+UNhJT8z0IrAbAkaD6InaxSbMmX2SJ6oOdNhkebkMhwiTRtmgdWrCGYYxpFbcS0BY7eWT8ALDBxpro35FgXWIVNnXSAzDyv9SsvohyDVVvuJy0cmSuNVuX0BjlDg9MSu4Qa5am6DdH9puF9Ta+u28h7arRN6pEhQYMEsp7ASZlJe0AO/XK7A62Djjv+cArb8BuszF56bGjL/PhENTmssIXbOOUc9gySNqh6huDovaEmMGwxNvcVIOO4yV6tHuFgubWNAOQQSWL0xEAFCJ5yTN6hq8qcbb3eh2uj/AOs7gPppvWS7CEj4Nkub+xhPFDcRlMT28N8/n31ufdfcEF1v5EdbsHgQNkv3X5pvnV6fD+35DSGpKHKctk4BgWOVPYBzm3sOfloLeoDVA6gJb5ltkAxKBEhdJXHKOxp+Y1kiyRtNzMTHQxRfv2DRR/R2GVcZnD38imsxD4uhjyMdumEcuRUDESB0AreM7T7DI5ImSm9edOGVTUCxG6myfAvsVlgNihPdRSZHJuSAvLIQKVt9bsedPbyZ2dDvN+RQIuV8f/XjiYJMSKVj3dYhHJm+qquDO34RGBSn4Fy2XC7D9jGW5Y/FcHxJBsNy2aMnClpwqywP5hIrU1htJm3onkdl0SgbLHGoXtcYsCc4i4LDn4C6YxhHbsVABAi9EJvrSlL4buRKeLFzrKPu7u/rTqEnSuxD2Bm+1rDk+jciZL+8Cr8kjE/zcN/YDXEOKI/anet9p7Ael3AWP9xq5n+4xgLLScPWbo1NwF1o5XDsE4mVPacJ4XNP7Fhh8dMjty7cr/aqj7h2DRfEu96oDtBCyXIWw5g5C8vXOLYfWqVDrM50u2FBxirMNqi9GcM4cisGIkDohgMKy9fPXGDZ4Y56RmH5gn58dWEvAY8bM/JdbpTpX4OmcOWHABv/86fhDmHjaRc1g26Kj4a4MU50EGvcKZw4PtFMka1l4M6j6pSIO/thJ0YFgiVWDEYx4Dfg6hDErkgKDqn7Wew5mji8GRsN4shjskLxfdwlMr2BxUwwzK9oDDKdGYQBFJ+xjt0wjtyKgQgQugFqEb5tjJzgpy/h9mpHZReOzOaaP15h+S7Yp7CajTn0d3/h5xDijkvdMt9PW2zo13PsyMVGEFgsdMygv/pmn/6G0O+BR7e3Sst6kbU4DWNQMG0oFmd6GZ5tsmkHDab2yFUfGFa27XVou06nJaH7GhRM4LbRrHsdlkqUWV0FpuGiq8zejmEcuRUDESD0g/tE12yHXPHrDzzNtcCdcGH39Civflw/vwm7JG6QUc07xOcP44NzNQQjE1ihbT/HUqeEDjwVhVU+z8Rf9pV5Zunpa7O1U/4m+ip5RMVNP9yf20gUo3lLdY8rhmpIvROkQaDEudgXRzKHazzg7jNAZUmKGywVN+yNeIVXb9TL/hq8oe2UPzAphsAwjtyKawkY/W+o/3y8ykBWSfNR7iM11+li4oWO+orCyur87slvwrc9BHsIWFFN/tauDv4evJsCUo9JMKLC+rqc9Wzon/xMIqqZZZhx3kMzNYh39WOma+CjbZ1WJhGGeYmF2/q6+muXvprpK9FrRGiXdYu4ir+URC9/wgTB5zn1hvOP1VO5GjUycOHsgo9wjQZGEsngXOSfoVeVGXaNwjAGhnHkVlxKwOjfsfjz8TIDWA2tpbBqzaxTMoFlL51scGGfAa7xyaP7LvjGh6DVTnmINSgKiqrbA6z3U4C5mgSDUzlt3VYvmGvMdAbXBZZTWF5MrbC19nQrGdPgO0qsxx0gAFSG0UX8f7/RMsga3DWHrr5kreJcffzkRVCckEpxtj1Vj/oG2wFSLZ9Bg2fatDNQQ1cXAXlazxHv022XF2jz2gXjeHInJLB+FF5nYIfCwoq+zOAyXea/1FFjOV+10azvnR9gfd9DsNpP3QiLtaMhsBqm3ogbKODWb41fwC3wrZSbM2oE1GXPGHp9Vc4XZz+u9LyxxdYWQZsHMjmC3kYqPOj5U9k2aiuKqtclFHi2DK66uIUSt0yr88l04jZ8+gie5FNmcN3JSr5apmT1tNwHAoopdC5EWwKrNySwfhROMMDqKSm5qK+wjFktYLZesHe6gOZXx7bllQTWS9hUWFm/crOptDdGvhl3UECSx7YFVuzF5Qanbh3ufiVXRy/LJQqLnEkIYR9tlaHNimBbEou2S/cwImEwhSAxA5ecPOHKRAWKNzR7qVQWDW7QpoC4VFrVOSECWTz4NgcuEVj+GZafxn5ZQnpHjOPJnZDA+lE4KbDy6s73+VN79oHr5Y7KFX1VKG3Iq46H+VsfgrQf7b3t764Yei/uElgrYnS5TToMuvPjZeye+RnEyOJ6NdehgxsKLNtPZrrF9g5pp8utVErMiXOkMcxNgA2Zv4e2nJowrhxOYM2xhLU0j2U3UcAGLcZCx01IFosbc1HlHWVD0mnukZkEVndcy8A3bi0/BCcYSFrGFO+6j9GJwLLXO2rSX3I7oabPcL1zVfnOh2Cjp06lOVpWOrhjG/a1O5yvuIOC8Gkg3oZkbHfWctUPt5LmxArF1C3Ax29LQa3rr536qjqe7CvZtSVPpUAm1eF1XmIvznJzyDXaJfjZcLg8WPNjnFOB1Qq47qy6CbMfaWC+vsjWcQs4g3PZcYO12zGMI7diIAKEzsire73Hj9dxCJaDUx11n8ICEUXVZQR59c2x3lV3teRl7trIn4ByIp5vktteesBt1wiz4ctVVkpOMGUSjgRWu9Mi1ZEjsItvm6Go1ma/N9z0YzgeXB4a5MZyc4YXltyrQcu2UXfpy9jsXoKlag7XtvAVD7NfzdL9xajQpXSQdw5DuWnTUtp7YRhHbsVABAi90VZYvvBz2X5WLzvfUf0yqWAKH5jxsvL5HKiZu3Cu3Qv3rd8DrHuAyZbukdSRwXOqx21qjCV1szOIpyyEPzkMU1k5Dnf+NQe4VbdIDALLnPQwMlZGNp7tlVc0zD32cmOiCCmu0S7972wpXdEK2wLrlOVUqbACkR2PZMF02LxEcsdo89somx8CwzhyKwYiQOiO5qdWL3z4czSVqHMddYfCqlewrkheXYPYVxlrj0RIb9sPf4BFG1vZImUlZWnNXriKeolvYVv2Z9MZxFa/0mij9Jjw3gF9lTzMtnA2wVxxtqkO/DO+ojRa/0jyiuZIHmHVEVTS0vkT+oYGl6sWDgoZBG1GhuH17IeyDzs2CdvFGwOdvWEcuRUDESB0h6uDpa5GfeU/jJaLdrKjbimstEFJXl2HdYVlqyRzk32Y+MG0LBFZTz3WYZippV9Pfoy5A2DGQsCwcmcnoqyy1mj9CPCDXdxztrzA4gPsjvVEogH8rjKEH8WA0jgisPh3auRlsnIQM26LdBE9gvqTSixazS/E47J5za25/bnZNtbhG8aRWzEQAUJ/uGqORcOwZhqWyuZn61c9AGPmqjuXasmr65G01obAas6tXcPGqvFXwwmmtVHmY+mMxOH1tKEMsiSuKKb8qVkjgenyVB96gOX9TPQVi8pEYNTbVT/M9P9ctRQWbT25Wx2q23L33Ss3OTiMrroAMcFlUnArbD/6k4ymieRgnDvW4RvGkR34x7/5wzT9xV/9w3lLAxEgDACUL+Y+fi4HmDvw1b8SwlLMn+HpJd8dqZB8dzi2PVYrN04dr8Rfj33J50UGTYnz4xk0krXhbKKYonPB81LHypDM0/nIiaYF49kNaeXVCjyoyh79wMAylaVGzFcvWQw+HM7+ZrYEWcWVcaMhvpgT3kUPWjwf4nbmZy6b8jptjfgeGMaRTfzLf1rOwL/7p7O2riXgO/8N9Z+B0ww0FJbFmukqzWUdta2wfN0q9wYqIz/gEFCnDKh5sTF1deB7cSMFu5Iv6LApSWke/vvncgYNj6M1Hi5aDXt5iLX+G0J86DTTtaiv9nBYrSX6Kv1V5/OOlc1WRzKJQb/cg0Hm91Ax8xC04cTSXH2ZaYATM2wvrXmpvsrlk3M9uZ0cRJ78XDGZbk3ie2AYR7bwL39dT9W/+R8njV1KwLf+jsUfgQsYgOq+vE0uuN8Mws/zHbWhsKYp3qAPi2Pg+x+C0AkJ64W7Zkbaeu7BgBT4LPXaKI7+/bNSQGerviEjXgGEea11Zprif724m8NojXYXN8WRIS8yJUIaoliCXee+lgkN4+hSqC8wjC9ZyXK/qpdXPkzJ2ulTu1BfEwN+2zgXldcIGMaRDfzrf8FjdfYZlgTWj8JFAiv+LyBrj7Sw3F3SUblClSuxbo0nr37EIeBOGbHCcm31zYb3fnwLCtryikWHPX/Cs6SsbZsXEHitSQL35aSR2xEKkXzaBt5mwYBBABeSlEOvqOKgGslj6uzgO1Qp8cNkNrs6uvzHzyG39BWvb/QzwjzbczLB8Cmguz5OdRzGkQ386Td//+H/Nfvnv/v96m/PWbtWYP1/giAIgiD0hQTWS/h6gPWfH6//eP4R1oUE9E4oQRAEQRAekMA6jP/5h2n6y+XN30/TX/zXU+YuI6B3KgmCIAiCUCGBdRB/RE31W239x1PmrhJYvfNIEARBEATEMLpmGEdW8fs3hPWvDv5+d+53hBcJrN5ZJAiCIAgC44r+fgW+h8D6/R0Nf1nf/v3Zb2qQwBIEQRCEH4kr+vsV+D4CC34p+McxBFYhc2qgRb7Ga7zGa7zGa7zGXzx+uXhBg78C30Nguf/r6o9n/y/36UqB1UqHVkZovMZrvMZrvMZr/PXjn5cvaPBX4PsILPjqqz9tC6wVln4DvpTv18uvN/MhzQiN13iN13iN13iNf8f4x/Xz/f0S/FCBtcrS9CWwnlH89evl198l4TRe4zVe4zVe4z9h/OP6+f5+CX6owNITLI3XeI3XeI3X+A8b/7h+vr9fgp8qsNYx6f/B0niN13iN13iN/1njn5cvaPBXQALrdaR0C4IgCILQERc0+CvwfQTWeH+LUApLEARBEAbDFf39CnwPgTXm92BJYAmCIAjCYLiiv1+B7yGwfv/jOAN+k7sUliAIgiAMhUva+xX4HgLrt6Sq//rgMP8WoRSWIAiCIIyEa7r7FfgmAov+ryv3f2S9gMsEliSWIAiCIIyCq3r7FfgmAuu3piq/I/z7s/+P+5UCSxAEQRAEweObCI3fvxVcnlr9cTr7G0IJLEEQBEEQ3onvIjR+q6rpr/672T//3e9Xf7s9Yw0SWIIgCIIgvBHfRWh8PcIqOPkA62KBdeU36wuvQAx0hyjoDlHQG2KgO0aj4LsIrK+vwlpw7jsa7GKBde2/XSQchxjoDlHQHaKgN8RAdwxHwbcRWPbP/2nRV//2rL6SwPpZEAPdIQq6QxT0hhjojuEo+D4Cy+wf/+YP0/QX//s/nLckgfWjIAa6QxR0hyjoDTHQHcNR8J0E1nWQwPpREAPdIQq6QxT0hhjojuEokMA6j8Eo/UCIge4QBd0hCnpDDHTHaBRIYAmCIAiCIFyMzxQaEliCIAiCILwRnyk0JLAEQRAEQXgjPlNoSGAJgiAIgvBGfKbQkMASBEEQBOGN+EyhIYElCIIgCMIb8ZlCQ1/T8LMgBrpDFHSHKOgNMdAdo1EggXUaw3232cdBDHSHKOgOUdAbYqA7hqNAAus0huP04yAGukMUdIco6A0x0B3DUSCBdRrDcfpxEAPdIQq6QxT0hhjojuEokMA6jeE4/TiIge4QBd0hCnpDDHTHcBRIYJ3HYJR+IMRAd4iC7hAFvSEGumM0CiSwBEEQBEEQLsZnCg0JLEEQBEEQ3ojPFBoSWIIgCIIgvBGfKTQksARBEARBeCM+U2hIYAmCIAiC8EZ8ptCQwBIEQRAE4Y34TKGhr2n4WRAD3SEKukMU9IYY6I7RKJDAOo3hvtvs4yAGukMUdIco6A0x0B3DUSCBdRrDcfpxEAPdIQq6QxT0hhjojuEokMA6jeE4/TiIge4QBd0hCnpDDHTHcBRIYJ3GcJx+HMRAd4iC7hAFvSEGumM4CiSwzmMwSj8QYqA7REF3iILeEAPdMRoFEliCIAiCIAgX4zOFhgSWIAiCIAhvxGcKDQksQRAEQRDeiM8UGhJYgiAIgiC8EZ8pNCSwBEEQBEF4Iz5TaEhgCYIgCILwRnym0NDXNPwsiIHuEAXdIQp6Qwx0x2gUSGCdxnDfbfZxEAPdIQq6QxT0hhjojuEokMA6jeE4/TiIge4QBd0hCnpDDHTHcBRIYJ3GcJx+HMRAd4iC7hAFvSEGumM4CiSwTmM4Tj8OYqA7REF3iILeEAPdMRwFEljnMRilHwgx0B2ioDtEQW+Ige4YjQIJLEEQBEEQhIvxmUJDAksQBEEQhDfiM4WGBJYgCIIgCG/EZwoNCSxBEARBEN6IzxQaEliCIAiCILwRnyk0JLAEQRAEQXgjPlNo6GsafhbEQHeIgu4QBb0hBrpjNAoksE5juO82+ziIge4QBd0hCnpDDHTHcBRIYJ3GcJx+HMRAd4iC7hAFvSEGumM4CiSwTmM4Tj8OYqA7REF3iILeEAPdMRwFElinMRynHwcx0B2ioDtEQW+Ige4YjgIJrPMYjNIPhBjoDlHQHaKgN8RAd4xGgQSWIAiCIAjCxfhMoSGBJQiCIAjCG/GZQkMCSxAEQRCEN+IzhYYEliAIgiAIb8RnCg0JLEEQBEEQ3ojPFBoSWIIgCIIgvBGfKTT0NQ0/C2KgO0RBd4iC3hAD3TEaBRJYpzHcd5t9HMRAd4iC7hAFvSEGumM4CiSwTmM4Tj8OYqA7REF3iILeEAPdMRwFElinMRynHwcx0B2ioDtEQW+Ige4YjgIJrNMYjtOPgxjoDlHQHaKgN8RAdwxHgQTWeQxG6QdCDHSHKOgOUdAbYqA7RqNAAksQBEEQBOFifKbQkMASBEEQBOGN+EyhIYElCIIgCMIb8ZlCQwJLEARBEIQ34jOFhgSWIAiCIAhvxGcKDQksQRAEQRDeiM8UGvqahp8FMdAdoqA7REFviIHuGI0CCazTGO67zT4OYqA7REF3iILeEAPdMRwFElinMRynHwcx0B2ioDtEQW+Ige4YjgIJrNMYjtOPgxjoDlHQHaKgN8RAdwxHgQTWaQzH6cdBDHSHKOgOUdAbYqA7hqNAAus8BqP0AyEGukMUdIco6A0x0B2jUSCBJQiCIAiCcDE+U2hIYAmCIAiC8EZ8ptCQwBIEQRAE4Y34TKEhgSUIgiAIwhvxmUJDAksQBEEQhDfiM4WGBJYgCIIgCG/EZwoNfU3Dz4IY6A5R0B2ioDfEQHeMRoEE1mkM991mHwcx0B2ioDtEQW+Ige4YjgIJrNMYjtOPgxjoDlHQHaKgN8RAdwxHgQTWaQzH6cdBDHSHKOgOUdAbYqA7hqNAAus0huP04yAGukMUdIco6A0x0B3DUSCBdR6DUfqBEAPdIQq6QxT0hhjojtEokMASBEEQBEG4GJ8pNCSwBEEQBEF4Iz5TaEhgCYIgCILwRnym0JDAEgRBEAThjfhMoSGBJQiCIAjCG/GZQkMCSxAEQRCEN+IzhYa+puFnQQx0hyjoDlHQG2KgO0ajQALrNIb7brOPgxjoDlHQHaKgN8RAdwxHgQTWaQzH6cdBDHSHKOgOUdAbYqA7hqNAAus0huP04yAGukMUdIco6A0x0B3DUSCBdRrDcfpxEAPdIQq6QxT0hhjojuEokMA6j8Eo/UCIge4QBd0hCnpDDHTHaBRIYAmCIAiCIFyMzxQaEliCIAiCILwRnyk0JLAEQRAEQXgjPlNoSGAJgiAIgvBGfKbQkMASBEEQBOGN+EyhIYElCIIgCMIb8ZlCQ1/T8LMgBrpDFHSHKOgNMdAdo1EggXUaw3232cdBDHSHKOgOUdAbYqA7hqNAAus0huP04yAGukMUdIco6A0x0B3DUSCBdRrDcfpxEAPdIQq6QxT0hhjojuEokMA6jeE4/TiIge4QBd0hCnpDDHTHcBRIYJ3HYJR+IMRAd4iC7hAFvSEGumM0CiSwBEEQBEEQLsZnCg0JLEEQBEEQ3ojPFBoSWIIgCIIgvBGfKTQksARBEARBeCM+U2hIYAmCIAiC8EZ8ptCQwBIEQRAE4Y34TKGhr2n4WRAD3SEKukMU9IYY6I7RKJDAOo3hvtvs4yAGukMUdIco6A0x0B3DUSCBdRrDcfpxEAPdIQq6QxT0hhjojuEokMA6jeE4/TiIge4QBd0hCnpDDHTHcBRIYJ3GcJx+HMRAd4iC7hAFvSEGumM4CiSwzmMwSj8QYqA7REF3iILeEAPdMRoFEliCIAiCIAgX4zOFhgSWIAiCIAhvxGcKDQksQRAEQRDeiM8UGhJYgiAIgiC8EZ8pNCSwBEEQBEF4Iz5TaEhgCYIgCILwRnym0NDXNPwsiIHuEAXdIQp6Qwx0x2gUSGCdxnDfbfZxEAPdIQq6QxT0hhjojuEokMA6jeE4/TiIge4QBd0hCnpDDHTHcBRIYJ3GcJx+HMRAd4iC7hAFvSEGumM4CiSwTmM4Tj8OYqA7REF3iILeEAPdMRwFEljnMRilHwgx0B2ioDtEQW+Ige4YjQIJLEEQBEEQhIvxmUJDAksQBEEQhDfiM4WGBJYgCIIgCG/EZwoNCSxBEARBEN6IzxQaEliCIAiCILwRnyk0JLAEQRAEQXgjPlNo6GsafhbEQHeIgu4QBb0hBrpjNAoksE5juO82+ziIge4QBd0hCnpDDHTHcBRIYJ3GcJx+HMRAd4iC7hAFvSEGumM4CiSwTmM4Tj8OYqA7REF3iILeEAPdMRwFElinMRynHwcx0B2ioDtEQW+Ige4YjgIJrPMYjNIPhBjPcVd9AAATgElEQVToDlHQHaKgN8RAd4xGgQSWIAiCIAjCxfhMoSGBJQiCIAjCG/GZQkMCSxAEQRCEN+IzhYYEliAIgiAIb8S3ERr/8tcT4C/PGZPAEgRBEAThjfg2QuN//kECSxAEQRCE74FvIzT+NA0rsEb7m6GfBzHQHaKgO0RBb4iB7hiNgm8jsP44rMAa7rvNPg5ioDtEQXeIgt4QA90xHAXfRmD9/WlVBZDA+lEQA90hCrpDFPSGGOiO4Sj4LgLrX//LNP3Hy6xJYP0oiIHuEAXdIQp6Qwx0x3AUfBeB9fv/cf/by6xJYP0oiIHuEAXdIQp6Qwx0x3AUfBeB9adp+jf/4zJr+p/cfxbEQHeIgu4QBb0hBrpjNAq+i8D64zT9u3+6zJq+pkEQBEEQhDfiuwiNr//H/R//5s/K6N//n+eFlgSWIAiCIAhvxDcRGr//H/f/4++e39HwF//5rDkJLEEQBEEQ3ohvIjT4H8o5/fcJJbAEQRAEQXgjvonQ4O9x3/EXCqd1wF82+KXXeq3Xeq3Xeq3Xeg2vL8A3EVhf3+P+V//w51f/67/9/kcJt/5G4Ya+mmoUf/3Sa73Wa73Wa73Wa72ur6/ANxFYfz9Nf/Ffn6//+a93/JLwzidYvy6yo9evvv41gA8f/vrXAD7otV53ff3rxFy9vuT1ryttXoBvIrAIv7909MLvbDiLawkRjkMMdIco6A5R0BtioDuGo+A7Cqzfz7Mu/NbRsxiO04+DGOgOUdAdoqA3xEB3DEfBqALr9/cyPBEfVv0RfmHYH8Nx+nEQA90hCrpDFPSGGOiO4Sj4lgLrTxJYAkAMdIco6A5R0BtioDuGo0AC6zwGo/QDIQa6QxR0hyjoDTHQHaNRMKrAWsVYvyIUBEEQBEFgfA+B9fvvDdYvZvj9dGugv0UoCIIgCILA+B4C6/e/lFMl1e+vdf/Lnu4IgiAIgiCs4XsIrN9fzDD9h+fr/+cP+g2hIAiCIAgj45sIrK9/i/Df/l//ZPaPfzfpAZYgCIIgCEPjmwisr0dYFQN9zaggCIIgCILHdxFY8LUNw/2CcLS/Gfp5EAPdIQq6QxT0hhjojtEo+C4Cy/71v9UvxvrvvZ0hDPfdZh8HMdAdoqA7REFviIHuGI6CbyOwzP7X//3v/6yu/re/+ofejjgMx+nHQQx0hyjoDlHQG2KgO4aj4BsJrFExHKcfBzHQHaKgO0RBb4iB7hiOAgms0xiO04+DGOgOUdAdoqA3xEB3DEeBBNZ5DEbpB0IMdIco6A5R0BtioDtGo0ACSxAEQRAE4WJIYAmCIAiCIFwMCSxBEARBEISLIYElCIIgCIJwMSSwBEEQBEEQLoYEliAIgiAIwsWQwDqP0f5m6OdBDHSHKOgOUdAbYqA7RqNAAus0hvtus4+DGOgOUdAdoqA3xEB3DEeBBNZpDMfpx0EMdIco6A5R0BtioDuGo0AC6zSG4/TjIAa6QxR0hyjoDTHQHcNRIIF1GsNx+nEQA90hCrpDFPSGGOiO4SiQwDqPwSj9QIiB7hAF3SEKekMMdMdoFEhgCYIgCIIgXAwJLEEQBEEQhIshgSUIgiAIgnAxJLAEQRAEQRAuhgSWIAiCIAjCxZDAEgRBEARBuBgSWOcx2t8M/TyIge4QBd0hCnpDDHTHaBRIYJ3GcN9t9nEQA90hCrpDFPSGGOiO4SiQwDqN4Tj9OIiB7hAF3SEKekMMdMdwFEhgncafOf3/27uj5rbJNArADkOhlNl2gV7sQmlnLyCd5YYynna6XSYEmv//lzZS4thS5CTrnKBPL89zwcSOm/lmz77ysSRLK+YkgdmJYHYimJsEZqdg1WOs5iaB2YlgdiKYmwRmp2DVM/f/pwCAVWONprHlLFFzmZIm4vJEXJ+My2su4saWs0TNZUqaiMsTcX0yLq+5iBtbzhI1lylpIi5PxPXJuLzmIm5sOUvUXKakibg8Edcn4/Kai7ix5SxRc5mSJuLyRFyfjMtrLuLGlrNEzWVKmojLE3F9Mi6vuYgbW84SNZcpaSIuT8T1ybi85iJubDlL1FympIm4PBHXJ+Pymou4seUsUXOZkibi8kRcn4zLay7ixpazRM1lSpqIyxNxfTIur7mIG1vOEjWXKWkiLk/E9cm4vOYibmw5S9RcpqSJuDwR1yfj8pqLuLHlLFFzmZIm4vJEXJ+My2su4saWs0TNZUqaiMsTcX0yLq+5iBtbzhI1lylpIi5PxPXJuLzmIm5sOUvUXKakibg8Edcn4/Kai7ix5SxRc5mSJuLyRFyfjMtrLuLGlrNEzWVKmojLE3F9Mi6vuYgbW84SNZcpaSIuT8T1ybi85iJubDlL1FympIm4PBHXJ+Pymou4seUsUXOZkibi8kRcn4zLay7ixpazRM1lSpqIyxNxfTIur7mIG1vOEjWXKWkiLk/E9cm4vOYibmw5S9RcpqSJuDwR1yfj8pqLuLHlLFFzmZIm4vJEXJ+My2su4saWs0TNZUqaiMsTcX0yLq+5iBtbzhI1lylpIi5PxPXJuLzmIm5sOUvUXKakibg8Edcn4/Kai7ix5SxRc5mSJuLyRFyfjMtrLuLGlrNI/jcsT8Tlibg+GZfXWsStrQcAYPEULACAMAULACBMwQIACFOwAADCFCwAgDAFCwAgTMECAAhTsAAAwhQsAIAwBQsAIEzBAgAIU7AAAMIULACAMAULACBMwQIACFOwAADCFCwAgDAFCwAgTMECAAhTsAAAwhQsAIAwBQsAIEzBAgAIU7AAAMIULACAMAULACBMwQIACFOwAADCFCwAgDAFCwAgTMECAAhTsAAAwhQsAIAwBQsAIEzBAgAIU7AAAMIULACAMAULACBMwQIACFOwAADCFCwAgDAFCwAgTMECAAhTsAAAwhQsAIAwBQsAIEzBAgAIU7Du5/3zx6vV0dOf514HUaevvlid5/q3H3ae++Pr1Y7P51oaCXvDNNA1/PZ4NXL0Y/8LY1zEx5fj9KZnd96JVrDu449vNoP62a9zr4WY05dXG+BHP149O9xk2zIv2p4wDXQVewuWMS5iPUpvenbnnmgF6x52Pwx98svcqyFksAk++n7z9Mlgc23LvGjTYRroMvYWLGNcw8kovenZnX2iFazDfXy5O6o+8hYxjHU7lmtb5jomwzTQdVwvWJeDbIxL6PPdSW96duefaAXrcP1noWcfujN2up++v/1fsAD9Frg/ZP/+1e42+NjmuI7JMA10VcdXO7CMcQlvH4/q8fTszj/RCtbB+nb84uLntU+8VXSxbjbGZ2+3n3y757+ab1kkTYZpoKtab99cjXEBH1+P9z9Oz24DE61gHazbSXmV8M5HJBati3W7BT6+2jR3z9unUcRkmAa6qN1gjfHyvetOXD/6YrdgTc9uAxOtYB1svRvY8G2Z5ToZ7ErePjpx3nMdk2Ea6Jq6/RhXaRvjxTvuz6f678vdgjU9uw1MtIJ1qMHY9o8cUqhn+4F3LeA6psI00EWtdz8yGePF63ZFffvrx92CNT27LUy0gnWo7gugOyfZHftkVNG2YPUnx75/fr6xfvKtLfTCTYVpoGvqRnj7xmqMF+949fTNRV/aXr9ucnZbmGgF61Bdejt7HNe2xxVd7WTu5vnvry6/73v0Yu51cR+TYRromgbn3hjj5Xv3pvvvtYJ1fXZbmGgF61CjQ7prJ8UW1I3oxaff4R02nJ6zaJNhGuiShhekNMZVDArW9Oy2MNEK1qFGX0c5sT0uaPslwuEFoH0TadEmwzTQFQ2uumKM67hWsK7PbgsTrWAdqoX0eFjr7aff7eVHf3/9eOXw0aJNhmmgKxrdUcUYV6FgFddCejyo9c4WePdMjtOvHV1YtMkwDXRFo6sfGeMqFKziWkiPh9T1q+lMh19MYtE2YRroggaXmpz6pTFeKAWruBbS4+H0t2PYF6nv8BdyGaaBLmh943lWxni5FKziWviKAg/m9Jsb+pW0K2noO0dk3XJxSRkvl28RFtfCRTZ4KN1srh692fdruzcKuQzTQNdzy+1RjPFyuQ5WcYOA7W2u5e3q5nuv2zIXchmmga7nlp0Wxni5rt0q5/rstjDRCtbBjnffgt26rJL1bRchdGyhkE2YBrqa20I0xss1bE/Ts9vARCtYB2vgVt08iPX122gM8/Xuu2h7wjTQ1YyOERnjQoYFa3p2G5hoBetgg28AH/ssVMbJxOnt23vmbF6x98vftG5PmAa6mpPxdwiNcRnDgjU9uw1MtIJ1sC7hTSVe33zKDgvSbYQ/uXZ6e3fTnGeXP7997N130abDNNDVXD8EaIyrGBas6dltYKIVrMNd3Hbh/K349JXbWtUx/Umnv4nZox/OJ/R9n7ZPvgu2J0wDXczxtfdUY1zF6Az26dmdf6IVrMP1/fiKz7s1dDuwhi7G+HjwnC+YLdp0mAa6ltF7cM8YFzEKd3p2559oBesedt+LjWoR63G/uhzjwaw6srBse8I00KV0cY4LljEuYtyep2d39olWsO6jv9x375HNcRHDj7jbgnVx75zLj0J7r0DKMuwJ00BXMvm9MWNcw7Xdk9OzO/dEK1j38/55d6bklz/PvQ5ChjuVdwvW2dnvPz05f/jpU2kXsCdMA13H6F50G8a4gonjv9OzO+9EK1gAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVjAX8Fvj1er1fdzrwL4y1CwgLrefrf5ScEC/lQKFlDV6TerrzY/K1jAn0rBAor693mlUrCAeShYQE0fX+4WLIA/lYIF1KRgATNSsICaFCxgRgoWUJOCBcxIwQJqUrCAGSlYQE23FqyP756fv+LTZx8uH/70Rffw2w+jl/3+05PuG4hP/vHmoVYKFKRgAQX1V2W49MkvZ4PLNHTN6+jHs3dXL+lb2NvNw6Pvdv/Q6fPtH3qkYgF3pWABBd1esNbbF3QNa/Rw4+3O33HEEbg7BQso6NaC9a/d3jSsW93urUuDpzUs4O4ULKCg2wpWf8Tvh1/PLg8Ufnr+36c/d+dhPd6tUSf96z598eH8N+9f9Q9cDB64EwULqGl4kvv1gvX5r/2jP76+qFsvLl7Xd6rPdn81/BN9WwO4jYIF1HRLwbosUZvDgFcvPN62qPVol1X/NxwkBO5CwQJquqVgXRWnk9Vgx9T66iSsfgfW57t/8sQuLOCOFCygppsL1rYn9b/Z9qiTq4K1/Wmjr1zOwgLuQMECarq5YF0dIRwf+NvWqvXgZb1jxwiBu1GwgJpuLljbXVaj3VLbgnU8PkJ40blGTwFMUbCAmu5bsDZXcxgb7dQCmKJgATXdXLC2B/r2FazN9RvGnOUO3IGCBdSkYAEzUrCAmhQsYEYKFlDTfQvW6GUA/w8FC6gpUrB8ZRA4jIIF1HTfgtVfpsFXBoHDKFhATfcuWNev5H52/OSfPz/sqoEiFCygpnsXrP4Xg11Yo7vqAOylYAE13btg9ccId09zH90lGmA/BQuoaXiS+iEFq/83q2ebfVinL13IHbgrBQsoqtsBdfTi8sEhBau/9eD5o28/nP/8n9d93RqdlAUwTcECijrevTLoQQXr7PW1y4y+OAO4AwULKOrkshP1demwgnW5D+vKkX4F3I2CBVS1aUddezqwYJ2dfrPTr56++dPWDiycggWU9f5VV6uedLudDi1YZ2e///S8+7dHX/anYgHciYIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIQpWAAAYQoWAECYggUAEKZgAQCEKVgAAGEKFgBAmIIFABCmYAEAhClYAABhChYAQJiCBQAQpmABAIT9Dwu7jDypr/U5AAAAAElFTkSuQmCC" alt="plot of chunk unnamed-chunk-9" /></p>
<pre><code class="language-r">x<-y[tree$tip.label]
</code></pre>
<p>Here, I’ll first fit a model with <em>just</em> a lower bound, then one with both a lower & upper bound, and finally one that is unbounded. I’m going to still use <code>lik.func="eigen"</code>, but I’ll revert to <code>root="nuisance"</code> and <code>levs=200</code>, the defaults.</p>
<pre><code class="language-r">lower_bounded<-bounded_bm(tree,x,lims=c(0,Inf),lik.func="eigen",
parallel=TRUE)
lower_bounded
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 200 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ 0 , 47.531448 ]
##
## Fitted model parameters:
## sigsq: 0.802814
## x0: 4.301189
##
## Log-likelihood: -253.098453
##
## R thinks it has found the ML solution.
</code></pre>
<pre><code class="language-r">both_bounded<-bounded_bm(tree,x,lims=c(0,max(x)),lik.func="eigen",
parallel=TRUE)
both_bounded
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 200 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ 0 , 23.815825 ]
##
## Fitted model parameters:
## sigsq: 0.803155
## x0: 4.351448
##
## Log-likelihood: -251.514354
##
## R thinks it has found the ML solution.
</code></pre>
<pre><code class="language-r">unbounded<-bounded_bm(tree,x,lik.func="eigen",parallel=TRUE)
unbounded
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 200 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ -23.615421 , 47.531448 ]
##
## Fitted model parameters:
## sigsq: 0.624178
## x0: 7.692622
##
## Log-likelihood: -266.082377
##
## R thinks it has found the ML solution.
</code></pre>
<pre><code class="language-r">AIC(unbounded,lower_bounded,both_bounded)
</code></pre>
<pre><code>## df AIC
## unbounded 2 536.1648
## lower_bounded 3 512.1969
## both_bounded 4 511.0287
</code></pre>
<p>This shows us how difficult it might be to distinguish between trait evolution with just a bound on one side of the observed distribution of the trait, compared to evolution with both upper & lower bounds. On the other hand, we can easily reject our null hypothesis of unbounded Brownian motion evolution for this trait!</p>
<p>More on this soon.</p>
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-51667269128821826782024-02-09T00:10:00.003-05:002024-02-09T12:02:32.049-05:00Bounded Brownian motion & the most important phylogenetic comparative methods paper you've probably never read<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>I’m going to make a fairly bold assertion.</p>
<p>That assertion is as follows. The most important paper in phylogenetic comparative methods you’ve never heard of (at least from the past decade, or so) is Boucher & Démery’s (<a href="https://doi.org/10.1093/sysbio/syw015">2016</a>) article on bounded Brownian motion. You might be excused for not knowing about this paper – in the nearly 8 years since publication it’s only been cited <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=n5DNILkAAAAJ&sortby=pubdate&citation_for_view=n5DNILkAAAAJ:Tyk-4Ss8FVUC">32 times</a>.</p>
<p>The paper adds an interesting model to the toolkit of phylogenetic comparative biologists: Brownian motion with reflexive bounds. Bounded Brownian motion is an evolutionary scenario that’s easy to conceptualize, trivial to simulate, but (prior to Boucher & Démery’s <a href="https://doi.org/10.1093/sysbio/syw015">2016</a>) effectively impossible to fit to observed data. That, on its own, makes this paper important.</p>
<p>In the abstract of the article, however, the authors mention that they <em>“provide analytical expressions for the likelihood of BBM</em> [bounded Brownian motion] <em>and <strong>present a method to calculate the likelihood numerically</strong>…”</em> (emphasis mine). To be frank, I didn’t get this at first – but when I finally did, my head just about exploded.</p>
<p>To put it in the simple terms that I myself understand, Boucher & Démery merely observe that, in the limit, the probability (density) of a set of data evolving via Brownian motion and an ordered, symmetric, continuous-time Markov chain (M<em>k</em>) model <em>converge</em> as the step size between adjacent discrete states goes to zero – and can get quite close to convergence, so long as the step size is <em>small</em> relative to the range of our observed data.</p>
<p>Being someone who is used to teaching about the fundamental underlying <strong>differences</strong> between the ways in which we model discrete & continuous traits in phylogenetic comparative biology, learning this surprised me at first and triggered a liberal measure of disbelief – however, upon further introspection, at its core this claim is no different from an assertion that Brownian motion and a discrete-time random walk converge as the time interval diminishes to zero! (Something that is rather easy to accept, in fact.) The only difference is that we’ve discretized our character state space, rather than time.</p>
<p>Diving into the weeds only a <em>tiny</em> bit, we can also say that in the limit, the <em>relationship</em> between the transition rate between adjacent states, \(q\), and the Brownian evolutionary rate, \(\sigma^2\), is given by the following expression:</p>
<p>$$
\sigma^2 = 2q \left( \frac{w}{k} \right)^2
$$</p>
<p>In which \(w\) is the upper and lower limits of our trait (either set to be well outside the observed range of the trait, if we’re approximating Brownian motion, or at the trait limits, if we’re modeling bounded evolution), and \(k\) is the number of discrete trait categories that we’ve used to approximate the likelihood. In general (for a given value of \(w\)), as \(k\) is increased we should approach the true likelihood – though not always precisely monotonically!</p>
<p>Astute readers might wonder <em>how</em> this could be true – as when we fit a continuous trait model, we’re maximizing a likelihood defined as the probability <em>density</em> of our observed data (say, \(\mathbf{x}\)) given a set of model parameters (say, \(\sigma^2\) and \(x_0\), in the case of Brownian motion); while, on the other hand, when we fit a discrete trait model, we’ll be maximizing a likelihood defined as the <em>probability</em> (not probability density) of our data, given our model. Indeed, this confused me as well! The answer can be seen when we appreciate that the probability of observing a continuous random variable on an <em>interval</em> can be obtained from a density function by integrating over that interval; and that, in the limit as the interval width approaches zero, the <em>integral</em> of a function is merely its width times the function height. This means that the converse must also be true: that the density can be approximated by taking the probability of a bin & dividing by the bin width.</p>
<p>Using the same terms as above, our log-likelihood is thus approximated as:</p>
<p>$$
\log(L) \approx \log(L’) - N\log\left(\frac{w}{k}\right)
$$</p>
<p>In which \(\log(L)\) is our approximation of the log-likelihood density (on our data’s original scale), \(\log(L')\) is the log-likelihood of our discretized continuous data, \(N\) is the number of tips in our tree, and both \(w\) and \(k\) are defined as before. Once again, after transformation, & in the limit as our bin width shrinks (or, equivalently, as \(k \rightarrow \infty\)), this log-likelihood is <em>directly comparable</em> (in other words, the approximation becomes exact) to a log-likelihood <em>density</em> obtained on the original, undiscretized trait data.</p>
<p>So, what’s the big deal? Is it merely that we can now add the single additional model of bounded Brownian motion to our hypothesis arsenal? <strong>No!</strong> The implication is that we can fit & compare <em>any</em> model in which the back & forth transitions between adjacent discretized character states can be expressed as an ordered, continuous-time Markov chain. This was appreciated by a <strong>second</strong> <a href="https://doi.org/10.1093/sysbio/syx075">very important article that you probably haven’t read</a>: Boucher et al. (<a href="https://doi.org/10.1093/sysbio/syx075">2018</a>). (To be fair, this one’s been cited <a href="https://scholar.google.com/citations?view_op=view_citation&hl=en&user=n5DNILkAAAAJ&sortby=pubdate&citation_for_view=n5DNILkAAAAJ:ufrVoPGSRksC">40 times</a> rather than a mere 32 – so perhaps more people <em>have</em> read it.) Excellent as this article is, I think even it understates the significance & power of this approach. Expect to hear more about this from me later!</p>
<p>Boucher has bounded Brownian motion and other models from his collaborative <a href="https://doi.org/10.1093/sysbio/syx075">2018</a> article implemented in R software <a href="https://github.com/fcboucher/BBMV">here</a> – but (in case I haven’t made the point sufficiently clear yet) I think this is a very important model for phylogenetic comparative methods, so I’ve <em>also</em> recently added bounded BM (along with some other related functionality, such as ancestral state estimation – more on <em>this</em> later as well) to <em>phytools</em>. (Please check out my <a href="https://github.com/liamrevell/phytools/blob/master/R/bounded_bm.R">code here</a>. It’s remarkably simple!)</p>
<p>I ran into a number of interesting computational challenges during implementation. For example, optimizing the model requires that we calculate the likelihood many times, which in turn requires very large matrix exponentiation – once for each edge of the tree, for each time that we need to compute the likelihood! That’s a lot of large matrix exponentiation. I was able to speed this up by realizing that I could first compute the set of large matrix exponentials for all edges of the tree in parallel using the <em>foreach</em> package, rather than in serial during pruning itself. My laptop has 16 cores, so this makes quite a difference!</p>
<p>To demonstrate this new <em>phytools</em> functionality (called <code>bounded_bm</code>), let’s first ‘prove’ its equivalency to <code>geiger::fitContinuous</code> for <em>unbounded</em> BM (or, rather, bounds much broader than the observed range of the trait). Then we can proceed to demonstrate that we’re able to correctly measure <em>bounded</em> evolution, when this is the evolutionary process that genuinely underlies our trait data. Finally, I’ll apply it to an empirical case of maximum length evolution in eels.</p>
<pre><code class="language-r">library(phytools)
</code></pre>
<p>(This version of <em>phytools</em> must be obtained from <a href="https://github.com/liamrevell/phytools">GitHub</a>.)</p>
<pre><code class="language-r">packageVersion("phytools")
</code></pre>
<pre><code>## [1] '2.1.11'
</code></pre>
<p>We can start off by simulating <em>unbounded</em> Brownian motion using <code>phytools::fastBM</code>.</p>
<p>For no reason at all, I’ll use a genuine empirical tree: the <em>phytools</em> data object <code>"mammal.tree"</code> which comes originally from Garland et al. (<a href="https://doi.org/10.1093/sysbio/41.1.18">1992</a>).</p>
<pre><code class="language-r">data(mammal.tree)
x<-fastBM(mammal.tree,sig2=0.1,a=1.5)
head(x)
</code></pre>
<pre><code>## U._maritimus U._arctos U._americanus N._narica P._lotor
## 0.5136932 0.5178826 -1.2364921 2.9156133 4.1869694
## M._mephitis
## 3.5433668
</code></pre>
<p>Now, let’s fit our <em>unbounded</em> model with <code>phytools::bounded_bm</code>.</p>
<p>If we don’t specify a particular value for our bounds, the function automatically sets them to 3 \(\times\) the range of observed data – making this (essentially) an unbounded evolutionary scenario. (This optimization can take a while, with most of the computing power consumed by \(500 \times 500\) matrix exponentiation. Boucher & Démery suggest that using a smaller value of <code>levs</code> – the number of discrete categories of the discretized trait, \(k\) above – such as <code>levs = 200</code>, will normally be sufficient. I’ll follow this recommendation in subsequent optimizations of this blog post.)</p>
<pre><code class="language-r">mammal_unbounded<-bounded_bm(mammal.tree,x,lik.func="parallel",
root="mle",levs=500)
mammal_unbounded
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 500 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ -10.346509 , 13.065879 ]
##
## Fitted model parameters:
## sigsq: 0.080119
## x0: 1.055324
##
## Log-likelihood: -75.734562
##
## R thinks it has found the ML solution.
</code></pre>
<p>Now let’s compare this result to <code>geiger::fitContinuous</code>. Be forewarned. If you still feel skeptical about the equivalency (in the limit) of continuous-time Brownian motion and our symmetric, ordered M<em>k</em> process on the discretized state space, your mind may be about to be blown….</p>
<pre><code class="language-r">geiger::fitContinuous(mammal.tree,x)
</code></pre>
<pre><code>## GEIGER-fitted comparative model of continuous data
## fitted 'BM' model parameters:
## sigsq = 0.080204
## z0 = 1.063045
##
## model summary:
## log-likelihood = -75.764287
## AIC = 155.528573
## AICc = 155.789443
## free parameters = 2
##
## Convergence diagnostics:
## optimization iterations = 100
## failed iterations = 0
## number of iterations with same best fit = 100
## frequency of best fit = 1.000
##
## object summary:
## 'lik' -- likelihood function
## 'bnd' -- bounds for likelihood search
## 'res' -- optimization iteration summary
## 'opt' -- maximum likelihood parameter estimates
</code></pre>
<p>(Seriously. <em>What?</em>) If you don’t believe it, or think this similarity of our parameter estimates and log-likelihood could be merely accidental, by all means attempt different generating parameter values and try increasing or decreasing the number of state bins, <code>levs</code>!</p>
<p>Obviously, if we could <em>only</em> fit equivalent models to those of <code>fitContinuous</code> – this exercise would be a mere curiosity. (I’d still be interested, but it might be harder to persuade empiricists to share that enthusiasm.)</p>
<p>The whole <em>point</em> of this post, however, is that this property of our discretized Markov model is that it <em>permits</em> us to fit models for which the likelihood function is unknown, cannot be analytically derived, or for which computing the likelihood is simply impractical. Bounded Brownian motion is just <em>one</em> example of such a model.</p>
<p>Conveniently, our previous simulator (<code>phytools::fastBM</code>) can also simulate for the bounded case. Let’s test it out.</p>
<pre><code class="language-r">y<-fastBM(mammal.tree,sig2=0.4,a=1,bounds=c(0,5))
head(y)
</code></pre>
<pre><code>## U._maritimus U._arctos U._americanus N._narica P._lotor
## 3.6066062 3.6149849 0.1062355 2.4257928 4.9685050
## M._mephitis
## 3.6812999
</code></pre>
<pre><code class="language-r">range(y)
</code></pre>
<pre><code>## [1] 0.1062355 4.9685050
</code></pre>
<p>Boucher & Démery assert that the ML solution for the <em>bounds</em> of a bounded Brownian process will always be the trait range. This makes sense.</p>
<p>In our simulation, however, we happen to <em>know</em> the generating range (we set it), so we can fix the bounds where we know them to be & we should expect estimation to be slightly improved. (I suspect that the former is rather more common in nature than the latter, but I could be wrong.)</p>
<p>When I fit my model, I’m going to update one other aspect – I’ll set <code>root="nuisance"</code> instead of <code>root="mle"</code>. (This can be explained in another post.)</p>
<pre><code class="language-r">mammal_bounded<-bounded_bm(mammal.tree,y,lims=c(0,5),
lik.func="parallel",root="nuisance",levs=200)
mammal_bounded
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 200 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ 0 , 5 ]
##
## Fitted model parameters:
## sigsq: 0.405921
## x0: 2.470428
##
## Log-likelihood: -75.125155
##
## R thinks it has found the ML solution.
</code></pre>
<p>Now let’s compare to unbounded Brownian motion fit using <code>geiger::fitContinuous</code>.</p>
<pre><code class="language-r">geiger::fitContinuous(mammal.tree,y)
</code></pre>
<pre><code>## GEIGER-fitted comparative model of continuous data
## fitted 'BM' model parameters:
## sigsq = 0.175411
## z0 = 2.430212
##
## model summary:
## log-likelihood = -94.936936
## AIC = 193.873871
## AICc = 194.134741
## free parameters = 2
##
## Convergence diagnostics:
## optimization iterations = 100
## failed iterations = 0
## number of iterations with same best fit = 100
## frequency of best fit = 1.000
##
## object summary:
## 'lik' -- likelihood function
## 'bnd' -- bounds for likelihood search
## 'res' -- optimization iteration summary
## 'opt' -- maximum likelihood parameter estimates
</code></pre>
<p>We should typically find that our bounded model fits better, and provides a <em>much</em> better estimate of the generating value of \(\sigma^2\), than does its unbounded counterpart!</p>
<p>Finally, let’s try applying this to a <em>real</em> empirical dataset, rather than an empirical tree combined with simulated data (as we’ve been doing so far).</p>
<p>For this example, I’ll use a phylogeny and dataset for maximum total length in eels from Collar et al. (<a href="https://doi.org/10.1038/ncomms6505">2014</a>) – and only because the length of long skinny things, like snakes & eels, always struck me as something that might evolve by a bounded Brownian process. (Don’t @ me eel biologists.)</p>
<pre><code class="language-r">data(eel.tree)
data(eel.data)
max_TL<-setNames(eel.data$Max_TL_cm,rownames(eel.data))
</code></pre>
<pre><code class="language-r">eel_bounded<-bounded_bm(eel.tree,max_TL,lims=range(max_TL),
lik.func="parallel",root="mle")
eel_bounded
</code></pre>
<pre><code>## Object of class "bounded_bm" based on
## a discretization with k = 200 levels.
##
## Unwrapped (i.e., bounded) model
##
## Set or estimated bounds: [ 15 , 250 ]
##
## Fitted model parameters:
## sigsq: 188.95333
## x0: 15.5875
##
## Log-likelihood: -322.74907
##
## R thinks it has found the ML solution.
</code></pre>
<pre><code class="language-r">eel_bm<-geiger::fitContinuous(eel.tree,max_TL,model="BM")
eel_bm
</code></pre>
<pre><code>## GEIGER-fitted comparative model of continuous data
## fitted 'BM' model parameters:
## sigsq = 113.836440
## z0 = 85.702289
##
## model summary:
## log-likelihood = -338.935210
## AIC = 681.870419
## AICc = 682.077316
## free parameters = 2
##
## Convergence diagnostics:
## optimization iterations = 100
## failed iterations = 0
## number of iterations with same best fit = 100
## frequency of best fit = 1.000
##
## object summary:
## 'lik' -- likelihood function
## 'bnd' -- bounds for likelihood search
## 'res' -- optimization iteration summary
## 'opt' -- maximum likelihood parameter estimates
</code></pre>
<p>Lastly, let’s compare both of these fitted to an <em>alternative</em> constraint model – the Ornstein-Uhlenbeck.</p>
<pre><code class="language-r">eel_ou<-geiger::fitContinuous(eel.tree,max_TL,model="OU")
eel_ou
</code></pre>
<pre><code>## GEIGER-fitted comparative model of continuous data
## fitted 'OU' model parameters:
## alpha = 0.043393
## sigsq = 278.039659
## z0 = 92.068484
##
## model summary:
## log-likelihood = -329.253814
## AIC = 664.507628
## AICc = 664.928681
## free parameters = 3
##
## Convergence diagnostics:
## optimization iterations = 100
## failed iterations = 0
## number of iterations with same best fit = 2
## frequency of best fit = 0.020
##
## object summary:
## 'lik' -- likelihood function
## 'bnd' -- bounds for likelihood search
## 'res' -- optimization iteration summary
## 'opt' -- maximum likelihood parameter estimates
</code></pre>
<pre><code class="language-r">AIC(eel_bounded,eel_bm,eel_ou)
</code></pre>
<pre><code>## df AIC
## eel_bounded 4 653.4981
## eel_bm 2 681.8704
## eel_ou 3 664.5076
</code></pre>
<p>This tells us that – even accounting for the increased parameter complexity of the model – bounded Brownian motion is a substantially better explanation of our eel maximum body length data than the other two models we’ve considered. Neat!</p>
<p>That’s all I really have to say about this, but here’s a cool plot illustrating bounded Brownian evolution for when I post about this on Twitter!</p>
<pre><code class="language-r">data("salamanders")
h<-max(nodeHeights(salamanders))
mt<-make.era.map(salamanders,seq(0,h,length.out=100))
st<-map.to.singleton(mt)
x<-fastBM(st,sig2=0.8,internal=TRUE,bounds=c(-20,20))
par(mar=c(5.1,4.1,1.1,1.1))
phenogram(st,x,ftype="i",fsize=0.7,
mar=c(5.1,4.1,1.1,1.1),lwd=4,las=1,cex.axis=0.8)
segments(x=c(0,0),y=c(-20,20),x1=c(h,h),y0=c(-20,20),
lwd=2,col=palette()[2])
clip(par()$usr[1],h,min(x),max(x))
grid()
phenogram(st,x,ftype="off",add=TRUE,lwd=2,
color="white")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-18" /></p>
<p>Thanks for reading, y’all!</p>
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-73866689187805784942024-02-07T11:13:00.003-05:002024-02-07T11:13:51.330-05:00Testing for a difference in the rate of evolution along a single (or set of single) branches in a phylogenetic tree using phytools brownie.lite<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="include-before">
</div>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>The other day a friend & colleague contacted me about <a href="https://dx.doi.org/10.1086/588078">an article of mine</a>, published way back in 2008, describing an alternative to the older McPeek (<a href="https://doi.org/10.1086/285763">1995</a>) technique designed to test hypotheses about a shift in the rate of evolution for a quantitative character only single branches of a phylogenetic tree. I didn’t devise a new method – I simply applied O’Meara et al. (<a href="https://doi.org/10.1111/j.0014-3820.2006.tb01171.x">2006</a>), still a great article IMO – to this older problem. (Even so, looking back at this <a href="https://dx.doi.org/10.1086/588078">article</a> that I must’ve written in what couldn’t have been more than my 3rd or 4th year of grad school – I’m kinda impressed!)</p>
<p>Anyway, this colleague asked if that method was implemented in R, and I said “yes” – in the form of the <em>phytools</em> function <code>brownie.lite</code> which implements O’Meara et al. (<a href="https://doi.org/10.1111/j.0014-3820.2006.tb01171.x">2006</a>).</p>
<p>To show how this might be used, let’s image rate-heterogeneous evolution on the phylogeny of salamanders:</p>
<pre><code class="language-r">set.seed(1)
</code></pre>
<pre><code class="language-r">library(phytools)
packageVersion("phytools")
</code></pre>
<pre><code>## [1] '2.1.10'
</code></pre>
<pre><code class="language-r">data(salamanders)
plotTree(salamanders,direction="upwards",ftype="i")
nodelabels(frame="circle",cex=0.6)
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAACDQAAASwCAMAAAA5C3hBAAABg1BMVEUAAAAAADQAADoAAFwAAGYAMTQAMVwAMYEAOjoAOmYAOpAAV6QAZpAAZrYnAAAnMQAnMTQnMVwnV4EnV6QneqQnesU6AAA6AGY6OgA6Ojo6OmY6OpA6ZmY6ZpA6ZrY6kLY6kNtFAABFMQBFMTRFeqRFmsVFmuZhMQBhMTRhVzRhmoFhmsVhueZmAABmADpmOgBmOjpmOmZmOpBmZjpmZmZmZpBmZrZmkJBmkLZmkNtmtrZmtttmtv98VwB8VzR8ejR8elx8ucV8ueZ82MV82OaQOgCQZjqQZmaQZpCQkGaQkJCQkLaQtpCQtraQttuQ29uQ2/+UejSUmlyUmoGUuYGUuaSUueaU2KSU2OatmlytuYGtuaStucWt2KSt2MWt2Oa2ZgC2Zjq2Zma2ZpC2kDq2kGa2kJC2kLa2tpC2tra2ttu2tv+229u22/+2///bkDrbkGbbkJDbtmbbtpDbtrbbttvb27bb29vb2//b////tmb/25D/27b/29v//7b//9v///81gw8NAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOy9/X8dx3XmWb5xHMBeO5NkzBEwpIzsZpOZycqiInDExPYk8yLSFENNNLO7H8vZsZu7oURoqcBL0IAFAuj7p+/t6reqrup7u089dbv64vn+EhkhDk51vZ9z6hy1JIQQQggZgJpaAUIIIYTMAzW1AoQQQgiZB2pqBQghhBAyD9TUChBCCCFkHqipFSCEEELIPFBTK0AIIYSQeaCmVoAQQggh80BNrQAhhBBC5oGaWgFCCCGEzAM1tQKEEEIImQdqagUIIYQQMg/U1AoQQgghZB6oqRUghBBCyDxQUytACCGEkHmgplaAEEIIIfNATa0AIYQQQuaBmloBQgghhMwDNbUChBBCCJkHamoFCCGEEDIP1NQKEEIIIWQeqKkVIIQQQsg8UFMrQAghhJB5oKZWgBBCCCHzQE2tACGEEELmgZpaAUIIIYTMAzW1AoQQQgiZB2pqBQghhBAyD9TUChBCCCFkHqipFSCEEELIPFBTK0AIIYSQeaCmVoAQQggh80BNrQAhhBBC5oGaWgFCCCGEzAM1tQKEEEIImQdqagUIIYQQMg/U1AoQQgghZB6oqRUghBBCyDxQUytACCGEkHmgplaAEEIIIfNATa0AIYQQQuaBmloBQgghhMwDNbUChBBCCJkHamoFCCGEEDIP1NQKEEIIIWQeqKkVIIQQQsg8UFMrQAghhJB5oKZWgBBCCCHzQE2tACGEEELmgZpaAUIIIYTMAzW1AoQQQgiZB2pqBQghhBAyD9TUChBCCCFkHqipFSCEEELIPFBTK0AIIYSQeaCmVoAQQggh80BNrQAhhBBC5oGaWgFCCCGEzAM1tQKEEEIImQdqagUIIYQQMg/U1AoQQgghZB6oqRUghBBCyDxQUytACCGEkHmgplaAEEIIIfNATa0AIYQQQuaBmloBQgghhMwDNbUChBBCCJkHamoFCCGEEDIP1NQKEEIIIWQeqKkVIIQQQsg8UFMrQAghhJB5oKZWgBBCCCHzQE2tACGEEELmgZpaAUIIIYTMAzW1AoQQQgiZB2pqBQghhBAyD9TUChBCCCFkHqipFSCEEELIPFBTK0AIIYSQeaCmVoAQQggh80BNrQAhhBBC5oGaWgFCCCGEzAM1tQKEEEIImQdqagUIIYQQMg/U1AoQQgghZB6oqRUghBBCyDxQUytACCGEkHmgplaAEEIIIfNATa0AIYQQQuaBmloBQgghhMwDNbUChBBCCJkHCins6tGdb/8zUiAhhBBCkkHhROXPlVLGoSG/+B1OOCGEEEImRuFEZco4NOQv7hT/812eGwghhJAdQcEknSrj0PD2fVWy+AnsDxBCCCFkShRK0M17xRnh8NNv2v9RcoT6C4QQQgiZEoUSdGkcEPKP2zODWvwD6k8QQgghZEIUSlAR0fD96r/1AULde3WhAxu++w3qbxBCCCFkOhRIjjYu/LT879I5oU8QlzQ1EEIIITuCAskpDgr16eDUiIjMGNVACCGE7AYKJKc4NFTnhNLQUFkdLg2vBSGEEEJmjALJMQ4N2tBQBzK8vcOgBkIIIWQnUCA57aHBMjSYhwlCCCGEzBkFktMGQlqGBh4aCCGEkF1BoQSdVkeFt3dMQ4P+nzw0EEIIITuAQgnSh4V3v7l63zI06EBIxjQQQgghO4BCCbKyQDaGBivnEyGEEEJmjIJJKv0SSlmnBDO5NCGEEELmjMKJak4NrTvi7A4zQhJCCCE7ggLKyp/rAlU/Ks8M+ePjOx27AyGEEELmi8KKu3hzUf9nXR6bbycIIYSQnUBFk1wfGn66+Z8SQgghJH1UNMnloWGfAQ2EEELIbqCiSV4dGg7ufhpNPCGEEEK2i5paAUIIIYTMA4USlH/5CiWKEEIIIQmiUIKKEIa9j75ixmhCCCFkR1EoQfVjicW9T3lwIIQQQnYQhRJUHxr0weHu09+h5BJCCCEkDRRKkHlo0Bw+ZJADIYQQskMonKjrlx/e6Rwc9h4wyIEQQgjZERRWXH72qHtwWNzjuYEQQgjZAVQEmedP3jFPDSw+QQghhOwCKpLc89biwEMDIYQQsguoaJLz16tjw+IODw2EEELIbqAiys4/Vouf5uefMKaBEEII2QFUTOF5xsrYhBBCyK6gokovbA2sjU0IIYTsBCqu+Ld3GNJACCGE7AYqsvxMqe9H/hOEEEII2QYqsvxLRQcFIYQQshOoyPLf3lHqKPLfIIQQQsgWUChBN++pQ09ty6KO1Xf55pIQQgiZPwolqKpy2a1tWfyYoZCEEELIDqBQgozS2HsftQeHS+aRJiSA65ePj4+Pn341tR6EELKMc2jQB4d7nxZOifxjRfcEIULy53dYwYUQkhAKJunNY6u2ZcHBgf4/fHNJiITXbZ354tBw88GnU2tECLnlKKi0TlHsEj65JETCZafA/M17av/rqZUihNxqFFzi+Yv79qHhXfifIOQW8La0MywO3mkPDWrBYi6EkAlRUaRef9EeHI6i/AVCdhwdD6Tufd0+QSrjhnhqIGQHyc+Oj48ffpV+BKCKJvn65eP7BwcP3dQNhJDNXDZH7vrQkD+nu4+Q3eQ3dQDT4vDpq83/fELU1AoQQnxkzcOjNtmJ9ljwIQUhu8ap7dTfe5CuyUFNrQAhxIP2TpSuCCNDmj418DkSIbvF2zvKpZsqMRHU1AoQQjzoqMd/aP6zNi+c0tRAyM6RlfaFA+fgsHcvOYuDmloBQogH46RgHhp0MOTRdGoRQuBou+K3i/fU+Zsn9skhvSuCQgo7e3x8/NFXDH0kJJieQ4M2NdA/Qcguoe8C7buo65cf3rkVh4Y2fZ2v3CUhZATF3cPjntDOTyZmJ2SX8BV2rDIe7fKhoRP9mWgMByEzIWv8ENaKwrqxhOwaxRXBN6uvzx4dJjfZFUqQL/oz5WcjhKTNpefJZfd/EEJ2gWxGCVgUSlAd/dk9OyzuscgOIeNpQx4d9wQPDYTsFJdqPrleFUiOGf3ZKXfJFY4QAdrhVywkTiAkYxoI2SmKDXQu8c0KJKcT/WlWreKhgRABek4tfsInl4TsPJfz8U8okByPp7V+NsJDAyESyjihw6+NyXX1vprP4kIIWUf+yavGaJjNxtSgQHJ6oj/zs0fv8NBAiIjLMkJorz56Xz/XP5jJ2kIIWYtO+1rVpyq20KOJ9RmGQgmaU/QnIfPAeJO0d/AO/X2E7BJlsfvCeHj32UVxavjRHKKVFErQnKI/CZkJ+SPnITPP5oTsBs2hQVPcCvZn8NhQoQTNKfqTkNmgoxgM9r+eWiNCCAT70FAnKUh9hiuYpLd3eAciBM/1i9ZJMYeLCCFkIPmbJ/fdg8Phw1cJ+ykUTtQl34+TLXH16M6t8uzn5yePj4+fpbySEEJkXHdzG5VhDk8TrcSggLJO6aAg2yB/bocD5hcskEYImTPXLz/0nRyepbe2KZSg/OR3xanhu6n7Y8j8ycw3BHlpvH83vblFCCFjOP/iw24hhvRMqgolqAjpOFydlBYPaUIlUTk159LbOk6wSJ2YArfNc0IIQZKfv7h/59YcGuoojk95biDRKEdaNcjM8OOjiRUrwHtOrl8+Pj4+fvpVoBhCyHxoAyRvx6EhVVcM2QkujQOCrpPWDLoEHu+APSf58/rKkd7SQQiJig6QTG/mK5Sg/FHXF6P2HnxFkwNBU+zLdcCtPkCoe68u9PY8/eMdsOfkdTunCpk3H/DBJSFkWhRQVv7myUH34LA4fMrQSAJEGxeq3KOleUufIC5TMDWAPSeXxkTSh4b3mNqJEDItCi2wrm1pL3eEgNA1XqrTwakxvrIEohqwnpOq8MRCF52oDg1qwVzthJAJUTGE2iYHHhoIEKNOdHmXr3bRSzV9mhCo56Q8dRQ5ZesmW+0lhOwY+SwiAVU0yY3JgYcGAsQ4NGhDQ70dF/fyiYMasJ6T1mxRN1k/zZjeCUMIwXNVFqc7SDYTZI2KKj0/f3LAQwNB0h4a7Iu3cZiYCqznJGtORG3TtMeCE4qQneOt6dZfpFx9Qk2tACGjaK/zlqEhlUMDzHNimC0MuXplmdoLQwgB4yt4uXdwkOKlW02tACHjOK2OCuXJvPHwF/8znUNDuOfEMFuY56FTmhoI2T0y98yQakygmloBQsahDwvvfnP1vmVo0Nf5iWMaoJ6Tjtmi/n0t+QijLyEkDfSqtv/pxZsX79+2Q8M8oj/JnLHeMrZPCcyXCxMB9Zz0HBq0aPonCNkpWgvi6vaz+Jsn79+SQ8Nsoj/JrDEihtrd00yRMBlIz0lxAvG4J1J4JUIIwdIGSxcTvPivs+LcsDh+lt5mqnCi5hP9GQoLGU5LM9LazfOs+NHkjxGhnpN2GbEODQkEfBJCoHSuCOVl6PWd6e9BPhRM0oyiP8PAFzIkI6kSFvyo3Ijzx8d3OnaHiYB6TtqjBg8NhOw0xqwuFpHqilFcQhLM5aZgkjL3zJCqTyaMzGxUeCFDIuLizUX9n/VxNYGBhvSctCGPjnsigZYSQmD4Dw2FvzPBua5QguYU/RkEuJAhCaY+NKRwJkd6Tk7rRjmBkIxpIGSXMKd4ZtxJP07RQaFQguYU/RkCuJAhCafshf2pAxpKgJ4T3a7iNMonl4TsNEZMg3loKLbVySO1HBRKUKbmE/0ZAraQIRlK/mXvOFrtowd3P92mMuuBeU5Ks8Xh18ahQcdYcqgRsltkrak0M2b42xRjIRVIzqyiP0PIFLCQIRlMMar2Z2ezCvScXJZmir362HH9/I7UbEEISRcj/cqpsvPCJbexKJCcWUV/BoAtZEgG0w6w/LfziToN9ZwYgZV7B+/spL+PEFLO9HJjOTUckEm+lVIgObOK/gwAW8iQDMZO0Xz40VfpHL9jek7yR6oLD6eE7BzFDrLQS4VZ3y7Jt1IKJGdW0Z8BQAsZkuF06zqU+cOm1koT13Ny1XmNtP91rL9ECJmK0qh47xv7oHCZomVRgeTMKvozAGghQzKG65c/d56sqMXdpxebfjE2sT0n1y9aJ8V+QgGfhBAYl7Xh2nggpb3hye0rCiVoTtGfAUALGRIJburRvbvPpgxz2ILnJD8/eXx8/Gx3M7MTctt5XVsY9HX03dVcv9LP846mVqyLQgmaU/RnANBChkTG+Yv7d7oHB7X34KuJTg4Je04IIXPh6v1yHamWkb13Eo1hUihBc4r+DAFZyJDIyd88ud89N0zWAcl6Tggh8+Hsgzo/YsvRxDq5KJikwj8xk+jPEKCFDEkY128eH6RwaKiBe04SrqeasGqEzJvTdgV5d2pdXBRM0oyiP0OAFjJccfbo4ODgwaQ++Zlz/fLxO4kcGsCek4TrqSasGiGzpy5qlGRNI4UTNZ/ozyCQhQzN93R0g4dw8fLDOykcGgpgnpPM/M206qkmrBohO8DqLnT8NM3n1QooazbRn2EACxl2zdl7Dz7dqQPWlrlI6OMBPCcJ11NNWDVCSFQUUthcoj8DwRUyNFxXLYdPaXLYEYI8JwnXU01YNUJIXBRW3DyiP8PBFDKs4iMOzCtpZXL49wldmhNkTlF4Us9JwvVUE1aNkFvKmnT2WFQcsWlHf0IJKGSof1U7OfI39ZVUiY8gt4cZRuEJPCeZSraeasKqETJfrp7oC+Ti4MFX4395a4WAVSS5SUd/QgkoZGhWv1px8cWHd3hoGEBmfqFdjcJLuJ5qwqoRMlvOrDIzh2PtBlsrBKyiSU44+nM8cQoZejJf1SaHJA4NiToB0o7CQ320hOup4lVLdKQRsj2cCLeRhWa2VghYRZK7Y8Sx/BQ3Nt9aef3Fh/9q+iU0VSdAlCi84oh7fPxUYBS0wX20hOupolVLdaQRsj2ed88MqnyCOJitpbNXUGmre/KDnXRqRrL8JF0DNFUnAD4KL39eu4WCr7u4j5ZwPVW0aqmONEK2RvV4YP/hyclJG+A2bjptKZ29Asq6epSKXR1OJMtPyjVAk3UCZAochfe6Tdelc5N9IC8/DfxoCddTBauW7EgjZFuUM+le488/uy85NVjCTKCFgBVMUpX0qFk0bn78cHeMDrEsP9nkG0AfyT7Fh0fhme+Dq4Sm+8JYHORHS7ieKla1ZEcaIVvDzSlcZkYUuiKjFgJWCCGaKlFie2h4b6RLJm3iWH4KaRM7qHtI9ik+OgqvGreLg3faQ4NaCB7QLsEfLeF6qlDVkh1phGyNTLlWhdOwWRCtELACyNDU0/3QPDRUZS93CbDlJ1kHRaYSfYoPjsIrx21hFqwF2yb3UUA/WsL1VKGqJTvSCNkWpv205VIFz4IYhYAVQIZGt888I1S76xHqDyQD1vJTrL8/Sm9xTPcpPjgKr73n1oKrLOGCVmI/GrqeKhCkaumONEK2RSdlT80pZhaACwErgAxNsWB823QFV1HQsitb6uAsPzp6dOSD3C2QbpYAcBRe1pw7WgH6Ii2sFgH8aNB6qliAqqU70gjZFj2rlz5RH2H+BK4QsALIKPC1Tn5lmwcAy0/ePM69m1Z9y3SzBGCj8Ix7riFA74njm4n+aMB6qmhwqqU70gjZFn2r16kabj+9ub/ZUQ4pBKwAMgr85pXXaudnfpjlJ7NsFQnVt0w4SwA0Cs8Yt+a8PRX1J/yj4eqpwoGplvBII2RLFJcX34F7zCwoz9yoJxJrUCA5PSclkE8mdYIKGdqs+jyFlTLhLAHQKLzOPbdumm70kVwY7qNh6qlGAaNawiONkG3R440bMwuMGP2IOaSX0Q8NSJ9M6ggLGfo4nLxoR+pZAmpCAwR7Dg261QExfVE+WkA91dgEqJbwSCNkW/TYNoWHBm0FPHz4Ks7JQYHk9JlXUngglizNq1RtqbCYfLlMOEsAMkDQGLfW/JQZx+N+tIB6qrEJUS3hkUbIltAzyL2mjFmH8hdmiF11crgbweWtUIJ6zCs7OfWRhQybVTJ/88To88m/WcJZAqABgu24tQ4Nsntu3I8WUE81NiGqpTzSCNkSxUKk3u3+dKzFsw2xM4DmkF6C8zR45vgOGhmjFDKsuK5NDpN/s4SzBEADBNtxCzg0JP3RUoUfjZDKWNfZQmWxVRdfdA3XChogqUBy+swrO3hoyMxNPagmn780dn7+5CCBb5ZwloACVIBgOy0d94RAXuIfDUX+JdLmeUs+GiHrKKPiF2bFJm19kz0kyP/JOTasOITUg1IAGSU6jMkpNjGZkRG7rhkga/IlXRo74SwBNmEBgqf1rzqBkJJxC/5oKEcYmOJT7eECtGcz0giJx+tqFtz7tLyCVhdSkbktf6RFHaywTg1JJXeqrYyd+oD6h5MYGYt1bT/CegutyZduvaqChLMEWIQFCJbRqD9BPLksQH40nCMMTFPq9R4mJdlcRhohEXndmtz2ms1eZj8tLrP71bU5P3uU6qGhvi/sG+tIWd1zkidi7RaQ/xa51GJr8l0mfp1KOEtAS2CAYDluD782Dg0BZsEl8KNl5q8GOcLAmIflxd2nCJVmMdIIicmVuaEEbCtlQJBxnq9rOiR3aGitjHsPnr26uLh4WR5wpgmBtnPG4JJdZMYNCFCT73Q296mEswQEclmO2716Tl0/l5sFOwR9NKQjDItT6vXwIdAZuLsjjZD1nL1vT6x9UcIeT1BAcR7Zf3X+SVoxDcvqgoY5KgXTTTRXJrsIFguvyXfqeWeTJAlnCQjlrWkWrF8s4R7VCj8a1BGG5trJLILLZbrDI42QDVw9aifW4ieyGZX5jtzPOxUl5SiIlJrGCjL5mWFZrGs/d9bbwph6sekX14GtyXdz/8FXr+/M4zl6wlkCgskfdYctaNyGfDSsIywC+dmj7nRf3AMM5V0eaWTmRAuwN//G+cmT4+OPTqRuP/+rvGKPwnj8FEKIQf7azi0hM69AcWypIckusDX5GiMI5CXMLeLs8WpSIQuzdI1kCYzbTEEdYZE4f2JNeMYhkJ0GG2A/pDClQGp/TQeIL1whhNjkTWqJxb3pl96C8xf3UckusDX5zBIjaZXG3sqJWkobZXwICcLTXBtWsv0E7rlwR1g8zluLg+DQkPJII8QGG2AfpzBlX3IkVNi9Cvv13gmfX6TyPKwif/PkfvfcMHlNvo4RJKHS2Oin+EhO7V7EBeHl5yePj4+fRSrzMhKsIywyeXGOW8gSYiU80shgbsvRDxtgH6cwpXnfMClutghTgwr79VjZECJx/eaxmetCci2C1uTLHadwKqWx4U/xcbx1rUbJfLUlznOCdYRFZzUxFj/NJdHZ6Y40MpyZ7QRisAH2kQpT9lSsKP4awrWpwn49VjaEmLQ1PSQOWHRNPrtOVWNymNyvE+EpPoisPCYcuEF4CTgVcJ4TrCMsPnkmfCSZ7kgjw5njTiADGWAfqTCl3pyOnB+jajqosF+PlQ0hOroYteQDRqnJ5z5gmzygLO5T/AC0rUe/HcrfdCq6Tf7RkJ4TrCNsCxS2BonHNLmRdlss7VBi7gRpJlNHBdjHKEyZFTKchC6XoDVShf16pGwIW+JCMLCj1eRLrDR23Kf4AVj1xHWQK+Cj5ZjLEdJzgnWEbYO3smN4ciPttljaocTbCZJNpo4MsAcXpiwXok4lKL2iJOCeiJQNIWWi1uRLpzR2Sayn+AF4Ns36qwk/2lVV3CXcLJiVcx3jOUE7wuKTBRycExppt8fSDiXWTpCZUzulZOoaUIC9FgUsTOkpmZln9p4lRwFkaKDZEJImdk2+REpjt6T1FL8nc8lq03lHppllHggKRcJ6TqI4wqIS/KQrjZE2W59rGoB3gnSTqbeEB9gv0YUpa0dp/ZS/SqCUwpNLE6CxJgbXLx8fHx8//Spc0m2syRf2FB9Khk1U4K5xusac5NyG9ZxEc4RFozjmHIUKmX6kzdvnmgDInSDpZOoWYQH28MKURsnMgyY3fpLJnYDGGqxez+9AtQHV5JtTyFXIU3wolwpayyhzzwzSDgV7TqI6woJYNdT3OAT0pGv6kXbrfK54UDtB8snUbcQB9vjClFdubnyQiVIhhHSAGGugGKeuQpubD4CP80Jq8s0rr438KT5aDeBVW+/M+59evHnRrbYmSLsB9pzEdoSJqcZ89/4Ni9FMZKTdIp9rHAA7QabmkEzdRhJgH6MwZbdkZjcyUoqCSPEQaKyBctkZuKu1AFdbILyQ4Wzy2oif4mNZ7aW4bfO0GaGFR/5vnrxvjZSRZOANPVVHmLGZ7n3UHhxQT7qSGWnJ+1znQNBOMKNk6mFkKkZhSrNkpjpE7XkKJMeP3FiDpLqwLbRnpzo0rG4yIOkhNfnmltdG+hQfzCXwmlFM1iP9X7VHXp/PF8fPBJ4jsOekAOQIw9K5ge+VZ17Yk65lMiNNk6rPFQssGULuc+JId4JZJVMPIF5hyrpkJtC1plCCbnojDCXGGiSlJ6yonVWbT+1sOROSXF6bTYif4mM5hd22i8FRLUpFZ5RSX0sD+rCeky4hjjAw3cchqoi2Us1FEEAiI60hPZ8rFGAyhNUw7XksK9gJEk+mDqu2G7swJRSFEnTzHshhAqcNpal7prL6pnCTSSyvzUay6QdxfvK74tTwXYixzZisxQSt7smF0UG0NUM9J11CHGER6LyPrOxlMO0SGGmrpcOu05uSzxVLZjYqLBkCNPtY0snUgdV2YxemhKJQglatnrwT/WTNWGt7RnssUpn4CeW12UgCg1g/nn+nk7kkRJh7aCgWKNnoQHpOuoQ4wiJhvirVvAsTncBI0zZK5y6Uhs8VS3gyhPzF0yrBSaRDQ3rJ1JHVdmMXpoSiUIJ07tXJyyx5MLrDGGn61CDtDZhRyiCNvDYbgTzFD8MsJxscP2ouPplx1/pY2kyc52QuXH/RHhyOcGJTGWl+i9PUPlcsiGQIRX8tDlfLInQ/TziZOrbaLrwwZYxNqkKhBOmh5jua5m+mTztseK3rkdZGzY8FaJTqMH1em5a4T/FDsANBFmFv4IyYBivq6FR0z4V6TubE9cvH9w8OHop6Iu2RNvlE3AaQZAjmxdvz1W4+EL0tTzeZelYeE0DVdsGFKeNtUkvkoeFj/9H09dQFyjqhNLU2eus5EshDGqUcps9rUxP7Kb6c3HHmhISBZO1SlBmLpOyeC/Wc3BYSHmn+kPbdI1OAZAjWacNdF9s441Ekm0wdXW1Xn0FQhSmjblLAJ5fVmLFdgEXC6zQPDX32oE1gjVIuCea1ifMUPwS7ImjJ4vCp5IJvDINTZftMxy9KUM9JyVXZ0sXBA0AC9CRJeKSZI2KHASVDcJbGvQfGJBBajpJNpo6utossTBl5k1IgOQXl8cYIbCgzUiVwXfC4J6Txt1nZAyCjlE/fLImFKv5T/FDchyfiXM3l9y7G71H1Y9k9F+o5KbBzuh2m/R5XSMIjzYyN3WFQyRBWM9J9UHNY1Y6VWo5STaYOr7YLLEwZeZNSCCE1Zf/Ww69e8Ka+LrRD3+pn2SBGG6X8f2LqsPGC+E/xAdgmB7FZcKHnkvn2W+YzxXpOHCtjke9aLAsNLBlQyiMNHY2J+2hIoMkQrl96UmgePzv5WDpBE02mDq+2iytMGXuTUgAZLaXnSYdDnkne7UShdX8BDg1oo5SPdPLaRH6KD6IxOQSsSfe+sQ8KYuM40HOyfO5+fFT6+FCAyYA0qY406KkB/dFQYJMhaLvF33tsDlKrTaLJ1DP4AEUVpoy9SSmADIOyf9W75+2RYfJFrg15dNwTkxcy9JNNPyNaIj7FB5KfP5EUsy64rDvPiI0NNI5jPCdVyZT9hycnJ+2FIQ1zeWY2KiwZUEOSI624B6EOajE+GgJsMoTmt86/6NbtOJJqmGIy9Qg540GFKWNvUgogw+K1OU7SiCI/rSeCEwg5vkPwRikPCeS1sYn0FD8RXtfHRz1Qih3i6uPwlgZ7TsrVsU1JeHY/nVNDeDKgHtIaacVr0E/eR61j0T5aKNhkCNZvWXU7ICtkMsnUo6R4hhSmjL1JKYAMm6um2QlYGTRNCgnEk8tsCxt6Aj+ls2sAACAASURBVHltXEKe4ifOasjqYVGtR3vlrR7RzSGeEzfYqzzLJGCFQiQD6iedkWY0LTyELO5HCwKbDCE/f/FX1m9VdTswCdDTSaYeJ2c8ojBl5E1KoQU2FpaEYrbKuXD4tXFo0EcbyYeFGqXSzWvjr1W3s5x9oIeFWUMdtpZLPSeZckfBKeo0EwYkGVBNwiPNftixJ8pO1AD9aFi2kgwBJCihZOqxcsYHF6aM4DkxUVhx54Z15QgrOoTL8vC2V1/5rp/fkV7ZoEapdPParKlVlwir++jx8fFTbPYC47nC1A51fzb6SwVdyIVkCpAMqCbhkeZUoQ3JkwP9aFiSTYaQOKnmjI9cHFMhhXUcMokEehcYj333mrhU2b6MNEolnNcmhYNLP/nzO0Gd2Evtap7e02w+njc4TeBqCkoGtGwlJDvS2rqWBqIEHNiPBibVZAirz/ZlqslJUs4ZH7XaLvLQ0BwZ9n5ShUNOfoJuyd24VOlXBRqlkstrE6lWHRoj2lY/e/hAbq50jOOFBUP2QhJLTwfowXG0fXVMEMmAZjLSNBdu/XpZfCAig1IcEk2GUH62QL9QpHNH0jnjY1bbhdeeqO9odp6nFLjqxKXKS3ICjVLJ5bWJU6sOjBl6UL2VFPdmDOM4xHPS1wGyVz9QIMmAZjHSDM5fmA8Igx4VhGdQwgNNhpCfrcb/Q0ja4vpetbgnzsuuCzDjBxg+ZzyyMGVMz4lCCao+YfNiwsjzlArXL9pZLw7TxBul0sprE6dWHZTqVrTQfqY6wcJCGPgD37JQnhOz/qaJMP05EkwyoBmMtC7tA8KgQwMgg1IMYMkQflPPgEWdQ1qOaYxd3BVVbGy/fP5b4JMcdM54YGHKyJ4ThRJUvWtsR3/eU/Zy69z8v+1/5+cnq9Pcs1fySRrHKJVOXps4teqQlBoW+Qvq1cBOSTNIRjTjOM5zkvlnTwIXc0wyIORI26bn+7owD4YcGhAZlCITlAyhk/w8rFKSE4s6PhLV/vKHqLMoOGc8sjBlZM+JQgkqzLy2ilV2yMlP0Tc/Rt7aIxQyrEgkr02UWnVI2visejWoTKtjujmWcRzoOTlV/hv49JsMKBkQcKRFskAjwWZQikxIMgRficWQPdBNrzpyc+4e14qZj6kVDcwZDy1MGW+T0iiUoJsfu6ea8vD03cnfASBt/fBChhYp5LWJUqsOSNYsua0yesqN0iuOcRzpOdEjzb1rp2DOBiUDwo20SBZoKNgMSnEJSYaQlRues5uqPXnsUH7mXOvHRCJdv/y5k1KrcHZAMoRgcsbXXw1SmDLuJhUhI6TJ69FreQRWXxCoAsAolXA2mwZ4rToYxtM1Y1/RK/EYv0kUNwzCc9Ki1xHHT3U6sqExQCYDgoy0SBZoKFvJoDQ9ZonFzj08cOHoBH+JM7NbIw2zoQbnjMcWpkRX2+2gUIL8pHCMhlvUQ41ShSfn7rPETw7wWnVQxf6h+c96dPUY8/uJ4YaBeE4sHRwtpOnPoUCTASFGWjwLdAEmj1jCGZSQISE3dolF8x4O2AnOH4VJs9/AtBsq4uQQkjO+89XCC1Miq+12UQgha6jT+k9Ij5l3eX4/RLMAo1S9ru09AJuNkDTLMLBWHVYx+9AwfjON4IbJFMJz0lAGSFihQuL051iQyYAwIy2aBRqXRyzdDEqAZAiWrO6XqvZAyE6QF+brRchl1CqiBerbRrYwZ7znqwEKU2I8Jw4KIGMt+cdTHxpK9/WR/bP8NcAGIjRKWevaQZKm1M4oxteqgyhm6Sgz20PdMCDPScvrSqN7n5any6qc8tQX0yU0GRB2pKEt0MA8YmlnUCoISIbQ0FNicXl99ugQs3Ks/sLip/n5J0GqVkW0ElnUIhamDPacuCiAjPXk/8/Uh4bl8+6poaqqBfmC441S7rp2+DDgEWgk4taqk2PkL7C2G2GAININg/KctBhb1t5BPfenXuA0wGRA4JEGtUAj84iBMygBASRDaMmin4LyDFSPqU0SPvmcivvVQjwnLgogI32y4nvVwyx/HVZ8wsNIo9S1JxFkMVlTzbJuMv3hpujMI/1f1qFB+K4D6YaBeU5arj52B8qItSVq/gJYMiA/QZmDQRZoaB4xTeSPJgOQDKElconFgsLWANthdZLwyfsg/leTek5cFECGSZTag8EUR9NqmF03LsqJk4Z7Xep79xIOc0iENtwcemgoCDSOYz0nFWch6c+3lb8gKBlQLMIt0NjXMF1S+mjByRBaIpdY1LxFb/MX0q0gB63X2/hqKBRSWLTag8HklY/aWIEPU7jXn3/hzFVYMO+u0l7cHfeEZNgBjeNgz0nNlfGAysy5OoBt5S8ISQYUlyALNPY1TJfUPlpgMoSGyy1EaWRJbLGVm/sAYSSOW5gSigLKQsYModGnhr1Gwb2EKpPlTg7pBE9dKXFaX8+c6/zgnXmz2V40PjIV7DnxJ/HIz0+eHB9/dDJ2499W/oKQZEBbQGqBzlTwa5g1Iy3JjyZNhpB/0oZlbWFHlx1Mbt6DRo9Zr7YXoaKjFqaEonCisDFDaMxX0vfC1UK7YXLblJrKoQFlfINyU5Y5CQkciGS2B3hOsEk84uYvQBJ/pI23QCNew8wgwbWDJBmCDvaoHiwX3+0onnoFRSeM/xPlJEBFj7kB7TpcWRw4gC5MeVU+m1gcPABHCyiYJHzMEJb61LA3zsDrFRXJDdOaUpM4NCCNb1DKoXb4tbGSj8xfEMlsD/CcoJN4RM2giyLRkYZ4DTOHBNcu45MhNOOrOPIWa+2PMLfmlVxf0UdZ8jVjEgBSQWbumUG+eMMLU9qxUFBnvEIJihszNJ6b97oZEG6Kr4jolLhuGG1KTeHQgDW+QbksVdurJ2gV3Tr8nB7LbB/uOYmVxCNaBl0AqY40xGuYOSS49jE2GYI9voq7zz5kWazkdu1jsrDn7iQIih7To3b/04s3LzqhyuL8IsjClJ2imaju0CiUoLgxQ+OpLVHGwthJ1SllG26Y8y8nX1vQxjcoxjazdyCwzsQy24d7TuIl8YBn0EWZP2OMNIj7EPEaZj4Oog4jkyH4OnEB8AObxoGP2u92OW6+N3jix6QHudbgVARY/M2T9ugQmJQMUZjyudsb6l3UnqJActAZdIOxBls1Kq7eAxxikG6YqM/oA8k8w048JeDkj9wlalTPRjLbh3tOoibxAGbQxZk/4SMN5T7EvIaZhYPIw9hkCL6xFX7k7RxG9sqcldquLQobvHIXDqWjMUafnYthe6T/qw6w0FNicfxMMhfsdoYWpqwutvsPT05O2uUEFWepMGIgMUPQLbQz2Mo8Z4U+gacGqBvmBpjzHQzW+BaBq5D8BS1os32w50QTNYkHJIMuzvwJH2k492GmgHnEECNtq7cMSTIE/JHXI7DKjSqJGiwP9fsPVntp1+420jHQOVGWyrwWxWdqccjClOVQa+08Z9VpDnRqUBApuJghWKBx/v+5xti9B0+CwwWgbpjGYgnI+Q4Ga3yLwvWLtocDPHZgs32o58RQLGYSj8AMukDzJ3qkAd2H2DxigJG23bcYmTCc33vkDbk8d96BVgIFK66enE1c21Vno1789QhRxiAozg/Vflz8AakHHFeY0q2CVmWWxbzOUBAp6JghUKCxU5q8JOi8lXnWEbEbxrx8BOd8x5IppPEtFvn5yePjlUqhRy5k4btgz4klLGoSD3EGXaT5EzzSkO5DcB6xgrCRtt23GEFZmjxH3qBx60yEd8fL0GZic+PMO4ff7w8fwf5DQ3EEDmompDBl5pmMp2ELkYlCCFnGiBlCBRpfeO5rckcbtpChY7FMJkYKbHybBbDCdyDPSUPcJB6CDLpI8yfazAt9xQXII+ZDPNK2+xZDlgzBILdtK8Hj9vqL9uAgUezS7Tgdn3LSWDIkD7D0Jl3/JyJHRWhhSmOTMriUzlAHBZBRgIgZihdo7DM5yG72CDeMCTDnOxS88W0mYArfgTwnfsWmdxAhzZ/gkYZ9xQXII9aLZKRFWiKhyRC6tLYVyLhdfbb7BwcPRXaWzLOZXlUn1ergO3jQGTueeWgotgLIfT6gMKWxSZmciqdBBwWQockUIGYoaqDxtWNyEAxihBumCyrnOxKE8S3ltyHrQRS+Q3lOLBJJ4pF57ixS8yfYzNuqBnnFFfwaxp8WvGH0SIuyREKTIXjRAZJTj1v/ZnpZL91lwMPg+WqcQDJDbrB5xkBYmLKn37QB4giglgLI0EBjhqJlolmdeg2TA+7QEFbIsECa8z0SCONbvKit/Oz4+PhhZIOMuPBdbMRJPM5Wp5iPAHGUUPMn1syLdR8uw1/D3AxICy4ZadAlEpwMIVV6NqPMOlwONjUYS/6p8XsY80wQfZtusFutQoWLKAHHDMEz0RgEGH5iFTIskeR8jwTC+BYtaus39Weqk92TAbQvEQWP0i2g5k+smRftPgx+DVPvx6i04C3AJRKdDEE7hB8kd+ju2UwbU4M2Hgw+DhpHjFPVnnCB5hkp5pQygWxSS2TtCXzMECik/eYDTxya0PADfrrtqjU653ssMhVsfIsVtdVJEZBEDEj6dL5aiCsca/4EjDSvaij3YdhrGGs/BqYFr3QDvfrBJkMoMyhNvoQ5+C1kxl7qCZRcQzFwF5/Wv1d/qJCnNSjaTcoCdZ5R4SIqIsUMhYe0r3R4F3fIBz/ddhib8z0WAONbpKitt+79KmwPRDs7cNXlgJr5vpr0uIU1f0LNvFHchyGvYVw3Ary2BujVDywZQjXW2rXxx+H1FDBVhf2jwA5+Gf75ymYW0Wfm7wX5dEC1XnsMa+kdGgAZdHsJCmnXFktQGZAoT7dtRuZ8jwXE+BYlaisrNzwnD4rak0WPgp0dwOpySM3qr+aG3I5/3IE1f0LNvJHchwGvYSKlBb9UdmEHzKsfRDKE+nxqXaiC6h7Aqgr7gxbsy82IP3FZq2TcjQN8Orhar1of93SUnnsiPGYIHWhcUe5YhQ0EQqSn2y1jc75HothlUMY3ZNSWnpXfLhZMJ4OaaEkBOzuA1eWQmplfrbOJCZPHHLk/Ft5kkCMN6z40V6Sg1zDwtOC6P52dGPHqJzgZQpkpY3VeNr991cEigFWF9VDrLq6tbWDsKHldj1E9VYvuKJ8eH0l0Q9Z6zbQ+3Z8GR+tXKICMhvCYoRiBxjfVIN7HxMzFfLpdIsn5jgdrfMNFbelP3d4WzEQXEsXAzg5gemWoZp2vZt4oBV8Na/6EjjT0Ky7g42dkWvBOf5ogXv2EJEPQ92/zjFBdGY6EuiCrCuuh1rk/GraB0aPk6v3y31dN3Cs3vaCSAtbgkNZ6LYV1brGwTUoBZLRgYobggcb1URVQqXUZ1Q1TkaGShAcBNr6horZ8E7vaA6WBrThnBzq9Mkwzz1erj1tS4x3O/IkcaVD3IT4SHpUWHKvZBhvvOIpx+21zpc0r347M6YpMC15PUPPQkRu2AcEAPvvgn1u5FUcSzTJnWMhHR62P5ZXHbVIKIMMEFjMEDTSuhy2mpDimkOG6P4A8gciBGt9qgqO2iknu+63rs0eH46cX1tlRjmBcemWcZj1fLT979I74qIUzfyJHWrj7MH/xtDINR3o+B0gL3jcLZCAtKr43NAFJObFpwRuf315lsctfmwfnAPu94UuUxIHAa72+rn773qflBbzaAiGblEIIsZDHDMUMNL6u7MaQ0AZcIcN++UcwaXKAxjeboKitDHmkwjo70OmVgW4Y6FeDmz/RZt4w92Ex/xaHH331u5hv7gPTgp8qYLw0sp3+JB6vpTsWNi340oyQ2Dtojm4/bZWUftS37wftMPCqwq/NTeogTFYHhRDSRRozFCnQuKS2gSBKAaAKGd7EzPmOAGZ88yCN2rqMvVzKnR2Zu5Mi0isDNMN+tQjmT9xIA7gPzRBUX+zGBygzqDwtuJlyW0gci0qPLGnhg3ZK2S8j5fp2jeHVQLu5H7qtFs9CJYWsNZkyfSTFf4VWFa7uK8GblIuCSEECDzRuqB/DHQJCGzCFDKuLVcSc7yBCjW+9CKK2iuUS5gqCOjug6ZWxbhjsV1vGM38CRlq4+zC31lsn+LSYn8BvKUsLDjBHRrGoYDN/wdOCLw1ndb2V/qQWjxjAQp1iVBU+g2xSLgojBg0y0NjgNTC0AVHI0HDIJJ7zPdD4BgUa8pEBhUHTK4MdCsVCCw2UiWX+BIy0cPeh83Jl78Gn7ZqRhiUQcGqIYVHpS+IxLttiowI8LbjW0dhOa2uZ1+O2NYzGIasKXxmlEBc/QbVNgeREABVobMmsdnpMsqfgQoaAnO9bKyUZZHwLJ/+k/cwZ8EKANNtjL1lgh0IhD7okosyfTuh++EgLdx967Z11iq1ELIGFtTPs+hPFopL5R3vw+xXwE3e9dj9tr6Fa5GTFhf2HBnGtV4PVJvXk+PijE+CDRIUTtTx7dHBwAH4uCQg0tqnSbqm9BK7MiJzvxWiLU0oSS+jg0FeOatUWVkD0gjTbY9Mrox0KhRpY4yvG/IlNhlABcR9ev/SYO4+fnXwcsBCBEgXrcKhP3g+9/sSwqPSYFMSZMnyHBlieopb8xfHo1Qm345mNy9r/RK50OBRMkjFNERUGTAIDjTs0EZHTXZstwnK+t6MNXEoSSvjgaIwyRf6vYi79CLTPAJ0d4OpyUDdMvrpqrFba72IHPcL8GenejnIfLv7eY3MQGm1wiYJNI6UgEXhDBItKTxKPpNKCQ0DueNhar5FRKEHd95LWkXUY61OMyAONHeobEibZEwJ5znc7cTqulOTNe8DCOoDBYYt4J2AnKIjk7FiJCk2vHMsNo0fHO8gqLBVC8yc2dN+/dEDch1q18y+6CU2PBOKQiYLt+bAXNO/BFpUm2YaFLKYhclXhEACLmkHRTlit18golCAn537BuDo7A9JIywKNHaqUHvIVFFfIsEWW890+NNSrUbg2VcUOzHtXzOBwWIhPfZGcHYD0yrHcMMb3OwxZ3GBAQ/eHZKCXiW1VsxKaynP7dnaasETB9oQSz3usRaWMlOgYcvUPBUdgeFXhs9U58qPQiPoCwKLWkQar9bqMEytQo0ByqpCaA0/S238/tM3R0kjbml6cvDhuiv2JYrSBhQw7SHK+RyklaT3sEBeXqkAMDn8Wamn+r0jODkB65VhuGHuTWYR2KQBk6H6spSM/f/FXlmpVQtN9ick4c0dvb+sHYDhtQzs2jkVl3zicllGzgrheaFpw882PL0HOGDCLWgO01mvMWIEl7tCg+1YvjPIqevHSSJdcvHnxodvF40MbgIUMkbh3j5Dd3jW+yU/niMFRAcr/hXV2tGSFuKD0yrE0yx85JujQgp6hGgFD92MvHR1E4tGJgjUXL5236aGVLIItKoYfZnWIe3VxcfGyjOUQXZmhVYU7S3fIhgpc1DTF0hGrqnCY58RBgeR0nqhffCFIehstjfT1+cvWtuAw1tgALGQIBldKspLm9IdsOUYMDhNv9NaoOxbW2dGVG5JeOZZmS08NC6U9IULZ4WZeYOh+tKUDCDxRcIM970X5JZEWlaU366I0og+QFrzBVzhWenRGL2rIWq9Yz4mDAsnxmFHqA9jwNsdJI+1bhovV8sHJRWWsGpV6DlnIULP6Tg+AtbkgpSQ1V+5rd/3hRtv1IIOjiyf/1xhhSGeHASC9ciTNKq6dq6moCyBmXmDoftQM9BgyhU4UbNKOGmB8YMCi9sLZn6WvAIBVhTOtyJ5zgVwIHqDAFzVcrVew58RBAWQU9Ca9/eLDfzXuE8LTSHcPDfq4UKtdmg2OxkrDFDIs0DszOg44uJRkQTlZ9x+szkZdA8bIAFLc4OgKDrxjRdhqQOmVo26CtslBWi7JIMTMCwzdj5KB/urRHcj0jJIouIMeNQmknSrIX9t9IX/hDqsqbBaODfYo4Bc1WK1XtOekiwLI0GAflCLTSLeHhsXhRyfd8MCxh1ZkIcNlvTO3QcE/xr2ICyolWWnWPOu/6rjEF389RlbU18ahd6xwZ4cFML0yWDNH+B2pbkgzLzoZAjYDvb5VGF8ov5B+/EiJglMmb7oizMGGqiqsd4L2a5v+V9nLUvCihqr1ivacdFEAGRr8g1JUGuniE+4dfvRVz2uCkW+BMs9aJi1k2EwH6yURND5CWkrS/Sx5J5bj+yPUjP/aOPSOFejsMAFXlwNq5pCfPxE9+MuqBRxh5kWH7hfgMtBn5m9WVqN3ReeGeImCk6A3nX1+IT5ntTIwVYU9HoX66Cw8OR+NV2ItmFqvUdzBBgogoySLMvoBaaQ3ZUoclVwMWsiwCSA/NA8NVQwtEEEpSV8uFv2hTpr8lWNMK3EGB5hQZ0cDvLocTDMMUDMvPHS/0RKQgf7U/M26lJbsnXb6iYKDMlxHTmcPSQve41HIzx69IxkcERe1sFqv0dzBFQogo0RW3WQQ2DTSXUZFXHUsPzXCQob6sGGeESrD1NFoSXAyz+HoquriKo5jhFkVPjiw0aOWYERAWYzqclFC3URgzbzY0P1LO89r2NJRTscqGZYZG3U0XrE4iYKL4l5F3SWxgJrQDNex0tk3/YlIC55BPQoRd7zAWq+Rk08rnKjINmhgGmmb0YcG32FVVsiw2Jm/ba5xddDx5G5O/+Hosm5lGfAwmYMiSvSoASKgLEJ1uWUioW5YM28foqOWnohdB5946TADmKy0EpIl2TiGm5tXwMzIn9f7aPBnD85wHSmdvdWfwWnBwYVjo+54IbVeI2/FCiirUBVVRqiH4Wmkb+4PDRgb5Z7oO2GIko34jhpl6ID0nAjLkdrTzuaKZCQwGwZycESMHpUwfKhNDqbGItjMi6RjBDGQZKAv9vn6Lln6me+9ungx9sBcgU4UbIbc6pd6H8jdmuEZriOls+/vTwnowrFb2PFkZFHvVAooS9//0siOWA/dIVHTV/cP7gweSdBChv7rvH60JxrauBypfYeGxtRgradDAA4OfPRomLNj+FCbFlyNRayZtwDlboIWMjIDmMpO1iP+UnaqxyYKtqPlquf94uCZzD0zjDZhRElnDy5MteoD5MBNascziek5QR4a2uj6uykUxDEL9CDTymbKa/kRDe6eXxIGSCAfz/cEfBpno3FF65CDAx49GursiDXUwABrLILNvEB3U18MmAjzUH9qbKE9a8AmsmaYhicKbrpzod8g1jmBFrJegWa4hqazh/bnUn95WEXtxHY8i6gOCgWTlNk7FiINTUiUT2foBhaibQEUMtz0S8IACejj+Z56Ca3G49Y65OBAR48GOztiDTUNxqGwxNZYBJt5ke4m0/IfijE/y69XCTb3/BEgEwVXR+ciSLDW0lJxHOAM18h09sj+rOShRi58x4M5l5dxPScKJejSGSWBBXECo3zyF24STURGPUAhw1bHHl+HrPR8Vu0DkMfzPUELtudycMdAB0fRTmD0aLizI9ZQQzoUwDUWoWZeqLvJzIEQijHGtaGhliua7EtkomAzRrPWMiAaKmvUgWW4RqWzR/bnMj/5XdGT3w19Aq1B73hA5/IyrudEoQT1rUnSgjiIKB9v8djQQs+6oUGFDG1ZR+6PRRZL7OP5ypjaXYHaa9GoQwNycICjR0HOjihDDehQQNdYBJp5we4moGG2G9z3U+fnI4ElCjaTzNnWP6nVIkqGa0Q6e6ShXT/seGd0Gnw/yEVtiXUuR/acKJCcZqK7tVonjvK5gKaVRRQybOkxKYh9HcDH8+UK1HkmbFyLxugIHRzg6FGkswM81JAOBXiNRZyZN4a7Sfq7Nm1gj2VoCIjOQyUKNmOODG30nB3fLdgM151MGaHp7NGnwIrD0M0UvONhncuZJQdX37JEgeRYW1Z4QRxklE+h0D+5PVIc5kRdAihkWNPj60AFSIQ9ni/baR7VcuNaNMZECx0c4OjRYnohU2UAh1rmkyTtz0wBLdBQMy+6B/RsxORirx9Sl8tRo480drEAkyjYPDqbE6In4mqAMPfQIMxw7c2UIU9nv0T2p30MD6viAt7xyskOci7DYwVsFEiOu5SHFMSBRvk0qcsPDjrFQoWDGFTIsKAxU1qIYhrwj+crg9leZSjLX5snkDH+GOjgwEaPolNlAIca1KGAtUAjzbzgHlipdvjJ+yALtO6Cd78pcxi3M1IWc2QTlii4G6NZjwiZxROa4XpNZgVJOntof+aPnPt8UJ018I4Hcy5n3VZWSGMFOiiEkGXfliUtiAON8lneFHN+v7pQrTbRkO7Q4AoZlqejjuNlZAmtmgz+eL5tZ9vMaj143f7nZqCDAxs9CnZ2IIca1KGAtUCjzbzIHmhVEwUAW1hZINsPlQl1swhLFNxzaJDFVkEzXIMzK0D7c9m1CVRdII2twu14UOcyOlagiwLI0EDTXWcKF+VTzXFjaavNn/IviCtkWPlh9o2ltxQ+fi1HP55fumViVHmUu7k/8vPBB8eR+2OZzTiCswM11Np2AhwKUAs03MwL7AFbtb3AvBmGp7ndis3k0iGEJAruWI6aDyh72JG1S0cWmuEanFkB258V14jNFLqoQZ3LYM+JgwLI0CBzUEGjfHxX0GJf3n91/ol8AMIKGTbL0t6DZ68uLi5elrdTYclMdBaw/IU9ucprUTWRh/8xaIIyZPQo2NmBHGp4hwLMAh3ZzNtoJnX2dwgJRG+mZ9utZzpCOGI9oEFkzeexPqBsFkAzXGMzK4D7syV4M4UualDnMtZz4qIAMkoucTMJGuXjrde4fN4JvhoPqpCh5zYv/JLgHKkluXE8qv2K3gckawEODmj0aIRUGaihhnUowGssQs28uB5Y9rx+FVtDKr9olScnf3xczvp4OXoH0n4ewKEBmuEamllhie7PruyAzRS5qEGdy1jPiYsCyKjAPcKCRvn0nOEywKkLU8iwe5uXnhmwOVJNdHG5p+3LQd0R90b9JWAiNmT0KD5VBmyoYR0KEWosLkFmXmQPNLjeXLmwizdN+YT63iuVtbppgEz37WLoISjZWwAAIABJREFUuCeEfQDLcB0jhXFIf+ZfrrVMyDdT5KIGdS7PpzR2oaokENgFGuWzxvw5+XWhIn9tH6XFvg7kKF5D/uJ49DkfNjiw0aPwVBmwoYZ1KOBrLNYEm3mh7iYLO50xYreuDw2y5V1bLQw18ouA68ZprYezRAr6E5rhOlrhA2F/Fh9oHxdlYQBe1GBrN9Rz4qJQgm7uP/jq9R3MTRca5dO3+ECNS8HkTV6gxT1pbBTy8TwW5OBYQqNHY6fK0IiGGtihgK6xaBNi5oW6mxzadMa4Q8O+cN3ITDUqA+O7QUnmihijcGPsEpvhGplZwUHQn+0Hyn8LLESLX9Rw+1HczU2hBNVncFiGzqNGbJjDrqdeo15FpzE19JrL8ouQqwfy8TwY6OBYIqNH4akycEMtU1CHQiEuzAIdy8wLdTd5uS7evoMODQd3pS//Ts29rn5xKXxyuawnweHXxqooTTK3RGa4hmZW8DOuP9sPpJdIVCFa9KIGdS5HtTkrlCDk021slE+PU0NumM3Pjo+PH8qHXiRzGbQHNLCqa3DVcNGjUGcHdKiBHQrhFuhYZl6ouyldyklQjX/zUcCRUOBleXTeq7vw+rk4ydwSmOEanVkhGPvQoFuFeIABX9SgGz3Qc+KgUII6T2PC0l1Do3z0annk/Ruiy8dv6mvuQtjIWOYy4OP5AmDVNejg0OCiR5HODuhQQzsUgi3QkcYt1t2ULmZ6BytrlNiQbGSR2Duow6LkBhVghusWUGaFMK5f/tw5qhWFaC82/eI6sIsa1LkM9px0UShByKfb4CifrBDmGAGlUT6nwY2MZC7D9gC06hpYtVImKnoU6eyADrVCGCykfRlugY40bpdYd1OyZEYnlhvzvVcX+uwrbmfephytAbiyARmuO2AyK4TjqhZQiBa7qEGdy2jPSQcFlOV7ui1Mdw2N8imXpI7TVBrl46tGNnJSRDKXLYGP59FV15CDo62iB4ge1UBTZaCHGiqkfRlsgY43bpHupnD3YZfzFx8WtUTuhh1zzYCX8vvpE8RlQEOX7oeTHZ07hSnDMlxHyaxQZM8snn3LJZTYDzDadW24ateGeQK941UCgp0deE+1hUILhDzdBkf5eOpS5lkzbceRlcPMHSt7IxIXRDGXtcIRPVC3E1J1Dalat4peWPRoJQOZKgM21MAh7QWBFuh44xbobgp2H65RbE+exc3IWFfe5auhn43rAodrQ8F92dx0C1OGZLiuAGbKyJ/fCZRgi2seYEhUOy1GgfkDzHoLdS7j3cEWCiqtApHuGhrlUxvc6mNXZdqW1rGvqpE9CS5kCDWXWWqG9gC26hpStRszsToMZKoM0FBbIkPae7RUKAt0+LhF9UC4+9DENYFInxJ2ks80Y9h0PW0k9x7Pcp197dmrENN4nPgRSKYMoz6gPkF/gAivvH7z2Fy+h6uW+b5V+I4HdXbEcAcbKJQgh9B019AoH2PcHTTCJCeQzvwyT5ki3cLNZf0EP55HVV3rmj9jlMYOB+TsgA21AlhIe5dQC3SUcYvoAYD7cIM04Sczxq0+19TWolHJZ1ZCVpdQiEHSr1oEQjNlmGaxyuwmj1+yaf0ow9NL9mQ9X4bveEDnMtRz4qAQQnoJSncNjfK5coWJjLy++VXtqOJpF2Yu2yA7oFRr59fkVddc82eAauAqel3p4c4O1FArAYW0u4RboOOM28AeyLQage7DRpfqkcPe3ePjD1uRords3YiQnzo/HyhEK/QAYpCsiDulNPJMGdW5baEP4LWvbiFMyek7bmk/iijpw949J2AguMADyL0fQViLAsiIBibKp6Jbl1JmZ+ybX9dnjw6D+kNsLosDvOoaNLF64m/xMEPNRuZQuLmPcXf1k+C4xbkPy6Nak7Tx6km1BEvsRm0gpGVokB0aNAew9ysJT6ny3FYYnuoPZZ+5RlEYavxnx4sRth7j7BdnuEOrWadcGjsOgCifFrMupToUHkCymAk6BeayWCDbiZ1e6Cp6MYAMNRuRQ6FcYEHurn7SGbdY92FW/N6R+ZPzsheO/P9+LfWD8fLq3Og46gmtG0xy+FAcytCS8JRqs1vUq0hVd1SyOAEWojaeNa5TB1vNOtXS2LEIjfLpCtN1KeVeQWg1Mi/jzGWxQLYTbP6MVQ8HS/hQ6yJwKJhvr4B5FQBm3khA3Yfeqhiv7T1/OPqw8O43pfm03aLHpcu+7oYl6w30bmh4fLpTKlNucmD9JYd3Z/7iabV7APZ5bfnQJu/Ihwb9x2DVrKHCFECGwVVpClkcPAh+UZsoW6qOOdhcZgNL/IxtJ9j8iV/i8qAHTtF9AGI6N9MF5F4KMfPawMYt1H1ovpJseSvMx2RlgWxnQ+Y5mGxgdW90Tw5790IGIXxKYZJbmNktjE1ad8Hwj1b888Xq0Pw7xD6fVee0Z+fxDw2JopDCbF/uYRpZwNCkVR3TApj4GVt1DW3+xFbRqyIXD6T3tS35ACTkL9yIwPB7KfqShRy3WXy3mpHfexTGU4x2wzOTS4/i/AsnD0LIIIROKVhyC/PcZvbG6ShTg/UM1/NrNx+MsMJZD2oW/3WwDjuEAsrqvJAOjEK4enQnnXNc/kl7Q8tSLaSDTPy8xFZdQ15k0FX07FVAcBeP5ANA4c3PJ8mrADXzGkDH7TbcapmSLQHNSGvn1VnxI/EpJzefQq/ZFTcBnlK45Bbd7BbC5MCWkccdYIW04f15aTdt796n6V0W4qJwop47wzdgsOhoF2P452Ev4ULNn/rAWyXWKkbgUYgyFrict+jEz9Cqa8BTA7iKnidVvto7OBjh/ovkAyiAme0vEPdSqJnXkoobt2i3mm9DF1ftrmL4flTl/Xp8XDY9TN/cfr8SmGQOMKWAyS36Dg199WQHq7T3wHgtObJw7JV7UIMV10Cly4bnUjdRMEnVAWz/4cnJSXu1kd5VM3P4V9aud6WLZ7j5s5lVRWqVYl36Eag3gDlvs3I2gBI/Q6uuLZHmT3AVvcxd4UqG53uJ4wMAu5tWev6Tr5mHI26XSDNvA3bcQt2HxVA78v9Yema6eNMEkdYDGRMe/zggAR50SiGTW5i5lJyCx2P2Fm8YSL3kju/Pc0/mpPC6wsB02dhc6h0USlA57tpEbmfVcUx2ajg1P1392Ex6XAWYP+1ZVQy/4AegPtWCKkJhEz+jq67hzJ/YKnr6DrL/6cWbF12b6qivBvMBGIDdTVWytCI8TdpOqJnXlBk6bqHuQ0OY/wQCMrTUA3mEN8WfRrqmLPcASWcfMNqQyS3M0hzWVxd1wfVLj7Xt+NnJx2Nnu+bKY6IMyp0BTJeNzaXeRaEEuQE9ZZp80VgpB3GVvt8c0UcbftEHwvzps2GHVVbsVU06XbGJn6NVXUN4FJBV9NqQqmKD+Jsn7dFh/FeD+AAawO6mm6Jl+9XQys/atJVj2gk187a/FDxuoe7DUlg5C1fDY9/RYuw1t8TJpV7Oiv0xZpEBaaTPv5SMEOCUyopfPbJUkie3MFxB4YeGsmf/3mNzGNGfTZVLrcKrs0eOtJ6HRZsApsvG5lJ3UCA5xnvaFn3ekdgKzROIdbuRCMvK1S3Q/OnLmRucWqVWzZEryHkLTfwctepasEdBA6qilzUjrQ670G+AFsfPZFMs3AdgagY02xfivm8W36wj3EdaVKBmXv8vjR+3UPehJey5JxHtqRLsgG4u9dXfObg7ri/jpJGugUwpbHILI+TRcU8E1K05/6JbOuVoqIymymWrTzccdfJ02fXS4cxUSS51FwWQUWBWi2/Rm7/AQZEZ4648gN17dfFC9j4aabYHp1aB5ryFJn4GF0rDehQMgqvodXym5aB7LY/aBPgADM2A7iZP8F5hCtx/df7J6E6Fmnkh4xbqPnRHqx2M40/fMEhq6LuOSGmkTUKnFDa5RXXz/OnSEwg5XpwlwroGDm9nVnejfdo1J6lovQWmy8bmUndRABkFPROp6Nvx88s8gZSfTi/mlyJhYLN9z2VLdBWH57zFJpBAVl1DehRcNeVV9IyZbySTKJY4WXJ7hA+g1Qw4bjPladLzam2R6BZq5jU1Cx63UPehT5gh60q2+0MCISKlke56TkKmFDi5RdnkIpot4MllQ37+4q8s3arSKcN9RMYtY7VedxKGVf5J6aEelS4bu6+4KICMgp6horf/I4mw+mOdGk3NpMKAZvsKT2oVzPySl8yMk+AaWSgN5FHwqimsouc/NBSjTqRZMULDfQBdzWoCxm3PfT6T+65CzbwNmHELdR96hd199uri4uLlfVkrQbnUo6SR9lehFU4pdHKLym5/+LUxIXQiCMF22hdHOmKMtFp4q1zqsSMpXVh8nsB02R4dW0JLMZsogIyCvnO0yIzUeZzbrCmXknEHNtubIkItediSmfESXEMLpQV7FKCY49bYQYXBdEgfAHbcrjnUC8YMwswbqoMP6JbqFaaRxafhcqmj00hDPCcN6OQWy8tyvdirh9d1+TJRNm6FUYqmiObQAFy+IOmyTWG4fcVFAWQUGFYbC1GgsfHZrDKysqjlLGre5yDjOFY1ZOJnF2ShtKCPln8JfHhsjlvj0NC38m0g8y2+Uh8AdHD0rXDCrAbhZl4D8LjFuQ97hP1PslACcC51YBppbIJPfHIL4zHA3kFAOgpEQ1srOPSrGcZ1U+7IdNk1cbc87OuJI/fHgQHVdjCIrJvi16UUG8fBqiETP3uBVl0L8ShgHmAUGPu8OdVEGSyxPgDo4PAHKpftxJmnhH0SYdxC3IdrhP1rgb4R6qxh0kgjPCdRk1vkj5xWjtgU51DlsifzpTB2I/KWp1CCes5Eoi/brnCWoUHYTVuqSykBrRoy8XOy1MFgC59HcTRGPlrTfixOOYDzAWAHR0/eXVE74cQZt8HuQ7SwOAWoAWmkAZ6TSMktarrlLEZ5iGZQ5bLn0DA2XXZF5C1PoQR5n+dKh0odCfHWft4re5wb2WwfBDLnLTrxc6qYEeSLu6H5lY2obvP5PSrlgEbYy9Bxq9t55PxYeA6HeoiijtsgTxhaGLY6q0lYGmmA5yROcguDa6Ny5tj3tOlXuUSly66IW4pZwSTpE5iTYFx2UtId8+435fGy/WbSWJroZvtxRCqZWQw2WOLnhHGenYWlfCjG7UIvQmacreh8ivYBQMetnp9OHvZL0S4D9RBtYdxKPWFQYTfg6qwu4jTSABtInOQWNvn5yePj42fjH8TMoMplpoLTZW+tFLOCSSpHTWeRE/pkrE5uV+FMdAJZRjB/5qH5ESOUzDSmbXji54qr8tnE4uBBeN01nDD3GWhA4qny5nDvG/ugINtM0T4AdJ1R556rJ5osSY7uSoSHKMa4TRGjnYhc6n3I0kgHnxriJLdAkX6VS0C67Ej7iovCiSpPYNY5Wvqe1uzkdtV0y1sMAm7+vKqy/klfR0Nz3nrE1rKDD8BnliPxMGxeQIXpp4dufmV5zvcmBdtRKV22mWJ9AOBx65mfeWbPsKFAPUT4cZsmdjtxobwYwj0nMZJbwEi+yiUgXXakfcVFAWW9rnSu7TVVZpuAjB7Wyn1W/EhwAkGbP22nliB9DDTnbQs08XPBaVdciJpQYTXnT6yVQGiAfl1PTK1jsXKWtdaOxovKit8D+gCgZvu6C+r7fP5afz3hlLIIuWnBx22iRMulHg7Oc4JObgEl6SqX4emyI+0rLgopzKjtudfk3heu5FUSzeqwlD8+LmULM9HUkxRrTTVbO+IpIjTnrQUy8fPyuWdOiO8iUGEW5+2eI/Var25Z+lerjtkrlz25hQzrAwCN26U1Pw+a9+6yQz3UQ4Qdt5V+j4+Pj58CnGpAYRFyqWNUA3tOgMktNGerNn4krBVrAU1/rjd3XJXL8HTZ8faVDgoq7epjV2t58MvFmybrZ/09pBk9UHN0WT+58TBCtyglM2tAiZ+reJ/9hycnJ+1aJwzMgwrrkheb4UIYAlZy9sE/G2qWHEkERfIBgMz2V+5794BOwHmINLiE5fnzO4ESYglbQnOpw1SL4TkBJbcwj7qHoU+loOnP280dUuUSkS476r7SoqDSup5rmFGqHtWiml9Q86fu2v1PL9686LR09FCJkka+Ijzxc/nF23PqWTUaRXsMVJiH1V1+8dNckKu5i+FEcR4CjZMQ7gOIYrbvzs9gcw/GQ1QDSVhuGFR0qMoHIZdnqLAGSAYJnGqxPCeI5BanQL2g6c/tSIjQKpdLWLrsmPtKiYJJqrky1rrFT6QX045VpRzVoiS1BUDzZ5vEqngL+zdP2kVYNFSgOW9d2fLEz27UaWVGEr4dxAnzUdzmIbHZb9+vR65UAtAHgBy3zZQy5+fqXiPSqwPAQ2QSmLDcNBdV8a3yqwtUmE1o0geoaqlWoXXfPaiQszM0/Tm0ymUBLF123H0lwqFhqd/TPjk+/uhEqqFbdW01IQ7uBp7xMebPTNXbX/1KSV/eFsfP5Cc5aM5bG3Hi56KdXUOAPvRL/E1QYV4KWwNGVuElDvGmg30AoHFrTal6fvbU/BMA8BB1BIoTllcr70KvuvWjmIXwRAkV5kOeQSKCaglWoa28wXsHriMMGOSHtN4Lq1yWvxuULtsh1r6iADLgYKuumQSbPzuZu8oL5GtAelhozttw/HmKLmUbIFRYD6s1dOpv1gD3AYSP23hTqgLmIQrXQ5WesNp8bNevmU4YlmiqJbgO6XpvedfqPrVqUQhKl+0jxr6iADLgYKuuOYSYPw3VjNyrxakfsZCkU/2xJ4HbqejsCxXWRybzAUC/WkMEHwBs3EZC7CHC9kDrCaubXL3Dkgw0qDAsUVVLax0yhpUZcriTh4awdNl9QHOpJ3poQFRd2/QnhOZP/6Gh2P9gCidR/XFN7aXxRhWosD6E6daxNTMN8D6AUqps3G5jSgk9RPiqpd3Mem+ljmaoMCzxVUt1HarPztP3QSzE6bLXgsulrgAyTDDvhgFV1yJhDuKs/c+oWTsHAs/t6xtgY5KNxBHWhzARLrZmZrpsYUoJPUTQHjA8Ycao07uprFggTFgFKJd6DNVAwPvTd984e/SOfP9DJvGAJtqfCQopDPZuGFB1LRJGTIN5aCjW5KltltDcvmY7TURV16DCdPo6T+uEBR6wNTPTZRtTSuYhguek9lQLPBWtSVBhGlgudbxqMLAzKkMvrNC8G+Dc+FDyN48fxJnwCigL+KQ5TuV5BFl7YzPHcwIKY6s/Fu088v+R8ZMNKqxqZ7d1Qq899qslzBZGqMxDBO0BYxSIM+vFEVaAy6UOVw0HdkZdKqyFDJp3I0pufAz6DVek86PCiYK+G4YvcUF1KQ2MQoamxVd4zy3BpanF5fbtubPItmaoMGNR2vuoXY5kBR6W6IzIS9xQ0+DMn/FPDdK/AOyBns20r/7oFoUtobnU0appUlyHCgsZ0OEC3aTAufHzs9XXf4gJBnlrh33c/BhZj13BJIHfDYdXXTOFBdalNNDNLFtVTNCj6sfy6HRwmlpUbl+9NbuzVexRAAszlqPSdSos8FCBy4gMHGpLsPkTN6WwHiINqAc6T6KbKRXqVgsXhs2lDlZtmew6VLQI55+AblLg3Pi/qb9XXd46gLedZ1ZFM2G7Ke7QAH03fAOruqYJrktpkhUytBXq0tgJx5QwtYiSphaR27dop5tLWXiTgQrzpEmtyqOFXUkQXw061JDmT+iUwnqIWgA9UIy0I1ebULcaQBg2lzpUtWXC61CxzALTzSvkJgXsz+5cDzJ25lUNqENzWFS7FgAFkoN9N2xcJgGJvzyZ1UfWpTQpt4Xi0GweFKTG8XhpakNz+5ZfrTMDpD5TqLCCznJUAriRBH417FBDmj+hUwrtITIJ7IFL5T5F7P6P6YThcqlDVUt5HdLbKchBESmJR01If/rSZYujQbRq5hmhmrBHvb8xCoURA343bK+9oY9+M093BAziS2Ni1f0gNY5HTVMbmNvXU7BxbNW1SMIqusXlpDWmbIK+GnSoQc2f0CkVw0PUEtQD7aR0zPZC4wBKWOb5OvJc6lDVEl6H8pPfFV/pu5ATTNsF0CQeLfL+LFeOPafUzGpyjZ9RhbBvm18srzJGYXpUQaSg3w17LmzyEFxcXcqK1/X410OkuPqVR8yj0ZJip6kNy+37uvpM9z4t3dfVyJOd+qHCWq6/aA8OR4GyauRfDTrUsOZP6JSK5iGqCBm3p/UEcgIEBR8OKAydSx3ZzoTXoUKRw3cwbrVYSTwMpP1ppsvuFKkbv3T4suYhU5kqhJAl/t0wsOoauC7lUt+R9a9WC/FeqamgQ6KnqQ2r/mj4OfcODgI/GlSYxWqs3D84eIh7syD+atChhi4Nii5kGMtDVBAwbkv37U8wTxGBwowV0kScSx3ZzoTXIeOwexiaLCpWEg8TYX/qZrZfyHx/glLtdcDaYaMQQpaR3g1jqq5ljQq4upRnH9RbQ8vReDGFanFzwYZVf6x2KcyuABUWF+lXgw61dnC0BJcGBRcyjOMhWgaN29LUfvi1sQ7JPWE4YT3RBvJc6sB2JrwO2RaysOLO0E0K258+adXkkh0aPL8Fq/WjADIKorwb1oRW6YpWl7LACHkVLJfbyAUbWP2xW7AxKDoKKiwqsq8GHWoRS4NiC9/F8BAFjdvLsnF7dduunwd4wmDC+kIU5bnUYaqlvA7lzstN+cOCWEk8LOQOIp+067NH4wttw8+nHRRARgH+3bAlPaBKl6FOhLqUb6t9sLATjgbt0/GSBc58s2Dj4ieBXQkVFhPRV4MONbQ5uwO28B3cQxQ0bt+anrDahyJtJkoYNpc6VLXE1yHHy690LoPxN45YSTwshP2ZIZ1BPaq1L27CUOEiSrLmFIN5N+wirNLlX8lxdSmLNGqCAdxRDefT6TIqt2/urclYF2wU7wmm2GBhW0GUERk61GJfFwrGTSn/4IiFsGqpJn/U3WQCVmSUsMzfcSErJEi19NYhFzfLZJCnGprEw0LYn9B02T2qiZMJdVDhIkrA74ZxmBpk7X+Oq0t5cz/ImbZZNbBPx2BUbt+VGou7z+CbQyFWlmCxl8jV5UQZkSFDzSfMBFoadBSRBkcPYVmvr5CeMIwwaC51qGrprUN+bJODcGeGbVLY/oSmy+4xKaA2YxUuogT7bhgIpC5lGY6z9+Ar6MkB69O5AeT2rcOO9h5Az0jwoyMuvTLiq9VAS6BGMGcHEm9woHNSF1y/aG+mwXWEEML050PlUoeqlt46tIbG5CB9xXxU/1fgJgXuz0BLjEWPaskdGrDvo5FkKrwupfnwJzDVVFe1o+YPBJ58Kx2DcvtascoHgS3NXzytsiijDw3Y9MrBX60BMdQsYZ7fms52Bx0cjlhQTurcMDzl5yePj4+fyVN5Q4Vhc6lDVUtuHcq/XHsPyM+fyJKsQjcpQH/mn7SdlgFNDU0GIYvkYhqw76M1oGqBiLqU9sOf8KICFVBzmaGjOLdvp53l3Be3tNgsF6tD1u/AG12k9MrhGZGhJVBjmLODnDrYweETC8hJffMeqGANXFjVUFhidqBqSa5D+xFOxtBNCtCfOgS1qk8l82L6KbN1dXxV+oeIc4kCyKiAvo8GVgtE1KXMX7j5PRfhquHNZS2y3L7Xnlx/8paaFgHf/veB6LoaMb1yYEZkaAlUvDk71KmDHRw10B4ol2HUdgoVhs2lDm9nUutQq0b+W6hHGLpJhfdn862KYKHiE/0I1KPVw5p9Ix9WmScHEWypADJqkO+jkdUCMwWpS+nNqLcXFiAJNZfBcvtev/zQ09J741taV1srcdIW37wnfdgIrC4HzYgMGmqtMJg5e4ly6sAGRwO0B8rRsYCVAMcJW0JzqWNVS20datUo/gvpEYYm8QjuT/uA9Y50TnpoNtC9B89eXVxcvCwv4ZBQAQWQ0YB7H+1aQgOqBSLrUl584WTUCwmQhPt0cLl9zxEtdWq37T0wzr4ysz06vfIS+NWgJVCh5mysUwcyOCyBqB5oVo53ATdUqLACXC51rGqprUP2oUH/bkClFAtoEo/Q/vTtc4t7IS99GrrvasQzykUhhDTA3kdnngbLexdZl7L41X/yaXYoshVifToluNy+uSNqbBd476WVEy8g2hCeXhn11aBDLUKdUZBTpyB8cHQAjdvGCYNYfKHCltBc6lDVkluHrl/+vAmyaD/V3afhL36hSTyC+7NNsmaCCBbKXzjnetDzDAWR0oJ50owuTImrS7lsBt3BwUFoNbICqLmsBZjbN3/z+CCsndcvPdfS42cnH0ukRUyvjPhq0KEGN2fDnDo14YPDBjJur+ptAbGdQoUtobnUkaqlug65d/FAj/ASnMQD0Z9xgoWW+et3glXzoTBiDBBPmuGFKWF1KVciCmX2q+7Mzx6FqgY1l1kgc/saAR1CQ/vi7z02B8GmpWXFS68c/NWAQw1pzo7g1GkIGxw+caHjNn9efbhDwDoJFbaE5lIHqpbsOmRXSqlVDEuZA03iAepPr1E2rELXaoA0fkSQ16NAoQSZAN8NwwpTgupSlrp932hZYwWaOBfsFihLJIakRD7/orsAHIll2UDTK4cBG2pLoDm7GLYRnDot4sERh+aWhYgsgwrTAmG51HGqpbwO+Yz4gUMtPO+GLQzTn55gofDkFvnFBfQJikIKQxGzMGVYXUpvgoxiYd9/df6JePiFmMviJLhew/mXsndwzdi3FgDZi6600iv3ETrUSjDm7JhOHQPJ4IjG+X3gTi8VtoX5CWsn1GyP59p2hSVzPkWTC6vQxkpu4aC28DdGY+wL+MKUQXUpraR/Lc9X+gZNMLm57CZKgms0q3nwV9ZwrhaA/fFXmfTSK/cSONRqEObP2E6dNLmuXozshXVAiLCtzE9YO6Fm+yi0rrCdPTRoBFVooyW36KJiCpfiPzRIC1Pe/LjzriGgLmVf3fMsXDWhuSxSguvtIFK3OLYduT+eLr3yGkKG2s0H7S8Gmz+xTp2b90ApUaOTV1EhkDrsEmHPlscPAAAgAElEQVRbmp+4dkLN9pHQrrDkJjuecVVo4yW36KCQws5Wo+0jwJHaXOGM7ViYZ3MlDXdoXrP4yjLRhKoWKcF1TbHrHR8/jVJJUkhy6ZUjsWoQKj0A2qlTZRYKT4nacva4eI50cGjm8cBQWe8Xfz2JsMjzM0S1eORnq0XjYeQrzIUwLSpokyrYSjsHEzG5hY3CiWojvX1FzsYArRZYfkFQ4HPv4iurUQZQLVKC61J2HZud1Kk+vfTKNvmbxw8Qywg0UTDWqWOWF0C47HMr8RSy3kMpXhvdQWN4pLCY8zNQtWj8pl426rIKoaCmFHKTWkZoZyjxkltYKJikTpLaoDPO6qSAqxZYfUFMwlV/QFmpmjQjcrBqMRJcL633fjpd0QdBRpGrR3dAy1mmv1n3p1OnV67Qb+chDa2u8wh3/BLs1Ok+ng902Tt5QwGT9eLi/OTkxfHx/SafSkCnBAqLND8RqrXg5mdnPq0GR1hv4qYUdJOCtxPXBTGSWxgolCB34gd8Rmi1wLoAAmb57dmbplcNnODafjJY5TiUh1Pru6QxI/KAR0AJp1eupkFbJ7AbTzOCm2pw7EMuMWCnjicbpNiJ6ls6xDMif3xw4MsHIquzDRQGnp/QdkLnp687Q7Zn4JSCblLodiKXyCjJLRoUQkhBVqp10FV1cU9wbYNWC2zNz4jQBq3akfPjFFSLkeBaLfTSVCdGXkifr2TmxK9SW4g99ummV64+mlVcWH5rrk09iLQsaKfOlfuqX2k7rbiq2d7xinapE75S9WXzV3anTCRsCZ2fYNUy8zfD5mdW9qbrldm7F7AOQaZUrRpkkwK3E7tEahn45BYlCiCjQM98/eww76bElOhZfEBYtUAjARNg+dV969yDhDWJsKohE1yXS3mhVH0eKpcp2anh1NSjfokov06mml653v8OzRWuGsgSmsEB8K3pcQtz6pRL+f6D1UGre6UZG5Jwabcwf1EtHzJfk8cye3BweHz84ERwoYQKw85PrGrA+WnuBE9Q6xBmSkE3KXA70UtkTYzkFgogo0B3ZbuhmNbLqQtTaupQq/Agq1K1zioeUP4Kpxo0wXWbdrg+NJR6ylJv6xXu8FMnSudouIxrM5on0fTKWpi5oFVtPer9jU3UL/DDHVhQp46eBN+tT1pmIgmt7KgA/qz4Fat5V/flX03bw+6dFLwKToQHFYadn/B2hs5PS1a7E1y/bL0y4nUINKWgmxS4ncguWH00+woKTm6hADIKPOb5+jOmUJhy2dpTg5dfj3E8z6TbDFK1QglYguus+dZt176VBmebO3NuJkYecQQ5tXLXpJleuRBmZfmquyAgKdkVyoEFdOroPjSHe94JDPn+8Fnq9Zuc3ZF+tSp8FPMAAyoMOz+hqiHmp6lYt0HV9ixdh1BTCrpJgduJ7AL9+45xEpfcQgFkFPQkPVqdp9+R6QmtFljSxA8EOgLqqNnqWFinfw/JrIdQDZrg2nglYswOfWoQnI0y49fKveveqws9+YefAbPOQpFgemVfqqQA+0xN3dLQZ8M4p45nqOngiJMntdF3uFB/rsqr90Q9sGxP4KEvZ+HCwAnokaoh5mdNz06wvD57dDh+J4BOKegmhW0ntAs6RhATYXILGwWQocnQ+Wih1QIrQJFlhnHcCGEOKxcYrlp3V9VIE1wbS7l5pO6Jwd+AuTOX3am/1eWY/vQkGkguvbJf2Gvc4AgMbYA5dXxD7aqqElMFhQy+CPaEEBux0GOp76KQazhOGHR+QlVDzM8W6E6AnVJQ1aDCoF0QOzmuQgm6FM/xXpDVAitA88wXOh5a9yBUNXCC63bcmUNQ5gM3Z/6psVFlI4SZ6c727tVpA9NKr9wjDFDgATVuMU4d/0p+WX+yt6PuR303NnnejRV16UdIOWCMMOz8hKqGmJ8t0J0AO6WgqsHbCeuCvimFQqEECRMpDwFTLbCi3u8DXcRd4zgivj1MNXiCa9+hQbaUd4Q1c+1yhDA7RypsSkDTK8es2l0PjsCaRBCnTk87m/1vnJWgJ89rYAGyJEpcmmDnZyzVxPOzBboTYKcUVLVY7QR0wemY+TceBZO0muSx6uWBqgVWXGFCG6yQcVCW6hDVsAmuO9XJG8GipdyQoA+AtYAxwtqjOPTQAE2v3CfM480WEGHcCp06PT3QmBosB+0gaUeD/8hwrp8DvRThwrDzM5Zq4vlpENwiA/CUgm5SyHZiu8As8xgBhRN1Gapo3p8iO6RaoEt93RpuHci/9IUb1cZxYGrv8ao1ykATXBt2MWu1Ey3l3UoqP3V+vhndPL1fYj12bTstZH+kR5g4v0iHenAMN0bnn/jKI4U6dXqGWrvAjVvS/YsvoJtzZHasUGHg+YlUDTI/jZGWAa/g4CkVvknFaSeiCwxkBReGooCyTgO/4eoDLe4+AxfX8FP6Aof3RtF3+xG9RAZjVWuAJrg21v3wQ0O7Xlqn6HHCsvI6dffZOfTQAE2v3LNZwo45TQHkoZfKSCFR/qFmv80d8We9Ne8D3RMV0IyrYcKw8xOpGmJ+aktgVbdJWI7YC3pKATapGO2ELJEGUU8NCiUoX91bTo2ELwLqlBZ7D4DFNbxcX5yMK4LS9l3+27i6jVatAZvgug15dNwT46XVEQJv7ef3o4RZqd4X/3WsCn1A0yv3CINs3fnFyYvjJgHuQE+dMW7fAMetP2hBHnbiC2s49Y7m8TTWe0TJ6BBh4AT0SNUA87PJR1Tc+4ot8EcY8zh0SgE3KXQ7EUukSeHMxNRodFEoQcXHPHwnyINo5sFSB9LyN2u5ePPiwzarpuTQoNsZQzepai36Lg5LcH1aD14nEHL8ZqpnwrvflF759tdHW7FN9up0A4Hor4ZKr9wkFbEIjGmwR0bNoNAGe9yiCtZUad6723w70kYt6TfvLe6+73w2lEunoAzjAEmTC8POTw9i1QDz01q8VWEtxZTTgU4p9CYFbCdkiTSUPPzk/QhF5ksUSpDxMeukRwEiakkPfS5ZCdfnL4+dOiXSQ0PBIqysKk61FmyCa93Q4kIb/uTSTnHW3lCLVXTEznzllF8JrG2rKTsUlF65bGhnP3fyJw7FOzIahhgb3HGLOY3rodZRwBhpIw8NdYsMl3xAmoaGi4uiBpmuGi2dUlBh8AT0MNUA89NdvIs014hYEuCUirJJYdqJWSJdJSWluDahUILsj7kQle++7pYRKUU9DdsY8v/7vr+G7OJfjxg31y9/7qQFL3QLCsHAqNaATXBdrnGHXxs7gLiWpOFbaHVxyz5s5PyJe+WWjbUWaM3MqqH7xpJUJkcYvwH6lqfisPrg5KIKbRjyADl/84k7bsNP4+VHM5fy3EjYOsq5Y2l29+nJqzcnX+jvL3srdX1x8vL4Q0/ZaMk+DxWGnZ9Q1RDz01dUEXHvizalhAtHpHailsgCu517aMO4QgnKHzlXIlml8uuXH7oTYe+efGPwLL565UVJ25NvWljV0AmuL8se3VPVQlR5TQNOIMrcS3R9AYFqV77NNOT+DKyZaTR078GzVxcXFy8fdZo9mO7gMEdGVevhSC4t9DReDbW9ytRThWgar8ZGPbn0IHxZ2iNNiTZTqLAldH6CVUPNzxj3PtyUgm1SMdoJXCI9gwNmGF9iX084JUKVDjSVTP7zLz50zbJCl6xtGzgMfiF5/qJbDFisG1o1cIJr4/C710gTWnmrhPFV2FD++PiOVDVt+Xh19siZtAtZHXtkzcxlm07BVi1oW/CNjPHGEO9pXP5cqf1o7TerLn+v2/8chH+2y87iPfaZg2PJ5gAVVoCbn2jVcPOzf6RJ71awKbWEblLodmK7wHuowbwwUAghJmaJ0BLp6pubpUsDhFXTa7XyfgV7zukzUSWhGjbBde5KC0hncvGmaWS95IVluO4OELHXGlYzs6ApXhgoTIcu9o8MmVu35zQuuYV4lvKjQu37or7IQWdxazPdW+2hJ1/Ji/RAhWlg8xOvGmp+VnhGmlgaakrV4DYpbDvBXXDhNBMTcqsAMhzs01yQnvmbxweBjb65v1p5Y7yTvLZ1S0Q1bILr7s4QWiG0op4R0uLH7bfODTthwEjD1MysdXr9DkDYpse94kQG3tO4IJaru5SXQQhV14ruRz3u4o9GuIv1UavcQyUaRBRWAZqfMVSzpUvnp0HnJBgwPzFTypKI26SA7WwBdcEygmoKIMNPc5oL19OwtcSswyGi1S0Z1bAJrq+NrQH0iqqeEfuy28JqZHWKz16Up/2gHkDUzGzJm/sHJITcR9gD/+5pXLR55cYOWMf3eV+jjMHnLh7RzmvxH44trAYzP6OoVhM0Pzu0J8HAnTnClAJuUrB2VqTYBRUKIKOfvIh2B22mpa0lmZ3ZQuuWkmrYBNcraY+Pj5+hnr8u9Yw4uIt9DLSaGJI69paI0JqZXXkXFxEzgQGyAl2fmfuzLPRFj42nrb1ML3bS6JJWM9tdnNLcQhAhAT0U+PzUJ0HEzoyfUshNCtbOhLsg9qEBzvmX8cpwhBLqUiRkDJg8y3p/rrZmSGG8/MUxKqFr6y7etUMDIfNFTa0AIUTC1f2DO6h6OWWB5Uil7YMo3cU8NBCSCmpqBQgh09NTuCsN8t/SikdIIqipFSCETA+y1gMhZHdRUytACJmeSEW0CSE7hoIL1Oy8sIRVYzsnl5ausF5pxaFhdFjlDNu5Y8ISVo3tnFwaVrVWLFxgso2+LZ3Ldk4uLV1hvdKK0jijAyFn2M4dE5awamzn5NKwqrVi4QKTbfRt6Vy2c3Jp6Qrrl3b+4v7ospJzbOduCUtYNbZzcmlY1VqxcIHJNvq2dC7bObm0dIUlrBrbObm0dIUlrNptaachFi4w2Ubfls5lOyeXlq6whFVjOyeXlq6whFW7Le00xMIFJtvo29K5bOfk0tIVlrBqbOfk0tIVlrBqt6Wdhli4wGQbfVs6l+2cXFq6whJWje2cXFq6whJW7ba00xALF5hso29L57Kdk0tLV1jCqrGdk0tLV1jCqt2Wdhpi4QKTbfRt6Vy2c3Jp6QpLWDW2c3Jp6QpLWLXb0k5DLFxgso2+LZ3LdsaSpmoQwgbD/pxcWrrCElaN7XT+0byXjlYsXGCyjeYgnlxausI2SlMO21KN/en8o1kvvuzPyaVtV9iuLB2tWLjAZBvNQTy5tHSFbZDmzvu1f3u27Uxa2I4svuzPyaVtU9juLB2tWLjAZBvNQTy5tHSFrZXWTPVf12yY+zNtZ9LCdmbxZX9OLm17wnZp6WjFwgUm22gO4smlpStsnbTOrLcm/xZUY38ud2rxZX9OLm1rwnZq6WjFwgUm22gO4smlpSusX5p/3q+f+3NsZ9LCdmnxZX9OLm1LwnZs6WjFwgUm22gO4smlpSusV1rvvG/mfmzV2J+7tfiyPyeXth1hu7Z0tGLhApNt9K0fxNNLS1dYj7T+7WrtpjW7diYtbMcW31vfn9NL24aw3Vs6WrFwgck2+pYP4hSkpSvML23DvO/dtObWzpSF7dzie8v7MwVpWxC2g0tHKxYuMNlG3+5BnIS0dIV5pQ2Y+P6pP7N2pixs9xbf292fSUiTClM1G4Xt4tLRioULTLbROziI4wtLWLX47Rww76u5H1O1W92fO7j43ur+TEOaRJhyWCdsF5eOVixcYLKN3rFBvB1hCasWvZ1q+MxXG4VBNUtFWnxhO7j43ur+TEPaeGHKS6+wnVw6WrFwgck2eqcG8baEJaxa7HYOnfieqT+rdqYsbBcX39vcn4lIGytM1VgDrpLhEbabS0crFi4w2Ubv0CDenrCEVYvdzsET373ozqqdCQvbycX3FvdnKtJGCiv/uW/IFUL843YHl45WLFxgso3enUG8RWEJqxa5ncM3LHfLmlM7Uxa2k4vvLe7PVKSNElb+475pX9P9jR1cOlqxcIHJNnpXBvFWhSWsWtx2jpn4ztSfUTtTFrabi+/t7c9kpI0RptaNQtXQ+Y1dXDpasXCByTZ6RwbxdoUlrFrcdo6a+N2L7ozambCwHV18b21/piNtuLDyX64fdZ5xu5NLRysWLjDZRu/EIN62sIRVi9rOcRtWd8uaTztTFraji++t7c90pA0WpjavA6orbGeXjlYsXGCyjd6FQbx1YQmrFrWdIyd+Z8uaTzsTFrari+9t7c+EpA0VpoaMQc+43c2loxULF5hso3dgEG9fWMKqxWynZ7H41V+o7zX/47//L6t/8Ed/2bdlzaadKQvb1cX3tvZnQtKGChs4BJ253/x//sefqpofGr/wM/XnM1w6WrFwgck2egcG8faFJaxazHZ6VovPVHNo+NV/qBaCP/mFf8uaTTsTFmYtvtV3N85tv/q7P1TqW3/8n+a3+N7S/kxJ2kBhniE46NDQ/n8+Vw0/tH76553fn7Sdo8XCBSbb6PkP4gmEJaxazHa6q0Ux/esd62fNSvC92c38dFXrCPMs2Ma57Zc/qHpgfue2W9qfKUkbJkx5huDmU4P1S581K4VxaPj8Bzw0dAQm2+jZD+IphCWsWsx2OsuFtjN+r92w/uUvtL3hW//b3GZ+uqp1hLkrtnFuM8y+szu33dL+TEnaMGHuCFx3avD+1s/U7/2X7r/VBwkeGiyByTZ69oN4CmEJqxaxncpZL35m7E8/q68Nn5lblqnMXNqZsjCnC8xz26oLvvMff/3rX/3tDM9tt7Q/U5I2SJi7CKw9NCjPb1lxUCX/+Bf6b3cPDcr8q4l2QSsWLjDZRs99EE8iLGHVIrbTWS4+V9/6dz+oFoDV5vUHv6jXBOMiMY+Zn65qtjB3yTbObW0XfGauv/NYfG9nfyYlbYgwdwAOOjVYv7Uapz+0/pmOhvrO33UODTNZOlqxcIHJNnrmg3gaYQmrFqOdLdak/uUP1A9/WR8aiv9R/fyzzj3XBqoZSFjCXWALc5Zs89z2eeMitmPKZrH43s7+TEraEGHOANx8anCWjs/N9UEfGv5CfevPftENhJzJ0tGKhQtMttEzH8TTCEtYtRjt9M18PdX/4Be/NHasesp/3r3npj/z01XN+X7Wumqd21qsY9s8umCQsMEtmHk7p5E2QJgzADfgHbefqd/7z8Urn9//sypc91f/pgjc5aGhKzDZRs97EE8kLGHVYrTTN/P13P8vv252LGOfMowOc5n56armfD+zC+xzW83/8W+tQMh5dMFGYU4rNv/jbak2mbCtq6bGnRnMsdf+7Gfq9/+w/Nl3TIsDDw1dgck2et6DeCJhCasWo52+mV/NcR4atiLM3wWdc5umfEHxL40nl/Pogg3CnDYM+efbUW1CYdtWzRp/nhRN/uxunXH7q79of2i+ouChoSsw2UbPehBPJSxh1WK00zPziyXje7/moWFLwrxd0D231R9fqW/9yW4dGtzGb2jKTNs5rbTNwpQdmtBQTve+7G6drluN0G/92f+5+uf/7QeWRcx3aBjU2fh2ysTCBSbb6FkP4qmEJaxajHa2tDO6emud9qFh8B9Ntwuc79d2QffcVn78f/EvCtvvd4wr3KRdgBDWbbjZrIlVm1bYtlVTdmhCww+rJaHme91e8nTfin/8UzP2pv/QsKGz8e2UiYULTHbczXoQTyUsYdUizYhKtLFilNN9yKEhljLrRSuHEGlQ1cYLM2gX1e65reFXq+X7D35hdsHgDzFetejCus3ubkgTqja1sG2r5ht+Deuyu/V04GdWSsh1hwbksSHSEgmXmO64m/UgnkpYwqpFmhGVbGOB+GH9H5sODbF0WdtOZ6Mc8s+3o1qgaGPF7ZzbWoo3bP7sTmBltvDR9M99O06zk0ym2uTCtqya1RNOiqa12d38XWitFJ5Dw7DOhrdTKBYuMNlxN+dBPJmwhFWTCtu8sZpblmGaLPhe75PLWBvW+nY2itkLzqZf2IZqwbKdBddzaDBSNvx6snMbRFinGx3W/lpc1RIQtmXVVMc5ZqVoWp/dzd+Jaw8N7q+AWhtpfsIlpjvu5jyIJxOWsGoSYcqh999V09c9NPQkd4oxOw2d1/3/Bu4vG6VBVQPI7u2CntV4ki4ACfN2pKdbJ1AtprAN83CktKG4y4BL+927KZo2Znfz9N3IQwPI2BBpfsIlznwQTyMtXWEJqzZemH916PmXzbJg8b3ei0aM2Wlo3f//6d1f1vxOdNUgsnu7oGc1nqALUMJ6e3LTRpJuf24UNmwqxlNtPe1n76Zo2pjdrf3F5khhpTsfcmiAnBoizU+4xBkP4umkpSssYdXGCnOXg/61yl416t1pXcGqKLPT0Lvv/zFmg1krDaoaRna74Jp8z1qCP5vcQwQRtqYnO726ddUiCVNetqnaetqP3k3RtPn5VPWDz5so3dW/M/wYnUOD/dfWdbasnYAP1hELFzjXQTyltHSFJazaSGHdpcCc6N5/3fmX7aGhCJ7+k27wdIzJaSo+sD0bW5Zuf3pk93WBtRo3fRBXl6gfbX1X2p26ZdXiCFM1nfG6zVic9TSKOSmaBh8ait/UxVj/7gdm5I3n0DCws2XtRHwxWyxc4DwH8bTS0hU2SFozWRDCBjNKWGch6ExNv6vY/ndGFJ7nmXaUyWmq7v2pd62xWzZMGlQ1nPBOg5ousFZjsw/iqRL1o23uy95xlm5/rhPmn46bfwOq2nrMUWenaBqQqKX6iZEVyngY7FZZ6+n84BZHmp9wifMcxBNLS1fYRmnubNuWamOE2cuAb63y/Ib9r4xDgychXIy5aerelb62QesalvBQ8wjv6wKdDbKzGkdWJfKhYVNf9g20dPuzX5jqHb2bfgeq2no82lUpmoYfGn79eT1O/9hMXOocGoZ2tqydkE9miYULnOEgnlxausI2SPPPt+2oNlxY7yqwZqlyfsN679dNPR9lblrauz/sb8+6VSfhoeaRbrfG6ILm1PAHk53bcMLWj053rG5RtRjC1s7Gtb+EUm0jPQqWKZo2ZXczm/erIoJS/dF/tMQ44ZNDO1vQjBgfDS5xhoN4emnpClsrTdXYU77/r0/TzrWLVO9SFbKSQ/G1c6hy/t9MdKj5pFutMc9t1Wo84bkNJmzMSHPamW5/9gjrrBje9sWOxdnMuhRNG7O7jV06Bnf2+FZE+WhwibMbxClIS1fYOmn+6b/uz0/Szg2LlKG183sjZj6oUX36K+dHgzVzfzXRoeYVP6IL4ioS9dAwtJXuYEu3P/3CBszG/t9DqbYZv5LlGWFzdrdx43Z4ZwtaEeOjwSXObRB7/9GAPzrzdoZLU73Tv1+BSdo5cAY7soZvWXGXM087xy1Km6RBVYMS0E60HvE+2vBx5htt6fanV1jvotFtofcXUaptxq9leWjYnN1t3NIxvLMFrYjx0eASZzaI3X9gkoxqkwnrlbZ29vdpMEU7h05gV5j8N6G47Ry+Js3JB94jX9ZMvB4xDw1DO7Np65ZUwwsbPqViqrYZQ08nRdOA7G5jlo6xX2JcK2J8NLjEmQ3i7v+7SxKqTSisR1r50/WTIbZjcpiwodO359Qw8BdBTeptwW3wgff9AVnfwdWI9dE8TTQqJK02qJofehubbn/6hMn7M/pQ61XUTdE0ILvb8Haa5bB0oM63/vg/oUZ2pI8GlzivQdz5f5pdXf9gctUmFeaXZn+p3mnvKDFBOwfO3kplz18Y8FvbPzQMbZLbrISHWs9fEHUdXItoH83TQmMvMl76+4uwp9ufHmFD5lPTRPdXt3hoMLrFTdE0ILvb8KXD6OzmSdAP7X8U0ogYHw0ucVaDuPP/83bq2t/YgmrTCvNKGz4jYqo2SNjwZar3ejO+mVi67RzTJLdZCQ+13r8wpIXxtUD9hY4wt33FQaHeR4wU2rtxaBgxauOpNgBj3LkpmgZkdxu6dBidbSQf+aH1r4IawUNDHGGqt4c3/U501aYW5pU2cO67Wmy9nZtnbre3fX9jw7xHNWhNG9ZbPk0L5z/+285TxNn4wNf8ic3dtgUlUH+iI8xpnvZItMlHjZoFvg5Ntz9dYWNmo+93t3loMPvFSdE0JLvbsKXD6OzCovGt//UX2qJh184MaUOMjwaXOKdBbP4/1vbtZKpNLswnbejcd9XYejtHrFI9E1Q0OKB02unR5zPPzdRIW+v8eqJDbd3fWD/Ktn1uAwpzG6evsVV/msdBu8lbUA0tbOi64Rm10xwa1qRoGpLdbfPSYXV2W0bFyiMX0uxIHw0ucUaD2Pzx+sHb+2txVUtAmEfa8Lnv6LHtdo5bptZM/ZFmKCidP+MqY1g4DWu2fWrokwZVLRKbF9+taID6K7Ywp2mfq2/9u2bTWF1Ef+i2ufu6L83+dISNn4yxVPPo6Qofs3j4ddu0dNid/VnrlbDsSwHNjvTR4BJnNIjbn24eEf7fi6taCsI80sbNpXiqDRA2cpnqmaD+uR9vFfP++f42GRbO4j//pKit87dqfj7wTX+mp7+2pwBUmIHVoiIJQHvT/Nw0VHebbQBVLZKwzQut28hIqnWk9nzJcQvdGvz/utvZxtNOJ890EOiPdusPDd5O9Xby1lVLQpgrbcgHMz9cNNU2C7NVdd4zDX7g1Ew/ZyKDmrKWzl9yPr9h4WwvK5/3VWVIeKht/EPeebm9Pw8VZmA26Vd/seq39tDwmfq9/1yM0t//s1+4DTeAqhZJmNuBzmtD9Ud/+QurlZFUs2T2fkvfkPPjF+TvZOMHdmfbhwZvHSwZ2I+25KFh4Ljw/uKc2gmTpgZ+sXbAx1JtszBL1SY2uQ5eGvPAaUuzsa8Vxt9yvr9p4WzNmt20M8ovDapaTJpv7qyl2/vrUGEGZm9+VnRbe2j4mfr9Pyz/0XdMi0OskRhTmDNwrVicX/7PVUu+Y9nlVZ80mH7rhpRHZS9Od2zG09mfteaFz3hoSFhY038DhsWWVUtDmCNt4AczPlws1TYLM3U1suQ0cUc1Qx44bWEu9rdCWQuZ9YFtc3ZLn1s04aE25G9N0wkRPpqB0WulXbrpzyKgvsZ8RRHrM8QU1lnIlpcAACAASURBVB24ViyOMTu3EYvTCvSsV2smWw/+obkGb2dbSaR4aEhWWNuBQ8bFVlVLRFhX2vAv5vtuW26nqevPqgwtf1slZJE8cIo3DdfhLALm9+2Ys+2f9687UNVAwgb+tajL4dq/DBXm7c/V3ll0ZNOfRUD9nxUxKv/tB8rs4ln0p7ty2EPUfFr6WTEZq3ZuIRZnaJhM7z9yf2Eo/Z2tk0j9ZfUReGhIVtiAIeEbwNtQLRFhXWnWF/MEBfy6+0xMTXdoMOdomy++sgLKHjhFmoVrcRYB82N3zNkNn3ftJ1HWke1/jngr4ea/ChXm7c/KPOTpz3/8087RNv3+XLdylI1VRoqCnskYR7WlM49MjL+09t/19MV61nR2a/v8/R/w0JCqMLsTN4+NLaqWirCONOuLOVECJZ85l6I4qm0UZur6uRki+Oe/lj5wijQL1+IsAsa37lg4G/6HtcfMY5O5nX/T7M86FM7nbuq6uWMpE2twOGutGYvT2sWq67e7diBVc6ZRB+Nvjfinw/7wus6uk0j9yf/+gy10thwFF5jsouQIWz8cfMNja6olI8yd+s0HcaIEqpHf+d8q7qFhPZ5+rCZryAMnUAOk7Wzb0rVw1hSWzk54Z28LQlo13efYnb/Z9mdTctl3aPilvY/E0gXYTltYdzLasTg/81oaIsXi9K0M3Qkz4F+PVWpDZ/9f/+EHOmXUVjpbjoILjDfu0ML+//buNUuOImnQsNXhtPjBOUIgtADRIA0DWyhQM2ygYOhPEqOqrWjpU1l5i3tGeFqEmbm9z58W2eBu7m7uYYrMjLyYOr0E2Sw0N41NbP3upwT2Wg/B7U7bCuOc1lvEv386RHfNF5yUBlA6zvNoRm5n72qG1gtjI7h2aHbTUU+f5wW9ay9Fu25oXkfWjEWv7Ym87X0WZ/dm4e7xin8+X/8OWS+WIY3e+sG3w1vY95zFbv41ZvNkv0zUG9TPu5Uam5M73RTZKDQ/jXVaa0xZ71MCe82H4PaSft1DaUB7Bff3Rr573wl68ReclAZQOs5TrCO3s//5vvUZ9KFBTUzg8tD0h5ypT0lZNHQ/i/Pn8a3OmzeNf2uVnSfzjn1pnXoD/1FJRDMX+3b01zNdEPUG9fNupcZmJs9gGkUap2Jrzb3T+5TA4c+Nh+Ce9tYqofVOlAHtBXz6EMbN/hMY13zBSWkApaNuDGfodvbhh3tHM/fcUGeOlg/PYjpq61MmriON22F3W/zlc9392UjI/mdx/to/qKH1OIpViob+sTCs2Z3GXjk2NLrYrfsuw09mc0LUG9TPu3UaayfP8BcBbqVb924SmqPG2q0N77fG0Tb01IDe5lONbFo70I8vXuwelfP0/JhrvuCkNIDSYZ/nvaXx8xPd3ysYrRm6S7lwfBbTUVufA8sw/NX906d1141li6Kh91mc089Gzv8szhVRdbN+WKs/pYNgarFPz2O7v5XWXSWFUesS9Qb1826dxlrLN/xFgNYn5B6iPI5X94Qb3/kHp08JPIw8NWCFnT8Y2ZD+UbDbkU8H8RVfcFIaQPGwD6EOFg2/7r/x3j3++o0Mzs7CssFiOqrrs78Q7a/u7z439O65bPDuhO44JzZj77M4j5vy5ufecxpWKhqG0n5kK0wNpyiYicXe7ednv+/fXWw9zfX6QSsT9Qb1826dxprLN/xFgN03YCgaRnf+eeK+O1Zag08NWGHnzw594Cg4fSc8yhecOmSyaPh1f/BMnX6f9T4Rvu16Vtpnfy2aP1h1crphvXIoGxQNvc/inO+jNO+orHF0TCX+0EYYGZJi/+fFblyF3ozH4ICoN6ifd+s01ly9wS8C3LVW77CCm4TmqLHe1u9l/OlTAmNPDdDf+fNjHzoLTh/GCPIFp46BU6/1l5X2RyB7eft56jZDc8FmxrL5oVZfnxPXkVNlK99u8Sb3iuNsDLL/WZz2p5Jb339Wj6L8W/ZaEYwu9vHm582KM6BB1Bt0e/1rN9ZMn6EvAvyzf+x7t2iQ4dZUQ/PU2KWiofEpgbGnBlgWDUMnRKtG2HH+BaeOgXOv+Te24ZpBOg3M/5r6xVjquoBb9Nlbj+YOOvz643/GVlM9kvU+L3EcweQHPtet4C9mfm8fKAcwvdhPf41p/qLp9qk+h6g36Pb6126suXb9LwI8fTDn2btO0RDjh3+2LBqe5ur4KYGRpwa4Lxqcf8Gpa6JouG3N85vBMY2sYtvMddp4PWvtc86KNFdm1UBW/JDlYQiziwb1WJZM9FqT7Waxy4l6g26vf72L18AqHbN398b3D++7H4SM8The3Z0/Y9IOnxIYewjuWpM2K/bzwnZugMb5glNXfxWOY2m8KbrzZvDkmXlmzZqIjdez2j6XXUdWjWO19mWyaBh8e0I9lv48n34opx3Uq7UiGAzCZrHLiXqDbq9/vYtXb43OXwS4/1+79+kpGvpND+X2052a0Yfg2mV+Y5FbX17bFTdxvuDU01uF44w3fu1751w0tP/jxV9Tn4qkugu4RZ9zF2XtBF1znANDHPggZOtHU7RjGZjm0w/ljBYNuiEMR2Gy2OVEvUG3178LRUPniwA7FA39toeS+6leGH3EmWHinxe59eW1w3Okg3zBqWf+qdM/eXRPrBov4CZ9zl2WDcJYsWiY/Grp0+/Ut34CXD2WfgTnH8oZLhrWutXgYbHLiXqDbq9/vSt+L4MbXwQ4phRFQ7ftgeyeLBosM7+xyo2/he9vOYT5glPf3FNnYEjL/ss5gVR3ATfpc/51ZOUo1uuhP8ShX4Ves4LvRdD7oZx2VGtNuI/FLifqDbq9/vWu+J1caX4RYI+iYaDt41x034f0WDQ04z2dS8cPMET5gtOA4kt/P+0n/0sZ6b/ZXH0XcIs+Bw6k4RVZP4q1ehg4chvfNvz+sDvPTxnRD6UXQO+Hch6aX6Xrbx+9OBwsdjlRb9Dt9a93xe8v1OmLAHsUDQNtNyan/SmBgaNgtW23IN5TwIcvr/18iizIF5wGzL/2t4e0pGaYMx11XsBN+pxxIdkoiNW6mCoaHu7/fPH4/7/4ccXrdW+G+z+U89D+LtVaR4KLxS4n6g0Guf4Nr9rpcYGHpBr/yqV2MCEmrbnv+p8SGDgKzC/ESy6Tjrdp19xhdYa0qGaYke6VXsBN+pQLV5LtYliz9UXJpxxJt/uhH8ppfP1+5h4oDcV8scuJeoNxrn9Dq9XKmYGiYa1Ygkxac+P1PiVwfr1dNKwUyuKAL7EOdYn5RUP7P9L9mnqtF3CbPicvJNtFsF4vSyt4fc0eBn8o59Pr5mOsV4tjIJzNF7ucqDeoOWDVxvptDyxX68k/Uz9YpR1LjEn73Ez13qcETi+3Pki0VijLA55mHuoSk2fO2NkzeyoaDVyOYvpfUVdxn+NXkk0DWLX9Bam3gmYPgz+Uc3fxHen1Atp4scuJeoOaI15z+oZXjKLhcuun+eh9SuA4hSt/+nhpwLG/4DRs9MjpHD6d/6Tzr5yebXM08WPwY0FM/hv6qu5z+Eqycffrtj9nL652rW70MPhDOe1PQa4YyGBI2y52OVFvUHPMa05gY73Gfi+FomG49Xn7/rgD1opkQcQzQ7WOdJHhI2fq8Bn41+86Hx5fmPEWB1zdffavJccXtut95Q5mbkZ5WOGKfe5h+Idyejca1i8aWmEdX1hxCRSIeoOag15zBhuLNfZFgM4Rum4sISbtc8CPFsqciANs1Z7JgQ0MqP9vn59tc/jnqR+DH4tg8t/QV3ufw5eVLfteuYeZB8cpiTWdexj8oZz+jYZtioaONRdAg6g3qDnsVefwnENjXwToFw3rhRJk0j4H/Gjh03xcDNRFqMvI6MgGc6D373afbTP9Y/CjAaw1vKx92l1F1u9txl48ZG8jj/U0Un3oh3K6X51YIYLL1px+HaLeoObAV53FRhKNfBGgXTSsHEqMSfsc8aOF+xm5cEiJTVTXdTw8suFm+/9m+9k2l34MfrT7K+IvkKNPm0vIBl1e2Iqn9D3/WbPrYxcjP5Rz2/nqhHIAE4FFqReeiHqDca5/7STq1wz9omHFSKJM2ueQHy2cPKrMrkJN1zbUHs1Qg70ZaD3b5vKPwY/2Xhh6IfqM3WcnXYd3ozT/SbHrY7PDj689fM6hE45a99UQ9QbjXP+ayTn4RYBW0bB2JEEm7dDD+Kafe8HZ1vhRZXA490sGjbJhhtbA28+2mftj8HqBXzVe+gzb5/hWPCVc558Vez60Olw09LLf1xnmhqg3qJl3KyfxVPIOJfOqgUSZtGMPcyZs1SgWGj6rDI7m/iX8yqvv5BW9pTnyzrNt5v4Y/ADFuZk9WvoM2+dQMrbTrfuSYs+HRoeLhvYTpLV7r4eoN6iZd2sn8UjqjqTzqnHEmbTPs6oGgyPvgv6l0+SqN3xiXhvI5FW9P/KHkWfbUDTQ58p9PuXh1CYYeFGv626XrZ+/eNv77gRFwxBRb1Az79ZO4qHMHbZ+HGEm7dzH9HT5224OrnnjE3dtMJPXden1O/hsG4oG+tzg6GjmVS/ThjaGXtfd5psbYOAjDdsvQQSi3qBm3q2exGMn+NCJvnIYcSbt3MvUdK0eQQkXV7x1Zu3Spb3d8/CzbSga6HODm5QTmfXwz0+dn55d91ZDcwO0ngZ86lup65qIeoOaebd+EvfTaOw8XzmKSJPW6Gb04rd+AKWMLnafp6ZMYeIuXdrbXQ8+24aigT7X7rORhUP5efywQefnqfU6n/h17v7nIE1OCf9EvUHNvFs/iaWfRyOH+epRaPWw2WnTvRApXPm2YRTijFxbM7Bm58PPttnwx+DLVXoxzdJnZws06oV9Xh41HpigGNJk0TD4DGmtnmsi6g0Gu/4Zn+SNILS62O606ez4xhmwRe/lbGI0r08vPttmwx+DL1fpxTRLn7090Hws6e5xOd/+/vDw1/Pmoxl1i4Zgv5zjkag3GO3617nsDR/jm8TgsbFZfXVt03c5s6Jh5km1egDD3zh72PAn2spVejFN0mf/rG0+lvT2+KfH6uH8RQbNmJZUDRGOMhOi3mC8699k1bBdBFq9bHvaxCsZjIqGucfVeqFRNNCndZ+9TdB8LGnj96Jaj0zQjGlZ0aDWbVVEvcGA1z8ZLRs2DcBjYwt6jLPHrM7j2WfVOrFRNNDnnD5X1kr21mNJB34vqnEKrxTB9vswPFFvUBQnW7Wxyx0NJ+tm3XtszHGf5YxmaN5Ztd6VeiDFL3ymweOiZklvuz5X1sy39mNJ7/pPZGycwyuFMLELN579MES9QVGcbdXGZvQkRp/pCzpptn2WM4h27lG16nHVj+Fy0bBKINfIkt52fa6smW/tx5Luvgd8/+fXIjcv/9vdEKuFMLELt538OES9wSceG5vVV9eWfXtszHGf5baPdu5JdT4kt4liumhwuaZZ0tuuz5X10u2YhLvbDv/z/f5fuune8FoviNEtuPHkxyHqDWpOt2pjM3tr2rZnj4057rPc9tHOOKY6R9Y2YVwsGlYJ4ypZ0tuuz5Wd86vzWNLHouHZ98d/q/N0pxWjoGZYStQb1Jxv1cYW9Lh1xgSfNIqGGR0uLBpWCa8Xx2TR4HNJs6S3XZ8rO2db57Gkj0XDY7Hw4/uHh78ea4fGb0etHcdgybDx1Eci6g1qTrjF6oXvM/wAVrd5tK0j6v7d7l3b3TNsmi/INz+3n7e/ViD2H624Tpb0jrWl5mrmX/expLui4Yv9ttj9sVW96ocR8JdzvBD1Brn+GfcZfgCr2zra1gm1e+rdk5eHIuHj8Zbss9aTc9eJb1nRsEoIV8qS3rG21GwTjyXdVQrHr1x+aD8ScoUwxsqGSuddk6g3yPXPuM/wA1idQdFwOpOenpq791X3hfYd2bVCCf419SzpHWtLzXbOv/7DQhpPdGr+4uQ60zBcNlQ667pEvUGuf8Z9hh/A6iyLhluRZ/95/FvVb8fPet3t3sd9fOHPtZ6334sl9tfUs6R3rC0121TR0PjFqPWLhs+nnjsVQ4WTrkzUG+T6Z9xn+AGszrBoOD8p93BC3r89/vWq9aHE9eKbXzSsFMCVsqR3rC0121TR8OH8cNLmJ3JXLaD71umrJqLeINc/4z7DD2B1G0crjev0+b3aD6ei4VBFHL6AtvZf9KUZzkTJ4HU5s6R3rC0120D2fWz89sShgD7/ad17XpQMJUS9Qa5/xn2GH8Dqti8aBq7Lx8+O3w7eaVj3VkPkr6lnSe9YW2q+iaLh6a26Hw5fufyqkYxrB1TrXK9E1Bvk+mfcZ/gBrK7/94u19S7Lf//U+BXgm58f//fP56s/0GY6pE7X1os0xiK6LH1uoZ9756Lh6UkNe1/80chG65jRIuoNauZ6ls3KpG1K45q7TPuU3H9h4rvDdyX+PH4Hc+1H507G1OnZeonGiUF8WfrcRC/1GrfY7n89JOezXxrpaB0x2kS9Qc1cz7JZmbRNqV13Z+udkrsf5Tl+wfKv/YManrV+4W/7qJr9Wq/QBIsAs/S5iV7mtd6X+/vfj5vjXz+8b+ajdcRoE/UGNXM9y2Zl0jaleN2dqVM0vHixewbk/mFOp79cNb9xuU3REPJr6hYhZulzG0OJN6bWOQhN1BvUzPUsm5VJ25TiVXem/ml4f3t4mNPj/+4+09B5TsNGRUMrtuML1sszzSLGLH1uZHBDjBYN1tGiS9Qb1Mz1LJuVSduU4hV3poHj8PCAho/Pj5/5Ov9p26Khw3pxLrGIMkufG9kNbHbNINbRokvUG9TM9SyblUmr2cgRuX9kQ+MpeHfr/kjPcGTBSoY86R1lPUrMrRrqnYHQRL1Brn/GfYYfQHWGT8j9k3Lvhp+3v8aP9IwFF6ZeeJIlvUMtylLziwbrSNEn6g1y/TPuM/wAqjN8RE4WDczmmCzpXfWWkjn3GmqegNBEvUGuf8Z9hh9AdRoHZO/diJG3J5jNMVnSu+4tNaNqqHr8oYl6g1z/jPsMP4DqSOu3Jw4/NfHxeeeDkM3n7VM0jMqS3pVvKblQNlQ+/NBEvUGuf8Z9hh9AdRrH4+5BuU8/jf3u+f450rsXbn58v//KZfN5+2IdtVNZ0rv6LTVZNdQ++NBEvUGuf8Z9hh9AfRqn48fjQ6OPtxwaL5y/cclkjsqS3vVvqfGbDfWPPTRRb5Drn3Gf4QdQn+bheCoSDm9TPHz8/vDCs9+50XBZlvTOsKWGy4YMIw9N1Bvk+mfcZ/gBVKh5NN6/2z1D+pufzy/8+eLxhRc/vm8em9YRu5UlvVNsKTnqVAzVDzw0UW+Q659xn+EHUKGhv1CNYy4nZEnvJFtKBllHhSmi3iDXP+M+ww+gRkuqBqZySpb0TrOlKBmiEfUGuf4Z9xl+AFVaVjRYR+tYlvROtaWoFyIR9Qa5/hn3GX4AVZp/q4GZnJQlvZNtqWTDDU3UG+T6Z9xn+AHUaW7VwEROy5LeybZUsuGGJuoNcv0z7jP8ACo1v2iwjtS1LOmdbEslG25oot4g1z/jPsMPoFIy514D83hJlvROtqWSDTc0UW+Q659xn+EHUKsZVQPTeFGW9E62pZINNzRRb5Drn3Gf4QdQLblQNjCLM2RJ72TJkGy4oYl6g1z/jPsMP4CKTVYNzOEcWdI72ZZKNtzQRL1Brn/GfYYfQM3GbzYwhfNkSe9k+ZBsuKGJeoNc/4z7DD+Aug2XDUzgXFnSO1lGJBtuaKLeINc/4z7DD6ByctSpGJi/WbKkd7KUSDbc0ES9Qa5/xn2GH0D1ZJB1VEFkSe9kSZFsuKGJeoNc/4z7DD+ABCgZimVJ72RpkWy4oYl6g1z/jPsMP4AkqBeKZEnvZLmRbLihiXqDXP+M+ww/gDSYtQJZ0jtZciQbbmii3iDXP+M+ww8gDWatQJb0TpYcyYYbmqg3yPXPuM/wA0iDWSuQJb2TJUey4YYm6g1y/TPuM/wA0mDWCmRJ72TJkWy4oYl6g1z/jPsMP4A0mLUCWdI7WXIkG25oot4g1z/jPsMPIA1mrUCW9E6WHMmGG5qoN8j1z7jP8ANIg1krkCW9kyVHsuGGJuoNcv0z7jP8ANJg1gpkSe9kyZFsuKGJeoNc/4z7DD+ANJi1AlnSO1lyJBtuaKLeINc/4z7DDyANZq1AlvROlhzJhhuaqDfI9c+4z/ADSINZK5AlvZMlR7LhhibqDXL9M+4z/ADSYNYKZEnvZMmRbLihiXqDXP+M+ww/gDSYtQJZ0jtZciQbbmii3iDXP+M+ww8gDWatQJb0TpYcyYYbmqg3yPXPuM/wA0iDWSuQJb2TJUey4YYm6g1y/TPuM/wA0mDWCmRJ72TJkWy4oYl6g1z/jPsMP4A0mLUCWdI7WXIkG25oot4g1z/jPsMPIA1mrUCW9E6WHMmGG5qoN8j1z7jP8ANIg1krkCW9kyVHsuGGJuoNcv0z7jP8ANJg1gpkSe9kyZFsuKGJeoNc/4z7DD+ANJi1AlnSO1lyJBtuaKLeINc/4z7DDyANZq1AlvROlhzJhhuaqDfI9c+4z/ADSINZK5AlvZMlR7LhhibqDXL9M+4z/ADSYNYKZEnvZMmRbLihiXqDXP+M+ww/gDSYtQJZ0jtZciQbbmii3iDXP+M+ww8gDWatQJb0TpYcyYYbmqg3yPXPuM/wA0iDWSuQJb2TJUey4YYm6g1y/TPuM/wA0mDWCmRJ72TJkWy4oYl6g1z/jPsMP4A0mLUCWdI7WXIkG25oot4g1z/jPsMPIA1mrUCW9E6WHMmGG5qoN8j1z7jP8ANIg1krkCW9kyVHsuGGJuoNcv0z7jP8ANJg1gpkSe9kyZFsuKGJeoNc/4z7DD+ANJi1AlnSO1lyJBtuaKLeINc/4z7DDyANZq1AlvROlhzJhhuaqDfI9c+4z/ADSINZK5AlvZMlR7LhhibqDXL9M+4z/ADSYNYKZEnvZMmRbLihiXqDXP+M+ww/gDSYtQJZ0jtZciQbbmii3iDXP+M+ww8gDWatQJb0TpYcyYYbmqg3yPXPuM/wA0iDWSuQJb2TJUey4YYm6g1y/TPuM/wA0mDWCmRJ72TJkWy4oYl6g1z/jPsMP4A0mLUCWdI7WXIkG25oot4g1z/jPsMPIA1mrUCW9E6WHMmGG5qoN8j1z7jP8ANIg1krkCW9kyVHsuGGJuoNcv0z7jP8ANJg1gpkSe9kyZFsuKGJeoNc/4z7DD+ANJi1AlnSO1lyJBtuaKLeINc/4z7DDyANZq1AlvROlhzJhhuaqDfI9c+4z/ADSINZK5AlvZMlR7LhhibqDXL9M+4z/ADSYNYKZEnvZMmRbLihiXqDXP+M+ww/gDSYtQJZ0jtZciQbbmii3iDXP+M+ww8gDWatQJb0TpYcyYYbmqg3yPXPuM/wA0iDWSuQJb2TJUey4YYm6g1y/TPuM/wA0mDWCmRJ72TJkWy4oYl6g1z/jPsMP4A0mLUCWdI7WXIkG25oot4g1z/jPsMPIA1mrUCW9E6WHMmGG5qoN8j1z7jP8ANIg1krkCW9kyVHsuGGJuoNcv0z7jP8ANJg1gpkSe9kyZFsuKGJeoNc/4z7DD+ANJi1AlnSO1lyJBtuaKLeINc/4z7DDyANZq1AlvROlhzJhhuaqDfI9c+4z/ADSINZK5AlvZMlR7LhhibqDXL9M+4z/ADSYNYKZEnvZMmRbLihiXqDXP+M+ww/gDSYtQJZ0jtZciQbbmii3iDXP+M+ww8gDWatQJb0TpYcyYYbmqg3yPXPuM/wA0iDWSuQJb2TJUey4YYm6g1y/TPuM/wA0mDWCmRJ72TJkWy4oYl6g1z/jPsMP4A0mLUCWdI7WXIkG25oot4g1z/jPsMPIA1mrUCW9E6WHMmGG5qoN8j1z7jP8ANIg1krkCW9kyVHsuGGJuoNcv0z7jP8ANJg1gpkSe9kyZFsuKGJeoNc/4z7DD+ANJi1AlnSO1lyJBtuaKLeINc/4z7DDyANZq1AlvROlhzJhhuaqDfI9c+4z/ADSINZK5AlvZMlR7LhhibqDXL9M+4z/ADSYNYKZEnvZMmRbLihiXqDXP+M+ww/gDSYtQJZ0jtZciQbbmii3iDXP+M+ww8gDWatQJb0TpYcyYYbmqg3yPXPuM/wA0iDWSuQJb2TJUey4YYm6g1y/TPuM/wA0mDWCmRJ72TJkWy4oYl6g1z/jPsMP4A0mLUCWdI7WXIkG25oot4g1z/jPsMPIA1mrUCW9E6WHMmGG5qoN8j1z7jP8ANIg1krkCW9kyVHsuGGJuoNcv0z7jP8ANJg1gpkSe9kyZFsuKGJeoNc/4z7DD+ANJi1AlnSO1lyJBtuaKLeINc/4z7DDyANZq1AlvROlhzJhhuaqDfI9c+4z/ADSMPrrMmRdSBDsqS33xVYRbLhhibqDXL9W6nPuUe52wGgw+OsSY91RB1Z0tvl5K8n2XBDE/UGKRpW6HPJUe5yABjgb9b6eeYtwjTp7XDq15RsuKGJeoMUDep9LjvKHQ4Ag7zN2im1Ho4clg1Z0tvdxK8r2XBDE/UGKRqU+1x6lLsbAEY4m7VOlrWSzTq2syzp7W3eV5ZsuKGJeoMzFv90GdRoTJu3Phcf5d4GgDGuZm04z/yVDVnS29esry7ZcEMT9QYvLL70XNHYGnz1WXCU+xoAxnmatdE8O+WadYQHWdLbU3JsINlwQxP1BicXv18yTKZKls06XQAsPMpdDQAT/MzaeG3q7mZDlvR2NOVbSDbc0ES9wYnFP1UJncPowtv52iFOc9Rn2VHuaACY5GbWLuSZq5sNWdLbTXJsI9lwQxP1BscXf/gaeLnK0A5xmp8+C49yPwPANC+zNiPR/FQNWdLbS3JsJNlwQxP1BscWf7hkmC4bsmzWwT5Lj3I3A8AFXmZtRp4dcs060s950ttLcmwk2XBDE/UGRxZ/8hI4XWhohzjNTZ+lR7mbAeACJ7M2pzg97lLrWPOkt5Pk2Eqy4YYm6g0OLr5c+GvzSMpk2axDfRYf5V4GgEt8zNrcRHNSNWRJE4ExdgAAIABJREFUbx/JsZlkww1N1Bsc+Utz0QetsmzWgT7Lj3InA8BFPmZtdqL5eIMiS3r7SI7NJBtuaKLe4Mhfmos+aJVlsw4XDYVHuZMB4CIXsza/OvVxqyFLertIju0kG25oot7gcNFQcPEbaWxtPvq84ij3MQBc5mHWliSai6ohS3p7SI4NJRtuaKLe4OBfmgs/aJVls/b6vOYodzEAzOBh1hYlmoc3KLKkt4fk2FCy4YYm6g1e8ZfmwXIjw2YdKhqKj3IXA8AMDmZtWXXq4VZDlvR2kBxbSjbc0ES9waGioejiN9jY+jz0edVR7mEAmMPBrC1MNAe3GrKkt4Pk2FKy4YYm6g0O/KW5+INWWTbrQNFQfpR7GADmsJ+19ua8f/e1yM23v+//6U6aXo1sUZOQM6S3fXJsKtlwQxP1Bq/6S/NAwZFhs3b6nDrKh15oz5uDAWAW+1lrJdrH54cC4eX78aLB/FZDlvS2T45NJRtuaKLeYL9omF8zdI+kLJu1XzSMHuUDL3TmzcEAMIv9rDUz7dPrU4XwFUVDyj4NJRtuaKLeYO/6d8UHrbJs1omioXuU91+gaIjKftaamXYr8uw/Dw/3v4nc/NLalI9l6ldDmWYVcor0tk+OTSUbbmii3uD49W9u1TDa2CYc9Dl5lA+f7RQNAZnPWrOkfyxGv9zfuroTedPckuf/55BpliGnSW/z5NhWsuGGJuoNtha/eSoNvRn/178f/4Vvfm4XDTLS2Dbs+5w8ykfO9sZ/bz8AzGM+a83d+eH0FsSHTtFw277zQNFQbZ+Gkg03NFFvsHv9O582vTfj73/tvNA9k7Js1vFJ6x3lY2c7RUM84sBD3127SPjQ+EDDsT41Z7FQ9fdpKNlwQxP1BluLL1Pvzu/utLdfyF00NFw+yrsv5DtV41t4oVxFL8/+/qm1HXfb9os/KBpS9Gko2XBDE/UGW4svU+/O7+48fPf+6X7D8LvzaTZr70y8eJT3Xsh3qsZ31WVTSTvN9oX9d40bf71POFA01NunoWTDDU3UG2wu/u6PjfOo82b87fG+5520P50tg41txK7PhgtH+cDZnu9Uja/wgqmqnWlP7yDeNN8tbH8KkqKh6j4NJRtuaKLeYHPxZerd+fNxdP+2eQdUKBouHeX9s52iIaArLppqOpn24sXXjy8+O+/G3o0GioZ6+zSUbLihiXqDHQ99hzfjH698r9qvjBxK2iHOGYBFn6Oz1jvK+2c7RUNA86+R6+lvz/tbOd9c6N9ooGiot09DyYYbmqg32NE7k05vxjc+/f+h++3BlAfE1Ky1j/KBF/JNGq42mGm7G3+nGr771YkH869cWmBLrS7ZcEMT9QYnL3/NN+MbtxcaNx1SFg29CC4c5QMv2MZsP2koMfzotUalcNv56sRTpllHvbmc59Cmkg03NFFvcLJoaL4ZT9EwHsKFo3zgBfM6x3rSUGC4Pj1vx8ci/6vO/5lxnZOeQ1tKNtzQRL3B6aKh8WY8RcNECJNH+cAL9jdHrCcNBS5lWvfhkPaZZiLpObSlZMMNTdQbnCwado5vxlM0TIRA0YANNDKt8TWJ8x9vu08UM880E0nPoS0lG25osm7rU+/OTxQNqwZ1OWbr7J06ygfPdiYNRRpl/YfT52ofd+NhZz7u1KHvTlhHvTmKhtUlG25osnLzE+/OjxcN68Z0MWTz7J06yofOdvuj3MGkocQ50x4LhP0TW989Pz1rjY807FE0rC7ZcEOTlZufuNE+8pVL69TxkL0TR/nQ2c6koVCjPj39ntz5q7y9d8TMq1MbFA2rSzbc0GTl5ieKhpGHO1mnjofsnTrKB852+6Pcw6ShRGOHnjLrlFf9z0HmXGWKhtUlG25osnLzE+/OjzxG2jp1XGTv1FHeP9vN58zHpKFAoz59uH+3+2rTNz+fSoTBH6uyjtgARcPqkg03NFm5eZn4oNXgD1aZp46L7J08ynsv2AfsYtJQoplql2RdZIqG1SUbbmiydvsTH7Ta/ZX5Zfensc0zx0f2BjvKfUwaSizLNOtoTVA0rC7ZcEOTtduXiQ9a3Z5e8HOjwUv2xjrKnUwaCsyvT9OuMUXD6pINNzRZvYOJd+d39xievPTz7ryX7I11lDuZNJSYm2p5l5iiYXXJhhuarN6BTLw7//DXv8XZu/NusjfUUe5l0lBifqZZR2qEomF1yYYbmqzfw7Ib7esHNCNe+yg+xzrK3UwaCsicPZp5hSkaVpdsuKHJBl2EenfeT/ZGOsrdTBpKzEi11AtM0bC6ZMMNTTboYnbV4CJt/GRvoKPcz6ShhFzIteTrS9GwumTDDU226GP+jfYtwrnAUfbGOcr9RIIyk6mWfXUpGlaXbLihySadBHp33lf2RjnKXU0aSoxXqCwuRcPqkg03NNmkkzn3Grwkja/sDXKUuwoGZYZzjaWlaNhAsuGGJtv0crlqcJMz3rI3xFHuLBwUkaNOmqVfWYqG1SUbbmiyUTcXygZHKeMolL0IR7m3eFBGBllHZY6iYXXJhhuabNbRVNXgKWEcZq//o9xfRCjjO8+MUDSsLtlwQ5PtehotG3zli69oDrwf5R5jQimnSWaHomF1yYYbmmzZ12DZ4C1bvMVz4vkodxsYirCeLRQNq0s23NBk086OHL877zl7/YbmNzKUYD1bKBpWl2y4ocnG3Q3aNoYLHIZ05Dc0v5GhBOvZQtGwumTDDU0279B3yeA6e/2G5jcylGA9WygaVpdsuKGJSadO64UnfiNzHJrfyFCC9WyhaFhdsuGGJkbd+k0RQivgNzKUYD1bKBpWl2y4oYlRt35ThNAK+I0MJVjPFoqG1SUbbmhi1K3fFCG0An4jQwnWs4WiYXXJhhuaGHXrN0UIrYDfyFCC9WyhaFhdsuGGJkbd+k0RQivgNzKUYD1bSqdDjjbsM6hkww1NjLr1myKEVsBvZCjBeraUTIf0rN9nYMmGG5oYdes3RQitgN/IUIL1bFk+Hf2SoayFJf9FaMmGG5oYdes3RQitgN/IUIL1bFk6Hacq4Yrn5SdbgmTDDU2MuvWbIoRWwG9kKMF6tiycjk7BUPbLfMmWINlwQxOjbv2mCKEV8BsZSrCeLYumY7hkWFw2JFuCZMMNTYy69ZsihFbAb2QowXq2LJmO0ZLhVDbo91mBZMMNTYy69ZsihFbAb2QowXq2zJ+O8dsMS282JFuCZMMNTYy69ZsihFbAb2QowXq2zJ6OCyXDkpsNyZYg2XBDE6Nu/aYIoRXwGxlKsJ4tc6djRs0wu2pItgTJhhuaGHXrN0UIrYDfyFCC9WxZUDRcKhkOZYNen5VINtzQxKhbvylCaAX8RoYSrGfLzOmYc5/heK9Bq89aJBtuaGLUrd8UIbQCfiNDCdazZd50zK0Z5lUNyZYg2XBDE6Nu/aYIoRXwGxlKsJ4ts4uGeTXDrDcoki1BsuGGJkbd+k0RQivgNzKUYD1bZk3H/BsNs241JFuCZMMNTYy69ZsihFbAb2QowXq2zJmOJTXDnKoh2RIkG25oYtSt3xQhtAJ+I0MJ1rNlZtEwv2aY8QZFsiVINtzQxKhbvylCaAX8RoYSrGfLjOlYdqNhxq2GZEuQbLihiVG3flOE0Ar4jQwlWM+WeUXDkprh8q2GZEuQbLihiVG3flOE0Ar4jQwlWM+Wy9MxcKPh/q18NfHCnBYTLUGy4YYmRt36TRFCK+A3MpRgPVtmFQ3dWwl30ikaOi9QNDQlG25oYtSt3xQhtAJ+I0MJ1rOlpGj4IJ2iofsCRUNTsuGGJkbd+k0RQivgNzKUYD1bCoqGT687NULvBYqGpmTDDU2MuvWbIoRWwG9kKMF6tlycDukVDbfSqRF6L8xoMtESJBtuaGLUrd8UIbQCfiNDCdazZU7R0H1z4uZ/P2/WCL0XLt1qSLYEyYYbmhh16zdFCK2A38hQgvVskRlaNcPH5/LqY7NG6L1wuNVwifXIN5NsuKGJUbd+U4TQCviNDCVYz5alRcP9W/nyfbNG6L1A0dCRbLihiVG3flOE0Ar4jQwlWM+WpUXDnXzxx0OzRui9QNHQkWy4oYlRt35ThNAK+I0MJVjPloVFwweRNw/NGqH3AkVDV7LhhiZG3fpNEUIr4DcylGA9W5YVDZ9ePxUH5xqh9wJFQ0+y4YYmRt36TRFCK+A3MpRgPVuWFQ23u/cimjVC7wWKhp5kww1NjLr1myKEVsBvZCjBei7TLBru5OaXh2aN0HvhXDRYx+0HGReHGHXrN0UIrYDfyFCC9VzoXDTsvlz50KwRei+ciwbrqB0h4+IQo279pgihFfAbGUqwngudbzXctd9f+Kr/AjcaBpBxcYhRt35ThNAK+I0MJQKs5+kqbB3IE4qGKzlaS1wgRt36TRFCK+A3MpRwvp7S4yAiioZr+FhGzCFG3fpNEUIr4DcylHC9nv2SwT5Ykd5vY3c/wtB5wT5mVzwsIuYRo279pgihFfAbGUo4Xs9TldD76qJ1WIuLBtOAnXGwhJhJjLr1myKEVsBvZCjhdz07BUOrbrCOa0nRYB2vN/YriLnEqFu/KUJoBfxGhhJe13O4ZHBRNiwvGgyD9cd8/TCbGHXrN0UIrYDfyFDC6XqOlgynssE2tvlFg8vpteQ04zBAjLr1myKEVsBvZCjhcj3HbzO4uNkwHVw/VLNAXXKZcRgkRt36TRFCK+A3MpTwuJ4XSgb7mw3LigazMH3ymHEYJkbd+k0RQivgNzKUcLieM2oG46ph/q0Gd5Nrz2HGYYQYdes3RQitgN/IUMLhes68Ikd4g8Ld3DrgMOMwQoy69ZsihFbAb2Qo4W89Q1yQAxQ2XvnLOIwRo279pgihFfAbGUq4W88Yt/79v4XilruMwygx6tZvihBaAb+RoYS79ZxdM9i/QeH6w5puucs4jBKjbv2mCKEV8BsZSnhbz/k3GuzfoJgM1dvEusHExCFG3fpNEUIr4DcylHC2nktqBuvPGU5WDb6m1RNnGYcJYtSt3xQhtAJ+I0MJZ+u5qGaw/qDh+M0GZ7PqCnMThxh16zdFCK2A38hQwtd6LrvRYH2rwe+PannG7MQhRt36TRFCK+A3MpTwtZ6tK/D9u69Fbr79/fzKPz89F/nXD++93Go4Tp94+/luz5ieOMSoW78pQmgF/EaGEq7Ws3X1/fj8cPl9eSwS7g4v3Pzi5lZDo2xosY3JNSYoDjHq1m+KEFoBv5GhhKv1bNYMn16frsBftWsGkS/+cHOr4fNQ2WAdkWtMURxi1K3fFCG0An4jQwlX69ksGm5Fnv3n4eH+t+Odhd2dh917FX89/u8rT0XDDvXCbMxTHGLUrd8UIbQCfiNDCVfr2SgaPr2WL98fbzC8OVQRXx3ft/jyvbOiwdlEesZExSFG3fpNEUIr4DcylPC0ntIoGj6cbid82BcN5yrisXw4f6rBTfSeJtI1JioOMerWb4oQWgG/kaGEp/WUwe9b3u1LhA/NNyUavETvaSJdY6LiEKNu/aYIoRXwGxlKiC+9muDvnw7vStw1vzTRLhocsV7OAJioOMSoW78pQmgF/EaGEltdTWdqFwT7b1B8937/nsQXf9z/uXtyw8v/UjQExkTFIUbd+k0RQivgNzKU2OpqOlO7aHh6VMPN03Ma7t/Kl//z/f5funlD0RAXExWHGHXrN0VyhKZ8njmeNBRY+yq6UKdoePHi68cXn/3xVDQ8+/74bzXfqDAMdoD1cgbARMUhRt36TZH6Q1vhUHM8aSiw0sWzVP8zC/e3svvaxGPR8Fgs/Pj+4eGv76XxlUuKhmiYqDjEqFu/KVJ7aKsca44nDQVWuHBeY+CTjo/lws0vT0XDF78fX5A3FA1RMVFxiFG3flOk7tBO51jveLWODBgkwz9x+fRly12l8Kr5QiOrrePGEpwgcYhRt35TpOrQOgVDq26wjQwYMVw0fHy+qxEaT3Tav3BKaeuosQgnSBxi1K3fFKk4tOGSQaNscDxpiG44Z/c1wt35PYlm0UAyRsMJEocYdes3ReoNbbRkOJUNVpEB4xpZ26gR9n/8cPq1y+ODpSkaQuIEiUOMuvWbIrWGNn6bQeFmg+NJQ3TS+u2Jw1ckPj5/emPi0+vj+xPnP1E0BMQJEocYdes3RSoN7ULJcOXNBseThugambv74OPTT2O/e356jrTc/HD4yuVXzUy2jhqLcILEIUbd+k2ROkObUTNcUzU4njSE10jdp6dB7u1vOTw9qWHviz+40RAWJ0gcYtSt3xSpM7QZJcM1p63jSUN4zYL3VDUcn+R0/+vhhWf+fhgbs3GCxCFG3fpNkSpDm3Of4Zrj1vGkIb5m9t6/2z1D+pufz0n7978fC4l//dB6HKR1xFiIEyQOMerWb4rUGNrcmqG4anA8aYhvfv5eU/nCECdIHGLUrd8UqTG0BWcuRQP8WVI1kIkRcYLEIUbd+k2RCkNb/8h1PGmoweplL2xxgsQhRt36TZH6Qtvg5q7jSUMNVn+DDbY4QeIQo279pkh9oS2qGcr+puZ40lCFuVUDeRgTJ0gcYtSt3xSpLrRlNxrKjl3Hk4Y6zC8arCNFAU6QOMSoW78pUl1oC2uGonPX8aShDjKn+CUNo+IEiUOMuvWbIrWF1j5rn77lfvPt76cX/vmp+7X3klsNjicNlZhRNZCFYXGCxCFG3fpNkdpCa520p+fpvTw8Cufu8M+nB+yV3WpwPGmohVwoG0jCwFi8OMSoW78pUltozXP20+tjjXD4cZ9TzdCqGiga4NJk1UAKRsYJEocYdes3RWoLrXnM3h5+I/A32f+M8K6IePnf/QvyiqIBzo3fbCADY2P94hCjbv2mSGWhNQ/ZxxrhcD/hTuTN/n8OpcKH5q2Gsl6cThqqMlw2kH/RsYJxiFG3flOkstCaJ+yHZo3w5unOw/HnhO/fNn5ZePmtBseThrqc3k/rVAykX2gsYRxi1K3fFHEf2mIDN3Pv9m9PNNx2ioYS1vODFEi+CrGIcYhRt35TxH1oi/VKhr9/On4Q8uT+beeTkCWs5wdJkHrVYRnjEKNu/aaI+9AWa5cH+29QfPe+/eqH5gchKRrgHllXFdYyDjHq1m+KuA9tsXZ58PSohpuX7aLhsZJovl9R2JH1/CAVkq4iLGYcYtSt3xRxH9q1RcOLF7tnQD77o/Ha/dvWjQaKBgRA0lWExYxDjLr1myLuQ7uyaHgqEm5bD3Pa1QytzzhQNMA/kq4iLGYcYtSt3xRxHFqJwaJhVyac34745/v2U6T5qUBEUNlOzY3FjEOMuvWbIo5DKzL8AL3GBx93H3LofMShpvGjVrXt1NRYzDjEqFu/KeI4tCLDtxoeK4VD0bD7+YlX7f+zqvGjVrXt1NRYzDjEqFu/KeI4tCIXioZfRW5+7PyfVY0ftaptp6bGYsYhRt36TRHHoRVpFA2HX5xo/vGxZnj2e7eiqGr8qFVtOzU1FjMOMerWb4o4Dq2InKuG869SfXy+/yDkXfcjkIeaQayjBi6pbaemxmLGIUbd+k0Rx6GVORcNu69WPv009rvn++9YPtYO/ZqBGw0IobqdmhmLGYcYdes3RRyHVqZxq+HpaZB7T8XCrTS94UYDAqlup2bGYsYhRt36TRHHoRVqfKrhVDU81Qz7n6EYKBqsIwYuq2+nJsZixiFG3fpNEcehFWrcani4f7d7hvQ3P3dvPJyLhtpGj1rVt1MTYzHjEKNu/aaI49BKNauGS6obPGpV4U7Ni8WMQ4y69ZsijkMrtqxosI4WmKPGnZoWixmHGHXrN0Uch1Zs/q2G+saOWtW4U9NiMeMQo279pojj0MrNrRoqHDpqVeVOzYrFjEOMuvWbIo5Du8L8osE6UmCeOndqUixmHGLUrd8UcRzaFWTOvYYqR45a1blTk2Ix4xCjbv2miOPQrjGjaqhz4KhVpTs1JxYzDjHq1m+KOA7tKnKhbKh13KgVGVsRFjMOMerWb4o4Du1Kk1VDtaNGrerdqQmxmHGIUbd+U8RxaNcav9lQ8aBRK5K2IixmHGLUrd8UcRza9YbLhqqHjFqRthVhMeMQo279pojj0BTIUadiqHfEqBV5WxEWMw4x6tZvijgOTYUMso4KWIrMrQiLGYcYdes3RRyHpoSSATUgdyvCYsYhRt36TRHHoSmiXkB0JHBFWMw4xKhbvyniODRVWcaJWpHBFWEx4xCjbv2miOPQVGUZJ2pFBleExYxDjLr1myKOQ1OVZZyoFRlcERYzDjHq1m+KOA5NVZZxolZkcEVYzDjEqFu/KeI4NFVZxolakcEVYTHjEKNu/aaI49BUZRknakUGV4TFjEOMuvWbIo5DU5VlnKgVGVwRFjMOMerWb4o4Dk1VlnGiVmRwRVjMOMSoW78p4jg0VVnGiVqRwRVhMeMQo279pojj0FRlGSdqRQZXhMWMQ4y69ZsijkNTlWWcqBUZXBEWMw4x6tZvijgOTVWWcaJWZHBFWMw4xKhbvyniODRVWcaJWpHBFWEx4xCjbv2miOPQVGUZJ2pFBleExYxDjLr1myKOQ1OVZZyoFRlcERYzDjHq1m+KOA5NVZZxolZkcEVYzDjEqFu/KeI4NFVZxolakcEVYTHjEKNu/aaI49BUZRknakUGV4TFjEOMuvWbIo5DU5VlnKhVigyWI+tAVpZikJUQo279pojj0FRlGSdqVX0GS491ROupfXw1EaNu/aaI49BUZRknalV5BvdLhpqHW/fo6iJG3fpNEcehqcoyTtSq6gw+VQkPR3WXDTWPrTZi1K3fFHEcmqos40Stas7gTsHQqhusY1tFxUOrjhh16zdFHIemKss4Uat6M3i4ZKi6bKh2YBUSo279pojj0FRlGSdqVW0Gj5YMp7LBOkJ91S5mhcSoW78p4jg0VVnGiVpVmsHjtxlqvtlQ56jqJEbd+k0Rx6GpyjJO1KrODL5QMtR6s6HOxayTGHXrN0Uch6YqyzhRqyozeEbNUGXVUOViVkqMuvWbIo5DU5VlnKhVlRk8o2Q4lA3WkeqqcjErJUbd+k0Rx6GpyjJO1KrGDJ5zn+F4r8E6VlU1LmatxKhbvyniODRVWcaJWlWYwXNrhvqqhgoXs1pi1K3fFHEcmqos40StKszg2TVDdW9QVLiY1RKjbv2miOPQVGUZJ2pVXwbPv9FQ3a2G+hazXmLUrd8UcRyaqizjRK2qy+AlNUNtVUN1i1kxMerWb4o4Dk1VlnGiVtVl8KKaobI3KKpbzIqJUbd+U8RxaKqyjBO1qi2Dl91oqOxWQ22LWTMx6tZvijgOTVWWcaJWtWVwq2a4f/e1yM23vx//+dNrOXpV462G2hazZmLUrd8UcRyaqizjRK0qy+DWjYaPzw8Vwsv3+xc+nGqGVtEg1lFrqWwxqyZG3fpNEcehqcoyTtSqsgxu1gyN+wpf7V+5GygaarrVUNliVk2MuvWbIo5DU5VlnKhVZRncLBpuRZ795+Hh/jeRm18Or3zxR80fhaxsMasmRt36TRHHoanKMk7UqrIMbhQNn17Ll++PNxjePH3E4e3xlgNFA4yJUbeKKXK6bafZnE5bnmUZJ2pVVwZLo2j4cHoP4sOhaHgsI14NFg1iHbeSuhazbmLUrVKKSI9Sk1c3416WcaJWdWWwDH7f8u7w9sSH49sUtd5qqGsx6yZG3aqkSL9kUGg1S/ZmGSdqNbz9A+vVBH//dPwg5J188X92X8L81w/vu7caamKdUphDjLpVSJFTpvW2kHloEWQZJ2q1xVVsU+2KYf8Niu/2RcKt/Ovr/b/07BeKBpgSo26vT5F9E0Pv8l3XcJbszTJO1GqzS9lW2kfZ06MabvbPabh/e/63mt+iMAt1JdYphTnEqNtrU2TfwMC7fFeXDVmyN8s4UavNLmVb6RQNL17sbi48+2NfQNz88N/H4uHP59L8GoV1xNqsUwpziFG3V6bI038+VDKcdpJZaFFkGSdqteHFbBv9o+z+Vo5fvjz453XzI5HWEWuzTinMIUbdXpUi+/96rGa48mZDluzNMk7UarNL2VYGjrL7t92vTdx1HglZFeuUwhxi1O01KfL0346XDFfebMiSvVnGCUQwcqZ9kM4DGj4+r/M50ghDjLq99qo+XTNcUzVkuZhmGScQwvCh1qoRBooG66iRjxh1e13RcKlkuKYIz3IxzTJOIIThc22yaGADw4AYdXvdnYCZRUNRB1kuplnGCYTQONeOvzhx+uPd+ZMNjf+PogEWxKjb4ivW3JqhuGrIcjHNMk4gBGn99sThOxO771r+0nnh/KAGNjAMiFG31xQN82qG0i2V5WKaZZxACI2/Du2e5fT009jvDo9laL3QfHdCrKNGPmLUbekVa/6NhtI9leVimmWcQAyNo+3paZB7+zsMH6TzAjcaYEWMui28Yi2pGQqrhiwX0yzjBGJoHm6nquFYInw4vvDt+6uON+BaYtRtedEwv2YoK8WzXEyzjBMIonm63e9+01K++bn7wn+uO92Aq4lRt2VXrGU3Gspq8SwX0yzjBILY4D4qcDUx6ra4aDhvmn9+GqrFb779/bpbDVkuplnGCUSxpGpg98KIGHVbdMVq7am77geDTm8DvrpqZ2W5mGYZJxDGsqLBOlrkJEbdlhYN/ZrhWDU0PnD86pqtleVimmWcQBjzbzWweWFFjLq9tmj49Frk5e4H5n87FAm7bzLf/Pj+6ZvM7d+O3SS0eLKME4hjbtXA3oUZMer22qLh/AOxh4elfTzVCo9/+oqi4aIs4wQCmV80WEeKrMSo25IrVrMKvz09TPX+7dMfGz8zf9t+0OrCbrJcTLOMEwhE5txrYOvCkBh1W1g0DO2g20PRcHpT4kPjJ12Wl+RZLqZZxglEMqNqYOfCkhh1W2hgB92/fXp7ol00vGpvsOVspmVLWcYJhDJ60rVONOsokZcYdatXNBxKhPavyVI0XJRlnEAwk1UD2xbGxKhbtaLh0+v9LYbWj8dSNFyWZZxANGOHHbcZ4IDMNb4YAAAT+0lEQVQYdatVNOy+afnq+IdnPz/+75+75zVQNFyUZZxAPMPHHXsWDohRt0pFw65UOHy/8vxwp389p2i4LMs4gYD6R16eowm+iVG3hTo1wz/fN35e/vjjsS//L0XDDFnGCYSU9WCCd2IdwAK9omF3c+Hl6eflH/7fr8+ffsDqY6dosI7bJ84gwDVKBngk1gEs0Skadj8/8eqhr/OcBuuoneIUAtyjXoA3Yh3AEu1bDb/ufmxioGZ4uG38+AS7bQxHERAAGxW+iHUAS7SKhsea4dnvrbcqzp+IPH3OgaJhFGcREAAbFb6IdQBLSPunsc+lwcPpJyge/3ArfKRhBs4iIAA2KnwR6wCWkHPV0LqdcKwidncedl+ouOb3qtLgLAICYKPCF7EOYJFz0XDb+lDx7nOPn163/pEbDRdwFgEBsFHhi1gHsMjpVkOjQjhVCcenO920agaxjtkrziIgADYqfBHrAJY5Fg3nxz82bi08PafhXz803rVgs43jLAICYKPCF7EOYJnGpxpmYLNN4CwCAmCjwhexDmChJVUDe20KZxEQABsVvoh1AEstKxqso3WMswgIgI0KX8Q6gKXm32pgq03iLAICYKPCF7EOYLG5VQM7bRpnERAAGxW+iHUAy80vGqwjdY2zCAiAjQpfxDqA5WTOvQY22iWcRUAAbFT4ItYBFJhRNbDPLuIsAgJgo8IXsQ6ghFwoG9hmMzBJQABsVPgi1gGUmawa2GRzcBYBAbBR4YtYB1Bo/GYDe2we5gkIgI0KX8Q6gGLDZQM7bC5mCgiAjQpfxDqAcnLUqRjYYLMwVUAAbFT4ItYBXEMGWUcVBJMFBMBGhS9iHcB1KBmKMV1AAGxU+CLWAVyPeqEIcwYEwEaFL2IdgAa2VQEmDQiAjQpfxDoADWyrAkwaEAAbFb6IdQAa2FYFmDQgADYqfBHrADSwrQowaUAAbFT4ItYBaGBbFWDSgADYqPBFrAPQwLYqwKQBAbBR4YtYB6CBbVWASQMCYKPCF7EOQAPbqgCTBgTARoUvYh2ABrZVASYNCICNCl/EOgANbKsCTBoQABsVvoh1ABrYVgWYNCAANip8EesANLCtCjBpQABsVPgi1gFoYFsVYNKAANio8EWsA9DAtirApAEBsFHhi1gHoIFtVYBJAwJgo8IXsQ5AA9uqAJMGBMBGhS9iHYAGtlUBJg0IgI0KX8Q6AA1sqwJMGhAAGxW+iHUAGthWBZg0IAA2KnwR6wA0sK0KMGlAAGxU+CLWAWhgWxVg0oAA2KjwRawD0MC2KsCkAQGwUeGLWAeggW1VgEkDAmCjwhexDkAD26oAkwYEwEaFL2IdgAa2VQEmDQiAjQpfxDoADWyrAkwaEAAbFb6IdQAa2FYFmDQgADYqfBHrADSwrQowaUAAbFT4ItYBaGBbFWDSgADYqPBFrAPQwLYqwKQBAbBR4YtYB6CBbVWASQMCYKPCF7EOQAPbqgCTBgTARoUvYh2ABrZVASYNCICNCl/EOgANbKsCTBoQABsVvoh1ABrYVgWYNCAANip8EesANLCtCjBpQABsVPgi1gFoYFsVYNKAANio8EWsA9DAtirApAEBsFHhi1gHoIFtVYBJAwJgo8IXsQ5AA9uqAJMGBMBGhS9iHYAGtlUBJg0IgI0KX8Q6AA1sqwJMGhAAGxW+iHUAGthWBZg0IAA2KnwR6wA0sK0KMGlAAGxU+CLWAWhgWxVg0oAA2KjwRawD0MC2KsCkAQGwUeGLWAeggW1VgEkDAmCjwhexDkAD26oAkwYEwEaFL2IdgAa2VQEmDQiAjQpfxDoADWyrAkwaEAAbFb6IdQAa2FYFmDQgADYqfBHrADSwrQowaUAAbFT4ItYBaGBbFWDSgADYqPBFrAPQwLYqwKQBAbBR4YtYB6CBbVWASQMCYKPCF7EOQAPbqgCTBgTARoUvYh2ABrZVASYNCICNCl/EOgANbKsCTBoQABsVvoh1ABrYVgWYNCAANip8EesANLCtCjBpQABsVPgi1gFoYFsVYNKAANio8EWsA9DAtirApAEBsFHhi1gHoIFtVYBJAwJgo8IXsQ5AA9uqAJMGBMBGhS9iHYAGtlUBJg0IgI0KX8Q6AA1sqwJMGhAAGxW+iHUAGthWBZg0IAA2KnwR6wA0sK0KMGlAAGxU+CLWAWhgWxVg0oAA2KjwRawD0MC2KsCkAQGwUeGLWAeggW1VgEkDAmCjwhexDkAD26oAkwYEwEaFL2IdgAa2VQEmDQiAjQpfxDoADWyrAkwaEAAbFb6IdQAa2FYFmDQgADYqfBHrADSwrQowaUAAbFT4ItYBaGBbFWDSgADYqPBFrAPQwLYqwKQBAbBR4YtYB6CBbVWASQMCYKPCF7EOQAPbqgCTBgTARoUvYh2ABrZVASYNCICNCl/EOgANbKsCTBoQABsVvoh1ABrYVgWYNCAANip8EesANLCtCjBpQABsVPgi1gFoYFsVYNKAANio8EWsA9DAtirApAEBsFHhi1gHoIFtVYBJAwJgo8IXsQ5AA9uqAJMGBMBGhS9iHYAGtlUBJg0IgI0KX8Q6AA1sqwJMGhAAGxW+iHUAGthWBZg0IAA2KnwR6wA0sK0KMGlAAGxU+CLWAWhgWxVg0oAA2KjwRawD0MC2KsCkAQGwUeGLWAeggW1VgEkDAmCjwhexDkAD26oAkwYEwEaFL2IdgAa2VQEmDQiAjQpfxDoADWyrAkwaEAAbFb6IdQAa2FYFmDQgADYqfBHrADSwrQowaUAAbFT4ItYBaGBbFWDSgADYqPBFrAPQwLYqwKQBAbBR4YtYB6DB67aSI+tAhviNDMAJGxW+iHUAGjxuK+mxjqjDZVAA2tio8EWsA9Dgb1v1SwZvETqcNAA9bFT4ItYBaPC2rU5VwsORw7LBXUAA+tio8EWsA9DgbFt1CoZW3WAd25m3eAAMYKPCF7EOQIOrbTVcMvgrG3xFA2AQGxW+iHUAGjxtq9GS4VQ2WEd44GnSAIxgo8IXsQ5Ag59tNX6bwd3NBkehABjDRoUvYh2ABjfb6kLJ4Opmg5tJAzCOjQpfxDoADV621YyawU/V4GXSAExgo8IXsQ5Ag5dtNaNkOJQN1pF+9jNpACawUeGLWAegwcm2mnOf4XivwTpWN5MGYAobFb6IdQAafGyruTWDk6rBx6QBmMRGhS9iHYAGH9tqds3g4w0KH5MGYBIbFb6IdQAaXGyr+TcafNxqcDFpAKaxUeGLWAegwcO2WlIzuKgaPEwagAvYqPBFrAPQ4GFbLaoZPLxB4WHSAFzARoUvYh2ABgfbatmNBg+3GhxMGoBL2KjwRawD0OBgW7Vqhn9++vrxn7/5+fTC/bv9C+8d3WpwMGkALmGjwhexDkCD/bZq3Wi4k4MvD0XCx+8PLzz7w8+tBvtJA3ARGxW+iHUAGuy31WDNcKwaPr3uvODiVoP9pAG4iI0KX8Q6AA3226pRNOxKhJf/fXi4/+3xxVeHKuLmx8cX/nx+eIGiAcA8bFT4ItYBaLDfVo2i4e5UGXzY31m4fys3v+zfpnguX1E0AJiPjQpfxDoADebbqvmRhlv54vDJhcdqYffHx/85vCvx6XW7aLAM2X7SAFzGRoUvYh2ABvNtJcPftzzUD7eDdxqsbzWYTxqAy9io8EWsA9AgDgzUDMdbDI+1ws3u65d/Pj9WD6dbDeaslw7AJDYqfBHrADRYXnWPBoqGD8dPN+w+Afnk5s0DRQOA+dio8EWsA9BgedU96tcMn16fbiz8tX9Qw7NfHigaACzARoUvYh2ABsur7tHQmxOHGw33v57+rVcUDQAWYKPCF7EOQIPlVfdoqGY4fOrxVp4+09B5TgNFA4CL2KjwRawD0GB51T3q1Az/fH96/OPH58cvYZ7/RNEAYA42KnwR6wCqIN2i4bE8kJeHR0bfiRw//9j4o/lXLgEEQNEAX8Q6gDp0iobdz0+8Ov/D6YuWj7VE8znS1lED8I6iAb6IdQB1aN9q+HX/YxPTRQMHAYCLKBrgi1gHUIdW0fBYMzz7vXXbYejtCQ4CABdRNMAXsQ6gDtL+aezGL2A3P/7YeHIDRQOAGSga4ItYB1AHOVcNjzVCq2Z4+vLlzY/v91+5/KpRM4h11AC8o2iAL2IdQCXORcNt6yuNb/ZlxNH5G5ecAwAuo2iAL2IdQCVOtxo+ve4VDQ8fvz/80/mjDpwDAGagaIAvYh1ALY5FQ+O2wqloeLj/88Xjn1/8eH7bgmMAwAwUDfBFrAOoReNTDTNwDACYg6IBvoh1ANVYUjVwCgCYhaIBvoh1APVYVjRYRwsgAooG+CLWAdRj/q0GDgEA81A0wBexDqAic6sGzgAAM1E0wBexDqAm84sG60gBxEDRAF/EOoCayJx7DRwBAGajaIAvYh1AVWZUDZwAAOajaIAvYh1AXeRC2cABAGAJzgz4ItYB1GayamD7A1iEogG+iHUA1Rm/2cDuB7AQxwZ8EesAKjRcNrD3ASzGwQFfxDqAGslRp2Jg6wNYhpMDvoh1AHWSQdZRAYiGswO+iHUAtaJkAHA9Tg/4ItYB1Ix6AcB1OELgi1gHUDc2PIBrcIbAF7EOoG5seADX4AyBL2IdQN3Y8ACuwRkCX8Q6gLqx4QFcgzMEvoh1AHVjwwO4BmcIfBHrAOrGhgdwDc4Q+CLWAdSNDQ/gGpwh8EWsA6gbGx7ANThD4ItYB1A3NjyAa3CGwBexDqBubHgA1+AMgS9iHUDd2PAArsEZAl/EOoC6seEBXIMzBL6IdQB1Y8MDuAZnCHwR6wDqxoYHcA3OEPgi1gHUjQ0P4BqcIfBFrAOoGxsewDU4Q+CLWAdQNzY8gGtwhsAXsQ6gbmx4ANfgDIEvYh1A3djwAK7BGQJfxDqAurHhAVyDMwS+iHUAdWPDA7gGZwh8EesA6saGB3ANzhD4ItYB1I0ND+AanCHwRawDqBsbHsA1OEPgi1gHUDc2PIBrcIbAF7EOoG5seADX4AyBL2IdQN3Y8ACuwRkCX8Q6gLqx4QFcgzMEvoh1AHVjwwO4BmcIfBHrAOrGhgdwDc4Q+CLWAdSNDQ/gGpwh8EWsA6gbGx7ANThD4ItYB1A3NjyAa3CGwBexDqBubHgA1+AMgS9iHUDd2PAArsEZAl/EOoC6seEBXIMzBL6IdQB1Y8MDuAZnCHwR6wDqxobHFDmyDgRukSDwRawDqBsbHmOkxzoieERuwBexDqBubHgM65cMZAqGkBnwRawDqBsbHkNOVcLDEWUDhpEX8EWsA6gbGx4DOgVDq26wjg3OkBbwRawDqBsbHj3DJQNlAwaRFPBFrAOoGxseXaMlw6lssI4QnnCGwBexDqBubHi0jd9m4GYDhpAR8EWsA6gbGx4tF0oGbjagizMEvoh1AHVjw6NpRs1A1YAWzhD4ItYB1I0Nj6YZJcOhbLCOFF5whsAXsQ6gbmx4NMy5z3C812AdK5zgDIEvYh1A3djwOJtbM1A14IwzBL6IdQB1Y8PjbHbNwBsUOOEMgS9iHUDd2PA4mX+jgVsNOOEMgS9iHUDd2PA4WlIzUDXgiDMEvoh1AHVjw+NoUc3AGxQ44AyBL2IdQN3Y8DhYdqOBWw044AyBL2IdQN3Y8DhYWDNwqwF7nCHwRawDqBsbHnvtGw3//PT14z9/8/P+n+6k6RW3GtDAGQJfxDqAurHhsdeqGU5Vwpfvx4sGbjVghzMEvoh1AHVjw2OvWTQ0ioSnqoGiAeM4Q+CLWAdQNzY89hpFw6fXIi//+/Bw/1uzRHjy8bl8xYca0MQZAl/EOoC6seHxpPmRhrtTqfDh+AbFuZxo/DOpg8+cIfBGrAOoGxseT5rvTtzKF3/s/3T/9vTHw/9z8wvfn0ALZwh8EesA6ibAwcOA21bR8KHzboV1xPDD+iQDjsQ6gLpZHzXwY6BmuH/bfDvi0+v2fQeKBpxYn2TAkVgHUDfrowZ+DBQN7VsLdyJvWv+3dcTww/okA47EOoC6WR818KNfM3x63fwMQ/tTkBQNaLI+yYAjsQ6gbtZHDfwYenNi8kYDRQNOrE8y4EisA6ib9VEDP4ZqhvNDGQZuNFA04MT6JAOOxDoAIAHpFQ3/fN9+SEP3qxMPfOUSgD9iHQCQQbdo+Phc5GXzzsJt56sTT0WDddQA0CbWAQAZdG417H5uonVj4dPr5nsV3GgA4JNYBwBk0C4afhW5+bFVIXzofQySogGAP2IdAJBBq2h4rBme/d6uEDpPkKZoAOCSWAcAZCDS+sWq7hcl2s+GPNYMYh01ALSJdQBACuei4ePzXoHARxoAxCDWAQApnG813La+gP/mWEi86tUMYh0zAHSIdQBADsei4dPrgaKh/zlIagYADol1AEAOx1sNuyc09IqGwR+rso4YALrEOgAgieZnIS+hZgDgklgHAGSxrGiwjhYA+sQ6ACCL+bcauNEAwCexDgBIY27VQM0AwCmxDgDIY37RYB0pAAwR6wCAPGTOvQbhRgMAr8Q6ACCRGVUDNQMAv8Q6ACATuVA2CDUDAMfEOgAgl8mqgZIBgGtiHQCQzPjNBm4zAHBOrAMA0hkuGygZALgn1gEA+Zx+eaJTMVAzAPBNrAMAMpJB1lEBwDSxDgDIiZIBQDxiHQCQF/UCgFjEOgAAABCDWAcAAABiEOsAAABADGIdAAAAiEGsAwAAADGIdQAAACAGsQ4AAADEINYBAACAGMQ6AAAAEINYBwAAAGIQ6wAAAEAMYh0AAACIQawDAAAAMYh1AAAAIAaxDgAAAMQg1gEAAIAYxDoAAAAQg1gHAAAAYhDrAAAAQAxiHQAAAIhBrAMAAAAxiHUAAAAgBrEOAAAAxPD/AS//LS6iX8KqAAAAAElFTkSuQmCC" alt="plot of chunk unnamed-chunk-51" /></p>
<p>Next, let’s envision a scenario in which we hypothesize that the rate of evolution in some trait – say, body length or genome size – was much higher on the single edge leading to the node labeled <em>37</em> than anywhere else in tree tree. I don’t <em>actually</em> have a character that might possess this feature – but it’s easy to simulate such data.</p>
<pre><code class="language-r">sim_tree<-salamanders
ind<-which(sim_tree$edge[,2]==37)
sim_tree$edge.length[ind]<-sim_tree$edge.length[ind]*20
x<-fastBM(sim_tree)
par(mar=c(5.1,4.1,1.1,1.1))
phenogram(salamanders,x,fsize=0.6,ftype="i",las=1,
cex.axis=0.5)
nodelabels(frame="circle",cex=0.5)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-52" /></p>
<p>(In practice, of course, our hypothesis for rate heterogeneity should not be motivated by visualizing a project of the data that might reveal how that heterogeneity is distributed!)</p>
<p>To fit a model in which the edge leading to node <em>37</em> is permitted to evolve with a <strong>different</strong> rate than all the other edges of the tree, we need to paint just that edge with a separate “regime.” This is done most easily using the <em>phytools</em> function <code>paintBranches</code> as follows.</p>
<pre><code class="language-r">regime_tree<-paintBranches(salamanders,edge=37,
state="fast",anc.state="slow")
regime_tree
</code></pre>
<pre><code>##
## Phylogenetic tree with 26 tips and 25 internal nodes.
##
## Tip labels:
## neomexicanus, larselli, vandykei, idahoensis, vehiculum, dunni, ...
##
## The tree includes a mapped, 2-state discrete character
## with states:
## fast, slow
##
## Rooted; includes branch lengths.
</code></pre>
<p>(Here I called the painted regime <code>"fast"</code> and the base regime <code>"slow"</code> – simply because I know that’s the nature of the conditions we generated!)</p>
<p>Let’s verify that we got the regime right.</p>
<pre><code class="language-r">cols<-setNames(c("lightblue","darkred"),c("slow","fast"))
plot(regime_tree,cols,lwd=3,direction="upwards",ftype="i",
split.vertical=TRUE)
nodelabels(frame="circle",cex=0.6)
legend("bottomright",names(cols),lwd=3,col=cols,bty="n")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-54" /></p>
<p>This look good, so let’s fit our model with <code>brownie.lite</code>.</p>
<pre><code class="language-r">brownie.lite(regime_tree,x)
</code></pre>
<pre><code>## ML single-rate model:
## s^2 se a k logL
## value 1.128097 0.3128771 3.409282 2 -100.7862
##
## ML multi-rate model:
## s^2(slow) se(slow) s^2(fast) se(fast) a k logL
## value 0.7394925 0.2091774 33.07437 49.0846 -1.994768 3 -96.65244
##
## P-value (based on X^2): 0.0040362
##
## R thinks it has found the ML solution.
</code></pre>
<p>This tells us that a model in which the branch leading to node <em>37</em> has a different rate than the rest of the tree is much better supported than one in which all the edges evolve under the same value of \(\sigma^2\).</p>
<p>In our case, since this tree of salamanders is quite modest in size, it was easy enough for us to identify the edges of the tree that we hypothesized for the “fast” regime; however, on a larger tree we might take advantage of a function such as <code>findMRCA</code> to identify the index of that node. For example, we can see from our plot that node <em>37</em> is also the common ancestor of the tips labeled <em>fourchensis</em>, <em>glutinosus</em>, and <em>wehrlei</em>. The function <code>findMRCA</code> can help us to identify that node index. For instance:</p>
<pre><code class="language-r">node<-findMRCA(salamanders,c("fourchensis","glutinosus","wehrlei"))
node
</code></pre>
<pre><code>## [1] 37
</code></pre>
<p>Finally, if we had more than branch that we hypothesized had evolved in a different regime, this presents us with no trouble. We just map both of those edges to the derived regime and then proceed with our analysis just as before. For example, if our hypothesis was that node only the edge leading to node <em>37</em> but <strong>also</strong> the node leading to edge <em>32</em> had evolved with a high rate compared to the background, we could create these regimes as follows.</p>
<pre><code class="language-r">regime_tree<-paintBranches(salamanders,edge=c(32,37),
state="fast",anc.state="slow")
cols<-setNames(c("lightblue","darkred"),c("slow","fast"))
plot(regime_tree,cols,lwd=3,direction="upwards",ftype="i",
split.vertical=TRUE)
nodelabels(frame="circle",cex=0.6)
legend("bottomright",names(cols),lwd=3,col=cols,bty="n")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-57" /></p>
<p>Then proceed to fit our model in the same way as before.</p>
<pre><code class="language-r">brownie.lite(regime_tree,x)
</code></pre>
<pre><code>## ML single-rate model:
## s^2 se a k logL
## value 1.128097 0.3128771 3.409282 2 -100.7862
##
## ML multi-rate model:
## s^2(slow) se(slow) s^2(fast) se(fast) a k logL
## value 0.7666674 0.2220412 15.55359 17.3318 -3.144391 3 -97.96764
##
## P-value (based on X^2): 0.0175848
##
## R thinks it has found the ML solution.
</code></pre>
<p>In this case this model <em>too</em> is significant – even though only edge <em>37</em> and <strong>not</strong> edge <em>32</em> was evolved with a higher than background \(\sigma^2\). This is a good reminder that (as in all ‘normal’ statistical methods too) a significant model fit only tells us that our alternative hypothesis better explains our data than the null – not that it’s actually correct!</p>
<p>That’s all folks.</p>
</div>
<div class="include-after">
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-34730180752536451822024-01-29T11:11:00.004-05:002024-01-29T11:14:15.676-05:00How to add a tip below the root node using bind.tip in phytools<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="include-before">
</div>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Today a <em>phytools</em> user <a href="http://blog.phytools.org/2013/02/using-bindtip-or-bindtree-on-tree-with.html?showComment=1706525430253#c4645653244082469773">asks</a> about the function <code>bind.tip</code></p>
<p><em>“What about the case the tip needs binding beyond the root? I.e. where bind.tip creates a trichotomy at the root. I find the documentation mentions this but I cannot find a solution to create an outgroup beyond the root.”</em></p>
<p>I thought this would be an easy matter, but it turns out that <code>bind.tip</code> <em>does not</em> in fact allow users to <em>easily</em> attach a new tip to the tree at a position <em>below</em> the global root of that tree – i.e., on the stem.</p>
<p>First, let’s take a look at the behavior of <code>bind.tip</code> when we attach a new tip to the global root of the tree.</p>
<pre><code class="language-r">library(phytools)
</code></pre>
<pre><code>## Loading required package: ape
</code></pre>
<pre><code>## Loading required package: maps
</code></pre>
<pre><code class="language-r">data("vertebrate.tree")
plotTree(vertebrate.tree,ftype="i")
nodelabels(frame="circle",cex=0.8)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-1" /></p>
<p>This is a tree of <em>vertebrate</em> species, so let’s attach the “outgroup” <a href="https://en.wikipedia.org/wiki/Myxine_glutinosa">*Myxine glutinosa</a> (the Atlantic hagfish) at the root and rename our phylogeny <code>craniata.tree</code>.</p>
<pre><code class="language-r">craniata.tree<-bind.tip(vertebrate.tree,"Myxine_glutinosa",
where=12)
plotTree(ladderize(craniata.tree),ftype="i")
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAACDQAAASwCAMAAAA5C3hBAAAA0lBMVEUAAAAAADoAAGYAOjoAOmYAOpAAZmYAZrY6AAA6OgA6Ojo6OmY6ZmY6ZpA6ZrY6kLY6kNtmAABmADpmOgBmOjpmZjpmZmZmZpBmkGZmkJBmkLZmkNtmtttmtv+QOgCQZjqQZmaQkDqQkGaQkLaQttuQ27aQ2/+2ZgC2Zjq2kDq2kGa2kJC2tma2tpC2ttu229u22/+2/7a2/9u2///bkDrbkGbbtmbbtpDbtrbb25Db27bb29vb2//b/7bb////tmb/25D/27b/29v//7b//9v///8jZiuUAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOzdC3vbRpagYdKSR7IUOfLYyWzUVpSZaELH2V57J2yrV+MxLYf6/39pifupUxcWKYKoIr73edotEkChgBA4B4VCYfIIAAAQYTJ0BQAAQB5IGgAAQBSSBgAAEIWkAQAARCFpAAAAUUgaAABAFJIGAAAQhaQBAABEIWkAAABRSBoAAEAUkgYAABCFpAEAAEQhaQAAAFFIGgAAQBSSBgAAEIWkAQAARCFpAAAAUUgaAABAFJIGAAAQhaQBAABEIWkAAABRSBoAAEAUkgYAABCFpAEAAEQhaQAAAFFIGgAAQBSSBgAAEIWkAQAARCFpAICE/fVqUjhxTft6Wk673q7kxWrRZ38+pW7xippOf4ua9eGq+WufFUQkkgYASFidGLiShuXP5aTIYGyZr5Z9/uVJlYsWHf+X708vm7/3WUFEImkAgIQtysTAGTwDkyKUKYezAaMHs8h6PrzuGk72WkFEImkAgITNqszAcZleNzRsG1fL+x6X6+fbhdj4b9zF2GcFEYukAQDSVYbbM+c9iKL1fnqaRVwt439E1wt6MSSPpAEA0lWE2+kPrpBbBuL/dbp1l4Z9iu0HSS+G5JE0AEC6inD77H+72umL+xYnv+dxZT6Pa0Eom1UyaDgZM5IGAEhXGW5dSUOZTfzfV3lcmUf2g4y9i4HhkDQAQLrKcPv/Tu1uhMWEy0UezxfEtiBsMJoDBkLSAADJqh47KIKpulCvugzOdntl/nDzYhW1Lz7q7++K7ydHF7frCvj2vpjx7K1qVNhZP0hPBZd3PxTrnZ7fWq0ZD7+cFU+YHH1n1X35x5tyobOfrO2FH0kDACSrCrfFv2Ywra7dy16SxZW5HW3LGZ5/KYdyuDS/rT6Lbgaz6ruHm0ntpVHS+9Pm+8lxMG3oCigq1Vauql7TgiD/bqt00o58OWnHuIyv4LtuwenfzBq99k1a3nRTJsekDdFIGgAgWVWILQKr2WxfRdQ2V7Db9evYXIbkLp2YdeM6dN0M6tI/dbmBvJXwVcTd8E0GWcAq7IvmEdkPUveJbEZjWIiFy02JrqBcrdkioyadfPFNmb71bxYMJA0AkKwqxFpJQx1p500KYLX/l18Uk4ymhkUXVUU3g6odY24E0XZlCzO6BrIGo4BVCaK/xaz7s24B6RZrWh7k4sX0rSvY9fEwGi+MSdZCdL+MRdIAAMmqL7d134VqPIMurlo9DdvrednUUAbR+u/yUrsqsgjbz39f/XP+4UvTot+UVV2RT68+r/6+vzHDtalqKSjvX9wXRTz/dyPoNyVawzw2NZ2p4B5ZwSr8Ty8+FOt9Y6Y1ZZHHxZTl3RtZ92qrjm+LrfpW3X3J4RmUJJA0AECqmhv+84ndIn8t46q4li+I0Nw1NVQdGurcQ3QtKAo/6m7st40Uzd+T75uA+sm8kpfKurSt/E2rwLWsblcdmf+Imhs9Mzap4POmT0JZwaYIOV9dpZNur3Z3JKqPPLQRh6QBAFLVhNu5GaxnXSoh4qq4WJ51sbO7HzCXl+Gqm6G84S8GVZipED/3hVcjIWnW1axA9n30dWmwNmKDCoq+CnIbVUePbimduMikBmuQNABAqppwuzByguZbETzNGYwo2ITIhdFM0F3g1xfrZsZRfSzLkfcSvM9OGgmJLlQmA3qYJ1FV8x5LVAUXaorRuqCe0+jaMVSzDEnDJnaeNEwAAFtSJ9Tmcrsc/rG5Pm+CqwyQxgxmZK6bGsq52y/FBX51Y6ELruKNlPZAjjreyuKMOcVzGvIVl94uDY8qI4mqoHo2RJVXLhfzNCVjSm2ApAEAkmGeT9vwaAzU0Fwyy3YAMSiC1fxeXXHPJjIyqm6GViPBpZqp4UkarJ4KslSZKFhFirzEiN3xFTQf5xDNC/XDEy/XdnHUQ0cggKQBAJJhnk/b8ChzgvaCXMa6Mr24Fn+LyF5+PppM7ESi/NPMJmS4drxz0vMSCftrsQKZKER3aYiuoBpBUmYedXfM6VUwbVje2+0V8CJpAIBkmOfTNjzKnKCNraK3YztoYjODceHcjJskrsm7AK1TDPW0poOdNFg3HYwnIeRDEYEuDWYrRnQFVbuHTBraDXCkDd/++fdffvzx7OzMu1FwImkAgGSY59PucrvLCdqoaA6T1D1fYUfwOnjqxgfP7G1ct8ZGqtm3Jxz3MUTPTJEomE9BPhoJhdEPMr6CarAp41ZDN8C0OeTj8p01uFMGr/1KA0kDACTDPJ924bbLCdrrcTMAL4xZVWN72dTguSvgexeEObCzZMdXx4umupElZHtAqEuD0S0juoK6L4Kqyn07CLboEfnJShl4eCJaT0nDrksFgNER4bZNGrrHJMzOh+33js6BVUuD5yFD3XGhm+RLGuyBpO3OD+J+iu624E4AVLiPrqDuizDT3901aUO7Xjke9fTsu1/veHhiAyQNAJAmdbnddmSovjIDcHud7uiqODOD5qMRbvXzEN3lu6MfpIc9p+haIHsZhLo0GANYbVtB69UWj13aIJ/EnEzOf/3w2VoX1iJpAIA0qcjbPGYpugp0sa55p5Wje0FzZX1iflUV4+8x8KSkQdwj0SMx6D6NMqG4lBO2qaCjneWxTRvEYNryOUzPEyFwImkAgDSpcFv8OTdb/dXQ0teuBwrauwxdU4OYSw9spG6JxCcNxrW6rIYaiUFmNLJdQD4gsn0FPeNcVz0iy3nLOsg95HoGA14kDQCQJruXYPF/sk+heojy0tE3sJzv2X8ZkVHd97C6SHadCeKa7a21ilGldbcFfZfEOablthVsR6a0XvvZDvZg1dXdOAEPkgYASJIMfPXdh3kX8PQgjMXnE/uquQyj1ZLmcIti5CR5tS5iqp2A+NIIHXerbgOiRcQ9tFN1p+CyW3FbkW0rOGsKtHZEO6/VPKFfyoUgkgYASJLxLoby7kPxzaX4Qo+TeOK+T1AsY7TKd1fv/pGTHD0QvNfk6h0Qf72euCO7SgBm8qaJpx9kqIJWfbpHS60OkW0aopOGxWTivKMBN5IGAEiScSFddmaYd6HZiopFiD+yonr33qiZM3jr11YaMVrlJQ+vvPcr5hNRm7vq8QTxikvrLd3dQsZYkcYrLtdXsPxbVLBq4LjsNly91Ltc1dy1DA9PRCNpAIAkGc0GxYfvf1ZvgbT68+n4J4K5aGoQgVe38BvPKlQX7s2gSJ9OVRx+VItNjt6u1nT/pqqHox+k8cDHw6oSL1QC4OgHuXEFxbvC9Qu62oEuusylHueJpCEaSQMAJMkYoKAIgmfqrr+jUcGM6kbk7NoNAn0JjWcVqjykfHHDt/cvJhO9Rr2mlmjxMHokljnM8YfVX/c3dRIkX9PZbt2mFfy8+rN+rLKZtx4D+/xD0SuyXFu9WLXM8a3YKJ643ABJAwCkyBygoGpG7y6d59Zl/9wKf1+NtgHzYlt0M/T0GHhsI2/H/5CBHGbx+V33aKXxlOVXY/zmS+vdnc0GRFfQLLBIBtpJ9niWb50TXsY/JIJHkgYASJM5qEEVVLvwaQ2XbPfoqxa5NBZp+wJWywZGTurq0DLf+qTcNbNOr76oV1yqVKctTD5l2b6R8vIJFZxcyB6OKqFoS3knvlzVwvUGC3iRNABAiswBCv4yeyE6hkvWoxZVYVgH2GKGLvDq0ZasGL28ERH542PI8q7ozXBU3MwQkV1dx89lYdZTlpO6NptUUKQAx7dGhb7J7EC8r+rxH2068fKLcwxN+JE0AMAh8AyG+FTf3p8VBZ9fxd/2D42x+HCzitFHrvxj+e5FsZ5wZuJa2x9virB/9pO95GrSi6ryn43vq84MR+pbxCBpAIADYF2DD4dr9wNG0gAAB2DA/nx6vCS7vwUOBkkDAORvyKt7la9Yr4TCASFpAIDsGcMc7Jv5+OfDax5HOGAkDQCQs//+MnSgrh58ePnfj+04Sol0rsDukTQAQM5mzfODw3U9bKvQYITFg0XSAAAZa0dFeplAHcgZDh5JAwBkrAnYg94QWP4uhl8MDhyJzJE0AEDGlsVoSdM1ozXuoRp3PxSDQE2OLm7Xz4x8kTQAAIAoJA0AACAKSQMAAIhC0gAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAopA0AACAKCQNAAAgCkkDAACIQtIAAACikDQAAIAoJA0AACAKSQMAAIhC0gAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAopA0AACAKCQNAAAgCkkDAACIQtIAAACikDQAAIAoJA0AACAKSQMAAIhC0gAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAopA0AACAKCQNAAAgCkkDAACIQtIAAACikDQAAIAoJA0AACAKSQMAAIhC0gAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAopA0AACAKCQNAAAgCkkDAACIQtIAAACikDQAAIAoJA0AACAKSQMAAIhC0gAAAKKQNAAAgCgkDQCQgeXdD2fF2fXo/Orz0HXBeJE0AEDyHt5MhOPbHlax/HlV8mUPBQctVit99ue+17q9ne2l3Da8QdIAAIl7uJkoF192vpKvp6tyr3de7Bqz1Uqf735jerOzvTTPbMMbJA0AkLYyUCnHO79ILS59p7/tutQ1hmneeIJd7aVyw0+eXs7ekTQAQNI+Na0L/6fozPDt/Yvy086vUudDtJf/9WqI5o0n2NVeKjc8p2ypQdIAAClblCfV6VWbJCx/L7/Z9WXqbIhL30GaN55ikL2UEpIGAEhYlTMcf5TflW0PO461w1z6DtK88QTZNhDsDEkDAKSrjFLWvYjZ7psahusHmdOF+zB7KSUkDQCQrjI9sK7Fy1Rit1fo9IOMkd3tlJ0jaQCAZC08NyJmOw9egzwCmN2Fe64PSu4OSQMApKq8EnddipfJhIi2yz/eFA9VTM9++mjPvHL3ejI5ettEu7sfipmPLj6oNZU3Cu5uVpF8eqHL2WgNy2oN0/NbO8BWj3+c3zabIXOf0HKlh5sXrsrputjbt/k29L+XohZ7+KUaCPS7Pgb02gJJAwCkauF7uPKvf/3u12406aUc/En2mSyD3PXjw+tJ12KxfH/qmLfp4Xf3upn2Uq5vszW86+ad/s2seDdOVVGKeeHuX25WVa5b+OWjl3v7EttLRgdQ72KPzRLOXTkMkgYASFTV0LC2+V4N/jR9a0x59ufDq2pCeYksw5C4zK9uFMiwLRs4NlqDmtnIeT6JaaugafSD9C9X7IdVTeXC3o4Qnu1LbC/JgTD9i+lJJwncGCFpAIBElTFjbX/HhTVgZJtmFC0Vz//nlfhajy7ZlF6+CuG/fnYH3I3WYM0sno74ZEyolrv0raRbrrjAf/bn3F05xy5zbF9ae0l2AA0s9tcrNSWBB01IGgAgUWWYXPdwQRXgjm+r4SLLD+1FelHA96sAdfzh8fHu3740Mx8VL8qsG+DrOFRc+h4Xl9cXRXeC6kL7cps1VDFwWvYEuK9es9VuQT3mRHF3/r5Yw3eiH+S65Z4XQ1qdf7Aq59oZju1Lay+JDqChxcpHZ4plHpd3b8wMZTAkDQCQqJhnJMqL1q5Ju/rYLFMUcCYCbHW/42UdlB66BzeX9dXz8/qOenmNWwevjdZQjyvR3Jgvmxaa6/RqWjNr3XBQTwwtV8561N3uL+d1XnSHty+dvdR1AA0tZm7nfOLb6r0iaQCANEWNxqCfo5BPMdbN291FuWq66Ja15hQ33TdaQzXsVHfvXa5x5pi1WUlouXrObqr31Zje7UtsL3X9IEOLFX+LnDGNF4KSNABAmsoAsu7aUo+pqKOO7hsg4043KLKeU0aoTdZgPe4hrpYXahVy2dBy9qiYvvDp37609pKYObSYeiB1EZFC9q+npAEAsDnjdFoGkE3HS5SXp2UoFnGmvISWozu0ww7M1ZyhNzcH1lAuZga29qLamiYGoQgtV+8HET29lfNv3wbb0P9eCr3BQi5Wbrf5CObwSBoAIBnG6bSMNZsmDfLyVLWzlzHO3cBd3gAQgTL0YqbAGhxpTju3Pa3rshFazt4PvsoFtm+Dbeh/L4UGwpSL1Xc1Xg5+S0IiaQCAZBinU32/O8LyXlyzm53xQrHKutIPzBpag+Olle2l83yie3XO2rlDy9n9QX2Vix6UeuC95H+DhbFY21dUvBZ9eCQNAJAM43Sq28m9vv3z77/8+OPZ2VldSn2drJ8ysMN2w3oeQd8/j1uDq7m+Cf6OaW2PgNByjqm+92n7t2+Dbeh/L1lvsPAs1j2tkVLaQNIAAMkwTqdxScPynTU6kBybQCzv735vtWkYs0avwdVc31xVl9PMjWk7AYaWc0z1bUfo8YKE9pKZBfkXe5QDa8txIgdF0gAAyTBOp1FJwycr5vh63we67elrd2PW+DW4mt2bq3F7Wv1ChjXLOd5q5dmOULfElPaSkQUFFivdt+NZJ9IjkkcuASBN3j4Nf/3r+VX97kU5tvL07Ltf70Tve3XN7LjWb+iraznrBmtwPRTYdFywpxUrqQoKLWe/jtrXkyCwfUntJbkBocVq7cuxEhgO8pGkAQBS5X16ohvxoH5JwvmvHz53k2T/Oz0ugr+Hn1yRuDbeZA06vDezFN/Z06q3OK1bzh7KwNeN0L99ae0lMS20WKdJG4YfpOGRpAEAUuUb3Kl7+aU54HFBXNXqa+av9lWsXJEMlF1D/EZrcAT/9mFKe1r3TWi5+C4N3u1LbC91mxtcTKrThk0fv+0DSQMApMkx5FGpGz7RSivkVa0Of/5waF27dxf3G63BEfzbZxGsaeLCPbSctRJvpwPv9iW2l7ppwcUMVY/I4QeRJmkAgGTpwYQqXUODHcfkKEm6354VDttYrecUF/cbrcF+FrIbktmaJnpshJazWuy9nQ6825fYXuqWCyxm3QuJeXnZPpA0AECirDcylObdt9YlukwzQv322s/r3syw0Rrs3gbdO6qcjxCIIR99y0WsZN32JbaXurQksJizIwRJAwDAS7ydoVNmEnX40FFHTrOuVV3dFssrYKvXgLi432gN1mjQ4qULetqsmxRcLnpoJ//2JbaXuuUCi1mDWftvm+wXSQMApKqMImbW8El+pUYvrDrjy0hsNON3TzG2ZV865xTXxhutwTkic11X9Z7v6lnDk8jlol5C5d2+xPZSt1xoMX1rypsr7RlJAwCkqh5HuOtf/3Ajg20VZtrr0XqgoDq02O3Zxt0O8cbG0OhJW6zh2Udj7mbhmfiw/H1ipEOB5UIjIym+7UtrL4nl1i0mlot6Tfo+kDQAQLLqFx1OLz58KV5nVKUMkxPz5QTHt6vP396/qCbKq1/z0rSZe/VX/Qyf+468vLjfZg3Tq8/dKtoZquvodu1TeQEeWG5tR8X125fWXhLLhRar/8ufi//wKdydIGkAgIQ9vJpYxHX2wpzyUkQo3W/vsR1LSBVkNfgbcflpa5gcd+FSjn44mf7nK+tC2rmcXkmomd69fYntJblcYDE9bSWJ10+QNABAwto3Hbbh9FZOfiemTN+GXvNUMOJh8w4ka04zLj9hDZPJhbg0X85EQb8VM4oLd99y0UM7+bcvsb1kLOddbGXhSYGGRdIAAElrXz5QRRYVMP/Rhpai50PX6849HPJDV9Z504Ug1MNv8zUsRRw085u2J8MqJ/hYxseT9cvplQS6NPi2L7G9ZC7nW6zwTaYUibyviqQBAFL37f2bIppMz35yRI7qbvjR1ee4su5vitmdJflXv9Ealn+UtXWtoixpevFh0+U24Nm+5PZS1GKrXVJMnZ5vWmp/SBoAAEAUkgYAABCFpAEAAEQhaQAAAFFIGgAAQBSSBgAAEIWkAQAARCFpAAAAUUgaAABAFJIGAAAQhaQBAABEIWkAAABRSBoAAEAUkgYAABCFpAEAAEQhaQAAAFFIGgAAQBSSBgAAEIWkAQAARCFpAAAAUUgaAABAFJIGAAAQhaQBAABEIWkAAABRSBoAAEAUkgYAABCFpAEAAEQhaQAAAFFIGgAAQBSSBgAAEIWkAQAARCFpAAAAUUgaAABAFJIGAAAQhaQBAABEIWkAAABRSBoAAEAUkgYAABCFpAEAAEQhaQAAAFFIGgAAQBSSBgAAEIWkAQAARCFpAAAAUUgaAABAFJIGAAAQhaQBAABEIWkAAABRSBoAAEAUkgYAABCFpAEAAEQhaQAAAFFIGgAAQBSSBgAAEIWkAQAARCFpAAAAUUgaAABAFJIGAAAQhaQBAABEIWkAAABRSBoAAEAUkgYAABCFpAEAMrC8++GsOLsenV99HrouGC+SBgBI3sObiXB8O3R9GotVbZ79OXQtNvVwNXQN8kXSAACJe7iZKBdfhq5TZb6qy/NE6hJr+f70cug65IukAQDS9vVU5wyTyXESl/fLn1dVORm6Fpt5eD2ZXA9diXyRNABA0j41rQv/p+jM8O39i/JTEtf3f71a1SSvy/YiA5v+NnQt8kXSAAApW5Qn1elVmyQsfy+/yewCPxV59sJIB0kDACSsyhmOP8rvyrYHLpe3kmMvjJSQNABAusobAFaUm9HUsKWyF0ZeN1TSQtIAAOkq0wOrOb1MJWhk30K55+gHuT2SBgBI1sJzI2LG/Ynt0A/yiUgaACBVZWO6qzW9TCbEBfPyjzfFQxXTs58+2jOv3L2eTI7eflk788Mv1bCT3+nho7wT4sQuvm47QqK2caN+kE/c6INE0gAAqVr4Hq7861+/+7UbTXopB3+SfSbLpOO6HJqgbZrwzvzYzFfN/Lf1E+ZdBF6opg9jBAdvuYq/aoHi47ex6h9Su95ZrceFpAEAElU1NKy9A68Gf5q+NaY8+/OhDpYn4Zn1pJMv6yYUN0nqlEbkDyU5goO33OjtCBUfv40L+d1vu6r1yJA0AECiyri1tjF9YQ0Y2aYZRZh8/j+vxNeBmY0L8TYAByaIJxHKP2WTiLiG95Ybvx2h4uO3cS6+KQvbRa3HhqQBABJVRrl1zwdWV8THt9VwkacTGQeLAr5fRcbjD4+Pd//2JTxz+aBGMefj8q58P1bTcO+bUBZWxWNraEhxDe8tN347QsXHb+NMpwA7qPXokDQAQKJinpEor5a7lvzqY7NMUcCZiIuhmcsI2l5Oz7uLa+8Edblv3EeZrV98g+0IFL/RNqp+kE+v9fiQNABAmqJGY9CBT1z+N03sl1Ezq4cRu/4K3gnqcj/Q58C5ePx2hIrfaBvVeJBPr/X4kDQAQJrKcLfu+nam5tF5gDE1NLN6kqC7JvdOUJf7MqiKgr2Lx29HqPiNtlGNB/n0Wo9PzknDBAAOi3GOK2PYpkMey0vk8qI7FOvkzOXajh3DI/gm6Mt9T+cAb7nx2xEqfqNtNMeD7KHWh4+kAQCSYZzjyni4adIgL5HXdqSUM9ft/C+tRnjfBH25rzsH1Nfw3nLjtyNU/EbbaN506KHWh4+kAQCSYZzjrH566y3viwb4+mrZ7AO4Zub2iUTxEu7wBBGNQ+Md+MuN3Y5Q8ZttY3SXhu1qPQYkDQCQDOMcV8atmKTh2z///suPP56dndWlyKtlq0+EZ+ZmKKmJHSg9E0QEDnQOCJQbux2h4jfbRrO/w45qPS4kDQCQDOMcF5c0LN9ZYxnVcdFqfg/NXE5svpODMfomiCGXrcht9hv0lhtZtVDxG22j2Q9yJ7UeHZIGAEiGcY6LSho+WRHS9zxEeObSffu6BdUH0DFBPZ/o6xwQLjeqaqHiN9rGospxXRpiaz0++ScNe1kVAOydt0/DX/96fvWh+lMOjTw9++7XO9HVzxpcIDRz7a4JlLqfgDVBxNy5mt9479OaciOqFip+o200mxJ2UOsRImkAgDR5n54oJ8hXM53/+uFzN0n2g7RGLPDM3GkC5boJYuFg54C15a6tWqD4zbZxPonu0hBV6zEiaQCANPkGd+pefln9JZ8L1E8NXuvFPDNLdaC00xVjQtcP0uocoK/h15UbsR2e4jfbxtkk1KVh41qPEkkDAKRpaTwR2SkbGspAaKUV8spbjYQcntlc8bvJxJlOiAliYX2Jbr08cm25a7fDV/xG21j+fW3M+qRajxJJAwAkajaZODo1dA0NdjdAOYikHoYgMLMaXrl7VZZ3guwHqQvu7p74FzcFt8Nf/EbbWP1tvq3qabUeJZIGAEhU16Qgzbtv53q6TDP0zYfAzFabQxNRvRPkNb6K3FVScxks17FJ3u3wF7/RNlYr9w7ttEWtR4mkAQASZcTHRplJiHAtY6ScZl0vB2a2muablMA7IdAPchZRrhLajkDxG23jmn6QW9R6lEgaACBVZcwzs4ZP8ivVd696dMA37FFoZn0jpL0MD06oAquKsdUzj+vKNYWqFip+o200+0HuoNajRNIAAKmqxzLungZ4uCm/aK6Xy6DYRr56WCPxSKR9ez8wsx736CQ0QY+V0MTUh9X3L7pJ3nJNoaqtKz56G81+kDuo9SiRNABAsuqXLU4vPnwpXr5UpQyTE/N1Ece3q8/f3r+oJsrXPxqXx6GZ6/Wci9VUQdM3QT7rWF6lHxejTZUzfC/uGXjLNYWqFip+821UbQtPqvUokTQAQLoeXk0s4nbFwpzyUkRR8+VMa2bW01beBifI2/xfjYGbL43Bmr3lmkJVCxS/0Tb+1ezKKnHYQa3HiKQBABLWvm2xcXwrJ78TU6ZvRXu98Z7ndTOvLNQrG9pF3ROMa3wxdPOqWPVko6/c+Kp5i99sG9s9ebmm2PhajxBJAwAkrX0BQhXe1BOY/2jDW9HzoesZ6BwU2Tdz4ZsMt/INTc4J5rMHbfy9+KifbPSXG181X/EbbmPTtnC9ptgNaj0+JA0AkLhv798U8W569pMjelX37o+uPseVFJh5+cebYur0XE/2Tmg93KwqeHThDq7rF19XtWDx8QUt370oqtEWs4Najw5JAwAAiELSAAAAopA0AACAKCQNAAAgCkkDAACIQtIAAACikDQAAIAoJA0AACAKSQMAAIhC0qIg/4sAACAASURBVAAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAopA0AACAKCQNAAAgCkkDAACIQtIAAACikDQAAIAoJA0AACAKSQMAAIhC0gAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAopA0AACAKCQNAAAgCkkDAACIQtIAAACikDQAAIAoJA0AACAKSQMAAIhC0gAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAopA0AACAKCQNAAAgCkkDAACIQtIAAACikDQAAIAoJA0AACAKSQMAAIhC0gAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAopA0AACAKCQNAAAgCkkDAACIQtIAAACikDQAAIAoJA0AACAKSQMAAIhC0gAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAopA0AACAKCQNAJCweXGeu95q0Yer5q/Fqoxnf+6sTradrmD586q0y82X+3o6mUx/21El4EbSAAAJm022jITL96dt4C0yj+dfdlgrbacrKIL/NnlS76kRSBoAIGXlVfc2kfDhdRd4y0JOdlov025XsNgyT5r1nRqBpAEAUvbXq+3CsdFUXxayRXt/tN2uYL5dntR7aoRHkgYASFlx1b1NOM65qX62XfAvM5ften8gGkkDAKRr236Qvfdi6M+2zRb0g9wHkgYASNeW/SC3fQAhBdv2g9zyrgY2QtIAAMkqg/8WLQY5N9XTDzJlJA0AkKzyqvup/SAzs+WdlZwbVzJC0gAAyVrXD3L5x5sXxYX52U8freVCTfXLuzerOc5vm4/vz1Yfj650qL67KUo/urjVy9eTX68mvrXiu69SrhJ+qFbwQSzdPgRxd1OkPhe6EE/xmzauRO6CwkOxG6IrUm9ZeNdli6QBAJIV7ge5vJl0jpvIVUbPxvWjcbO/bsL/+rqeXF7RL981cxuNE8v3p13hMvaVYf26HAmiWsboTeCulLP6cgXtjE0/yLumjpOX67f50byroe9wyKcx43fBrKrIw81mFQntuvyRNABAsmaTQIvB19OJNH1bfb2Q3/32KG/218HzUzfDyWMT/EtiXV/F1xOjuaNY77M/H161JcjeBJ5KOTwYK2iDddUPsovi9rrdxcvMRfeJFA9kxO+CYs5VrT6JNUZVJLTr8kfSAACpKoOd7/7+wgxbk6ZJYi6+KZYVN/urgPzJWOZBNkx0Ac4qvQt9RVby/H+axa6N3gS+StlU1G2DdXln5b9+NiJye/UfKF6M7mB1HxUtD/G7oNj5z/6UezOuIqFdlz+SBgBIVagfZBV0j28/r/7+VjWHV3FyJsLVyaPxCGMZPP9j9U/RiaAKlf/yqrhd/6FpoTcbDKZXRen3N2bALOLo96u4fLxa6u7fvsgVeCvlqf5RsYK6MV/cPjguLtUvbr80bQCXxkLO4uXoDtZID6LlIX4XlLnR76t/zj9sUpHgrssfSQMApCrQD7K8mu4axauPv4nl2mZ2cZldXzY/r+7AN9f6dQ8/eX1e9Yv4vomDn0RQr8L6mWyUaFcQrJRd/cnLegVl8K4qvPzZqKPR2BIqXo7uUO422cIhWiGid0E551HXXUEO6B2qSHDX5Y+kAQBSNfdfpurAaAyJZDy12F1m1wG56c9X95hsg7/oQDFTpc+tqChymW4FwUpZW6bueFQzWqWLDhOh4mXfx3VdGqJ2Qd1ic/JFTouoSGjXHQCSBgBIVOgVl/oFDTJumUMWdHNWIbJdSn0UUbEsTLZwyOcZv56ai4kVhCpl0J01urDuLL2eM1S8zJP0ME9ivuhdUE8SxcRVJLjrDsCIk4YJACTGPEsF+0EqcjgnI06Jy+wyoHVJiPoonku0B1cUYbK8zBapTOBdEd4xpvSjpN2656r00LsrRfFytlCXhuhdUE0SlY+sSHDXHQCSBgBIhnmW2mQ8SNk8b8Rq1Q9S3xPoPqqrffPiWPcK0A8fui+lfSNCB0bH1q37oddXieLlbFaF9I2FiF1g9yeJq0h41x0AkgYASIZ5lrI69Hkt7+WdDKNLg4is6u1XahCILt45BnJWYz3ITMD7rgizUpI/z7DuyARmlcXrOxWeLg3Ru8B+VVhcRYK77hCQNABAMsyz1LpXXH77599/+fHHs7Ozeml5T7+9tu3CmGpg15f7bY+95gEGrZpXPkWgVhCs1KNaxL1hVul6QGxP8XK2QJeG2F3guBuhUxFnRcK77hCQNABAMoyTVKgfZDGogDW+kHwg8FIWIvpButviC22sNcahtorXV9xGdPVXyuC/+HY+LdnO6i9e92D05B2xu8BxNyKqIuFddwhIGgAgGcZJKtgP8pMVtdpgWyzXXseL4KfuI6heil3wX9gll05cpRjRNVApKdCnUF/PG7P6i7d6MAa6NMTsgvDrK/wVCe+6QzD6pGGH9QGAXbKe3hPk6MbTs+9+vRPhz2jRFyFUBWT1sZvRF/mqqgQa/0OVkgJPIerS5ayB4mXmou99yHAfuwvszgl6mrsi4V13CEgaACBNgVdc1iMZnv/64XP1hUwU5vLSVkxQ3fhVfO4urR2d+TpWK0G3gmClrNr7+0HKCKvfGuEpXjYZBLKa6F1gP/MQV5HgrjsIJA0AkCZ/P0hzEOZmXtkPsg28XRhTd+l1fJ7HRT6rlaCdO1wpyTt8g51O6OEsPcWLJgNnR01Hg0RwF4S6NIQqQtKweYEkDQCwA4F+kNYADvL6v/z72p6gArL6KGYMRj4d8LvlgpUKltGxHt+cmdX3FS/yB2dHTfc0/y4IbGawIiQNmxdI0gAAO2BdMnes2Cq7PxR/t7mG6gcpchBVhphRd0Y0+AdBCFbKYCUNbawNDLEQKj7Ug7HsZiCmRe0C686KaGAJVSS46w4CSQMAJCnwikvrglaOo7iQE/0DHKsy9Au0jYYAEQtdPQY8XSH04I4tfYuji9aBlzqEitfdJfUw1HJop6hdYG2melWoryLBXXcQSBoAIEmBfpA6bpX5hXzHo6MfpGtcIxGfQ70C9DW97qno7gphVMrgXbfVk0Bc8IeK1z0Y1WumPAM2BXZBaGinUEVCu+4wkDQAQJIC40Gqpwqr7vxyQETjFZeiH2SXgwTGNdJrfng1MR5T8AyCEKyUvWndlK5JJTTEQqh4He67mF49HSmzoahdoNtC9GObwZ3v2XWHgaQBAFIUeKlTFajaafVQQzJqOvpBxo9rVL/H8qNRvLj3Eeog6KmUUq6gmVW81zI0olKoeJ3xNGt9WC3/YuLr7rDB0E7W+7B82xnYdYeBpAEAUvTVMepgc0le3ag/vl1Frm/vX9QT5EVyE9PEFXP8uEZ18dMrUfylezG5glCllGbW1V93ryeTia/fgrzgDxRv3DMpc5DjD6u/7m9Wf30vpm02tJN+bVaTRAS3M7DrDgNJAwCkyDO4oHPkwZe6R0ITx1Q/yLhxjRyvUDBud+h79nIkSk+lNJ0R2Q9BWKUHijcyHrPoSzmm9vZDOxmbEtxO/647DCQNAJCi+cSpjk7vxFfTtzLgtS9avHyUwS5+XKOCGXlXK6hZPRWN5fyVshgraMoPl+4v3lzR3JhLPIC6k6Gd1m6nb9cdCJIGAEjRzJ00NNe//2hj08sv5rV2E7WuH2Wwix/XqPriplvlxUffYjqa+itleXjdln/elL+mdG/xjtsObcXFA6ibDe3kfiY0Yjs9u+5AkDQAQI6qW+ZHV5+tKct3qynT8yfGq2/vz4or5fOrTQY49FfKdn9TzHv20wb1jCz+4WYVxo/6DNjhimy16zJB0gAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAopA0AACAKCQNAAAgCkkDAACI0lPSsEdPrOkONx0AgING0gAAAKKQNAAAgCgkDQAAIApJAwAAiELSAAAAouQcNEkaAADYo5yDJkkDAAB7lHPQJGkAAGCPcg6aJA0AAOxRzkGTpAEAgD3KOWiSNAAAsEc5B02SBgAA9ijnoEnSAADAHuUcNEkaAADYo5yDJkkDAAB7lHPQJGkAAGCPcg6aJA0AAOxRzkGTpAEAgD3KOWiSNAAAsEc5B02SBgAA9ijnoEnSAADAHuUcNEkaAADYo5yDJkkDAAB7lHPQJGkAAGCPcg6aJA0AAOxRzkGTpAEAgD3KOWiSNAAAsEc5B02SBgAA9ijnoEnSAADAHuUcNEkaAADYo5yDJkkDAAB7lHPQJGkAAGCPcg6aJA0AAOxRzkGTpAEAgD3KOWiSNAAAsEc5B02SBgAA9ijnoEnSAADAHuUcNEkaAADYo5yDJkkDAAB7lHPQJGkAAGCPcg6aJA0AAOxRzkGTpAEAgD3KOWiSNAAAsEc5B02SBgAA9ijnoEnSAADAHuUcNEkaAADYo5yDJkkDAAB7lHPQJGkAAGCPcg6aJA0AAOxRzkGTpAEAgD3KOWiSNAAAsEc5B02SBgAA9ijnoEnSAADAHuUcNEkaAADYo5yDJkkDgMP216uJ38mTi1+sSnn25w7qmcZ6H662WmyovZCnnIMmSQOAw/b1NJA0XD65+NmqlOdfdlDPDc37WO/y/el2e6SX2hysnIMmSQOAw7YI5AyT66eWvvx5J6nHdut9ejuJ6eH1lnukl9ocrpyDJkkDgMM2D+QMT29RL29+PDn12HK9O05WijaZ6W+p1OaA5Rw0SRoAjEdxL2G7sOiz2HmJw6Fjwp7kHDRJGgCMRtmKvtuwOD+gQEvHhD3JOWiSNAAYjbIVfbdhcXY4N/OH6p4xPjkHTZIGAKNRPkix07B4SIF2qO4Z45Nz0CRpADAa8508MCGVaciBBNrt+0FiMzkHTZIGAKOxdT/Iu9eTydHb+r7Gt/cvVuWc3xZ/b9AP8uGXs+J8efTd7fp5l3dv2lUUH98Xix5deW+sVFU6e+ubwaj/8o83xdzTs58+GjPZ/SCXdz+Uc57fugs2io2yyU44XDkHTZIGAGPh7gep474Yc6D887ocvqCd6eGmeV7z+KPZdzBQ0GNTRlXQ33w1rEeK+trMXBa9fNcu2JZu9L/sqlTMUNxlqGd01X9501Wk3ISSMWxm3XLSrVdV2SpW1GYHO+Hw5Rw0SRoAjEUZGa1ei/r5BzHmQNFg/+zPhzqglkt+EuNLrpaS/SADBelhKU/cV+d1hP0kZjQjbVu8HIdSVmkVy4tV1ZMc9VcVmb6typAjYNUxX80p+o9axYraPH0njEDOQZOkAcBYlJFR91osA7V8okJcKxd/Pv+f5iK8uAD/ZIS9atrl+oKs91+4H7ioekgY67h+MBaV66r/Ngevmv626Iq367+wxtS+tgqptsGas6uyLlbUZgc7YQRyDprVf7qhFgeA/XH2g7QGMxTXysWf36/C4PGHx8e7f/vSXJAfFzfk74sGgO9EP8hQQbNysVUpdW8FTz+IMsL+x+qfi9WsVbbwL8XNhuJjdbNANCHU69VVev7vZj5h1L+61j++/fxY9IM47Uqc6Vhe5Qzlmh/vyyp326aLFbXZwU4YgZyDJkkDgLFw9oNc6ExC3HEo/jwTQbC6Vm4+1lfnTWN8oCDzvsjce5Vdl/i86mnQtOZfVB/lRXx3/V7O1NxkaBsMrt31L4toZ64/NjvE6AdZbenzpsvDJ7mhVrGqbeaJO2EEcg6aJA0ARsJqOi8FbsLX7endhfPM8bEtcU3fCJGt+F6MWVZwMnkpCxDrm02MJpDyz2qRLkrPZR5j1V+HdOOBUWM8yHLTRKeDuSjIKnbuqNjWO2EMcg6aJA0ARqIMkdbFrQ5eIpBWl/rmvXxZgDk9UJB6pMD3jocqGp94PsoVtNfvMph3y8ibGLLCevhKmTQYw1QtJmpjZDNBqNin74QxyDlokjTkaQLAx3fYOPtBhm7Clwt0gc16YrO6zL9cX1AZOtvHG73K2boVqI/i4cV2Xfa42FUTgdjgUGCWF/9yPEjHs6n+3WK1zTxtJ4xBzkEzfIz1vTi21ecZF8ic77Bx9oO0hnRUjw+KEGgPQi07SYQKqhv0X65pjVdZjfqoWvqrhyGsTZIL6WYI5wpl/Y1tufTNqovVbTNP2wljkHPQDB9jfS+ObfVzrgUOgu+wEX0COoGb8GY/wWpWsx+lLDE0QEHTQXHqH9OxKU7d9Rclulr67Y4BIrjr+mvL+59V/X3dMx5lTmEVq/KJJ+6EMcg5aIaPsb4Xx7b6POMCmfMcNe5XXAZuwquxoIyxDe2FAwW1XRzDEVOtQPfbFDlLE+CtuwFGVwH3WFbf/vn3X3788ezsrK6RrP+Jd0tF0mAVK9KNp++EUcg5aAaPsd4Xx7b6OdcCB8Fz1Dj7QVoRUARd1dbueAmkCLShgh6NoaDfPnqoFEBnBF1AboO643VZi8nEMZhDVw1rcCeZKPi6ZzxaD3mKYnVfi6fthFHIOWgGj7HeF8e2dnd+BQ6O56hx9oMM3YR3dPc3G/vrdzCsLah0344G7esMqFagHlF09YN0PIEw7zbSrvAnK2UwhqZqZna9hatblZ7q6mux/U4YhZyDZvAY631xbIsdD2zK7pLg+FK2zKuIZ0doGWhDBdXumojp6WegOgSoj67uhvOJvuEi8xirw4McK3p69t2vd6dmoiCHqdKdP7oOFoFbEDvYCaOQ87mbpCFP7HhgQ+5XXAYioI54doSuXty0tqBOEzHdj0GqURQcOYsYdrEswl0l2Q/SGpVhMjn/9cPnR7Ocuij55i3V+aPrYGEVK0rZwU4YhZzP3SQNeWLHAxty9oN0duqT71e6NieZy4tvQgVJdcR0PQepehIYgy09WsMulut1V0n2g9R9D4wnHnU/TvmYg9pT3UOYVteObu4d7IRxyPncTdKQJ3Y8sCFnP0hnpz7Rj1BGPCuUyrAeKshgvHcqVBf1UVzgd39aj0bKZgBdf2sHyJnlbQ1X0tCFf12sKGUHO2Eccj53kzTkiR0PbMgeB+nR7tQnB4rWEdmK0LJEf0G6xcD92qxHqyeBKtE57KLVY1GOu6Tra80sh3CSd1ocwzSIZprAUAw72AnjkPO5m6QhT+x4YEPOMKUioDEutL5B73xqQPaDdBfk7APgipdqfepyX/WDFE8/6rEZff0grfaDmUp62ol2DcWbulz9FtxDO22zE8Yh53M3SUOe2PHAZqL6QZaxUfYjlBfHOkKXM3v6QYqCrDZ63b4vK+gfSkq9+6H6U23UX69D9ddJw0LMbPSDtEeRFm+bsIr194PcYieMRM7nbpKGPLHjgc04+0GqWGa8V9rq+V+W0EXoauaT9QXJC/pmouPJAdXB0D+0k/V2jGa9d9XTEb6hnVSvxKpVQiY97dr0QNHVrGuHYtjBThiJnM/dJA15YscDm3G8g+nRfL3DwyrmvejyAE8bfR0Ul79XB+FlXEGiJPcLujcY2km2QVQvgTp6u6rU/ZuqRt76lytuY3o9zlNdZ6MfZNOy8NGY1T3ilTWwxdN2wkjkfO4macgTOx7YjPMVl9W3xx9Wf93frP76XrS929fC1QX38e0qUhYPDU7lNXegoPrtjucfvhTviLoxo6dZlaihnYwmicVEOjoN1L/qYnB8u6rGt/cv6iXkE6NdI0E16/Tqc72poihnP8jrXe2Ekcj53E3SkCd2PLAZd3f9r8a4ypdyiEc11FJBjqg4mf6nmDlUkArsBdebF6KHdjLbIGSdnt+JPMauv6rHSz2mg0gizM0pUoEmT9DFWm/UftJOGImcz91PDD7EroGw44GNuPtBGjF3+lY+eOh6adNyJub+rZhZ38F3FLSyUCH46UM7iS25awqfXn3Rr7hUK3o3MSqp36Itq6ayhotmO61ijdo8dSeMRc7nbpKGPLHjgY24XxP9KOLcxcd1r4jsejKUcy8m1uMNroIK32S4dr+qKXpoJ+uZx+Vd0ZvhqHjd9GxN/f/RBu5iYEg5S5MktEssRZWLOzLueunaPHEnjEXO526Shjyx44EdebhZxcGji8ggVvYGmF582LSg5R9vim4E0/Orz9tXdR3H+6GUqjPDkaMSy3fFhp2L2q+qXGQIZz9tEt+H3wk5yPncTdKQJ3Y8AM3ZuoD05HzuJmnIEzsegB6uST7yiITlfO4macgTOx6A67HM8Q5+kJGcz90kDXlixwMwx554KAZUGPHgBxnJ+dxN0pAndjyA6pGHl//92A6YNOoHGfOR87mbpCFP7HgAj2LciIp+uQaSlPO5m6QhT+x4AN2YTOQMWcn53E3SkCd2PIBitCkxzuJ0xAMz5yXnczdJQ57Y8QAKy7sfzoqzwdHF7fqZkYacz90kDXlixwNApnI+d5M05IkdDwCZyvncTdKQJ3Y8AGQq53M3SUOe2PEAkKmcz90kDXlixwNApnI+d5M05IkdDwCZyvncTdKQJ3Y8AGQq53M3SUOe2PEAkKmcz90kDXlixwNApnI+d5M05IkdDwCZyvncTdKQJ3Y8AGQq53M3SUOe2PEAkKmcz90kDXlixwNApnI+d5M05IkdDwCZyvncTdKQJ3Y8AGQq53M3SUOe2PEAkKmcz90kDXlixwNApnI+d5M05IkdDwCZyvncTdKQJ3Y8AGQq53M3SUOe2PEAkKmcz90kDXlixwNApnI+d5M09GjSt6E3EACwsZzP3SQNPSJpAABoOZ+7SRp6RNIAANByPneTNPSIpAEAoOV87iZp6BFJAwBAy/ncTezq0U52LjseAA5KzuduYlePetw77HgAyFTO526Shh6RNAAAtJzP3SQNPSJpAABoOZ+7SRp6RNIAANByPneTNPSIpAEAoI343E3sCiFpAABoIz53E7tCSBoAANqIz93ErhCSBgCANuJzN7ErhKQBAKCN+NxN7AohaQAAaCM+dxO7QkgaAADaiM/dxK4QkgYAgDbiczexK4SkAQCgjfjcTewKIWkAAGgjPncTu0JIGgAA2ojP3cSuEJIGAIA24nM3sSuEpAEAoI343E3sCiFpAABoIz53E7tCSBoAANqIz93ErhCSBgCANuJzN7ErhKQBAKCN+NxN7AohaQAAaCM+dxO7QkgaAADaiM/dxK4QkgYAgDbiczexK4SkAQCgjfjcTewKIWkAAGgjPncTu0JIGgAA2ojP3cSuEJIGIBGz1fEy/W3oWqyzWNXy2Z9D1wK9G/G5m9gVQtIApGH5cxbheL6q5fMvQ9cCvRvxuZvYFULSAKThr1er4+Vk6FqsU6Y2ydcSTzficzexK4SkAUjD19PV8XI5dC3WKVOb5GuJpxvxuZvYFULSAKShaPefXA9dC6Ay4nM3sSuEpAFIQx79IDEWIz53E7tCSBqAJJSdBehhiFSM+NxN7AohaQCSkEc/SIzGiM/dxK4QkgYgCcX4B/QwRDJGfO4mdoWQNABJsPpBfnv/YvXN2dtN71gs/3hTLDg9++mje4aHm9X06YWeunY5hxzqiO2M+NxN7AohaQCSUPSDFEM7PdxMakXnyOLeRdNJcqE6TJojJyzb5VaOZWidVS0ZXcEv5er9yxnmspaJ1hE7MeJzN7ErhKQBSIHqB/npVMTH63IMh2aiEbcf1cgJX+Vyq8D91ljBKo7LgsXNEP9yppmoZap1xE6M+NxN7AohaQBSUEbE9lp8bobH3xbdROspC3lVvzDj6kTc8Cji9rM/52a5bRn+5Qzlyi/TriN2Y8TnbmJXCEkDkAKjH2T5YXJ8u/rz/nURf/+9m2gNySiu6qtr8ePbz49Fd4PyQxu6izKf/7765/zD6quH13J9oeUM5YzXadcRuzHiczexK4SkAUjBXFxVl/GxbX1vLrzr6+qFvsaetVf45QV+12pfffxNFHPUdQWQT3gGlzN0LQbp1hG7MeJzN7ErhKQBSIHoB1kGRBFzq4jcdBEIdBfQsVq0C1QrWIXg9uJc9E4ILmdoV55wHbEbIz53E7tCSBqABJRhtY6Pc9kq30xr2+JlV8SCiJ7d9bw1SRVilhNaztTOmXAdsRsjPncTu0J6TxoAOKijRfSDlPlDpbwAryNmqLuAVhRq3vLo2vNDr7iWyxnalSdcR+zIiIOm8xBFrce9s7/zL5AddbSI1nerQ4DRSdK6wtZX9Wo5OXKC1TTgGYBSj7LQaleecB2xIyMOms5DFLUe907vp10gX+poEf0g7QgrA2RwBATD8v5nMa9+h6a/ed9cztBWJOE6YkdGHDSdhyhqPe6dfZ19gQyZB8uyi4GOCLuYmIHV012g9O2ff//lxx/Pzs7q9dTzWi39OrB7ljPN6wkp1xE7MuKg6TpE0ehx7/R1tgUOgHmwiD4CjsvrRTvRfhemDNaPy3fWAEi+bgZGYPcvZ2ijesJ1xK6MOGi6DlE0etw725xJgZEwD5YyCnfPJKp29/kkrrvAJyusGiMneF8GEVjO0Eb1hOuIXRlx0HQdomiwd4DhiY6FzS2AThk86wA5DwRWOfzy9Oy7X+9OzW4GvjsGoeUM7UIJ1xG7MuKwQFgMYe8AwxNdAO2ALJ8uDHQXqN/ndP7rh8/VNN3NQN8xqMsMLmdoJyRcR+zKiMMCYTGEvQMMTvSDdARk0R/Q6i7QXdVXYzS+FEuK4B3oLhBcztRWLeE6YldGHBYIiyHsHWBwMs5aAyHJ1n3dXUC8TtJ8TaZjOc8dg+Byhm5CunXEzow4LBAWQ9g7wOBEP0h71CI5YrOeWPaFOHEvpwu1Rk64Xr+coWsKSLeO2JkRhwXCYgh7BxhcGXPri3MdD6vb+aI/oAisVbP9ZTvJHtj5uvtbThRROLicoWsKSLeO2JkRhwXCYgh7BxicHApxaY51+NfrycTbx3A28QfWhZgWGjYptJypawpIt47YmRGHBcJiCHsHGJq46/9YNzs0n+6qxwbkmIld9DTeR60edKwu/mXfRN3NQPSh8C1nEtlAsnXEzow4LBAWQ9g7wNDM5w2qF0QfvV3F3fs31QHaTpyJYPmwiqovJmb/wzZY12Mh1fPqPgHyQYXQcgYZxVOtI3ZnxGGBsBjC3gGGpt7uuJhIR7L/QHndfvxh9df9zeqvRyaR1wAAIABJREFU73/uplV9B45vV6H12/sX9cKiYUDGWPmgQmg5g9EUkGgdsTsjDguExRD2DjA02Q+y/dyExjv5BONXYzDlyyKOt1fnZhyfvBRRWA+bZATowHIG85HINOuI3RlxWCAshrB3gKHNdAi8a+Lu9OqL+SSiiNXTt2V87qa9mxgTu/b+8Jug/MuZVKBOso7YnRGHBcJiCHsHGJjqOlh+dVf0FDi6+mI9jNBG5IuPxqslC/9or/GLwRO7QZb0cEs6QPuWM+lHIlOsI3ZnxGGBsBjC3gFSZj2J+HCzCphHRTi2VTf8j64+b7iSbZfLqI7Y1IjDAmExhL0DpCyHa+oc6ohNjTgsEBZD2DtASvQ4RlZ/hwTkUEc81YjDAmExhL0DpER1N7Re1ZSCHOqIpxpxWCAshrB3gJSYj18+vE7xMYEc6oinGnFYICyGsHeAlFSjHLz879Wfy3JwpATf5phDHfFUIw4LhMUQ9g6QlNlESXDkwxzqiCcacVggLIawd4CkVEMmpx2Pc6gjnmjEYYGwGMLeAdKy/F2Mwzx9O3R1nHKoI55mxGGBsBjC3gFSs7z74aw4Lo8uboeuilcOdcRTjDgsEBZD2DsAAG3EYYGwGMLeAQBoIw4LhMUQ9g4AQBtxWCAshrB3AADaiMMCYTGEvQMA0EYcFgiLIewdAIA24rBAWAxh7wAAtBGHBcJiCHsHAKCNOCwQFkPYOwAAbcRhgbAYwt4BAGgjDguExRD2DgBAG3FYICyGsHcAANqIwwJhMYS9AwDQRhwWCIsh7B0AgDbisEBYDGHvAAC0EYcFwmIIewcAoI04LBAWQ9g7AABtxGGBsBjC3gEAaCMOC4TFEPYOAEAbcVggLIawdwAA2ojDAmExhL0DANBGHBYIiyHsHQCANuKwQFgMYe8AALQRhwXCYgh7BwCgjTgsEBZD2DsAAG3EYYGwGMLeAQBoIw4LhMUQ9g4AQBtxWCAshrB3AADaiMMCYTGEvQMA0EYcFgiLIewdAIA24rBAWAxh7wAAtBGHBcJiCHsHAKCNOCwQFkPYOwAAbcRhgbAYwt4BAGgjDguExRD2DgBAG3FYICyGsHcAANqIwwJhMYS9AwDQRhwWCIsh7B0AgDbisEBYDGHvAAC0EYcFwmIIewcAoI04LBAWQ9g7AABtxGGBsBjC3gEAaCMOC4TFEPYOAEAbcVggLIawdwAA2ojDAmExhL0DANBGHBYIiyHsHQCANuKwQFgMYe8AALQRhwXCYgh7BwCgjTgsEBZD2DsAAG3EYYGwGMLeAQBoIw4LhMUQ9g4AQBtxWCAshrB3AADaiMMCYTGEvQMA0EYcFgiLIewdAIA24rBAWAxh7wBpmBeH4vXQtdixhyv/JyRtxGGBsBjC3gHSMFsdidPfhq7FTi3fn176PiFxIw4LhMUQ9g6QhOXPqyPx2Z9DV2OXHl7LphPzE1I34rBAWAxh7wBJ+OvV6kg8GboWu/T1VDadmJ+QvBGHBcJiCHsHSMKiOBIPqvl+YTSdLA6uIeXAjTgsEBZD2DtAEg6vH2SxRc+/uD8heSMOC4TFEPYOkISD6wdZdtK4dH9C+kYcFgiLIewdIAVlUD2oK/Gyk8a1+xPSN+KwQFgMYe8AKSj6CdIPEukYcVggLIawd4AUrO0HeXfzYjXH0cWte/Ly7s1q8nkzdfn+rJj7asOmi7vXq4Xeuhe6+6GqwAe95j/eFBOmZz99NL5f1w/StxzSMOKwQFgMYe8AKQj3g1y+P500jo20YVbd1fj6up5a3uFYvmtmFhf3C9VporwhctL9eV2OpODpWWFUQAb55c1kYk8pb0Y0rs1PoeWQjhGHBcJiCHsHSMHMuhIX2pSgIkdZrCL/p27iyWMT/EtdmXO1hjKUV0UV9w6e/fnwqi1BezAqILKKr6cTY8rb6uuFMffCXtazHNIx4rBAWAxh7wAJKCO4rx/kwoywMmsog+/1Jznx+uGVa16rp6VoeSj+fP4/zWJ2e4cK8V3uYdWsXnguvnn+xfwUWg7pGHFYICyGsHeABIT6QVYhe3r1efX3fdmq313ql5H/P1b/FF0NqmzhX1b/TouP1U2KJk8QDQsV0fJQ/Pn9Kqk4Xi11929W6lJV4KioQH2b4kROOL4tavatmlKtbibSgRP1KbQc0jHisEBYDGHvAAkI9IOsegR83wTVTyJot5f0z6tOAU2LwEX10WhcWOjr+VlXTvHnmbcfZlnM5GVdTpmZVMlGOaG7s1B9bPKZQD/I4HJIxIjDAmExhL0DJGDuj5szFe3lrFU8n7ysJ9U9Di/lok2oDnRp0Is56iYmdtmHzkOqeyViKc94kMHlkIgRhwXCYgh7Bxhe4BWXZUSV8VwOk1SF+xNjkrjLMROhejYx7wGISP311FzMpLtbdNnGTC0lg39oPMjQckjFiMMCYTGEvYPETQ6TuZGBfpA62Bsxtwy3XbKhPoqHKoNdGsorf++jG/phUFmqSQ7gtMl4kAz8lKIRhwXXIYoGeweJ22Mg3ydzI/39IB1X4SJpUF0h1EeZKFjliGRE3X8wbTC+tRwJYpPxIPUIEkjBiMOC6xBFg72DxO0xkO+TuZFWL8WW4+WQItyrt1ypwR5kohDo0hDuiBh972B5L++xxL/i0lwOqRhxWHAdomiwd5C4PQbyfTI30vuKy7qno6WKwOpOgW4UkF0mA10ayvzB+9qLQBfNwrd//v2XH388OzszKqb7LeheDP7lkIoRhwXXIYoGeweJ2328ToKxjf5+kMYIzMJJN9V9O6IgEgUrMRDPQIbbEuw+FaLe76xBmk7EFnnfi+1fDskYcVhwHKJosXeQuKdG50QZ2+jvB7nwLH7STlVjOouPsh0i1KUh2KXA3+3x8fGTFfqNxzq6Ms1PoeWQjBGHBcchihZ7B4kbw0/Ueqyy5UsaqplVRwX1UXdp8LytKtiWEHruQY4OPT377tc7kbOEXnEZWg7JOPBjLmQM55ztsXeQuDH8RP2vuAz1ILS6CqjoL1sQAl0aQm0JoXsX9fCT579++NytT/aD7Mo0PgWXQzIO/JgLGcM5Z3vsHSRuDD9Rbz/IcNKg+jDongOi4cHq0iBaHrYcQ8EcXLrZCtkP8tKYchm1HJJx4MdcyBjOOdtj7yBxI/iJBsaDDCYNqhVAfQx1aZDPWYTHUPBOtYaWkOsr/742plzHLId0HPYxF2TfDoQ29H8jwGsEP9HAM496eAWDatdXHRplO4Tu61h2lTiJWIWdNDRpjNV9UnbMKP42B6rs3qYdWg7pOOxjLmjfAThHQ/83ArxG8BMNvOLSfrJBxHjVrq9aJQJDO1W3COo1hu8O6JsXbSpitYHIF2stjInGp+BySMdhH3NBe4u8GRv6vxHgNYKfqL8fpN0IIa7LXUM7iVlloqASgzJO17mI7gmheEvVwX8hygz1gwwuh3Qc9jEXtLfIm7Gh/xsBXiP4ifr7QVrTHookQvZu7HKNwNBOaqjI6pnHqKGd9NDUXaOIeoizeiZCJinufpDh5ZCOwz7mgvYVeHM29H8jwOvwf6LBV0JVb6D8WH+qhkUS9wDihnYyIv/DasKLifHOq9CFflmBpnZlulEVVEb7ttb1eE31OgL9IIPLISEHfcyF7Sfs5m3o/0aA1+H/RL86BkgslBfnVfeD6dUqyn57/6L7/nGToZ2qYH/8YfXX/c3qr+/FLYlwP8imAse3q7/uXpfrvza+FxUzB61uEwPzU2g5JOSgjzls7/DPyMjc4f9EPaM+ymEUrFyiED+0k8pLLuWwzva7pBSd0zTrV9V+qYeFaJMB81NoOSTkoI85bO/wz8jI3OH/ROcTpyaQmkF7+rZZLH5oJ3MdqxLEM5C6J4SDUYFu/Y/vzK9FltK+m/PS/hRaDgk56GMO2zv8MzIyd/g/0Zk7aWgv/5c33ZcXH9vF4od2KsxlCeIZyHX9IAsPr9v1n38U3/+jzSaKAR5lSU2ece34FFoO6TjoYw7bO/wzMjLHT7S4+X9WXI6fXz3h1v/DzSo4H118XD+nw/1N0fvg7Ce1dNUp4ejqs7XA8t2LosIfXZ9CyyEZIz/m4MMZGYnjJwoMgGMOTpyRkTh+osAAOObgxBkZieMnCgyAYw5OnJGROH6iwAA45uDEGRmJ4ycKDIBjDk6ckZE4fqLAADjm4MQZGYnjJwoMgGMOTpyRkTh+osAAOObgxBkZieMnCgyAYw5OnJGROH6iwAA45uDEGRmJ4ycKDIBjDk6ckZE4fqLAADjm4MQZGYnjJwoMgGMOTpyRkTh+osAAOObgxBkZieMnCgyAYw5OnJGROH6iwAA45uDEGRmJ4ycKDIBjDk6ckZE4fqLAADjm4MQZGYnjJwoMgGMOTpyRkTh+osAAOObgxBkZieMnCgyAYw5OnJGROH6iwAA45uDEGRmJ4ycKDIBjDk6ckZE4fqLAADjm4MQZGYnjJwoMgGMOTpyRkTh+osAAOObgxBkZieMnCgyAYw5OnJGROH6iwAA45uDEGRmJ4ycKDIBjDk6ckZE4fqLAADjm4MQZGX2b7MLQGwGMDMccnDgjo28kDUB+OObgxBkZfSNpAPLDMQcnzsjoG0kDkB+OOThxRkbfSBqA/HDMwYkzMvpG0gDkh2MOTpyR0bcn/sb4iQID4JiDE2dk9I2kAcgPxxycOCOjbyQNQH445uDEGRl9I2kA8sMxByfOyOgbSQOQH445OHFGRt9IGoD8cMzBiTMy+kbSAOSHYw5OnJHRN5IGID8cc3DijIy+kTQA+eGYgxNnZPSNpAHID8ccnDgjo28kDUB+OObgxBkZfSNpAPLDMQcnzsjoG0kDkB+OOThxRkbfSBqA/HDMwYkzMvpG0gDkh2MOTpyR0TeSBiA/HHNw4oyMvpE0APnhmIMTZ2T0jaQByA/HHJw4I6NvJA1Afjjm4MQZGX0jaQDywzEHJ87I6BtJA5Afjjk4cUZG30gagPxwzMGJMzL6RtIA5IdjDk6ckdE3kgYgPxxzcOKMjL6RNAD54ZiDE2dk9I2kAcgPxxycOCOjbyQNQH445uDEGRl9I2mIMy+289r6+q9Xq6+ffxmgQj1YrLbl2Z9D1wIxxnDMYQujOSNjMCQNcWbugPr1dPX95QD16cP8gBKgQzeGYw5bGM0ZGYMhaYiy/NkdUD0NEFkqt/Fk6FogygiOOWxjLGdkDIekIUrZouAIqEUDxPS3/denD+WtlkNpNTl0IzjmsI2xnJExHJKGKMXtfkdALS/O6QaAvRvBMYdtjOWMjOGQNESZu1sUyotzWvSxdyM45rCNsZyRMRyShiiefpCeBgigZyM45rCNsZyRMRyShhi+JysPqR8kcnL4xxy2MpIzMgZE0hBjDP0gkZPDP+awlZGckTEgkoYYC3eLgvUg5vLuhxdFHnF+6x7uYHn3ZjX5/Lb5+P5s9fHo6oueK1xK6+GXYvnJ0Xe3esryjzdlEWc/fXTW49NZWY9Q+Xc3RQlHF1bZzcqL6dMLVb6/Stilwz/msJWRnJExIJKGGJ5+kKoBYvlu0pr+Tc44q5KLr6/rqWWi0c1uFO0vRXl47ZtxedNNmRyLsF7cZlmt7O60mSZWPJfdNpbvT7sCjPg/q3pxPLSreBlVJezW4R9z2MpIzsgYEElDBN+TlWY/yK9dnG0TA7H8yeOnbuKJGWBF2f5SFDXjyRfflOlbY8rzL3MxrWs+mYm1fX1tlCC6ehabsko7Pp26pvqrhB07+GMO2xnHGRlDImmIENUPcmFGTNkEUQbT609y4vXDK2dYDpTiqJNzRquI7sZKUeGTuZzUNnKUic2lp4RLY7XP/nQX4a8Sdu3gjzlspzryhq4FDtkTf2Pj+In63jAhH8SsAu304sPq7/s3KhMopvzH6p9iapUt/MureubqbkSTkYRKsdc9OS7mqzpKtLG7utw/vv28+vtbdZehzXeKhY5W/3u5mvjtnRHYq8RGlDC9Kkq4vzHygnJTnv+++uf8w5emteRyXZWwcwd/zGE74zgjY0gkDRE8/SBlA0R1lf286T9Qtiq0Nx3qC/N6atOIX/chlL0pg6XY626v5Odd+C+L6+5IVB9/Ex9WJdbllxVppi3av6tKfN8kGp8mek1HXUcJWQ1vlbB7B3/MYTvjOCNjSCQNEWYTvxMxi7iJPxeX4HWsbnoM1q34l7L0OjMIlWIqAr64kO86JOgER7Qg1Gt+1vaMlH0yun6QM1WC0Qu02hVdFUVPCG+VsHsHf8xhO+M4I2NIJA3r1UHfrYq5ZfiVIdK6BO+uutVHHfB9pZi6hoH2Yxfy5RIyaSjLF/mAbORol7PuxZSVMNIOUUWRGnirhN079GMOWxrFGRmD2knScHDMjbQ6+AlVlHQ8XiGeYCzDcDdVfezeSB0uxVQWcuwchMGesQnl1i2DLuR3r7i0WwhEHmLc0Xg0X6cdXSU8HWEBTq4TGLBLT/yN7Txcp8HcyK/W4widKqI7ekqK6271hgr1sQvX4VJMdSLzcm37vyzBGsByYW7B9aPZMvHYLXbirLvxOu3oKuHpCAtwcp3AgF164m9sd3E6KeZGet4wIfpBOhoExBW+itXq5VddlA6XotSdK6d6OEnT8l60XshmgUqXNLS5xXxidUUQbQ867TBSjLgqYRcIC3ByncCAXXrib6z/+D0IcyM9b5joxoO0o7EM92qqHnu67WcYLkVrO1o4YvS3f/79lx9/PDs7q2cRPRXN5KdLGppcwdd/oyrCqqI5jGSgStgtwgKcXCcwYJee+BvbYaBOibGN1hsmat1zCrKRXk4VjzC6bkdU2uv4cCkWMQr1W/N7626KuLdgtmS037TZgK//xomz7qoDhK9K2DnCApwcJzBgp574G3tSaE6XsY2+Rxi6BghXaHe0/FdU40F38R4uxeG+HexZdD/85OiAUbcuzK3taO9FtNnAwrNHTtrqyCpaLQ/OKmH3CAtwcpzAgJ3iN7aW7vxXE886uEJ713NBdVVQH7t7BuFSnO6aGN1GcjnA8/Tsu1/vTs1+kOZ2tA0FbS18ScNlW7psc3H0mrSrhB5wyMKJEzr6xm9srbh+kOr+hbinoUZOUI80dhfv4VI8mhgtn+6cTM5//fC5K76eJsdbEJtwaczmqISgB4Fw3j1RVUIfOGThxAkdfeM3tpbnal80QDgibff4pOoHIF8M1Sxr9kV0luJXx+jLtnDjoUc1YqPdD7J7cKOcLZg0rOnS4KwSesEhCydO6Ogbv7F1fFf7ogHCEWm7sZdVrFYfRa+AYCmhCnavvOoe6LCLd7xBo02HutmCSYN+lsP1vIeuEnrBIQsnTujoG7+xdaxAXBMPYtoDLIh7F6qrgmrRFxfvwVIk3VjRVcW6XSCbKqzbLN2WdbXwDkHp2BRxw8NfJfSCQxZOnNDRN35j64T6QbrfuvBYv9fpsv1TDcsgPoqGh2Ap1qqdXQusdgLx8qnq1oU7sHdNCHYlRBqh70Z0M/urhF5wyMKJEzr6xm9sHc8tAtkAYXU9KBONKtK6hnYS0VW/osJTisG6YdLGfJ00lCXUlbfeNSW2oGtCsJ4vFbUKDO3krxJ6wSELJ07o6Bu/sXXW94OsQqYaiqGZqJ5Z8A7tFC7FrpJ+eXX77INVgvlgRbtYWRMx0LV7oOiHVxPv4xcyifBWCb3gkIUTJ3T0jd/YGp5+BWYPgapNoBnOqBpfyX3rwju0U7gUk2xAeJRNBuVf7SL1OE917K5HYGgWe3jdpSRWd0lVCfFmbdl6IBMgb5XQCw5ZOHFCR9/4ja0R6gep3rowvfq8+rN+3rCZFju0U7gUUz3W8/mH4mUR9zddvK5KOL5dff/t/Yvqv61sQjhelTp9+bmYKlMS2YTQVEIU0TR26NYDmQB5q4RecMjCiRM6+sZvbA37QcWSaoCw3p593ATX2KGdwqW4KmV465zwUvU6ODHX0FTEaP6w3j7R3iDRQzsZSYS3SugDhyycOKGjb/zG1ojoB9l+7lw0eUH00E7BUiwLlV60Rb4TX07f2q/NkrG9HQTKrIVZie7VU2uGdvJWCT3gkIUTJ3T0jd9YmHjDhMF6EHMpwvXxbft19NBOwVJs32R2IF8O9Y82dhc5Qbe+pjWhje3iRZSq+WN5I/KWrmg9oqROIrxVwu5xyMKJEzr6xm9sZ5Z/vCnC6tlPT4qX0aWsZiy6HEzPrz4b31c9EY7Ut11rwrKcfn4bGq7x2/uzqujNxnT0VQk7xyELJ07o6Bu/sZHwvCYCeeKQhRMndPSN39g4eF8TgSxxyMKJEzr6xm9sHOz3YiNnHLJw4oSOvvEbGwfeBXFYOGThxAkdfeM3Ng4M63xYOGThxAkdfeM3Ng70gzwsHLJw4oSOvvEbGwU9qBQyxyELJ07o6Bu/sVHQAzMhcxyycOKEjr7xGxsF+kEeGA5ZOHFCR9/4jQH54ZCFEyd09I3fGJAfDlk4cUJH3/iNAfnhkIUTJ3T0jd8YkB8OWThxQkff+I0B+eGQhRMndPSN3xiQHw5ZOHFCR9/4jQH54ZCFEyd09I3fGJAfDlk4cUJH3/iNAfnhkIUTJ3T0jd8YkB8OWThxQkff+I0B+eGQhRMndPSN3xiQHw5ZOHFCR9/4jQH54ZCFEyd09I3fGJAfDlk4cUJH3/iNAfnhkIUTJ3T0jd8YkB8OWThxQkff+I0B+eGQhRMndPSN3xiQHw5ZOHFCR9/4jQH54ZCFEyd09I3fGJAfDlk4cUJH3/iNAfnhkIUTJ3T0jd8YkB8OWThxQkff+I0B+eGQhRMndPSN3xiQHw5ZOHFCR9/4jQH54ZCFEyd09I3fGJAfDlk4cUJH3/iNAfnhkIUTJ3T0jd8YkB8OWThxQkff+I0B+eGQhRMndPSN3xiQHw5ZOHFCR9/4jQH54ZCFEyd09I3fGJAfDlk4cUJH3/iNAfnhkIUTJ3T0jd8YkB8OWThxQkff+I0B+eGQhRMndPSN3xiQHw5ZOHFCR9/4jQH54ZCFEyd09I3fGJAfDlk4cUJH3/iNAfnhkIUTJ3T0jd8YkB8OWThNgL0Y+pcOYBMcsnAaOpRgLIb+pQPYBIcsnIYOJRiLoX/pADbBIQunoUMJxmLoXzqATXDIwmnoUIKxGPqXDmATHLJwGjqUYCyG/qUD2ASHLIBBkDQA+eGQBTAIkgYgPxyyAAZB0gDkh0MWwCBIGoD8cMgCGARJA5AfDlkAgyBpAPLDIQtgECQNQH44ZAEMgqQByA+HLIBBkDTE+etVuaNOXNO+npbTrp+2hoer5q/FqrBnf26waFGB6W/br9pY4bd3L1Yfj7779fP2BaJvHLIABkHSEKdODFxJw/LnctJTovaqkPenl83f81Vpz79ssPDGWYYiV/jptBkm9IlJEPrEIQtgECQNcRbVjnLF8sCkaA+vuyBdJiHOJg2f2dNWL1f4tc0ZnpKFoG8csgAGQdIQZ+aNpHVDw2ZhXjHuL5R3Qi6D8ztq8ITVyxXO2veRPCkJQs84ZAEMgqQhShmXz5z3IIq2/enpZmFee9r9hTLo7+ZmQlnUs4+Pj9/+ebuTAtEPDlkAgyBpiFIE0+kPrthchtn/dfq0Lg0b92IwPLUfpLCgM0MeOGQBDIKkIUoRl5/9b9dtg6I9/+T3p3UBKNsxtm+pmO+uB8IOi0KfOGQBDIKkIUoZTF1JQ5lN/N9XT+sC8MT7C0/sB6mLekrnDOwJhyyAQZA0RCnj8v87tSNqMeFysct+kBt7YjuFtHEfTAyEQxbAIEgaYlTPJxSxXV3RVz0YZ5ENBcu7H4qBk6bnt65SnIs8/HI2Kcda8vdL3KidoqrB0cUH59TygcvoJo9v74uyzt5u2MgRsUlYh0MWwCBIGmJUcbn414zt1UV+2UuyaCiwg385Q51oLN+1jzNOpn8zim4U8Vp2KyiGb7AXUYq1Nu0U8u92/W0jyPJ9OwrD5Phj8229wm6EhqYC4cIebtqa/Vb3FI2pRNQmYR0OWQCDIGmIUYXBIviZdxGqeNvmCvZtBhE/jaDcNVksxHflnKKHglrkxH1JL7MM3ZHRuN8g47WoaL3CuVW7YGGfZN2uH2UrTGi5uE3COhyyAAZB0hCjCoNW0lBHw3lzIW3dKCi/qK6xF2a0bC+9Zawuoq7ooWA0QohFFNF5UTZsVGsV2YGK101cb1Y402sKFmakGKtvRbeO0HKRm4R1OGQBDIKkIUZ9Ma77LlTDK3Rh3uqS2F1zVznDtOxLcP+m3OmXbdEygopuBeWk42KJ5d2bycTTWVJex1sdGcVFf5UzHF19bm9TnHTfX7cDW1au1xRWtY8cF70S7ov2i+f/HleJuE3CWhyyAAZB0hChuSk/N6NhHW5VmBfXzl34rK6wnzf9CD6JK33VFaK7LBfNFI/1pb3rulx2XrTGZuoqVCUFL+sGgIdXXTozMe+gtIsHCitnnL6VVYuqROQmYS0OWQCDIGmI0ATTuRnkZl0qUUddNbLjrI3M5RW2uIE/75oa1FLdZbnqIeEbjUHfNPD0JjDWKCO7aj/oFvcXViUgXV5QZQ0R/SoiNwlrccgCGARJQ4QmLi+MINd8K0KfOUN34V6GaBke5SW3eVOjuyxXDyH4nsuUKYeOwl0NyhWKSV0kF60jZs7jL0wlIE07ytpKxG4S1uKQBTCITZOGySiojW6uncvhH5sg18R6Gf+NGbroWc5qRkdxOW50n1SX5eLJSA/5PGOgN0EZ568di4llzEcq/YXpBKRpSFlbichNwnokDQAG4QySa+c/dOY2GwHW6olQBkLRB7C9ku7uAMhZxETRk6BdSFyW108avAy331vPM+reBF3a4rwToFd46ZigCrPfalV+s7YSsZuE9UgaAAzCFSTXz3/ozG1ug6nMCdr2AdnkXsbma/F3dfXteA2UyBSMmwKOxxqnV6EYK2O0vzeBf6hHX/YSKMzuihDZryJyk7AeSQOAQbiC5Pr5D525zW3ElTlBG+q73o71h8tuhiqzUt+kAAAgAElEQVSQms3+XZl1mDUeuZAZRPsUZCjGyn4B4V4I7qcbxQrNcO8tzPGCirhKxG4S1iNpADAIV5BcP/+hM7e5u47ucoI26JsN/93zFSK0ul4D1ZVp9INUwz63A0+3jzdadOO/TE66WO59TkGu0JjJX5ij1WIRVYnYTcJ6JA0ABuEKkuvnP3TmNnfBtMsJ2uYBM0gujFnFk4z6Mr8LpUY/CJ1f3LcjP3u6D8qgv6ZLg3NEBN0PMrJLg7rZIgawCHVpiNskRCBpADAIV5Dc5fwHQHVOKP/qHpMwewW238u+j64nC7ubGsZU+yr+romx7rsLMsvQ9yC6ivtfhClWaK7bX5gajOLRvm3jf8tVzCYhwrgOQQDJIGlYS8TltiGhu09hBsm22UBeX9tRVt7UMEaMcuUXTYx1jmggOy/6exOE+0E6G0TC/SPMzYmrROwmIcK4DkEAySBpWEuExKYhQbzT0egH+di808oIlY6kQTREiL6Tzlkf2xh7qb9/tMd7OFHTqorbr990rNBYd6Awu45xlYjdJEQY1yEIIBkkDWupkFj8OZ8YYxuooaWvVZu8IxNQj1YYDxc4+h5U3QddPRn1i7T1+E3VNG/SIFZorjtQmPUAaahfhXeACP8mIcK4DkEAySBpWEs9n7AKvsX/ySAprperLoFmS789TIMYU9EYRLK9E2K9L3PmvmCX8Vr3tyx7W3QvmDKWbvIY7zMegcKsfp1yVGn/crGbhBjjOgQBJIOkYR0Z7Oq7D/Mu2unREYvPJ6rBwH56YtaFWeN1FeaDnPrBRUeElT0cVW5SDYlwac3Wfr58tG69eBMdWZjOk6p3bq+tROwmIcaoDkEA6SBpWMcIuOXdh+KbS/GFjHxFBD1RkdMaRbrMNOoZ3P0grVZ9zw0GGXhVF8QyMamn6YDdVnBhVsQ7tJNVWDfnX68nUZWI3STEGNUhCCAdJA3rGBfEZWeGeRczrUhYJBRHKkkoZxLhsbo0r2cw+kF2IXemWjAcI1Grr1VVzNdVm901u1dFiBhvhPtgYeWnZuJduTHNx9BykZuEGKM6BAGkg6RhHSO2FR++/1m9lFK2uTfjJBvRsGpZaIYy+nSqo6yjH+RCXr7XeYajh6SM9DIxeFiV9EIsYrybe95WUPeDvDQK9hVWvXbq6O2quPs31ea20wLLRW4SYozqEASQDpKGdYxXQxSB70x1QjCfG5xVe8gYmaDKJKZXn1d/1s8aNoHVeM20uBNSvw/y/MNq0vL+xoy3ZsHGy6COP6z+Kuf/3hqeenJ821Xg2rXCrtahwqrw3zIaVgLLxW0SoozqEASQDpKGNRzvi1b9Bc0EoWqRdw3LIB0bz0s0S8i7/IuJ5nhXg/GAo7mSS2N4aqsG6g0aVrfEYGHNyyqrit/FViJqkxBlTIcggISQNKxhDjxQxfiuUd3sK1BQjfCylM5Fm1O0r30sorhxJ2ThDPMm+9HO2vSt+SynqkHzsiixQt3DIFhY05OhfFulOYplaLmYTUKUMR2CABJC0rCGGRLLpMEcANIxpLLjVn33dsfqLoE5f52XmI8efBOLeF7upCJ9G7AvPqpnOVce2hdFTc6bwlQ/SKPawcIel3dFb4aj4gXX6oGJ0HIRm4QoYzoEASSEpGHHPMMmr8LsH2+K/ODsJxUrl/+/vbthbtvYDjBMRvJIpiJZHjtJ41hxOtGEitM7die8Vqr4mpZC/v+/VOL77CchEuLiAO8z01YhAO6C6ck5WCwWN883R5z5MujmkGwi4fQsmw3Rxv27TRNH54FsfPfuua8Du31Z00l7/YXocY8+JXgRggCSoGjolv1u6+ELvwwLT4cQBJAERUO3hr/4gP0mDXdaB54eIQggCYqGTo3gstu33CXLLRwaIQggCYqGLhmrLgyU+ZRpPr2S5RYOjhAEkARFQ0f+/jKSDFo87nHx97peomlcczj6gRAEkARFQ0fm1ZOEw745sRZnWhn40EovEYIAkqBo6Ea9SNNF6p48ufpUqRnSIQQBJEHR0I0qk45hpH71u1jZccpS0CkQggCSoGjoxipb0Wi6dSWkgVjdfjfL/v/g6Px6+854AoQggCQoGgB9CEEASVA0APoQggCSoGgA9CEEASRB0QDoQwgCSIKiAdCHEASQBEUDoA8hCCAJigZAH0IQQBIUDYA+hCCAJCgaAH0IQQBJUDQA+hCCAJKgaAD0IQQBJEHRAOhDCAJIgqIB0IcQBJAERQOgDyEIIAmKBkAfQhBAEhQNgD6EIIAkKBoAfQhBAElQNAD6EIIAkqBoAPQhBAEkQdEA6EMIAkiCogHQhxAEkARFA6APIQggCYoGQB9CEEASFA2APoQggCQoGgB9CEEASVA0APoQggCSoGgA9CEEASRB0QDoQwgCSIKiAdCHEASQBEUDoA8hCCAJigZAH0IQQBIUDYA+hCCAJCgaAH0IQQBJUDQA+hCCAJKgaAD0IQQBJEHRAOhDCAJIgqIB0IcQBJAERQOgDyEIIAmKBkAfQhBAEhQNgD6EIIAkKBoAfQhBAElQNAD6EIIAkqBoAPQhBAEkQdEA6EMIAkiCogHQhxAEkARFA6APIQggCYoGQB9CEEASFA2APoQggCQoGgB9CEEASVA0APoQggCSoGgA9CEEASRB0QDoQwgCSIKiAdCHEASQBEXDY/z1yyw7/enshw+pu4JRG20IAkiLoqG1h5uJMH3zJXWHHu3h5vmm50ff/vo5dU+wp3GGIIDkKBra+nQ6MR3/lrpLj9ScwVXqrmBPowxBAOlRNLS0mDimunLv17pm+ObP1H3BnsYYggB6gKKhnWVRJpx/yG5K/P3+efGPqsYa5nW180zfnRWYRhiCAPqAoqGV1c/ZaV80ybYY6teUff95mY0xfFyvH/66Tt0X7Gt8IQigF9xB9zZS9/rg8oGGE/lJMdiv6AbFUll/ETO+EATQCxQNrWRD+9ZMALeO6LeFewpQa3whCKAXKBrayO9OWPci8s8UZeG5rhoHUaMLQQD9QNHQRj4fwM642aW7nqmQ+Slcpu4FOjK6EATQDxQNbfhGGh4zSeC+WEny6Nv4FMTIbrff5esynftWorx9tdnytuzdqthzenZtdjefg2H0dvXH63zP2Y8fW50EemR0IQigHyga2siLBntUQRYNS2t7fkA1NHH/qvnlpj8FGwnvtnrfLCx1XGf4vI2r6rCi9dWN7zu+ynWpyjsqq3fis2PKBmVGF4IAdBpn0VAs7WQNNTx8+PuL3C7nN8ibAV/NpSRPAo9phneT1YSoTbIDvvnz/mW5v+c7qg4v3A+tPadv9/p5cGjjC0EAKo20aChybPCC3Ll9IUYe/nk5MflnI4Z3s/J7XZxkbTz7T3VYNuSxtFe6Lr9j7nzm7MnDmLqMLwQBqDTSoqHMu9ML/zCBM8tQjDzkRx5ncxFWt68nk9DkyeBuRc1w9OZzfZvipGnjxc/FQbc/fKkqgWk+7+Eu/46iT8XKVLI6KGug6+zFVQ/v1a1TBYoGADqMtWioEq+/bHDmRDbPN5oPXixCQw3B3cy1KPObEaIamYlapRireFaNhnySoxLmPMhiikZ9R8I7YwO9NsIQBKDRWIsGcbl+7t6kiExpyLK1SMjzwEV9cLdFPWCQa8qT8n7GpXGMnAphHLmUPbRrHPfJCvTcGEMQgEKjLRrkgwlndtlglwIiC1vPVRjJWwjtlpcG4qubcuSrvFVRHmJ0whi8WMiN9jpPFA3qjDIEAejz2KJhopL/XO5f1zuYow2xKQ15Qt7+SGNot3y4QOTz5lnOvEho6g/PApWiF8YjoN7GuT2hCkUDABViSTW8vzahsxFlw4V/YKEgRh7KuwiBGZS1wG7eVaUK1n2LvA/mio/2IxzB9SDtVSbQexQNAFSIJ9XQ/tqEz+e+XhPpuLmqj63SUC2SMH0TLxv8u4VvHNizFz3voxIDCLGxhNWdsrdogKIBgBLbkqp/f21iZ/RQzW1o0mxkSoOYQRkvG/y7hd9vYb0Ow3f/QVQKbknx8Ne/fvn++9lsVjbLI5eqUDQAUGF7UvXtr038nKrRhipHO6+zMmc7NjMoo+suencLPWzhjEH47j+Iuw7W96xunMWdeAGmKhQNAFRok1Td/bXZdlZf84WdjeWXAlMacnf1OtDRGZHubpH5i57HLXwvxyhql/x7mpLik1My8PCEMhQNAFRol1R331+JYt5imYbtewieVH9b1QPx+Yb2bnkz/nRuFSa+Rznn9WdmWSNfRTGdffvrLQ9PqDO8kAIwSCMsGlZ//fLcefBArooQndJQqeqBLRMOzd22zIMUhcli4tzHEE9eGOMQ5bsszn798Lk5F+ZB6qI7pACMxviKBs+zjOtyDKDItM6UhsDsxbIeCD746Nkt/NCDPQbhKRpEx+VWc13qTHjiBPpKdUgBGA+KhoJYS8keDgiurVBMddyansVu4aLB3uIpGpraxRiWyLsra5z4wk/oJdUhBWA8xlc0OAMJzaeesf/yn4sDrPmHxTW9WwSEd3OKhro2sJ+hdJ+pFD00Hq1wpkz6qyL0muqQAjAe4ysaPOszr43rdStfF8P/zTup7WcxA0WDdzf7JkST/e1bCu43z5t7IUbt4YxJ5Dvy8IQuqkMKwHiMr2iQ2df68Kr+U2ThfIu4LWBPkQwUDd7dfNMd8/rEGZxwhgvkqymMssYuGpYTp95A7+kOKQCjMcKiIc+q1qX4oknJVsovnmcsU7R9Ee9Z6zm+29w4YFmXL85jFfaq0sUjEpfN99c9XPh25OEJZXSHFIDRGGHRUC7w/EIuqCjrCJnY7zf7Pm9GB6yreGcO4nrbbsb7rkWl4t6NKEYWqrWjiuWbygPNYYn82+sSolzniaJBGd0hBWA0Rlg0lEMNk+n5hyzVru7eFYm2yv55Lj/+sPnrLltf+oVI0eW7K8+yA1f5Vu+NgPBuRcFyfL35q3wU86pu00z0xZ7TN5+bXasdzJkR1Vdu2np4/7w4NZ641EZ5SAEYizEWDcYSirWLautXY1HmyyxF15XB0jnM+/qJ8G7mlxs3HDyvpzLUr+H0rDgtzyNwzwR9pj2kAIzEKIuGZnnn2vSnZquoKaZv8+QtpiH4k74tvJtRC1SvsvK9nsquGs6NaRayKrgxv9H/SAd6TX1IARiHcRYN69V7IyNPL4zh/LpqOP9YXMiL0f4HmaLD76sK73bfFCxn1ef+5aVX4juyOxoVZ1ji3/XJZOcRXqsavaU/pACMwkiLhnU2AeD1LC8YZj98sLfdZ9Mcjs79JcHqj9fZ1IHp2ZvPse8P73b3Ltsw+zH2hsz6O07b7FpMZjiKdwg9NoiQAjB84y0agP4gpACoQNEApEdIAVCBogFIj5ACoAJFA5AeIQVABYoGID1CCoAKFA1AeoQUABUoGoD0CCkAKlA0AOkRUgBUoGgA0iOkAKhA0QCkR0gBUIGiAUiPkAKgAkUDkB4hBUAFigYgPUIKgAoUDUB6hBQAFSgagPQIKQAqUDQA6RFSAFSgaADSI6QAqEDRAKRHSAFQgaIBSI+QAqACRQOQHiEFQAWKBiA9QgqAChQNQHqEFAAVKBqA9AgpACpQNADpEVIAVKBoANIjpACoQNEApEdIAVCBogFIj5ACoAJFA5AeIQVABYoGID1CCoAKFA1AeoQUABUoGoD0CCkAKlA0AOkRUgBUoGgA0iOkAKhA0QCkR0gBUIGiAUiPkAKgAkUDkB4hBUAFigYgPUIKgAoUDUB6hBQAFSgagPQIKQAqUDQA6RFSAFSgaADSI6QAqEDRAKRHSAFQgaIBSI+QAqACRQOQHiEFQAWKBiA9QgqAChQNQHqEFAAVKBqA9AgpACpQNADpEVIAVKBoANIjpACoQNEApEdIAVCBogFIj5ACoAJFA5AeIQVABYoGID1CCoAKFA1AeoQUABUoGoD0CCkAKkx2krrXwLAQUgBUoGgA0iOkAKhA0QCkR0gBUIGiAUiPkAKgAkUDkB4hBUAFigYgPUIKwCBRNADdI6QADBJFA9A9QgrAIA2laFhYN1ym5x+fopn7N0/xrRicAYQUALiGUjTM3Yka51+6bmT1/vSy6+/EIA0gpADANZCiYfWzZ3rnN39228j9q8nkqtuvxEDpDykA8BhI0fD11PdQyLNOxxqyNqa/dfmNGCz9IQUAHgMpGpbZWTS3DlZ37/Lz6nRcYPkEgxcYKP0hBQAeAykaFk6J8Cn75KTrNrodu8Bg6Q8pAPAYSNEwd0cBPB/tJZ82wTxItKI/pADAYxhFwz8v3VGA7G5Cl1MQ8jaYB4lW1IcUAPgMo2jI50Fa9yK6LhqYB4n21IcUAPgMo2hYemY9OvMWV7ffPc8KibNrZ2LC/S+z7BuOvr2Ot2He7lj98Tr/wtmPj19I6vbVprm322dItOkZ+kd9SAGAzzCKhoVnVMGat7i6aR7FnP5k7JmtvxDYVMpvTVTK4mT1Tnx2LMsGe4wjnw1x0vx5VbWY7RTZuU3P0E/qQwoAfAZRNOSJ1pr0aM1btBZykPMfrE0nnsv/pdheZnjrqOnbZu+F1Zu85Lisj/rmz/uyBjmJ79ymZ+gn7SEFAF6DKBp88yDNwYelvfjTiXmwf5PxZWa94Xxhc3ckL1dkb8RgQvbns/+8bA6J7dymZ+gn7SEFAF6DKBryK3LjacjiZkT9UZHip+cfNn/fvZ4Y2/K3VhxnW1a3r8VQgjS3M3cxBnB8/Xnz98P706aYWJtjBTkxmJD9+eLnor3bH77Ed27TM/ST9pACAK9BFA3WPMi/b4vpBhfVB8Ul+7Nq3kG+7lN1SyDfVl/CL4IX9MY8yHx8oLkjUfzjb2JPY1bmvPnO7M+ZrBIiO7ftGXpIe0gBgNcgigbPKy6NWQb5djEjYCGGGqwnKeeTwLKPxrxKO9XnAw9XYs/ALIXyhoMYWdgy/6FNz9BD2kMKALyGUDT4XnE5fdPk1+XEyrfyGt56eiH0gglzXqUYO8gZRYOd3cXG4q6GPDKyc8ueoY+UhxQA+DlFg++ivXfMc3AmDGaaqsHzbIW4vs+z9PHWhRbi60HKQYHYLIW8fAk9K7Fjz9BHFA0ABslJwk+f8TtgnsPSv9NxmZzdaZKeRxQutgz8x9eDlIMCxqhDRgwmyPsiW3du2TP0EUUDgEFykvATpvrumOdgv+JydVc8zyCeWLDG9WUJUD5OKe9neMRecbm6k2MZkVkK5oTJLTu37Rn6iKIBwCA5SfhwmX8P5jl43me5KuY+5n/KJRZLsmioZ0REk7M9i2G9fvjrX798//1sNisPr0qKyCwF83mILTu37Rn6iKIBwCA5SfggSX9fxik46yNl8vyc1wXOtIG1NcewWWBaLutost+LvbpxFnc6EQ3LwkBMYHRuRsR2btkz9BJFA4BBcpLw02X6Dhmn4HvFpbhn4XvbpfUkwl39iofQvMMsu4sv+eSUDHUxEJul4HQltnPLnqGXKBoADJKThD1ZuefyeZCXwU99jyo6NzRuq+QcmOxofolcVXo6+/bXW2uKROgFVM5SC7GdW/YMvaQqggCgrQEUDfY8yEJdNHimMPpuaFTJ2b8UwkIm8/I9Ume/fvjctFUdF5ml4JYE0SkN7XqGXlIVQQDQ1gCKBs88yHW8aPA8hLmuk7PzedVGtaGYnyifhLSfk5SFgRhMcNZ6iO3ctmfoJVURBABt6S8afK+4XJdLR2cZ2lM0BHJzMe/Q92BlXidU6d6ZQyFHEOyxAjmo4az1ENu5Zc/QT5oiCABa0180+OdBNk9PuMs01GWG/UxEXmn45g5kbdTf4Z/OeOnfmA94lL1zehLeuXXP0E+aIggAWtNfNPjnQTYvhXSfnphXRziTDHxPWlSf19f5ztBFPaixdgqD4lbGZbOfMw/Sv3PrnqGfNEUQALSmv2jw3msoVpbOE7kzgaF5AYRzOyC0WLQxD9IuGvLvq46yCoO52OaMHkR2bt0z9JOmCAKA1tQXDZ7XUa1Xv0+auwL22s3Fsw9F8pZjBBnPitP1fpdyJ+f7yqOsZF88mxla2im2c9ueoZ8URRAAtKe+aHDmQT7cvTuV6bccWajWRirWZRKrLYkCwD89wpoHWexVt/jJbEw+ynG/Oez5JPQS7u07t+gZekpRBAFAe+qLhq+exRknRsYtpgpM33ze/Fk+vFhl6vJFkmcfslmRd+/MRN0wC5Pi+46vN//88P552Vq1NR8uOP6w+Sv/uhfiloQ7WBDZuWXP0FOKIggA2lNfNATeiy2XXXbqiuM/w0f7XvJQZvCqNLAOupDVgNnWpVx+2n3nVWTnlj1DTymKIABoT33RMPeWDOZ7Ia2q4VzOYrQKCu8CSvXrJsutN+KA6VvzvsPC2CSe1fS9OCu4c9ueoacURRAAtKe9aKjzuXB0fm3vJdL8sbnxQVYAobdCVVVHNa/h33VCzxaGNGc41oXA+UfjWU3vEtGhnVv3DP2kJ4IA4BG0Fw1trf54nSXt2Y9u8t1symYmTM/efA4ffvM826M+uJjMcOQ94j6biHl03i7LR3du0zP00vAiCADW4ykagEMiggAMEkUD0D0iCMAgUTQA3SOCAAwSRQPQPSIIwCBRNADdI4IADBJFA9A9IgjAIFE0AN0jggAMEkUD0D0iCMAgUTQA3SOCAAwSRQPQPSIIwCBRNADdI4IADBJFA9A9IgjAIFE0AN0jggAMEkUD0D0iCMAgUTQA3SOCAAwSRQPQPSIIwCBRNADdI4IADBJFA9A9IgjAIFE0AN0jggAMEkUD0D0iCMAgUTQA3SOCAAwSRQPQPSIIwCBRNADdI4IADBJFA9A9IgjAIFE0AN0jggAMEkUD0D0iCMAgUTQA3SOCAAwSRQPQPSIIwCBRNADdI4IADBJFA9A9IgjAIE38UncLUI0IAjBIFA1A94ggAINE0QB0jwgCMEgUDUD3iCAAg0TRAHSPCAIwSBQNQPeIIADjQNEA7I0IAjAOFA3A3oggAONA0QDsjQgCMA4UDcDeiCAA40DRAOyNCAIwDhQNwN6IIADjQNEA7I0IAjAOFA3A3oggAONA0QDsjQgCMA4UDcDeiCAA40DRAOyNCAIwDhQNwN6IIADjQNEA7I0IAjAOFA3A3oggAONA0QDsjQgCMA4UDcDeiCAA40DRAOyNCAIwDhQNwN6IIADjQNEA7I0IAjAOFA3A3oggAONA0QDsjQgCMA4UDcDeiCAA40DRAOyNCAIwDhQNwN6IIADjQNEA7I0IAjAOFA3A3oggAONA0QDsjQgCMA5Ki4Z/Xub9PvFt+3qab7s6dJ9q92+SNT0A2b++6W/5n8vNv8Zv/kzcn1b0RRAA7EJp0VAWBr6iYfVzvqnMO4e3en96majpQRCVwmLz57MvifvTir4IAoBdKC0alkW/fRklsukQ7l+lHOQYgHn9Ly8v/7yDSb2jL4IAYBdKi4Z50W/P2HU50JAq2YjBdexCVAr5PSgdozb6IggAdqGzaMgzy8ybnrMh7elpsmSj5zZ8T+WVgrqhGnURBAA70Vk0ZJll+p0vu+Q5579Ok13t67kN31M6h2rURRAA7ERn0ZBllm/+xzd4nd23OPk92dV+PgSiY0S9pxYqh2rURRAA7ERn0ZBnFl/RkFcT//sy2dW+zsH1PpmrHKpRF0EAsBOdRUOeWf7v1J3umG24XDIPUi2lQzXqIggAdqKyaChm2GcJ2romLaYhzq2r/dt3zzefHJ1fu9/08D7bNHvru7Rd/fE62zid/fjR24lPs83Ws2vjUM88yEjr+eZXm41V+1uatN1nXz09t/dd3X6Xf4vVt7ho05Fz2NrlQCcDv3x4qGbXDh6EtggCgN2oLBqKzJL9bzNBF5ep+SzJ+mp/9b5YBypzbOWU+3fVlmx/67h6W3agyFPlbrfV1x7/JjbUrra0nnf1Kl/VYVI1G2zSMi8uxpveXxg/wk3zJdOfzJ/G+Jr8o/IHjDUd+wXDx8U7Gfzll/WvYc5u2LWDB6ItggBgN8V/alP34pGKzJIlPfNWQJFmjKv9r68mkpE2P52KLVdrY+Ti66lx3PRtfVSx20Jsu2p6JVNhtPV88sWf92WdcRJv0lSet+y99cVCfULziX3PZtkcGWs69guGj4t3MvzLi0pBzm7YtYOHoi2CAGA3xX9oU/fikYrM4hQN5WJAC5Eel2ayMVLKwtgw/W0ZO64ZMs+/fmEe6nxfkewirWeNPftPNTZxFW/SVIyw+Hrg+5bqjJxnQfOBhkA/RdOxXzByXLSTkV++qW3k2MiuHTwYbREEALsp/jubuhePVF6D2nMXirwok01xgTp983nz9907K73mZ54PZ99l16rP/ts+7vg6O+6hGPw2LtmPNv9zsdn4cCMS81wkrpNtrWd9fbHp6fGH9fr2hy/xJk15vfH75n+dffiyLm9wVImyyKDT8w9Zk69lDnVmWyzq3BtrOnYOseOinQz/8mIRyPzbr7Y2FOvg4WiLIADYjcaioVppeDFxB+avZLIpZhm8qPLLpybBl3vXw9zVte9V00AzBF7842/iHzb596P8mipNGZk51npeYcxE92NNWhZF1VLd2M+bOZFNPqtu+edNlv2xn+toDos1HTuHaJcjnYz98uJfXjO7YdcOHpCyCAKAHWksGqrMsjATxLwpJcqUMm+yUU5sKnL/lbGpTrBL6ziRysos9U09FU/MDLDuAURaryZNmrcrQk1aihGNky/yn8tG5+aW4qzENfyV+S1Fb2JNx84h2uVwJ7f+8s48yF07eEDKIggAdqSxaKgyy1Km6PrTJj3lyUXe4RaJU6TTZpPMvfJyVWap5cRMU2JqgPmIQqz1clDdrXi8TZqMnlaHlnMTrC3yAt96fCL//ua2SqDp6DnEuhzpZPSXF1XXfO8OHpCyCAKAHU00sPpcXYMWTyCUH1ZJUeRJd3HBOv3kexnbiot0/48kh/YX9n6iFSNjRVov03tsteTwKlHmDRH5Wkj5DOW66Zil5+UAAAgXSURBVK14GKHp9zzcvmg6eg6xLoc7Gf3l273ictcOPiGKBgDj8OQJvwtml+vMYizUUE0naK49PRfrdUaxR7yt2wwWMWguhvWthteetBlo3b3cjjbpbnGu1JsTvnR2FsP9J6Ev8R8TP4dYl8OdjP7y/nmQXXXwCVE0ABiHJ0v0XTK7XGcWuRpTfZHfZBTPCyfrC1P3CjWcpVd3chWk5lpYHFhulC3GWo/Oc3SatNhVS5M4Pe96EmWMvJkj76lEmo6eQ7TL4U5Gf3nvPMiOOvikKBoAjMOTJ/wumF2uM0u5qmKuTh/1uHv5mIMj28sz9m0/kvjw179++f772WwmDlv7rm3FgeIqN9a6+TDB1iZNTtVSlwpuPWMUDfJmjnO57206fg6xLoc7Gf/lAwXYHh08EIoGAOPg/69uz5hdbq5By6WK1yI5NtfQxqrOwsnaO6xtzKpc3TirCYnJCObVfPOJnGsYa93bfrhJk5N160tr3ywAcb0uxmWsmiXUdPwcYl0OdzL+y1tjMdsa2tbBw6FoADAO/v/q9ozZZXMivjXBvsmHy8CXnay975WSiz58cnKUMaJx4hzYjB8YN/UDrfvG3iNNmuxDm+zqG9AXJyrGZcznEoNNx88h1uV4J4O/fGAe5K4dPCCKBgDoJ5FZ6gzeDL0vt2aUy7XvXrh9q6MynX376+2pOQ/SvJo3n3g0bgAEWvfceI81abK73ly6e/Kx8ZBE3XVzwmS46fg5xLoc7mT0l/fPg9y1g4dE0QAA/SQySz2w3aTy5iLaM0mu5m6zbv5vnP364fO6bqbMvO4yAKI7chQi1rp7yz/WpMV+OiA68dOY8Fh3z3jcMtJ09ByiXX5MJ61fXkzbLL5t1w4eFEUDAPSTZ26feEvivFVGcbc1Tx4Us+suxFYxLuCfB1l+IkchovnMLj2iTXoO9c4W8DVpjClUJZZxDrGmY+cQ7fKjOime+bD+FJMdH9/Bw6JoAIB+EpmlWqhhYQ5wN/cuYkWDcSEvrv3FWonONs8qA02VIu9wbL9Kdx5IDDUZP9S6WWM1aUxeKEss83HLWNOxc4h2eUsnQ7+8dx7krh08LIoGAOgn64p2k5yy/yNfhtTcLAituejMGRSLLTnb5OX6wi4aRE4zFqiMte5sjDbp9lweaq2MbTZprr5YllhmY7GmH/ULyi5HOhn75b3zIHft4GFRNABAL8nnGrO/Nwll4X2JkvswQZNj7KRc3Ddvcq+7zLF4/aUz8O5ZPSnaunPzIdakxT50abZvNjk3elv8WtYgRqzp2DlEuxzpZOyXF7VFM1axawcPi6IBAHrJeb/DVfbJpfjAvxiBka+stzT882rSHGdnqeXE+k65VQ6eG09jbm1dVh6xJk3hVZM8wxP2Cy7yX8saBdh6toFziB0X62Tsl7cKIH910raDh0XRAAC9ZFxd5pMZFk0WMu7XW0sZ378U6Wohk/9tMT9fvGhRHFZcCsu8LMYA8qzlfxoz0rozmzLWpMk7hVIuQul8jUihWTNvf3Y/CzYdOYfYcbFObvvlnbGYXTt4WBQNANBLxgB09g8vfm4ylHHpWVxofyz/6ZMYB6+GDI7ebvLS3etJQU6LqK9ty4WFxDLHIk/dvxJp2ZgHGW3df5s+0KTJPtR4TsHXpH2RPrM+izYdOYdtv1Kwk5Ff3rse5K4dPCyKBgDoJWMJgDINms8CVOmpmIAwfbPZ+PD++cS87DbXBToSxxWHHV+Lw4wHOo83lcL04nO21UjL1jufI637nyAINGmyDzWeU6ia3PRtdfvKrTzKcRIjrUabjpxD7LhoJ8O/vLhrI8Yqdu3gYVE0AEAfmUsAFGmwSUjmww3OqwnseQSVZ7fyhoG1zuCFtYTDSZV7rdxetyYXK/C27r69OdykxT7U3NHsWZZr3YcpfO+YDDYd+QUjx8U7Gfzlv5p/Bhbkbt3Bg6JoAIA+MucDFDmjSVDGWod2Ep2+Nb7pttq4uVA1ZwfemAc1o+1lxSLT2IU1tCDyVqh134ulgk2aIqsmeZqcnHvWh3S+N9p05Bfc9isFOxn65UXLRmGwawcPiaIBAPrITO//mDPfzHWLsg/eiQz60fym9eo2u6d+lI1tW2nt33UmujBWUKwugJenviTljP4HWve86DHcpMn+3MnPK5Fhj6/tw/OnFZ01o6JNR37B2K8U7WTglw8+k7prBw+IogEAhuDhfTb1b3r2JrZwoPOMYHGD/OjNZ3O/Oq2t8u1n19aV/M3zrKmP8ntatB5t8tFWf7zOsursx/YJNN50+Bw66HJ46csuOng4FA0AMBqhC3tb8I0Q2FHbX77vKBoAYLDsBYOsqRAh7S6LEbHjL997FA0AMFjWdH7nnUgB7nux8Ug7/vK9R9EAAINlPpmZL9HkXbTZEnqmAa3t+Mv3HkUDAAxW8ZzDxd+bP1d3xez7Ns/39+elimrt+Mv3HkUDAAzXfGJpNb2ReZD72+2X7z2KBgAYrnohpsdkLufllHi8nX75/qNoAIABW/0uVhJsuY7gUB4PTGuXX77/KBoAYNBWt99lawJNjs6dhRMDmAfZjcf/8v1H0QAAAFqhaAAAAK1QNAAAgFYoGgAAQCsUDQAAoBWKBgAA0ApFAwAAaIWiAQAAtELRAAAAWqFoAAAArVA0AACAVigaAABAKxQNAACgFYoGAADQCkUDAABohaIBAAC0QtEAAABaoWgAAACtUDQAAIBWKBoAAEArFA0AAKAVigYAANAKRQMAAGiFogEAALRC0QAAAFr5f3ORJ/uJbAHhAAAAAElFTkSuQmCC" alt="plot of chunk unnamed-chunk-2" /></p>
<p>Of course, this tree is not genuinely polytomous at the root – the hagfish is a true outgroup. Indeed, <a href="https://timetree.org/">timetree.org</a> asserts that <em>Myxine glutinosa</em> may have diverged from the other taxa in this tree as long ago as 563 million years in the past.</p>
<p>If <code>bind.tip</code> were better designed, it might’ve allowed us to use the argument <code>position</code> to create a stem below the root and then attach <em>Myxine glutinosa</em> on that stem.</p>
<p>Unfortunately, this does not work.</p>
<pre><code class="language-r">h<-max(nodeHeights(vertebrate.tree))
craniata.tree<-bind.tip(vertebrate.tree,"Myxine_glutinosa",
where=12,position=563-h)
</code></pre>
<pre><code>## Error in bind.tree(tree, tip, where = where, position = pp): tree 'x' has no root edge
</code></pre>
<p>Fortunately, there are a couple of quite easy work-arounds.</p>
<p>Firstly, since our tree is ultrametric, we can employ the argument <code>edge.length</code> to specify the terminal branch length leading to <em>Myxine glutinosa</em> and then simply re-root our tree along that edge as follows.</p>
<pre><code class="language-r">craniata.tree<-bind.tip(vertebrate.tree,"Myxine_glutinosa",
where=12,
edge.length=2*563-h)
craniata.tree<-midpoint.root(craniata.tree)
plotTree(ladderize(craniata.tree),ftype="i",
mar=c(2.1,0.1,0.1,0.1),direction="leftwards",
xlim=c(563,-239))
axis(1,at=seq(0,550,by=50),cex.axis=0.7)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-4" /></p>
<p>Great. That totally worked! (As a sidenote, think carefully about why I made the edge length leading to <em>Myxine glutinosa</em> <code>2*563-h</code> rather than 563.)</p>
<p>Another solution is to <em>first</em> add a stem, then to add the additional time at the base of that stem.</p>
<pre><code class="language-r">vertebrate.tree$root.edge<-563-h
vertebrate.tree<-rootedge.to.singleton(vertebrate.tree)
plotTree(ladderize(vertebrate.tree),ftype="i")
nodelabels(frame="circle",cex=0.8)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-5" /></p>
<pre><code class="language-r">craniata.tree<-bind.tip(vertebrate.tree,
where=12,"Myxine_glutinosa",edge.length=563)
plotTree(ladderize(craniata.tree),ftype="i",
mar=c(2.1,0.1,0.1,0.1),direction="leftwards",
xlim=c(563,-239))
axis(1,at=seq(0,550,by=50),cex.axis=0.7)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-6" /></p>
<p>That’s it.</p>
</div>
<div class="include-after">
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-27059268847099603692024-01-26T18:04:00.003-05:002024-01-26T18:04:35.739-05:00More on visualizing a Brownian motion (random walk) simulation on a phylogeny using phytools<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="include-before">
</div>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Earlier today I <a href="https://twitter.com/phytools_liam/status/1750940389681295483">tweeted</a> about a plot I’m working on for an upcoming book chapter showing a phylogeny & Brownian motion simulation (technically, a discrete time random walk), as follows:</p>
<blockquote class="twitter-tweet"><p lang="en" dir="ltr">I'm working on making an illustrative figure for Brownian motion on a phylogeny using <a href="https://twitter.com/hashtag/Rstats?src=hash&ref_src=twsrc%5Etfw">#Rstats</a> <a href="https://twitter.com/hashtag/phytools?src=hash&ref_src=twsrc%5Etfw">#phytools</a>. This is where I'm at on it so far.... 👇 <a href="https://t.co/DVGMrjrLZ0">pic.twitter.com/DVGMrjrLZ0</a></p>— Liam Revell (@phytools_liam) <a href="https://twitter.com/phytools_liam/status/1750940389681295483?ref_src=twsrc%5Etfw">January 26, 2024</a></blockquote>
<p>A follower <a href="https://twitter.com/cmart_fishmorph/status/1750979393797927011">asked</a> to see the code, and (naturally) I’m happy to oblige. (He also asked about applying it to an OU process. I’m going to leave that for a future post.)</p>
<p>First, here is my code – with the only change being that I rearranged the two figure panels from horizontal to vertical so they’d better fit in my blog panel.</p>
<pre><code class="language-r">library(phytools)
</code></pre>
<pre><code class="language-r">set.seed(77)
tree<-read.tree(text="(C:0.7,(B:0.3,A:0.3):0.4);")
tt<-make.era.map(tree,seq(0,0.7,length.out=200))
tt<-map.to.singleton(tt)
x<-fastBM(tt,a=1,sig2=0.5,internal=TRUE)
par(mfrow=c(2,1))
mapped<-paintBranches(tree,edge=1,"1")
mapped<-paintBranches(mapped,edge=5,"2")
mapped<-paintBranches(mapped,edge=2,"3")
mapped<-paintBranches(mapped,edge=3,"4")
cols<-setNames(c("black",grey(1),grey(0.75),grey(0.25)),
1:4)
plot(mapped,cols,ftype="i",offset=0.2,fsize=1.2,xlim=c(0,1),
ylim=c(1,3.2),mar=c(5.1,3.1,2.1,1.1),lwd=2,split.vertical=TRUE,
outline=TRUE)
mtext("a)",adj=0)
pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
points(pp$xx[4:5],pp$yy[4:5],pch=21,cex=2,bg="white")
text(1.1*pp$xx[1:3],pp$yy[1:3],round(x[1:3],2),pos=4)
text(pp$xx[4]+0.07,pp$yy[4]-0.05,"root",font=3)
text(pp$xx[5],pp$yy[5]-0.15,"internal",font=3,pos=2)
text(0.35,1.1,expression(paste('t'[A]," = 0.7")),cex=0.8)
text(0.2,2.6,expression(paste('t'[AB]," = 0.4")),cex=0.8)
text(0.55,2.1,expression(paste('t'[B]," = 0.3")),cex=0.8)
text(0.55,3.1,expression(paste('t'[A]," = 0.3")),cex=0.8)
phenogram(tt,x,lwd=4,ftype="i",fsize=1.2,
spread.labels=FALSE,col="black",las=1,cex.axis=0.8,
xlim=c(0,1),xlab="",ylab="")
mtext("time",side=1,at=0.35,line=2.5)
clip(-0.1,0.7,min(x),max(x))
grid()
pathA<-c(3,phangorn::Ancestors(tt,3,"all"))
pathB<-c(2,phangorn::Ancestors(tt,2,"all"))
pathAB<-c(findMRCA(tt,c("A","B")),
phangorn::Ancestors(tt,findMRCA(tt,c("A","B")),"all"))
pathC<-c(1,phangorn::Ancestors(tt,1,"all"))
tt<-paintBranches(tt,intersect(tt$edge[,2],pathC),"1")
tt<-paintBranches(tt,intersect(tt$edge[,2],pathB),"3")
tt<-paintBranches(tt,intersect(tt$edge[,2],pathA),"4")
tt<-paintBranches(tt,intersect(tt$edge[,2],pathAB),"2")
phenogram(tt,x,colors=cols,add=TRUE,col="white",lwd=2)
mtext("b)",adj=0)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-30" /></p>
<p>There’s a lot to unpack here – but the general idea is as follows. We first take an input tree (<code>tree</code> in this example). Then we “map” a set of regimes on it, evenly spaced from the roots to the tip using <code>phytools::make.era.map</code>, thus turning it into a <code>"simmap"</code> object. Next, we using <code>phytools::map.to.singleton</code> to convert it <em>back</em> to a <code>"phylo"</code> object, but with a whole series of unbranching nodes along each of it’s edges. <em>Then</em> we simulate a continuous character up the tree using <code>phytools::fastBM</code>, but <em>saving</em> the internal node conditions by setting <code>internal=TRUE</code>. Finally, we plot these tip and internal values using <code>phytools::phenogram</code>. Without getting into the details, I colored the different edges in both my tree plot and the <code>phenogram</code> graph so that they could be matched up between the two figure panels. (See if you can figure that out! It makes use of an interesting application of <code>phangorn::Ancestors</code>.) The outline effect is accomplished by overplotting – first in black, and then using my edge colors.</p>
<p>We can use the same principle for a tree containing any number of taxa. For example, here’s a simulation on a tree of salamanders that comes packaged with <em>phytools</em> but that is originally from Highton and Larson (<a href="https://doi.org/10.2307/sysbio/28.4.579">1979</a>).</p>
<pre><code class="language-r">set.seed(22)
data("salamanders")
h<-max(nodeHeights(salamanders))
mt<-make.era.map(salamanders,seq(0,h,length.out=100))
st<-map.to.singleton(mt)
x<-fastBM(st,internal=TRUE)
phenogram(st,x,ftype="i",fsize=0.7,
mar=c(5.1,4.1,1.1,1.1),lwd=4)
clip(par()$usr[1],h,min(x),max(x))
grid()
phenogram(st,x,ftype="off",add=TRUE,lwd=2,
color="white")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-31" /></p>
<p>OK. This is all I’m going to post about that!</p>
</div>
<div class="include-after">
</div>
<script src="https://platform.twitter.com/widgets.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-64215274607208523872024-01-24T19:17:00.002-05:002024-01-24T19:17:51.980-05:00Fitting a Pagel '94 model with intraspecific polymorphism<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="include-before">
</div>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>A <em>phytools</em> user recently contacted me to ask if it was possible to fit the Pagel (<a href="https://doi.org/10.1098/rspb.1994.0006">1994</a>) correlated binary trait evolution model to data with intraspecific polymorphism (treating the polymorphic condition as intermediate between the two corresponding monomorphic states).</p>
<p>Indeed, this <em>is</em> possible and this is what that model looks like when written down on a sheet of paper for characters <code>A/B</code> and <code>0/1</code>:</p>
<p><img src="data:image/jpeg;base64,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" alt="polymorphic Pagel94 model" /></p>
<p>To see how we might go about fitting this model to data, we can start by loading <em>phytools</em>.</p>
<pre><code class="language-r">library(phytools)
</code></pre>
<pre><code>## Loading required package: ape
</code></pre>
<pre><code>## Loading required package: maps
</code></pre>
<p>Now let’s imagine a tree (our model has a lot of parameters, so I’m imagining myself a <em>large</em> tree), and a pair of two data vectors of characters that evolved on this tree.</p>
<pre><code class="language-r">tree
</code></pre>
<pre><code>##
## Phylogenetic tree with 800 tips and 799 internal nodes.
##
## Tip labels:
## t194, t452, t453, t210, t318, t319, ...
##
## Rooted; includes branch lengths.
</code></pre>
<p>For each character vector, we have a binary trait with polymorphism. Character <code>x</code> has levels <code>"A"</code>, <code>"B"</code>, and the polymorphic condition <code>"A+B"</code>, while character <code>y</code> has levels <code>"0"</code>, <code>"1"</code>, and the polymorphic condition <code>"0+1"</code>.</p>
<pre><code class="language-r">head(x,20)
</code></pre>
<pre><code>## t194 t452 t453 t210 t318 t319 t128 t296 t297 t21 t108 t443 t519 t577 t578 t769 t770 t170 t744 t745
## A A A A A A A A A A A A A A A A A A A A
## Levels: A A+B B
</code></pre>
<pre><code class="language-r">head(y,20)
</code></pre>
<pre><code>## t194 t452 t453 t210 t318 t319 t128 t296 t297 t21 t108 t443 t519 t577 t578 t769 t770 t170 t744 t745
## 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## Levels: 0 0+1 1
</code></pre>
<p>Before continuing, let’s create a simple graph of the two traits at the tips of the tree. For each character, I use one color level or the other if the trait is monomorphic for a species, or a split of the two colors if the character is polymorphic. (To learn how to create custom plots like this, I recommend checking out Chapter 13 of my <a href="https://press.princeton.edu/books/phylogenetic-comparative-methods-in-r">recent book</a> with Luke Harmon.)</p>
<pre><code class="language-r">h<-max(nodeHeights(tree))
plotTree(tree,lwd=1,color="grey",ftype="off",
ylim=h*c(0,1.2),direction="upwards")
pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
cols_x<-viridisLite::viridis(n=2)
for(i in 1:Ntip(tree)){
if(x[tree$tip.label[i]]=="A")
polygon(x=pp$xx[i]+c(-0.5,-0.5,0.5,0.5),
y=pp$yy[i]+c(0,0.05,0.05,0)*h+0.01*h,border=FALSE,col=cols_x[1])
else if(x[tree$tip.label[i]]=="B")
polygon(x=pp$xx[i]+c(-0.5,-0.5,0.5,0.5),
y=pp$yy[i]+c(0,0.05,0.05,0)*h+0.01*h,border=FALSE,col=cols_x[2])
else {
polygon(x=pp$xx[i]+c(-0.5,-0.5,0.5,0.5),
y=pp$yy[i]+c(0,0.025,0.025,0)*h+0.01*h,border=FALSE,col=cols_x[1])
polygon(x=pp$xx[i]+c(-0.5,-0.5,0.5,0.5)+0.01*h,
y=pp$yy[i]+c(0.025,0.05,0.05,0.025)*h+0.01*h,
border=FALSE,col=cols_x[2])
}
}
cols_y<-c("#ADD8E6",palette()[2])
for(i in 1:Ntip(tree)){
if(y[tree$tip.label[i]]=="0")
polygon(x=pp$xx[i]+c(-0.5,-0.5,0.5,0.5),
y=pp$yy[i]+0.05*h+c(0,0.05,0.05,0)*h+0.02*h,border=FALSE,col=cols_y[1])
else if(y[tree$tip.label[i]]=="1")
polygon(x=pp$xx[i]+c(-0.5,-0.5,0.5,0.5),
y=pp$yy[i]+0.05*h+c(0,0.05,0.05,0)*h+0.02*h,border=FALSE,col=cols_y[2])
else {
polygon(x=pp$xx[i]+c(-0.5,-0.5,0.5,0.5),
y=pp$yy[i]+0.05*h+c(0,0.025,0.025,0)*h+0.02*h,border=FALSE,col=cols_y[1])
polygon(x=pp$xx[i]+c(-0.5,-0.5,0.5,0.5),
y=pp$yy[i]+0.05*h+c(0.025,0.05,0.05,0.025)*h+0.02*h,
border=FALSE,col=cols_y[2])
}
}
par(lend=2)
legend("topleft",c("A","B","0","1"),col=c(cols_x,cols_y),
lwd=4,horiz=TRUE,bty="n")
text(x=0,y=1.035*h,"x",pos=2,font=3)
text(x=0,y=1.095*h,"y",pos=2,font=3)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-6" /></p>
<p>With our tree & data in hand, I’ll begin by fitting the <em>independent</em> evolution model. This is easy because I can just use the <em>phytools</em> function <code>fitpolyMk</code> to fit my model for each trait and then add the log-likelihoods to compute the total likelihood under independent evolution of each trait.</p>
<pre><code class="language-r">ind_x<-fitpolyMk(tree,x,model="ARD")
</code></pre>
<pre><code>##
## This is the design matrix of the fitted model.
## Does it make sense?
##
## A B A+B
## A 0 0 1
## B 0 0 3
## A+B 2 4 0
</code></pre>
<pre><code class="language-r">ind_x
</code></pre>
<pre><code>## Object of class "fitpolyMk".
##
## Evolution was modeled as 'unordered' using the "ARD" model.
##
## Fitted (or set) value of Q:
## A B A+B
## A -0.036327 0.000000 0.036327
## B 0.000000 -0.061044 0.061044
## A+B 0.308363 0.143621 -0.451984
##
## Fitted (or set) value of pi:
## A B A+B
## 0.333333 0.333333 0.333333
##
## Log-likelihood: -281.998966
##
## Optimization method used was "nlminb"
##
## R thinks it has found the ML solution.
</code></pre>
<pre><code class="language-r">ind_y<-fitpolyMk(tree,y,model="ARD")
</code></pre>
<pre><code>##
## This is the design matrix of the fitted model.
## Does it make sense?
##
## 0 1 0+1
## 0 0 0 1
## 1 0 0 3
## 0+1 2 4 0
</code></pre>
<pre><code class="language-r">ind_y
</code></pre>
<pre><code>## Object of class "fitpolyMk".
##
## Evolution was modeled as 'unordered' using the "ARD" model.
##
## Fitted (or set) value of Q:
## 0 1 0+1
## 0 -0.078555 0.000000 0.078555
## 1 0.000000 -0.060303 0.060303
## 0+1 0.169576 0.243399 -0.412976
##
## Fitted (or set) value of pi:
## 0 1 0+1
## 0.333333 0.333333 0.333333
##
## Log-likelihood: -257.539565
##
## Optimization method used was "nlminb"
##
## R thinks it has found the ML solution.
</code></pre>
<p>The total likelihood under the <em>independent</em> evolution model is just…</p>
<pre><code class="language-r">lik_independent<-logLik(ind_x)+logLik(ind_y)
lik_independent
</code></pre>
<pre><code>## [1] -539.5385
## attr(,"df")
## [1] 4
</code></pre>
<p>…with a total of <em>eight</em> estimated parameters.</p>
<p>Here’s where things get complicated! If our trait did not exhibit intraspecific polymorphism, we could proceed to fit our dependent (“correlated”) character evolution (that is, the Pagel ‘94 model) using <code>phytools::fitPagel</code>. Unfortunately, if we want to take into account species polymorphism (and there’s a substantial amount of it in our data) that option is not available to us. We have to fit the model manually!</p>
<p>Our first step will be to create a new trait vector which represents the composite of trait vectors <code>x</code> and <code>y</code>. That is to say, for example, if a species has condition <code>A+B</code> for trait <code>x</code> and <code>0</code> for trait <code>y</code>, it will have condition <code>A+B|0</code> in our composite vector.</p>
<p>This is how we do that.</p>
<pre><code class="language-r">xy<-setNames(interaction(x,y[names(x)],sep="|"),names(x))
head(xy,20)
</code></pre>
<pre><code>## t194 t452 t453 t210 t318 t319 t128 t296 t297 t21 t108 t443 t519 t577 t578 t769 t770 t170 t744 t745
## A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1 A|1
## Levels: A|0 A+B|0 B|0 A|0+1 A+B|0+1 B|0+1 A|1 A+B|1 B|1
</code></pre>
<p>Next, I’m going to create a <em>design</em> matrix for our fitted model. To see how to create design matrices for M<em>k</em> models in R, I recommend Chapter 6 of <a href="https://press.princeton.edu/books/phylogenetic-comparative-methods-in-r">my book</a> – or searching this blog.</p>
<p>In this instance, things get a bit complicated, because rather than fill it in element-by-element, I wanted to iterate over my matrix and figure out which transitions should be allowed and which ones not. For example, we can change from <code>A+B|1</code> to <code>A|1</code>, <code>B|0</code> and <code>A+B|0+1</code>, but not to <code>A+B|1</code> – because the latter requires that we first go through a polymorphic condition for character <code>y</code>. (See hand-drawn plot above!)</p>
<pre><code class="language-r">lsetdiff<-function(x,y){
max(sapply(list(setdiff(x,y),setdiff(y,x)),length))
}
lintersect<-function(x,y) length(intersect(x,y))
levs<-levels(xy)
k<-length(levs)
MODEL<-matrix(0,k,k,dimnames=list(levs,levs))
ind<-1
for(i in 1:k){
s1<-strsplit(
strsplit(rownames(MODEL)[i],split="|",fixed=TRUE)[[1]],
split="+",fixed=TRUE)
for(j in 1:k){
s2<-strsplit(
strsplit(rownames(MODEL)[j],split="|",fixed=TRUE)[[1]],
split="+",fixed=TRUE)
if(sum(mapply(lsetdiff,s1,s2))==1 && all(mapply(lintersect,s1,s2)>0)){
MODEL[i,j]<-ind
ind<-ind+1
}
}
}
</code></pre>
<p>Here’s the final form of our design matrix.</p>
<pre><code class="language-r">MODEL
</code></pre>
<pre><code>## A|0 A+B|0 B|0 A|0+1 A+B|0+1 B|0+1 A|1 A+B|1 B|1
## A|0 0 1 0 2 0 0 0 0 0
## A+B|0 3 0 4 0 5 0 0 0 0
## B|0 0 6 0 0 0 7 0 0 0
## A|0+1 8 0 0 0 9 0 10 0 0
## A+B|0+1 0 11 0 12 0 13 0 14 0
## B|0+1 0 0 15 0 16 0 0 0 17
## A|1 0 0 0 18 0 0 0 19 0
## A+B|1 0 0 0 0 20 0 21 0 22
## B|1 0 0 0 0 0 23 0 24 0
</code></pre>
<p>Now, before we continue to fit our model using <code>phytools::fitMk</code> and this design matrix, we would be wise to consider converting our input data to the form of a binary matrix. This is essential if there are any unobserved (but theoretically possible) levels of our combined trait.</p>
<pre><code class="language-r">XY<-to.matrix(xy,levels(xy))
head(XY)
</code></pre>
<pre><code>## A|0 A+B|0 B|0 A|0+1 A+B|0+1 B|0+1 A|1 A+B|1 B|1
## t194 0 0 0 0 0 0 1 0 0
## t452 0 0 0 0 0 0 1 0 0
## t453 0 0 0 0 0 0 1 0 0
## t210 0 0 0 0 0 0 1 0 0
## t318 0 0 0 0 0 0 1 0 0
## t319 0 0 0 0 0 0 1 0 0
</code></pre>
<p>Finally, we can fit our model. This has a lot of parameters so I’ll using <code>opt.method="optimParallel"</code> to speed up optimization.</p>
<pre><code class="language-r">poly_fit<-fitMk(tree,XY,model=MODEL,opt.method="optimParallel",
logscale=TRUE,rand_start=TRUE)
</code></pre>
<pre><code>## Warning in log(comp[1:M + N]): NaNs produced
</code></pre>
<pre><code class="language-r">poly_fit
</code></pre>
<pre><code>## Object of class "fitMk".
##
## Fitted (or set) value of Q:
## A|0 A+B|0 B|0 A|0+1 A+B|0+1 B|0+1 A|1 A+B|1 B|1
## A|0 -4.603255 2.713214 0.000000 1.890040 0.000000 0.000000 0.000000 0.000000 0.000000
## A+B|0 0.172895 -0.840878 0.467237 0.000000 0.200745 0.000000 0.000000 0.000000 0.000000
## B|0 0.000000 0.009010 -0.020183 0.000000 0.000000 0.011174 0.000000 0.000000 0.000000
## A|0+1 0.191515 0.000000 0.000000 -0.648068 0.061917 0.000000 0.394636 0.000000 0.000000
## A+B|0+1 0.000000 0.065584 0.000000 0.000014 -0.640738 0.433255 0.000000 0.141885 0.000000
## B|0+1 0.000000 0.000000 0.451230 0.000000 0.063926 -0.602957 0.000000 0.000000 0.087801
## A|1 0.000000 0.000000 0.000000 0.034641 0.000000 0.000000 -0.053804 0.019163 0.000000
## A+B|1 0.000000 0.000000 0.000000 0.000000 0.151977 0.000000 0.446862 -0.630548 0.031710
## B|1 0.000000 0.000000 0.000000 0.000000 0.000000 0.004413 0.000000 1.520881 -1.525295
##
## Fitted (or set) value of pi:
## A|0 A+B|0 B|0 A|0+1 A+B|0+1 B|0+1 A|1 A+B|1 B|1
## 0.111111 0.111111 0.111111 0.111111 0.111111 0.111111 0.111111 0.111111 0.111111
## due to treating the root prior as (a) given.
##
## Log-likelihood: -464.835922
##
## Optimization method used was "optimParallel"
##
## R thinks optimization may not have converged.
</code></pre>
<p>Let’s compare the independent & dependent models. Just as with a regular Pagel ’94 analysis, the dependent model has the independent model as a special case so should have a higher log-likelihood.</p>
<pre><code class="language-r">lik_ratio<-2*(logLik(poly_fit)-lik_independent)
P<-as.numeric(pchisq(lik_ratio,
df=attr(logLik(poly_fit),"df")-attr(logLik(ind_x),"df")-attr(logLik(ind_y),"df"),
lower.tail=FALSE))
P
</code></pre>
<pre><code>## [1] 1.023475e-23
</code></pre>
<p>There’s no special plot method for this object – but, hopefully, if we graph the <strong>Q</strong> matrix we should see that the evolutionary process disproportionately points towards <code>A|1</code> and <code>B|0</code>, which is what was simulated via our generating process.</p>
<pre><code class="language-r">plot(poly_fit,width=TRUE,color=TRUE,show.zeros=FALSE,
xlim=c(-2,1),ylim=c(-1,1),spacer=0.15,text=FALSE)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-16" /></p>
<p>Speaking of the generating process, here is how the tree and data for this example were obtained.</p>
<pre><code class="language-r">set.seed(99)
tree<-pbtree(n=800)
nn<-levels(interaction(c("A","A+B","B"),c("0","0+1","1"),sep="|"))
Q<-matrix(0,length(nn),length(nn),dimnames=list(nn,nn))
Q[1,2]<-Q[1,4]<-Q[9,6]<-Q[9,8]<-0.8
Q[2,3]<-Q[4,7]<-Q[6,3]<-Q[8,7]<-0.4
Q[2,1]<-Q[2,5]<-Q[4,1]<-Q[4,5]<-
Q[5,2]<-Q[5,4]<-Q[5,6]<-Q[5,8]<-
Q[6,5]<-Q[6,9]<-Q[8,5]<-Q[8,9]<-0.1
Q[3,2]<-Q[3,6]<-Q[7,4]<-Q[7,8]<-0.02
diag(Q)<--rowSums(Q)
xx<-sim.Mk(tree,Q)
foo<-function(x,ind=1) strsplit(as.character(x),split="|",
fixed=TRUE)[[1]][ind]
x<-setNames(as.factor(sapply(xx,foo)),names(xx))
y<-setNames(as.factor(sapply(xx,foo,ind=2)),names(xx))
</code></pre>
<p>That’s it!</p>
</div>
<div class="include-after">
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-6903863514340703862024-01-23T18:20:00.002-05:002024-01-23T18:20:17.841-05:00Plotting facing "contMap" objects with the same trait range & color palette<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
</head>
<body>
<div class="include-before">
</div>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>A <em>phytools</em> user recently asked the following question:</p>
<p>“<em>Dear Liam. I am using the command <code>contMap</code> to do an ancestral reconstruction of a continuous trait. The command is working well. My question is that I want to compare two different trees, one for the data for females and another one for the data of males (facing one another). My problem is that the range of the trait for females is much narrower than the range of the trait for males. So, for example, the highest value for females is 0.6 (which is the brightest red color in the tree) while for males the highest value is 0.9 (being the brightest red) and the 0.6 value in males turns out to be yellowish. I would like to manually set the trait value from 0 to 1 in both trees so that the 0.6 value is the same color in both.</em>”</p>
<p>This is actually surprisingly easy to accomplish using <code>phytools::contMap</code>. Here I’ll show how using the 1st & 3rd principal components scores from a morphological trait analysis of cordylid lizards by Broeckhoven et al. (<a href="http://dx.doi.org/10.1111/evo.13062">2016</a>). (I picked these because the 1st & 2nd had very similar numerical ranges!)</p>
<p>First, let’s see what happens by default.</p>
<pre><code class="language-r">## load packages
library(phytools)
</code></pre>
<pre><code class="language-r">## load tree and data
data(cordylid.tree)
data(cordylid.data)
</code></pre>
<pre><code class="language-r">## pull out PCs 1 & 2
pc1<-setNames(cordylid.data$pPC1,rownames(cordylid.data))
pc3<-setNames(cordylid.data$pPC3,rownames(cordylid.data))
</code></pre>
<pre><code class="language-r">## compute contMaps & update color palette
pc1_cmap<-contMap(cordylid.tree,pc1,plot=FALSE)
pc1_cmap<-setMap(pc1_cmap,viridisLite::viridis(n=20))
pc3_cmap<-contMap(cordylid.tree,pc3,plot=FALSE)
pc3_cmap<-setMap(pc3_cmap,viridisLite::viridis(n=20))
</code></pre>
<pre><code class="language-r">## graph our two contMaps
par(mfrow=c(1,2))
plot(pc1_cmap,leg.txt="PC 1")
plot(pc3_cmap,leg.txt="PC 3")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-61" /></p>
<p>We can see that even though our two different principle components have substantively different numerical ranges, the range on the color palette is (by design) identical.</p>
<p>Sometimes, as per the user’s comment, we might want to force a particular numerical range on the <code>"contMap"</code> object. This is (surprisingly) quite easily done in <code>phytools::contMap</code> with the argument <code>lims</code>.</p>
<p>In the code below, I’ll do this & <em>also</em> illustrate how to create a facing graph with the tip labels and a separately plotted legend below. This is actually <em>much harder</em> than fixing the trait limits to be equivalent between the two plots.</p>
<pre><code class="language-r">## fix range
x_range<-range(c(pc1,pc3))
## compute contMaps & update color palette
pc1_cmap<-contMap(cordylid.tree,pc1,plot=FALSE,
lims=x_range)
pc1_cmap<-setMap(pc1_cmap,viridisLite::viridis(n=20))
pc3_cmap<-contMap(cordylid.tree,pc3,plot=FALSE,
lims=x_range)
pc3_cmap<-setMap(pc3_cmap,viridisLite::viridis(n=20))
</code></pre>
<pre><code class="language-r">## use layout instead of par(mfrow)
mat<-matrix(c(1,3,2,4,4,4),byrow=TRUE,2,3)
## this may need to be adjusted based on size of
## plotting device
layout(mat,widths=c(0.43,0.14,0.43),heights=c(0.9,0.1))
## graph contMaps
plot(pc1_cmap,ftype="off",legend=FALSE,mar=c(0.3,0.3,2.1,0.3))
mtext("a) PC 1",adj=0.05,line=-0.5,cex=0.9)
plot(pc3_cmap,ftype="off",legend=FALSE,
direction="leftwards",mar=c(0.3,0.3,2.1,0.3))
mtext("b) PC 3",adj=0.05,line=-0.5,cex=0.9)
## identify aspect ratio in user/inches
xlim<-get("last_plot.phylo",envir=.PlotPhyloEnv)$x.lim
xasp<-diff(xlim)/par()$pin[1]
## get ylims for tip labels
ylim<-get("last_plot.phylo",envir=.PlotPhyloEnv)$y.lim
## add tip labels back in
plot(NA,axes=FALSE,bty="n",xlim=c(-1,1),ylim=ylim)
text(x=0,y=1:Ntip(pc1_cmap$tree),
gsub("_"," ",pc1_cmap$tree$tip.label),
font=3)
## open plot for legend
par(mar=rep(0,4))
plot(NA,axes=FALSE,bty="n",xlim=c(-1,1),ylim=c(-1,1))
## compute aspect ratio of new plot
new.xasp<-2/par()$pin[1]
## add color bar
add.color.bar(leg=new.xasp/xasp,cols=pc1_cmap$cols,
title="PC score",lims=pc1_cmap$lims,digits=2,
prompt=FALSE,lwd=6,x=-0.5*(new.xasp/xasp),y=0,
subtitle="length = 1.0 time units")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-63" /></p>
<p>That’s it folks!</p>
</div>
<div class="include-after">
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com1tag:blogger.com,1999:blog-8499895524521663926.post-22325745158535073492024-01-02T12:32:00.001-05:002024-01-02T13:20:16.289-05:00Mk vs. Γ vs. hidden-rates model for regime shifts on the tree in the evolution of a discrete phenotypic trait<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="include-before">
</div>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Recently, I’ve been blogging about a new \(\Gamma\) rate heterogeneity model for discrete phenotypic characters in the <em>phytools</em> package (e.g., <a href="http://blog.phytools.org/2023/12/a-variable-rate-discrete-trait.html">1</a>, <a href="http://blog.phytools.org/2023/12/ancestral-state-reconstruction-with.html">2</a>, <a href="http://blog.phytools.org/2023/12/marginal-likelihoods-plotting-method.html">3</a>, <a href="http://blog.phytools.org/2023/12/explainer-of-rate-heterogeneity-model.html">4</a>, <a href="http://blog.phytools.org/2023/12/a-new-phylogenetic-model-of-discrete.html">5</a>). According to this model, edge rates for a discrete phenotypic trait vary according a discretized \(\Gamma\) distribution with shape parameter \(\alpha\). \(\beta = \alpha\) so the \(\Gamma\) mean is 1.0, and low values of \(\alpha\) correspond to high rate heterogeneity among branches (& <em>vice versa</em>).</p>
<p>Something I thought might be interesting to explore would be to see how the model behaves when (instead of varying according a \(\Gamma\) distribution) there are one or a small number of discrete shifts in the rate of evolution on certain pre-defined branches of the tree.</p>
<p>Here, I’m going to simulate exactly that type of rate variation for an ordered, 3-state character with two rate shifts. I’ll do it using <em>phytools</em> functions <code>pbtree</code> (to simulate the tree), <code>paintSubTree</code> (to paint our rate regimes), and <code>sim.multiMk</code> (to simulate our rates).</p>
<pre><code class="language-r">## load packages
library(phytools)
## set seed & simulate tree
set.seed(99)
tree<-pbtree(n=200,scale=1)
## paint regimes
sim_tree<-paintSubTree(tree,node=316,state="1",
anc.state="0",stem=0.5)
sim_tree<-paintSubTree(sim_tree,node=228,
state="1",stem=0.5)
## simulate trait with two Q-matrices
Q<-matrix(c(
-1,1,0,
1,-2,1,
0,1,-1),3,3,
dimnames=list(letters[1:3],letters[1:3]))
simQ<-setNames(list(0.5*Q,20*Q),0:1)
x<-sim.multiMk(sim_tree,simQ)
</code></pre>
<p>Let’s visualize this on our tree. I’m going to use a hack that you might learn by reading Chapter 13 of my recent <a href="https://press.princeton.edu/books/phylogenetic-comparative-methods-in-r">book</a> with Luke Harmon to map our discrete character at the tips of the tree.</p>
<pre><code class="language-r">cols<-setNames(c("blue","red"),0:1)
plot(sim_tree,cols,ftype="off",lwd=1,
direction="upwards")
pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
x_cols<-setNames(viridisLite::viridis(n=3),
levels(x))[x[tree$tip.label]]
segments(x0=pp$xx[1:Ntip(tree)],x1=pp$xx[1:Ntip(tree)],
y0=pp$yy[1:Ntip(tree)], y1=pp$yy[1:Ntip(tree)]+0.1,lwd=3,
col=x_cols)
legend("bottomleft",letters[1:3],lwd=3,
col=viridisLite::viridis(n=3),bty="n")
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAACWAAAAXcCAMAAACRO0UmAAAAt1BMVEUAAAAAADoAAGYAAP8AOjoAOmYAOpAAZmYAZpAAZrYhkIw6AAA6ADo6OgA6Ojo6OmY6ZmY6ZpA6kLY6kNtEAVRmAABmOgBmOjpmZjpmZmZmZpBmkJBmkLZmtttmtv+QOgCQZjqQZmaQttuQ2/+2ZgC2Zjq2kGa2tpC2tra2ttu229u22/+2///bkDrbtmbbtpDb27bb29vb2//b///95yX/AAD/tmb/25D/27b/29v//7b//9v////dQ7qcAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOzazXbsuA6t2TtG9qpdj1LZ8/s/1630yQxz24CABYE/Cn+rJUskSIYo7pnjnP/zQQghhBBCWvN/dk+AEEIIIeTdArAIIYQQQpoDsAghhBBCmgOwCCGEEEKaA7AIIYQQQpozEVj/73/5+Ph//ot2We03jBxeSo2Lwzklhrv/33/5o4F9164wNh4ulTHsy/F92NXs4Yq/a/zDFic/3HVa2KuzJxFWaHjR9pqd32rWZfXD6x2juJnGMYpbM7wc99UwnrI17W7OOpRqyvsY1xGutLiNnd8qHE5ZR/zOw7ekrPm4bzDceM46lH7FyyVjFH+gWQFYSuPicAAr/7sCLKub/fqPO9zDGVfHKG6mcYzi1gwvx301jKdsTbubsw6lmvI+xnWEKy1uY+e3CodT1hG/8/AtKWs+7hsMN56zDqVf8RJgtab4VVQ31nCpnI8AK9ix4/sITx7lx7R/FIBldbNf/3GHezjj6hjFzTSOUdya4eW4r4bxlK1pd3PWoVRT3se4jnClxW3s/FbhcMo64nceviVlzcd9g+HGc9ah9CteAqzWFL+K6sYaLpXzEWAFO3Z8H+HJo/yY9o8CsKxu9us/7nAPZ1wdo7iZxjGKWzO8HPfVMJ6yNe1uzjqUasr7GNcRrrS4jZ3fKhxOWUf8zsO3pKz5uG8w3HjOOpR+xUuA1ZriV1HdWMOlcj4CrGDHju8jPHmUH9P+UQCW1c1+/ccd7uGMq2MUN9M4RnFrhpfjvhrGU7am3c1Zh1JNeR/jOsKVFrex81uFwynriN95+JaUNR/3DYYbz1mH0q94CbBaU/wqqhtruFTOR4AV7NjxfYQnj/Jj2j8KwLK62a//uMM9nHF1jOJmGscobs3wctxXw3jK1rS7OetQqinvY1xHuNLiNnZ+q3A4ZR3xOw/fkrLm477BcOM561D6FS8BVmuKX0V1Yw2XyvkIsIIdO76P8ORRfkz7RwFYVjf79R93uIczro5R3EzjGMWtGV6O+2oYT9madjdnHUo15X2M6whXWtzGzm8VDqesI37n4VtS1nzcNxhuPGcdSr/iJcBqTfGrqG6s4VI5HwFWsGPH9xGePMqPaf8oAMvqZr/+4w73cMbVMYqbaRyjuDXDy3FfDeMpW9Pu5qxDqaa8j3Ed4UqL29j5rcLhlHXE7zx8S8qaj/sGw43nrEPpV7wEWK0pfhXVjTVcKucjwAp27Pg+wpNH+THtHwVgWd3s13/c4R7OuDpGcTONYxS3Zng57qthPGVr2t2cdSjVlPcxriNcaXEbO79VOJyyjvidh29JWfNx32C48Zx1KP2KlwCrNcWvorqxhkvlfARYwY4d30d48ig/pv2jACyrm/36jzvcwxlXxyhupnGM4tYML8d9NYynbE27m7MOpZryPsZ1hCstbmPntwqHU9YRv/PwLSlrPu4bDDeesw6lX/ESYLWm+FVUN9ZwqZyPACvYseP7CE8e5ce0fxSAZXWzX/9xh3s44+oYxc00jlHcmuHluK+G8ZStaXdz1qFUU97HuI5wpcVt7PxW4XDKOuJ3Hr4lZc3HfYPhxnPWofQrXgKs1hS/iurGGi6V8xFgBTt2fB/hyaP8mPaPArCsbvbrP+5wD2dcHaO4mcYxilszvBz31TCesjXtbs46lGrK+xjXEa60uI2d3yocTllH/M7Dt6Ss+bhvMNx4zjqUfsVLgNWa4ldR3VjDpXI+Aqxgx47vIzx5lB/T/lEAltXNfv3HHe7hjKtjFDfTOEZxa4aX474axlO2pt3NWYdSTXkf4zrClRa3sfNbhcMp64jfefiWlDUf9w2GG89Zh9KveAmwWlP8Kqoba7hUzkeAFezY8X2EJ4/yY9o/CsCyutmv/7jDPZxxdYziZhrHKG7N8HLcV8N4yta0uznrUKop72NcR7jS4jZ2fqtwOGUd8TsP35Ky5uO+wXDjOetQ+hUvAVZril9FdWMNl8r5CLCCHTu+j/DkUX5M+0cBWFY3+/Ufd7iHM66OUdxM4xjFrRlejvtqGE/ZmnY3Zx1KNeV9jOsIV1rcxs5vFQ6nrCN+5+FbUtZ83DcYbjxnHUq/4iXAak3xq6hurOFSOR8BVrBjx/cRnjzKj2n/KADL6ma//uMO93DG1TGKm2kco7g1w8txXw3jKVvT7uasQ6mmvI9xHeFKi9vY+a3C4ZR1xO88fEvKmo/7BsON56xD6Ve8BFitKX4V1Y01XCrnI8AKduz4PsKTR/kx7R8FYFnd7Nd/3OEezrg6RnEzjWMUt2Z4Oe6rYTxla9rdnHUo1ZT3Ma4jXGlxGzu/VTicso74nYdvSVnzcd9guPGcdSj9ipcAqzXFr6K6sYZL5XwEWMGOHd9HePIoP6b9owAsq5v9+o873MMZV8cobqZxjOLWDC/HfTWMp2xNu5uzDqWa8j7GdYQrLW5j57cKh1PWEb/z8C0paz7uGww3nrMOpV/xEmC1pvhVVDfWcKmcjwAr2LHj+whPHuXHtH8UgGV1s1//cYd7OOPqGMXNNI5R3Jrh5bivhvGUrWl3c9ahVFPex7iOcKXFbez8VuFwyjridx6+JWXNx32D4cZz1qH0K14CrNYUv4rqxhoulfMRYAU7dnwf4cmj/Jj2jwKwrG726z/ucA9nXB2juJnGMYpbM7wc99UwnrI17W7OOpRqyvsY1xGutLiNnd8qHE5ZR/zOw7ekrPm4bzDceM46lH7FS4DVmuJXUd1Yw6VyPgKsYMeO7yM8eZQf0/5RAJbVzX79xx3u4YyrYxQ30zhGcWuGl+O+GsZTtqbdzVmHUk15H+M6wpUWt7HzW4XDKeuI33n4lpQ1H/cNhhvPWYfSr3gJsFpT/CqqG2u4VM5HgBXs2PF9hCeP8mPaPwrAsrrZr/+4wz2ccXWM4mYaxyhuzfBy3FfDeMrWtLs561CqKe9jXEe40uI2dn6rcDhlHfE7D9+SsubjvsFw4znrUPoVLwFWa4pfRXVjDZfK+Qiwgh07vo/w5FF+TPtHAVhWN/v1H3e4hzOujlHcTOMYxa0ZXo77ahhP2Zp2N2cdSjXlfYzrCFda3MbObxUOp6wjfufhW1LWfNw3GG48Zx1Kv+IlwGpN8auobqzhUjkfAVawY8f3EZ48yo9p/ygAy+pmv/7jDvdwxtUxiptpHKO4NcPLcV8N4ylb0+7mrEOppryPcR3hSovb2PmtwuGUdcTvPHxLypqP+wbDjeesQ+lXvARYrSl+FdWNNVwq5yPACnbs+D7Ck0f5Me0fBWBZ3ezXf9zhHs64OkZxM41jFLdmeDnuq2E8ZWva3Zx1KNWU9zGuI1xpcRs7v1U4nLKO+J2Hb0lZ83HfYLjxnHUo/YqXAKs1xa+iurGGS+V8BFjBjh3fR3jyKD+m/aMALKub/fqPO9zDGVfHKG6mcYzi1gwvx301jKdsTbubsw6lmvI+xnWEKy1uY+e3CodT1hG/8/AtKWs+7hsMN56zDqVf8RJgtab4VVQ31nCpnI8AK9ix4/sITx7lx7R/FIBldbNf/3GHezjj6hjFzTSOUdya4eW4r4bxlK1pd3PWoVRT3se4jnClxW3s/FbhcMo64nceviVlzcd9g+HGc9ah9CteAqzWFL+K6sYaLpXzEWAFO3Z8H+HJo/yY9o8CsKxu9us/7nAPZ1wdo7iZxjGKWzO8HPfVMJ6yNe1uzjqUasr7GNcRrrS4jZ3fKhxOWUf8zsO3pKz5uG8w3HjOOpR+xUuA1ZriV1HdWMOlcj4CrGDHju8jPHmUH9P+UQCW1c1+/ccd7uGMq2MUN9M4RnFrhpfjvhrGU7am3c1Zh1JNeR/jOsKVFrex81uFwynriN95+JaUNR/3DYYbz1mH0q94CbBaU/wqqhtruFTOR4AV7NjxfYQnj/Jj2j8KwLK62a//uMM9nHF1jOJmGscobs3wctxXw3jK1rS7OetQqinvY1xHuNLiNnZ+q3A4ZR3xOw/fkrLm477BcOM561D6FS8BVmuKX0V1Yw2XyvkIsIIdO76P8ORRfkz7RwFYVjf79R93uIczro5R3EzjGMWtGV6O+2oYT9madjdnHUo15X2M6whXWtzGzm8VDqesI37n4VtS1nzcNxhuPGcdSr/iJcBqTfGrqG6s4VI5HwFWsGPH9xGePMqPaf8oAMvqZr/+4w73cMbVMYqbaRyjuDXDy3FfDeMpW9Pu5qxDqaa8j3Ed4UqL29j5rcLhlHXE7zx8S8qaj/sGw43nrEPpV7wEWK0pfhXVjTVcKucjwAp27Pg+wpNH+THtHwVgWd3s13/c4R7OuDpGcTONYxS3Zng57qthPGVr2t2cdSjVlPcxriNcaXEbO79VOJyyjvidh29JWfNx32C48Zx1KP2KlwCrNcWvorqxhkvlfARYwY4d30d48ig/pv2jACyrm/36jzvcwxlXxyhupnGM4tYML8d9NYynbE27m7MOpZryPsZ1hCstbmPntwqHU9YRv/PwLSlrPu4bDDeesw6lX/ESYLWm+FVUN9ZwqZyPACvYseP7CE8e5ce0fxSAZXWzX/9xh3s44+oYxc00jlHcmuHluK+G8ZStaXdz1qFUU97HuI5wpcVt7PxW4XDKOuJ3Hr4lZc3HfYPhxnPWofQrXgKs1hS/iurGGi6V8xFgBTt2fB/hyaP8mPaPArCsbvbrP+5wD2dcHaO4mcYxilszvBz31TCesjXtbs46lGrK+xjXEa60uI2d3yocTllH/M7Dt6Ss+bhvMNx4zjqUfsVLgNWa4ldR3VjDpXI+Aqxgx47vIzx5lB/T/lEAltXNfv3HHe7hjKtjFDfTOEZxa4aX474axlO2pt3NWYdSTXkf4zrClRa3sfNbhcMp64jfefiWlDUf9w2GG89Zh9KveAmwWlP8Kqoba7hUzkeAFezY8X2EJ4/yY9o/CsCyutmv/7jDPZxxdYziZhrHKG7N8HLcV8N4yta0uznrUKop72NcR7jS4jZ2fqtwOGUd8TsP35Ky5uO+wXDjOetQ+hUvAVZril9FdWMNl8r5CLCCHTu+j/DkUX5M+0cBWFY3+/Ufd7iHM66OUdxM4xjFrRlejvtqGE/ZmnY3Zx1KNeV9jOsIV1rcxs5vFQ6nrCN+5+FbUtZ83DcYbjxnHUq/4iXAak3xq6hurOFSOR8BVrBjx/cRnjzKj2n/KADL6ma//uMO93DG1TGKm2kco7g1w8txXw3jKVvT7uasQ6mmvI9xHeFKi9vY+a3C4ZR1xO88fEvKmo/7BsON56xD6Ve8BFitKX4V1Y01XCrnI8AKduz4PsKTR/kx7R8FYFnd7Nd/3OEezrg6RnEzjWMUt2Z4Oe6rYTxla9rdnHUo1ZT3Ma4jXGlxGzu/VTicso74nYdvSVnzcd9guPGcdSj9ipcAqzXFr6K6sYZL5XwEWMGOHd9HePIoP6b9owAsq5v9+o873MMZV8cobqZxjOLWDC/HfTWMp2xNu5uzDqWa8j7GdYQrLW5j57cKh1PWEb/z8C0paz7uGww3nrMOpV/xEmC1pvhVVDfWcKmcjwAr2LHj+whPHuXHtH8UgGV1s1//cYd7OOPqGMXNNI5R3Jrh5bivhvGUrWl3c9ahVFPex7iOcKXFbez8VuFwyjridx6+JWXNx32D4cZz1qH0K14CrNYUv4rqxhoulfMRYAU7dnwf4cmj/Jj2jwKwrG726z/ucA9nXB2juJnGMYpbM7wc99UwnrI17W7OOpRqyvsY1xGutLiNnd8qHE5ZR/zOw7ekrPm4bzDceM46lH7FS4DVmuJXUd1Yw6VyPgKsYMeO7yM8eZQf0/5RAJbVzX79xx3u4YyrYxQ30zhGcWuGl+O+GsZTtqbdzVmHUk15H+M6wpUWt7HzW4XDKeuI33n4lpQ1H/cNhhvPWYfSr3gJsFpT/CqqG2u4VM5HgBXs2PF9hCeP8mPaPwrAsrrZr/+4wz2ccXWM4mYaxyhuzfBy3FfDeMrWtLs561CqKe9jXEe40uI2dn6rcDhlHfE7D9+SsubjvsFw4znrUPoVLwFWa4pfRXVjDZfK+Qiwgh07vo/w5FF+TPtHAVhWN/v1H3e4hzOujlHcTOMYxa0ZXo77ahhP2Zp2N2cdSjXlfYzrCFda3MbObxUOp6wjfufhW1LWfNw3GG48Zx1Kv+IlwGpN8auobqzhUjkfAVawY8f3EZ48yo9p/ygAy+pmv/7jDvdwxtUxiptpHKO4NcPLcV8N4ylb0+7mrEOppryPcR3hSovb2PmtwuGUdcTvPHxLypqP+wbDjeesQ+lXvARYrSl+FdWNNVwq5yPACnbs+D7Ck0f5Me0fBWBZ3ezXf9zhHs64OkZxM41jFLdmeDnuq2E8ZWva3Zx1KNWU9zGuI1xpcRs7v1U4nLKO+J2Hb0lZ83HfYLjxnHUo/YqXAKs1xa+iurGGS+V8BFjBjh3fR3jyKD+m/aMALKub/fqPO9zDGVfHKG6mcYzi1gwvx301jKdsTbubsw6lmvI+xnWEKy1uY+e3CodT1hG/8/AtKWs+7hsMN56zDqVf8RJgtab4VVQ31nCpnI8AK9ix4/sITx7lx7R/FIBldbNf/3GHezjj6hjFzTSOUdya4eW4r4bxlK1pd3PWoVRT3se4jnClxW3s/FbhcMo64nceviVlzcd9g+HGc9ah9CteAqzWFL+K6sYaLpXzEWAFO3Z8H+HJo/yY9o8CsKxu9us/7nAPZ1wdo7iZxjGKWzO8HPfVMJ6yNe1uzjqUasr7GNcRrrS4jZ3fKhxOWUf8zsO3pKz5uG8w3HjOOpR+xUuA1ZriV1HdWMOlcj4CrGDHju8jPHmUH9P+UQCW1c1+/ccd7uGMq2MUN9M4RnFrhpfjvhrGU7am3c1Zh1JNeR/jOsKVFrex81uFwynriN95+JaUNR/3DYYbz1mH0q94CbBaU/wqqhtruFTOR4AV7NjxfYQnj/Jj2j8KwLK62a//uMM9nHF1jOJmGscobs3wctxXw3jK1rS7OetQqinvY1xHuNLiNnZ+q3A4ZR3xOw/fkrLm477BcOM561D6FS8BVmuKX0V1Yw2XyvkIsIIdO76P8ORRfkz7RwFYVjf79R93uIczro5R3EzjGMWtGV6O+2oYT9madjdnHUo15X2M6whXWtzGzm8VDqesI37n4VtS1nzcNxhuPGcdSr/iJcBqTfGrqG6s4VI5HwFWsGPH9xGePMqPaf8oAMvqZr/+4w73cMbVMYqbaRyjuDXDy3FfDeMpW9Pu5qxDqaa8j3Ed4UqL29j5rcLhlHXE7zx8S8qaj/sGw43nrEPpV7wEWK0pfhXVjTVcKucjwAp27Pg+wpNH+THtHwVgWd3s13/c4R7OuDpGcTONYxS3Zng57qthPGVr2t2cdSjVlPcxriNcaXEbO79VOFx+HX//Hb/z8C0paz7uGww3nrMOpV/xEmD15rVLX+tTL6v9hpHDS6lxcTinxHB3eNFDA/uuXWFsPFwqY9iX4/uwq9nDFX/X+IctTn78luwW9ursSYQVGl50uPGq34dyWf3wescobqZxjOLWDC/HfTWMp2xNu5uzDqWa8j7GdYQrLW5j57cKh8uu4++/X8K6WEf4lpQ1H/cNhhvPWYfSr3i5ZIziDzQpAAtgfeafo8muML6P8ORRfkz7RwFYVrfe70O5BFjBpXO4K1vT7uasQ6mmvI9xHeFKi9vY+a3C4bLrAFgAq/gDTcpMYH1u1P8u/3uN4mW13zByeCk1Lg7nlBjuDu95aGDftSuMjYfLzBh//xu7wvg+7Gr2cMXfNf5h7R8onPz4Kdkt7NXZkwgrNLzocONVv49p32Dxk+/9op0xilszvBz3VXFrKp+8VE15H+M6wpUWt7HzW4XDJdfx/59hmXceviVlzcd9g+HGc9ah9CteLhmj+ANNyVxg/fXXXzcvG0ocN8bnITDh8kaJIdPGWLGONx7jjL3LGMblo/fVu4wR32j98N5l7zLGV78ZAVjrxzjtwLJvvMvB+y5jnLF3GcO4fPS+epcx4hsAizEu+80IwFo/xmkHln3jXQ7edxnjjL3LGMblo/fVu4wR3wBYjHHZb0YA1voxTjuw7BvvcvC+yxhn7F3GMC4fva/eZYz4BsBijMt+MwKw1o9x2oFl33iXg/ddxjhj7/7SMYYYDR69r95ljPgGwGKMy34zArDWj3HagWXfeJeD913GOGPv/tIxANbxY8Q36h/e9es/fO8yRrbfjACs9WOcdmDZN97l4J05xpDp6zhj7/7SMQDW8WPENwAWY1z2mxGAtX6M0w4s+8a7HLwA62nfx2lj2DcA1lljxDcAVu8Y17/Kc9bxMTMAa/0Yrf+KAyyANfnyt49h3wBYZ40R37hV+OL1n7x3ARbAurw8+YUArCccvNPGsG8ArLcbw74BsFaPcX0QxjcAVu8YACsRgLV+DID1FmPYNwDW241h3wBYAOvn9Wl7d9oY9o3nrQNgnftCVgDLvgGwDhjDvgGw3m4M+wbAAlg/r0/buwALYF1envxCANYZB69yGZzSAIsxfvYzbwCspWPYNwAWwGobY0oA1voxTsPPijFc5kwbIxwZYCUvf/sY9g2ABbB+Xp+2dwHWrwfWEKPBjd/7ujDAAlj3qtk3ANbbjWHfAFgA6+s6/Y/Nu3wf9o3nrePHkpoDsG6Nkb4EWAcAK74BsBjjZz/zhv1BHweTdxnDvgGwAFbbGFMCsG6Nkb4EWLtgArDe7nDfcvBe/FtyMkzeZQz7BsACWG1jTMlmYNk3VhyKAAtgPWodZ+zd3ziGfQNgAazsjTf8Puwbz1sHwAJYAGvqyA9Zxxl79zeOYd8AWAAre+MNvw/7xvPWAbAAFsD673JI38gA68GHIsD6JWPYNwAWwGobY0oAVn0MgAWwANb7j2HfAFgAK3vjDb8P+8bz1gGwABbA+u8SYH2/PPnAepcx7BsAC2Blb7zh92HfeN46ABbAAlh+N4B17oH1LmPYNwAWwMreeMPvw77xvHUALIAFsPxuAOvcA+tdxrBvACyAlb3xht+HfeN56wBYAAtg+d0A1rkH1ruMYd8AWAAre+MNvw/7xvPWAbAAFsDyuwGscw+sdxnDvgGwAFb2xht+H/aN560DYAEsgOV32wCsHxHXAbAeNoZ9A2ABrOyNN/w+7BvPWwfAAlgAy+8GsM49sN5lDPsGwAJY2Rtv+H3YN563DoAFsACW3w1gnXtgvcsY9g2ABbCyN97w+7BvPG8dAAtgASy/22pgXdz6+QBgvcUY9g2ABbCyN97w+7BvPG8dAAtgASy/G8A698B6lzHsG4uANWTaGCvWcXcM+wbAAlhtY0wJwKqPAbDOAJbxbxDAOuDAepcx7BsAC2Blb7zh92HfeN46ABbAAlh+N4B17oH1LmPYN1LASm9NgAWwri6P+z7sG89bB8DaCawhd+cDsNLDAay3AVb6Azp5HfaNFcCKbxyBH4AV3ABYx64DYAEsgOV30yYf3gBYvWMALIDVM4Z9A2ABrLYxpgRgXVUDWF1jACyA9dR12DdiYJl/AyyAVbg87vuwbzxvHQBrG7DCkgALYF3O5JcDy77xhusAWAALYD1zHQALYAEsv5s2+fAGwGocw77xhusAWAALYD1zHQALYAEsv5s2+fAGwGocw77xhut4OrCGTBvDWgzASl8e933YN563DoAFsACW302bfHgDYDWOYd94w3UALIAFsJ65DoAFsACW302bfHgDYDWOYd94w3UALIAFsJ65DoAFsACW302bfHgDYDWOYd94w3U8GlgrxgBYAOvQdQAsgAWw/G7a5MMbAKtxDPvGG64DYAEsgPXMdQAsgAWw/G7a5MMbAKtxDPvGG64DYAEsgPXMdQAsgAWw/G7a5MMbAKtxDPvGg9fxPf89AlgAC2A9cx0AC2ABLL+bNvnwBsBqHMO+8eB1ACyA5f0NsJ65DoAFsACW302bfHgDYDWOYd948DoAFsDy/gZY6TGML+iI32pKANZ1CYDVMwbAejawKoeifeMh/4C4B6/xAGABLICVHgNgtQVgWf1Ow8+KMQAWwLq9jpsnM8ACWOWRAVawxvwYAKstAMvqdxp+VowBsADW7XUALL3EEWMALIB11e2M32pKANZ1idJWMP4hAFgA697lxoM3vAGwzGvr7+Pws2IMgAWwrrqd8VtNCcC6LgGwesb4rcAaUhkOYFU/x+AbBFgrxwBYAOuqmzpj4+MGWADrv8vT8LNiDIAFsO6tQ5wEwDpoDIAFsK66AaxifiOw4hun4WfFGAALYN1bhzgJgHXQGPaHALAAVm3GAOvfACzrxmn4WTHGrwTW/eEAVulzrM4YYM0ZA2ABrKtuvSMDrIcDK/BzeOM0/KwYA2CVhgNYAAtg+dMEWADr3joAFsACWH43bfLhDYBljRHeAFjmtfX3cfh5yBj2DYAFsO6tA2ABLIDld9MmH94AWNYY4Q2AZV5bf78jfgBWcANgXXcDWMXs/rEmACvZDGDVhwNYACvuPGPGAOvYMewbAAtg3VsHwAJYAMvvpk0+vAGwrDHCGwDLvLb+fkf8AKzgBsC67gawitn9YwGsU8YAWKXhABbAOh8/ACu4AbCuuwGsYnb/WADrlDEAVmk4gAWwzscPwApuAKzrbgCrmN0/FsA6ZQyAVRoOYAGsf278SKUawAJYbWPYNwDW9wCs6xIAq2eM+cBK/BMU3wBY1hjhDYBlXlt/A6zaGPYNgAWw7q0DYAEsgOV3+7oNsN4IWEMqk6jOGGCVpgmwghsA67obwCpm948FsE4ZA2CVhgNYAMsvJVYDWACrbQz7BsD6HoB1XQJg9YwxGVgXjwEWwMrOGGA1FgZYACvZDWAVs/vHAlinjAGwSsP9SmDZdZRJVGcMsBoLAyyAlewGsIrZ/WMBrFPGAFil4QBWaRLVGQOsxsIAC2AluwGsYnb/WG8ErO+x2gIsgDXhMr4BsMxr62+AVRvDvgGwANa9dQAsgAWw/G7fArAmXMY3AJZ5bf0NsGpj2OCyU8MAACAASURBVDcAFsC6tw6ABbAAlt/tWwBW4+WP/LkOgPVfABbAAlg3ugGsYnb/WO8CrIsHACt4DLAAVnbGAKuxMMACWMluAKuY3T8WwMqPAbAyl+E8ABbA8p59vwGwAFbyEmABLCO7fyyAlR8DYGUuw3lsAJZBoIbT9uqeUgJguY0B1qOB9SNuD4B13Q1gFbP7xwJY+TEAVuYynAfAAljes+83ABbASl4CLIBlZPePBbDyYwCszGU4D4AFsLxn328ALICVvARYAMvI7h8LYOXHAFiZy3Aeq4EV3gBY+RkDrMbC7w0s6QHAuu4GsIrZ/WMBrPwYACtzGc4DYP2cyvdYbQGW2+PqwRH4AVjOg+s9D7DmjAywAFb68s8ArF8NLOO8fj1zbwCs/IwBVmNhgAWwkt0AVjG7fyyAlR8DYGUuw3kALIDlPft+A2ABrOQlwAJYRnb/WAArPwbAylyG8wBY+X+IABbAulfiZGDZTwFWcGO3GZoDsK5LAKyeMbYC60fcTgcD63+55Q6ABbDiWXUVBljWU4AV3NhthuYArOsSAKtnDIBVGg5gBUUA1gH4AVhuAFamG8AqZvePBbDyYwCs/OTnAMuYIMAKigCsA/DTM0Zm+wOsiZcAa0IA1nUJgNUzxj5gxc8A1lV1gBVUBVgAyw3AynQDWMXs/rEAVn4MgJW5VIrFNwCW+xhg/QjAAlgzLwHWhACs6xIAq2cMgBUMZ98AWEERgPUewFrRA2A1jmHfAFjfA7CuSwCsnjEAVjCcfQNgBUUAFsDK3gBYjWPYNwDW9wCs6xIAq2cMgBUMZ98AWEERgAWwsjcAVuMY9g2A9T0A67oEwOoZA2AFw9k3AFZQBGABrOyNpwNryM1qAAtgpUsALOsaYOWfAayr6gArqAqwAJYbgJXpBrCK2f1jAaz8GAArc6kUi28ALPcxwPoRgAWwAFY8MsACWOnLPwOwABbAiichNQZYd6cJsNz07sEJ3znAAliVy7AwwAJY2RkDLCsA678ALIDlBGC1ryMcGWDVf6whNwsDLICVnTHAsgKw/gvAAlhOAFb7OsKRARbASl/+GYAFsABWPAmpMcC6O02A5QZgta8jHBlgAaz05Z8BWAALYMWTkBoDrLvTBFhu/jJi9ARYAKuS3h8r7PwcYA0Z7hqXfwZgASyAFU9Cagyw7k4TYLkBWO3rCEcGWADrCGD9iFcYYAGsy0EBlnlt/Q2w/BsAy72MbwCsUjWABbC+ArAAFsCKJyE1Blh3pwmw4lxvf4AFsCoBWO4N6d/diwcAK/sYYAEsgBXPqqswwAqaAaw5IwMsgLUfWMpYAAtgXQ4KsMxr62+A5d8AWO5lfANglaoBLIB10QlgXVdNPQNYV9UBVlAVYAGsOACrax3hyAALYAEsgJVpDLCCIgALYGVvAKxgDIDVH4B1XeI3AMvN3TEAVnADYLmPAdaPACyABbDikQEWwAJYACvTGGAFRQAWwMreAFjBGACrPwDrugTAujEGwApuACz3McD6EYAFsABWPDLAAljnACuqf2cMgBXcAFjuY4D1IwALYAGseGSABbAAFsDKNAZYQRGABbCyNwBWMAbA6g/Aui4BsG6MAbCCGwDLfQywfgRgASyAFY8MsAAWwAJYmcYAKygCsKqf4490FXanC7DcWwALYFUCsNwbAAtgASyAdXnpD1OpBrB+D7CG5McAWP0BWNclngAs65R8OrC8gx9gAax4ElJjgAWw4skDrMyEANb3AKzrEgDr222AlS4W3wBY7mOA9SMSsK7PhMua8jQBVpyDgVXTmHkDYH0PwLouAbC+3QZY6WLxDYDlPgZYPwKwAFb7P34AC2Bdtv3twJKqPQRYF3MBWAArnoTUGGAFgwGsD4B1c4zSOgBWFIDl3gBYAAtgAazLS3+YRL/UFwWwfjmwpMIASw7Aui4BsL7dBljpYvENgOU+Blg/ArAAFsCKRwZYAAtgAaxMY4AVFAFYACt7A2DdLQyw5ACs6xIA69ttgJUuFt8AWO5jgPUjAAtgAax4ZIAFsAAWwMo0BlhBEYAFsLI3ANbdwgBLDsC6LgGwvt0GWOli8Q2A5T4GWD8CsAAWwIpHBlgAC2ABrEzjRcAaEtdOFw7rACyApc0YYGVK2DcAFsAy/gZYV53EagAreACw4trpwmEdgAWwtBkDrEwJ+wbAAljG3wDrqpNYDWAFDwBWXDtdOKwDsACWNmOAlSlh3wBYAMv4G2BddRKrAazgwW8E1lXh5AOAZV5bfwMs/wbAci/jGwCrVA1gAayLTmI1gBU8AFhxbbHwxQOABbC0GQOsTAn7xnpgDbk7HMAyA7DcGwALYAEsgHV56Q+T6AewOicPsPQxABbAikoArG+3AVa6WHwDYLmPAdaPACyABbDikQEWwAJYACvTGGAFRQAWwMreAFh3C0v/cts3isMBLDMAy70BsAAWwAJYl5f+MIl+AKtz8gBLHMO5URwOYJkBWO4NgAWwABbAurz0h0n0A1idkwdY4hjOjeJwAMsMwHJvACyABbAA1uWlP0yiH8DqnDzAEsdwbhSHA1hmAJZ7A2ABLIAFsC4v/WES/QBW5+QBljiGc6M4HMAyA7DcGwALYAEsgHV56Q+T6AewOicPsMQxnBvF4QCWGYDl3gBYAAtgAazLS3+YRD+A1Tl5gCWO4dwoDgewzAAs9wbAAlg1YNn50Sx96dxQHgAs89r6G2D5NwCWexnfAFilagALYF10EqsBrODBGwHLeAawAFaipjxNgBUHYN0aDmCZAVjuDYAFsAAWwLq89IdJ9ANYnZP/fcC6PkDCMZwbYTOAJQRguTcAFsAq/CpDro4GgJVvDLCCwQDWB8CSx3BuhM0AlhCA5d4AWABrHrDsBgALYCVqytMEWHEAllvdHQNgRVkELOM1hZ0BVr4+wAJYlw8Alnlt/Q2w/BsAy72Mb/QCSx9fLAywOgKw3BvvDKwhmQnmGqRWALCuGgAsgJWoKU8TYMUBWH/eBVgdAVjuDYAFsAAWwLq89IdJ9ANYnZMHWM4ND0pXha+eAiwhK4B1cRdgZQtfPwdYAOvyAcAyr62/AZZ/A2C5l/ENgJUvAbAAlpknACucT7XH1QwzjwEWwAJYiZryNAFWHICVGcCdJsAyA7DcGwALYAEsgHV56Q+T6AewOif/9sCyEy6i+sB9CrCEACz3BsACWAALYF1e+sMk+gGszskDLHsR1QfuU4AlBGC5NwAWwAJYAOvy0h8m0Q9gdU4eYNmLqD5wnwIsIQDLvQGwABbAAliXl/4wiX4Aq3Py7w2s64nGzwCWF4B1PTeA9e02wEoXi28ALPcxwPoRgAWwAJZzA2ABrD/+BlgA6ynAcpMpfPEAYAEsbcYAK1PCvgGwAJbxN8C66iRWA1jBA4BlVQFY1xMDWAArCsBKPgVYQgCWewNg/UhmLpOAZcwCYL0eAKzriQEsgBUFYCWfAiwhAMu9AbAA1iOAlWkEsMxr62+A5d8AWO5lfANg5UsALIBlBmABrFcAVjAywJL616cJsOIArORTgCUEYLk3fjuwig9mAMt+CrDyQwIs89r6G2D5NwCWexnfAFj5Er8QWN9jlbA7X9wFWNnC188BFsC6bASwzGvrb4Dl3wBY7mV8A2DlSwAsgGUGYAGsVwBWMDLAkvrXpwmw4gCs5FOAJQRguTcAVukBwHoFYAUjAyypf32aACsOwEo+BVhC7p9dAOuyk1gNYOWf7gLW97gzBljByABL6l+fJsCKA7CSTwGWEIDl3gBYpQcA6xWAFYwMsKT+9WkCrDgAK/kUYAkBWO4NgFV6ALBeAVjByABL6l+fJsCKA7CSTwGWEIDl3gBYpQdvDqzcXP8XgBWMDLCk/vVpAqw4ACv5FGAJAVjuDYBVegCwXgFYwcgAS+pfnybAigOwkk8BlhCA5d4AWKUHAOsVgBWMDLCk/vVpAqw4ACv5FGAJ+XMhQ8Lm7j2AlXoAsMSuAAtgAazaNAFWHICVfAqwhAAs9wbAKj0AWK8ArGBkgCX1r08TYMUBWMmnAEsIwHJvAKzSA4D1CsAKRgZYUv/6NAFWHICVfAqwhIjHOMBynukPAJbYFWABLIBVmybAivP2wHLjVgNYtwOw3BsAq/QAYL0CsIKRAZbUvz5NgBUHYCXrASwhAMu9AbBKDwDWKwArGBlgSf3r0wRYcQBWsh7AEvIcYHkbAmB9uw2wrosBLIDlPft+A2ABrORlfGMrsORGflOAJQRguTcAVukBwHoFYAUjAyypf32aACsOwEo2BVhCAJZ7A2CVHgCsVwBWMDLAkvrXpwmw4gCsZFOAJeQhwGotnLwBsEoPANYrACsYGWBJ/evTBFhxAFayKcASArDcGwCr9ABgvQKwgpEBltS/Pk2AFQdgJZsCLCEAy70BsEoPANYrACsYGWBJ/evTBFhxQmANcfsALLcrwLJvhE8B1lUnsRrAyj8FWPkhAZZ5bf0NsPwbAAtgASwlAMu9AbBKDwDWKwArGBlgSf3r0wRYcQBWsinAEgKw3BsAq/QAYL0CsIKRAZbUvz5NgBUn2P7mDYAFsK4DsNwbAKv0AGC9ArCCkQGW1L8+TYAVB2AlmwIsIQDLvQGwSg8A1isAKxgZYEn969MEWHEAVrIpwBICsNwbAKv0AGC9ArCCkQGW1L8+TYAVB2AlmwIsIQDLvQGwSg8A1isAKxgZYEn969MEWHEAVrIpwBICsNwbAKv0AGC9ArCCkQGW1L8+TYAVB2AlmwIsIQDLvQGwSg8A1isAKxgZYEn969NsBNaPhD3yYwCsi8lcTTT1TGvkNwVYQgCWewNglR4ArFcAVjAywJL616cJsOIArGRTgCUEYLk3AFbpAcB6BWAFIwMsqX99mgArDsBKNgVYQgCWewNglR4ArFcAVjAywJL616fZBSz9AcACWD//BljZ5sY9gJV6ALDErgALYAGs2jQBVhyAlWwKsIQALPcGwCo9AFivHAssN1flAJbb4+oBwMqPAbAuJnM10dQzrZHfFGAJAVjuDYBVegCwXgFYP0YuNQZYwWAA6wNghc+0Rn5TgCUEYLk33g5Y31Od+fUDgPUKwPoxcqkxwAoGA1gfACt8pjXymwIsIQDLvQGwSg8A1itnAkspCrAAVjT49QOABbB+/g2wss2NewAr9QBgiV0BFsACWLVpAqw4ACvZFGAJAVjujfcClj7B4gOA9QrA+hCXBLBSNeVpAqw4ACvZFGAJAVjuDYBVegCwXgFYH+KSAFaqpjxNgBVnBbB+5KKtMtHUM62R3xRgCQFY7g2AVXoAsF4BWB/ikgBWqqY8TYAVB2AlmwIsIQDLvbEUWEPs/tf1ARbAumwEsMxr62+ApQ1+/QBgAayffwOsbHPjHsBKPQBYYleABbAAVm2aACvOdGCF8wFYAAtg2c/0BwBL7AqwABbAqk0TYMUBWMmmAEsIwHJvrAPWdc9MK4AFsC4bASzz2vobYGmDXz8AWKuBlYpbIDEWwBICsNwbAKv0AGC9ArA+xCUBrFRNeZoAKw7ASo4FsIQALPcGwCo9AFivAKwPcUkAK1VTnibAigOwkmMBLCEAy70BsEoPANYrAOtDXBLAStWUpwmw4rwFsO43jzsDLCEAy70BsEoPANYrAOtDXBLAStWUpwmw4gCsZGeAJQRguTcAVukBwHoFYH2ISwJYqZryNAFWHICV7AywhAAs9wbAKj0AWK8ArA9xSQArVVOeJsCKA7CSnQGWEIDl3gBYpQcA6xWA9SEuCWClasrTBFhxAFayM8ASArDcGwCr9ABgvQKwPsQlAaxUTXmaACsOwEp2BlhCAJZ7A2CVHgCsVwDWh7gkgJWqKU8TYMUBWMnOAEsIwHJvAKzSA4D1CsD6EJcEsFI15WkCrDgAK9kZYAl5Z2B9T9APYLU8AFivAKwPcUkAK1VTnuYjgTUkM3mA1dI87gywhAAs9wbAKj0AWK8ArA9xSQArVVOeJsCKA7CSnQGWEIDl3gBYpQcA6xWA9SEuCWClasrTBFhxAFayM8AS8rbACh8DrDkPANYrAOtDXBLAStWUp/k8YMltAVZP87gzwBICsNwbAKv0AGC9ArA+xCUBrFRNeZoAKw7ASnYGWEIAlnsDYJUeAKxXANaHuCSAlaopTxNgxQFYyc4ASwjAcm8ArNIDgPUKwPoQlwSwUjXlaQKsOAAr2RlgCQFY7g2AVXoAsF4BWB/ikgBWqqY8TYAVB2AlOwMsIQDLvQGwSg8A1isA60NcEsBK1ZSnCbDiTAOWkXAGAAtgefcAVuoBwBK7AiyABbBq0wRYcQBWsjPAEgKw3BsAq/QAYL0CsD7EJQGsVE15mgArDsBKdgZYQgCWewNglR4ArFcA1oe4JICVqilPE2DFmQMsZRoAC2ABLPuZ/gBgiV0BFsACWLVpAqw4ACvZGWAJAVjujbcFlhtpSIB1Mdf/BWB9iEsCWKma8jQBVhyAlewMsIQALPcGwAomBrCCAKwPcUkAK1VTnibAigOwkp0BlhCA5d4AWMHE1gPLnTHAChoBLPPa+htgaYNfPwBY+WkALIAFsOxn+oNNwNLHBFj6XP8XgPUhLglgpWrK0wRYcQBWsjPAEgKw3BsAK2gEsIIArA9xSQArVVOeJsCKA7CSnQGWEIDl3gBYQaPFwLpqBrCCRgDLvLb+Blja4NcPAFZ+GgALYAEs+5n+4I2BFeTedABWZUiAZV5bfwMsbfDrBwArPw2ABbAAlv1MfwCwatMBWJUhAZZ5bf0NsLTBrx8ArPw0ABbAAlj2M/0BwKpNB2BVhgRY5rX1N8DSBr9+ALDy0wBYAAtg2c/0B+8KrForpSnA0ocEWOa19TfA0ga/fgCw8tMAWAALYNnP9AcAq9oUYOlDAizz2vobYGmDXz8AWPlpACyABbDsZ/oDgFVtCrD0IQGWeW39DbC0wa8fAKz8NAAWwAJY9jP9AcCqNgVY+pAAy7y2/gZY2uDXDwBWfhoAC2ABLPuZ/gBgVZsCLH1IgGVeW38DLG3wHw++Jz8GwMo0BlitAVilwuFjgAWw4hsAy20KsH4EYAEsgOXcAFj2jfApwLrqlKl23TPTCmABrMtGAMu8tv4GWNrgPx4ArOI0ABbAAlj2M/0BwKo2BVj6kADLvLb+Blja4GIDgJWZAcACWN49gJV6ALCqTQGWPiTAMq+tvwGWNrjYAGBlZgCw3hhY1wlLAKzUA4BVbQqw9CEBlnlt/Q2wtMHFBgArM4NeYN1KcprSb9XynTcFYJUKh4/D8gAraASwgoRHw9UeVM7uuJF633hc/M6lJbUcvMaD9wfWkPTkAVbQTEJDNFY8jaQqRHFImhL/wVc+bucsqX/nTQFYpcLh47A8wAoaAawg4dFwtQeVsztupN43Hhe/c2lJLQev8QBgAawoRjMJDdFY8TSSqhDFIWlK/Adf+bids6T+nTdlMbDE50YTgJV68PfP2D0z9QEWwLpsBLDMa+tvgKUNLjYAWJkZNAIrP6jeA2BFAVjuDYAVNAJYQQDWh7ikPxsb/xkNsNwHDesAWMEtgPXhTRNgmekB1vfkCwEsgKU2BVj6kADLvLb+BliFwfMNAFZmBgALYA1NANaEB0prgAWwLhsBLPPa+htgFQbPNwBYmRkALIA1NAFYEx4orQEWwLpsVAeW+11PBpZe7eIBwAJYUQCW3gNgRWkAVq4pwAJYTU0Blj4kwDKvrb8BVmHwfAOAlZkBwAJYWlOABbCamgIsfUiAZV5bfwOswuD5BgArMwOABbC0pgALYDU1fStg/YjbeQewrhoBrB8BWIWeAMtoAbAAltYUYL0jsHKJxxCmA7AqQwIs89r6G2AVBs83AFiZGQAsgKU1BVgAqzxS2AxgBY0Alnlt/Q2wCoPnGwCszAwAFsDSmgKs+wDx6wOse8Byp1z/F+ZD+Xgqh7s0JMAyr62/AVZh8HwD5ViVjmCAVQrAmlodYLk3pK878+A2QPz6zj8gUe3U2MoEtcUUewMsfUiAZV5bfwOswuD5BgArMwOABbC0pgALYDX1Blj6kADLvLb+BliFwfMNAFZmBgALYGlNfzuwCq2EngDrBrCuHgAstxHA+hGAVegJsIwWAAtgaU0BltxK6AmwANZlI4BlXlt/A6zC4PkGACszA4AFsLSmAEtuJfQEWADrshHAMq+tvwFWYfB8A4CVmQHAAlhaU4AltxJ6AiyAddkIYJnX1t8AqzB4voE1xpD0fABWTwDW1OoAy70BsIRGhbbl3gBLHxJgmdfW3wCrMHi+AcDKzABgASytKcCSWwk9ARbAumwEsMxr62+AVRg83wBgZWYAsACW1hRgya2EngALYF02AljmtfU3wCoMnm9gP0jeBVipQkr+qiQzY4D1TwCWewNgCY0Kbcu9AZY+JMAyr62/AVZh8HwDgJWZAcACWFpTgCW3EnoCLIB12QhgmdfW3wCrMHi+AcDKzABgASytKcCSWwk9ARbAumwEsMxr62+AVRg83wBgZWawDli3hgFYUQCWewNgCY0Kbcu9AZY+JMAyr62/AVZh8HwDgJWZAcACWFpTgCW3EnoCLIB12QhgmdfW30uB9SOpmrPWAbCCWwDLbQOwzAAs9wbAEhoV2pZ7Ayx9SIBlXlt/A6zC4PkGACszA4AFsLSmAEtuJfQEWADrshHAMq+tvwFWYfB8A4CVmQHAAlhaU4AltxJ6AiyAddkIYJnX1t/rgHXZT+4EsABWZwBWRwCWewNgCY0Kbcu9AZY+JMAyr62/AVZh8HwDgJWZAcACWFpTgCW3EnoCLIB12QhgmdfW3wCrMHi+AcDKzABgASytKcCSWwk9ARbAumwEsMxr62+AVRg83wBgZWYAsACW1hRgya2EngALYF02AljmtfU3wCoMnm8AsDIzAFgAS2sKsORWQk+ABbAuGwEs89r6G2AVBs83AFiZGQAsgKU1BVhyK6EnwAJYl40Alnlt/Q2wCoPnGwCszAwAFsDSmgIsuZXQE2ABrMtGAMu8tv4GWIXB8w0AVmYGAAtgaU0BltxK6AmwANZlI4BlXlt/A6zC4PkGACszA4AFsLSmAEtuJfQEWADrshHAMq+tvwFWYfB8A4CVmQHAAlhaU4AltxJ6AiyAddkIYJnX1t8AqzB4vgHAyswAYAEsrSnAklsJPQEWwLpsBLDMa+tvgFUYPN8AYGVmALAAltYUYMmthJ4AC2BdNgJY5rX1N8AqDJ5vALAyMwBYAEtrCrDkVkJPgAWwLhsBLPPa+htgFQbPNwBYmRn8dZ2gUEsAVkcAlnsDYAmNCm3Lvf82ky4GsHqKAqwfAVjVngDr4/vmBlj5edwJwLouAbC+3QZY18UAVk9RgPUjAKvaE2B9fN/cACs/jzsBWNclANa32wDruhjA6ikKsH7kVwErjLIegHXVYhGp9EEBVhSA5d4AWEKjQtv7vS/bA6w79xONANaPACyABbCcGwCr8jzdFGDJrYSeACv/EGD1FAVYPwKwABbAcm4ArMrzdFOAJbcSegKs/EOA1VMUYP3I7wFWepbJlgDrqgXAmhiAdV0CYH24/4AArLsPAJbbCGD9CMCqtgRYVy0A1sQArOsSAOvD/QcEYN19ALDcRgDrRwBWtSXAumrx16YE8wVYcaLZC6u7buo8vXgL4RtLzdB9HJYHWEKjQtv7vQFWekj1fqJR8q70RV8dymG1iwcAC2BFqXyDykcaT+NqBVsSzBdgxYlmL6zuuqnz9OIthG8sNUP3cVgeYAmNCm3v9wZY6SHV+4lGybvSF311KIfVLh4ALIAVpfINKh9pPI2rFWxJMF+AFSeavbC666bO04u3EL6x1Azdx2F5gCU0KrS93xtgpYdU7ycaJe9KX/TVoRxWu3gAsABWlMo3qHyk8TRmUKJfXd/iTv7qt7L7hZdTArCuSwQzzH92329UgZXL1ZwvArCy7QHWnfuJRsm70hd9dSiH1S4eACyAFaXyDSofaTyNGZSYQKo/407+6rey+4WXUwKwrksEM8x/dt9vACyhUaHt/d4AKz2kej/RKHlX+qKvDuWw2sUDgAWwolS+QeUjjacxgxITSPVn3Mlf/VZ2v/BySgDWdYlghvnP7vsNgCU0KrS93xtgpYdU7ycaJe9KX/TVoRxWu3gAsABWlMo3qHyk8TRmUyKR+hQAlhmA5d4oAcvIPXTkigGs/EOA1VMUYP0IwKq2BFipFtMDsJoDsNwbAEtoVGh7vzfASg8JsMxr62+AlZtYrSHAkmawOgCrOQDLvQGwhEaFtvd7A6z0kADLvLb+Bli5idUaAixpBqsDsJoDsNwbAEtoVGh7vzfASg8JsMxr62+AlZtYrSHAkmawOgCrOQDLvfFgYA25PzWAJY/9bwDWh/hFA6z8M4D15zOA1RCA1RyA5d4AWEKjQtv7vQFWekiAZV5bfwOs3MRqDQGWNIPVAVjNAVjuDYAlNCq0vd8bYKWHBFjmtfU3wMpNrNYQYEkzWB2A1RyA5d54KrCEQQFW9OAsYKUiTQVgAaxciesArHAsgAWw9OfppgCrJQAr2x5gZaYCsABWrsR1AFY4FsACWPrzdFOA1RKAlW0PsDJTAVgAK1fiOgArHAtgASz9ebopwGoJwMq2fztgdQ+QrwCw3Et/mLv95E4AC2DdDsBqDsBybwAspZTe9n5vgAWwchMDWAArCsC6NQWAZQZguTcAllJKb3u/N8ACWLmJASyAFQVg3ZoCwDIDsNwbAEsppbe93xtgAazcxADW2wBryJ/PAFZDAFZzAJZ7A2AppfS293sDLICVmxjAAlhRANatKQAsMwDLvQGwlFJ62/u9ARbAyk0MYAGsKADr1hQAlhmA5d4AWEopve393gALYOUmBrDeA1hXtwFWQwBWcwCWewNgKaX0tvd7AyyAlZsYwAJYUQDWrSkALDMAy70BsJRSetv7vQEWwMpNDGABrCgA69YUAJaZtwBWkOSEANaNRoW293sDLICVmxjA04cbWwAAIABJREFUAlhRANatKQAsMwDLvQGwlFJ62/u9ARbAyk0MYAGsKADr1hQAlhmA5d4AWEopve393gALYOUmBrAAVhSAdWsKAMvM84GlTeOiHcC60ajQ9n5vgAWwchMDWAArCsC6NQWAZQZguTcAllJKb3u/N8ACWLmJASzn8kfyE6s1BFjSDFYHYDUHYLk3AJZSSm97vzfAAli5iQEsgBUFYN2aAsAyA7DcGwBLKaW3vd8bYAGs3MQAFsCKArBuTQFgmQFY7g2ApZTS297vDbAAVm5iAOtyErd2udYQYEkzWB2A1RyA5d4AWEopve393gALYOUmBrAAVhSAdWsKAMsMwHJvACyllN72fm+ABbByEwNYACsKwLo1BYBlBmC5NwCWUkpve783wAJYuYkBLIAVBWDdmgLAMgOw3BsASymlt73fG2ABrNzEABbAigKwbk0BYJnpBdZ1MvUBVqkYwMo/BFhqBYDlXvrD3O0ndwJYAOt2AFZzAJZ7A2AppfS293sDLICVmxjAAlhRANatKQAsMwcAy2sGsPLFAFb+IcBSKwAs99If5m4/uRPAAli3A7Ca0wisUk+ApQVgZdsDrExLgAWwAJbXDGDd6Amw/gnAcm8ALKWU3vZ+b4AFsHITA1gAKwrAujUFgGVmN7AuWgOsfDGAlX8IsNQKAMu99Ie520/uBLAA1u0ArOYALPcGwFJK6W3v9wZYACs3MYAFsKIArFtTAFhmAJZ7A2AppfS293sDLICVmxjAAlhRANatKQAsMwDLvQGwlFJ62/u9ARbAyk0MYAGsKADr1hQAlhmA5d4AWEopve393mVguZGqhPMDWB/XRyXACh4onQAWwLodgNUcgOXeAFhKKb3t/d4AC2DlJgawAFYUgHVrCgDLDMBybwAspZTe9n5vgAWwchMDWAArCsC6NQWAZQZguTcAllJKb3u/dw1YUiuA5TYCWD8CsKotAVaqxfQArOYALPcGwFJK6W3v9wZYACs3MYAFsKIArFtTAFhmAJZ7A2AppfS293sDLICVmxjAAlhRANatKQAsMwDLvQGwlFJ62/u9ARbAyk2sHVhufswGYGVaAqxUi+kBWM0BWO4NgKWU0tve7w2wAFZuYgALYEUBWLemALDMACz3BsBSSult7/cGWAArNzGABbCiAKxbUwBYZgCWewNgKaX0tvd7AyyAlZtYL7Cuu/vPAZbbEmClWkwPwGoOwHJvACyllN72fm+ABbByEwNYACsKwLo1BYBlBmC5NwCWUkpve783wAJYuYld/e94AAtgOc0A1o2eAOufACz3BsBSSult7/cGWAArNzGABbCiAKxbUwBYZgCWewNgKaX0tvd7A6wjgfUjbg+AFdcAWMnbAKshAKs5AMu9AbCUUnrb+70BFsBKT+wj/a84wEpNrNYQYEkzWB2A1RyA5d4AWEopve393gALYKUn9gGw3HoAy24GsG70BFj/BGC5NwCWUkpve783wDoPWFePARbAAljSDFYHYDUHYLk3AJZSSm97vzfAAljKxACWUw9g2c0A1o2eAOufACz3BsBSSult7/cGWABLmRjAcuoBLLsZwLrRE2D9E4Dl3gBYSim97f3eAAtgKRMDWE49gGU3A1hSzx9xSwOs7POungDrVjGAVSwGsAAWwAJYdjOAJfUEWD8DsNwbAEsppbe93xtgASxlYgDLqQew7GYAS+oJsH4GYLk3AJZSSm97vzfAAljKxACWU+8IYNnJlwBYDbk/hdRrAFjZ5109AdatYgCrWAxgASyABbDsZgCrsQLAqjzv6gmwbhUDWMViAAtgASyXNwDr+gbAylcAWJXnXT0B1q1iAKtYDGABLIC1H1hSKYA1LQCrOQDLvQGwlFJ62/u9ARbAUiYGsJx6AMtuBrAaKwCsyvOungDrVjGAVSwGsAAWwMrOpaMXwFJmsDoAqzkAy70BsJRSetv7vQEWwFImBrCCsTLP7/YCWMoMVgdgNQdguTcAllJKb3u/N8ACWMrEAFYwVub53V4AS5nB6gCs5gAs9wbAUkrpbe/3BlgAS5nYXWB5sUe7rJaZmNgJYAGs2wFYzQFY7g2ApZTS297vDbAAljIxgBWMlXl+txfAUmawOgCrOQDLvQGwlFJ62/u9ARbAUiYGsIKxMs/v9gJYygxWB2A1JwGseu7NA2DliwGsYjGABbD077z4SQCsTEuAtTEAqzkAy70BsJRSetv7vQEWwFImBrCCsTLP7/YCWMoMVgdgNQdguTcAllJKb3u/N8ACWMrEAFYwVub53V4AS5nB6gCs5tyafePSAdatYgCrWAxgASyAlZ1LRy+AdTWDAxJMMopbYXzwl/kZh5dTArC04bKTCssDLKWU3vZ+b4AFsJSJAaxgrMzzu70A1tUMDkgwyShuhfHBX+ZnHF5OCcDShstOKiwPsJRSetv7vQEWwFImBrCCsTLP7/YCWFczOCDBJKO4FcYHf5mfcXg5JQBLGy47qbA8wFJK6W3v9wZYAEuZGMAKxso8v9sLYE3MijGqUwBYazuHpQBWvhjAKhYDWKcB6/o/qAGW+wBgASyApQdgacMBrPygAAtgASyAlZ1LRy+ANTEASw/A0oYDWPlBARbAAlgAKzuXjl4Aa2IAlh6ApQ0HsPKDAiyAdRSwlAcA6wewfkSZRPL53V4Aa2IAlh6ApQ0HsPKDAiyABbAAVnYuHb0A1sQALD0ASxsOYOUHBVgAKxd9cICVrQawxFIAa+cY1SkArLWdw1IAK18MYBWLASyA9SbAunoAsOIArLlTAFhrO4elAFa+GMAqFgNYAAtgZefS0QtgTQzA0gOwtOEAVn5QgPXbgXWjJcBKBWCJLQFWPQBLD8DShgNY+UEBFsAqtwRYqQAssSXAqgdg6QFY2nAAKz8owAJY5ZYAKxWAJbYEWPUALD0ASxsOYOUHBVgAq9wSYKUCsMSWAKsegKUHYGnDAaz8oAALYJVbAqxUAJbYEmDVA7D0ACxtOICVHxRgAaxyS4CVCsASWwKsegCWHoClDQew8oMCLIBVbgmwUgFYYkuAVQ/A0gOwtOEAVn5QgPWLgJVPec7BY4AFsI4GVvgtAKz6FADW2s5hKYCVLwawisUAFsACWNm5dPQCWBMDsPQALG04gJUfFGABLIAFsLJz6egFsCYGYOkBWNpwACs/KMD6LcCa0B1gpQKwxJa7gJVpD7DqUwBYazuHpQBWvhjAKhYDWLN6A6xsNYAllgJYO8eoTgFgre0clgJY+WIAq1gMYM3qDbCy1QCWWApg7RyjOgWAtbZzWOpEYA1JDWLWuROAlW0PsCZ3B1ipACyxJcCqB2DpAVjacAArPyjAAlizegOsbLXvJ8uPhIXDBwBLCMCaMgWAtbZzWApg5YsBrGIxgDWrN8DKVgNYYimAtXOM6hQA1trOYanjgHVx9yoAa1ZvgAWwlM4AKzF3gAWwpkwBYK3tHJYCWPliAKtYDGDN6g2wstWK1QHWnwFYAKsSgKUNB7DygwIsgDWrN8DKVitWB1h/BmABrEoAljYcwMoPCrAA1qzeACtbrVgdYP0ZgAWwKgFY2nAAKz8owAJYs3oDrGy1YnWA9WcAFsCqBGBpwwGs/KAAC2DN6g2wstWK1QHWnwFYAKsSgKUNB7DygwIsgDWrN8DKVitWB1h/BmB9jnFA4vX/ZX7G4eWUACxtuOykwvIASymlt73fG2ABLKUzwEpUB1gX7b8/Uv6Nmg2Ff8c4IPH6/zI/4/BySgCWNlx2UmF5gKWU0tve7w2wzgZWePamDmPvgd4ZYCWqA6yL9t8fKf9GzYbCv2MckHj9f0WUsi+nBGBpw2UnFZYHWEopve393gALYCmdAVaiOsC6aP/9kfJv1Gwo9GTeLAHW2s5hKYCVLwawisUA1qzeACtbrVgdYP0ZgNURgNWbs4EVnM+3JgWwABbAWtHbbwiwblQHWH8GYHUEYPUGYLk3AJZSSm97vzfAAlhKZ4CVqA6wANb0ygBrfuewFMDKFwNYxWIAa35vgKV1A1ilEgCrIwCrNwcDqzgMwMoPCrAA1vzeAEvrBrBKJQBWRwBWbwCWewNgKaX0tvd7AyyApXQGWInqAAtgTa8MsOZ3zpcCWGExgFUsBrDm9wZYWreHAiufsFQ8mHEXYHUEYPUGYLk3AJZSSm97vzfAAlhKZ4CVqA6wANb0ygBrfud8KYAVFgNYxWIAa35vgKV1A1jxYMZdgNURgNUbgOXeAFhKKb3t/d4AC2ApnQFWonrjcVW2WqkFwOoIwOrNWwIrm+thHgYs8b8T81MDWNXyACtoCLBuVAdYfwZgdQRg9QZgucMALKFRoe393gALYCmdAVaiOsACWNMrA6z5nfOlAFZYDGAViwGs+b0BltYNYJVaAKyOAKzevB+wyhWeDKziYAALYM3vDbC0bgCr1AJgdQRg9QZguY0All4SYI0BWEFDgHWjOsD6MwCrIwCrNwDLbQSw9JIAawzAChoCrBvVAdafAVgdAVi9AVhuI4CllwRYYwBW0BBg3ah+tTWNZKsDLIA1vTLAmt85Xwpg5YsBLK0YwJrfG2Bp3QBWqQXA6gjA6g3AchsBLL0kwBoDsIKG64F1jY9XM+PSaREGYLX3AljzArB6A7DcRgBLLwmwxgCsoCHAulG9CBGAFQVgTa8MsOZ3zpcCWPliAEsrBrDm9wZYWjeAVWoBsDoCsHoDsNxGAEsvCbDGAKyg4WJgDbl6fQCrKQDrzjT2BGD1BmC5jQCWXhJgjQFYQUOAdaM6wPozAKsjAKs3AMttBLD0kgBrDMAKGgKsG9UB1p8BWB0BWL0BWG4jgKWXBFhjAFbQEGDdqP4IYNUS1zXuAqyOAKzeACy3USOwWhMNpk2tqVFp+Lu9L9vnipV/z0x5gBU0BFg3qhch0nuCRKUmHHEAa2YAVm8AltvI/oz186d8zFROH216qdZKSf3XudP7sn2uWPn3zJQHWEFDgHWjehEivSdIVGrCEQewZgZg9QZguY3sz1g/f8rHTOX00aaXaq2U1H+dO70v2+eKlX/PTHmAFTQEWDeqFyHSe4JUc2sUgDUvAKs3AMtt1AWsXJrqAiytGMCa3xtgad0AVqkzwOoIwOoNwHIbASy9JMAaA7CChgDrRnWA9WcAVkcAVm8AltsIYOklAdYYgBU0BFg3qgOsPwOwOgKwegOw3EYASy8JsMYArKDhVmBdZWjm9A5HMNoCrJ5RANa8AKzeACy3EcDSSwKsMQAraAiwblQHWH9mEbC+R+krTWNPAFZvAJbbCGDpJQHWGIAVNARYN6oDrD8DsDoCsHpzELCucr+63ghg6SUB1hiAFTTcB6w/o75lgHU3AOvQAKzeACy3EcDSSwKsMQAraAiwblQHWH9mBbDujAWwANbKzj9KAazlZQAWwJrfG2Bp3QBWqTPA6gjA6s0pwJpbGGDdaA2wquUBVtAQYN2oDrD+DMDqCMDqDcByGwEsvSTAGgOwgoYA60Z1gPVnAFZHAFZvAJbbCGDpJQHWGIAVNARYN6oDrD8DsDoCsHoDsNxGAEsvCbDGAKygIcC6UR1g/Zmr/aAmmkFxLGGNuwKwegOw3EYASy8JsMYArKAhwLpRHWD9GYDVEYDVG4DlNgJYekmANQZgBQ0B1o3qAOvPAKyOAKzeACy3EcDSSwKsMbfO9Myevfmd3Oue7u03vPp3Knygd3YDsOTRb2YlsLzc2P65rs8g1Z8BWL0BWG4jgKWXBFhjAFbQEGDdqA6w/gzA6gjA6g3AchsBLL0kwBoDsIKGAOtGdYD1ZwBWRwBWbwCW2whg6SUBVpjs3k4C62Zqa5AWArDEbgCr1BlgdQRg9QZguY0All4SYIUBWIknAKujGcC6DMAyArB6A7DcRgBLLwmwwgCsxBOA1dEMYF0GYBkBWL0BWG4jgKWXBFhhOoE1v0RHdYCldQNYpc4AqyMAqzcAy20EsPSSACsMwEo8AVgdzQDWZQCWEYDVG4DlNgJYekmAFQZgJZ4ArI5mAOsyAMsIwOoNwHIbASy9JMAKA7ASTwBWRzOAdRmAZQRg9QZguY0All4SYIUBWIknAKujGcC6DMAyArB6A7DcRgBLLwmwwgCsxBOA1dEMYF0GYBkBWL0BWG4jgKWXBFhhAFbiCcDqaAawLgOwjACs3gAstxHA0ksCrDAAK/EEYHU0A1iXAVhGAFZvAJbbCGDpJQFWGICVeAKwOpoBrMsALCMAqzcAy20EsPSSACsMwEo8AVgdzQDWZQCWEYDVG4DlNgJYekmAFQZgJZ4ArI5mAOsyAMsIwOoNwHIbASy9JMAKA7ASTwBWRzOAdRmAZQRg9QZguY0All4SYIUBWIknACvVLI5eHWC1dQVYXmWANb/zysIA60ZrgFUvbwRgJZ4ArFQzgDUEYHUEYPUGYLmNAJZeEmCFAViJJwAr1QxgDQFYHQFYvQFYbiOApZcEWGEAVuLJewHrEjz3quv9AFa5g9oVYHmVAdb8zisLA6wbrQFWvbwRgJV4ArAKAVhaGYBlBGD1BmC5jQCWXhJghQFYiScAqxCApZUBWEYAVm8AltsIYOklAVYYgJV48kbA0jsArFJngNURgNUbgOU2Alh6SYAVBmAlngCsQgCWVgZgGQFYvQFYbiOApZcEWGEAVuIJwCoEYGllAJYRgNUbgOU2Alh6SYAVBmAlnhwELCdNA9xuLPcDWOUOaleA5VUGWPM7rywMsG60Blj18kYAVuIJwCoEYGllAJYRgNUbgOU2Alh6SYAVBmAlngCsQgCWVgZgGQFYvQFYbiOApZcEWGEAVuLJKcCSG3X0BVilzgCrIwCrNwDLbfQ7gJXKpOHv9gZY00t0VAdYAKt1FIA1LwCrNwDLbQSwABbAaqgOsABW6ygAa14AVm8AltsIYAEsgNVQHWABrNZRANa8AKzeACy30S8AVnt/gBUGYCWeAKxpgwCscge1K8DyKgOs+Z2Dwt3RVwOwVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLXQ3AWt0dYBXazS3RUR1gAazWUQDWvACs3gAsdzUAa3V3gFVoN7dER3WABbBaRwFY8wKwenMmsLZMAGDd7w+wwgCsxBOANW0QgFXuoHbd/u9jIQCrNwDLLQawVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLLQawVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLLQawVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLLQawVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLLQawVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLLQawVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLLQawVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLLQawVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLLQawVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLLQawVncHWIV2c0t0VAdYAKt1FIA1LwCrNwDLLQawVncHWIV2c0t0VAdYhwErSml0LQDr0ACs3gAstxjAWt0dYBXazS3RUR1gASxjFt2dAVZHAFZvAJZbDGCt7g6wCu3mluioDrAAljGL7s4AqyMAqzcAyy0GsFZ3B1iFdnNLdFQHWCcBq2u0ewFYhwZg9QZgucUA1uruAKvQbm6JjuoAC2C1jnoEsHKpDrAtAKs3AMstBrBWdwdYhXZzS3RUB1gAyxj1VoySAKsjAKs3AMstBrBWdwdYhXZzS3RUB1gAyxgVYJ0YgNUbgOUWA1iruwOsQru5JTqqAyyAZYz6ZGBNr7YtAKs3AMstBrBWdwdYhXZzS3RUB1gAS0tpTgCrIwCrNwDLLQawVncHWIV2c0t0VAdYAEsLwNoWgNUbgOUWWw6sptydxr7uAKvQbm6JjuoAC2BpAVjbArB6A7DcYgBrdXeAVWg3t0RHdYAFsLQArG0BWL0BWG4xgLW6O8AqtJtboqM6wAJYWgDWtgCs3gAst9haYGWyYOzdwOrTJMACWNkArLMCsLYFYPUGYLnFANbq7r8FWNnUBvhjqLslOqoDLIClBWBtC8DqDcByiwGs1d0BFsDKPwBYLf0AVk+2/2PYE4DVG4DlFgNYy7t3VgVYACsbgHVWANa2TAWWdbgBrEmdOwKwDhsCYJUy6UMCWMkArLMCsLYFYPUGYLnFANby7p1VARbAygZgnRWAtS0AqzcAyy0GsJZ376wKsABWNgDrrACsbZm9jB/1Adakzh0BWIcNAbBKAViFBwCrpR/A6sn2fwx7ArB6A7DcYgBreffOqgALYGUDsM4KwNoWgNUbgOUWA1jLu3dWBVgAKxuAdVYA1rYArN4ALLcYwFrevbMqwAJY2QCsswKwtgVg9QZgucUA1vLunVUBFsDKBmCdFYC1LQCrNwDLLQawlnfvrAqwAFY2AOusAKxtAVi9AVhuMYC1vHtnVYAFsLIBWGcFYG0LwOoNwHKLAazl3TurAiyAlQ3AOivLgNUbfc7nBWD1BmC5xQDW8u6dVQEWwMoGYJ0VgLUtAKs3AMstBrCWd++sCrAAVjYA66wArG0BWL0BWG4xgLW8e2dVgAWwsvk7GbHsHwNMany73+8F1ua6ZwZg9QZgucUA1vLunVUBFsDKBmCdFYC1LQCrNwDLLQawlnfvrAqwAFY2AOusAKxtAVi9AVhuMYC1vHtnVYAFsOpp3sgASwrA2haA1RuA5RYDWMu7d1YFWACrHoC1MwBrWwBWbwCWWwxgLe/eWRVgAax6ANbOAKxtAVi9AVhuMYC1vHtnVYD1bGC5yXTOTewiAGtnANa2AKzeACy3GMBa3r2zKsACWPUArJ0BWNsCsHoDsNxiAGt5986qAAtg1QOwdgZgbQvA6g3AcosBrOXdO6sCrAcDK9MIYLX0A1ib6p4ZgNUbgOUWA1jLu3dWBVgAqx6AtTMAa1sAVm8AllsMYC3v3lkVYAGsegDWzgCsbQFYvQFYbjGAtbx7Z1WABbDqAVg7A7C2BWD1BmC5xQDW8u6dVQEWwKoHYO0MwNoWgNUbgOUWA1jLu3dWBVgAqx6AtTMAa1sAVm8AllsMYC3v3lkVYAGsegDWzgCsbQFYvQFYbjGAtbx7Z1WABbDqAVg7A7C2BWD1BmC5xQDW8u6dVQEWwKoHYO0MwNoWgNUbgOUWA1jLu3dWBVgAqx6AtTMAa1sAVm8AllsMYC3v3lkVYAGsegDWzgCsbTkHWEOmzghgLZoAwLo/BMAqBWAVugOsln4Aa1PdMwOwegOw3GIAa3n3zqoAC2DVA7B2BmBtC8DqDcByiwGs5d07qwIsgFUPwNoZgLUthwBryVz+F4C1aAIA6/4QAKsUgFXoDrBa+gGsTXXPDMDqDcByiwGs5d07qwIsgFUPwNoZgLUtAKs3AMstBrCWd++sCrAAVj0Aa2cA1rYArN4ALLcYwFrevbMqwAJY9QCsnQFY2wKwegOw3GIAa3n3zqoAC2DVA7B2BmBtC8DqDcByiwGs5d07qwIsgFUPwNoZgLUtAKs3AMstBrCWd++sCrAAVj0Aa2cA1rYArN4ALLcYwFrevbMqwAJY9QCsnQFY2wKwegOw3GIAa3n3zqoAC2DVA7B2BmBtC8DqDcByiwGs5d07qwKsf8rOzd3VAazOsQFW/0wm1j0zAKs3AMstBrCWd++sCrAAVj0Aa2cA1rYArN4ALLcYwFrevbMqwAJY9QCsnQFY2wKwegOw3GIAa3n3zqoAS836f6EAVufYZWCdGH0hAKsjAKs3AMstZn/lpW+/KQvGvjnEnBmWquY6Ra3c560r3f4hfQZgfaV5I0vlqmPX+u3QUyL6QgBWRwBWbwCWW8z+ykvfflMWjH1ziDkzLFXNdYpauc9bV7r9Q/oMwPpK80aWylXHrvXboadE9IUArI4ArN4ALLeY/ZWXvv2mLBj75hBzZliqmusUtXKft650+4f0GYD1leaNLJWrjr3zaDpgfIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLUfTFSMAAAgAElEQVS8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWVwDW48YHWB0BWL0BWG4xgLW8e2dVgKUGYH0FYD1ufIDVEYDVG4DlFgNYy7t3VgVYagDWV/5ujzR2dc6lfl0BWG8QgNUbgOUWA1jLu3dWBVhqANZXANbjxgdYHQFYvQFYbjGAtbx7Z1WApQZgfQVgPW58gNURgNUbgOUWA1jLu3dWBVhqAJaeGRseYJUCsDoCsHoDsNxiAGt5986qAEsNwNIDsI4ZH2B1BGD1BmC5xQDW8u6dVQGWGoClB2AdMz7A6gjA6g3AcosBrOXdO6sCLDUASw/AOmZ8gNURgNUbgOUWA1jLu3dWBVhqAJYegHXM+ACrIwCrNwDLLQawlnfvrAqw1AAsPQDrmPEBVkcAVm8AllsMYC3v3lkVYKkBWHoA1jHjA6yOAKzeACy3GMBa3r2zKsBSA7D0AKxjxgdYHQFYvQFYbjGAtbx7Z1WApQZg6QFYx4wPsDoCsHoDsNxiAGt5986qAEsNwNIDsI4ZH2B1BGD1BmC5xQDW8u6dVQGWGoClB2AdMz7A6gjA6g3AcosBrOXdO6sCLDUASw/AOmZ8gNURgNUbgOUW+9tL35BiAFZ7J4D1FYClB2AdMz7A6gjA6g3AcosBrOXdO6sCLDUASw/AOmZ8gNURgNUbgOUWA1jLu3dWBVhqAJYegHXM+ACrIwCrNwArU2z30fVvAFZ7J4D1FYClB2AdMz7A6gjA6g3AyhTbfXT9G4DV3glgfQVg6QFYx4wPsDoCsHoDsDLFdh9d/wZgtXcCWF8BWHoA1jHjA6yOAKzeAKxMsd1H178BWO2dANZXAJYegHXM+ACrIwCrNwArU2z30fVvAFZ7J4D1FYClB2AdMz7A6gjA6g3AyhTbfXT9G4DV3glgfQVg6QFYx4wPsDoCsHoDsDLFdh9d/wZgtXcCWF8BWHoA1jHjA6yOLADWj3hjA6zdWw9gHTYEwCpl+4f0GYClB2AdMz7A6gjA6g3AyhTbfXT9G4DV3unvOI1z8rL9Q/oMwNIDsI4ZH2B1BGD1BmBliu0+uv4NwGrvBLC+ArD0AKxjxgdYHVm1WmscgNXZuSMA67AhAFYp2z+kzwAsPQDrmPEBVkcAVm8AVqbY7qPr3wCs2Z3yvQBWQ12A1Vlz9ykFsN4gAKs3ACtTbPfR9W8A1uxOAGtpXYDVWXP3KQWw3iAAqzcAK1Ns99H1bwDW7E4Aa2ldgNVZc/cpBbDeIACrNwArU2z30fVvEv+HoYbcnGHXYu9WBVhqAJYegHXM+ACrIwCrNwArU2z30fVvANbsTgBraV2A1Vlz9ykFsN4gAKs3ACtTbPfR9W8A1uxOAGtpXYDVWXP3KQWw3iAAqzcAK1Ns99FVzuqJA6xStn9InwFYegDWMeMDrI4ArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJUDsGb1AlgNdQFWZ83dpxTAeoMArN4ArEyx3UdXOQBrVi+A1VAXYHXW3H1KAaw3CMDqDcDKFNt9dJXz9/rMWcWiTgBraV2A1Vlz9ykFsN4gAKs3ACtTbPfRVQ7AmtULYDXUBVidNXefUgDrDQKwegOwMsV2H13lAKxZvQBWQ12A1Vlz9ykFsN4gAKs3ACtTbPfRtTxnLRhgLQnA0gOwjhkfYHUEYPUGYGWK7T66luesBQOsJQFYegDWMeMDrI4ArN4ArEyx3UfX8py1YIC1JABLD8A6ZnyA1RGA1RuAlSm2++hanrMWDLCWBGDpAVjHjA+wOgKwegOwMsV2H13Lc9aCAdaSACw9AOuY8QFWRwBWbwBWptjuo2t5zlowwFoSgKUHYB0zPsDqCMDqDcDKFNt9dC3PWQsGWEsCsPQArGPGB1gdAVi9AViZYruPruU5a8EAa0kAlh6Adcz4AKsjAKs3ACtTbPfRtTxnLRhgLQnA0gOwjhkfYHUEYPUGYGWK7T66luesBQOsJQFYegDWMeMDrI4ArN4ArEyx3UfX8py1YIC1JABLD8A6ZnyA1RGA1RuAlSm2++hanrMWDLCWBGDpAVjHjA+wOgKwegOwMsV2H13Lc9aCAdaSACw9AOuY8QFWRwBWbwBWptjuo2t5zlowwFoSgKUHYB0zPsDqCMDqDcDKFNt9dC3PWQsGWEsCsPQArGPGB1gdAVi9AViZYruPruU5a8EAa0kAlh6Adcz4AKsjAKs3ACtTbPfRtTxnLRhgLQnA0gOwjhkfYHUEYPUGYGWK7T66luesBQOsJQFYegDWMeMDrI4ArN4ArEyx3UfX8py1YIC1JABLD8A6ZnyA1RGA1RuAlSm2++hanrMWDLCWBGDpAVjHjA+wOgKwegOwMsV2H13Lc9aCAdaSACw9AOuY8QFWRwBWbwBWptjuo2t5zlowwFoSgKUHYB0zPsDqCMDqDcDKFNt9dC3PWQsGWEsCsPQArGPGB1gdAVi9AViZYruPruU5a8EAa0kAlh6Adcz4AKsjAKs3ACtTbPfRtTxnLRhgLQnA0gOwjhkfYHUEYPUGYGWK7T66luesBQOsJQFYegDWMeMDrI4ArN4ArEyx3UfX8vx9WkpLqC18Znkn2z+kzwAsPa3b4GbNGXN50PgAqyMAqzcAK1Ns99G1PPsk5aS0hNrCZ5Z3sv1D+gzA0tO6DW7WnDGXB40PsDoCsHoDsDLFdh9dy7NPUk5KS6gtfGZ5J9s/pM8ALD2t2+BmzRlzedD4AKsjAKs3ACtTbPfR9dTs/N0AlhqApQdgHTM+wOoIwOoNwMoU2310PTUAK5ftH9JnAJYegHXM+ACrIwCrNwArU2z30fXUAKxctn9InwFYegDWMeMDrI4ArN4ArEyx3UfXUwOwctn+IX0GYOkBWMeMD7A6ArB6A7AyxXYfXU8NwMpl+4f0GYClB2AdMz7A6gjA6g3AyhTbfXQ9NQArl+0f0mcAlh6Adcz4AKsjAKs3ACtTbPfR9dQArFy2f0ifAVh6ANYx4wOsjgCs3gCsTLHdR9dTA7By2f4hfQZg6QFYx4wPsDoCsHoDsDLFdh9dTw3AymX7h/QZgKUHYB0zPsDqCMDqDcDKFNt9dD01ACuX7R/SZwCWHoB1zPgAqyMAqzcAK1Ns99H11ACsXLZ/SJ8BWHoA1jHjA6yOAKzeAKxMsd1H11MDsHLZ/iF9BmDpAVjHjA+wOgKwegOwMsV2H11PDcDKZfuH9BmApQdgHTM+wOoIwOoNwMoU2310PTUAK5ftH9JnAJYegHXM+ACrIwCrNwArU2z30fXUAKxctn9InwFYegDWMeMDrI4ArN4ArEyx3UfXUwOwctn+IX0GYOkBWMeMD7A6ArB6A7AyxXYfXU8NwMpl+4f0GYClB2AdMz7A6gjA6g3AyhTbfXQ9NQArl+0f0mcAlh6Adcz4AKsjAKs3ACtTbPfR9dQArFy2f0ifAVh6ANYx4wOsjgCs3gCsTLHdR9dTA7By2f4hfQZg6QFYx4wPsDoCsHoDsDLFdh9dTw3AymX7h/QZgKUHYB0zPsDqCMDqDcDKFNt9dD01ACuX7R/SZwCWHoB1zPgAqyMAqzcAK1Ns99H11ACsXLZ/SJ8BWHoA1jHjA6yO/LUu1tiXf88JwFo0AYDVHoCVy/YP6TMASw/AOmZ8gNURgNUbgJUptvvoemoAVi7bP6TPACw9AOuY8QFWRwBWbwBWptjuo+upAVi5bP+QPgOw9Pw9J9W5NK/uUeMDrF3p+oUAVmfnjgCsswOwctn+IX0GYOkBWMeMD7B2BWD5AViZYruPrqcGYOWy/UP6DMDSA7COGR9g7QrA8gOwMsV2H11PDcDKZfuH9BmANTPzv4XdpxTA+qUBWH4AVqbY7qPrqQFYuWz/kD4DsGYGYE0OwNoVgOUHYGWK7T66nhqAlcv2D+kzAGtmANbkAKxdAVh+AFam2O6j66kBWLls/5A+A7BmBmBNDsDaFYDlB2Bliu0+up4agJXL9g/pMwBrZgDW5ACsXQFYfgBWptjuo+upAVi5bP+QPgOwZgZgTQ7A2hWA5QdgZYrtPrqeGoCVy/YP6TMAa2YA1uQArF0BWH4AVqbY7qPrqQFYuWz/kD4DsGYGYE0OwNoVgOUHYGWK7T66nhqAlcv2D+kzAGtmANbkAKxdAVh+AFam2O6j66kBWLls/5A+A7BmBmBNDsDaFYDlB2Bliu0+up4agJXL9g/pMwBrZgDW5ACsXQFYfgBWptjuo+upAVi5bP+QPgOwZgZgTQ7A2hWA5QdgZYrtPrqeGoCVy/YP6TMAa2YA1uQArF0BWH4AVqbY7qPrqQFYuWz/kD4DsGYGYE0OwNoVgOUHYGWK7T66nhqAlcv2D+kzAGtmANbkAKxdAVh+AFam2O6j66kBWLls/5A+A7BmBmBNDsDaFYDlB2Bliu0+up4agJXL9g/pMwBrZgDW5ACsXQFYfgBWptjuo+upAVi5bP+QPgOwZgZgTQ7A2hWA5QdgZYrtPrqeGoCVy/YP6TMAa2YA1uQArF0BWH4AVqbY7qPrqQFYuWz/kD4DsGYGYE0OwNoVgOUHYGWK7T66nhqAlcv2D+kzAGtmANbkAKxdAVh+AFam2O6j66kBWLls/5A+A7BmBmBNDsDaFYDlB2Bliu0+up4agJXL9g/pMwBrZgDW5ACsXQFYfgBWptjuo+upAVi5bP+QPgOwZgZgTQ7A2hWA5QdgZYrtPrqeGoCVy/YP6TMAa2YA1uQArF0BWH4AVqbY7qPrqQFYuWz/kD4DsGYGYE0OwNoVgOUHYGWK7T66nhqAlcv2D+kzAGtmANbkAKxdAVh+AFam2O6j66kBWLls/5A+A7BmBmBNDsDalUZgfU9L3eucDaztWfJT7D66nhqAlUvrPi5n1iz8uqkRvUZu5zN+ze8BWJOzfvuS/6XrF5r6z7sbgHWZJT/F7qPrqQFYubTu43JmzcKvmxrRa+R2PuPX/B6ANTnrty/5X7p+oan/vLsBWJdZ8lPsPrqeGoCVS+s+LmfWLPy6qRG9Rm7nM37N7wFYk7N++5L/pfsXWvuLHwysRw/+IwCrPQArlzM+BIA1MwBrcgDWrgAsPwDrFYDVHoCVyxkfAsCaGYA1OQBrVwCWH4D1CsBqD8DK5YwPAWDNDMCaHIC1KwDLD8B6BWC1B2DlcsaHALBmBmBNDsDaFYDlB2C9ArDaA7ByOeNDAFgzA7AmB2DtCsDyA7BeAVjtAVi5nPEhAKyZAViTA7B2BWD5AVivAKz2AKxczvgQANbMAKzJAVi7ArD8AKxXAFZ7AFYuZ3wIAGtmANbkAKxdAVh+ANYrAKs9ACuXMz4EgDUzAGtyANauACw/AOsVgNUegJXLGR8CwJoZgDU5AGtXAJYfgPUKwGoPwMrljA8BYM0MwJocgLUrAMsPwHoFYLUHYOVyxocAsGYGYE0OwNoVgOUHYL0CsNoDsHI540MAWDMDsCYHYO0KwPIDsF4BWO0BWLmc8SEArJkBWJMDsHYFYPkBWK8ArPYArFzO+BAA1swArMkBWLsCsPwArFcAVnsAVi5nfAgAa2YA1uQArF0BWH4A1isAqz0AK5czPgSANTMAa3IA1q4ALD8A6xWA1R6AlcsZHwLAmhmANTkAa1cAlh+A9QrAag/AyuWMDwFgzQzAmhyAtSsAyw/AegVgtQdg5XLGhwCwZgZgTQ7A2hWA5QdgvQKw2gOwcjnjQwBYM/P3iuxe4c7hAdauACw/AOsVgNWeJf+otP5zk+7VuiXO+BAA1sycuuNbV7hzeIC1KwDLD8B6BWC1Z8k/Kq3/3KR7tW6JMz4EgDUzp+741hXuHB5g7QrA8gOwXgFY7Vnyj0rrPzfpXq1b4owPAWAdlccdOpsnDLB2BWD5AVivAKzDsuNXB1gr6wKsizzu0AFYvzQAyw/AegVgHRaAtTYA66g87tABWL80AMsPwHoFYB0WgLU2AOuoPO7QAVi/NADLD8B6BWAdFoC1NgDrqDzu0AFYvzQAyw/AegVgHZYl/0f4G+lb6RkfAsA6Kq07bEU2Txhg7QrA8gOwXgFYh2Wzn8L0rfSMDwFgHZXWHbYimycMsHYFYPnZDayz4k30cWfdW2Szn8L0rfRi6y3MrFn4dVMjeo3czmf8mrfTusNWZPOE129f8r90/0Jrf3GAtS7eRB931hExe9/wxdZbmFmz8OumRvQauZ3P+DVv53GHDsD6pen+hdb+4gBrXbyJPu6sI2IAFsA6LI87dADWL033L7T2F39jYDVl/hoed9YRMQALYB2Wxx06AOuXBmD5eYfdA7DI3QAsgHVYHnfoAKxfGoDl5x12D8AidwOwANZhedyhA7B+aQCWn3fYPQCL3A3AAliH5XGHDsD6pQFYft5h9wAscjcAC2AdlscdOgDrlwZg+XmH3QOwyN0ALIB1WB536ACsXxqA5ecddg/AIncDsADWYXncoQOwfmkAlp932D0Ai9zN/23v/tvtOKvDDMtxkpbS4FAKTVsCBByaUiCktPyI9f0/VysZgoxHOjNbe+95Zr33/Vds5LnOu969Js8lHR8LLIEVc7mXjsBalMB6vwmfHoHFxxJYAivmci8dgbWoT+/viV+9wHqJwOJjCSyBFXO5l47AWpTAer8Jnx6BxccSWAIr5nIvHYG1KIH1fhM+PQKLjyWwBFbM5V46AosPak5SYL1EYPGxBJbAirncS0dg8UHNSQqslwgsPpbAElgxl3vpCCw+qDlJgfUSgcXHElgCK+ZyLx2BxQc1JymwXiKw+FgCS2DFXO6lI7D4oOYkBdZLBBYfS2AJrJjLvXQEFh/UnKTAeonA4mMJLIEVc7mXjsDig5qTFFgvEVh8LIElsGIu99IRWHxQc5IC6yUCi48lsARWzOVeOgKLD2pOUmC9RGDxsQSWwIq53EtHYPFBzUkKrJcILD6WwBJYMZd76QgsPqg5SYH1EoHFxxJYAivmci8dgcUHNScpsF7ylMBiugd/hj6ksYUCK+Xcj+QNTv6CBVZdc5IC6yUCizt48GfoQxpbKLBSzv1I3uDkL1hg1TUnKbBeIrC4gwd/hj6ksYUCK+Xcj+QNTv6CBVZdc5IC6yUTzhBzuZf7tTU+wQIr5XI7KLD4oOYkBdZLJpwh5nIv92v7tOJRpzv8v+z4Re/9hx91jie73A4KLD6oOUmB9ZIJZ4i53Mv92s7qqa951OkO/y87ftF7/+FHnePJLreDAosPak5SYL1kwhliLvdyv7azeuprHnW6w//Ljl/03n/4Ued4ssvtoMDig5qTFFgvmXCGmMu93JcXXgKBdZPL7aDA4oOakxRYL5lwhpjLvdyXF14CgXWTy+2gwOKDmpMUWC+ZcIaYy73clxdeAoF1k8vtoMDig5qTFFgvmXCGGCO9mvCNCaybCKxjBFZdc5IC6yUTzhBjpFcTvjGBdROBdYzAqmtOUmC9ZMIZYoz0asI3JrBuIrCOEVh1zUkKrJdMOEOMkV5N+MYE1k0E1jECq645SYH1kr0/5Icjzr5VDgnf2Pu/tF1f9Pt+0Xv/4fAojhBYxzzq2od8nAKakxRYLzkrQWY7+1Y5JHxj7//Sdn3R7/tF7/2Hw6M4QmAd86hrH/JxCmhOUmC95KwEme3sW+WQ8I29/0vb9UW/7xe99x8Oj+IIgXXMo659yMcpoDlJgTWGYfMo4c+WwLqJwDpGYNU1JymwxjBsHiX82RJYNxFYxwisuuYkBdYYhs2jhD9bAusmAusYgVXXnKTAGsOweZTwZ0tg3URgHSOw6pqTFFhjGDaPEv5sCaybCKxjBFZdc5ICawzD5lHCny2BdROBdYzAqmtOUmCNYdg8SvizJbBuIrCOEVh1zUkKrDEMm0cJf7YE1k0E1jECq645SYE1hmHzKOHPlsC6icA6RmDVNScpsMYwbB4l/NkSWDcRWMcIrLrmJAXWGIbNo4Q/WwLrJgLrGIFV15ykwBrDsHmU8GdLYN1EYB0jsOqakxRYYxg2jxL+bAmsmwisYwRWXXOSAmsMw+ZRwp8tgXUTgXWMwKprTlJgjWHYPEr4syWwbiKwjhFYdc1JCqwxDJtHCX+2BNZNBNYxAquuOUmBNYZh8yjhz5bAuonAOkZg1TUnKbDGMGweJfzZElg3EVjHCKy65iQF1hiGzaOEP1sC6yYC6xiBVdecpMAaw7B5lPBnS2DdRGAdI7DqmpMUWGMYNo8S/mwJrJsIrGMEVl1zkgJrDMPmUcKfLYF1E4F1jMCqa05SYI1h2DxK+LMlsG4isI4RWHXNSQqsMQybRwl/tgTWTQTWMQKrrjlJgTWGYfMo4c+WwLqJwDpGYNU1JymwxjBsHiX82RJYNxFYxwisuuYkBdYYhs2jhD9bAusmAusYgVXXnKTAGsOweZTwZ0tg3URgHSOw6pqTFFhjGDaPEv5sCaybCKxjBFZdc5ICawzD5lHCny2BdROBdYzAqmtOUmCNYdg8SvizJbBuIrCOEVh1zUkKrDEMm0cJf7YE1k0E1jECq645SYE1hmHzKOHPlsC6icA6RmDVNScpsMYwbB4l/NkSWDcRWMcIrLrmJAXWGIbNo4Q/WwLrJgLrGIFV15ykwBrDsHmU8GdLYN1EYB0jsOqak3x4YPFED71M1hX+bL3/S9v1Rb/vF733Hw6P4giBdcyjrn3IxymgOUmBNclDL5N1hT9b7//Sdn3R7/tF7/2Hw6M4QmAd86hrH/JxCmhOUmBN8tDLZF3hz9b7v7RdX/T7ftF7/+HwKI4QWMc86tqHfJwCmpN8bGBdVPOq4CzhjRBYNxFYxwisuuYkBdaG5lXBWcIbIbBuIrCOEVh1zUkKrA3Nq4KzhDdCYN1EYB0jsOqakxRYG5pXBWcJb4TAuonAOkZg1TUnKbA2NK8KzhLeCIF1E4F1jMCqa05SYG1oXhWcJbwRAusmAusYgVXXnKTA2tC8KjhLeCME1k0E1jECq645SYG1oXlVcJbwRgismwisYwRWXXOSAmtD86rgLOGNEFg3EVjHCKy65iQF1obmVcFZwhvxuMB6r9u/2A6BdYzAqmtOUmBtaF4VnCW8EQLrJgLrGIFV15ykwNrQvCo4S3gjBNZNBNYxAquuOUmBtaF5VXCW8EY8KLCO/6JrEVjHCKy65iQF1obmVcFZwhshsG4isI4RWHXNSQqsDc2rgrOEN0Jg3URgHSOw6pqTFFgbmlcFZwlvhMC6icA6RmDVNScpsDY0rwrOEt4IgXUTgXWMwKprTlJgbWheFZwlvBEC6yYC6xiBVdecpMDa0LwqOEt4IwTWTQTWMQKrrjlJgbWheVVwlvBGCKybCKxjBFZdc5ICa0PzquAs4Y0QWDcRWMcIrLrmJAXWhuZVwVnCGyGwbiKwjhFYdc1JCqwNzauCs4Q3QmDdRGAdI7DqmpMUWBuaVwVnCW+EwLqJwDpGYNU1JymwNjSvCs4S3giBdROBdYzAqmtOUmBtaF4VnE2JIMIAACAASURBVCW8EQLrJgLrGIFV15ykwNrQvCo4S3gjBNZNBNYxAquuOUmBtaF5VXCW8EYIrJsIrGMEVl1zkgJrQ/Oq4CzhjRBYNxFYxwisuuYkBdaG5lXBWcIbIbBuIrCOEVh1zUkKrA3Nq4KzhDdCYN1EYB0jsOqakxRYG5pXBWcJb4TAuonAOkZg1TUnKbA2NK8KzhLeCIF1E4F1jMCqa05SYG1oXhWcJbwRAusmAusYgVXXnKTA2tC8KjhLeCME1k0E1jECq645SYG1oXlVcJbwRgismwisYwRWXXOSAmtD86rgLOGNEFg3EVjHCKy65iQF1obmVcFZwhshsG4isI4RWHXNSQqsDc2rgrOEN0Jg3URgHSOw6pqTFFgbmlcFZwlvhMC6icA6RmDVNScpsDY0rwrOEt4IgXUTgXWMwKprTlJgbWheFZwlvBEC6yYC6xiBVdecpMDa0LwqOEt4IwTWTQTWMQKrrjlJgbWheVVwlvBGCKybCKxjBFZdc5ICa0PzquAs4Y0QWDcRWMcIrLrmJAXWhuZVwVnCGyGwbiKwjhFYdc1JCqwNzauCs4Q3QmDdRGAdI7DqmpMUWBuaVwVnCW+EwLqJwDpGYNU1JymwNjSvCs4S3giBdROBdYzAqmtOUmBtaF4VnCW8EQLrJgLrGIFV15ykwNrQvCo4S3gjBNZNBNYxAquuOUmBtaF5VXCW8EYIrJsIrGMEVl1zkgJrQ/Oq4CzhjRBYN/m/F3TmvARWXXOSAmtD86rgLOGNEFg3OTuWbnHmvARWXXOSAmtD86rgLOGNEFg3OTuWbnHmvARWXXOSAmtD86rgLOGNEFgtJ4fQowisuuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZwlvBECq0VgJZ67nuYkBdaG5lXBWcIbIbBaBFbiuetpTlJgbWheFZzl07T3f9G7TnanX8RbAivx3PU0JymwNjSvCs5yYj3t8P4vetfJ7vSLeEtgJZ67nuYkBdaG5lXBWU6spx3e/0XvOtmdfhFvCazEc9fTnKTA2tC8KhjhWeslsM4gsBLPXU9zkgJrQ/OqYASBNZnASjx3Pc1JCqwNzauCEQTWZAIr8dz1NCcpsDY0rwpGEFiTCazEc9fTnKTA2tC8KhhBYE0msBLPXU9zkgJrQ/OqYASBNZnASjx3Pc1JCqwNzauCEQTWZAIr8dz1NCcpsDY0rwpGEFiTCazEc9fTnKTA2tC8KhhBYE0msBLPXU9zkgJrQ/OqYASBNZnASjx3Pc1JCqwNzauCEQTWZAIr8dz1NCcpsDY0rwpGEFiTCazEc9fTnKTA2tC8KhhBYE0msBLPXU9zkgJrQ/OqYASBNZnASjx3Pc1JCqwNzauCEQTWZAIr8dz1NCcpsDY0rwpGEFiTCazEc9fTnKTA2tC8KhhBYE0msBLPXU9zkgJrQ/OqYASBNZnASjx3Pc1JCqwNzauCEQTWZAIr8dz1NCcpsDY0rwpGEFiTCazEc9fTnKTA2tC8KhhBYE0msBLPXU9zkgJrQ/OqYASBNZnASjx3Pc1JCqwNzauCEQTWZAIr8dz1NCcpsDY0rwpGEFiTCazEc9fTnKTA2tC8KhhBYE0msBLPXU9zkgJrQ/OqYASBNZnASjx3Pc1JCqwNzauCEWqBtcvjv9whBFbiuetpTlJgbWheFYwgsCYTWInnrqc5SYG1oXlVMILAmkxgJZ67nuYkBdaG5lXBCKnAuts/xpcEVuK562lOUmBtaF4VjCCwJhNYieeupzlJgbWheVUwgsCaTGAlnrue5iQF1obmVcEIAmsygZV47nqakxRYG5pXBSMIrMkEVuK562lOUmBtaF4VjCCwJhNYieeupzlJgbWheVUwgsCaTGAlnrue5iQF1obmVcEIAmsygZV47nqakxRYG5pXBSMIrMkEVuK562lOUmBtaF4VjCCwJhNYieeupzlJgbWheVUwgsCaTGAlnrue5iQF1obmVcEIAmsygZV47nqakxRYG5pXBSMIrMkEVuK562lOUmBtaF4VjCCwJhNYieeupzlJgbWheVUwgsCaTGAlnrue5iQF1obmVcEIAmsygZV47nqakxRYG5pXBSMIrMkEVuK562lOUmBtaF4VjCCwJhNYieeupzlJgbWheVUwgsCaTGAlnrue5iQF1obmVcEIAmsygZV47nqakxRYG5pXBSMIrMkEVuK562lOUmBtaF4VjCCwJhNYieeupzlJgbWheVUwgsCaTGAlnrue5iQF1obmVcEIAmsygZV47nqakxRYG5pXBSMIrMkEVuK562lOUmBtaF4VjCCwJhNYieeupzlJgbWheVUwgsCaTGAlnrue5iQF1obmVcEIAmsygZV47nqakxRYG5pXBSMIrMkEVuK562lOUmBtaF4VjCCwJhNYieeupzlJgbWheVUwgsCaTGAlnrue5iQF1obmVcEIAmsygZV47nqakxRYG5pXBSMIrMkEVuK562lOUmBtaF4VjPDp89z45d37xCsRWInnrqc5SYG1oXlVMILAmkxgJZ67nuYkBdaG5lXBCAJrMoGVeO56mpMUWBuaVwXLeuJK2v6PIrASz11Pc5ICa0PzqmBZAusqBFbiuetpTlJgbWheFSxLYF2FwEo8dz3NSQqsDc2rgmUJrKsQWInnrqc5SYG1oXlVsCyBdRUCK/Hc9TQnKbA2NK8KliWwrkJgJZ67nuYkBdaG5lXBsgTWVQisxHPX05ykwNrQvCpYlsC6CoGVeO56mpMUWBuaVwXLElhXIbASz11Pc5ICa0PzqmBZAusqBFbiuetpTlJgbWheFSxLYF2FwEo8dz3NSQqsDc2rgmUJrKsQWInnrqc5SYG1oXlVsCyBdRUCK/Hc9TQnKbA2NK8KliWwrkJgJZ67nuYkBdaG5lXBsgTWVQisxHPX05ykwNrQvCpYlsC6CoGVeO56mpMUWBuaVwXLElhXIbASz11Pc5ICa0PzqmBZAusqBFbiuetpTlJgbWheFSxLYF2FwEo8dz3NSQqsDc2rgmUJrKsYOj6BVdecpMDa0LwqWJbAuoqh4xNYdc1JCqwNzauCZQmsqxg6PoFV15ykwNrQvCpYlsC6iqHjE1h1zUkKrA3Nq4JlCayrGDo+gVXXnKTA2tC8KliWwLqKoeMTWHXNSQqsDc2rgmUJrKsYOj6BVdecpMDa0LwqWJbAuoqh4xNYdc1JCqwNzauCZQmsqxg6PoFV15ykwNrQvCpYlsC6iqHjE1h1zUkKrA3Nq4JlCayrGDo+gVXXnKTA2tC8KliWwLqKoeMTWHXNSQqsDc2rgmUJrKsYOj6BVdecpMDa0LwqWJbAuoqh4xNYdc1JCqwNzauCZQmsqxg6PoFV15ykwNrQvCpYlsC6iqHjE1h1zUkKrA3Nq4JlCayrGDo+gVXXnKTA2tC8KliWwLqKoeMTWHXNSQqsDc2rgmUJrKsYOj6BVdecpMDa0LwqWJbAuoqh4xNYdc1JCqwNzauCZQmsqxg6PoFV15ykwNrQvCpYlsC6iqHjE1h1zUkKrA3Nq4JlCayrGDo+gVXXnKTA2tC8KliWwLqKoeMTWHXNSQqsDc2rgmUJrKsYOj6BVdecpMDa0LwqWJbAuoqh4xNYdc1JCqwNzauCZX36VGef9sqGjk9g1TUnKbA2NK8KliWwrmLo+ARWXXOSAmtD86pgWQLrKoaOT2DVNScpsDY0rwo4xCI/39CZC6y65iQF1obmVQGHWOTnGzpzgVXXnKTA2tC8KuAQi/x8Q2cusOqakxRYG5pXBRxikZ9v6MwFVl1zkgJrQ/OqgEMs8vMNnbnAqmtOUmBtaF4VcIhFfr6hMxdYdc1JCqwNzasCDrHIzzd05gKrrjlJgbWheVXAIRb5+YbOXGDVNScpsDY0rwo4xCI/39CZC6y65iQF1obmVQGHWOTnGzpzgVXXnKTA2tC8KuAQi/x8Q2cusOqakxRYG5pXBRxikZ9v6MwFVl1zkgJrQ/OqgEMs8vMNnbnAqmtOUmBtaF4VcIhFfr6hMxdYdc1JCqwNzasCDrHIzzd05gKrrjlJgbWheVXAIRb5+YbOXGDVNScpsDY0rwo4xCI/39CZC6y65iQF1obmVQGHWOTnGzpzgVXXnKTA2tC8KuAQi/x8Q2cusOqakxRYG5pXBRxikZ9v6MwFVl1zkgJrQ/OqgEMs8vMNnbnAqmtOUmBtaF4VcIhFfr6hMxdYdc1JCqwNzasCDrHIzzd05gKrrjlJgbWheVXAIRb5+YbOXGDVNScpsDY0rwo4xCI/39CZC6y65iQF1obmVQGHWOTnGzpzgVXXnKTA2vApMMLZ75LlDJ35o441dFwnaE5SYG049/8lAPdy9rtkOUNn/qhjDR3XCZqTFFgbzv1/CcC9nP0uWc7QmT/qWEPHdYLmJAUWS2quI1zc0MUSWHXNSQosltRcR7i4oYslsOqakxRYLKm5jnBxQxdLYNU1JymwWFJzHeHihi6WwKprTlJgsaTmOsLFDV0sgVXXnKTAYknNdYSLG7pYAquuOUmBxZKa6wgXN3SxBFZdc5ICiyU11xEubuhiCay65iQFFktqriNc3NDFElh1zUkKLJbUXEe4uKGLJbDqmpMUWCypuY5wcUMXS2DVNScpsFhScx3h4oYulsCqa05SYLGk5jrCxQ1dLIFV15ykwGJJzXWEixu6WAKrrjlJgcWSmusIFzd0sQRWXXOSAoslNdcRLm7oYgmsuuYkBRZLaq4jXNzQxRJYdc1JCiyW1FxHuLihiyWw6pqTFFgsqbmOcHFDF0tg1TUnKbBYUnMd4eKGLpbAqmtOUmCxpOY6wsUNXSyBVdecpMBiSc11hIsbulgCq645SYHFkprrCBc3dLEEVl1zkgKLJTXXES5u6GIJrLrmJAUWS2quI1zc0MUSWHXNSQosltRcR7i4oYslsOqakxRYLKm5jnBxQxdLYNU1JymwWFJzHeHihi6WwKprTlJgsaTmOsLFDV0sgVXXnKTAYknNdYSLG7pYAquuOUmBxZKa6wgXN3SxBFZdc5ICiyU11xEubuhiCay65iQFFktqriNc3NDFElh1zUkKLJbUXEe4uKGLJbDqmpMUWCypuY5wcUMXS2DVNScpsFhScx3h4oYulsCqa05SYLGk5jrCxQ1dLIFV15ykwGJJzXWEixu6WAKrrjlJgcWSmusIFzd0sQRWXXOSAoslNdcRLm7oYgmsuuYkBRZLaq4jXNzQxRJYdc1JCiyW1FxHuLihiyWw6pqTFFgsqbmOcHFDF0tg1TUnKbBYUnMd4eKGLpbAqmtOUmCxpOY6wsUNXSyBVdecpMBiSc11hIsbulgCq645SYHFkprrCBc3dLEEVl1zkgKLJTXXES5u6GIJrLrmJAUWS2quI1zc0MUSWHXNSQosltRcR7i4oYslsOqakxRYLKm5jnBxQxdLYNU1JymwWFJzHeHihi6WwKprTlJgsaTmOsLFDV0sgVXXnKTAYknNdYSLG7pYAquuOUmBxZKa6wgXN3SxBFZdc5ICiyU11xEubuhiCay65iQFFktqriNc3NDFElh1zUkKLJbUXEe4uKGLJbDqmpMUWCypuY5wcUMXS2DVNScpsFhScx3h4oYulsCqa05SYLGk5jrCxQ1dLIFV15ykwGJJzXWEixu6WAKrrjlJgcWSmusIFzd0sQRWXXOSAoslNdcRLm7oYgmsuuYkBRZLaq4jXNzQxRJYdc1JCiyW1FxHuLihiyWw6pqTFFgsqbmOcHFDF0tg1TUnKbBYUnMd4eI+HetR43rIc9fTnKTAYknNdYSLO7mCHuhR43rIc9fTnKTAYknNdYSLO7mCHuhR43rIc9fTnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCcpMBiSc11BPaasMMTztDQnKTAYknNdQT2mrDDE87Q0JykwGJJzXUE9pqwwxPO0NCc5IDA+uKf/+5br9741rd/fPbXwlU01xHYa8IOTzhDQ3OSlw+s3/3o1Ts++fuzvx6uobmOwF4TdnjCGRqak7x6YP3ym6++6htnf0VcQnMdgb0m7PCEMzQ0J3k8sP7zQx38Yn7z6mu+c/hELKi5jsBeE3Z4whkampM8GliPzaujifWv333754Lf/5c3f/GrH7393ay/+PnBI7Gi5joCe03Y4QlnaGhO8tqB9Ys3RfXXv/7jX37xwzd//YODR2JFzXUE9pqwwxPO0NCc5MHAenxfHSmst7+B9e7vWP32m/6MkF2a6wjsNWGHJ5yhoTnJSwfW255697va3/4WlsDiZc11BPaasMMTztDQnOSlA+v17//H3/3Hn7z7Nz4XWOzSXEdgrwk7POEMDc1JXvt7sP7c29/B8oMaeFlzHYG9JuzwhDM0NCc5KLC++NVP/8ZPwmKf5joCe03Y4QlnaGhO8uI/B+tL//JPP/2v3/KjRjmguY7AXhN2eMIZGpqTvPpPcn/9+5/6We4c11xHYK8JOzzhDA3NSV48sL74x6//KHeBxcua6wjsNWGHJ5yhoTnJawfWlz9Z9I8++/7PfJM7+zTXEdhrwg5POENDc5LXDqzPvyyrT/72v//Tz978PHf/FiE7NdcR2GvCDk84Q0NzkpcOrC//U8//6d/+UzkCi72a6wjsNWGHJ5yhoTnJSwfW53/+nx58+9/OEVi8rLmOwF4TdnjCGRqak7xyYL39/ao//aeeX2/8t3NgW3Mdgb0m7PCEMzQ0J3nlwPr671d97t8iZJ/mOgJ7TdjhCWdoaE7y8oH1Fz//09/4pR/TwE7NdQT2mrDDE87Q0JzklQPry9+w+rf/tvMffyaWwOJlzXUE9pqwwxPO0NCc5KUD68t/i/Cv3vyEhi9+9aM//kT3r3xXFmxqriOw14QdnnCGhuYkLx1YX/05o3/07h8awrbmOgJ7TdjhCWdoaE7y0oH1+nff/Wpbffunb37s6E/O/rLoa64jsNeEHZ5whobmJK8dWK9/9+7vYX32v778OQ0/ePmfY3XNdQT2mrDDE87Q0JzkxQPr/yfWP3zrTVz95d/++O23Xn3um7DYo7mOwF4TdnjCGRqak7x8YMEtmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTnJawfW569evfrG2V8EV9RcR2CvCTs84QwNzUkKLJbUXEdgrwk7POEMDc1JCiyW1FxHYK8JOzzhDA3NSQosltRcR2CvCTs84QwNzUkKLJbUXEdgrwk7POEMDc1JCiyW1FxHYK8JOzzhDA3NSQosltRcR2CvCTs84QwNzUkKLJbUXEdgrwk7POEMDc1JCiyW1FxHYK8JOzzhDA3NSc4IrF/96JuvXn3y2Y9/ffYXxFU01xHYa8IOTzhDQ3OSEwLrd9979QeffF9isUtzHYG9JuzwhDM0NCc5ILB++81Xf/LXCos9musI7DVhhyecoaE5yeOB9R8e6tjX8iaw/t13X71SWBzUXEdgrwk7POEMDc1JHg2sx+bV0cT6/A9V9VdvvvvqVz96+3/7pnd2aK4jsNeEHZ5whobmJEcE1nf+8Je/fPOHhZ/85OCRWFFzHYG9JuzwhDM0NCd5MLAe31eHCuvzr/TV69e/8VtY7NNcR2CvCTs84QwNzUkOCKx3v+vqzd/4i58fOxMraq4jsNeEHZ5whobmJAcE1g/e+Rtv/43CH7z318MfNNcR2GvCDk84Q0Nzktf/Hqyv/IbVFz/0Z4Ts0VxHYK8JOzzhDA3NSV4/sL7xtb/jJzXwouY6AntN2OEJZ2hoTvL6PwfrO1/5O78QWOzRXEdgrwk7POEMDc1JXv8nuX89sHyXOy9qriOw14QdnnCGhuYkBRZLaq4jsNeEHZ5whobmJAUWS2quI7DXhB2ecIaG5iQnBpbvweJFzXUE9pqwwxPO0NCc5PUD6+v/FqEf08CLmusI7DVhhyecoaE5yesH1ld+v+pfv/u139OCDc11BPaasMMTztDQnOT1A+sr/3Hn3/z5j3aHTc11BPaasMMTztDQnOT1A+vdPxF8+4PcfY87L2uuI7DXhB2ecIaG5iQHBNY7v2P15lvc/QkhOzTXEdhrwg5POENDc5ITAuuTH//hL9/2ld/AYofmOgJ7TdjhCWdoaE5yQmC9evXtn71+/cU/f++V78Bip+Y6AntN2OEJZ2hoTvL6gfXvf/jqXf6AkD2a6wjsNWGHJ5yhoTnJ6wfWN377TX3FUc11BPaasMMTztDQnOSAwHr9u+/9Ma/+6scv/zPwurqOwF4TdnjCGRqak5wQWK9f//N/+earV5+8+U4s2KW5jsBeE3Z4whkampO8dmDBjZrrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhyecoaE5SYHFkprrCOw1YYcnnKGhOUmBxZKa6wjsNWGHJ5yhoTlJgcWSmusI7DVhhz/lfs6+zA0CiyU11xHYa8IOn90ko5x9mRsEFktqriOw14QdPrtJRjn7MjcILJbUXEdgLzv8JAZ9M4HFkrwz4Nrs8JMY9M0EFkvyzoBrs8NPYtA3E1gsyTsDrs0OP4lB30xgsSTvDLi2U76RelFn3/VVCSyW5J0B13Z2dKzk7Lu+KoHFkrwz4NrOjo6VnH3XVyWwWJJ3BvB0XjxLEVgsyXsOeDovnqUILJbkPQc8nRfPUgQWS/KeA57Oi2cpAoslec8BT+fFsxSBxZK854Cn8+JZisBiSd5zwNN58SxFpT9E1gAAA0lJREFUYLEk7zng6bx4liKwWJL3HPB0XjxLEVgsyXsOeDovnqUILJbkPQc8nRfPUgQWS/KeA57Oi2cpEwLrV//wrVevXn3y2ff/99lfCZfhPQc8nRfPUq4fWL/8m1f/5tu/Pvur4SK854Cn8+JZytUD64sfvnrXJz85+wviGrzngKfz4lnK8cD6Pw918Iv5s7569eovfn74QKzIew54Oi+epRwNrMfm1eHE+vxtVX3241+/fv37f3z7f/+1PyVkB+854Om8eJZy7cD67Tff/LHg37/7V69+cPBELMl7Dng6L56lHAysx/fVocL6/KtF9Zs3f/mNYydiTd5zwNN58Szl0oH19res3gmqt9+R5buw2MF7Dng6L56lXDqwfvPn/97gL/7yv/1P34PFDt5zwNN58Szl0t+D9blvaudG3nPA03nxLOXKgfX2TwR9yxW38J4Dns6LZylX/jlYbwPrO4cPAG/fcwBPd/a7j+e58k9y/9fvCixudPZLFljT2e8+nkdgsaSzX7LAms5+9/E8AgsA4M4EFgDAnV05sPxbhABA0pUD6+s/B+uLH372/Z+d9uUAALx16cD6xZ//JPc//2/nAACc4NKB9bWe+sVX/+PPAABnuHRgvf0zwneC6u13vfuPPQMAJ7t2YL39LaxPfvyHv/rd91751woBgPNdO7C+/C2sV5+9+cb23//0TW35DSwA4HQXD6y3P6nhXV/5nncAgDNcPLBef/GP+goAiLl6YL1+/ctv/qmvvv3rl389AMCDXT+wXr/+1Y++9eY3rz77vrwCAAomBBYAQIrAAgC4M4EFAHBnAgsA4M4EFgDAnQksAIA7E1gAAHcmsAAA7kxgAQDcmcACALgzgQUAcGcCCwDgzgQWAMCdCSwAgDsTWAAAdyawAADuTGABANyZwAIAuDOBBQBwZwILAODOBBYAwJ0JLACAOxNYAAB3JrAAAO5MYAEA3JnAAgC4M4EFAHBnAgsA4M4EFgDAnQksAIA7E1gAAHcmsAAA7kxgAQDcmcACALgzgQUAcGcCCwDgzgQWAMCdCSwAgDsTWAAAdyawAADuTGABANyZwAIAuDOBBQBwZwILAODOBBYAwJ0JLACAOxNYAAB39v8AZskv4A9U1qgAAAAASUVORK5CYII=" alt="plot of chunk unnamed-chunk-7" /></p>
<p>To start, let’s fit a standard (homogeneous rate) M<em>k</em> model to these data. I’m going to use the structure of my generating <strong>Q</strong> matrices, as follows.</p>
<pre><code class="language-r">MODEL<-Q
diag(MODEL)<-0
MODEL
</code></pre>
<pre><code>## a b c
## a 0 1 0
## b 1 0 1
## c 0 1 0
</code></pre>
<pre><code class="language-r">fit_mk<-fitMk(tree,x,model=MODEL,pi="fitzjohn",
rand_start=TRUE)
fit_mk
</code></pre>
<pre><code>## Object of class "fitMk".
##
## Fitted (or set) value of Q:
## a b c
## a -1.704026 1.704026 0.000000
## b 1.704026 -3.408051 1.704026
## c 0.000000 1.704026 -1.704026
##
## Fitted (or set) value of pi:
## a b c
## 0.230061 0.504219 0.265720
## due to treating the root prior as (a) nuisance.
##
## Log-likelihood: -192.777337
##
## Optimization method used was "nlminb"
##
## R thinks it has found the ML solution.
</code></pre>
<p>Cool. OK, now we can compare this to our new \(\Gamma\) model. Remember, our generating process <strong>is not</strong> \(\Gamma\)-distributed rates across edges! We’re just curious to see if the <em>real</em> process (discrete regime shifts) is captured <em>at all</em> by <code>fitgammaMk</code>.</p>
<pre><code class="language-r">fit_gamma<-fitgammaMk(tree,x,model=MODEL,nrates=8,
pi="fitzjohn",marginal=TRUE,rand_start=TRUE)
</code></pre>
<pre><code>## --
## Computing marginal scaled likelihoods (in parallel) of each
## rate on each edge. Caution: this is NOT fast....
## --
</code></pre>
<pre><code class="language-r">fit_gamma
</code></pre>
<pre><code>## Object of class "fitgammaMk".
##
## Fitted (or set) value of Q:
## a b c
## a -11.4076 11.4076 0.0000
## b 11.4076 -22.8152 11.4076
## c 0.0000 11.4076 -11.4076
##
## Fitted (or set) value of alpha rate heterogeneity
## (with 8 rate categories): 0.102942
##
## Fitted (or set) value of pi:
## a b c
## 0.303173 0.463638 0.233189
## due to treating the root prior as (a) nuisance.
##
## Log-likelihood: -181.833211
##
## Optimization method used was "nlminb"
##
## R thinks it has found the ML solution.
</code></pre>
<p>Clearly, this model <em>fit</em> much better than a homogenous rate M<em>k</em> model, but let’s see if the marginal edge rates reflect what we know to be the true rate heterogeneity of our data.</p>
<pre><code class="language-r">par(mfrow=c(1,2))
plot(sim_tree,cols,ftype="off",lwd=1)
plot(fit_gamma,ftype="off")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-11" /></p>
<p>Awesome. That’s really not bad.</p>
<p>Of course, if we have a hypothesis of discrete regime shifts, but we don’t know where these might have occurred, a more appropriate model to fit would be the hidden-rates model of Beaulieu et al. (<a href="https://doi.org/10.1093/sysbio/syt034">2013</a>). In <em>phytools</em>, this can be doing using <code>fitHRM</code>. Unfortunately, <code>fitHRM</code> doesn’t allow us to specify a custom (e.g., ordered) transition model. <em>Fortunately</em>, it’s pretty easy to pull the design matrix out of a fitted model object & then update it to match our hypothesized <strong>Q</strong> matrix structure. Let’s do it.</p>
<pre><code class="language-r">## fit equal-rates HRM model (just to get object)
fit_hrm<-fitHRM(tree,x,model="ER",ncat=2,pi="fitzjohn",
corHMM_model=TRUE,niter=1)
</code></pre>
<pre><code>##
## This is the design matrix of the fitted model.
## Does it make sense?
##
## a a* b b* c c*
## a 0 3 1 0 1 0
## a* 3 0 0 2 0 2
## b 1 0 0 3 1 0
## b* 0 2 3 0 0 2
## c 1 0 1 0 0 3
## c* 0 2 0 2 3 0
##
## log-likelihood from current iteration: -160.9726
## --- Best log-likelihood so far: -160.9726 ---
</code></pre>
<pre><code class="language-r">## pull out model structure
hrm_MODEL<-fit_hrm$index.matrix
hrm_MODEL
</code></pre>
<pre><code>## a a* b b* c c*
## a 0 3 1 0 1 0
## a* 3 0 0 2 0 2
## b 1 0 0 3 1 0
## b* 0 2 3 0 0 2
## c 1 0 1 0 0 3
## c* 0 2 0 2 3 0
</code></pre>
<pre><code class="language-r">## update model structure to be ordered a<->b<->c
## for each rate level
hrm_MODEL[1,5]<-hrm_MODEL[2,6]<-hrm_MODEL[5,1]<-
hrm_MODEL[6,2]<-0
hrm_MODEL
</code></pre>
<pre><code>## a a* b b* c c*
## a 0 3 1 0 0 0
## a* 3 0 0 2 0 0
## b 1 0 0 3 1 0
## b* 0 2 3 0 0 2
## c 0 0 1 0 0 3
## c* 0 0 0 2 3 0
</code></pre>
<pre><code class="language-r">## fit hidden-rates model using fitMk
fit_hrm<-fitMk(tree,fit_hrm$data,model=hrm_MODEL,pi="fitzjohn",
rand_start=TRUE)
fit_hrm
</code></pre>
<pre><code>## Object of class "fitMk".
##
## Fitted (or set) value of Q:
## a a* b b* c c*
## a -24.13886 0.109710 24.02915 0.000000 0.00000 0.000000
## a* 0.10971 -0.437854 0.00000 0.328144 0.00000 0.000000
## b 24.02915 0.000000 -48.16801 0.109710 24.02915 0.000000
## b* 0.00000 0.328144 0.10971 -0.765997 0.00000 0.328144
## c 0.00000 0.000000 24.02915 0.000000 -24.13886 0.109710
## c* 0.00000 0.000000 0.00000 0.328144 0.10971 -0.437854
##
## Fitted (or set) value of pi:
## a a* b b* c c*
## 0.012770 0.161929 0.010274 0.735779 0.008636 0.070611
## due to treating the root prior as (a) nuisance.
##
## Log-likelihood: -156.858431
##
## Optimization method used was "nlminb"
##
## R thinks it has found the ML solution.
</code></pre>
<p>OK, obviously this model fits <strong>way</strong> better – just as one might expect it would. But how do we map our rate regimes back onto the edges of the tree? The <em>easiest</em> way to do this (IMO) is to perform stochastic mapping on the fitted model, merge by rate regime level, and then visual our merged maps using <code>phytools::densityMap</code>.</p>
<p>Let’s try it.</p>
<pre><code class="language-r">## perform stochastic mapping
hrm_smap<-simmap(fit_hrm)
hrm_smap
</code></pre>
<pre><code>## 100 phylogenetic trees with mapped discrete characters
</code></pre>
<pre><code class="language-r">hrm_smap<-mergeMappedStates(hrm_smap,c("a*","b*","c*"),
"cold")
hrm_smap<-mergeMappedStates(hrm_smap,c("a","b","c"),
"warm")
</code></pre>
<pre><code class="language-r">## computing "densityMap" object
dmap<-densityMap(hrm_smap,plot=FALSE)
</code></pre>
<pre><code>## sorry - this might take a while; please be patient
</code></pre>
<pre><code class="language-r">## finally, let's create our plot
par(mfrow=c(1,2))
plot(sim_tree,cols,ftype="off",lwd=1)
Nt<-Ntip(tree)
h<-max(nodeHeights(tree))
plot(dmap,ftype="off",lwd=2,legend=FALSE,
xlim=c(-0.3,1))
h <- max(nodeHeights(tree))
LWD <- diff(par()$usr[1:2])/dev.size("px")[1]
Nt <- Ntip(tree)
lines(x = rep(-0.25 * h + LWD * 15/2, 2), y = c(1 + 1/40 *
Nt, Nt - 1/40 * Nt))
nticks <- 11
Y <- cbind(seq(1 + 1/40 * Nt, Nt - 1/40 * Nt, length.out = nticks),
seq(1 + 1/40 * Nt, Nt - 1/40 * Nt, length.out = nticks))
X <- cbind(rep(-0.25 * h + LWD * 15/2, nticks), rep(-0.25 *
h + LWD * 15/2 + 0.02 * h, nticks))
for (i in 1:nrow(Y)) lines(X[i, ], Y[i, ])
add.color.bar(Nt-2/40*Nt-1,dmap$cols,
x=-0.25*h,y=1+1/40*Nt,
title="probability of being in \"warm\" state",
lims=NULL,digits=3,direction="upwards",
subtitle="",lwd=15,prompt=FALSE)
ticks<-seq(0,1.0,length.out=11)
text(x = X[, 2], y = Y[, 2], signif(ticks, 2), pos = 4,
cex = 0.7)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-19" /></p>
<p>Wow. The distribution of “warm” rates match our simulation conditions with near exact precision. Cool!</p>
<p>That’s all for now.</p>
</div>
<div class="include-after">
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-84096685255939867442023-12-27T22:09:00.005-05:002023-12-27T23:52:27.758-05:00Fitting a Pagel '94 type model to test the hypothesis that the rate of evolution in one discrete character (with any number of levels) depends on the state of another<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="include-before">
</div>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Recently, a colleague contacted me about using the <em>phytools</em> function <code>fitmultiMk</code> (described in an ‘in review’ pre-print <a href="https://doi.org/10.1101/2021.09.14.460362">here</a>) to test a hypothesis that the <em>state</em> of one discrete character influenced the <em>rate</em> of evolution in a second, where the character history of the former is uncertain, rather than known.</p>
<p>Much as I’d like him to use <a href="https://doi.org/10.1101/2021.09.14.460362">our new method</a>, I had to inform him that I thought a more <em>appropriate</em> analysis for his question would be to set up a “custom” Pagel ’94 - type model. What do I mean by that? Well, the Pagel (<a href="https://doi.org/10.1098/rspb.1994.0006">1994</a>) approach is <em>most often</em> thought to be a test of correlated binary trait evolution; however, what it <em>actually</em> is is a test about whether the <em>state</em> of trait 1 influences the <em>rate</em> of trait 2 and/or <em>vice versa</em>. Depending on the specific manner in which the traits influence each others evolution, this might lead to an accumulation of certain combinations of character levels over time – in other words, an evolutionary correlation between the two characters.</p>
<p>On the other hand, if all we’re interested in doing (as my colleague indicated he was) is testing whether the condition of trait 1 influenced the back-and-forth <em>rate</em> of character 2, this too can be tested in much the same way as Pagel (<a href="https://doi.org/10.1098/rspb.1994.0006">1994</a>) describes – just with a slightly different design matrix of our model.</p>
<p>For his benefit, and for anyone else who might be interested, I’m going to review how to do this here. Note that if both our traits are <em>binary</em> in nature, we can also using <code>phytools::fitPagel</code>, which will do us the favor of automating all the following steps.</p>
<p>To start, and to make sure we’re doing what I’m going to claim we’re doing, let’s begin by simulating one discrete character (<code>x</code>), along with a second (<code>y</code>) whose <em>rate</em> of evolution depends on the state of <code>x</code>. To do all this, I’m going to use <em>phytools</em> functions <code>pbtree</code> (to obtain the tree), <code>sim.history</code> (to simulate a discrete character history for <code>x</code>), and <code>sim.multiMk</code> (to simulate our second character, <code>y</code> – the one whose rate is meant to depend on the level of <code>x</code>). I’m going to call the levels of my trait <code>x</code> <code>"slow"</code> and <code>"fast"</code> – though, of course, in practice we needn’t know which levels of <code>x</code> correspond to sedentary or speedy rates of evolution for <code>y</code>!</p>
<pre><code class="language-r">## load packages
library(phytools)
</code></pre>
<pre><code class="language-r">## simulate 400-taxon tree
tree<-pbtree(n=400,scale=1)
tree
</code></pre>
<pre><code>##
## Phylogenetic tree with 400 tips and 399 internal nodes.
##
## Tip labels:
## t4, t5, t21, t315, t316, t67, ...
##
## Rooted; includes branch lengths.
</code></pre>
<pre><code class="language-r">## simulate history of x
Qx<-matrix(c(-0.5,0.5,0.5,-0.5),2,2,
dimnames=list(c("slow","fast"),c("slow","fast")))
Qx
</code></pre>
<pre><code>## slow fast
## slow -0.5 0.5
## fast 0.5 -0.5
</code></pre>
<pre><code class="language-r">sim_tree<-sim.history(tree,Qx,anc="slow")
</code></pre>
<pre><code>## Done simulation(s).
</code></pre>
<pre><code class="language-r">plot(sim_tree,setNames(palette()[c(2,4)],c("fast","slow")),
ftype="off",lwd=1)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-7" /></p>
<p>(Remember, this is just the generating history of our rate regimes for <code>y</code>!)</p>
<pre><code class="language-r">## get tip states of x
x<-getStates(sim_tree,"tips")
head(x)
</code></pre>
<pre><code>## t4 t5 t21 t315 t316 t67
## "slow" "fast" "slow" "slow" "slow" "slow"
</code></pre>
<pre><code class="language-r">## now simulate second character, y,
## whose rate depends on x
Qy<-matrix(c(-1,1,0,1,-2,1,0,1,-2),3,3,
dimnames=list(letters[1:3],letters[1:3]))
QQ<-setNames(list(Qy,10*Qy),c("slow","fast"))
## this is a list of Q matrices for simulation
QQ
</code></pre>
<pre><code>## $slow
## a b c
## a -1 1 0
## b 1 -2 1
## c 0 1 -2
##
## $fast
## a b c
## a -10 10 0
## b 10 -20 10
## c 0 10 -20
</code></pre>
<p>We should be able to see here that I’m about to simulate an ordered, three-state character with levels <code>"a"</code>, <code>"b"</code>, and <code>"c"</code> – that will evolve with a rate of evolution that’s 10 \(\times\) higher on the red edges of our tree, from above, than it does on the blue edges.</p>
<pre><code class="language-r">y<-sim.multiMk(sim_tree,QQ)
head(y,20)
</code></pre>
<pre><code>## t4 t5 t21 t315 t316 t67 t130 t131 t106 t85 t391 t392 t93 t364 t365 t33 t3 t263 t379 t380
## c b b a a b b a a a a a a b b b b c c c
## Levels: a b c
</code></pre>
<p>Now, of course if we <em>knew</em> the true history of <code>x</code> on the tree we could go ahead and <em>use</em> <code>fitmultiMk</code> (the very thing I started off by saying was not appropriate).</p>
<p>Just for fun, and only because we <em>know</em> the true history in this simulation, let’s do precisely that.</p>
<pre><code class="language-r">MODEL<-Qy
diag(MODEL)<-0
fitmultiMk(sim_tree,y,model=MODEL)
</code></pre>
<pre><code>## Object of class "fitmultiMk".
##
## Fitted value of Q[fast]:
## a b c
## a -9.326254 9.326254 0.000000
## b 9.326254 -18.652509 9.326254
## c 0.000000 9.326254 -9.326254
##
## Fitted value of Q[slow]:
## a b c
## a -1.042671 1.042671 0.000000
## b 1.042671 -2.085342 1.042671
## c 0.000000 1.042671 -1.042671
##
## Fitted (or set) value of pi:
## a b c
## 0.3333333 0.3333333 0.3333333
##
## Log-likelihood: -280.170925
##
## Optimization method used was "nlminb"
</code></pre>
<p>Most likely, we can see here that <code>fitmultiMk</code> gives very satisfying estimates of our generating values of \(\mathbf{Q}_{fast}\) and \(\mathbf{Q}_{slow}\)!</p>
<p>On the other hand, if we <em>don’t</em> know the real history of <code>x</code>, as would be the case for most realistic datasets, a better approach (IMO) is to use the Pagel ’94 style approach.</p>
<p>To fit this kind of model we first need to create a new composite character of <code>x</code> and <code>y</code> as follows. Though it may not be necessary here, in general it’s a good idea to make sure that our trait factor includes <em>all</em> possible levels (i.e., combinations) of our two traits – not just the combinations that are observed in our data. The easiest way to do that in R is using the function <code>interaction</code> as follows.</p>
<pre><code class="language-r">xy<-setNames(interaction(y,x),names(x))
head(xy)
</code></pre>
<pre><code>## t4 t5 t21 t315 t316 t67
## c.slow b.fast b.slow a.slow a.slow b.slow
## Levels: a.fast b.fast c.fast a.slow b.slow c.slow
</code></pre>
<p>Only because I want to, let’s update the levels to <code>a+fast</code>, <code>b+fast</code>, etc. (This just looks nicer.)</p>
<pre><code class="language-r">levels(xy)<-gsub(".","+",levels(xy),fixed=TRUE)
head(xy)
</code></pre>
<pre><code>## t4 t5 t21 t315 t316 t67
## c+slow b+fast b+slow a+slow a+slow b+slow
## Levels: a+fast b+fast c+fast a+slow b+slow c+slow
</code></pre>
<p>Finally, we’re ready to build our design matrix for our Pagel-type model.</p>
<p>This is going to look like a normal M<em>k</em> model design matrix, but in which we only permit changes (say) between <code>"a+fast"</code> \(\leftrightarrow\) <code>"b+fast"</code>, etc., <em>and</em> <code>"a+slow"</code> \(\leftrightarrow\) <code>"b+slow"</code>, etc., <em>and</em> <code>"a+fast"</code> \(\leftrightarrow\) <code>"a+slow"</code>, etc.</p>
<p>According to our hypothesis, each of these types of change, of course, will occur at different rates.</p>
<pre><code class="language-r">MODEL<-matrix(0,6,6,dimnames=list(levels(xy),levels(xy)))
MODEL
</code></pre>
<pre><code>## a+fast b+fast c+fast a+slow b+slow c+slow
## a+fast 0 0 0 0 0 0
## b+fast 0 0 0 0 0 0
## c+fast 0 0 0 0 0 0
## a+slow 0 0 0 0 0 0
## b+slow 0 0 0 0 0 0
## c+slow 0 0 0 0 0 0
</code></pre>
<pre><code class="language-r">MODEL[1,2]<-MODEL[2,1]<-MODEL[2,3]<-MODEL[3,2]<-1
MODEL
</code></pre>
<pre><code>## a+fast b+fast c+fast a+slow b+slow c+slow
## a+fast 0 1 0 0 0 0
## b+fast 1 0 1 0 0 0
## c+fast 0 1 0 0 0 0
## a+slow 0 0 0 0 0 0
## b+slow 0 0 0 0 0 0
## c+slow 0 0 0 0 0 0
</code></pre>
<pre><code class="language-r">MODEL[4,5]<-MODEL[5,4]<-MODEL[5,6]<-MODEL[6,5]<-2
MODEL
</code></pre>
<pre><code>## a+fast b+fast c+fast a+slow b+slow c+slow
## a+fast 0 1 0 0 0 0
## b+fast 1 0 1 0 0 0
## c+fast 0 1 0 0 0 0
## a+slow 0 0 0 0 2 0
## b+slow 0 0 0 2 0 2
## c+slow 0 0 0 0 2 0
</code></pre>
<pre><code class="language-r">MODEL[1,4]<-MODEL[2,5]<-MODEL[3,6]<-
MODEL[4,1]<-MODEL[5,2]<-MODEL[6,3]<-3
MODEL
</code></pre>
<pre><code>## a+fast b+fast c+fast a+slow b+slow c+slow
## a+fast 0 1 0 3 0 0
## b+fast 1 0 1 0 3 0
## c+fast 0 1 0 0 0 3
## a+slow 3 0 0 0 2 0
## b+slow 0 3 0 2 0 2
## c+slow 0 0 3 0 2 0
</code></pre>
<p>Perfect! I hope that it’s straightforward to see how we might adapt this design matrix for different hypotheses of evolution of our traits, or to more character levels of <code>x</code> or <code>y</code>.</p>
<p>Now let’s go ahead and fit our model!</p>
<pre><code class="language-r">fit_xy<-fitMk(tree,xy,model=MODEL)
fit_xy
</code></pre>
<pre><code>## Object of class "fitMk".
##
## Fitted (or set) value of Q:
## a+fast b+fast c+fast a+slow b+slow c+slow
## a+fast -9.979769 9.473190 0.000000 0.506579 0.000000 0.000000
## b+fast 9.473190 -19.452959 9.473190 0.000000 0.506579 0.000000
## c+fast 0.000000 9.473190 -9.979769 0.000000 0.000000 0.506579
## a+slow 0.506579 0.000000 0.000000 -1.511920 1.005341 0.000000
## b+slow 0.000000 0.506579 0.000000 1.005341 -2.517261 1.005341
## c+slow 0.000000 0.000000 0.506579 0.000000 1.005341 -1.511920
##
## Fitted (or set) value of pi:
## a+fast b+fast c+fast a+slow b+slow c+slow
## 0.166667 0.166667 0.166667 0.166667 0.166667 0.166667
## due to treating the root prior as (a) flat.
##
## Log-likelihood: -393.865149
##
## Optimization method used was "nlminb"
##
## R thinks it has found the ML solution.
</code></pre>
<p>Just for fun, here’s a cool visualization of our data, tree, & model.</p>
<pre><code class="language-r">mat<-matrix(c(1,2),1,2)
layout(mat,widths=c(0.4,0.6))
plotTree(tree,ftype="off",lwd=1,xlim=c(0,1.1))
col1<-palette()[c(2,4)]
col2<-viridisLite::viridis(n=3)
xx<-as.factor(x[tree$tip.label])
yy<-as.factor(y[tree$tip.label])
for(i in 1:Ntip(tree)){
polygon(x=c(1,1.05,1.05,1),y=i+c(-0.5,-0.5,0.5,0.5),
col=col1[as.numeric(xx)[i]],border="transparent")
polygon(x=c(1.05,1.1,1.1,1.05),y=i+c(-0.5,-0.5,0.5,0.5),
col=col2[as.numeric(yy)[i]],border="transparent")
}
plot(fit_xy,width=TRUE,color=TRUE,show.zeros=FALSE,
mar=rep(0,4),spacer=0.15)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-19" /></p>
<p>Really? Is that all?</p>
<p>How about comparison to a null model in which the rate of <code>y</code> <em>does not</em> depend on <code>x</code>?</p>
<p>Well, that’s easy! Just as for the standard Pagel ’94 model, the likelihood of our null (i.e., independent) model is just the <em>sum</em> of the log-likelihoods of the corresponding M<em>k</em> models for our two traits.</p>
<pre><code class="language-r">lik.x<-logLik(fitMk(tree,x,model="ER"))
lik.y<-logLik(fitMk(tree,y,
model=matrix(c(0,1,0,1,0,1,0,1,0),3,3)))
logL.null<-lik.x+lik.y
attr(logL.null,"df")<-attr(lik.x,"df")+attr(lik.y,"df")
logL.null
</code></pre>
<pre><code>## [1] -420.103
## attr(,"df")
## [1] 2
</code></pre>
<pre><code class="language-r">## custom function for likelihood-ratio test
lr.test<-function(lik1,lik2){
LR<-2*(lik2-lik1)
as.numeric(
pchisq(LR,df=attr(lik2,"df")-attr(lik1,"df"),
lower.tail=FALSE))
}
P<-lr.test(logL.null,logLik(fit_xy))
P
</code></pre>
<pre><code>## [1] 4.356051e-13
</code></pre>
<p>That’s it!</p>
</div>
<div class="include-after">
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-37026182219331472592023-12-16T14:34:00.003-05:002023-12-16T15:39:02.738-05:00A new phylogenetic model of discrete phenotypic trait evolution with Γ-distributed rate heterogeneity among branches<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="include-before">
</div>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>Last week I wrote various posts (<a href="http://blog.phytools.org/2023/12/a-variable-rate-discrete-trait.html">1</a>, <a href="http://blog.phytools.org/2023/12/ancestral-state-reconstruction-with.html">2</a>, <a href="http://blog.phytools.org/2023/12/reconstructing-ancestral-states-of.html">3</a>, <a href="http://blog.phytools.org/2023/12/marginal-likelihoods-plotting-method.html">4</a>, <a href="http://blog.phytools.org/2023/12/explainer-of-rate-heterogeneity-model.html">5</a>) about fitting and analyzing a <a href="http://blog.phytools.org/2023/12/a-variable-rate-discrete-trait.html">model of discrete character evolution with \(\Gamma\) distributed rate heterogeneity among edges</a>.</p>
<p>I had to set it aside for other things, but after pushing a few <a href="https://github.com/liamrevell/phytools/commit/b8edb1c8ab0f04e49abe26c540a6a558b7be0ea3">updates & improvements</a> to <em>GitHub</em> this morning, I thought I’d circle back & illustrate a full empirical example using the evolution of digit number in squamates: the same example that I considered in Chapter 6 of my <a href="https://press.princeton.edu/books/phylogenetic-comparative-methods-in-r">book</a> last year with Luke Harmon.</p>
<p>To start with, I’m going to load <em>phytools</em>.</p>
<p>Remember, to follow along at this point you’ll need to make sure that you update <em>phytools</em> from <em>GitHub</em> which can be done using (e.g.) the package <em>devtools</em> (for example, by running <code>devtools::install_github("liamrevell/phytools")</code> in an interactive R session with <em>devtools</em> installed.)</p>
<pre><code class="language-r">library(phytools)
</code></pre>
<pre><code>## Loading required package: ape
</code></pre>
<pre><code>## Loading required package: maps
</code></pre>
<pre><code class="language-r">packageVersion("phytools")
</code></pre>
<pre><code>## [1] '2.0.13'
</code></pre>
<p>Having loaded <em>phytools</em>, let’s get our data & tree.</p>
<p>These can be obtained from the <a href="http://www.phytools.org/Rbook/">book website</a> and are modified from results that were originally published by Brandley et al. (<a href="https://doi.org/10.1111/j.1558-5646.2008.00430.x">2008</a>).</p>
<pre><code class="language-r">squamate.tree<-read.nexus(
file="http://www.phytools.org/Rbook/6/squamate.tre")
squamate.data<-read.csv(
file="http://www.phytools.org/Rbook/6/squamate-data.csv",
row.names=1)
</code></pre>
<p>As we showed in the book, there are some mismatches between the tree & data – so we’ll use the <code>geiger::name.check</code> function to reconcile the two.</p>
<pre><code class="language-r">library(geiger)
chk<-name.check(squamate.tree,squamate.data)
summary(chk)
</code></pre>
<pre><code>## 139 taxa are present in the tree but not the data:
## Abronia_graminea,
## Acontias_litoralis,
## Acontophiops_lineatus,
## Acrochordus_granulatus,
## Agamodon_anguliceps,
## Agkistrodon_contortrix,
## ....
## 1 taxon is present in the data but not the tree:
## Trachyboa_boulengeri
##
## To see complete list of mis-matched taxa, print object.
</code></pre>
<pre><code class="language-r">squamate.tree<-drop.tip(squamate.tree,
chk$tree_not_data)
toe_number<-as.factor(setNames(squamate.data[[1]],
rownames(squamate.data)))
toe_number<-toe_number[squamate.tree$tip.label]
</code></pre>
<p>Next, I’ll load some other packages that I intend to use to parallelize multiple optimization iterations.</p>
<p>Fortunately, if you have a current version of <em>phytools</em>, you’ll already have all these other packages installed.</p>
<pre><code class="language-r">library(foreach)
library(parallel)
library(doParallel)
</code></pre>
<pre><code>## Loading required package: iterators
</code></pre>
<p>Now, in the book we showed that out of a standard set of homogeneous rate M<em>k</em> models (<code>"ER"</code>, <code>"SYM"</code>, <code>"ARD"</code>, a loss-only directional model, & a loss-and-gain ordered model) the directional and ordered models were <em>overwhelmingly</em> better-supported than the other three. As such, let’s take these two models as our starting point then go ahead & fit them.</p>
<p>Because of the difficulty of optimizing some (though not all) M<em>k</em> models in R, I’m going to use the <em>foreach</em> package to run multiple, parallelized optimization iterations from different random starting values for each model.</p>
<pre><code class="language-r">## number of optimization iterations
niter<-20
</code></pre>
<p>To use <em>foreach</em>, we must first create a parallel socket cluster.</p>
<p>These are multiple copies of R that are all open simultaneously, each running a separate one of optimization iterations.</p>
<p>(In fact, you can see this if you open <em>Task Manager</em> in Windows while your cluster is running.)</p>
<p>When setting up our cluster, we can use <code>parallel::detectCores</code> to figure out how many cores our computer has. As a general rule, we shouldn’t use <em>all</em> of them (the code below will leave at least two free), but there’s also no point in opening more parallel R sessions than we have optimization iterations to run!</p>
<pre><code class="language-r">## set number of cores to use
ncores<-min(c(parallel::detectCores()-2,
niter))
## create parallel socket cluster
mc<-makeCluster(ncores,type="PSOCK")
registerDoParallel(cl=mc)
</code></pre>
<p>Now let’s fit our directional (digit loss only) M<em>k</em> model with <code>niter=20</code> optimization iterations.</p>
<p>To do so, we should first create a design matrix for the model. This will tell our optimizer (in this case, <code>phytools::fitMk</code>) which rates to estimate, and which to disallow or set to zero.</p>
<pre><code class="language-r">## design matrix
Directional<-matrix(c(
0,0,0,0,0,0,
1,0,0,0,0,0,
0,2,0,0,0,0,
0,0,3,0,0,0,
0,0,0,4,0,0,
0,0,0,0,5,0),6,6,byrow=TRUE,
dimnames=list(levels(toe_number),
levels(toe_number)))
Directional
</code></pre>
<pre><code>## 0 1 2 3 4 5
## 0 0 0 0 0 0 0
## 1 1 0 0 0 0 0
## 2 0 2 0 0 0 0
## 3 0 0 3 0 0 0
## 4 0 0 0 4 0 0
## 5 0 0 0 0 5 0
</code></pre>
<p>We’re at last ready to start our parallelized optimization. Using <code>foreach::foreach</code>, that looks as follows.</p>
<pre><code class="language-r">fits<-foreach(i=1:niter)%dopar%{
phytools::fitMk(squamate.tree,toe_number,
model=Directional,pi="fitzjohn",rand_start=TRUE)
}
</code></pre>
<p>I’ll now <em>extract</em> and print out the log-likelihoods of each optimization.</p>
<pre><code class="language-r">logL<-sapply(fits,logLik)
logL
</code></pre>
<pre><code>## [1] -118.3870 -118.6303 -118.5285 -118.3870 -118.3870 -118.3870 -118.3870 -118.3870 -140.3878
## [10] -118.3870 -118.8699 -118.9325 -121.0795 -118.3870 -162.1625 -118.3870 -118.5332 -118.3870
## [19] -118.3870 -118.3870
</code></pre>
<p>Most likely, a number of these converged to the same value. <em>Hopefully</em> this is our ML solution for this model.</p>
<p>(As a sidenote, because there’s some computational cost in opening our cluster and communicating between the nodes, running 20 optimizations in parallel is slower than running just one in serial – though much faster than running 20 in serial, of course – so we may only want to do this for models that are difficult to optimize.)</p>
<p>Let’s find the best of this set.</p>
<pre><code class="language-r">directional_mk<-fits[[which(logL==max(logL))[1]]]
print(directional_mk,digits=4)
</code></pre>
<pre><code>## Object of class "fitMk".
##
## Fitted (or set) value of Q:
## 0 1 2 3 4 5
## 0 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
## 1 0.0242 -0.0242 0.0000 0.0000 0.0000 0.0000
## 2 0.0000 0.1031 -0.1031 0.0000 0.0000 0.0000
## 3 0.0000 0.0000 0.1092 -0.1092 0.0000 0.0000
## 4 0.0000 0.0000 0.0000 0.0833 -0.0833 0.0000
## 5 0.0000 0.0000 0.0000 0.0000 0.0044 -0.0044
##
## Fitted (or set) value of pi:
## 0 1 2 3 4 5
## 0 0 0 0 0 1
## due to treating the root prior as (a) nuisance.
##
## Log-likelihood: -118.387
##
## Optimization method used was "nlminb"
##
## R thinks it has found the ML solution.
</code></pre>
<p>Now we can proceed and do exactly the same thing, but for our ordered, non-directional (gain-and-loss) model.</p>
<p>This time we don’t need to open a new cluster – we already have the one we created earlier! (We should, however, remember to close it when we no longer need it or else all those parallel R sessions will just stay open, running in the background & using memory, until we shut down R.)</p>
<pre><code class="language-r">## design matrix
Ordered<-matrix(c(
0,6,0,0,0,0,
1,0,7,0,0,0,
0,2,0,8,0,0,
0,0,3,0,9,0,
0,0,0,4,0,10,
0,0,0,0,5,0),6,6,byrow=TRUE,
dimnames=list(levels(toe_number),
levels(toe_number)))
Ordered
</code></pre>
<pre><code>## 0 1 2 3 4 5
## 0 0 6 0 0 0 0
## 1 1 0 7 0 0 0
## 2 0 2 0 8 0 0
## 3 0 0 3 0 9 0
## 4 0 0 0 4 0 10
## 5 0 0 0 0 5 0
</code></pre>
<pre><code class="language-r">fits<-foreach(i=1:niter)%dopar%{
phytools::fitMk(squamate.tree,toe_number,
model=Ordered,pi="fitzjohn",rand_start=TRUE)
}
logL<-sapply(fits,logLik)
logL
</code></pre>
<pre><code>## [1] -116.7767 -116.7753 -119.9617 -123.3256 -118.4797 -121.3946 -116.7760 -114.9687 -116.7753
## [10] -123.6688 -130.4098 -127.8928 -114.9672 -115.0745 -117.3701 -116.4219 -117.4540 -114.9676
## [19] -114.9672 -123.8975
</code></pre>
<pre><code class="language-r">ordered_mk<-fits[[which(logL==max(logL))[1]]]
print(ordered_mk,digits=4)
</code></pre>
<pre><code>## Object of class "fitMk".
##
## Fitted (or set) value of Q:
## 0 1 2 3 4 5
## 0 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
## 1 0.0223 -0.0223 0.0000 0.0000 0.0000 0.0000
## 2 0.0000 0.0661 -750.4793 750.4132 0.0000 0.0000
## 3 0.0000 0.0000 939.2954 -939.2954 0.0000 0.0000
## 4 0.0000 0.0000 0.0000 0.0264 -0.0663 0.0399
## 5 0.0000 0.0000 0.0000 0.0000 0.0058 -0.0058
##
## Fitted (or set) value of pi:
## 0 1 2 3 4 5
## 0.0000 0.0000 0.0000 0.0000 0.2752 0.7248
## due to treating the root prior as (a) nuisance.
##
## Log-likelihood: -114.9672
##
## Optimization method used was "nlminb"
##
## R thinks it has found the ML solution.
</code></pre>
<p>Let’s plot & compare our two models so far.</p>
<pre><code class="language-r">par(mfrow=c(1,2))
plot(directional_mk,color=TRUE,width=TRUE,
offset=0.04,show.zeros=FALSE,xlim=c(-1.5,1),
mar=c(0.1,0.1,1.1,0.1))
mtext(paste("a) directional model; log(L) = ",
round(logLik(directional_mk),2)),line=0,adj=0)
plot(ordered_mk,color=TRUE,width=TRUE,
offset=0.04,show.zeros=FALSE,xlim=c(-1.5,1),
mar=c(0.1,0.1,1.1,0.1))
mtext(paste("b) ordered model; log(L) = ",
round(logLik(ordered_mk),2)),line=0,adj=0)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-16" /></p>
<pre><code class="language-r">anova(directional_mk,ordered_mk)
</code></pre>
<pre><code>## log(L) d.f. AIC weight
## directional_mk -118.3870 5 246.7741 0.8292236
## ordered_mk -114.9672 10 249.9344 0.1707764
</code></pre>
<p>This tells us that, of these two models, the best-supported is our directional model: in which digits can be lost by squamates, but not regained.</p>
<p>We shouldn’t be too preoccupied with the very high transition rates between states <code>3</code> and <code>2</code> in our ordered model. This likely indicates that these two states are effectively random with respect to each other (though not overall!) on the phylogeny, which is consistent with a high rate of back-and-forth change between the states. How high is probably hard to say!</p>
<p>Having done that, we should proceed and allow the rate of character evolution to vary from branch to branch under our <a href="http://blog.phytools.org/2023/12/a-variable-rate-discrete-trait.html">new model of \(\Gamma\) distributed rate heterogeneity among edges of the tree</a>.</p>
<p>To do that, I’m going to repeat my parallelization code of earlier using <code>foreach</code>, but this time substitute the new <em>phytools</em> function <code>fitgammaMk</code>. Having explored these data a bit already, I’ll update the minimum value of the \(\alpha\) shape parameter of our \(\Gamma\) distribution to <code>min.alpha=0.01</code>. Lastly, I’m going to set <code>nrates</code> (the number of rate categories in our discretized \(\Gamma\)) to <code>nrates=6</code>. (This is arbitrary, but it is something that we could choose based on model fit.)</p>
<pre><code class="language-r">fits<-foreach(i=1:niter)%dopar%{
phytools::fitgammaMk(squamate.tree,toe_number,
model=Directional,pi="fitzjohn",rand_start=TRUE,
nrates=6,min.alpha=0.01)
}
logL<-sapply(fits,logLik)
logL
</code></pre>
<pre><code>## [1] -113.1218 -114.3462 -114.3462 -113.1218 -113.1218 -113.1218 -113.1218 -113.1218 -113.1218
## [10] -114.3462 -113.1218 -113.1218 -113.1218 -113.1218 -113.1218 -113.1218 -113.1218 -113.1218
## [19] -113.1218 -113.1218
</code></pre>
<pre><code class="language-r">directional_mk.gamma<-fits[[which(logL==max(logL))[1]]]
print(directional_mk.gamma,digits=4)
</code></pre>
<pre><code>## Object of class "fitgammaMk".
##
## Fitted (or set) value of Q:
## 0 1 2 3 4 5
## 0 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
## 1 0.0119 -0.0119 0.0000 0.0000 0.0000 0.0000
## 2 0.0000 0.0278 -0.0278 0.0000 0.0000 0.0000
## 3 0.0000 0.0000 0.0313 -0.0313 0.0000 0.0000
## 4 0.0000 0.0000 0.0000 0.0276 -0.0276 0.0000
## 5 0.0000 0.0000 0.0000 0.0000 0.0148 -0.0148
##
## Fitted (or set) value of alpha rate heterogeneity
## (with 6 rate categories): 0.0681
##
## Fitted (or set) value of pi:
## 0 1 2 3 4 5
## 0 0 0 0 0 1
## due to treating the root prior as (a) nuisance.
##
## Log-likelihood: -113.1218
##
## Optimization method used was "nlminb"
##
## R thinks it has found the ML solution.
</code></pre>
<p>This gives us our optimized <em>directional</em> (digit loss only) model, but in which the rate of evolution is permitted to vary from edge to edge according to a model of \(\Gamma\) distributed rate heterogeneity. Before we evaluate whether or not we think that this has substantially improved the fit of our model to these data, let’s do the same thing for our <em>ordered</em> model in which digits are both lost <em>and</em> gained, though in a sequential fashion.</p>
<pre><code class="language-r">fits<-foreach(i=1:niter)%dopar%{
phytools::fitgammaMk(squamate.tree,toe_number,
model=Ordered,pi="fitzjohn",rand_start=TRUE,
nrates=6,min.alpha=0.01)
}
logL<-sapply(fits,logLik)
logL
</code></pre>
<pre><code>## [1] -120.9345 -113.1219 -111.2750 -111.2750 -113.1218 -114.3464 -113.1219 -113.1219 -113.1218
## [10] -111.2750 -113.0791 -111.2750 -111.2750 -113.0791 -113.1219 -113.0792 -113.0792 -113.1218
## [19] -113.1220 -113.0791
</code></pre>
<pre><code class="language-r">ordered_mk.gamma<-fits[[which(logL==max(logL))[1]]]
print(ordered_mk.gamma,digits=4)
</code></pre>
<pre><code>## Object of class "fitgammaMk".
##
## Fitted (or set) value of Q:
## 0 1 2 3 4 5
## 0 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
## 1 0.0171 -0.0171 0.0000 0.0000 0.0000 0.0000
## 2 0.0000 0.0604 -0.0604 0.0000 0.0000 0.0000
## 3 0.0000 0.0000 0.0887 -0.0887 0.0000 0.0000
## 4 0.0000 0.0000 0.0000 0.0573 -0.2074 0.1500
## 5 0.0000 0.0000 0.0000 0.0000 0.0159 -0.0159
##
## Fitted (or set) value of alpha rate heterogeneity
## (with 6 rate categories): 0.2892
##
## Fitted (or set) value of pi:
## 0 1 2 3 4 5
## 0.0000 0.0000 0.0000 0.0000 0.2193 0.7807
## due to treating the root prior as (a) nuisance.
##
## Log-likelihood: -111.275
##
## Optimization method used was "nlminb"
##
## R thinks optimization may not have converged.
</code></pre>
<p>As before, we can plot these…. When we do, we should first convert each of our fitted models to a <em>phytools</em> object of class <code>"Qmatrix"</code> (using <code>phytools::as.Qmatrix</code>) – otherwise the <code>plot</code> call will try to plot our marginal edge rates, which we have not (yet) computed!</p>
<pre><code class="language-r">par(mfrow=c(1,2))
plot(as.Qmatrix(directional_mk.gamma),color=TRUE,
width=TRUE,offset=0.04,show.zeros=FALSE,xlim=c(-1.5,1),
mar=c(0.1,0.1,1.1,0.1))
tmp<-bquote("a) directional + "~Gamma~
" model; log(L)"==.(round(logLik(directional_mk.gamma),2)))
mtext(tmp,line=0,adj=0)
plot(as.Qmatrix(ordered_mk.gamma),color=TRUE,width=TRUE,
offset=0.04,show.zeros=FALSE,xlim=c(-1.5,1),
mar=c(0.1,0.1,1.1,0.1))
tmp<-bquote("b) ordered + "~Gamma~
" model; log(L)"==.(round(logLik(ordered_mk.gamma),2)))
mtext(tmp,line=0,adj=0)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-22" /></p>
<p>(As an aside, and note to my future self, the most complicated – and potentially useful – part of the code above is the use of <code>bquote</code> to combine Greek letters and variable values into the same legend. Thanks to <a href="https://trinkerrstuff.wordpress.com/2018/03/15/2246/">this blog post</a> for the refresher!)</p>
<p>An interesting <em>observation</em> about the fitted <strong>Q</strong> matrices, above, is how <em>similar</em> they are, one to the other, now that we’re allowing the rate of evolution to vary from branch to branch.</p>
<p>OK. Let’s also kill our cluster now.</p>
<pre><code class="language-r">stopCluster(cl=mc)
</code></pre>
<p>We can go ahead and compare all <em>four</em> of our fitted models so far….</p>
<pre><code class="language-r">anova(directional_mk,
directional_mk.gamma,
ordered_mk,
ordered_mk.gamma)
</code></pre>
<pre><code>## log(L) d.f. AIC weight
## directional_mk -118.3870 5 246.7741 0.013257936
## directional_mk.gamma -113.1218 6 238.2437 0.943698645
## ordered_mk -114.9672 10 249.9344 0.002730438
## ordered_mk.gamma -111.2750 11 244.5499 0.040312982
</code></pre>
<p>When we do, we see that the best-supported, by quite a wide margin, is the loss-only model with heterogeneous rates among edges. Indeed, this model has a better log-likelihood than the much more parameter-rich ordered M<em>k</em> model.</p>
<p>Finally, let’s compute the marginal scaled likelihoods of each rate on each edge. To do that I don’t need to re-optimize my model – I can simply feed <code>fitgammaMk</code> our fitted <strong>Q</strong> matrix and \(\alpha\), and then set <code>marginal=TRUE</code> as follows.</p>
<pre><code class="language-r">marginal.ordered_mk.gamma<-fitgammaMk(
squamate.tree,toe_number,
fixedQ=as.Qmatrix(directional_mk.gamma),
alpha.init=directional_mk.gamma$alpha,
marginal=TRUE)
</code></pre>
<pre><code>## --
## Computing marginal scaled likelihoods (in parallel) of each
## rate on each edge. Caution: this is NOT fast....
## --
</code></pre>
<pre><code class="language-r">plot(marginal.ordered_mk.gamma,
colors=c("gray19","red","yellow","ivory2"),lwd=3)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-26" /></p>
<p>That’s it. Cool.</p>
</div>
<div class="include-after">
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0tag:blogger.com,1999:blog-8499895524521663926.post-44558735648557134212023-12-12T14:40:00.006-05:002023-12-12T16:36:11.264-05:00Explainer of Γ rate heterogeneity model for phenotypic traits in phytools<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0, user-scalable=yes">
<title></title>
<style type="text/css">
/**
* Prism.s theme ported from highlight.js's xcode style
*/
pre code {
padding: 1em;
}
.token.comment {
color: #007400;
}
.token.punctuation {
color: #999;
}
.token.tag,
.token.selector {
color: #aa0d91;
}
.token.boolean,
.token.number,
.token.constant,
.token.symbol {
color: #1c00cf;
}
.token.property,
.token.attr-name,
.token.string,
.token.char,
.token.builtin {
color: #c41a16;
}
.token.inserted {
background-color: #ccffd8;
}
.token.deleted {
background-color: #ffebe9;
}
.token.operator,
.token.entity,
.token.url,
.language-css .token.string,
.style .token.string {
color: #9a6e3a;
}
.token.atrule,
.token.attr-value,
.token.keyword {
color: #836c28;
}
.token.function,
.token.class-name {
color: #DD4A68;
}
.token.regex,
.token.important,
.token.variable {
color: #5c2699;
}
.token.important,
.token.bold {
font-weight: bold;
}
.token.italic {
font-style: italic;
}
</style>
<style type="text/css">
body {
font-family: sans-serif;
max-width: 800px;
margin: auto;
padding: 1em;
line-height: 1.5;
box-sizing: border-box;
}
body, .footnotes, code { font-size: .9em; }
li li { font-size: .95em; }
*, *:before, *:after {
box-sizing: inherit;
}
pre, img { max-width: 100%; }
pre, pre:hover {
white-space: pre-wrap;
word-break: break-all;
}
pre code {
display: block;
overflow-x: auto;
}
code { font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace; }
:not(pre) > code, code[class] { background-color: #F8F8F8; }
code.language-undefined, pre > code:not([class]) {
background-color: inherit;
border: 1px solid #eee;
}
table {
margin: auto;
border-top: 1px solid #666;
}
table thead th { border-bottom: 1px solid #ddd; }
th, td { padding: 5px; }
thead, tfoot, tr:nth-child(even) { background: #eee; }
blockquote {
color: #666;
margin: 0;
padding-left: 1em;
border-left: 0.5em solid #eee;
}
hr, .footnotes::before { border: 1px dashed #ddd; }
.frontmatter { text-align: center; }
#TOC .numbered li { list-style: none; }
#TOC .numbered { padding-left: 0; }
#TOC .numbered ul { padding-left: 1em; }
table, .body h2 { border-bottom: 1px solid #666; }
.body .appendix, .appendix ~ h2 { border-bottom-style: dashed; }
.footnote-ref a::before { content: "["; }
.footnote-ref a::after { content: "]"; }
section.footnotes::before {
content: "";
display: block;
max-width: 20em;
}
@media print {
body {
font-size: 12pt;
max-width: 100%;
}
tr, img { page-break-inside: avoid; }
}
@media only screen and (min-width: 992px) {
pre { white-space: pre; }
}
</style>
<link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/katex/dist/katex.min.css">
</head>
<body>
<div class="include-before">
</div>
<div class="frontmatter">
<div class="title"><h1></h1></div>
<div class="author"><h2></h2></div>
<div class="date"><h3></h3></div>
</div>
<div class="body">
<p>This is a bit of an explainer on how to understand the variable-rate model as implemented in the new <em>phytools</em> function <code>fitgammaMk</code> and described recently on this blog (<a href="http://blog.phytools.org/2023/12/a-variable-rate-discrete-trait.html">1</a>, <a href="http://blog.phytools.org/2023/12/ancestral-state-reconstruction-with.html">2</a>, <a href="http://blog.phytools.org/2023/12/reconstructing-ancestral-states-of.html">3</a>, <a href="http://blog.phytools.org/2023/12/marginal-likelihoods-plotting-method.html">4</a>).</p>
<p>Just as with a <em>variable site-rate model</em>, so common in molecular phylogenetic inference, the underlying concept of this model is <em>not</em> to imagine we can estimate the rate of trait evolution along each edge – but instead to integrate over a distribution of rate variation in which we optimize the <em>shape parameter</em> of the distribution. Of course, since our rate distribution is discrete (the discretized \(\Gamma\), as is typically used in site models), a posteriori we can also compute the <em>marginal likelihoods</em> that each edge is in each state (as I illustrated <a href="http://blog.phytools.org/2023/12/marginal-likelihoods-plotting-method.html">yesterday</a>).</p>
<p>Although we’ll <em>actually</em> calculate the likelihood using a modification of the pruning algorithm of Felsenstein, we could alternatively <strong>conceptualize</strong> this computation via an enumeration of all of the possible ways via which the rates might differ between edges – for a given number of rate categories and \(\alpha\) shape parameter of our discretized \(\Gamma\) distribution. This is what I’m going to do here, but <em>remember</em>, this is merely as an illustration of the model (not as a practical procedure for computing the likelihood).</p>
<pre><code class="language-r">library(phytools)
</code></pre>
<pre><code>## Loading required package: ape
</code></pre>
<pre><code>## Loading required package: maps
</code></pre>
<pre><code class="language-r">packageVersion("phytools")
</code></pre>
<pre><code>## [1] '2.0.11'
</code></pre>
<p>We can start with a simple four taxon tree. A rooted, four taxon tree will have a total of <em>six</em> edges.</p>
<pre><code class="language-r">tree<-read.tree(
text="((A:6.7,(B:0.9,C:0.9):5.8):3.3,D:10);")
plotTree(tree,direction="upwards")
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-4" /></p>
<p>Now I’m going to assert a trait vector of my character, which (in this instance) I’ll assume is binary.</p>
<pre><code class="language-r">x<-setNames(c(0,0,1,0),tree$tip.label)
x
</code></pre>
<pre><code>## A B C D
## 0 0 1 0
</code></pre>
<p>For our exercise, we’ll further imagine a value of our \(\Gamma\) distribution shape parameter, \(\alpha\), of \(\alpha\) = 0.2.</p>
<p>For real data, of course, this is a parameter we’d estimate from our data & tree – but in this instance, for the purposes of illustrating our model, I’ll just <em>set</em> it.</p>
<pre><code class="language-r">alpha<-0.2
</code></pre>
<p>When discretized (using the median of each interval), this rate distribution looks as follows.
(In practice for this model we might choose a larger number of rate categories, as I have done in <a href="http://blog.phytools.org/2023/12/marginal-likelihoods-plotting-method.html">prior posts</a>.)</p>
<pre><code class="language-r">nrates<-4 # number of rate categories
r<-qgamma(seq(1/(2*nrates),1,by=1/nrates),
alpha,alpha)
r<-r/mean(r)
r
</code></pre>
<pre><code>## [1] 0.0001436574 0.0350496709 0.4738615302 3.4909451414
</code></pre>
<p>To get a matrix giving me <em>all possible combinations of these four different rates across the six edges or branches of my tree</em>, I’ll use the function <code>expand.grid</code> – which is meant (I believe) to be used to generate a design matrix for factorial experiments, but will serve our purposes perfectly well here.</p>
<pre><code class="language-r">E<-as.matrix(
expand.grid(replicate(nrow(tree$edge),
1:nrates,simplify=FALSE)))
head(E,20)
</code></pre>
<pre><code>## Var1 Var2 Var3 Var4 Var5 Var6
## [1,] 1 1 1 1 1 1
## [2,] 2 1 1 1 1 1
## [3,] 3 1 1 1 1 1
## [4,] 4 1 1 1 1 1
## [5,] 1 2 1 1 1 1
## [6,] 2 2 1 1 1 1
## [7,] 3 2 1 1 1 1
## [8,] 4 2 1 1 1 1
## [9,] 1 3 1 1 1 1
## [10,] 2 3 1 1 1 1
## [11,] 3 3 1 1 1 1
## [12,] 4 3 1 1 1 1
## [13,] 1 4 1 1 1 1
## [14,] 2 4 1 1 1 1
## [15,] 3 4 1 1 1 1
## [16,] 4 4 1 1 1 1
## [17,] 1 1 2 1 1 1
## [18,] 2 1 2 1 1 1
## [19,] 3 1 2 1 1 1
## [20,] 4 1 2 1 1 1
</code></pre>
<p>Our matrix, <code>E</code>, contains a total of 4,096 (4<sup>6</sup>) rows.</p>
<p>This is the exact number of different ways our four rate categories might be distributed across the six edges of our four taxon tree.</p>
<p>You can already see that for a larger tree or higher number of rate categories the matrix <code>E</code> would become prohibitively large! This is one of the reasons this would not be a practical algorithm for computing the likelihood!</p>
<p>Now, for this demo, I’m going to <em>generate</em> all 4,096 of these rate-varying-trees. I do that by simply multiplying my edge lengths of the original tree by a different set of my discrete \(\Gamma\) rates for each tree.</p>
<pre><code class="language-r">foo<-function(ind,tree,r){
tree$edge.length<-tree$edge.length*r[ind]
tree
}
rate_trees<-apply(E,1,foo,tree=tree,r=r)
</code></pre>
<p>Finally, we’ll assume the following simple value of <strong>Q</strong> (which, once again, in practice we’d co-estimate with \(\alpha\))…</p>
<pre><code class="language-r">Q<-matrix(c(-1,1,1,-1),2,2,byrow=TRUE,
dimnames=list(0:1,0:1))
Q
</code></pre>
<pre><code>## 0 1
## 0 -1 1
## 1 1 -1
</code></pre>
<p>… and then proceed to compute the probability of our tip data on each tree.</p>
<pre><code class="language-r">lik<-sapply(rate_trees,function(t,x,Q)
exp(logLik(fitMk(t,x,fixedQ=Q))),
x=x,Q=Q)
col_func<-function(x){
rgb<-colorRamp(topo.colors(n=10))(x)
make.transparent(
rgb(rgb[1],rgb[2],rgb[3],maxColorValue=255),0.5)
}
mat<-matrix(c(1:nrow(E),rep(nrow(E)+1,sqrt(nrow(E))*6)),
sqrt(nrow(E))+6,sqrt(nrow(E)),byrow=TRUE)
layout(mat)
for(i in 1:length(rate_trees)){
plotTree(rate_trees[[i]],fsize=0.5,lwd=1,plot=FALSE,
mar=rep(0,4),ylim=c(0,Ntip(tree)+1))
pp<-get("last_plot.phylo",envir=.PlotPhyloEnv)
polygon(par()$usr[c(1,2,2,1)],par()$usr[c(3,3,4,4)],
col=col_func((lik[i]-min(lik))/diff(range(lik))),
border=FALSE)
plotTree(rate_trees[[i]],ftype="off",lwd=1,add=TRUE,
direction="upwards")
}
plot(NA,xlim=c(-1,1),ylim=c(-1,1),mar=rep(0,4),axes=FALSE,
bty="n")
options(scipen=6)
add.color.bar(1.6,cols=topo.colors(n=100),
title="probability of the data",lims=range(lik),digits=5,lwd=5,
subtitle="under each set of rates among edges",prompt=FALSE,
x=-0.8,y=0,fsize=1.3)
</code></pre>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAEsAAAAqMCAIAAAD3zhMDAAAACXBIWXMAAC4jAAAuIwF4pT92AAAgAElEQVR4nOzd369cV3kw4JljO4GoVSWiVmqvWoKQetN8EZUQBS6K+CswEJQ4ISSx++MicWLj8QQ7MblowU5CSJyIUPwX9DZ3QBFSVQvukABRiYtWbUEFmhDH8fkuzpnJ+Bw8Z/asvWat9e7nuTrW7D1e78x+96y193r3Gl+ZbI8AAAAAAAAAAAAAAAAAgEA+dXa0VboNAAAAAAAAAAAAAAAAAED/FBACAAAAAAAAAAAAAAAAQEAKCAEAAAAAAAAAAAAAAAAgoMN7/n10Ot7548pke423S9l9M//1fLOC1gtwRQLcgM0EmPV/KUiArZODrRNg6wTYOgG2LnyAiXrpJ9T82QpwFcaDKcKfZAS44u4p5GAKh2jrBNg6AbZOgANXf08mkQBXIcCCBLgKARZUf4Dhf+gF2LrhXHTyDTZKgANX/0kmkQBXIcCCBLgKARYkwFUIsCABrsJ4MIUAWxcvQCsQAgAAAAAAAAAAAAAAAEBAe1cg7EsNjyQHAAAAIIb6n40HAAAAQHNcdAIAAACgdxVedMpVQFitTh9fiytOCnBRiwESRsE66qwHvBwEAG5l+S9+gI5B/QFupgtaMEB90eUqvOo0WFmTUQ4CABWqf7iUSICrbFYzAa6yWc0EuMpmNQsfYPhrMuEDDC98DgJlhT/JCHCVzWomwFU2q5kAV9msZgJcZbOaCXCVzWoWPsDwlywEuIqaA6zQVukGAAAAAAAAAAAAAAAAAAD963kFwvBlygAAAABsnotOACk8vhGApmVd5Rs4kBwkNhedAAAAAOhdhRedei4gBBi4TmdwNxuAtRW8W++UBVAtfdGBq/Cq09DIQWAzzN4GAICqhL8mEz7AhhgPAgAAwFz4SxYCXGUzOtkq3QAAAAAAAAAAAAAAAAAAoH9WIAQAAAAAADy+EYBKWe4bypKDAAAAAACtU0AIANAMN+kBAACGyXgQAABgmIwHAQAAAEi3VboBAAAAAAAAAAAAAAAAAED/FBACAAAAAAAAAAAAAAAAQEAKCAEAAAAAAAAAAAAAAAAgIAWEAAAAAAAAAAAAAAAAABCQAkIAAAAAAAAAAAAAAAAACOhw6QYAAAAAAAAAAAAAAAAAo9FodHQ63vnjymS7bEuAGBQQAgAAAAAAAACsw1wuAOBW5v2EFPoYAAAApFNACAAAAADAoJnLBQAAAAAAsMgTcwAgEgWEAAAADEIvhQEAAABdqVImNwNeqIRkBACAfuljQyUkI5QlB4Fe3LKA0FkGyKrgScY0CxgCJxkgKycZgBQuOgFZOckAWTnJAABUS1cNyCrrScYdQAAAgGqFuehkBUIAAAAAADiYuVwAAAAAAAAAQHMUEAIAADAInWb8z58bpE4AAADYDKMP1mbAC2XJQQAAyERnG8qSg1CWHAT6tbeA0FkGyMpJBsjKSQbIykkGIIWzKJCVkwyQlZMMAEC1dNWArJxkAACqpfcFZBVvPGgFQgAAAAAAAAAAAGCj5jMsU9Q8OxMAoKAmqlkA2BgFhAAAAAAAAAAAAAAAwFCorwNgUBQQAgAAAACwjIfBAwCwNrPxAMgn/CWL8AECAAAAm6GAEAAA6Fkv9zLX4w4oAFCEuVwAO4wHAdagvg4ACCDreFA3CW6l4KUYYCQHoRqSEcqSg61QQAgAQ2QuFwAAwDC5dg/AAPn5g0pIRihLDgIAsGGemAMAUI9xSp+szmuLPfYyBVjEwAOss82dDPwb7ESARQw8B8MH2Emdn8bAA6yzzZ0IcGMtyUQObqwlmQz8G+xEgEXIwdXV+WkIcHUtBlhnmzsZeICd1PlpDDzAOtvciQA31pJM5ODGWpLJwAPspM5PY+AB1tnmTgYeYCd1fhoDD7DONncy8AA7qfPTGHiAdba5EwFurCWZyMGNtSQTAW6sJZnIwY21JBMBbqwlmcjBjbUkEwFurCWZyMGNtSQTAW6sJZkMKgc/ddYKhAAAQE86jabqHC8BAACwBuNBAACAYTIehLLkIJQlB6EsOQhlycHmKCAEgAHRVwMAABgm40EAhszvIJQlB6EsOQgAAAAAjHtcchEAAAAAAAAAAAAAAAAAqMGnzo62SrcBAAAAAAAAAAAAAAAAAOifAkIAAAAAAAAAAAAAAAAACOhw6QYANOzGuHQLSLO1XboFmUWPb3TdkxAad+RG6RZkJgep3Dj6MRq+pxY+wPCipyDUzlm0de/4Cht3yA9h4+Rg696O/g1Gj2902Fm0cc6irdOTAQDaZTzYOuPB1l2PfoxGj894EABomzm/AAAAAAAAAAAAAAAAABCQAkIAAAAAAAAAAAAAAAAACEgBIQAAAAAAAAAAAAAAAAAEdLjftzs6He/8cWWy3e87V0KAxc1bWFDWD6f+ryBR+AA/c3Y3wH86K8AmhT9EPz0L8FtBA/zcZDfAb0wF2CQ52Lrwh2j4ABPdO+snvBa0n/DZWYDfDBpg+J7ePMAUWT+cxGOs/kNUgFl334C+AkyR9cMZzmkwaoDhu2rhAwx/iIYPMPwhGj7ARA+c6eGH/uWn6v1sj/UR4OWKA5wf4Slqzo7wAd7fxyH6SsWHaPgAwx+i9QcY/odegK0TYOsE2LrwASYyHlyF8WBB4QMMf4gaD66i5kNUgKsQYEECXIVrMikE2Lp4AfZcQEhxfdXXpbxP1Bn/wKJepl+vJ+osKwCASqT09LJ21Qp2QWGTUgrtNlN82EspIAAAAAAbUP+EUQAAAAA2YKt0AwAAAAAAAAAAAAAAAACA/lmBkMZ0Wt5wvo6iRRFpxXxNFYvsAQBUq/7FwUihK14/ORib7wgAWvTyU8t+wR84M15ls5pdXtryY7MAl29Ws+VrCs2XLWp36aHwAb6y9Ni7f3aILt+sZuEDDH+Ihg+Q1lmgDyCF8eAqm9UsfFctfIDhD1HjwVU2q5kAV9msZgJcZbOahQ8QKlfhRScFhNGor4NKfCZhSmvi7llnPHd6c/WQADBM9yb0ZF7TbUiQ2AVdUcGunb7oitTXFZfyFRyo4HfU6b+efwgOKgAAAGKrcCZQv8IHGJ4JowAAAIQU/pKFAFdRc4AVUkAIAAAAAAAAAMDvoL4IAAAAAKB1gysgnK+5V/B9LPcHACTq5cEb6zE/ABis5YtoWWsLcpODADuMBwEYoII/f8AiyUhIDS3QJwcBAAAAWlHhRafBFRACZPVPXeaqfmY2w7XTXgAAdXptaZfm3lnPZ/lmpNAXHTj1dcV1+mx9IwAAABBDhTOB+hU+QAAAAKBF4S9ZCHCVzehkq3QDAAAAAAAAAAAAAAAAAID+DW4FwiuTDuWnR6fjNfYCAMik04M0PH4DAAAgDONBAIbM7yCUJQehLDkIAAAAQDorEAIAAAAAAAAAAAAAAABAQAoIAQAAAAAAAAAAAAAAACAgBYQAAAAAAAAAAAAAAAAAEJACQgAAAAAAAAAAAAAAAAAISAEhAAAAAAAAAAAAAAAAAAR0uHQDAAAAAAAAAAAAAAAAgNFoNPrcZLzzxzem22VbAsRgBUIAAAAAAAAAAAAAAAAACMgKhEBLjk53H6VwZeJRCgAAAAAAAEBhHgYPANzKvJ+QQh8DAACAdAoIAQAAAAAYNHO5AGhaLz9kQDrJCAAA/dLHhrLkIFRCMgK9UEAIlDFfS3Dzu1u9EIag4HjJhFEYAieZRn32rKtpUAXJCGTl/hmQlfEgAEC1jAeBrJxkAAAAhinMeFABIQAAAAAAAAAAAEABHhkDAABAbgoIAQAAAADgYOZyAVCnTr9Q8wfl+l2DvshBAADIRGcbypKDUJYcBPqlgBDYqCuTDp2So9PxGnsBQ2a8BGTlJNO6b57t8F189ux4jb2AJeQgkJWuGpCVkwwAQLV01YCsnGQAAKql9wVkFW88uFW6AQAAAAAAAAAAAAAAAABA/6xACAAAAAAAAAAAAGzUfImGFDUv7wAA1KyJ1aJShA8QgE4UEEIoR6e7Xb0rE109AAAAAAAAoLD7z+zewXzlKXcwAehZ+PKz8AECAAAAm6GAEAAAAAAgyWfO7s7l+qezMedjzQNMEfXDAQBIpL4OAAAAWmR5NwCgIXsLCPtavmz+PmtY77+28BoA5Pbp2a/tt/zaAkv18jDU9bgmCwCUlVJop74OCMB4kDodO1PsyAQW3S8ZASCurONBIz64lYKXYoBFkhHKkoNQlhxsxS1XIEypACQHFZJDk5iDinh7Fz5AetHQcfLptJNMyu6KD2GUnIMp5CBL3NvHykJFzFv+WtC6i8/OAvxm0ADZ47OtJWP4QzR8gAxNL2sJQm0aWiSzYA6qUgYAGDhzuQhpeV1ZVYsCqa+DIjxQhsrND9HLQVek9xwZqITxIJQlB6nEeE+FQ4C6wR5rNur8NAS4uhYDrLPNnQzqG7yR1sA6Z+z1OJGo/gC39sVa51HXyeIhuv+7LFiz1JfF2qfrW0lvVWePvMdbO/UHeOTG3lflYP2W52CdR10ng8rB8b5Y2y0gnFssIEwMps4Krm/2F2D9XbVE9Qe4P9Q6j7pOeqyvq/PTEODq6g9wf/vqPG90svwsGizAd9Kiqb+rlqj+AA/tizXYIbpfsAD352CdR10ng8rBt/c18IH253K9/NSyH/oAE0YX5xEeTjta6z9EE9Uf4P6zaID5lK8sneoaLMD9PZlO6j9EE7UYYJ1t7mTgAXZS56cx8ADrbHMnAtxYSzIZVA4aD7Zo+XiwzqOuk0Hl4PV9DQx2iO4PJvx4sM6jrpNB5eB+dba5EwFurCWZyMGNtSQTAW6sJZkMKgfvPXPrFQgBAAA66TSaqnO8BAAAwBqMB6lcp6f4B5i6B7VZXl64R4DZpQAwKMaDUJYchLLkIJQlB6EsOdicvQWEnZYOC7BEDNRGDgJZfavLSSbAUmlQGzlI5V7rsvBUgOUKoTadFn+rc3k3oGadVnkNsFQa1EYOAgBQirlcUJYchLI8UAbK8kAZKEtfFMqSg9Rm3KlaCYBFN/xSN24r+m9g9PhG17dKt4A0R26UbkFmcpDKjaMfo+F7auEDDC96CkLtnEVb946vsHGH/BA2Tg627u3o32D0+EaHnUUb5yzaOj0ZAKBdxoOtMx5s3fXox2j0+IwHAYCG3XtmZM4vAAAAAAAAAAAAAAAAAASkgBAAAAAAAAAAAAAAAAAAAjpcugFAZNejr0n/qyOlW5DZdukG5HbntdItyOzNQ6VbkNnP/6h0C3KL/g1+8OelW5CZHGxe9G/wyC9LtyCzQ9G7Mr9/vXQLcov+Db7hkkzjbpRuAIl+L/pZ9Fr0nsz/vq90C3KL/ui/P/zP0i3ITA42L3oOjv66dANy+3XpBuT2b6UbkFv43vafl25Abr8t3YDcfla6AblFvyYDAIP2idINyO1XpRuQ29XSDcjtndINyM14sHX/XroBuYW/JgMAwxb+FigAAAAAAAAAAAAAAAAADJECQgAAAAAAAAAAAAAAAAAISAEhAAAAAAAAAAAAAAAAAAR0uN+3Ozod7/xxZbLd7ztXQoCtE2Dr7j27G+BrZ2MGePzUboCXzlca4IlZCy+u1cLE3TcgfBI9cGY3wJefihng9KHdACcvBg3wgVmAL8cMUA62Tg4O3OnHdj+fc8/G/HyeeHw3wGe+HDPAR2ddtedq7aolevT0LMBzMQN87ORugM9eEGCTTs4CvCDAQsKfJf7+id0A/+GZmAFOPz/rqn09aIDR+6JysHVycOCmH5h9Pj+O+flM75kFeDVogPfPAnwlaIDRU3j6sVmA3wka4CdnAb4eNMBjswAvBw2w+hxMbKEAixNg1t03oP4WJhJg68IHmGh61zj9TSY/qfeznY8HU9Q8lpze10eAr1Yc4AN9BFhx+s/HgylqHkvOx4Mpah5Lzq/JpKj5ek78HBTgCgRYUP0Bhu9sC7B18QLsuYAQcpvXFRR8n6glDdDJvBRw87tXW3wIAEBW87qCgu8TtaQBVjGvACz4PtUWHwIA0ISUGTNh5gdAQXIQypKDAAAAAEOmgBCgT/UvIQgAAAAAALBfymPva37aPbRivhThGqKuXgibpL4OAAAAgL5UuAqoAkIAAAAAAACAA0zvSagruKquAFJNP5mQg6/LQUilvg6A/SY/WXaGn941XmWzmi0fys0Hie2O+CavLg3wvvEqm9VseSdk3r1pt68y+c7SAD82XmWzmi0fys0Hie2O+JY/j2n+pKd2H9sUPwcFuMJmNRPgKpvVLEAIyw0nwBRRP5xMFBDSmCuTDhl+dDpeYy9giYtdVlY8MVuPsdNeAADwOz13rkOv8tHT4zX2Apa4cKFDNp08OV5jLwCgddMPJNQV/Fi3gVzCT5SZm88NXUO700mp34ByUH0dVRpODgIAADBM4a/JhA+QjVFACAAwFG4BArCKR0+tf9XpOU+OYMD6Kpmbv88aVOsBt+LxjQAsEf5p91C5yeWlOXhsvMpmWbm5QGzq6wAAAADoXYUXnRQQRjNfc6/g+1juD0aj0fGEWdeJu18yaRsGIHHqp+eRAAAANKqXUkAAOplcXXqL957xKpuRws/fwE1eX5qDnxyvshm9kIzDVOFUp8GSgwAAAEAYLjptngJCAAAAAAAAYE2THy+9xfuB8SqbAWubfGdpDn5svMpmwNpMdQIAAADYvPDXZMIHyOYpIAQAAIAIHk1bBHtFz1nvGg5y8mTGZLxwQQ4CGbm9BAAAAAAAAADxKCCM5sqkwwyPo9PxGnsBS1zqMp36+GyGd6e9gCHrNJXT80UAAADCMB4EYMj8DkJZchDKkoMAAAAApFNACGzUvWd3r1a/dtbVagAAAAAAAAAAAAAAAMhIASEAAABE8FyXda0fna2G3WkvYIkLFzpk08mT4zX2AgAAAAAAAAAA6GqrdAMAAAAAAAAAAAAAAAAAgP5ZgRDqcnS6uwTBlYklCAAAAAAAAAAAAAAAAID1WYEQAAAAAAAAAAAAAAAAAAKyAiEAAAAA2T12crzzx7MXtsu2BGC/6ed3z1GTrztHAQAAAAAAAIVNH5jdwXzZHUygBwoIAQB2TR+aDbdeNNwC4JaeeHy89r7PfNlPDKSaFyKuQe0iAAAAAAAbY843AAAAlVBACAAAAAAAAACwjumxWWHAZYUBAMDvNq8kXIPiQwAAANIpIAQAANgETxgFlpsvrGeVPICCpp9PmMv1dSdw4HczHgQAAABYQ0rxLZBODkIlJCPQCwWEAEBA04eSxkspu09eNA8M4ku8KBP+CaOnH1s/wHPP1hvgM19e1rYnHh+vshlswLwQcQ011y4ub5vyS2AupQIQ4EDGg9Rper+fP6jCfClCoAjzKYGsnGQAAACGKcx4UAEhAAAAAAAAAAAAQAEeGQMAAEBuCggBAAAAAOBgk6+bywUAAAAAsCGdymvnK8MoyoW+yEEoSw4C/RpcAeHRaT9rR6a8z5WJkzKM7j2blIwpu792Vg5CWJMXu4yXHpqNl7rsBQyZizLLnXt2WaSnHxuvshmwtmcvLEuux06OV9kMWNujp3ez7LlzMbPs75/YDfAfnqk0wE6lfdPPz7pqCgKB1RgPUrnJK10O0ftnh2iXvYAlJpe75OCxWQ522QtYQlcNyMpJBgCgWnpfQFbxxoODKyAEANb2wJndzs3LT9XbuQEAAAAAAAAA6jefYZmi5tmZAAAAUAkFhADQm/n6tBabBYAKPfF4PyvSA4nmyyECAAAAAKRo4gH/KcIHCABQUPi+VvgAAehkcAWEnSo61IFA71472yGb7j07XmMvAAAAADL5+yfWrwH+h2dc4QEAGKLpJ2eT1V7XIQQgl5SF7JqYTh0+QAAAACCrwRUQAgAAuU0fKra01ORFd0ABgJIePb1+R+i5c3oyQPOmny83Hvy6syjQqunHZvV133EqAwBalVLieCA1kHAr0/uKXYoBRqPR9H45CFXI2hcFDiQHW6GAEACG6IEzSX21lN1ffsqVfVjTPPXkEaznmS93yJ0nHh+vsRewxLMXOmTTYyfHa+wFrCJlCUGo1rx2N2oh7jxzreQJ65ne4+cPqjBfihAowlwuAAAAABis8ZXJTTebj06bv1y4J6IUdX4aAlxdiwHW2eZOFgO8nhbNvWdr/DReO/tugL86kvRWx0/VGOCl8+8GmJiNJ6oM8OJCgHde2/tqsBx849DeVxPrBmuwWDf18z9KequCK6QtcdPiafu+wU7qvA28+GzID/5876tysH7Lc7DOtOpkUDl45Jd7Xz39WI1t7uTcs+8GeCitKzMvIKzKYjXj719PeqtHq+yqPbfQVUvsjKasAJbPYknDG/ue6TQvmWtXj8V+dX4aiwHeSHurk1UGeKG/b7D+AH9v31m0zvNGJ4snmWv7ejIB6gYX66b+931Jb1VwhbQlblo8bSvprervi/7hf+59VQ7Wb3kO1plWnQwqB0d/vffV6QdqbHMnkx8vBPjrva8GKCCcXF0I8N+S3qrOR+NPXlkIMK233UAO/vneV+crELbrprUTf7v31QB1g5PXFwL8WdJbTY/V+GlMLvd2TaaBHNynzjZ3MvAAO6nz0xh4gHW2uRMBbqwlmQwrBz+x99XpXTW2uZPJTxYC/NXeV6ONB6/ufTXACoSTVxcCfCfprRrIQePBBt00Hvz3va/WeZmlk2Fdk9mnzjZ3IsCNtSSTYfVF96mzzZ0IcGMtyWRQOXj2mBUIAQCAntxUfXeQANWGAAAA7Lip+u4gAaoNAQAA2NFptmWd8ymhaTdV3x0kQLUh1Oam6ruDBKg2hNroi0JZcrA5CggBYEAWlw47UICl0gAAANixuHTYgQIslQYAi25aruEgAZangNrctFzDQQIsTwG1MZcLAAAAABhfmfS25CLAHtej31z41ZHSLcgs/C/EnddKtyCzNw6VbkFmP/+j0i3ILfo3+MGfl25BZnKwedG/wSO/LN2CzA5F78r8/vXSLcgt+jf4hmc6Ne5G6QaQ6Pein0WvRe/J/O/7Srcgt63SDcjsD/+zdAsyk4PNi56Do78u3YDcfl26Abn9W+kG5Ba+t/3npRuQ229LNyC3n5VuQG7Rr8kAwKB9onQDcvtV6QbkdrV0A3J7p3QDcjMebN2/l25AbuGvyQDAgJ09Fv8WKAAAAAAAAAAAAAAAAAAMkQJCAAAAAAAAAAAAAAAAAAjocOkGAJG9My7dgsx+Hf0kuh39G7zzWukWZPbbQ6VbkNvdpRuQ25HSDcjt56UbkJkcbF70HHz7R6VbkNnbb5VuQW7/VboBmY23S7cgszf/oHQLcos+mnBRrXn/U7oBmb15W+kW5Pb/Sjcgt+ijid+8XroFmb15e+kW5CYHG3fnXc+VbkJevxi9r3QT8tre+lTpJmT2dukG5PYX/1K6BZld/+PSLcjszj8r3YLM3indAAAgmzvff6l0E/L6ZfTx4I2to6WbkFn88eB3Srcgs+t/UroFmd35/tItyMx4EABCswIhAAAAAAAAAAAAAAAAAASkgBAAAAAAAAAAAAAAAAAAAlJACAAAAAAAAAAAAAAAAAABHe737Y5Oxzt/XJls9/vOlRBg6wTYuvsmuwG+Oo0Z4JOP7wb49JdjBnjqsd0Azz9baYDhk+j4qd0AL52PGeD0I7sBTr4XNMC/nAX4r+sEmLj7BsjB1snBgZsenX0+V2J+PtP7ZgG+GjPAJ2Z90WeC9kVPntwN8MKFmAFOvzA7RL8WNMCHZgG+GDTAY7MALwuwSSdnZ9ELQc+i07+bfYP/GDTAD88C/H7QAKvvysb/pZZEjas/ico6MT6+88fF7UtlW5LJ2fHR3T+2r5RtSSbTu2dH+A9iHuHhU3h620d3/phc+27ZlmQyveP9O39M3vhp2ZZkMr1ndoheDXqIhs9BATZOgMXV38JEAmxd+AATnRif2Pnj4vbFsi3JZDL+9M4f0+1vlW1JJsaDrZve9vGdPybXvl22JZlM77hr54/JGz8p25JMjAdbJ8DWCbC48BNiBZh19w2IF2DPBYQAMGRqn1oXvvYJAAAgKsVLAAAAAAAAAAC/kwJCAAAAAGDoLCEIAAAAAAAAAEBICggBAAAAAAAAAAAAgICmfzlee9/Jv3oqH6SSg1CWHISy6slBBYQAAAAAAAAAAAAArOPE+MTa+17cvthjSzKZjD+99r7T7W/12JJMpncnzGn+gbqC8qa3fXztfSfXvt1jSzKZ3nHX2vtO3vhJjy3JZHpPQg5elYPl1VMZkokAl2giwPDCf4MCXKKJAOuhgBAAAAAAAACA4MxCgLLkIKxnnjuJiSAHAQAAAIZMASGNOTpd/4JmX+9zZeLCKMN16rF+cjDlfc4/Kwch6Q5f4u5uEALQupMn1/8dvHDB7yDDNT02m6x2OW2y2rGEvmjafw2MjAcBAAAAgMFYfkmzryp94FbkIJQlB6GsCnNQASEAAADQgJTCP6BHKRWAQLrEB8oAAAAAQF8ubl9c8uqJ8YlVNqvZdPtbS16djD+9ymY1m/xg6Zzmu8erbEZBk2vfXvLq9LaPr7JZzSZv/GTJq9M77lpls5pNri7NwXvGq2xGQRVWhvRLgKtsRkHhv0EBrrIZnSggBAAAAAAAACAmsxCgLDkIZclBAAAAAEYKCGnOlUmHS5ZHp+M19gKWOP9sh2w69dh4jb2AJTrdunPDDwDWcOGC300oaXJZDkJJxo8AAAAAAAAAEI8CQgAAAKABnUr7Tp4cr7EXsESn0r7psdnDLBQEQk88UAaAIZv/tAFFyEGohGQEAAAAYG0KCAEAAAAAAAAAgPZ4hAoAAAAAHEgBIQAAAAAAAMDQTe9ef12jyQ/UbECq6T0JOXhVDkKqlPX91C4CAAAAUDkFhAAAAAAAAABUqlNVhnWooHfhc7DFNncSPsDwwucgAAAAABuwVboBAAAAAAAAAAAAAAAAAED/rEAIAAAAAAAApDoxPr72vhe3L/XYkkzOjo+uv+/2lR5b0q/JD5atUDS9e7zKZtRgettH1953cu27PbYkk+kd7wFYFOMAACAASURBVF9738kbP+2xJf2aXF2ag/eMV9mMGsxXfltDE4vFRQ1wedss6AckchoBAACgElYgBAAAAAAAAAAAAAAAAICArEAIAACwCZ4wCgAAMEzGgwAAAAMXdR1XAADycXMB6JcCQoA+Pfn4bl/t6S/rqwEA0KQnHl//HvYzusEM2PTY7Nr95aREmL/PGhL/a2A0Gk0/nJCD35eDwEBd3L605NUT4+OrbFazs9tXlr06PrrKZpDP5Np3l7w6ve2jq2xWs8kbP13y6vSO96+yGeSzfA5fgKl+4QMEAAAAgCFQQBjN0en6E1z6ep8rE9eF4d1Kws3vrnYRRqPR9CNJOZiy++R7chDiS3lEaOLuJmEAAAAUZDwIAAAwTInjQWA9Ug/KkoNQCckIZYXJQQWEAAAAEEHKyoFAj1KWEATSpSwhCAAAAMAmWch0x8DDBwAAYAMUEAIAAACresZ611DU5LIchJIm35eDAAAAwOaorwMAAAB6oYAwmiuTDleLjk7Ha+wFLPF0l+nUT86WiOm0F7DE5Hsdsmn6kdm9li57AUPW6dasG7oAAABhGA8CsMT0ntmZ/6ozP8Cm6X6Tm/EglCUHoSw5CGXJQSgrXg4qIAQAAKqgrBcSdVob8InZwyysKAh96bQ24PTY7FfPioLQk05rA04/PMtBKwpCHWQlJJrePS7dBGA0WqgkBIqYz9MCAABgCJoo1wGohwJCAAAAAAAAAAAAoIyUGmDzxQEAAOBACggBAAji6HT3rtKVScxbRMdP7QZ46XzMAAEAANZz8uTucOnChZjDpenfzZ6h+48xAwQAAEgUvvwsfIAAAJsXfv268AEC0IkCQmCj7pvsdkZfneqMAgDQpOl9CTfpX9UNZrimD81uTryYlAjz91lD4n8NjBaqmNag8AkAMpn8oMOP7PTuWc+8y17AEpOrXXLwnlkOdtkLWKLTRFjTZwEAAAAYJgWEUJfwSycBAEMw/cj608oTd598TyeqvOnRhG/wim+Q4Zp+YTZ76Wtp9XVfSMjBtP8aGI1GJx9fPwcvfFkOAs2bfjhtPJiw++T7zqIAlZre8f6dPyZv/LRsSwCAfFLWSDyQol+4lfkzYoAi5s+IAcrK2hcFDiQHWzG4AsJ5dVbB91EYBqOFpQg3v7vFD2E0Gh0/lZSDKbtfOi8HASgjZeVAoEcpSwgC6VKWEIT6nTyZUMR7oYFLFlYBhfWcHR8t3QRYZnrbR3f+mFz7btmW5DavJASKMJeLkJbXlQVYczJ8gAADN73t4zt/TK59u2xLMpnecdfOH5M3flK2JQAAjPcUs/VVX1fQ8vK88AF2UuenMfAA62xzJ4sBvrW199XEusEaLNYf/sd7kt7qyYRFCfJ5emG5g+20Bp56rMYAzz/7boB/+n97Xw2Wg7+4be+riXWDNVisP/zvTyS9VeIKaZnctHjakaS3qvM28OK9qw/+895X5WD9ludgnWnVyaBycPSjva+mrBxYiZsWMHxr76sBCggnr74b4Hv+K+mtnqiyL/rMQl90nDY0TCkeyGexLOHNP9j7asrKgZW4aQHDfdEEqBucvLgQYNpTuabHavw0Jpd7uyZTf4Dv/Z+9r6asHFiJxQUM39zXFw1QN3hT7dNfJb1V4gppmdy0eNqhpLeqvy/63tf3vlrnb3cnN/3Q37731fA5WGdadTKoHLzzQ8/tefXE+Phmm9O/i9uX5n//YvS+Pa8GKCA8u31l/vf2Dz+V8lZ1Lk8x+cFCDr6d9Fb15+DoL/5lz6vzAsJ23VT6eP2P97waoG7wprUTf/RnKW9V5/IUk6sLh+g7SW/VQA7uU2ebOxl4gJ3U+WkMPMA629yJADfWkkwGlYN3fujSnldPjE9stjn9u7h9cf73L/eNByfjT2+2Of2bbn9r/veNH+4d3tY5xOtkYOPB7+x5dV5A2K6bSh+v/8meV+cFhO26qfTxR3uHt3UO8ToxHtxYSzIR4MZaksmg+qL71dnmTgS4sZZkMqgcPPuh4a1ACAAAZHJT9d1BAlQbAgAAsOOm6ruDBKg2BAAAYEen2ZZ1zqeEpt1UfXeQANWGUJubqu8OEqDaEGqjLwplycHmDK6AsNPqdgHWwIHaLC7fd6AAyxVCbRaXDjtQgKXSAGDR4vJ9BwqwXCHU5qbl+w4SYLlCqM1NS4cdJMBSaQCwaHH5voM3bn+5QqjNTcv3HSTAcoVQG3O5AAAAAIBxp4I6gE7e2irdgsz+4z2lW5DZdvTbQ3/6f6VbkNkvbivdgsz++xOlW5DbkdINyOyD/1y6BZnJweZFz8HRj0o3ILe3Sjcgs/f8V+kWZDaOfrnizT8o3YLcoo8mhvdUrmje+z+lW5DZm9H7oqO/Kt2A3A6VbkBm7329dAsye/P20i3ITQ427s4PPVe6CXn9YvS+0k3Ia/uHnyrdhMzeLt2A3P7iX0q3ILPrf1y6BZn96M9KtyCzd0o3AADI5s4PXSrdhLx+GX08eOOH0R95E388+J3SLcjs+p+UbkFmP4r+yBvjQQCI6+yHRtGLewAAAAAAAAAAAAAAAABgkBQQAgAAAAAAAAAAAAAAAEBA4688vV26DRltRQ5uNBqN3nOjdAsyG0f/Bt86VLoFmYXPwdui52B40Y/Q0bh0A3I7HP4rjO7t6Mdo9PjkYPN+c7h0CzILP5q4XV+0cW9Hf6ZT+Bw8Ej3A8N/gjeh9tejxjQ5FP0TDux79GI0enxxs3rXox2j0vrZrMs3zO9g6v4MAQLvco2+d8WDrjAdbZzwIALTr3jPx76ABAAAAAAAAAAAAAAAAwBApIAQAAAAAAAAAAAAAAACAgBQQAgAAAAAAAAAAAAAAAEBAh0s34F1/++R454+vPL1dtiWZnDi1G+DF8xkDfPCL43xvvqKXvpQxwAfOlA/w5acyBvjo7Dh5LudxUtDDp3cDfOFczACPzQ7RyzmPk4KOVZCDWT/b+Ukma6YXFP4Q/dxkN8BvTAXYJDnYuvCHaPgACwrfDX5k1g1+vuJucC89vaznt/B90S/MjpOvbfw42cx//dDsksWLOa8bFPyv758doq+sdZzc38cRvt5/vaL7JuVz8NWcP8Hhu2qJh2j9wnfVwgcoB1sX/hANH2CiB/voybxUcXbUP1xK9Lk+eno1Z0f4AMMfovUPlxKFP0TrDzD8D70AWyfA1gmwdeEDTNTLXL6apweE72zX31VLFD7A8Ieo8eAqaj5EBbgKARYkwFW4JpNCgK2LF2BFBYQAAAAAAAAAAAD0ov4JowAAAABsgAJCAAAAONh8FUGgiPkqggAAAADQF/V1AAAAAPSuwotOCgijeelLHY6PB2dz7zrtVdbLXRYTf2C2fHmnvaBRx2YH/OWcB3ynN99MkwAA6MXyPlsNXTt9UWJ7Zemxev/skF6+WVavdrkoed/sMminvQCARr20tIvy4Kwns3yzmtU/XEq0/Pbz/A53u6UR4QMMf4jWP1xKFP4QDR9givDhhw8QgOWz8gJM3gvf2Q7fVQsfYPhD1Hhwlc1qJsBVNquZAFfZrGbhA6R1FdbXhaeAECCL+fAbAGAgHj2l/1OYLujAfcEimdW4XzICAADAYPQy1alm4QMMz4RRAAAAQgpffhY+QDZPASEAAAAc7Plzy66nPDKr3Vq+GbC2F7+0LLke+uJ4lc0AAIAWqV2BsuQgsamvAwAAAKB3FV50GlwB4QlrYgAA7St4t979UQAAgIKMBwEAAIZJNS8AAAAQRoX1deENroAQIKvLT3X4iTp2ZrzGXgAAdXru/LIuzaOzh7ks34wU+qID97Wlq19+YbZI5vLNSPFKl2y6f5aDnfYCAAAAahN+qlP4AAEAAIAWhb9kET5ANk8BIQAAAAAAAACV6jQBwrQJ6J0cBAAAAABo3eAKCC92WezixGyJjE57AQBk4iY9AADAMBkPAgAADJPxIAAAAADptko3AAAAAAAAAAAAAAAAAADonwJCAAAAAAAAAAAAAAAAAAhIASEAAAAAAAAAAAAAAAAABKSAEAAAAAAAAAAAAAAAAAACUkAIAAAAAAAAAAAAAAAAAAEdLt0AAAAAAAAAAAAAAAAAYDQajT43Ge/88Y3pdtmWADEoIASG4uHTu72oF87pRQEAAAAAAAAAAAAAABCfAkIAAAAAAFiTZ38CAAycDiEAcCvzfkIKfQwAAADSKSAEAAAAAGDQepnLBQCl+CGDSkhGAADolz42lCUHoRKSEeiFAkKgjIdP68oAGRUcL3n4HwyBk0yjHtEFhTo89EXJCGTk/hmQlfEgAEC1jAeBrJxkAAAAhinMeFABIQAAAAAAAAAAAEABHhkDAABAbgoIAQAAAADgYOZyAVCnTr9Q8wfl+l2DvshBAADIRGcbypKDUJYcBPqlgBDYqBfOdeiUPHx6vMZewJAZLwFZOcm07vkuvcpHZn3RTnsBS7z4pQ7Z9NAXx2vsBQyZrhqQlZMMAEC1dNWArJxkAACqpfcFZBVvPKiAEAAAAAAAAAAAANio+QzLFDXPzgQAAIBKKCAEdj16aveS3HPnXVYDAAAAAAAAAAAAAGJqYrWoFOEDBKATBYQAAAAAAORy/5nde5OvPOXeJADAEOkQApBP+PXrwgcIAAAAbIYCQgAAoGe93MtcjzugAEARx8700P+5XPF06vv7CBAYAuNBgDXMO5M1dwgBAJbLOh404oNbKXgpBhjJQaiGZISy5GAr9hYQ/u2Tu9/cV55eZ9Q9333zElsOAIPSy9zW9ZgAAQAAUJBSQAAGqODlUGCRviiUZS4XAAAAAAzWeE+5XcEKwL4sRrSVVqFw4lSNn8bF8+9G9Z4bSW/14BdrDPClL70b4DjtG3ygyltQLy9Uzrx1aO+rj1Z51HXy3PnecvDh0zV+Gi+cezeq29JysM4pCz0Wd9Uf4P5Q6zxvdLJ4ktkfTJ1fSieL3+DhtKO1zrukPT46sf4A397XQDlYv+U5WOdR18mgcvA3+xakD9YXTRxNPFJlX/T5hb7o7fqiS9Uf4Ntbe1/9QpVHXSdfO9dbDj5U5SWLFxcuWRxJC7DOWbOvPNXbN3hflb+Dry78Dt7Y18A6zxudXF7aF63zqOtk8RA9ZDy4VP0BXpeDDVqeg3UedZ0MKgev7Wvgg+0foi8tHKL7+trRTjKuiy5Xf4B+B1ukL7q6FgOss82dDDzATur8NAYeYJ1t7kSAG2tJJoPKQffoW+Qe/erq/DSMBzfZmBxcF11dnZ/GwHsyAqyfHNxYSzIR4MZaksmgcvDeM/tWIAQAAFhPp9FUneMlAAAA1mA8CAAAMEzGg1CWHISy5CCUJQehLDnYHAWEADAgnVb1CfCMKwAAAHa80mU8GOCRwACwyHVRKEtfFMoylwsAAAAAGH/l6d6WXKzQVuTgRqPR6D03Srcgs3H0b/CtQ6VbkFn4HLwteg6GF/0IHYW/v3c4/FcY3dvRj9Ho8cnB5v0m+vNkwo8mbtcXbdzbW6VbkFn4HDwSPcDw3+CN6H216PGNDkU/RMO7Hv0YjR6fHGzetejHaPS+tmsyzfM72Dq/gwBAu9yjb53xYOuMB1tnPAgAtOveM/HvoAEAAAAAAAAAAAAAAADAECkgBAAAAAAAAAAAAAAAAICADsdeMDp2dKPRaGQ57MaNfYON8wVSufCH6Nvxf+lpmxykcu9E/wbDPy/nRukG5Bb9CB3ANxj9K7wR/pc++jcYXvgj9IZDlLrJQSr35uHSLchsK3oS3v5O6RZkFv4ccy36NYvw3+CR8EN6ACCuN4wHG2c82DrjwdYZDwIATYveGwUAAAAAAAAAAAAAAACAQVJACAAAAAAAAAAAAAAAAAABKSAEAAAAAAAAAAAAAAAAgIAO9/t2f/PkeOePrz69vcl9N+b4qd1GXjrfuZEp+27Mg2d2G/nSU50bmbLvxjwwa+TL3RuZsu/qHjm9+788f67ejzHFw7MAXwga4GaOk4IE2DoBtk6ArRNg68IHmMh4MNO+G2M8mGnf1SWOB1N238xQNHE8mLL7ZoaiicdJ/YeoAFsnwNYJsHUCbF34ABMZD2bad2OMBzPtuzH1jwcT1T8eTBT+EK0/wCY+xhQCbJ0AWyfA1oUPMNF8TJeiifFgiibGgymaGA+mqDn952O6FE2MB1M0MR5MUfMhKsBVCLAgAa7CNZkUAmxdvAB7LiCkuF5GdD2+T+96+SXr8X1gsAomUZjfYACAOhkPQln1H6KJLaw/QABgbb3MHK1ZLzNHa1bteLAv4fuivcwcrVkvM0drFv4QDR8g1Kn+CaMAAAAAbMBW6QYAAAAAAAAAAAAAAAAAAP2zAiEAAAB0EH7FCahc+BUnAAAAANgYC/QBpPjq08tOgPNl6pdvVrNL55e1fH7TcPlmNXtp6U/YfJn65ZvVbPlv9Lwb0O5P+fPnlrV8vkz98s1q9sLSls9vGi7frGbhD1EBrrJZzQS4ymY1Cx8gVK7Ci04KCKPpNFRrcYDXKQH8sFFQL2f89WQ94OUgAHCg+b1ANuzBjXRBC44f9UVX9Ij6utKyjgcLHtJyEAC4FRNGV9msZiaMrrJZzUwYXWWzmoU/RMMHWOFMoH6FDzC88DkIAADAMIW/ZCHAVdQcYIW2SjcAAAAAAAAAAAAAAAAAAOjf4FYg7OshoPP3AQAAYAjCrzgBlQu/4gRAVh7fCEDTsq7yDRxIDhKbBfoAAAAA6F2FF50GV0A4pwIQyKHTGdzNBmBtBe/WO2UBt/LVp5edH/7myfEqm5HipS6n6AdnPyWd9qJmzy8tnHtkVl+3fDNSGA8Cm2H2NgAAVKXCmUD9Ch9gQ4wHAQAAYC78JQsBrrIZnWyVbgAAAAAAAAAAAAAAAAAA0L/hrkCY1aXzilwBAAAAAGiJxzcCUCfLfUNZchAAAAAAoHWDKyDsVNp3/NR4jb0AADJxkx4AAGCYjAcBAACGyXgQAAAAgHRbpRsAAAAAAAAAAAAAAAAAAPRPASEAAAAAAAAAAAAAAAAABKSAEAAAAAAAAAAAAAAAAAACUkAIAAAAAAAAAAAAAAAAAAEpIAQAAAAAAAAAAAAAAACAgA6XbgAAAAAAAAAAAAAAAAAwGo1GD5wZ7/zx8lPbZVsCxKCAEGjJw6d3e0IvnOvcE0rZFwAAAAAAAGA/c7kAgFuZ9xNS6GMAAACQTgEhAAAAAACDZi4XAAAAAADAIk/MAYBIFBACZczXAyyyOxBeL1M/1+NyCQyBk0yjjp/Sh4QqGNABWRXsqgFDYDxInR708wd10BeFsuQgkJWTDBQh9aASkhHKkoNQVpgcVEAIAAAAAAAAAAAAUIBHxgAAAJCbAkIAAAAAADiYuVwAAAAAAAAAQHMUEAIb9cK5DrOsHj49XmMvYMg6TeWcryhtAiiwIieZ1l063+G7OH5qvMZewBLGg0BWumpAVk4yVO6lLgfbg7NDtNNewBJ+JqAsOQhk5SQDZclBKEsOQllyEMqKl4MKCAEAAAAAAAAAAAAAAGhDE+U6APVQQAgAAAAAAAAAAABs1HzOdwrzxQGA9YQvPwsfIACdKCCEUB45vdvVe/5c565eyr4AAAAAAAAA+z08uwv5gruQAPQtfPlZ+AABAACAzVBACAAAAADAMiarAQDk4ymfAAAA0CLLuwEADVFACAAA9KyX+eXrcU0WAChCfR3ADuNBAACAYco6HjTig1t5sNylGGBRweuiwEgOQmlysBV7Cwj/5sl+vrm+3meN//GrT7teAAAHMJcLAABgmFy7hxapUoZEx0/5+YMqPHxaMkJJxoOEtHykE2BRoPABAhDbfBj4wjk/VQAAhY33lNttvvCvd4sRbaV1OOu8m3jp/LtR3f5O0lvV+fiZlxYuaSW2r87L34vX7K5t7X31kfZvmz1/rrdvsM6biItD2SM3kt6q/kM0UYsB1tnmTgYeYCd1fhoDD7DONnciwI21JJNB5eAb+xakNx5cZDxYhPHgRluTgfHg6uo/RBO1GGCdbe5k4AF2UuenMfAA62xzJwLcWEsyGVQODnA8WOcQrxPjwdXVn4MDHA/WOcTrxHhwdS0GWGebOxl4gJ3U+WkMPMA629yJADfWkkwGlYPGgy1aPh6sc4jXifHgRluTwcDHg3UedZ0M6ndwvzrb3IkAN9aSTOTgxlqSiQA31pJMBpWDx764bwVCAACA/8/e/QZbVpYHot+7abq0RSDBmEjZzAg14yhckcErMS0XhwAJVk2s3JovM1qBhmaMlnSVWGA00IsFRCOUWtVQGoUGzDjJl1s3lZuaMEHHkiAQvGhLosn1A+jYjpO6xsTbkm7S/879sM9a7HNa1tlrr/3u913v+v0+rVPrz3mec/az93rXXs9659NqNJXmeAkAAIA5GA8CAAAMk/EgxPXZNjWYQbchpMbnIMSlBiEuNdg76xsI101I2CyDx88AwKA4VwMAABgm40EAhmx6uoYNZTA9BaRmerqGDWUwPQWkxngQAAAAABi36hjsnROnpM/MiVPSZyb7K9MnTkmfmez/gydOSQ8A0BcHc5+Q3niw77IfTRgP9p3xIADQX8aDfWc82HfGg31nPAgA9JfxYN8ZD/ad8WDfGQ8CAP2185ZR7mejAAAAAAAAAAAAAAAAADBIGggBAAAAAAAAAAAAAAAAIEOb855PeZz7lPQnxQ6Ajjbn/hI9lvuc9AdOjh0B3Zx+JHYEgR3K/UEBP/z52BGElvsn/Vnfjx1BYGqw93KvwdHB2AGEdjh2AIGd9k+xIwgs+xF99qOJ3IeDo025v0Sz97KjsSMI7HDu56IHXxE7gtBy/w+e/rexIwhMDfZe7v/B0WWxAwjtQOwAQvta7ABCOxY7gNDOjR1AaIdiBxDad2MHEFrW95AAwNBdHjuA0LIfDz4VO4DQjAf7zniw74wHASBr2X8FCgAAAAAAAAAAAAAAAABDpIEQAAAAAAAAAAAAAAAAADKkgRAAAAAAAAAAAAAAAAAAMrR5sYd7783jycKn7lhZ7JET8Z5bVhP89O15Jnjt7tUE994mwV56d/US/UymL9Hs32Q+8KHVBD/+0UQT7Bhh+glm/y7xvqqI7sm0iMrrVhMs7s00wWuqBO/PM0E12HdqcODK91V/n3vy/PuUN1QJfiLPBG+oTtU+keqpWkfv//Bqgp/8SJ4JFjeuJljelWeCu6sEb8s0wZtvWk3wjjslGEf27xIf/K3VBD/2u3kmWO6sPqnvyzTB3M9F1WDfqcGBK8+q/j7fy/PvU55XJfjNTBO8qkrwc5kmmHsJlxdVCT6ZaYJvqxL8cqYJXl0l+GCmCSZfgx0jlGB0Egy6+xKkH2FHEuy77BPsqNxW/X325/n3Kc+tEvxWpgkOZjzYRcrlbzzYd8MZD3aRdA3mfp4gwb5LvwaH8y+QYE/ll+CCGwghtLqvIOJxcm1pgFbqVsDl755s8yEAAEHVfQURj5NrSwPMou4AjHicZJsPAQDohS53zGRzfwBEpAYhLjUIBFV3Es6hF82HdSfhHHrRfFh3Es4h1+bDfqk7CefQi+bDupNwDr1oPqw7CeeQa/Nhv2R/si3BBr1IEGBCAyEAAAAAAAAArWU/WwUkLvvZKiBx+T2HHgAAAICFSPDCkQZCgEWqJ9YzSx4AAAAAAAxceV719fA3e/CtQZcZJyBN9SQV2c84AWlK8DapBl1mnAAA0tR8EtKvcxXoIzUIcWVfgxmk0EyC2UhnmlMNhPTM3ttaFMC1u8dz7AU0aNUYqZ0SAIAF+uRHWpxVvv/D4zn2AhrccWeLarr5pvEcewEAfVee1eEb0O/14LSh7gakX7K/UaZWXtShBp/sQfp1NyD9MqAaTOZOoED01/XUcGoQiKLY3/gms208y2YpK77VmOC541k2S1nzZPLmnE9f81CuHiT2YsT3UzU/C6Zfj4z5qZonkzfnfPqyP9mW4CybkQLXZBpIkGkaCAEAhsKYFoBAbqieHPEJT45gwCK2zOnWAzZkPAgAAAAAAAAAg6WBMDf1nHsRj2O6PxhNTb63/N1N9wdD0PEhrx7XAUCDG7qdygId1d2AAD+V8SAAC5f+jBPmvCJv6c84oQbJW49mnFCMAAAAAH2R4EUnDYQAAAAAAADAnIrvNX4DetZ4ls1SVnyzMcHzxrNsBuEUTza+RC8az7JZyoovNyb4tvEsm0E4Cd4JtFjZJwgAAAD0UfaXLCQ4y2a0ooEQAAAAcmDmQEiEKQQBAAAAAAAAAIB0aCDMzd7bWvTXXrt7PMdeQIOPf7RFNX2gusO71V7AkLV6kIbHbwAQwiecu0JUd9ypBmGgjAcBGDKfgxCXGoS41CAAAAAA3WkgBJbqvTevXq3+1B2uVgMAAAAAAAAAAAAAAEBAGggBAAAgB63mBryhmg3bjIKwKK3mBrz5pvEcewEAAAAAAAAAALS1KXYAAAAAAAAAAAAAAAAAAMDimYEQ0vLuW1anIPjM7aYgAAAAAAAAAAAAAAAAAOZnBkIAAAAAAAAAAAAAAAAAyJAZCAEAACCs8obVmcaLT5hpnOHafeNqIdx217ILIeKvBvqi3Fl9WN/njQIAAAAAAACIrLym+gbzft9gAguggRAAYFV5XTXcutdwC4AXVXcDAlHU3YAAAAAAAJAy93wDAACQCA2EAAAAAAAAAAAAAEHUnYRz0HwIAABAdxoIAQAAiKx8X/X41Xt8A8pwFdXEeuVdyy6EiL8aIDXlzg73ct3nXRQAYIjKq6tLWw86IQQAgEXq0nwLdKcGIRGKEVgIDYQAQIbK6zqNl7rsXtzr/gDIX8SLMr14wmjdDZiZ4hNNf/zyhvEsm8ES1N2Ambmtsblxd5V182bAEHTpAATYkPEgaSqv8vEHSag7CYEo3E8JBOVNBgAAYJiyGQ9qIAQAAAAAAAAAAACIwCNjAAAACE0D4fK855bVrtNP327ADxG89+bVGvzUHWoQAAAAgNaK+1xWAgAAAABYklbttfXMMJpyYVHUIMSlBoHFGlwDhhQyvgAAIABJREFUYd3Fl8hxYLDqdr4ouwO5Ku5tM166rhovtdkLGDIXZZoV9zRlWr5vPMtmwNzKu5qKq7hxPMtmAC/mg7+1+jbysd9N9G2kVWtfubM6M9EQCMzGeJDEFZ9r8xK9qnqJttkLaFA82KYGr65qsM1eQAOnakBQ3mQAAJLl7AsIKr/x4OAaCAEAAAAAFuv9H169FvzJj6R7LRgAAAAAktLlDste3J0JAAAAidBACADM6n3V5J/33OH6OwD9U95gFmtIwu4bFSMAAAAAwMaG0yNXZwoAsDTZn2tlnyAArQyugfDTt7f4/HvPLeM59gIafKpN09F7q1alVntBRNfuXn3R7r3NixYAAABGo9Hog7+1Olj+2O8aLAMADFH5tupmtS87IQRgwRbSddaL26m7ZNqLBAEAAICgEmog1CkEcb276pj9jI5ZACCG8rrqRqJ7nY0AAAPy/g+vngV98iM9OAuquwEBFqjcuYhbfu/rwbsowE9VXlRdFnvSWxkAANBCeZULthBTebUahCSYzhpgFgk1EAIAS/O+mzuNl7rsfo8nBcAA1K2Ay99d8yENik+0eHmUN1S37rXZC2hw210tqmn3jeM59oIU1N2AydIBCAS1kFZAWLjyPK9MSEI9FSEQhfspgaCCvsmYRBEAACBZLjr1xXjddH/v7dZOkILpjMbdLh2855YU/xqfnpodbku3BK/dnWKCe29b2BWf9BM8ekKA707yVdfK9ASGx7plk+Y70vSbzKGTOh3qAx9KMcGPf3RhNZh+gqcfWb82zfeNVqbfZA5tWr+2Y99gCqb7D3/4850O1bHBKZA1vU/d3mTSPCOf/mrnrO+vX6sG09dcg2mWVSuDqsHRwfVry/elGHMrxT1TCR7udKi6gTAp092Mp/1Tp0PdkOSp2ic+urARfZoNPNNzix04ef3a4sYUY26lnGr265jM7iT/GtPdjJu6vURvvinFBO+4c2HjwfQTfNnR9WvTfN9oZfpN5vAJ56IZ9A1+7HdfSPDgKzodKs0GpzWTp53wH2wl/XPR0/92/Vo1mL7mGkyzrFoZVA2OLlu/tjwrxZhbKb43leCB9WszaCAsvjmV4Nc6HSrN6SmKz00leKzToXpQg+euX1vPQNhfa+ZOPLR+bQZ9g8WXpxL8bqdDpTk9RfHgVILHOx2qBzV4gjRjbmXgCbaS5l9j4AmmGXMrElxaJIEMqwYvX7+23JZizK0U+xvHg+f2P8FvTSX41Pq1aQ7xWjEeXGYwIQx8PJjmEK8V48GlRRKIBJcWSSDDOhc9QZoxtyLBpUUSyKBq8NYdZiAEAAAAAAAAAAAAgF5Z0323kQy6DSE1a7rvNpJBtyGkplXnT5q9PQDLpIEQAAbknjtajJcymCoNWLI10/dtJIPpCgEAemR66rANZTBVGrBka6bv20gG0xXSO2um79tIBtMVQmrWTNewkQymp4DUuJ8SCMqbDAAAwDAZD/bO+FNtGgl6Z5xzcqPRaLQl9wSzdzT3t8FjuSd46KTYEdDN6UdiRxDYoU2xIwjshz8fO4LQcn+TOev7sSMITA32Xu41ODoYO4DQDscOILDT/il2BIFlP6I/cHLsCALLfTg42pT7SzR7LzsaO4LADud+LnrwFbEjCC33/+Dpfxs7gsDUYO/l/h8cXRY7gNAOxA4gtK/FDiC0Y7EDCO3c2AGEdih2AKF9N3YAoR2PHQAAEM7lsQMILfvx4FOxAwjNeLDvjAf7zngQAPJ16478vwIFAAAAAAAAAAAAAAAAgCHSQAgAAAAAAAAAAAAAAAAAGdq8eSV2CCGNs85uNBptyj3B7J0UO4DQjo9jRxDYwdz/hdn/B3/2cOwIAjuS/YMCzosdQGgnxw4gsE37Y0cQmBrsvdxrcJR7DY4OxQ4gsH/8fuwIAsv+TfT4K2JHQDfHYgdARwd/GDuCwA6/NHYEof0vsQMILfeLTgf/LnYEganB3su9Bs/Ydk/sEML6+9HPxA4hrJVj74wdQmBHYgcQ2hsejx1BYEdfFTuCwE57TewIAjPiBYB8nfHqu2OHENY/jH42dghhHT9qPNhzb/hK7AgCO3pm7AgCO+3s2BEEZjwIAFnL/n48AAAAAAAAAAAAAAAAABgiDYQAAAAAAAAAAAAAAAAAkCENhAAAAAAAAAAAAAAAAACQIQ2EAAAAAAAAAAAAAAAAAJChzYs93H+8ZTxZ+OztK4s9ciKu272a4L235ZngjmI1wQdKCfbSzuolel+mL9H33Lya4KfvyDPBW25aTfD2O/NMsLhxNcHyrkQT7Pgukf6bzPs/vBrhJz8yT4Qdd1+C8i2rERZPzBNhx92XoHxTFeFTcyXYbfclSL+IOkq/iDpKv4g6Sr+I4ip/vfr7/FGef5/yP1QJ/kGeCWZ/LvrbVYK/k2mC5Y7qJfqABHtJgn2X/5vM9dV/8O5ME7yoSvDJRBPMfjyoiPou/SLqKP0iimvX+PrJwp6Vu+NGEsit43etLqx8Pm4kgZTnV6/wp/N8hWdfwuWW7ZOF4vBjcSMJpNx69mShOPhs3EgCKS+oXqL7Mn2JZl+DEuw5CUaXfoQdSbDvsk+wo13jXZOFPSt74kYSSFGNB0vjwX7KvoTLLRdPForDj8aNJJBy6zmTheLgM3EjCcR4sO8k2HcSjC77L0AlGHT3JcgvwQU3EAIAAAAA9I7mpb7LvnkJAAAAAAAAAGA+GggBAAAAAAAAAAAAgAzV07/MIZ0ZY6C/1CDEpQYhrnRqUAMhAAAAAAAAAAAAAPPYNd419757VvYsMJJAivG75t63XPn8AiMJpDy/wz3NT+sriK/ccvHc+xaHH11gJIGUW8+Ze9/i4DMLjCSQ8oIONbhPDcaXTmdIIBJs0IsEs5f9f1CCDXqRYDo0EAIAAAAAAAAAACSnvovOLXEAAAAAzE0DIQAtFDeufjlR3uXLCQAAAAAAoDc8xhjiUoMQlxoEYICaP8J06UNoahDiUoMQV4I1qIGQntlRzH9Bc1HHeaD0MQkvdBIuf3e9izDq9g1fx90NFwGI5bdvWsx4sMtxfudOn4MMV7ljMTXY5TjFA2oQjAcBAAAASMWelT0Na3eNd82yWcrKlc83rC3G75pls5QVTzfe03z+eJbNiKg4/GjD2nLLxbNslrLi4DMNa8ut58yyWcqKfY01eMF4ls2IKMHOkMWS4CybEVH2/0EJzrIZrWyKHQAAAAAAAAAAAAAAAAAAsHhmIAQAAAAAAAAgTx5jDHGpQYhLDQIAAAAw0kBI7zxQtrhkuaMYz7EX0KC8q0U1FTeO59gLaNDqqztf+AGQmd+5s8Un2m/fNJ5jL6BB8UCbc9Ed1blom72ABsaDAAxZ/dEGRKEGIRGKEQAAAIC5aSAEAAAAAAAAAAD6xyNUAAAAAGBDGggBAAAAAAAAaK08v+rZeFrPBkRQXlDV4D41CBHoXQQAAACgLzQQAgAAAAAAAAxd3Q2YmlZdGXo56K+6GzA1arDv/FNmVP+hUqMGAQAAAOhOAyEAAAAAAAAAAEOk4QoAAAAAyJ4GQgAAAAAAAIAN3Dp+1/z7rnx+gZHAMJVbz5573+LgswuMBIapywR9mjOBwdKmDgAAQCI0EAIAAAAAAABd7RpfP/e+e1buXmAktFI83XQrc3n+eJbNSEG5Zfvc+xaHH1tgJLRS7GuswQvGs2xGCvTX9VTzH1/nDwAAAAB50EAIAACwDO4zAAAAGCbjQQAAgIHTZw4AQFu+XAAWSwMhwCLdctPqudrtdzpXAwAAAACA3rt15fNNa8fvmmUzYG7FwWcb1pZbz55lM2BuJugDAAAAgAxoIGRhdhSr14UfKF0Xhgj0LkJc5Vuq70efUIMA9Ft9YjkH56IMWbmjOiF8oFMh1MeZQ8dfDYxGo/KiDjX4pBoENpDrjBN7Vu5uWLtrfP0smwFzKw4/1rC23LJ9ls2AuemvAwAAcmVEAwA50UCYm7qLL5HjwGB1ueu6++5A3c4XZXcge13u+Oy4u2uyNHAOCYno0gEIdNelAxBgQx3HgwAAAEzrUVtC0PFg+ulDLC7FQCIUI8SlBiGubGpwU+wAAAAAAAAAAAAAAAAAAIDFMwMhAAAAMKvb7/QQXIipeEANQkzFk2oQCMiMEwA9VV5QTZ20zzs5wLL1aP66+WSfIAAAALAcGghz80DZ4mrRjmI8x15Ag1a3U99y03iOvYAGxRMtqql8S/VdS5u9gCFr9dWsL3RZPueiEFer1r5yR/UxoSEQFqRVa195UVWDGgIhDelXpfEgiSvPH8cOARiNpjoJgSjq0zCABTIehLjUIMSlBiEuNQhx5VeDGggBAIAkaOsFAAAAAACAAerSA5zy3ZkAAITTi3YdgHRoIAQAIBPZz678/g+vJvjJj+SZIAAAwHx+u5pd+XcynV25vL76CvzuPBMEAABg4dxODQDQLPvzpewTBKAVDYTAUr3n5tWT0U/f4WQUAIBeKv9Dh4fg/oHTYIar3FF9OfFAp0KojzOHjr8aGE11Mc1B4xMABFI83eJDtjy/OjNvsxfQoNjXpgYvqGqwzV5Ag1Y3wrp9NmPZz1/XJUEAAAAADYSQlp27V6/33XdbD65OAgD8VOVbOn2F2WX34gknUfGVv97hP/hH/oMMl/46yEM9Ddoccp05DRiU8qJu48EOuxdPehcFSFS59ezJQnHw2biRAADhBG1x7EWTJ0RRPyMGiKJ+RgwQl8dtQFxqsC8G10B43e7FvDS7HOdejWEwNRXh8nc3+SGMRqP3f7hTDXbZ/ZMfUYMAxNFl5kBggbq0OALddZlCEAB66tbxu2KHAE3KLdsnC8Xhx+JGElrdSQhE4V4uAAAAABis8WdvX3MT/3+8pfeXC6czGp/QobCoBsKIpvsPN3drwdhRpPjXeKBcWGNJ+gkeOyHAnf1/iU7PnXhk0/q1HfsGUzDdf/h3Wzod6pYOkxKEc/vUdAfHuwVY3JhiguVdLyR41sH1a9N832hl+k3mxyevX9uxbzAF0/2HP/43nQ7VcYa0QNZMnnbCf7CVNL8Gnn425D//L+vXqsH0NddgmmXVyqBqcLR//douMwcmYs0EhofWr82ggbD4g6nx4Pc7HSr9c9ETBhPtdJkBLJzpucUO/9z6tRm01TVPYJh9gq2k+dcYVIJbfrh+bZrvG62seZN56fq1GfQNFndPvUTf3OlQHWdIC2TN5GkndTpU+ueiW760fq0aTF9zDaZZVq0MqgbPuPCedWt3ja9fbjiLt2fl7nr570c/s25tBg2Et658vl5e+ct3djlUmtNTFE9P1eCRTodKvwZHb3h83dq6gbC/1rQ+Hn3VurUZ9A2umTvx26/pcqg0p6co9k29RI91OlQPavAEacbcysATbCXNv8bAE0wz5lYkuLRIAhlUDZ5x4d3r1u4a71puOIu3Z2VPvfwPo59dt7bo/3iwnBoPHj9hPJjmEK+VgY0Hv7Jubbnl4qVGE0Bx+NEXfjh65rq15dZzlhpNAMXBZ1744dvrh7dpDvFaMR5cWiSBSHBpkQQyqHPRE6UZcysSXFokgQyqBm+9cHgzEAIAAIGs6b7bSAbdhgAAAEys6b7bSAbdhgAAAEy0utsyzfspodfWdN9tJINuQ0jNmu67jWTQbQipcS4KcanB3hlcA+H09H0bymC6QkjN9PR9G8pgukJIzfTUYRvKYKo0AJg2PX3fhjKYrhBS02p2uzTnr4NeWzN12EYymCoNAKZNT9+38cb9n54CUrNm+r6NZDBdIaTGvVwAAAAAwPizty9sysUEjXNObjQajTbnnmD2juV+7f3IptgRBPZ3W2JHENjx3F+iZx2MHUFgPz45dgSB/fjfxI4gtNz/g//8v8SOIDA12Hu5/wdH+2MHENqh2AEEtvn7sSMILPfBxOjwz8WOAIZtyw9jRxDY4ZfGjiC0N8cOILSTYgcQ2JYvxY4gMDXYe7nX4BkX3hM7hLD+fvQzsUMIa+Uv3xk7hMCOxA4gtDc8HjuCwI6+KnYEgX37NbEjCOxY7AAAgGDOuPDu2CGE9Q+jn40dQljHjQf77g1fiR1BYEfPjB1BYN/O/ZE3xoMAkK9bL8z/fjwAAAAAAAAAAAAAAAAAGCINhAAAAAAAAAAAAAAAAACQofGfrBSxYwjof4xOjR1CWP/z+zfEDiGww7EDCOwlZ98fO4Swnj/26tghBPa1K2JHENiR2AGE9qrYAYT2k9gBhPb12AGEdix2AKFdGjuA0A7EDiC0fbEDCC33Gjxl52djhxDWc8d/IXYIge37tdgRBJb9uegFfxk7gsCO/rPYEQT2+GmxIwgs98/B0emxAwjtUOwAQvtO7ABCOx47gNDOix1AaGqw77Kvweyvybgu2nfZn4u+PnYAoWX/OfjfYwcQWvafgwAwZNmPB31H33fZjwdfFzuA0J6PHUBoxoMAQG/dutMMhAAAAAAAAAAAAAAAAACQIw2EAAAAAAAAAAAAAAAAAJAhDYQAAAAAAAAAAAAAAAAAkKHNsQN4wb8dl5OFP1kp4kYSyG+OPzBZ+L2Vj8eNJJBy23iyUOxfiRtJIOU5VYLP5Jngh8bXThY+urI3biSBlJt/ZbJQHP2zuJEEUl5UvUSfzPMlWr61SvArARPMvtLLN1YJfiPTBK+pErw/0wSvqxK8N9MEs6/BC6oE92WaoBpkXjeO3z1ZuGvlM3EjCaQ86R2TheLYH8eNJJDyTVV1PJVndZRvqRJ8ItMEX3L+ZKF4/um4kQRSnnL6ZKF47sdxIwmkvKJ6iT6c6Uv0yirBh0KOB7Ov9EurBL+UaYLXVgnuzTTB3M9F1WDfqUHmlv/lIJdkey778i+3Vwk+lmmCl1UJfjHTBH0E9+e3RPzVEuz7r5Zg30mw77JPMKL8x4NuD+i57Mt/OTfjRWQ82Hf516AEe06CPfotEUmw7/JLMKEGQphFfeEAiKK+cAAAAP1StyUA8+nYxVfvDgAAS1Z/xw9EoQYhLjUIBJX9vXx1E2Cu6ibAXGX/OZj9vXx1E2Cu6ibAXOVfgxLsOQkCQ6OBEAAAAOgBHYCQCK2AAAAAAAAAAAAQQqDJDzUQAixSeVH1Zv1kJjPVAgAAAAAAGct+xglIXPYzTkDiTMgAAAAAQxOoOysdEkxBghedNBDSM8UzLSq8PKd6X2izF9Cg+EqbGnxrVYNt9gIAgIiKJ5y7QkzFQ2oQAPqn/jomV+UbM08we803EPTiPoNm5fbMX6LlZZknmL38azC9O4EWK/sEs5d9DQJxNd+Vl8HNe8W+xgQvGM+yWcqK+xsTrB4307xZyrL/HGy+Ky+Dm/eKLzYmWI0WmzdLWbG3McHqcTPNm6Us/xqU4AybpUyCs2yWsuwvWUiQhdNACADAxjIYLgLQd61a+8q3VJ9cGgJZlvKK6lX3cJ6vulatfeWV1V9DQyD0n/EgAAAAAAAAAPSaBsLclNu04UISyosUIxCQB28AsHDlm3y4QEx1/yFAM+NBABYu/RknfPyRt/RnnFCD5K1HEzIoRgAAAIC+SPCikwZCAAAAAAAAYE7FM43fgJ4znmWzlBXfaEzwjeNZNoNwiscaX6Lbx7NslrLii40JXjaeZTMIJ8E7gRYr+wQBAACAPsr+koUEZ9mMVjQQAgAAQA5MIQiJMJcgAAAAAAAAAACQDg2EuSn2t+ivLbdVXblt9gIaFE+2qcGLqhpssxcwZK0epOHxGwCEUDzlYwViKh5WgzBQxoMADJnPQYhLDUJcahAAAACA7jQQAktVbv6VyUJx9M/iRgIAAAAAAAAAAAAAAAB500AIAAAAOWg1N2D5pupB1GYUhAVpNTdgeUVVg2YUBAAAAAAAAAAAQtoUOwAAAAAAAAAAAAAAAAAAYPHMQAhp+dD42snCR1f2xo0EAAAAAAAAAAAAAAAA6DUzEAIAAAAAAAAAAAAAAABAhsxACAAAAEBw5SmnTxaK534cNxKAxSqvHU8Wir0rcSMBAAAAAAAAADiRBkIAAADYWHnSO2KHAINW9x8CAAAAAAAAAOStvK56jOm9HmMKLIAGQgCABSivqYZq9xuqAQAAAAAAAMDQ1fd8d+F+cQAAALrTQAgAAAAQX/mS8ycLxfNPx40EYIDKaxdwLxcAAMNUn0wWe93cDwAAi7SQLlxgbmoQEqEYgYXQQAgAZKieDxAghIgXZVJ+wuiN43fHDiGs4tgfN6wtT3rHLJtBOHX/Ya6K537csLY85fRZNgOGQCsgEJTxIGlyORQS4VwU4nI/JRCUNxkAAIBhymY8qIEQAAAAAAAAAAAAIAKPjAEAACA0DYQAAAAAALCxYq97uQAAAAAAlqRVe209M4ymXFgUNQhxqUFgsQbXQPib4w9MFn5v5eNddgeiKDf/SuwQgKQV97cZL11TjZfa7AUMmYsyze5a+UzD2hvH755lM2BuxfNPN6wtX3L+LJsBhFBeWp0XfSngeVGr1r7y2iokDYHAbIwHSZzrohCXc1GIy6kaEJQ3GQCAZDn7AoLKbzw4uAbCmlZAiEsrIAAAAMBoNCrfUl1HfiLd68gAAAAAkJRe3J0JAAAAiRhuAyEAsEzlG6tr999w7R6AOMqT3hE7BGA0Go3KU06PHQIAAAAAAPHVTYAAAMuX/fMIsk8QgFY0EAbxeysfjx0CDFpx9M9ihwCtledUQ7VnDNUAAAAAAAAAYAMLaT9L+Xbq7BMEAAAAlmNwDYStWvt+c/yBOfYCGrRq7Ss3/8ocewEAA1ReU7Vh3+8bUACAxSsv9TB4IFHltdV4cK/xINBX5fbqreyxPN/KysuqBL+YZ4IAAAAMk4uTAECPDK6BEAAACK1u54OkFMf+ePaNy5PeMcdeQIPiuR/PvnF5yulz7AURlW9x/gMwGk3dMQMAAMCgLGSyxBdjEkV4Mb6ah0S4LgpxBT0XBTakBvtifQPhvx2Xk4U/WSnmOFy9+/J1jDx9pkNkFh8aXxv9V390ZW+sGIIyHSKZKd/oXA3WKM+pHgn2zDK+fCoviFaDxT7frvGibhy/e7Jw18pn4kbSVn8jn5FuRhJXvuT8yULx/NNxIwlENyOZMZcgWVpIE2/xxFLGg/FqsPiS8SDD5XIoJKKeihCIwr1cZKm5r6x+2afQfqa/DqKI+NU8zKJ8a/VR9ZU838kNAyERxoMQlxokES86A2EKrYDpqJv3clVuS+gtqdi/+IFQ3RKQghnbElJoBUxH3byXq/KilF6iTwaowbemlOBsV1sivm90/NXL6X3qouPNOsU3ArxEU3oeW3F/gARTGnvM+N2VGgyn4xck6fcfdqxoNThR9+OFEPTgIdTNe7kq35TSS/SpADWY0pxgM7Yl1P14IQQ9eAh1816uyitSeok+HKAGr0wpwYdmq8F47xsdf/Vyep+66Ng3FaL3KalHAhd7nYuORmowpARrcLE6VvTAa3A5l2KC/pYUrskEbVN0XXQOParBWrk9YMxBD148lkANhrwttfiic9HWelmDIWPOvnGodwn28SXaSh8TVINdSLCLgdeg8eBCBG1TTOE7+qDjR+PBiaD31wU9eAqtj70bD7YVdPxoPDjhXLQLCXYx8HPRmhrsQoJdDK0GX7SBEAAAoJVWV/aTukcNAACALlrdZZJUvwQAAABdtLrbMqnbKCEPvqOHuFwXhbici0JcarB3NBACwIC0ekx10AdmwzC1ejRg0IcUAgAwNK2mDus4TRlwIjUIcbkuCnG1mq4h6MQRMEzu5YK41CDE5Tt6iMt4EOJyLgpxqUFSM/6TlSJ2DAH9j9GpsUMI639+/4bYIQR2OHYAgb3k7PtjhxDW88deHTuEwL52RewIAjsSO4DQXhU7gNB+EjuA0L4eO4DQjsUOILRLYwcQ2oHYAYS2L3YAoeVeg6fs/GzsEMJ67vgvxA4hsH2/FjuCwLI/F73gL2NHENjRfxY7gsAePy12BIHl/jk4Oj12AKEdih1AaN+JHUBox2MHENp5sQMITQ32XfY1mP01GddF+y77c9HXxw4gtOw/B/977ABCy/5zEACGLPvxoO/o+y778eDrYgcQ2vOxAwjNeBAA6K1bd442xY4BAAAAAAAAAAAAAAAAAFg8DYQAAAAAAAAAAAAAAAAAkKHNz8WOIKjDo5NjhxDYkdgBhHY0dgCBHcn+JXp8a+wIAluJHUBo2SeY+5vM6FjsAEI7KXYAdJR9DR6PHUBonkbSc8ezfxtdyf5kO3YAoWWfYPYv0ZXNsSOARtkPeLOX+4nMaBw7gNDy/6CPHUBoarDvtsQOILTcz7Xzr8HsZf8Szf7Cb/Y1mP3nIAAMWfbjwewTzP5cNHvGg32XfQ0aDwJA1tzzCwAAAAAAAAAAAAAAAAAZ0kAIAAAAAAAAAAAAAAAAABnSQAgAAAAAAAAAAAAAAAAAGdocO4AX/PtxOVn4w5UibiSB7BrvmizsWdkTN5JAyrPHk4Xi2ZW4kQRSvrZK8Nt5Jrh7/BuThdtWfj9uJIGUWy6eLBSHH40bSSDlL1Yv0b8I+BItL65+y6PLLoTl/OrsK728sErwa5kmeFWV4OcyTfCaKsH7M01QDfZceXWV4IOZJph7DUb0wfHOycLHVu6LG0kg5ea3TxaKo38aN5JAyjdX1fHVPKuj3F4l+FimCb709ZOF4tBfx40kkPLlp0wWip88FzeSQMorqpfow5m+RK+sEnwo5Hjwl6rf8nimf8ZLqwS/lGmCzkV7Lv9P21+uEvxvmSaoBplXua362+7P829bnlsl+K1ME3RJtufyH9FfUiX4SKYJ+gjuz2+J+Ksl2PdfLcG+k2DfZZ9gR/WYrouUx4P1mK6LlMeD9Ziui5THg3UJd5Fy+ZcXLSLBJxNO8G2LSPDLCSd49SISTHg8mH8NSnAGEowo/QSzP9mWYN/ll2BCDYQwi7qvAIirbucDAIDlqPsKgCjqLj4AAOiXhdwoA8xNDUJcahAAAACAkQZCgMVazjSAAAAAAAAAC7GQGSeAuS1kxglnHvxzAAAgAElEQVRgbvrrAAAAAFi4BGcB1UAIAAAAAAAAzKncVj1Zb3+eT9Yrz9VXQNLKN1c1+NVMa/ASNUjS6juBFns3Tzr01wHQoHkYmMFosfhWY4LVaLF5s5QVn2tMsHrcTPNmKWs+Q8vgRK54sjHBi8azbJay4suNCb5tPMtmKSsebEywetxM82Ypy78GJTjDZimT4Cyb5aoX6XcJsl8JdpFyggnSQEjPFN9uUeHla6s3vjZ7AQ2KR9vU4MVVDbbZCwAAfqrisTbnoturc9E2ewENiofa1OCVVQ222QsA6Lv63lBIynBulKk7CSEpA6pBjXYkaTg1CAAAwKAM51LMcDIlNA2ErFGeXV0ZfNaVQYig/MWqBv9CDQJp8fUhQPbcZQgdlVdU50sPz3O+VO8OEILHNwLQIPsZJyBx6c844QsC8qa/DgAAAICFS/CikwbC3NQdgIkcBwarbgWMsjuQPQ8UAQAAGCbjQYDlK77V+BXvueNZNqMLH38DVzzSWIOXjGfZjIVQjMOU4K1Og6UGAQAAgGy46LR8GggBAAAAAACAORX7G7/i3TaeZTNgbsVXG2vwzeNZNgPm5lYnAAAAgOXL/ppM9gmyfBoIAQAAIAf1HYFBud0QNlReEbAYi4fVIBCQr5cAAAAAAAAAID8aCHNTPNviDo/y7KrtuM1eQIPiL9rU4C9WNdhmL2DIWt3K6fkiAAAA2TAeBGDIfA5CXGoQ4lKDAAAAAHSngRBYqnLLxZOF4vCjcSMBAAAAAAAAAAAAAACAvGkgBAAAgBwUX23zIOo3Vw+ibrMX0KB4uE0NXlHVYJu9AAAAAAAAAAAA2toUOwAAAAAAAAAAAAAAAAAAYPHMQAhp2T3+jcnCbSu/HzcSAAAAAAAAAAAAAAAAoNfMQAgAAAAAAAAAAAAAAAAAGTIDIQAAAGys3Pz2yUJx9E/jRgI9Vb78lMlC8ZPnlr87QDjl1ePJQvHgStxIAAAAAAAAgDyU11TfQt7vW0hgATQQAgAsQHlVNVT7nKEaQObqTkIgirqTEAAAAAAAUtblnm/3iwMAALBAGggBAAAAABg0swgCADA3J5MAwIbqbkAAAACIQgMhAABA6nrxhNEPjndOFj62cl/cSKCnype+frJQHPrr5e8OwER98zdAInoxHgQAAAAIQfMtxKUGIRGKEVgIDYQAQIbKq4yXgIBclGlWdxJmpjj6pw1ry81vn2UzWIK6kzAzxU+ea1hbvvyUWTYDhkAHIBCU8SBpcjkUEuFcFOJyqgYE5U0GAABgmLIZD2ogbGfXeNdkYc/KnriRwDCVWy6eLBSHH40bCQAAAAAAAAAAQEfmnAcAACA0DYQAAAAAALCx4kH3cgEAAAAALEmr9tp6ZhhNubAoahDiUoPAYg2ugbCeQjCR48Bg1XMJRtkdyFXxuTbjpauq8VKbvYAhc1Gm2cdW7mtY+8Hxzlk2A+ZWHPrrhrXlS18/y2ZAFOUvVacNj+d52lBeWiX4pYAJtmrtK6+uQtIQCMzGeJDEuS4KcTkXhbicqgFBeZMBAEiWsy8gqPzGg4NrIAQAoigvrE6MvpbuiREAAAAAAAAAsBz1HZZdpHx3JgAAACRCAyEAJKF8bdVf922XtgEgiHLz22OHAIxGo1H58lNihwAAAAAADF0vJgfoIvsEAQA6yv58KfsEAWhlcA2Ee1b2zL7xrvGuOfYCGhSHH51943LLxXPsBQAAAMBilZcu4GHwAAAMU3lJdbPaI25WA2DBFjJ/XcqyTxAAAABYjgU3EP77cTlZ+MOVYrFHBmaxe/wbk4XbVn4/biQAwJCVV0f7LrN40E1IAEAE5S+5lwtgNDIeBJhL+eaqv+6r3soAgL4K2utozhx4MeVVLk1DTBEvhwLTPHcD4lKDfTG4GQgBgNFoVF7oXA2Gpa764mu+XWO4iqN/OvvG5ea3z7EX0KD4yXOzb1y+/JQ59gJmYS5BWKfcXg2XHstzuFT+cpXgf8szQZhFea6PP0hCPRUhEIV7uQAAAABgsMbrpgqspxDsr+mMfjg6o8uhdo13dQ5n8fas7KmXf/Sd67scqjw7xavDxbNTNzEc6XSo8rVJJvjtFxI86V/+p3Vr6ykE+2t68sNjR17T5VDllos7h7N4xeFHX/jh62/tcqjyF5N8if7F4mrw4iQTfHQqwVeuX5vm+0Yr028yoxPutc6gb3BN79M3Ox0qzcewFZ+bSvBYp0Ol+TXwmmdDbl+/Vg2mb00N/tX6tRk8WW3NhBXHOx0q/RrcumPvurUfHO9cbjiL97GV++rlg8fO7HKouoEwKWu6Gb9+ZZdD1ZMbJGXNTAsdz0W3J5ngdFvCv/6bdWvLl75+qdEEUBz66xd+OHpWl0PVDYRJWdPN+MTLuhyqvCLJl+jDizsXvTLJBB+aSvC09WszmEKweHwqwefXr82gb7D40lSC3+t0qDRPXAd1Ljp67fq1aX52t7Lmg/7EGvzl/ic43X+4f/3aNMuqlWHV4OXr15bbUoy5lWL/VIIH1q/NoIGw+NZUgk91OpTrolGsqcHz1q9Nc5DeypoR/aH1azPoGywemUrwO50OleaH5rA+B0+QZsytDDzBVtL8aww8wTRjbkWCS4skkGHVoPFgDzWPB9Mc4rUyrPHguevXlhelGHMrxZON48G39T/BL08l+N31a9Mc4rViPLi0SAKR4NIiCWRY56InSDPmViS4tEgCGVQN3rrDDIQAAMCCrLmquJEMrqICAAAwYTwIAAAwTK3utkzzfkrotTXddxvJoNsQUuO6KMTlXBTiUoO9o4EQAAZkzdRhG8lgqjQAAAAm1kzft5EMpisEgGlrpmvYSAbTU0Bq1kzft5EMpiuE1LiXCwAAAAAY/+FKETuGgH44OiN2CGH96DvXxw4hsCOxAwjspH/5n2KHENaxI6+JHUJgX39r7AgCy70GR6+MHUBoz8UOILRvxg4gtGOxAwhte+wAQsu+Bv8qdgChHY8dQGBbd+yNHUJYB4+dGTuEwL5+ZewIAsv+XPRf/03sCAI7elbsCAJ74mWxIwgs+3PR02IHENrzsQMI7XuxAwgt93PR0WtjBxBa9jW4P3YAoWVfg5fHDiC0A7EDCO2p2AGElv256HmxAwjtUOwAQvtO7ABCy/5zEACGzHiw74wH++7c2AGElv148LuxAwjNeBAA8nXrjtGm2DEAAAAAAAAAAAAAAAAAAIungRAAAAAAAAAAAAAAAAAAMrT5/zl6aewYQjpyduwIAnsmdgChHY0dQGDHXvWu2CEE9tw4dgSBHYgdQGjHYgcQ2nOxA6CjV8YOgI6ejR0AHf187ADo5uDRfxE7hMCyHw/+f7EDCC338eDoyL+KHUFg2Y8H6bvs30Wz51y077K/qpY9Ndh3v/DnsSMI7Izcx4M/eHXsCALLfjz4r1ZiRxBY9uPBf4odQGjZfz8IAENmPNh3xoN99zrjwZ47HDuA0IwHASBrZiAEAAAAAAAAAAAAAAAAgAxpIAQAAAAAAAAAAAAAAACADGkgBAAAAAAAAAAAAAAAAIAMbV7s4cqTL5ksFEceWea+S1Nu3TZZKA7uX+a+S1NePp4sFF9YWea+S1NeWQX5UPsEO+y7NOWpq13BxYHjy9x3acozq//CD9r/BzvsuzTlFVWQD7dPsMO+S5N+Dfai0ruQYN9JsO8k2HfZJ9iR8WCgfZfGeDDQvktjPBho36UxHgy0b2q/JSIJ9p0E+06CfZd9gh0ZDwbad2mMBwPtuzTGg4H2XRrjwUD7Lu23SDDcr17Ob5FguF+d1G+JSIJ9l32CHRkPBtp3aYwHA+27NMaDgfZdGuPBQPsujQQD7bs0Egy0b2q/JSIJ9l1+CS64gRBCq4swkePA0KhBAAD6zrkozGdRF0bVIAAAsTgXhbjUIMSlBoGg6m7AXNXdgLmquwFzlf3nYN0NmKu6GzBXdTdgrvKvQQn2nASBgdBACAAAAPSAC5qQCMUIAAAAAAAAAAA9ooEQYJF6MS88AAAAAADAOtnPOAGJy37GCUicRyYBAAAALE19KaZ4qHXbRZd9l2Yh15oWm6AGQnqmVQH04n0B+kUNAgCQN+euEJcaBIBeK0++JHYIYZVbt8UOgXk0n2Tm9F1Geeqm2CGEVZ6pt6eXBlSDubefZZ9groZTg0AUxZFHGtbWg8TmzVJWHNzfsLYeJDZvlrLiC40fE9VTZpo3S1n2n4PFgeMNa+tBYvNmKSt+0PgfrAaJzZulrHmaigxms8i/BiU4w2Ypk+Asm6Uswe6sxco+wZqLTkujgRAAAADoAQ+zIHEZfIfXTA1Cr2X/+EYAAAAAAAAA4MVoIMxN/dCXRI4Dg1XfORpldyB7EZ+34YZRgOwZD0JcxoNAs47jQY9vBOBE6c844fOLvKU/44QaJG89mpBBMQIAAAD0RYIXnTQQAgAAAAAAAHMqjjzSsLY8+ZJZNktZcXB/w9py67ZZNoNwigPHG9aWp26aZbOUFT9ovM3izPEsm0E4Cd4JtFjZJwgAAAD0UfaXLCQ4y2a0ooEQAAAAcmDmQEiEKQQBAAAAAAAAAIB0aCDMTfGFFv219d2lrfYCGhQPt6nB6qbSVnsBQ9bqQRoevwFACMaPEJfxIwyW8SAAQ+ZzEOJSgxCXGgQAAACgOw2EwFKVZ1ZXq3/gajUAAAAAAAAAAAAAAAAEpIEQAAAAcmBGeojLjPQAAAAAAAAAAECCNsUOAAAAAAAAAAAAAAAAAABYPDMQQlrKU1fbeosDx+NGAgAAAAAAAAAAAAAAAPSaGQgBAAAAAAAAAAAAAAAAIENmIAQAAAAguPLM8WSh+MFK3EgAAAAAAAAAAACGQwMhAAAAAACDVl5ZNTk/1LrJucu+AAAAAAAAACfyLSSwWBoIAQBWuWEUgFmUW7fFDgEGrZ7JEAAAAAAAUlbfSNCFmxAAAADoTgMhAAAAQHzlqZsmC8WB43EjARiyhdzUBQDAoJRXVE8YfNjN/QAAAOTDI/UBICcaCAGADHW849MNo0CziO8SrskCADQzoAOCMh4kTeXlPv4gCXUnIRCF8SAQlDcZiELpQSIUI8SlBiGubGpQAyEAAACLVJ58SewQgigO7m9YW27dNstmsAT1TIaZKX7QdMd8eeZ4ls0AAAAAACA1HhkDAABAaBoIAQAAAABgY+7lAgAAAAAAAAB6RwMhAJCPVrdy1jNKuwEUmJE3GQBgsLqc2yznvMipGhCUNxkSV3yhzUv08uol2mYvoEHxcJsavKKqwTZ7AQ2cqgFBeZOBuNQgxKUGIS41CHHlV4ODayAst25L6jgwWOWZ44i7AwCwcMWRRxrWlidfMstmwNyKA8cb1panbpplM2Bu6ffXAQAAAEBqXFUDAGBuTggBWhlcAyEAMDfX7gHoNQ+CgUR4IgwAAAAAANPqOwoAAJYm+3sas08QgFY0EALAwuivAwAAAAAAAIDlWEjXWcrf0WefIAAAALAcg2sgLA7un33jenqKVnsBDYoftLgoWc9K0WovAKCntGEDAKTPw+CBEIwHAfLmKz8AAACyVF5RDXgfNuAFAFI3uAZCAAAgtI63lbsrnUA8UAbi8kAZBsKZDDBwxoMAcyhP3TRZKA4cjxsJAMDcgg7oPDIGXkx5uWspkIS6kxCIwpcLEJca7AsNhAAwRO7lIkvZz1eQfYIAACyBAR1ZWsgLO+XhUvYJQmj1M2KAuOqHxQBRGA+SpeaRTgZfkGWfIMDAZf9AGc8MBQBIx7g48sj0z+XJl8QKZVHWZHTk7C6HSvPbxDXTXzz26i6HSvPxM8UXpsYJRzsdKs3L32uu2W1fPyiqB4T9tWYo+1y3DqUkv0RcM5T9ZqdDpfnUmeLhqQSPdTpUD2rwBGnG3MrAE2wlzb/GwBNMM+ZWJLi0SAIZVg1e9ufr1hoPTjMejMJ4cKnRBGA8ODvjwSgGfiaTfYKtpPnXGHiCacbcigSXFkkgw6rB4Y0H0xzitWI8OLse1ODwxoNpDvFaMR6cXQ9q8ARpxtzKwBNsJc2/xsATTDPmViS4tEgCGVYNGg/2UPN4MM0hXivGg0uNJoCBjwfTHOK1Yjy4tEgCkeDSIglkWOeiJ0gz5lYkuLRIAhlUDd76q2YgBAAAFqTVaCrN8RIAAABzMB4EAAAYJuNBiGtN991GMug2hNSs6b7bSAbdhpAa56IQlxrsHQ2EADAgztUAAACGyXgQgCFbM13DRjKYngJSs2a6ho1kMD0FpMZ4EAAAAAAYr5nAPT8nTEmfmxOmpM9Ntynpe+CEKelzc8KU9Lk5YUr63HSbkh4ASNplfx47gsCMB/vOeLDvjAf7zngQADJmPNh3xoN9ZzzYd8aDAEB/GQ/2nfFg3xkP9p3xIADQW7f+6mhT7BgAAAAAAAAAAAAAAAAAgMXTQAgAAAAAAAAAAAAAAAAAGdo8+t7/FjuGkH4SO4DQ9scOILTsp8P+q9xnbD8SO4DQ/jF2AKGtxA4gtB/FDiC0rbEDCO1fxA4gtOwf9bAvdgChqcG+y74GD78udgSBPf9zsSMI7LnYAYSW/XjwR7mPB5+PHQAd5f4Kzf9ddEvsAEJ7VewAQsu+Br8bO4DQ1GDf5V6DZ2x+OnYIYf395sy/P1t55TtjhxBY9t8uveTx2BEEtjn3z4mfOzt2BIFlf00GAAbsFcaDPXfceLDvXvJY7AgC23xm7AgCMx4EAPos+1tiAQAAAAAAAAAAAAAAAGCINBACAAAAAAAAAAAAAAAAQIY0EAIAAAAAAAAAAAAAAABAhjYv9nDlOePJQvHMymKPnIjyjVWC38g0wWuqBO/PNMHrqgTvzTTB7VWCj2Wa4NuqBL+caYK/XiX4R5km+L9XCf6fiSbY8V0i/TeZ8p1VhP95rgS77b4E5ZurCL86V4Lddl+C8k1VhE/NlWC33Zcg/SLqKP0i6ij9Iuoo/SKKq3zZKycLxT/+v3EjCaQ8o3oB/CjPF0D+56L/rkrw/8g0wddUCX4n0wRfVyX4N5kmeEWV4MOZJvirVYL/NdMEs3+T+bUqwf8r0wT/1yrB/zvRBPMfDyqinku/iDpKv4ji2jXeNVnYs7InbiSB3Dp+1+rCyufjRhJIeX71Cn86z1d49iVcbnnrZKE4/JW4kQRSbj1nslAcfCZuJIGUF1Qv0X2ZvkSzr0EJ9pwEo0s/wo4k2HfZJ9jR9dV48O5Mx4NFNR4sjQf7KfsSLrdcPFkoDj8aN5JAjAf7Lv8alGDPSTC6/L8AlWDI3ZcgvwQX3EAIAAAAANA7mpf6LvvmJQAAAAAAAACA+WggBAAAAAAAAAAAAAAyVE//Mod0ZoyB/lKDEJcahLjSqUENhAAAAAAAAAAAAPz/7N1frBzXeSD4boq6iq5kJpJoYy0HiWxqMLYBi8Nc2ZjFRsJis8kmcDALB8rLigICJzbGcEgb40DzFBQLExgTDzyIyTgZWIvMg5WnGAmQxJggiYGBqGAXsWQOZSCWNiKseOxkIluSI0ukdUne3od2N/s2pb5dt/r0d+rU7/d0iPrT3+Htr7tO1/nqAKzJieHJcePM6HRsJIlUw+PjRj16NDaSZdRHW8xpPq+uoJPqjfvGjWr7bGwkidSbR8aN6uKF2EiWUR9rkYPn5GAnTYtJSq3O6lYH86ntYW269Rbdh251UA6ujQJCAAAAAAAAAJjXrWkWUB45CIPQRJCDwPKm1YClmlYDQp6m1YClmlYDQp7alL50QvEdpOuKf4sW30HWRgEhLKv+0OSH0Uf8MAoB6l+Y5OAfykEI4AYhAH1WPzD5HvyC70EIUP/sJAf/TA5CAONBAIphmgXEkoMQSw4C0EOLf9L0yyekJgchlhyEWBnmoAJCOmZaxZfJeaBvplV8mZwHeqvlHT43CAHoomkVXybngb6ZVvFlch7oLeNBAAAAAGAlqvML5zQfHS6zG7Bv1bmFOXhsuMxuwL5lWNsDvSIH108BIQAAAAAAAAAAAAANnBmdXrD1xPDkMrvlrB49umBrNTy+zG6QTrV9dsHWeuO+ZXbLWXXxwoKt9eaRZXaDdIovfSm+g3Rd8W/R4jvI+ikgBAAAAAAAAKBMpllALDkIseQgAAAAAAMFhHRO9UiDnyzrD01+6GxyFLBA9YdNcvAXJjnY5ChggUa37tzwA6Aw1ReafA8+MPkebHIUsED1Z01y8GcnOdjkKGAB40EA+mz61QaEkIOQCckIAAAAwL4pIAQAAAAAAACgsfropGr9vKp1CFAfm+TgOTlIfwU+QsXTWwAAAADoigPRAQAAAAAAAAAAAAAAAAAAq2cFQgAAAAAAAIC+my4nmJtGyzpZDIrumi4nmBs5SE9M3725kYMAAAAAtKeAEAAAAAAAAAhwcnhy3Dg9Oh0bSSKnhsd/0Bg9GhsJvK564yfHjWr78dhIEqk3j4wb1cULsZGQs8CCq/W8dPEdBAAAAAD2pIAQAAAAAAAAAAAAYJWUUgMAAJAJBYQAAAAAAABAW9PlBEs1XU6wMNX5RVOZ66PDZXYjB9PlBEs1XU6wMNW5hTl4bLjMbuRgWiJSqlI7uLikR+UPAAAAAGVQQMjK1B+c/Gz6e342hQD1ByY5+EdyEALU75vk4F/LQeD1mWdAwVyLQqz6ZyY5+OdyEALU753k4JflIPD6jAcBAABoylgSAKDnXBACq6WAEGCVzJwGAAAAAAAAAACmSl3HFQAAgK5QQAgAAABcM30oBtDIqpYBnJ4HCDFdThAgE514wPDp0ekFW08OTy6zW85OjR5dtHV4fJndIJ1q+/EFW+uNn1xmt5xVFy8s2FpvHllmN0hn8Xd0J77KFyu+gwAAAADQBwoIS1N/cDUTXFZ1HuitlrOuTdqGlur3tcvBdocDxWv5iNA2h5uEwQKuISETKgAhlgpAIKnA8SAAAACBDOgghNSDWHIQMiEZIVYxOaiAEAAAAAAAAAAAAFgrC5mO9bz7AAAArIECQgAAAGBZ1R+5hw2Rqj+XgxCp+rIcBABgXn1sUvlwzuUiwLoVX35WfAcBAACA9VBAWJrq9xr8WlR/cPIbU5OjgAUaTaeuPzDJQZOwYUWqv26Sg++b5GCTo4A+a3Rr1g1dZtV3TN4PLyR8P7gWhTdSv2vyhv9ayhxsUtpX/8wkJAWB9ED9ryZv+D9OmYNNSvvq905CUhAILMd4kMzVR4fRIQCDwUwlIRBiehkGsELGgxBLDkIsOQix5CDEKi8HFRACAABZUNbbZ/Utbxk3qlefj40E+ql+++QT+Os+gSFA/cAkB78gB4GeUtYLAADQc21qgHOenQkAQDqdKNcByEdGBYT1kckn+IUyP8HrfzHp4H8rs4N0Xf2/TN6if1XmW7T+Xycd/K9ldpCuqz80eYs+UuZbtH5w0sHfL7OD5EAeAQAA9FPxhbjrWckTAACgV4qfbVx8BwEAWir+eqn4DgLQSEYFhEAfqOIDAADop/pdk/Hg14wHAQBglarzDa6x66OTK/MmRwELVOea5OCxSQ42OQpYoNFEWNNnC9Zm/bpOKL6DAAAAQFIKCCEvxS8DCAD0Qf2+Vrcw2xxe/bWLKJKr73CTniTqt0/Gg1/3UbbItBARCDFdBg3gddXvbTcebHF49WUXUQAAAGGSljgq+oU3Mn1GDBBi+owYIJbHbUAsOdgVvSsgrP/Fat6aqzoP9NZ0KcKQw4H6wXY52O5wAMpW3/KW6BBen8I/emJaiJgtFYCUrX4g93e4CkCYM03b6gtlTkacZn31x2V2EKAA9cZPjhvV9uOxkSRSbx4ZN6qLF2IjAQAAAACAfhpWF3bdMK6PdH76yK4efW9+awGFf9V/m+ngV1qdqv5gjv8b1e/NdPBqq1PVH8qyg4/MdPDd81unKxB21661Ey/Pby2g8K/6rzMdfKnVqeoP5Pi/Uf3RTAfbzSmqfyHLDv7hTK9emN+a5+dGI7s+ZDbntxZQ+Ff9/kwH/1mrU7VcIS2RXYunHWh1qjwf6bHr2ZDn5rfKwfwtzsE806qRfuXgu749tzXbwr/lVa8+f+0f33/z3NYCCgirF2b+go+1OlUHrkVbjgezLODZVZawNb81/8K/Pe1aO/H781sLqBusvjbTwf/e6lT1z+T4v1H9+UwHd1qdqv7ZLDv4ZzMdfGV+a56fG43s+pDZmN9aQN3grtqnt7Y6VcsV0hLZtXhauwA7cC363PxWOZi/xTmYZ1o10qscvGPrzNzWk8OT6w1n9U6PTk/bLw5un9t6anh8veGs3qnRo9P26KkH25wqz+UpqvOL7i41kn8ODu75q7mt0wLC7tpV+nhl/ntiWkDYXbtKH595R5tT5bk8RXVudb/J5J+D18kz5kZ63sFG8vzf6HkH84y5ER1cWySJ9CoHD183HjzR/fHgmYXjwar748F6Zjy4c914MM8hXiM9Gw/OPzWm3rhvrdEkUG2fvfaPK3fObS1+PJjnEK8R48G1RZKIDq4tkkR6dS16vTxjbkQH1xZJIr3KwVNb/VuBEAAASGRX9d1eCqg2BAAAYGxX9d1eCqg2BAAAYKzRbMs851NCp+2qvttLAdWGkJtd1Xd7KaDaEHLjWhRiycHO6V0B4a7l+/ZSwHKFkJtdy/ftpYDlCiE3u5YO20sBS6UBwKxdy/ftpYDlCiE3u5bv20sByxVCbnYtHbaXApZKAwAAAAAAAABgbFhdWNmSizn6XnQAqX0lOoDU2i2H3QHvjg4gtcvRAaT2UnQAqRX9FTEYDAYvRAeQ2mZ0AKn9s+gAUjsQHUBq56IDSE0Odl3xOfiub0dHkNj33xwdQWKPRQeQWvHjwa3oAFL7fnQAqf336ABS24kOILVXogNIbSM6gNTeGh1AasWXcD4XHUBqcrDrSs/BO7bORIeQ1ouD26NDSGv01IPRISRW/N2le/4qOoLErpT+PfHMO6IjSKz432QAoMcOGw923I7xYNfd83h0BIlduTM6gsSMBwGAzjq1Vf6UWAAAAAAAAAAAAAAAAH26GCQAACAASURBVADoIwWEAAAAAAAAAAAAAAAAAFCgg6du//+iY0jptr+JjiCtR47+bXQIab02+KHoENL61e3L0SGktb3xcnQIaX3y6vuiQ0hs51B0BGkdvvFcdAhpvTi4PTqEtHaeejA6hMQK/5YY3PErZ6JDSOslOdh1pefgqeEfRIeQ1pXbn48OIa3f+FfviQ4hsZ0fjo4grV87+Hh0CGk9Ex1Aan/y478cHUJiO7dER5DYTV+JjiCxK2+LjiCxp98VHUFiV6MDSO3//MvoCBK78qPREST29DujI0is9BwcDkbRIaRVfAcL714v7EQHkNjQm5S8DaMDoCWfMQAt+BAFAADoLSsQAgAAAAAAAAAAAAAAAECBFBACAAAAAAAAAAAAAAAAQIEUEAIAAAAAAAAAAAAAAABAgQ5GB3DN8LZ/Pm6MXnomNpJEhrd/YNwYvfhHsZEk8uHhw+PG50afio0kkRPDk+PGmdHp2EgSGd70iXFj9NqnYyNJ5KZhPW68NqpiI0mkPvj+caO68sXYSBKpN+4bN6rts+lepfhMr4bHx4169GhsJInUR4fjRnV+FBtJIvW9kw4+UWYHT05y8LQc7CY5yL4NNz86bowufjY2kkRunFyLXi71WvSGB8aN6uoXYiNJpL7xp8eN6vJfxEaSyJsmb9HvFfoWvXfSwScK7WC9+WPjRnXxG7GRJFLfese4Ub3yQmwkiRT/IVPf/O5xo7r0N7GRJFIfm1wlnivzKnE9l8E9SIR3jRvVpa/FRpKIRGDfTgw/Nm6cGX0mNpJEquFD40Y9+nxsJIn4Oajr6o37x41q+7HYSBKpb7573KguPRsbSSK+gruu3pp08Ekd7KTy36LrGQ/6b+w4HWTfTA/oOuPBrlvPZLxA9eaRcaO6eCE2kkSMB7tOB7tOBzv0KoEvrYNdf+nyOphRASEA9Jnaxa7zwygAAEAgd8oBAAAAAAAAAF6XAkIAAAAAoO96sPpZ4csAAgAAAAAAAADwuhQQAgAAAAAAAAAAAADlqO8dRocAvSYHIZYchFgZ5qACQgAAAAAAAAAAAAAaODk8GR1CWtXweHQIadVHs5vTTCP1xn3RIaRVbx6JDiGt+pgc7LYMK0NWSwfJXPF/QR1k5RQQAgAAAAAAAAAAZGc6na56YhQbCQAAAADdpYAQgAamTy2qts/GRgIAAI3UN/50dAjQbfWtd4wb1SsvtDkcCOHxjQD0me9BiCUHIZYcBKDPFpffq9KH1OQgxJKDECvDHFRASMecGJ6MDgEYDGYqCYEQbvUB0EMqACETSgEhlvEgAAAAAJk4PTq9YOvJyUy/xbvlrB49umBrNTy+zG45q84vnNN8dLjMbgRavAZAAUsFVBcvLNhabx5ZZrecVecW5uCx4TK7ESjDypDV0sFldiNQ8X9BHVxmNxo5EB0AAAAAAAAAAAAAAAAAALB6ViAEAAAA+IHq8l9EhwC9Vr3yQnQI0Gse3whAkTzGGGLJQYglBwEAAAAYKCCkc86MTi+/84nhyX0cBSxQbZ9dfud64759HAUs0OjWnRt+ABSmUWlffeNP7+MoYIFGpX31rXfs4yhgAeNBAPps+tUGhJCDkAnJCAAAAMC+KSAEAAAAAAAAAAC6xyNUAAAAAGBPCggBAAAAAAAAeqo+ajkjiFQfk4MQybJ+AAAAAPSBAkIAAAAAAAAAMtVoRSnrUMHKycGuq7cmf5Qn/VE6SQ4CAAAA0J4CQgAAAAAAAAAA+kh9HQAAAABQPAWEAAAAAAAAAK+vGj4UHUJa1flFBTP10eEyu0E69c13R4eQVnVuYQ4eGy6zG6QzLbAs1eKV+izoBwTyEQQAAMAKKSAEAAAAAAAA9unE8GPRIUCv1Rv3R4cAvVZ8fR0AAAAAUAAFhAAAALnzhFEAAIB+Mh4EAADorumYDgAAmnKDAFgtBYQAq1QffP+4UV35YmwkAAAArFO9+WPjRnXxG7GRAACwWvXo8wu2VsOHltkN2Lfq0rMLttY3373MbsC+VU8umqQ4XYBx8W4AAAAAQCwFhKX58PDh6BCAwWCmkhAIUR/1GD8gIc8KpUj1DQ9EhwC9Nq0/BELUx1zgAUsxHnxdZ0afWbD1xPBjy+wG7Fu1/diCrfXG/cvsBuyb+jqAnjAehBBSD2LJQciEZIRYxeSgAkIAAAAogQpAyIRSQIilFBAAAACgD6YzOKsnOl+kXUAXAAAAyNyB6AAAAAAAAAAAAAAAAAAAgNWzAmFpPjf61PI7f3j48D6OAhaornxx+Z3rg+/fx1HAAtX5Bo/lq49OnkfY5Cigzxo9+7Okh57CrOrqF6JDgF6rLn4jOgToteqcSzvoKeNBABaYLoLtchGgW4q/dC++g+thPAix5CDEkoMQSw5CrPJyUAEhAADQeUqCYdCwtK++4YF9HAUs0Ki0r978sX0cBSzQaK62Gd5QEhkNg5kfRoBY028lIMR0nhYAAAB90IlyHYB8KCAEAAAAAAAAAAAA1krpLwAAAKyHAkIAABicHJ4cN06PTsdGkkg1PD5u1KNHYyMBAADISn3jT48b1eW/iI0kkfrmd40b1aWvxUYCAACwcsWXnxXfQQCAQMWvX1d8BwFoRAEhsFY3Detx47VRFRsJAAA0cuPkUhbYn3snSfTEvsaD98pBCFXf/O7oEACAN1SdbzABqD46mTbU5Chggepckxw8NsnBJkcBCzSaCGv6LAAAAAD9pIAQ8jK86RPjxui1T8dGAgCwb9OJaPTKcPOj0SFAt71pUiD3vX3V171JfR2Emq5gBtBz06IIAJiqb7573KguPRsbCQCQTtLFEhX9whtxax5i+TkUMmHhboglB7uidwWEw9s/EB0CMBjMLEUIhKiGx6NDAIB1s4QgZMJaghDLWoLQRfXN74oOAbqtGj4UHQIsUm/cP25U24/FRpLatJIQCFFvmctFgRbXlRWw5mTxHQSgbPXmkXGjunghNhIAAIajl57Z9e/b/nlUKKuyq0ejv5nbWkAB4ejFP5q2H7ntb9uc6sPDh1uHs3qfG31q2n5t8ENtTnVieLJ1OKt3ZnR62v7V7ctzW6crEHbX7NqJ2xsvz20toG7wtZnFQD559X1tTlUffH/rcFavuvLFa//YOdTmVPXGfW2jSaDaPjttH77x3NzWPD83Gpn9kHlxcPvc1gLqBuvRo9P2zlMPtjpVlo9hq87P3NqZ/5ZoJs9Heszeu7pj68zc1pPdz8HTMzn4Uv9yMM+0aqRXOXjq3b8zt7WAJQRHFz87bV+5+fm5rQUUEF6euRb9jZ33tDlVfcMDrcNZverqF679Y+eH25wqz6XAqst/MW3/2sHH57YWsITg7NqJz1y3tYC6wSdmOvgnl365zanqzR9rHc7qVRe/ce0fO7e0OVV96x1to0mgeuWFa/+46StzW/P83Ghk9kNmcOVtc1sLqBusLs382Pt0q2KqPB8JXJ2buRa92upU+V+LDo7+5dzW4nLwR+e2FlABWF362rV/PP3Oua15plUjvcrBw1un57aeGH5sveGs3pnRZ6bt1/tdtPMFhPXo89P2zlOtfmLK8wecXv0mM7jn7NzWaQFhd+0qfbx659zWAuoGd62d+PSRNqfK80uzV9+Dg+sCLKCsrnpyYX1RYR1sVyTVgbdoO13sYJ4xN6KDa4skkV7loHv0XeQe/fLyz8HBPfP3B/OcX9fI7GS8wZXrxoObrQZQOdhV+vjMO+a25jnEa6Rf48Hr5BlzIzq4tkgS6dW16PXyjLkRHVxbJIn0KgdPbfVvBUIAACCRXb/s76WAOxkAAACM7ZplspcCZtUAAAAw1mi2ZZ7zKaHT3KOHWH4XhViuRSGWHOyc3hUQzi7ft6cCliuE3Mwu37enApYrhNzMPpZsTwU8hg0AZl1uci1awHKFkJsnmuRgAcsVQm52Ld+3lwKWKwSAWbPL9+2pgOUKITe7lu/bSwHLFUJuFq9POKeA5QoBAAAAgOsNRy89Ex1DSqMG02K66JHb/jY6hLReG/xQdAhp/er25egQ0treeDk6hLQ+efV90SEktnMoOoK0Dt94LjqEtF4c3B4dQlo7Tz0YHUJihX9LDO7YOhMdQlovycGuKz0HT737d6JDSOvKzc9Hh5DWb+y8JzqExHZ+ODqCtH7t4OPRIaRV9O9Ng8Fg8CeXfjk6hMR2bomOILGbvhIdQWJX3hYdQWJPvys6gsSuRgeQ2tG/jI4gsSs/Gh1BYk+/MzqCxErPwcNbp6NDSKsHv4uW/ui30n+TGdxzNjqCxK7eGR1BYk8fiY4gsdK/Bwfq47quQTkkAPPco+869+g7757C7w8OrpQ+HnzmHdERJFb8eBAAeuzU1uBAdAwAAAAAAAAAAAAAAAAAwOopIAQAAAAAAAAAAAAAAACAAh0cDL4XHUNKN7waHUFalwcb0SGktT24MTqExA7+U3QEae1EB5Dc6IeiI0is9A4W/yGzM7opOgRY5LIchFg3fD86grR6cC16c3QEiZV+LXolOoDULkYHkNyo8CuZHnSw8A+ZgWtRMld+Dhb+0z0AAAAAAAAAHWIFQgAAAAAAAAAAAAAAAAAokAJCAAAAAAAAAAAAAAAAACiQAkIAAAAAAAAAAAAAAAAAKNDB6ACuGd5277gxeumJ2EgSGf7w8XFj9E+PxkaSyEeHHx83Pjv6rdhIEvnE8CPjxqdHvxsbSSLDG3593Bhd/XexkSRy87AeNy6NqthIEqlv/Klxo7r8pdhIEqlveu+4Ub325XSvEpjp63np+sAvjhvVzh+ke5XAl66PDn/wKudH6V4l8KXreyev8sTaO7iWly7+2zYwB9cjMAfXIzAHize86RPjxui1T8dGkshNk2vR10q9Fj34/nGjuvLF2EgSqTfuGzeq7bOxkSRy2+Qt+lKhb9H7Jx18rNAO1re8ddyoXv2H2EgSqd90aNyovvdybCSJFP8hU28eGTeqixdiI0mkPja5SjxnPNjiVSRCx60nEQIZD6ZzYvixcePM6DOxkSRSDR8aN+rR52MjScTPQV1Xb9w/blTbj8VGkkh9893jRnXp2dhIEvEV3HX11qSDT+pgJ5X/Fl3PeNB/Y8fpIPt2cnhy3Dg9Oh0bSSLV8AfzRetRmfNFjQe7zk+yXWc82HU62HU62KFXCXxpHez6S5fXwYwKCAEAAAAAQrhT3nXF3ykHAAAAAAAAANifA9EBAAAAAAAAAAAAAAAAAACrZwVCAAAAAAAAAAAAAKAc9b3D6BCg1+QgxJKDECvDHFRACAAAAAAAAAAAkJ3pbLPqiVFsJADXOzk8GR1CWtXweHQIadVHs5vTTCP1xn3RIaRVbx6JDiGt+pgc7LYMK0NWSwfJXPF/QR1k5RQQAgAAAAAAAFAmsxAglhyEWHIQAAAAgIECQjrnE8OPRIcAvVbf9N7oEIDBwK0+AHqp+CdoQubqNx2KDgEYDIwHAQAAAACWs3j9Xsv8QmpyEGLJQYiVYQ4qIAQAAAAAAAAAAACggdOj0wu2nhyeXGa3nNWjRxdsrYbHl9ktZ9X5hXOajw6X2Y1A1fbZBVunj2ddvFvOqosXFmytN48ss1vOqnMLc/DYcJndCJRhZchq6eAyuxGo+L+gDi6zG40oIAQAAAAAAACgTGYhQCw5CLHkIAAAAAADBYR0zqdHv7v8zp8YfmQfRwELVK99efmd65veu4+jgAUa3bpzww+AwjR6NGYBD9SE3FTfe3n5nes3HdrHUcACxoMAAERxeQkAAAAA0HUKCAEAAAAAAADI1LR4CYglGclTf2pc5SAAAAAA+3YgOgAAAAAAAAAAAAAAAAAAYPWsQAgAAAAAAADQU/VRyxlBpPqYHIRIlvUDAAAAoA8UEAIAAAAAAACQqeqJ0fI7T+tAGh0FLFB8DtZbk5if7EzMjRTfweIVn4MAAAAArIECQgAAAAAAAAAAAIBcKAkGAABghRQQAgAAAAAAAPt0Yvix6BDSqoYPRYeQVnV+0XTk+uhwmd0IVG/cHx1CWvXNd0eHkFZ1bmEOHhsusxuBpuv7lar4Di4uy1G9AwAAAEAZFBACAADkzhwFAACAfjIeBAAAAACAHnKDAFgtBYQAAAAAAAAAAAAAqzSd8w0AAACxFBACrFJ940+NG9XlL8VGAgAAjdQH3x8dAnRbfctbx43q1X9oczgQoj5mLhfA/p0ZfWbB1hPDjy2zW87q0ecXbK2GDy2zG6RTbT+2YGu9cf8yu+WsuvTsgq31zXcvsxukUz25aBGAemu4zG45K76DAAAAANAHCghL89Hhx6NDAAaDmUpCIER91NRPICHPCiVPKgAhE0oBIZZSQCAp40EAAIB+Mh6EEFIPYslByIRkhFjF5KACQgAAAAAAAAAAAKAzpjM4qyc6vwhqAV0AAAAgcwoIAQAAgGVVV74YHQL0WvXqP0SHAL1WnTOXCwAAAApRUvnZ6yq+gwAAAMDyFBCW5rOj31p+548OP76Po4AFqstfWn7n+saf2sdRwALV+QZ3Puqjk/slTY4C+qzR7VU3ZVm/RqV99cH37+MoYIFGpX31LW/dx1HAAo1K++pjk0s1BYHAcowHydz0p04gxPTyEog1vQwDWCHjQYglByGWHIRYchBilZeDCggBAIDOUxIMAADQT0qCAQAAuqsTMywBAMiTi0mARhQQAgBA+eoDvzhuVDt/EBsJAABAVuqN+8aNavtsbCSJ1JtHxo3q4oXYSAAAAOCNWEQUAGDl1NcBMEsBIbBWNw/rcePSqIqNBABmfWL4kXHj06PfjY0EAAAAABqpzjeYAFQfnUwbanIUsECjVXCtnQsr12girOmz5Sm+6qz4DgIABDJAAKBXFBBCXoY3/Pq4Mbr672IjAQCARoY3fWLcGL326dhIErlp8iwMSOS2yXvspX09b6Xl4Wtw/yTCx/YV4f1ykLz1ZwUzgBSmpRQAAAAAAF3hGTEAQIf0roBw+MPHo0MABoOZpQiBEPWBX4wOASjZ9En29NO0kjA3KgDpiduyf6srBaRs00rCbCkFBJJSCgiwD/XG/eNGtf1YbCSJ1DffPW5Ul56NjQQASCfpYokWBYI34tY8ZMLvohDLwt0QSw52xXD00hO7/n3bvVGhrMquHh14em5rAQWEo396dNr+nUPfaXOqjw4/3jqc1fvs6Lem7e8Pbmpzqk8MP9I6nNX79Oh3p+1/szP/F5yuQNhds2snfv/AlbmtBdQNXppZK+PfX7m/zanqG3+qdTirV13+0rV/7Bxqc6r6pve2jSaB6rUvT9uHNp6Y25rn50Yjsx8yL48Oz20toG6w2vmDa//46gNtTpXnr6jV+Zk7H5dbnSrPK/LZWzuHtv7T3FY5mL/FOZhnWjXSqxw89Z7/OLc128K/5c0ufri98fLc1gIKCF+buRb95NX3tTlVffD9rcNZverKF6/9o+W1aJYFPLPrkn38xr+c25p/4d+eZhc//Op1WwuoG5xdO/FLF/91m1PVt7y1dTirV736D9f+sXNLm1PVb2qVwolU35v5arjp/NzWPD83Gtm1+OGVO+e2FlA3WF28cO0fz7yjzanyvJG/6/nEV1udKv9r0cE9j89tlYP5W5yDeaZVI73KwcNbp+e2nhh+bL3hrN6Z0Wem7RcHt89trYYPrTec1atHn5+2d55qdbszzx9wevWbzOCe+TWrpwWE3bWr9PHqdd+DkwLC7tpV+vh0q6/1PL80e/U9OLguwHorx5gbqZ5cVFdTWgfb1RB14C3aThc7mGfMjejg2iJJpFc5eMfWmbmtJ4cn1xvO6p0eXRvkvvQ648HOzxetR9fmi+489eD81iyHeI30bDzod9Hu8bvo8jqQg9fJM+ZGdHBtkSTSq2vR6+UZcyM6uLZIEulVDp7aGhwIDAUAAAAAAAAAAAAAAAAASORgdADrNrt8354KWK4QcjO7fN+eCliuEHKza+mwvRSwVBqwZrseDbiXAh6FSOe81uRatIDlCiE3jzXJwQKWK4Tc7HpE7l4KeCQwsGa7HlO9lwIeyw0AAMBYo+Ua8lyQATrNPXqI5XdRiOVaFGLJwc4Zjl56IjqGlA48HR1BWr9z6DvRIaT1/cFN0SGk9W92Sv8LHrgSHUJa//7K/dEhJLZzKDqCtA5tFP0lOBi8PDocHUJiX30gOoLELkcHkNihrf8UHUJacrDzSs/BU+/5j9EhpLW98XJ0CGl98ur7okNIrPRr0Y/f+JfRIaT11egAUvvSxX8dHUJiO7dER5DYTeejI0jsyp3REST2zDuiI0jsanQAqd3zeHQEicnBris9Bw9vnY4OIa0XB7dHh5DWzlOlPwK19N9kBvecjY4gsaulfw8+XfrjNkr/HhyYqtR1DWamATDvjq0z0SGk9VL548EHo0NIrPzxoN9FO87vogBAZ53aGhyIjgEAAAAAAAAAAAAAAAAAWD0FhAAAAAAAAAAAAAAAAABQoIPf/5E/iY4hoX+MDiC15y/9UnQIie3cGh1BWn92y29Hh5DWNweb0SEk9ur/Fh1BYtvRAST28uZd0SEktnNbdASJXY0OgHZefvWB6BAS27k9OoLE5GDHfWPj5egQ0vpqdADJXfw/oiNIbPuG6AjS+oM7/p/oENL67qD0a9Hv/k/RESR2OTqA1N70k9ERJPZadACpjaIDoKWXS8/B0n9Vk4PdN4wOACiarwmIJQcBeGNGgwAAAL1lBUIAAAAAAAAAAAAAAAAAKJACQgAAAAAAAAAAAAAAAAAokAJCAAAAAAAAAAAAAAAAACiQAkIAAAAAAAAAAAAAAAAAKNDB6ACuuXlYjxuXRlVsJIncNengc4V2sN58+7hRXfx6bCSJ1Le+edyoXvl2bCSJ/NzkLfpfCn2Lfmj4b8eNR0a/GRtJIvWPDMeN6ruj2EgSqd8y6eDzCTsYmOnreen60A+++quXr6R7lcCXrn9i8j75yroTYT0vXd87eZUn1t7Btbx08d+29aEbxo3q5auxkSQSmIPrEZiDxfvxybXo3xV6Lfrzkw7+aaEdDLzGWI/68CT9v1Nm+n94+PC48bnRp2IjSeTh4YfGjU+NHomNJJH6bZO36LfKfIvWd006+FyhHbxj0sEXCu3gnZMO/n2hHTQeXMmrlP5tKxG6zngwnRPDk+PGmdHp2EgSqYYPjRv16POxkSRSH51kx/kys6P49K837h83qu3HYiNJpN68e9yoLj4bG0ki9bHJW/RcoW/R4nNwa9LBJwvtYPF/QR3szqsE0sGuK76DgXowHjw+btSjR2MjScR4sOvqjfvGjWr7bGwkidSbR8aN6uKF2EgSMR7sOh3sOh3s0KsEvrQOdv2ly+tgRgWEAAAAAAAhVPF1XfHFSwAAAAAAAAAA+6OAEAAAAAAAAAAAAAAox3TlFiCEHIRYchBiZZiDCggBAAAAAAAAAAAAaODE8GR0CGlVw+PRIaRVH81uTjON1Bv3RYeQVr15JDqEtOpjcrDbMqwMWS0dJHPF/wV1kJVTQAgAAAAAAABAmaazEKonRrGRQD/JQWipZRLJQQAAAAAGCgjpm/rWN48b1Svfjo0EOqp+y+TuwvP7ujnR7nCgJTcIAeiz+vDke/A7vgchQH3XJAefk4MQwHgQAAaeZwzR5CDEkoMA9NDin0P9agqpyUGIJQchVoY5qICQjplWAGZyHuitaSlgyOFAyzt8bhAC0EXTCsBMzgN9M60AzOQ80FvGgwAAAABk4szo9IKtJ4Ynl9ktZ/Xo0QVbq+HxZXbLWXV+4Zzmo8NldiNQtX12wdZ6475ldstZdfHCgq315pFldstZdW5hDh4bLrMbgTKsDFktHVxmNwIV/xfUwWV2o5ED0QEAAAAAAAAAAAAAAAAAAKtnBUIAAAAAAAAAyuQxxhBLDkIsOQgAAADAQAEhnVO98u3ld65vffM+jgIWqJ5vcNugfsvkZkOTo4AFGt26c8MPgMJU32nyPXh48j3Y5Chggeq5Jjl41yQHmxwFLGA8CECfTb/agBByEDIhGQEAAADYNwWEAAAAAAAAAD1VH51Unp9XeQ4B6mOTHDwnB2E/Wj5CxRNYAAAAAOiDA9EBAAAAAAAAAAAAAAAAAACrZwVCAAAAAAAAgNdXDR8aN+rR52MjSW26FGFuGi0JZSGp8tSbd48b1cVnYyNJbboUYW7kYNdZoG9J057mRg4CAAAA0J4CQgAAAAAAAGCfTgxPjhtnRqdjI4F+qjfuHzeq7cdiI4GOqrcmBVdP7qu+rt3hAAAAAABroIAQAAAAAAAAYA/TpQiBENOlCIEQ2S7QB1Aqa4oCAACwQgoIAQAAgEF96Ac/EVQvX4mNBPqpfttkLsi3zAWBAPVPTHLwK3IQYP+mSxHSLdX5RV9/9dHhMruRg+lShHRLdW5hDh4bLrMbOZguRUi3LC7LUb0DAAAAQBkUELJLvfn2caO6+PXYSKCf6h+Z3H74rtsPEMCEUSBb5igAAAD0k/EgAABAd1m+FQCAfXODAFgtBYQAq6QCEAAAAAAASlKPPr9gazV8aJndgH2rLj67YGu9efcyuwH7ZoE+AAAAACiAAkIAAIB1MJGCrqgP+a0A9qN+2+Rz/lutPuen5wFCTJemB1ih4lecODM6vWDrieHJZXYD9q3afmzB1nrj/mV2A/atenJhfd3WcJndAAAAMmSiCwCUxKTA0tSbb8/qPNBb06UIQw4HWs74NGEUWKzl1M/iZ44SReEfZEIFIMQyoAOSMqADAADIxJpLGpKOB1VlwBvxUwxkQjJCLDkIsYrJwQPRAQAAAAAAAAAAAAAAAAAAq2d1AgAAAGBZ1ctXokOAXqu+5UHUEKn6ihwEErLiBEBH1ccmyx+d80kO0CVrXr9u/YrvIAAAALA8BYSlqS5+ffmd68237+MoYIHquw1+da1/ZPJbbZOjgAUaTeWsf2KSgyaAAstpdHvVTdny/PywHjf+dFTFRvJGGpX21YcO7uMoCPTw8EPjxqdGj8RG8kYalfbV0yasWQAAIABJREFUb5t8TSgIpCPqOydv2r/P9E1rPAi9tZ6MNh4kc/XRYXQIwGAwU0kIhJhehgGskPEgxJKDEEsOQiw5CLHKy0EFhM3cNZkw+lyuE0ahbB8a/ttx45HRb8ZGAv2k0gDIlingOfjxyXDp7wyXIMKHhw+PG58bfSo2Euin+o7J1cgLrkYAAAAAYClKfwEA2LdOlOsA5GPFBYQ3TyaMXjJhFCL83CQH/4schAj1rW8eN6pXvh0bCdBU8flbH7ph3KhevhobCQAAQFbqw5O7y98p8+5y/iuIAgAA7FvxM4aL7yAAQKDir7WK7yAAjViBEFgrSwgCANB1Pz95bAfQyMPDD40bnxo9spLzACGmlUgAK2RVeWipOt8gd+qjk4xrchSwQHWuSQ4em+Rgk6OABRpNhDV9tmDFL2RXfAcBAACApBQQQl4sIQgAFGA69ZN++nH1dbAvHx4+PG58bvSplZwHCFHf4UII6LWW40HDSYAi1Zt3jxvVxWdjIwEA0kla4qjoF97I9BkxQIjpM2KAWB63AbHkYFf0roDwrhXNZF3VeaC3pksRhhwO1IdaXQO0PBwSqW9987hRvfLt2EgSqQ/dMG5UL1+NjQQ6ysqBkAlLCEIsSwhSpPrwZBWR75Q5oXCaudXfl9lBSK0aPhQdAixSb9w/blTbj8VGktq0khAIYS4XAAAAAPTW8NLuVc5u7v58ytke/eN1Wwso/HtupoP/+dIvtTlVvfn2ttEkUF38+rV/7Nza5lTTKoKszJY0/Mtbfntu6891/y06u3biNwebc1sLKPx7ZPSb0/Y3/6nVyh71j+R4h6b67swkpO1Wp6rfkmUHn5/p4OZ35rbm+bnRyK66qZ3b5rYWUPhXvXzl2j+evaHNqfJ8pH31lZm36E6rU+V5G3jXsyHfWXwO3j63dVoB2F27ahefPTC3Nc+0aqRXOfjBrVNzWwtYOfDvZq5Fv3rd1gIKCP90poNf/t6vtzlVnlcFu77ot9t90R/OMgdnShredsd/mNtawMqBs2snfncwfy1aQN3gp0aPTNuv/v2vtDlV/bYs36LfmvkevNzqVPVdWXbwuZkOvml+awErB1YvzHTwtfmtBdQN7qqb+h+tTpXnhWuvrkUHd81vzfO7u5FdtYvX/apWfA7mmVaN9CoHD2+dmdt6YnhyveGs3pnR6Wn7xeuuRQsoIKxHn5+2d5463upUWS5PUZ1f3bVo9jk4uOfs3NZpAWF37Sp9vHLn3NYC6gZ3rZ34zJE2p8pzeYrq3MxbtN3z6zqQg9cFWG/lGHMj1ZMzHbzuiRN5/lEaWeHKY3n+b/S8g3nG3IgOri2SRHqVgz0YD87fo6+GrQZQOahHj07bO089OL81yyFeIz0bDz4+t7XeuG+t0SRQbc8Mcl9nPNhqAJWD6uKFa/945h1zW/Mc4jXSr/HgdfKMuREdXFskifTqWvR6ecbciA6uLZJEepWDp7b6twIhAACQyK7ZlnspYHYpAAAAY8aDAAAA/dRotmWe8ymh03ZV3+2lgGpDyM2u6ru9FFBtCLlxLQqx5GDn9K6A8LndKy4uVsByhZCb2eX79lTAcoWQm12r+uwlz4WJAGDf/rTJeLCA5QohN7PL9+2pgOUKITe7lg7bSwFLpQHArNnl+/ZUwHKFkJtdy/ftpYDlCiE35nIBAAAAAMNLTSZQds4/RgeQ2n++9EvRISS2c2t0BGn9y1t+OzqEtL452IwOIa1v/tPD0SEkth0dQGqb34mOILGd26IjSOzZG6IjSGwnOoDU3ll8Dt4eHUFizx6IjiCx0nPwg1unokNI66vRAaT25e/9enQIiW0X/kX/tjv+Q3QIaX13UPi16Kt//yvRISR2OTqA1N4UHUBqr0UHkNr/iA4gtdKvRQd3RQeQWvG/qsnBjju8dSY6hLReLP1adOep49EhJFb8teg9Z6MjSOzKndERJPbMkegIErsaHUBqxdfHNagWBKB3ejAeLPwe/c5TD0aHkFj548HHoyNIrPzx4DuiI0is+PEgAPTYqa1B6VN+AQAAAAAAAAAAAAAAAKCXFBACAAAAAAAAAAAAAAAAQIEO/t+DO6JjSKj4JekHf3tXdASJlb4k/f97z/8eHUJixS9J//XoAFIrf0n6w9EBQL89LQch0h8XPRgc9GE8+PUboiNIrPTx4LcO/c/RISRW/Hjw+egAUit+PPid6ACg556LDgAo3DA6AFis+Ldo8R2k40bRAQAAAAAArJ0VCAEAAAAAAAAAAAAAAACgQAoIAQAAAAAAAAAAAAAAAKBACggBAAAAAAAAAAAAAAAAoEAHV3u6E8OT48aZ0el1Hrs21fD4uFGPHl3nsWtTHx2OG9X50TqPXZv63kmQTzTvYItj16beuG/cqLbPrvPYtak3j4wb1cUL6zx2bepjk7fZueZv0RbHrk3+OdjyVXQw3Uuv51V0MN1LZ/UqgXSw64rvYEvGg4mOXRvjwUTHro3xYKJj18Z4MNGxa6ODiY5dm/w7aDzYdTrYdcV3sCXjwUTHro3xYKJj18Z4MNGxa2M8mOjYtdHBRMeujQ4mOja3Vwmkg11XfAdbMh5MdOzaGA8mOnZtjAcTHbs2xoOJjl0bHUx07NroYKJj1/YqOpjupdfzKjqY7qXfyIoLCAEAAAAAYM06cZcOAAAAAAAAAGD9FBACAAAAAH1XfPlZ8R0EAAAAAAAAAOB1KSAEAAAAAAAAAAAAAAo0fcQeEEIOQiw5CLHyyUEFhAAAAAAAAAAAAADsx4nhyegQ0qqGx6NDSKs+msucZvan3rgvOoS06s0j0SGkVR+Tg92WT2VIIjpI5or/C+ogq6KAEAAAAAAAAIDCmYUAseQg7M80d6onRis5DwAAAAA9pICQjlnVD5p+GIX9kYOQiZZJJAcB6DPfg7A/JqtBGeQgAAAAANATi+9orOrGB/BG5CDEkoMQK8McVEAIAAAAdICCB8iEZIRYchAAAACATJwZnV6w9cTw5DK75awePbpgazU8vsxuOavOL5zTfHS4zG4EqrbPLthab9y3zG45qy5eWLC13jyyzG45q84tzMFjw2V2I1CGlSGrpYPL7Eag4v+COrjMbjSigBAAAAAAAACAMpmFALHkIMSSgwAAAAAMFBDSOY1+svRDJ6ycHIRYchAAUvO9CbHkIMSSgwAAXM/tBgAAAACArlNACAAAAHSAQnqIJQchlhwEoM+mX21ALMkIseQgAAAAAPumgBAAAAAAAAAAAOgej1ABAAAAgD0pIAQAAAAAAADou/qodY0gUn1MDkIk6/sBAAAAUDAFhAAAAAAAAABkqtGKUtahgpUrPge7GHMjxXeweMXnIAAAAABroIAQAAAAAAAAAAAAYJXalPUqCQYAAGCFFBACAAAAAAAAbZ0YnowOIa1qeDw6hCSq84umI9dHh8vsRg7qjfuiQ0ir3jwSHUIS1bmFOXhsuMxu5GBa5lGqUju4uCxH9Q4AAAAAZVBACAAAAAAAAKlYcQIAAAAAAAAIpIAQAABgHUwYBQAAAAAAgB4qdR1XAADSMWEMWC0FhACrVB+bXKudc60GAEAn1Ufdw4b9WNV4cHoeIIS5XAD7cGZ0esHWE8OTy+yWs3r06IKt1fD4MrtBOtX22QVb6437ltktZ9XFCwu21ptHltkN0lk8h6+AqX7FdxAAAAAA+kABYWlWNdHThFFoqeWMTxNGoaWWMz5NGAUW8yEDAADQT8aDAAAA/WRAByGkHsSSg5AJyQixislBBYQAAABQAg+CgUx4IgzEKua3ewAAAIDitVnItKRFUAvoAgAAAJlTQAgAAAAsqzrvHjZEqs7JQYhkLhcAAABkpfjys+I7CAAAAKyHAsLSNJrKOV2ewgRQWJVGUzmnq1KYAAqr0ujOh/slQFM+ZAAAAPrJeBCABdzyA4CCGQ9CLDkIseQgxJKDEKu8HFRACAAAZMEjVKElD5SBWB4oA7HK++0eesV4EFqaDvGAWNOxHhBiemUIAABAH7hBANCIAkIAAAAAAKDDii8/K76DAAAA9JwaYAAAAEhKASGwVvXmkXGjunghNhIAylP8fMriOwgAAAAAAAD7UHz5WfEdBABYv+LnUxXfQQAaUUAIeak37hs3qu2zsZEAAACvqxoejw4BOmlVD5SZngcIYbIaAGSoOt9gAlB9dDJtqMlRwALVuSY5eGySg02OAhZoNBHW9FkAAAAA+kkBIQAAsGItp5Wbld51J4Yno0OATlrVA2Wm5wFCuJIBes54EGAfin/A6KoeKAMA5CzpgE7RL7yR6TNigBDTZ8QAsdxcgFhysCt6V0C4qpUirDgBLbVcMsKKE9CSuVwQSw5CCOM4yIQBHcRyMUnZ8n+HGw9CCONByITxIMRyMUmRFteVZbXmpPo6CGE8SOb680AZIJbxIMSSg2RieGZ0evbfBawUMdujFwe3z20tYEBYjx6dtneeerDVqbJ8/Ex1fuYnrcutTpXnR+2u3+zueXxuawErRewayl65c25rAQPCXc9GfeYdbU6V5+NnqnMzb9GrrU7VgRy8Tp4xN9LzDjaS5/9GzzuYZ8yN6ODaIkmkVzl4eOvM3FbjwfwZDy4v/xw0Huwi48HldSAHr5NnzI30vION5Pm/0fMO5hlzIzq4tkgS6VUOGg92kfHg8vLPQePBLjIeXF4HcvA6ecbcSM872Eie/xs972CeMTeig2uLJJFe5aDxYBctHg/mOcRrxHhwrdEk0PPxYJ5DvEaMB9cWSSI6uLZIEunVtej18oy5ER1cWySJ9CoHT231bwVCAAAgkUajqTzHSwAAAOyD8SAAAEA/GQ9CrF3Vd3spoNoQcrOr+m4vBVQbQm5ci0IsOdg5vSsgnH0cy54KePwM5GbX41j2UsDjZyA3rtUglhyEWMaDEMt4EGK5FoVYchBiGQ9CLONBiOVaFGLJQYhlPAixjAchlmtRiCUHyc1wdgH38ly/JH1hrl+SvjTtlqTvgOuWpC/NdUvSl+a6JelL025JegAgZ4e3zkSHkJbxYOcZD3ad8WDXGQ8CQLmMB7vOeLDzjAe7zngQAOgs48GuMx7sPOPBrjMeBAA669TW4EB0DAAAAAAAAAAAAAAAAADA6ikgBAAAAAAAAAAAAAAAAIACDX+/GkXHAAAAAAAAAAAAAAAAAACs0v91ygqEAAAAAAAAAAAAAAAAAFAiBYQAAAAAAAAAAAAAAAAAUCAFhAAAAAAAAAAAAAAAAABQoIPRAazMg/Vw3Pj9ahQbSSJLdnC6W6Ckf4LiO9hdTd+inftvLL6DSyo+B/vzF9TBjtLBrtPBriu+g91V/J9mPR1cyZVe/hG2VOp7rKXih0vr6aAcXIbxYBs62HU62HU62HXFd7Cl/K9kWtLBZehgIB1chg4Gyr+DxX/R62DX6WDX6WDXFd/BlvL/om9JB5ehg4F0cBk6GEgHl6GDgXRwGX6TaUMHu668DpZTQAgAAAAAAAAAAMBY/hNGAQAAAFgDBYQAAACwN9MsIJYcBAAAAGDl/OgEAAAAwMpl+KOTAsLSNHp/dHFJzeI7SDFW8om/P0nf8HIQACBb67kEDby0cy1KVyRNRjkIAGRo8Td+ARcGOrjMbjnTwWV2y5kOLrNbzorvYPEynOoEQD6K/6LXwWV2y5kOLrNbznRwmd1ypoPL7JYzHVxmt5wV30G6zo9O66eAEAAAAAAAAAAAGjPVicyZMAoAAECRiv9NpvgOsn4KCAEAAGBvpllALDkI0IbbSwB0WtJVvoE9yUHK5kcnAAAAAFYuwx+dFBACrFKjT3A3G4B9C7xb7yMLIFuuRSGWHATWw+xtAABgnTKc6tRbxoMAAABAMfzotH4KCAEAAAAAAAAAoDFTnQAAAADWr/jfZIrvIOungBAAAAAAAHB7CYBMWe4bYslBAAAAAICuU0AIeXFDBYAF3KQHgIL57gZgAeNBAACAfjIeBAAAAKC9A9EBAAAAAAAAAAAAAAD8/+zdz+8dV3kw8O91zCtIG1r6llcsuins6A4q2HaB1AWtVCqxafgZO04ICVXzQuLUP65v7DRO4E1VAiFxnEAp7gapVGpZVGLRVStQ4Q9oBV21RXr7Ki1uUyCJ/S58Zxo5zvXMPXPmnPPM57Oy5Dv3e557z3PnnJnzzAEAAKangBAAAAAAAAAAAAAAAAAAAjpcugEAAABEcPtmlf4ml9ZX098ElkkOAgAAAAAAAAAA8Fp2IAQAAAAAAAAAAAAAAACAgBQQAgAAAAAAAAAAAAAAAEBAh0s3AAAAgAgura/u+N/bN6shLwP2JgcBAAAAAAAAAGKw0gOYlgJCAAAAAAAAAIB9WMsFAAAAAEDlFBACAAAAAAAAAAAATKl/0EAKDykAAAAgnQJCAAAAAAAWzVouAJo2yYkMSCcZAQBgWsbYUJYchEpIRmASiysgrOHX0zoSOCiajHIQlsCPDJCVH5lG1TAfBA4kI5CZHxkgK/NBAIBqmQ8CWfmRAQAAWKYw88HFFRACAAAAAAAAAAAA1MAjYwAAAMhNASEAAAAAANyctVwA1GnUGap/UK7zGkxFDgIAQCYG21CWHISy5CAwrcUVEPoZrZZPeyHkIJCVHxkgKz8yrfMNVsunvRByEMjKjwyQlR8ZAIBqGaoBWfmRAQColtEXkFW8+eDiCggBuKEmTloAAABMznwQAAAAACiivziZwoVNAAAAuCkFhAAAAAAAAAAAAAAAwFKEf9Bq+AABGEUBIQBEEH6mFz5AAACA/cwzXSr4MHjzQQB2CH+aCB8grRvYRdvtye22nIUI30XDB8gkwu9fFz5AAAAAYB4KCAEAynMHlGAmuZe5H0kEABRhLRd7Mx8kGPNBYBTnwWt8DpSi70FZcpBgss4HpQm8noKXYoADOQjVkIxQlhxshQJCmIkrv1CWHLyOtVzMTA4CsGTOg1CWHLyOa/fMTA4CNXD6oxTnwetIRmYmB68jB5mZHAQAAACox/UFhC4X3lD4j0WAFWqxzfmE/zQEWKEW29yKCj/bCps0rRYDbLHN1wy8Axo+wIISP9scAVb1de8OcJ6mVvWBDNFcg8cSYIWytrm5D6S5Bo8lwAoVbHOLH9coFQZYYZOm1WKALbb5GvPB4swHdzMfnEFzATbX4LFaDNB8MEVzATbX4LFaDFAOpmguwOYaPFaLAbZ7Tab++WCF06WxmtvesKocDD8fXHiA82guQDk4519ZeIDzaC7AhnKw1+58UIAzaC5AOTjnmwtwBs0FWHMO2oEQAACYxqjZVFXTJAAAAFKYDwIAACyT+SCUJQehLDkIZclBKEsONkcBIQAsiLEaAADAMpkPArBkzoNQlhyEsuQgAAAAALCqYU9JAAAAAAAAAAAAAAAAAGBCv3Pm4FDpNgAAAAAAAAAAAAAAAAAA01NACAAAAAAAAAAAAAAAAAABHS7dAFi0q6UbQKKrq9ItII0cbN0VOdi4Q5KwcXKwdeFzUA+lctFTEGonB1vnmkzrVpKwcXKwda9E/wbD/8h4QGzrrpRuAInkIADQLvPB1hmLts58sHVyEABomsEMAAAAAAAAAAAAAAAAAASkgBAAAAAAAAAAAAAAAAAAAlJACAAAAAAAAAAAAAAAAAABHS7dgMncvlld+8el9dWyLclkngDr/xj7FhZU7YdT1oe6r+ZrOz+fgS+r0MCWf/jM9mV/cqaxAAcKH+BHugC/KsA2fWy9DfArGwE2KXwXDR9g+C4aPsB2zZNcBQdC8/zp8CO9PsAUUT+cRANzMDFVC55Gwwc40FQBpsj64Xy0a+Ef1/oVJAofYPihWvgAw3fR8AGG76LhA0x05PT283nu4Zifzx1dB3g+aAcI38P7AFPU/OGE76LhA5SDQ2T9cJbzFQiwUQJsnQBbFz7ARP18MEXNc8k7phjJ1DyOrX+olih8gOG7aPgAw3dRAQ4hwIIEOIRrMikE2Lp4AcYpIOSaqerrUt5HfR0swSTLr/dj0TYAQFYpI715ShwhtpRCu3mKDycpBQQAQkpZOVrzgtFeyqq1mher9VIWlIS5fd608F00fIByEMih/gWjAAAAAMzgUOkGAAAAAAAAAAAAAAAAAADTswMhjRm1vWG/j6JNEQEAgKlUu0Efk/Ad1a/+DfpI4TsCAGByuzdN6vdlsrcSZCIHqZwN+gBS7N5Mvt+mvok9529o90bW/RbZTex3fUPhh2rhAwzfRcMHGL6LCnDIy2omwCEvq1n4AKFyFV50UkAYjfo6qETKsvJEWVc8j3rz/kOwCBsAYAbzDEELDu2MRWlFSonjTRWsrxv1p/sPQUEgACyBBaNDXlYz60haF76Lhg9QDrauwpVA0wofYHh+ZAAAAAgp/CULAQ5Rc4AVUkAIAAAAAAAAAMANqC8CAAAAAGidAkIAgPZM8uCN/VgfACzW7o3s7HcHue3eyM5+d8BymA8CsEAFT3/Aq0lGQmpogz45CAAAANCKCi86KSAEmNKo9eJWmQMAMCFjUShrVO2iikcAAACIocKVQNMKHyAAAADQovCXLAQ45GWMcqh0AwAAAAAAAAAAAAAAAACA6dmBEACgGaMepOHxGwAAAGGYDwKwZM6DUJYchLLkIAAAAADpFBBCXT602V7M/draxVwAAFrykTPboexXzxjKwj4Sk0gOAgAAAAAAAAAA8FqHSjcAAAAAAAAAAAAAAAAAAJieHQgBAACYUr8N2h7snAbp5CAAAAAAAAAAAAA9OxACAAAAAAAAAAAAAAAAQEAKCAEAAAAAAAAAAAAAAAAgoMOlGwAAAEAEXz1zdcf/fuTMasjLgL3JQQAAAAAAAAAAAF5LASEAAAAAAAAAAAAAAABU4WPr7aOiv7LxqGhgAgoIx7l9s/0VvrT2KwwFfKjLwa/JQQAAAAAAAKA0a7kAgNfTjxNSGGMAAACQTgEhAAAAAACLZi0XAE2b5EQGpJOMAAAwLWNsKEsOQiUkIzCJxRUQ9lsIFnwfuxfCwav2Epz/cLsXwhIUnC9ZMApL4EemUR8+42oaVOEjkhHIyf0zICvzQQCAapkPAln5kQEAAFimMPPBxRUQAgAAAAAAAAAAANTAI2MAAADITQEhAAAAAADcnLVcANRp1Bmqf1Cu8xpMRQ4CAEAmBttQlhyEsuQgMK3FFRBeWo/4Qbx9s9rjKPbj016Ir435fj/U9YpRRwFLZr4EZOVHpnV/cmbEd/HhM6s9jgJ2+OqYbPpIl4OjjgKWzFANyMqPDABAtQzVgKz8yAAAACxTvPng4goIAbghS+QBACjFWBTKUq4JAAAAAAAAQFuaKNcBqIcCQgAAAAAAAAAAAGBW/ZrvFNaLAwD7CV9+Fj5AAEZRQAgAAAAAAAC058jp7QqY5x6OuQLmjm6Jz/OW+FClgV203Z7cbssBliN8+Vn4AAEAAIB5TFxAePtme83i0tp1ByjgQ10Ofk0OwsJ85Mw2/b96Jmb6hw8QAABgPx/tpkt/nHO61P+VFPu1cJ4AAYAiPAT9GlVqlCIHWxf+GwwfIAAArTNkBQAaYgdCAGAoVXz5uJxEMJM8DHU/kggAKKJgfR2tMx8kGPNBAAAYyHyQYLLOB6UJvJ6Cl2KAV5OMUJYchLLkYCsUEMJM7M8JZX24W8r5JzmXYzZUX/eRtLWtKYfX/+GQQ/g7oA2l/37CBxi+i4YPECo3z1gUeD3hRzJjTVLrCMPNMxYNv0lm+AALCj9dCh/gQHe4dU0hcvA6kpGZycHrWMvFzObJwd1vnrUNAmydAFt35PQ2wOcejhlg+I3Kw3fRgQG2+0UPbHn4ANslB1snwNYJsHUCbN1iA7y+gLCvcUo01ftUIlg4ryXACn0orc2Jh9cmWDiv9eHoS/daDLBgfV14FX444W+Xthhghf1kWuEDLKjCDl9hk17PPD2zuf7f4khmFAFWKGuaNJeDzTV4LAFWqGB9XfjSvgoDbGiotp8WAwyfg+EDLKjCDl9hk15Pv+wywF8pqLnKqIa66H5aDDBrL2qui47VXIAtdtFRWgwwa5tb/EBGaS7A5ho8VosBhs/B8AFm1VyADTU4/HxwnlFic2PRsRrq0tc01+CDBcwHwweYVXNdurkGHyxgqBY+wKyaC7C5Bh8soIuGDzCr5gKsucF2IAQAAKYx6nEsNU+TAAAAGMV8EAAAYJnMB6EsOQhlyUEoSw5CWXKwOQoIAWBBvnpmxFitxa1CAAAAuKE/HjMfDL9NGQBL8/yYe9jhH1oP85ODUJa1XAAAAADA6tJ6xIVCYFrSr3VX3T1pnBxs3RU52LhDkrBxcrB14XNQD6Vy0VMQaicHW+eaTOtWkrBxcrB1r0T/BsP/yBwq3QASXSndABLJQQCgXeaDrTMWbZ35YOvkIADQro+eNpgBAAAAAAAAAAAAAAAAgIgUEAIAAAAAAAAAAAAAAABAQIdLNwAW7ce3lG5BZldWpVuQ2U+iV2FfLd2A3H4a/Rt8KXqAP/750i3ILfo3eNu/lm5BZnKwedG/wfA5GP0LPPgfV0q3ILfog9H/dEmmcdF7aHwvRz9PvBL9msyVnyvdgtyif4NveKF0CzKTg82L/g0e/HLpBuT2k9INyO1fSjcgt/Cj7V8s3YDcXi7dgNz+vXQDcgufgwCwZOaDrTMfbN1bSzcgt5dKNyA380EAoGXRV8oAAAAAAAAAAAAAAAAAwCIpIAQAAAAAAAAAAAAAAACAgBQQAgAAAAAAAAAAAAAAAEBAh6d9u9s3q2v/uLS+Ou07V0KArQsf4NHT2wAvPhwzwGOntgFeOBszwPtObAN88pFKA/xU18LP79XCxMNn8OmHti383KOVtjDRQw9uA3z0sZgBbu7aBrh+JmiAd3YBPhszQDnYOjm4cOFT+P4uwCeCBnhvN1T7Qq1DtUT3nuwCPBczwAePbwN87LwAm3S8C/C8AAs5+cC2hecer7SFidaf2Qa4+WzMADfHuqHahaABRh+LysHWycGF27yv+3y+FfPz2bwjFib6AAAgAElEQVS/C/CbQQM82gV4MWiA0VN484EuwG8EDfCDXYBfDxqgHCwtsYUCLE6AWQ+fQf0tTCTA1oUPMFE/H0xR81yynw+mqHku2Y9FU9Q8ju1TOEXN6b/5rSkC/POKA/zgFAFWPJeUg0NUnYMCHECABdUfYPjBtgBbFy/AiQsIIbe+ArDg+0QtPoRR+lLA+Q+vtvgQAICs+grAgu8TtfgQhugrAAu+T7XFhwAANCFlxUyY9QFQkByEsuQgAAAAwJIpIAQAAAAAAABYupTH3tf8tHtohRyEstTXAQAAADCVCncBVUAIMKX7uo31nrRLHgAAAAAAAAAAENT6W7vWR23etxryspqtv7kzwPevhrysZrufQ9E/4aLdx1XsXm/dL+lu91kA6z/fGeBvrYa8rGbrr+8M8IOrIS+rmRwc8rKaCXDIy2omwCEvq1mAEHZbToApon44mSggpDGX1iMy/PbNao+jgB0+P6Yw8lNdOeWoowAA4Ia+cG7EqPLek6s9jgJ2OH9+RDYdP77a4ygAoHX92tA9NLGctF8buod2l5MGEH6hTG/zgYQu+o0Gwu/Xhu6h3eWkASwoB6PvXxc+wKiWk4MAAAAsU/hLFuEDZDZxCgiVikFZR09vc/Diw3IQoFJuAQIwxL0n9r/q9AVPjmDBpiqZ699nD6r1gNdjPgjADuGfdg+Vk4NQlvo6AAAAACZX4UWnOAWEXNMXUhZ8HzWccHBwcF/CquvEw5+0aBsWIHHnbs8jAQAAaJT5IAALlHj6AxLJQaiEZAQAAADCqLC+LjwFhAAAAAAAAMCe1t/aeYv3fashL6vZ+ps7A3z/asjLIJ/1N3Z20Q+shrysZuuv7wzwg6shL4N8wi91Ch8gAAAA0KLwlyzCB8j8FBACAABABPembYI90Bfsdw03c/x4xmQ8f14OAgAAAAAAAAAAIyggjObSesQysts3qz2OAnZ4csxy6vu6Fd6jjgKWbNSTQjxfBAAAIAzzQQCWzHkQypKDUJYcBAAAACCdAsJmKPYjhmOntj35wtnGenK7LQcAAAAAAAAAAAAAAGCZFBACAABABF8Ys6/1vd1u2KOOAnY4f35ENh0/vtrjKAAAAAAAAAAAgLEUEAIAANC2Tz+0rcP53KPqcKCAB7tauMfUwgEAAAAAAAAAAFRGASHU5ejp7bLLiw9bdgkAAAAAAAAAAAAAAADs71DpBgAAAAAAAAAAAAAAAAAA07MDIQAAAFTt/oe2G5U/8aiNymnYg8e3Pfmx84315HZbDgy3ObbN9PUFmQ4AAAAAAAAUtrmzu4P5rDuYwAQUEAIAbG3u6qZbz5huAfC6+nK+PagAhHR9Od8eVAACAAAAADAba74BAACohAJCAAAAAAAAAIB9bI52hQEXFQYAADfWVxLuQfEhAAAA6RQQAgAAAJTXb6xnlzyAgjbHEtZyXfADDtyYHScAAAAA9pBSfAukk4NQCckITEIBIQAQ0OaupPlSyuHrZ6wDg/gKXpRpYrHppx/a//P53KP1BvjEzrbd30W9+2Uwg74QcQ811y7ubpvyS6CXUgEIcFOJ80E7TpBJv/sZUJZkhLKspwSy8iMDAACwTGHmgwoIAQAAAAAAAAAAAArwyBgAAAByU0AIAAAAAAA3t75gLRcAAAAAwExGldf2O8MoyoWpyEEoSw4C01pcAeHtm2n2jkx5n0trP8pwcOxUUjKmHH7hrByEsNbPjJkv3dXNl8YcBSyZizK7fe7RXZF++qHVkJcBe3vs/K7kevD4asjLAF7P+jPbn5HNZyv9GRlV2rc51g3VFAQCw5gPUrn1xTFd9GjXRcccBewgB6EsQzUgKz8yAADVMvoCsoo3H1xcASHV6msyFVhCEfed2Obgk4/IQQAAABjn5APbafW5x02rAQAAAGCQfoVlippXZwIAAEAlFBACwGTC76300IPbAB99LGaAAMR2/0PT7EjP5O7tHmbxBQ+zWIZ+O0Qqcbz7Rs7boBIAAACApjTxgP8U4QMEACgo/FgrfIAAjLK4AsJRu9vZEw8md+HsiGw6dmq1x1GwTGoXAQAAlin85ofrz2wD3Hw2ZoAApNi8r1sB862Yp4nN+7sAvxkzQFq3+UDXRb+xq4tuPti97OuN9eR2W85ChF8JGj5AppWykV0TfSx8gAAAAEBWiysgBACo0Oau7g7oM27eEEHfpecniQCAsvpyvj00UQHYl/PtQQXgDW2OdfPBCz4fIui79PwkEbRoc7Q7D15cdAoPLMODyclBKEuFJMGklDjelDSB19OP6IAi5CBUIutYFLgpOdgKBYQwExtaQlmfOrHNwc8/IgcPDl61od/8h9tCEIBSnhizT+/93e6+o46CG7r35LY7feHcorvTY+dHhP/g8dUeR8ENHe+603nd6eDgIK0CEKplK05gt34fP6CsfkM/oAhruQAAAABgsa4vIOxrnBJN9T6VCBbOawmwQkdPJ7U58fDaHDsVKpzXuu9E8AA/1WCAn34oqc2Jh8eWWLuYQ8Gt0uZR1f3ggc+GbDeJPjes0KjCRBio/hrgxIzOsYFhQzk4T+o1l+D3t9bgse5tcKg2Sl+815C+dq65N8+huQaPdVyA9UnZQrDdPz2PCmsXC26VNo+GxqK9xEQomEcDaxcTE6FgHtVfu5iY0Tk2MGwoBzfvm6Op8/yVgporUwz/jPyGcrDXb0WYQ9Y3r0Fz1YlycE5DczBnm6v6QHJoLsDmGjxWVQHWkINZ/7QAZ9Dc9oYN5WCA+eD6WzsDnGWmlvWvrL9ZQQ7mHLvm2A27pRz8rVm6aM6/sv7znQHOMlPL+lfWX5eDozWUg71254MCnEFzAcrBOd9cgDNoLsCac9AOhAAAwDRGVd+Fr90FAABYjlHVd+FrdwEAAJZj1GrLqpZRQgyjKn/CP8MC5icHoSxjUShLDjZHASEALMiorcPa3SENAACA64zaOqzCrQIBIMWo7Rqa20gQ6jdqu4bmNhKE+lnLBQAAAACsLq3L7ykJi/Vft5RuQWZXot9c+Mmh0i3ILPwZ4qfRv8GXogf4458v3YLcon+Dt/1r6RZkJgebF/0bDJ+D0b/Ag/9xpXQLcos+GP1Pz3RqXPQeGt/L0c8Tr0S/JnPl50q3ILfo3+AbXijdgszkYPOif4MHv1y6Abn9pHQDcvuX0g3ILfxo+xdLNyC3l0s3ILd/L92A3MLnIAAsmflg68wHW/fW0g3I7aXSDcjNfBAAaNaZo/FXVAIAAAAAAAAAAAAAAADAEikgBAAAAAAAAAAAAAAAAICADpduACzaT6LX8L68Kt2CzP4j/I9o9G/wp28q3YLcfqZ0A3L7ldINyO2W0g3I7PLflm5Bbj9bugG5hc/B6EO1y39TugW5vVy6AZm96aXSLcjtaukGZPZfv1C6BSSKfpqI79bSDcjtjaUbkNsvlW5AbtF/ZF76+9ItyE0Oti56Dh688x9LtyCzV95augWZ/UP0q05XSjcgt3eUbkBuPyndgNz+qXQDcot+TQYAFu2dPyjdgszizwdvK92CzMwHWxd+PvjPpRuQW/gcBIBlC38LFAAAAAAAAAAAAAAAAACWSAEhAAAAAAAAAAAAAAAAAASkgBAAAAAAAAAAAAAAAAAAAjo87dvdvlld+8el9dVp37kSAmxd+AA/eXIb4BfPxQzwd09sA/yjR2IGeOLBbYCPPBY0wAe6AB+vNMDNfdsWrp+stIWJNnd0AT4fNMD3dgF+O2iAv9oF+HdBAwyfgx/vAvxy0ADf0wX4naABRs/BRJtPdZ/P52N+Ppv7uwCfiBng8W4sej7oWPT48S7A8zED3BzruugFATZpc7QL8KIAm7T5nS7APw0a4G93Af5Z0AANZUuTRK2TRAu3ufXt1/6xfvEHZVuSyea22679Y335ctmWZLJ5V9fDvxezh4dP4c1bugBfCBrg27oAfxg0wHd3AX43aIDhc1CAjRNgcfW3MJEAWxc+wESbW99x7R/rF79ftiWZbG5787V/rC//qGxLMjEfbJ35YOvkYOsE2DoBFpfYQgEWJ8Csh+cwcQEhACxZ/Non9YeNq3AwCgAAMAnFSwAAAAAAAAAAN6SAEAAAAABYOrufAQAAAAAAAAAQkgJCAAAAAAAAAAAAACCgza+u9j52/Xeeygep5CCUJQehrHpyUAEhAAAAAAAAAAAAAPvY3PqOvY9dv/j9CVuSyea2N+997PryjyZsSSabdyWsaf6euoLyNm9J+AZfaOAb3LwtIcAfthCgHGxcPZUhmQhwhyYCDC/8NyjAHZoIsB4KCAEAAAAAAAAAAKrTr6KzJA4AAACAvSkgBGCEEw9sb0488ribEwAANOn48f0fW3X+vGEwy7U52i1Wu5iUCP377CHxTwMHHt8IwLI5D0JZchDKkoMALNDuU5gqfchNDkJZchDKqjAHFRDSmNs3+1/QnOp9Lq2dJuG/KwnnP1ztIhyk3eFLPNx0EYBSUgr/gAmlVAAC6RLngwAAAAAwlfWL39/xv5tb3zHkZTVbX/7Rjv/d3PbmIS+r2fp7O9c0v2s15GUUtH5h5zf4ltWQl9Vs/cOdAb5tNeRlNZODrauwMmRaAhzyMgoK/w0KcMjLGOVQ6QYAAAAAAAAAAAAAAAAAANOzAyEAAADA1vnzHlsFJa0vykEoyeMbAQjJY4yhLDkIZclBAAAAAA4UENKcS+sRlyxv36z2OArY4ZHHR2TTiQdWexwF7DDq1p0bfgAEM6q07/jx1R5HATuMKu3bHO3GogoCYSLmgwAsWX9qA4qQg1AJyQgAAADA3hQQAgAAAAAAAAAA7fEIFQAAAAC4KQWEAAAAAAAAAEu3edf++xqtv6dmA1Jt3p2Qg9+Vg5AqZX8/tYsAAAAAVE4BIQAAAAAAAACVGlWVYR8qmJwcbJ0vpXVyEAAAAIB0CggBAAAAAAAAAFgiBVcAAAAAQHgKCAEAAAAAAABuYnPbbXsfu758ecKWTGv9vV0FM5t3rYa8DGawedtq72PXP6y3A6+/uzMH370a8jKYQV9puYeaizN3t019KZDIzwgAAACVUEAIAAAAAAAApNrc+va9j12/+IMJWwLLtHlLQm3PC1a0Q6qo9XUAAAAAQAAKCAEAAObgCaMAAADLZD4IAACwcOrMAQAYy80FYFoKCAGmdOLB7VjtkceM1QAAABZkc7S7dn/RfBAAIJT15cs7/ndz221DXgbsbf3DXZOszdtWQ14G7G33IkVrGQEAAACgCQoIo7l9s//DiqZ6n0tr14XhvysJ5z9c7SIcHBxs3puUgymHr78tByG+lEeEJh5uEQYzOJ4wFj1vLArJ+kLEPahdhHSb9yTk4HfkIMRnPnhD6xd/sON/N7e+fcjLgL2tX9hZ2/OW1ZCXAXtTXwewEInzQWA/Ug/KkoNQCckIZYXJQQWEAAAAEEFK4R8woZQKQCBdSgUgAAAAAHNSaH3NwsMHAABgBodKNwAAAAAAAAAAAAAAAAAAmJ4dCKO5tB7xOKLbN6s9jgJ2eOSxEdl0otsiZtRRwA7rb4/Ips17u2cZjjkKWLJRz/70wFSiOm/sCkWtL8pBKGn9HTkIC2U+CMAOm3d3v/zf9csPMLfww+/wAdbPfBDKkoNQlhyEsuQglBUvBxUQAgAAVdi8p5tBWZYNexlV2ne8e5iFgkCYyqjSvs3R7qynIBAmMmoMaeQJtZGVkGjzrlXpJgAHB6+qJASK6NdpAQAAsARNlOsA1EMBIQAAAAAAAAAAAFBGSg2w9eIAAABwUwoIAQAIYnNf90ihJ2PeItp8vAvwyzEDBAAA2M/md7rp0p/GnC5tfrsL8M9iBggAAJAofPlZ+AABAOYXfv+68AECMEqcAsLbN9sz3KV1zDNc+ABp3SdPbrvoF8/t6qK/e2L7sj96pLGe3G7LWYj4dVN3dAE+HzNAAFJsPtWdJj4/x2lic3/CTfon9mlh/xf3Oxxy2xzruuiFXV104MuG/7k97Penp2o5ZDJz3VRfxbSH/Qqf1E0BwE2tvzfiLLl5V3duHXMUsMP6u2Ny8N1dDo45Cthh1EJYy2cBAAAAWKY4BYS0ToXkNQPL8GByJx7c9r1HHtP3oIDNe7u7ld+Wg0Swec/+y8oTD19/RxKV15fz7WGeCkBqc7wbi55f9li03fo6Wrc52vW9izrABPpyvj1E3TmN3frRr6EsMZgPMrPNrW+/9o/1iz8o25JMNrfddu0f68uXy7YkE9WMrdu8pfsGX9j5QJm3dS/7YWNfdLstH0g1Y+vC18IJENqSskfiTUkTeD39rAooQg5CJbKORYGbkoOtWFwBYV+lVvB9Fl4gt1gqJK/Tb+g3/+G2EFymEw90FZKP6wAHB6/a0G/+w20huEzh74DG3wX0412AXw4aoEXby5CycyCkOH68q5A870fm4CCtxBH2oELyOilbCMIe4s8H7QLaOPPBhejL8GBmA8+DA8vwAujr8WAe4ceiY1nLxczmycGbnGRztkGArQsfYHibW99x7R/rF79ftiWZbG5787V/rC//qGxLMvFAmdZ5oEzr5GDrwo9kBEjlwn+DAozq+gLCGurrwqvww6mwSdNqMcB+K8Iih8eWWLuYQ7/7X1R98V5D+lqgIofHlli7mEO/+19ULd4PDp+DfT1ekcNjS9zsIoeqcvAmt5kTdg6cSg1tyKrCIsbj0ceiffFeQwrW14Uv7aswwL62LaoWA0zZQrDdPz2PCmsXKxw9TquqsehAiYlQfx4VTIQKc3BaFWZ0VTl4k/lgt49fVvP8lYKaK1MM/4z8qnJwoH79ZXNvXoPmqhP73f+iajIHc7a5xQ9klOYCbK7BY7UYYPgcDB9gVs0FWFWDbzYffMcMbZjnr9z4T3dleAH+SkHNzR9bysFZZmo1zAezTtmamw+OJQdTDKwMCT9UCx9gVs0FWFWD5eAMbaghwKyaC7CqBl+Xg4vbgRAAAMhk1HYNFa7sBAAAYD/mgwAAAMs0aruGqpZRQgyjtg5rrgYJ6icHoSxjUShLDjZncQWEl9Yj+miL29ZB5f7okRE5WOFWgdC69fNjxmr1bRUIACnWT4w5D9a3VSC0bn1hTA7Wt1UgtG79Z2NyMPo2ZQAszfry5eEvbm4jQajf+odjxqLRN46A+VnLBQAAAACsRhXUAdP6tzeUbkFmL0e/ufAf4auwo3+DP31T6Rbk9jOlG5Dbr5RuQG63lG5Abn9bugG5/WzpBuQWPgcPlW5Abn9TugG5vVy6AZm96aXSLcgt+uWK//qF0i0gUfjTRHi3lm5Abm8s3YDcfql0A3IL/yPz96UbkJscbF34HHznP5ZuQWavvLV0CzL7h+hXna6UbkBu7yjdgNx+UroBuf1T6QbkFv2aDAAs2jt/ULoFmcWfD0Z/5I35YOvCzwf/uXQDcgufgwCwYGfeHf8WKAAAAAAAAAAAAAAAAAAskQJCAAAAAAAAAAAAAAAAAAho9cVzV0u3IaNV6Qbkdjjyt3dwcHCwih7gK9H7aPT4Dm6J3kXDC99Fw/+KehBC6+KfB+Ugdftx9K8w+m+MsWjzrkTvo/HPg9EDjN5DaV70gUx8V0o3gERysHWuybRODrbOebB1chAAaJf5YOuMRVtnPtg6OQgAtOujpw1mAAAAAAAAAAAAAAAAACAiBYQAAAAAAAAAAAAAAAAAEJACQgAAAAAAAAAAAAAAAAAI6HDpBkzmkydX1/7xxXNXy7Ykk3u6AJ+qNcBjp7YtvHA2YwvvPL3K9+YDPftwpV9BWXd3HeDpnR3gru5lz+TsJzkMbPnRroteDNpPwgd4pAvwuaAB3rHeBvj8JmaAH+sC/IoA2yQHWxe+i4YPsF0Dx6IFJQ6D6x9FNzFKPDrFdLLmAAsaeEGgn9HPP61O/NMDDz/SnSaem/00Mc+fThzJ9IenyDqICj9UCx9g+KFa+ADDd9HwAYbvouEDTHRkisF2zZeD6h/JJPrYFAHWnB3hAwzfRcMHGL6L1h9g+BO9AFsnwNYJsHXhA0xkPjiEsWhB4QMM30XDBxi+iwpwCAEWJMAhXJNJIcDWxQswTgEh1/SL9gCymmT59X4s2gYAyKHgAG+g+lsIKY5Mce1+HpPcrAUAAABgBvUvGAUAAABgBgoIAQAAAAAAAAAARoj3HHoAAAAAolJASGOeHbPz2J3d9hSjjoJG9fux2KAPACCHu+z3vgyG09W60xaUy/C89XYA0KDndo6ij3QDud0vq9nuIUq/P3O7I5ndNQ8BSiPCBxi+i4YPMHwXDR8gOzTx/U6yQR/AYpkPDnlZzcIP1cIHGL6Lhg8wfBcV4JCX1UyAQ15Ws/ABQuUmueg0bYYqIIzmwtkR/eNYt/511FHAEEeDrm0dtZxaTSMAwJzmGYIWHNoZi9KKIzmXnT1X7tr9qJuvAW7ZAgAAwBAVrgSalvq61lkwCgAAQEiuyQwhQF5NASEAAAAAAAAAADegvggAAAAAoHUKCAEA2lPwaa/WBwCL9czOndvv6jZ43/0yYG/P7txM8s5uz8ndLwMIwHwQgAWy+RVUQjISUkMb9MlBAAAAgFZUeNFJASHAlC6OWat6tFvhOuooAAC4IWNRKOu5MVf0jnTXAUcdBQAAANSmwpVA0wofIAAAANCi8JcsBDjkZYxyqHQDAAAAAAAAAAAAAAAAAIDp2YEQ6nL3qW2p9NNnlUoDcL1RD9Lw+A2gIYbBcHBwcKxLhAuzJ0LBPw3AQOaDACyZ8yCUJQehLDkIAAAAQDo7EAIAAAAAAAAAAAAAAABAQAoIAQAAAAAAAAAAAAAAACCgw6UbAAAAQAR3n1qVbgIs2jE5CAAAAAAAAAAAwGvYgRAAAAAAAAAAAAAAAAAAAlJACAAAAAAAAAAAAAAAAAABHS7dAAAAACJ4+uzVHf9796nVkJcBe7uwM7mOdTm4+2UAAAAAAAAAABT3sfV2pcdXNlZ6ABNQQDife05uf8GfOucXHAq4q1sv+4z1sgAAAAAAAAAAAAAAACyAAkIAAAAAAAAAgH14GDwA8Hr6cUIKYwwAAADSKSAEAAAAAGDRrOUCoGmTnMiAdJIRAACmZYwNZclBqIRkBCaxuALCe0769YQq3HVKMgIZFZwvWTAKS+BHplGGoFCJO09LRiAj98+ArMwHAQCqZT4IZOVHBgAAYJnCzAcXV0AIAAAAAAAAAAAAUAOPjAEAACA3BYQAAAAAAHBz1nIBUKdRZ6j+QbnOazAVOQgAAJkYbENZchDKkoPAtBZXQPjUuRE/iPecXO1xFPs5dmr7aV8469OO7Jkx3+9dXa8YdRSwZOZLQFZ+ZFpnLAplPfvwiGy68/Rqj6OAJTNUA7LyIwMAUC1DNSArPzIAANUy+gKyijcfXFwBIQA3dLRbnnvR8lwAAOZlLAplHekuYj5X8UVMAAAAAIBXa2J1JgAAAFRCASEAAAAAAAAAAAAwq74IEABgfuGfRxA+QABGUUAIABEc6fbteS7ovj13dFPZ501lAQAAXqX+6VJiC+sPEICCXBeFsgZ20XZ7crstZyHCrwQNHyCTmKT8rOY+Fj5AAAAAYB4VFRB+8uT2escXz7lmAQXcfWqbg0+flYMAc3MHFAAAFquJRcl3eBh8NuaDcGBFLCyY8+A1TQwICUkOQllyEIB0tvGEsuQgVEIyAgxRUQEhADCbgks/LYCAJSh4UcZddgCgiIbq6xpqKtAiN+mpk9MfVEIyQlmGakBWWX9k3AEEAAColotOrbi+gLDfBrCgGtpwnXvqa9K0jp0KHuCdpysK8NmHB13Survcl1LwT7+eu+pr0rSO1tRFc6gqwIvDcvBITW0OpsL1AeFHrlUFOPDWTrs5+NywH5kKE2Gg+muAEzt8jruPDeXgPOPACkebuxmLtq6qAAeORbNO0pu7AlDVjD6HIzWdJnKoatgzcCRTsM1VfVw5VBhgVUO1HKoKcOBgu8J+MlD9PzKJzAf30FAOznMppt0LPgM1l+BVddEcqgqwhvNgc110rOYCrKqL5lBVgANzMGubq/pAcmguwOYaPFZVAdaQg1n/tABn0Fx1YkM5GGA+uPse/TyjxKx/pYZrMnIwxe4Aw3fR8AHOQw6mqGGoVsM3GD7ArJoLUA7O+eYCnEFzAdacg3YgBAAAAAAAAAAAAICWjFrxXNVSZohBDkJZchBgFAWEALAgox6J1NzDeoHiXJQBAKiW+SCQlfkglXMehLLkIJRlqAZk5UcGAABgmcwHm7P64rnye0rmE76LHY787R0cHBysogf4SvQ+Gj2+g1uid9HwwnfR8L+ih0o3gETxz4NykLr9OPpXGP03xli0eVei99H458HoAUbvoTQv+kAmviulG0AiOdg612RaJwdb5zzYOjkIALTLfLB1xqKtMx9snRwEANr10dMGMwAAAAAAAAAAAAAAAAAQkQJCAAAAAAAAAAAAAAAAAAjocOxN6WNHd3BwsLpaugWwU/geGj7A8OJ/g9FPhK+UbgDchBykbleid9Ho8R0cij+UCe5K6QZkFz4JgaKMRaEsOdi6l6I/XzT8UPRw/OlEcK+E76PR3eKaDADQLPPB1pkPts58sHXmgwBA06LPCAEAAAAAAAAAAAAAAABgkRQQAgAAAAAAAAAAAAAAAEBACggBAAAAAAAAAAAAAAAAICAFhAAAAAAAAAAAAAAAAAAQ0OHSDZjMPSdX1/7x1LmrZVuSySe6AL+0M8A7T69mac4uzz6c8SsIH2C77j61/WqePrvr8xn4sgoNbHnfRaP2k/A5uJxvUICNEmDrBNi68AG2a5754MBJ2eTHph8+0CQjPfPBZZpnPphy+Dx/OvE0IQeHMB9MIcDWCbB1Amxd+AAT9ZOyFDXf4PvEFAFmndAlqn8smih8gP2cJUXNd+7CBxi+i9YfYPgTvQBbt5yLTr7BRglw4cwHhzAfLCh8gOGnS+EDDN9FBTiEAAsS4BDmgykE2Lp4AdqBEAAAAAAAAAAAAAAAAAACimYO9O4AACAASURBVLMDIQAAAMxgkkeNAnub5FGjAAAAAHDQwoYMAAAAADSnwotOCgijGdU/WtxSM3yAhDHJL/5+snZ4OQgAUK15hqAFh3bGorQiazLKQQCgQk+d23XGv6d7CMvul9XsSztb3j9lZvfLarZ7zBZgaBc+wKfP7mp5/xCW3S+rWfgAw3fR8AFWuBJoWuEDDC98DgJlmQ8OeVnNwp8mwgcYfroUPsDwXVSAQ15WMwEOeVnNwgcY/pKFAIeoOcAKHSrdAAAAAAAAAAAAAAAAAABgenYgBAAAgJsL/4RRqFz4J4wCZOXxjQA0Lesu38BNyUFiC78hAwAAAADzq/CikwJCgCmN+gV3swHYW8G79X6yAKplLAplyUFgHlZvAwBAVSpcCTSt8AE2xHwQAAAAeuEvWQhwyMsY5VDpBgAAAAAAAAAAAAAAAAAA07MDIQAAAAAA4PGNAFTKdt9QlhwEAAAAAGidAkKoy92ntjdUnj7rhgoA13OTHqjZPSe3PztPnRv9s5NyLISROB9MOdxUFKB+5oMAAADLZD4IAAAAQLpDpRsAAAAAAAAAAAAAAAAAAEzPDoQAAABMqd9OECii304QAAAAAAAAAAAA7EAIAAAAAAAAAAAAAAAAAAEpIAQAAAAAAAAAAAAAAACAgA6XbgAAAAARPHXu6o7/vefkasjLgL09fXZXct19ajXkZQAAAAAAAAAAAASjgBAAAAAAAAAAAAAAAACqcOfp7aOin33Yo6KBCSggHOcT3aYZXxq/aUbKscA1KZtm2HADAAAAAAAAmJa1XADA6+nHCSmMMQAAAEingBAAAAAAgEWzlgsAAAAAAODVPDEHACJRQAgAsJVyycPlEgAAAABuSJUyuU3Sx4B0khEAAKZljA2VkIxQlhwEJrG4AsJPnJzm13Oq94HFuvtUUhIlHg6ElzhfMt0Cdiv4K2HBaArzOKiECR2QlQkdkJUfGQCAahmqAVll/ZFxBxAAAKBaYS46La6AEAAAAAAA9mAtFwAAAAAAAADQHAWEAAAAAAAAUJgqZfY2qvP0D8rV5WAqchAAADIx2Iay5CCUJQeBaS2ugPBL50b8IH7i5GqPo9iPk9ZCPH12xPd796nVHkexHzlIDOZLQFZ+ZFpnPlgt+bIQ5oPVkoPEYKgGZOVHBgCgWoZqQFZ+ZAAAqmX0BWQVbz64uAJCAAAAAAAAAAAAoKx+hWWKmldnAgAU1EQ1CwCzUUAIAAAAAAAAtOeebvf4p+weDyXYPR4AcktZ8229OADAbsZLACzKxAWEKXfp3OGDdCl36dzhg6aFn8qGDxAAAGA/80yXCj4M3nwQgCX7RHf/9Evun9Kydu9CtttyFiL8dCl8gExiOfvXTRIpAAAAsFh2IAQAKM8dUIIpeAtTEgEARSxnsRqTMx8kGPNBYBTnwWtUqVGKHISy5CDBZJ0PShN4PaqLoSw5CJWQjFCWHGyFAkKYiSu/UJYcvI61XMxMDgKwZM6DUJYcvI5r98xMDgI16Pfxg5k5D16nL5WEecjB65gPMjM5CGR1TzfReyrohu12pKdyAx+F0+4Tc9ptOQsRfrAdPkCAIq4vILxnovtnKe8zVRsmFP62YvjLxC0GmHj/LOXwCm/dVdikabXYRUdpMcAW29yKCj/bCps0rRYDbLHN1wy8ZhE+wIISP9scAVb1de8OcJ65WIUzvt3MB1vXYoBZZ0DNTa+aa/BYLXbRUVoMsGCbW/y4RqkwwAqbNK0WA2yxzdeYDxZnPrib+eAMmps/VtVFc2gxQPPBFM0F2GIXHaXFALO2ucUPZJTmAmyuwWO1GGC712Tqnw9WOF0aq7ntDavKwYXPB+eZqTU3HxxLDqbYHeA8E5kapksmvCnkYIoahmo1fCDhA8xKDqYIn4MCnEFzAdacg3YgBAAApjFqNlXVNAkAAIAU5oMAAADLZD4IZclBKEsOQllyEMqSg81RQAgAC2KsBgAAsEzmgwAs2ZfOjTgPht84Aub39NkRORh+4wiYn/kgAAAAALB6aswNs+aEv655+ErpFpDmlfB9NLpbIv+CAgDBvXSodAsyCz/WNh9snflg68wHAYB2mQ+2znywdeaDrTMfBADaZT7YOvPB1pkPts58EABo19FTB9FnhAAAAAAAAAAAAAAAAACwSAoIAQAAAAAAAAAAAAAAACCgw4dj76ccOzoFoO37cfSvMHoKHrwU/RsM76fRv8GXV6VbkNnLv1C6BblF76Jv/L+lW5BZ/Bz8n6VbkFv0b/AN/1q6BZkdij4YfeMrpVuQWfQUPLh8uHQLMgv/DYYPMLzwQ7Wrt5RuQW4/V7oBuUXvoqv/V7oFmcnB5kXPwYO3l25Abj8p3YDc/rl0A3KLPqM/eGvpBuT2cukG5PZvpRuQW/gcBIAlMx9snflg6/5X6Qbk9lLpBuRmPggAtCz6snQAAAAAAAAAAAAAAAAAWCQFhAAAAAAAAAAAAAAAAAAQkAJCAAAAAAAAAAAAAAAAAAjo8LRvd+zU6to/Lpy9Ou07V+LY6S7Ah2MGeKQL8DkBtum+E9sAn3wkZoCf6gL8fNAA//dD2wD/z6MCLOOhB7ctfPSxSluY6NQD2wDPPh4zwM3RbYDri0EDvKML8PmYAcrB1m2OdF30uaABRs/BRCe7Hn4uaA///e436g+C/kbd//vbAJ/4g5gB/l4X4B8GDfB0l4MPB83B8KfR8L+i9Qd45jPbFp75bKUtTLS5vxvJPBE0QGPRxsnB1snBhdv8Wvf5/HXMz2fz612AfxU0wI93AX45aIDRU3jzm12AfxE0wA90AX4jaIBysLTEFgqwOAFmPXwG9bcwkQBbFz7AROaDrTMWbd3mN7oA/zJogOaDjYufgwJsnACLq7+FiQTYungBTlxACLn1FYAF3ydq8SEM0VcAFnyfaosPAQBoQl9JuIeoxYcwxFQVgP377KHa4kMAAJrQ3+zfQ5j1AVCQHISy5CCQVV9JuIcmig/7SsI9NFF82Fcx7aGJwqfw58G+knAPTRQf9pWEe2ii+FAO7tBGDgrw9QmwBuEDBAZSQAgAAAA0IKXwD5hQSgUgAAAAAAAAAADEVuEGhgoIAabUb6xnlzwAAAAAAKAh4Z92D5WTg1CWDRkAAACgIRVWZ01LgGHUc9FJASGNee7hEQlw5PRqj6OAHUYVRiqnBACgOX/4B8auUNK5x+UgADRs82sJd0D/uoFhwObXEwL8qwYCjGr3/fVIaxQ2v5nQRf+igfA3H0gI8BsNBBjVgnKwmpVAmYQPMKrl5CBQxO6pXD9JbGLGd0O7p3L9JLHdGd/u51D0T7ho93EV4c+D67/cGeBvrIa8rGa7p3L9JLHdGZ8cHPKymglwyMtqJsAhL2tC+EsWAtyhiQDrEaeA8Nipbae5cFYPgALuO7HNwScfkYMAlYo05QOgKvf//vYU80TO6rtRpX2/1zVJQSCzOfnAttfNXwI3z58e9eYFPw3ghswHAQAAAAAAAGCx4hQQck2/517B97HdHxy8avO9+Q+33R8sQcrzNhIPt9gUILy+GhAooi+9A7gh80EAJlf/0+4TT39QOTkIZTW0IYNkBAAAAGhFhRedFBACAAAAAAAAe1r/9c47oL+2GvKymq3/ameAv74a8jLIZ/0XO7vob66GvKxm62/sDPADqyEvg3wqXAk0rfABAgAAAC0Kf8lCgENexigKCAEAACACOwdCJWwhCAAAAAAAAAAA1EMBYTTPPTyivvbI6dUeRwE7/H/27jb2kqs8EPz/b8ziGLrB3tjxejfixd4NRCwjmkkwSiIYycRYMMNLyGo0X4ZOG0bKaCKFDEQYx8Uxb4pJiJRRIg3gdObbSCG8zGI5DUhDlCAICY0UoQV2bAijGccKs9juBsfGb/vh31WxGvftW7fq1Dnnqd/v05X61r3P0/967j2n7nnq/Pb7R1TTr71jf4ejgDUbdSMNt98AIIcPvs/XCpT0nlvVIKyU+SAAa+Z7EMpSg1CWGgQAAABgOg2EzXhL3+z3Ic1+tOxX3nnmTP7d9zZ2JrcbOQAAAAAAAAAAAAAAAOukgRAAAAAiGLU34Ftv3N/hKGCDUXsD3vT2/R2OAgAAAAAAAAAAGOuC0gEAAAAAAAAAAAAAAAAAAPOzAyHU5d+888wWBP/uvbYgAACArdjIC8q6ua/BW9QgAAAAAAAAAABAZexACAAAAAAAAAAAAAAAAAAB2YEQAAAA8rrx18/sz/a+39xlf7aJh0MlfqPfqPDdi29UOPGtC0YOLCYdO1Pp3W0qHQAAAAAAAAAIRQMhAAAAjDC08wFFDO18AAAAAAAAAAAhpV/qb4H6B26BCsxAAyEAwBnphn669RHTLQAAAAAAAABgd8Oa7ymsFwcAAGA6DYQAAAAUdlO/n9h7bvULKOt1c18ItyxeCAXfGqA26djui7q623yKAgCsUTra353wuAEhAADMaZYuXGBnahAqoRiBWWggBAACGvYSXP5wuxfCGhS8KNPEHUaHbsBg3vebm/7zb/z1/W2eBgu4OWgNvntjc+Nv9FlvfhqwBlM6AAHOy3yQOg3NS0BZihHKsp4SyMqHDAAAwDqFmQ9qIAQAAAAAAAAAAAAowC1jAAAAyE0D4XLecvOZrtMP3WLCDwX8yjvP1ODvvlcNAgAAADBad5vLSgAAAAAACxnVXjvsDKMpF+aiBqEsNQjMa3UNhHN18Q2vAxQxdAMCPFH3kTHzpRv6+dKYo4A1c1Fms/fcuinTm96+v83TgJ3dsrG4bu5rcPPTAM4lvbUf23yw0o+RUa196VifjoZAYDvmg1SuOz7mFD3an6JjjgI2UINQlqEakJUPGQCAahl9AVnFmw+uroFwoAMQytIBCAAAAITxrredudDxrg/Uey0YAAAAAKrSxApLAAAACGC9DYTU5ljf0nnbtM0hgd382jvO1OBvv18Nck6/0W9c824b1wDQoBt/3T0sKvXWG8/8aT74PmOMVRhGlVTCJrEAAAAAQFlDJ+EONB8CALsJfy+D8AkCMIoGwiw+pAUOivrd96pBynhH35bw/t9c+iQs+NYAAAAUZPNDANYsvaJfAfM534NQQPqnfQ3+32oQCrASFPamdZ0Nai6i8AkCAAAAy6iogfAtv3HmeseH3p3xmsWo1r639HviaQhkDf7NO8+c8P8uZ/fdqNa+X+lD0hAIhN/8MN3Q/8T7kZgJwjbSsb4QblMIAMCKtNUBmN464WbwH9wlweEddzu8fobBsKcQ4NzSdX11nIhZHelon+DxmAluKXwbXnp9n+DHG0uw3ci3pAapXPgOyfAJAgCEZ1YFADSkogZCACCw8B2AwBMNSz+XP9xiUzZ435h9em/sd/cddRSwwahxoNEj7Rq6AQHWyXwQAABgnWbZLPFc9NnCuQzNS0BZihHKyjoWBc5LDbbi7AbCubYBHF4HOHCs39DytkU2tBy2EwQO/No7zhTFb7+/0svK7+i7FN6/SJfCsCC7yOGs0DK3UF24jqa8dcEi2q0NI3wXR/jNLraswZv6P/R7gv6hoZRfvfFMcf3O+xQXFOAL7ixTthCEHSwzH5yld3e3XUDHbiJasAbtAvqkzAdXYtjHDxamBs8ybOgHy1CDZ7GWi4UtU4ObXzxrDGNfvLn+uvCfohJsXXpFn+DnNn4ONDsftCN967aswfSa/mmfauz/YcvI250G2pG+dfG/B2sai+bgL9g6CZ7r+a3wF2zduRI85w6EBTsAK2w+fMvN1YU0r2MSrE/BDsAKmw9/pb6Q5jX0tkXVYoJDL9Dyh0986/pV2HyYbqgupHk1N/fYK1qD4VVYg/OauNlFDi3W4E05z5OsL57DjdE/Ut56Y/AEf7XBBG/OWSZZXzyH8N9czX0qjtViggW3EAy/e2GFvYsVjh7n1eJYVA3mU2ENzqvCim6oBodllwHepaDmlqWGvzV+QzU4SP80Y8xZX7wGzS1LVYMVyhpzi/8hozSXYHMBj9VigmpwCgnWpqGAzQdn0dx8cKzmxq4N1eBg6Mdr7sVr0Nx8cCw1uABj0SkkWJvmAt5Tg9NIsDY1B3zOBkIAAIBRRm3XUOHKTgAAAHZjPggAALBOo7ZrqHkZJTRq1NZhzfUgQf3UIJRlLAplqcHmaCAEgBV5960jxmrhN3uB5alBAABK6T445tp99G3KYHlqEMrqToypwegbR8Dyuo+PqcHoG0fA8qzlgrLUIJRlPghlmQ9CWcaiUJYapDb7H3r3iJOyPaGT29vbe0rpAJjogeh/wugluPfwBaUjYJofRP8LPhJ9MPnIpaUjyC36KXrRd0pHkFn8GvyfS0eQW/S/4FP/R+kIMrsg+mD0okdLR5BZ9BLcOx39nk7h/4LhEwwv/FDt8egXnfaeWTqA3KKfovv/X+kIMlODzYteg3vPKx1Abg+VDiC3u0sHkFv0Gf3eZaUDyO2R0gHkdl/pAHILX4MAsGbmg60zH2zd5aUDyO3h0gHkZj4IADTrXUfDL0sHAAAAAAAAAAAAAAAAgFXSQAgAAAAAAAAAAAAAAAAAAV34lNjbDcfOTgNo+x7ZLx1BZo9GT/CBp5SOILPHo/8FH3t66QhyC5/gC0oHkFv0b/oHv1Q6gtzUYOui1+DDXy4dQW6PlA4gs8e+XzqCzKIPRfcevax0BLByP1I6gNwuKh1AbleWDiC36GPRx+8sHUFuarB10Wtw7ye/VTqCzMKPtv/LM0pHkNljpQPI7arSAeT2UOkAcvvvpQPILfoqCwBYtZ/8ZukIMgs/H7zzUOkIMnu0dAC5mQ+27u7SAeQW/poMAKxb+J9AAQAAAAAAAAAAAAAAAGCNNBACAAAAAAAAAAAAAAAAQEAaCAEAAAAAAAAAAAAAAAAgoAvnfbljN+8fPLjtlsfnfeVKHOv6BFPMBI/2CR6XYJt+9cYzCf7O+2Im+G/fcSbB33p/zARvfvuZBG+5NWaC3dvOJJg+UGmC6ZfPRNj9/i4RTjx8Aelf9hH+h50SnHb4AtJP9xF+aacEpx2+gPSP+wj/aqcEpx2+gPqLaKL6i2ii+otoovqLqKz0r/r/n38f8/8n/es+wd+LmeBN/Vj0PUHHou/sE3xv0ATT0f4UPS7BJkmwdemf9wn+x6AJvq5P8BNBE6x+KBt/PqiIGld/EU1UfxGVlS5+3sGD7oFvlo0kk3To0MGD7vTpspFkko70Z/jJmGd4+BJOl/QJ3hs0wSv6BO8JmuBL+gS/HDTB8DUowcZJsLj6I5xIgq0Ln+BE6eKrDh50D9xVNpJM0qHDBw+606fKRpJJenF/hn8l5hkevoTNB1vnmkzrJNg6CRYX/wdQCeY8fAHxEpy5gRAAAAAAoDmal1oXvnkJAAAAAAAAAGA3GggBAAAAAAAAAAAAgICG7V92UM+OMdAuNQhlqUEoq54a1EAIAAAAAAAAAAAAAPNIhw4fPOhOnyobyTbSiyesaf6KvgJqlK44c1Z39zRwiqYjE2rwZAMJskJDt0wT7Wf19PbAXNQgT0oDIQAAAAAAAAAAQHXaWvMHrFa6+Kqdj+0euGvGSDIZugGhTumSCcvu721gjDF0A0Kdwre+TEkQFqAGYUsaCAEYoXvbmSFI+kADAyYAAAAAAIAD4deRQOXUIJSlBgFYoc1fYbr0ITc1CGWpQSirwhrUQEhjjnbz9E9PeZ3jydck/EMn4fKH612Evck3FPEDIQAteufb55kPTnmd997qe5D1SkfnqcEpr9MdV4NgPggAAAAAzKP7ysY1zS/e3+ZpwM66kxtr8Mj+Nk8DdlZhbw+sihpcngZCAAAAAAAAAAAAAEboHrhrw7+mi6/a5mk1606f2vCv6dDhbZ4G+XT3blx2f8n+Nk+rWXfPxgSv2N/maZBP+NaX8AnSuvCnaPgEWZ4GQgAAAAAAAABisswCylKDUJYaBAAAAGBPAyHNOZ5GXLI82u3vcBSwQfrAiGrq3ra/w1HABqN+uvODHwDBvPfWEd9o73z7/g5HARt0x8eMRY/2Y9ExRwEbmA8CsGbDVxtQhBqESihGAAAAAHamgRAAAAAAAAAAAGiPW6gAAAAAwHldUDoAAAAAAAAAAAAAAAAAAGB+diAEAAAAAAAAWLt0ZH/nY7uTGTd9GrWjlH2oaFd6yYQa/LIahKmGs3cHWU94NQgAAADAdBoIAQAAAAAAAABYo/ANV+ETBAAAAADOSwMhAAAAAAAAwPzSoUMHD7rTp8tGAuuUruj7pu7RNwUF6F0E8EkIAABAJTQQAgAAAAAAAFOli5+387HdA9+cMZJMhm7AYLqTm5YypyP72zyNGqRL9nc+tru3gb/v0A0YTPfljTX4kv1tnkYNhhaRHTTRVTIlwZpt/s/X+QMAAABADBoIAQAAlmCdAQAAwDqZDwIAADCWuSQAwMoZEALz0kAIMKeb335mrHbLrcZqAAAAAAAAAACwdlH3cQUAAKAVGgiZzdHuzGWO40nfFBSgdxEAgFnc9Pbdf8N+j7EoK5aO9jf/Oz6pEIbX2cHEtwb29vbST0+owS+pQWCluge+ueFf08XP2+ZpNetOn97wr+nQoW2eBvl0924ahKRL9rd5Ws26ezYmeMX+Nk+DfDZvAhBgr4DwCQIAAADAGmggjGbo4qvkdWC1bp6w6nr64cCUFZ8TD7dgFNZg4i1CpxxuEQYbTGn8A2Y0pQMQmG7ifBBgM/NBAACAdbKFIBSh9KAsNQiVUIxQVpga1EAIAAAAAAAAAAAALMpGpgdWnj4AAAAL0EAIAAAAbOs9t/oNG0rqjqtBKMme8wAA/LD0kr7z4cuGiwBLC99+Fj5BAAAAYBkaCKM5nkZcLTra7e9wFLDBLWOWU9/89v0djgI2GLWUM/10/1uLBaDAdkb9NOsHXZY3qrXvpn4sqiEQ5jKqtS8d7b8mNATCTMwHgazMB6lcOrJfOgRgb+8JnYRAEcMwDGBG5oNQlhqEstQglKUGoax4NaiBEAAAqIJl3AAAAOtkPggAALByU3qAa16dCQBAPk206wDUQwMhAABBpF/urwj8fswrAulf9gn+h5gJAgAA7Cb983669B9jTpfS6/oEPxEzQQAAAAAAWFj49rPwCQIwSpwGwmM3n/mGu+2WmN9wx7o+wRQzQVr3qzeeOUV/532bTtF/+44zT/ut9zd2JrcbOSuhbwqANUv/qv+a+PeVfk2kf91H+Hu7RDjxcMgtHe1P0eObTtEtn5bDxLcuGDlso/6+qYmNT/qmAOC8upMjviXTkf67dcxRwAbdl8fU4Ev6GhxzFLDBqIWwls8GFn7/uvAJAgAAAFnFaSCkdUf7Dsnj6+6Q3LIND2Z389vPnHu33OrcgwLST/e/Vn5JDRLBcEovf7giqsHQzreDajsAn2ho52MuN/Vj0feseyw6V5fa8Do7aKJBbkqCPCkdkvMa2vl2UG0H4BMN7XzMxXyQYMwHWVi6+HkHD7oHvlk2kkzSoUMHD7rTp8tGAk8qXdKPZO7deEOZK/qn3dPYZ3W7kbMS4XvhwicIwUxpcTwvnwNwLunFLthCScN9moCyso5FgfNSg61YXQPhsI9fwdexheA66ZA8y7Ch3/KH20Jwnbq3nTln0gecAHt7T9jQb/nDbSG4Tn7iBWqg8Y9S3tl3SL533R2SAx2ALEyH5Fl0ALIw80EANrAd4oEt2/BgdrZDhLJMlwAAAABYzNkNhMdunqm/bqbXCWmuJsYZHa0vpHm1mOCwFWGRw2Ob2LuYw7D7X1RD815D0i9P66+bdnhsE3sXc5h4a/z6tXhvj3ZrsPv9rX7iLdjEO1H9PcATKzrHhhVV1eDmVQhTdg6cSw0xZFVhE+NN0cei72wwwYL9deFb+ypMsMKQ5tViglO2EGz3rZdRYe+i+WCFJhZCwTrachPRiYVQsI66T5gPjlZVDZ5nPtjv45fVMu/y5G/d7+MX4F1mFP4e+Q3V4GDoJMwh64tvG8MVORPM+eI5DM17UTVZgzljruE/JHyCozQX8FhVJVhDDWZ9awkuoLntDRuqwXTxVQvEkPVdugfu2vTWhw7ne+tl3qU7fSrfi28p6z6H3VfWXYOLzNSyvsuWO9JnlfVdatiRPus1nBw3dWqoBgftTpckuIDmElSDS764BBfQXII11+DqdiAEAAAyGbXaMvxabQAAgPUwHwQAAFinUastq1pGCTGM6r7L2gcI6zSq+y78vZxgecaiUJYabM7qGghvSyPO0Qq3CoTW/db7R9RghVsFQutGbR1W4VaBADBF93tjvgfr2yoQWtcdH1ODDW5bB5UbtXVYhVsFAgAAAAAAAACwm/3bbim/p2RGoZPb29u7oHQATHTfU0tHkNmj0RebPfCU0hFk9nj0v+BjTy8dQW7hE3xB6QByC/9N/6XSAeSmBlsXvga/XDqA3B4pHUBmT/1+6Qgyiz4U3fvBZaUjgJX7kdIB5HZR6QByu7J0ALmFH4veWTqA3NRg68LX4E9+q3QEmT0afbT9X55ROoLMHisdQG5XlQ4gt4dKB5Dbfy8dQG7RV1kAwKr95DdLR5BZ+PngnYdKR5DZo6UDyM18sHV3lw4gt/DXZABgxd71kvg/gQIAAAAAAAAAAAAAAADAGmkgBAAAAAAAAAAAAAAAAICA9rtHP1k6hpwe+bHSEWT2ty8tHUFm4bekv/xU6Qgye/hw6Qgy+0bpAHILX4MPlg4gt4dKB5Db35YOILfHSweQ23NLB5CbGmxd+Br8F98pHUFmj/5o6Qgy+9p+6Qgye6x0ALldWTqA3P6+dAC5fbt0ALmFr8EflA4gt4dLB5DbfaUDyC38WPTy0gHkpgZbF74GXZNp3T2lA8gt/Fj0stIB5PZI6QBy8z0IALTLfLB1fqNvXfj5YPjroveXDiC38DUIACv2rhvsQAgAAAAAAAAAAAAAAAAAEWkgBAAAAAAAAAAAAAAAAICANBACAAAAAAAAAAAAAAAAQEAXlg7gH6SnvPbgQffoJ8tGkkl6dBM5RgAAIABJREFU2jUHD7qHvlg2kkzSc/YPHnR/83jZSDJJV/UJ3hU0wUPPPHjQnb6/bCSZpEv7v+B3g/4FX9Yn+IWgCf5sn+CfZ0wwXdu/y2eD/je+uk/w9qAJ3tAn+JGgCb65T/DDQRNUg41Tg+wsPf3ygwfd9/+ubCSZpMNnbt/TnXqsbCSZpJf21fEXMasj/mD72X2C3w6a4PP7BL8eNMHr+gRPBE3w+j7BO3LOB1/bv8sng/43vrFP8KNBEzQWbZwabJ0aZGcuB7UuHesTvC1ogtHLP72uT/ATQRP0Fdy4ZWqwYKVLsKF3KfjWEmydBFsXPsGCzAdbZyzauvjzwV/sE/yjoAmqwcZJsHUSbOhdCpJg6+IlWFEDIWxj6OIDihi6+AAAoC1DEyCwm4ldfMPhAACwsOE3fqAINQhlqUEgq6EJMKqhCTCqoQEpqvDfg0MTYFRDE2BUarB1EmydBIG10UAIAAAANEAHIFRCKyAAAAAAAAAAADREAyHAnIY1zd0XguxUCwAAAAAABJaOuUMElBR+xwmonA0ZAAAAANoyXM/pPlxvy8YsF53mTVADIY3p7hpRAOmq/nNhzFHABt2fj6nBn+1rcMxRAABQkFuBQFndHWoQANqTrg2+7D69OniC4W3+fb2JdQabpdcFP0XTG4MnGF78GozefhY+wfDC1yBQVvfZjR8y/Wxx89Nq1t2+McF+trj5aTXrPrIxwf5WF5ufVrPw34PdJzYm2M8WNz+tZt0fbUzwF/e3eVrN1OA2T6uZBLd5Ws0kuM3TalZhd9a8JMjs4jQQpqe89uBB9+gny0YC65QOPfPgQXf6/rKRAAAAIY1q7bM3OMtL1/Vn3YmYZ92o1r50ff+/oSEQ2hfg50MAAAAAAAAAWLM4DYQcSM/RhgtVGNYrA+RQ8MYbFowCRJVeagQLJQ39hwCbuREjALPrbtt4I+pj+9s8LStff8RW/44TapDYGtqQQTECAAAAtKLCi04aCAEAAAAAAIAddZ/d+AvotfvbPK1m3e0bE3z1/jZPg3y6T2w8RV+3v83TatZ9dGOCb9zf5mmQT4UrgeYVPkEAAACgReEvWUhwm6cxigZCAAAAiMAWglAJewkCAAAAAAAAAAD10EAYTfc3I/pr03P6rtwxRwEbdF8YU4Mv62twzFHAmo26kYbbbwCQQ/cXvlagpO6EGoSVMh8EYM18D0JZahDKUoMAAAAATKeBsBnpadccPOge+mLZSGCKdGl/tfq7jV2tbjdyAAAAAAAAAAAAAAAA1kkDIQAAAEQwam/A9NL+Bhl2FISZjNobMF3X16AdBQEAAAAAAAAAgJwuKB0AAAAAAAAAAAAAAAAAADA/OxBCXdKhZx486E7fXzYSAABoRXr65QcPuu//XdlIYJ3Ss/vN9L5tMz0AAAAAAAAAAIC62IEQAAAAAAAAAAAAAAAAAAKyAyEAAABULR0+c/ef7tRjZSOBKdLz+40Kv97YRoXtRg4AAAAAAAAAAKCBEAAAAAAAdpRu6NuMP6LNGAAAAAAAAJhBenP/K+SH/QoJzEADIQDADCwYBQhv2AYQKGLYBhAAAAAAAJowrPmewnpxAAAAptNACAAAAFBeenZ/P4JvWwoAsLThpjAAADCWOwwCAAAQkt3PACASDYQAQECWfgJZzXKv0N24JgsAsJn5IJCV+SB1Ssd8/UEVjEWhrIJDNWANfMhAEUoPKqEYoSw1CGWFqUENhAAAAMwgPf3y0iHk1Z16bMO/psMXbPM0yGfYwDCq7uubVsyn5+9v8zQAAAAAAKiNW8YAAACQmwZCAAAAAAA4v+4j1nIBAAAAAAAAAI3RQAgAxDFqKWe6od+mxgJQYDuj7v05bFvvjqEAwMqlN/bjoo9mHBeZDwJZmQ9Sue62Mafosf4UHXMUsIGxKJRlqAZk5UMGylKDUJYahLLUIJQVrwZX10CYnnZN6RCAvb29vXTpfukQAACYU/f9v9vwr+npl2/zNGBn3bc3XX5Kz97f5mlAEem1fYV+UoUCAAAAwFaaWJ0JAEA+BoQAo6yugZBqpef0X+F/4yscCkgv62vwC2qQLNKr+3PsducYAGWkwxeUDoEnl17ajxP+wjhhFdLz3VCmLum6vgZPqEEAAAAAYDnDmm8AgOWFbz8LnyAAo2ggBIAqpGv7qdpnTdUAAAAAAAAA4DxmaT+reTl1+AQBAACAZayugbB76IvbPzk97ZodjgI26L474qJkurTvpxpzFKxT+P5DGxgCm6Ub+k+Jj/iUAADWJb22Hwh9MuNAKL2x2M3gh7fuPmqkBzwJ88GVc10Uykqv60/RT2w6Rdsd0bUbOSsRfiuJ8AkCANA6FycBgIasroEQAKBCLicRzHBKQ1W6U49t/+R0+IIdjgI26L4+5oYyz+9HR2OOgoKGLj4Yy3yQYMwHgVHSsf578LZVfw9u2YYHszMWhbJ0SBLMLJslnosygXNxKQYqoRihrKxjUeC81GArNBDCQtJV/ZXfu1zSggLSz/Y1+OdqcG/vCTeuhmXU/wvoxNvV13+3+4m3qw9/t/vwC2Xqr0GILb2sr8EvqEEoIF3f1+AdanBvr+hegqzTMmPRWZp4d9vGs6FdQHfbOin8zkvmgyvhciilqMGzGIuyMDV4Fmu5WNgyNbj5xbPGIMHWSbB19f9GP5Hf6Fu3ZQ22e0OZbXek/8X+aX/UWoLNRr4lNdg6CbZOgq2TYOtWm+DZDYTpKa9dKKJzqyGGs6SnXVM6hLzSc4JfJh6a9xqSDj1zhW99LunS9v6CowzriaMamvcaMlxnXNVbL6PCxTrhbwHV4u/B4WuwYCFUWIPzqrCiG6rB9PTLw7zLjIatCKNKL23mFN1Ni4Pt9OyMMWd98RyGrQijStdFT/D69hIsuJdg+G0MK1wvXuHocV4NjUUH4WuwYCFUWIPzqrCiG6rBha6HuPJZmWH3v6gaqsHBsP6yuRevQXPfdBV+c82ryRrMGXOL/yGjNJdgcwGP1WKC4WswfIJZNZdgQwGHnw8uM1Nrbj44VnNj14ZqcBB+Pjj04zX34jVQgwsIP1QLn2BWzSXYXMB7KzhFwyeYVXMJ1hywHQgBAIB5jLotWXPXNwEAADgX80EAAIB1GrVdQ83LKKFRrslAWWoQyjIWhbLUYHM0EALAinS3jxmrRb9BGgAAwHp0Hx0zH2xt8xYA2Mx1USjLWBTKspYLAAAAANjvHv1k6RhyeuTHSkeQ2d++tHQEmT1aOoDcLj9VOoLMHj5cOoLMvlE6gNzC1+CDpQPI7aHSAeT2t6UDyG3E77ltem7pAHJTg60LX4P/4julI8js0R8tHUFmX4u+lOex0gHkdmXpAHL7+9IB5Pbt0gHkFr4Gf1A6gNweLh1AbveVDiC38GPRy0sHkJsabF34GnRNpnX3lA4gt/Bj0ctKB5DbI6UDyM33IADQLvPB1vmNvnXh54Phr4veXzqA3MLXIACs2Ltu2LugdAwAAAAAAAAAAAAAAAAAwPw0EAIAAAAAAAAAAAAAAABAQBfuPXZx6Rhyejx0dnt7e4+UDiC3R0sHkNvjTysdQWbh/4KPlQ4gN1vSU7mnlA4gt/A1GD7B8NRg6x6/sHQEmT22XzqCzMKfouEH2+ETDH+K0rro3xLxbxxnLNo6Ndg6Ndi6p5YOILfwg+3wNRj+ayL6JZn4n6LhazD8XxAA1iz8WDT8WjVj0daFr8Hwf0E1CAC0LPyP2AAAAAAAAAAAAAAAAACwRhoIAQAAAAAAAAAAAAAAACAgDYQAAAAAAAAAAAAAAAAAENCFpQP4B+mprzx40D38mbKRZJIuetHBg+7Bvy4bSSbp6v2DB92dj5eNJJP0E32C3wia4OGLDh50px4sG0km6bL+L/idoH/Bn+kT/HzGBNPP9e/yZ0v/Ny7z1una/l0+G/Q8eXWf4O1BEzzaJ3g8aIK/1Cf4B0ETfGWf4GeCJqgGGxe+BgtKz7j04EH3ve+WjSST9Kz+5Lkv5smTrukT/GLQBBcZbBeUntsn+K2gCb6gT/BrQRO8rk/wRNAEr+8TvCPnfPCf9e/yn4L+N76hT/BjQRM0Fm2cGmydGmRn6eX9/+2fxvy/TT/fJ/jpoAm+qU/wD4MmGL3802v6BD8VNMHX9wl+PGiCvoLbeZeCby3B1t9agq2TYOvCJzhResX+9BfpPlfv/+1w+X2Kmi/dD+PJKWoeiw4lPEXN5T/M6aaoeT44zOmmqHk+qAa3UXUNSnALEiyo/gTDD7Yl2Lp4CVbUQAjbGLr4gLKGdj4AAFjG0MUHFDF08QEAQFtmWSgD7EwNQllqEAAAAIA9DYQAAAAAAAAAqzXsIggUMcuOE8DO9NcBAAAAMLsKdwHVQAgwp2FTlO7zQXaqBQAAAACADdLL+wvjfxrzwnj6+T7BT8dMkNal1/Sn6KdinqLp9X2CH4+ZIK0bVgLNu5qnHuETBGCK7nObvh3SK/a3eVrNuhMbE7xuf5un1aw7vjHB/lYXm59Ws80DmADjnM3TwACzxc3TwACzRTW4zdNqJsFtnlYzCW7ztKjCp99EghX214WngZDGdN8YUeHpJ/oPvjFHARt0fzamBn+ur8ExRwEAwJMadZMOt/aA2XV3jKnB6/saHHMUANC6oZMwqqGTkLasZ6HMsDY0qmFtKG1ZUQ1G38gufIJRracGAQAAWJXwVyrCJ8jy4jQQpqe+8uBB9/BnykYC65QOX3TwoDv1YNlIAMjBz4cA4aVrXHWCSSbeaXg4HKA25oMA4XV/uLGv4E372zwN2Fn4HSegcvrrAAAAAJhdhRed4jQQciBdbbUZVGHY8AQgB3cWAQAAWCfzQQBWyNcflKUGoRKKEQAAAAijwv668DQQAgAAAAAAADvq/nTjT7wv39/maTXrPr0xwZ/f3+ZpkE/3qY2n6Gv2t3lazbqPb0zw9fvbPA3yCb/UKXyCAAAAQIvCX7IInyDL00AIAAAAEaRrlrj/dPdFV53gPNJ1GYuxO6EGAQAAAAAAAACAETQQRtPdOWIZWbq6bzsecxSwQff5MTX4M30NjjkKWLNRdwpxfxEAAIAwzAcBWDPfg1CWGoSy1CAAAAAA02kgbEa66EUHD7oH/7psJDBFuqy/Wv2dxq5Wtxs5AAAAAAAAAAAAAAAA66SBEAAAACLovjjmRtTX9DfIGHMUsEF3YkwNXtfX4JijAAAAAAAAAAAAxtJACAAAQNvSMy49eNB977tlI4F1Ss/te+G+pRcOAAAAAAAAAACgLhoIoS7p8EUHD7pTD5aNBAAAAAAAAAAAAAAAAGjaBaUDAAAAAAAAAAAAAAAAAADmZwdCAAAAOL/0rP2DB919j6/nrWFG6QX9mfy1Xc7kiYdPUfCtgSako/2nxHGfEgAAAAAAAMAM0i/1v0L+gV8hgRloIAQAmIEFowDrMbTzAUUM7XwAAAAAABCV9eIAAADMSAMhAAAAAACr5qYwAADszGASADiXoQkQAAAAytJACAAAwAzSMy49eNB977tlI4FGpef2yw2/tctyw4mHA3BgWPwNUAk7TgAAAACrpQsXylKDUAnFCMxCAyEAEJAVn0BWBS/KNLFgdOgkDKa7b9N/fnrW/jZPgwUMnYTBdF/bWIMv2N/macAamA8CWfmRnjqlNzkzoQrGolCWoRqQlQ8ZAACAdQozH9RACAAAAAAAAAAAAFBAE7cQBQAAoGkaCMdJF73o4EH34F+XjQTWKV3W7ynxHRfOAAAAAFhUd9wlKQAAAACAhYxqrx12htGUC3NRg1CWGgTmtboGwqEDsJLXgdUaWgGLHA5ENWopZzraz5csAAW246LMZt33vrvhX9MzLt3macDOum9t+rRJz93f5mkAOaQ39B9BH8v4EWQ+CGRlPkjluj8cc4q+qT9FxxwFbGAsCmUZqgFZ+ZABAKiW0ReQVbz54OoaCKlWurovmDvrLRgILP1MX4OfV4MAAACwnPTP+in5fzIlBwAAAGBFhhWWU9S8OhMAAAAqoYEQAKqQru0XjH425qXt9Oo+wdtjJghA/dKz7GJdqXRNP074onHCKqQXKMa6pOv6GjyhBgEAAABYiyY2B5gifIIAABOFHy+FTxCAUVbXQNg9+NfbPzld9KIdjgI26L4zZiPXy/qR65ijYJ30HwIAAKzTMhsYpjf07/KxpSdlBd8agPqll/dfE38a82si/Xyf4KdjJkjr0mv6U/RTm07R9Pr+aR9v7ExuN3JWIvxK0PAJMotZ9q+rWfgEAQAAgGXM3ECYnvrKgwfdw5+Z95WBbaTDFx086E49WDYSAEZJR/tfQI/7BZQIhlN6eYoIAChi6OILb2jnYy7mgwRjPgiMkt7Ufw/+4apLeMs2PJidsSiUpUOSYLL2OioTOJeCl2KAPTUI1XDfDShLDbZidTsQQinpJ/orv99wSQsKSD/X1+CfqcG9vSds6AcA69HdN2Y37Gf1g4cxR8GTSj/Tn06fX/Xp1H1tTA2+oP9PG3MUPKl0fX863eF02tvTAQg/ZJltPAuyjSfsPWEfP6CsYUM/oAhruQAAAABgtc5uIBy2EJxoyuvMFcOM0kUvKh1CXunq4JeJh+a9hgx7CS5/+MS3ziFd1t5fcJRhPXFUQ/NeQ9K1xWIu+NbLqLB3Mfy9oKr6PXjLe0OmV1YU8yjdZ7ZLsL5C2FJ3e+3rTSdWdI47bTdUg+kZly4QwzLvMqOhkzCqdE30BBscbKfnZow564vnMHQSRpWui57g9e0lWHAvwfDbGFbYu2g+uKRt54PN1uCW/YcFC2HiW9fff2g+uNl55oMvXyLUZd6loObaFIfd/6JqqAYHw1aEOWR98Ro0151oLLqkbWswZ8xV/Yfk0FyCzQU8VlUJ1lCDWd9aggtobnvDhmowvWKR+WDOd+k+tzHBRS7CZ32X7kQFNZhz7Lr2azKLzNSyvkv3qY0JLjJTy/ou3cfV4GgN1eCg3fmgBBfQXIJqcMkXl+ACmkuw5hq0AyEAADCPUVcVw6+PAQAAWA/zQQAAgHUatdqyqmWUEINrMlCWGoSyjEWhLDXYHA2EALAio7YOa3eHNAAAAM4yauuwCrcKBIApuk+P+R5sbSNBqN+o7Rqa20gQ6mctFwAAAACw3z38mdIx5PToj5WOILP/9n+WjiCzR0sHkNv/8lDpCDJ76GmlI8js/y0dQG6PlQ4gt+glGD/BvysdQG7lt/7O7MdLB5DbD0oHkJsabN3/dW/pCDJ75JLSEWT29dIB5BZ+Pnhl6QBye7B0ALn919IB5BZ+Pvhw6QBye6R0ALndXzqA3MKPRX+0dAC5qcHWha/Bq0oHkFv466J3lw4gt/Bj0ctLB5Bb+MH2faUDyC389yAArNnzSgeQm/lg68KPRc0HW2c+CAA0611H9y4oHQMAAAAAAAAAAAAAAAAAMD8NhAAAAAAAAAAAAAAAAAAQ0IV737m2dAw5PVA6gNzuKh1Abo+VDiC3h59WOoLMflA6gNy+VzqA3MLXYHjhbxRwRekAmOiR0gHkpgap3KlLSkeQWfj54P2lA8gt/Fj0maUDyC38fJDWPbV0ALmFT/BHSgcAm6lBKve/lw4gt/DzwcdLB5Bb+Pngj5cOILfw88GLSweQW/gaBIA1+z9KB5Bb+PlgeOHHouaDrTMfBABaFn5RMwAAAAAAAAAAAAAAAACskQZCAAAAAAAAAAAAAAAAAAhIAyEAAAAAAAAAAAAAAAAABHThvC+Xrtw/eNDd/fiSxy4mXd0Heef4BCccu5h0XR/kifEJTjh2Men6Psg7xic44djFpBf2QX51fIITjl1MOtIHeXJ8ghOOXYwazHRsbe9SkARbJ8HWSbB14ROcyHww07GLMRbNdOxizAczHbsYNZjp2NrepSAJtk6CrZNg68InOJH5YKZjF2MsmunYxZgPZjp2MWow07GLvYsE8731Mu8iwXxvXdW7FCTB1oVPcCLzwUzHLsZYNNOxizEfzHTsYtRgpmMXI8FMxy5GgpmOre1dCpJg6+IlOHMDIeQ2FGElrwNrowYBAGidsSjsZq4Lo2oQAIBSjEWhLDUIZalBIKuhGzCqoRswqqETKarw34NDN2BUQzdgVGqwdRJsnQSBldBACAAAADTABU2ohGIEAAAAAAAAAICGaCAEmFMT+8IDAAAAAACcJfzd7qFyahDKcsskAAAAAOYyy7Wm7o45e1I0ENKYUQUwlNy8ZQNrpgYBAIjN2BXKUoMA0LR0ZfBl9+nq4AlGtXmQGem3jPTC4KdoOhI8wahWVIPR28/CJxjVemoQKKK7e+OHTD9J3Py0mnV3bkywnyRuflrNNt8iP8Cd9MN/D3Zf3ZhgP0nc/LSadSc3JthPEjc/rWZqcJun1UyC2zytZhLc5mk1q7A7a14S3EbNCVZIAyEAAADQADezgLLUIDRtSlWqaAAAAAAAAABoWpwGwgC3q4GmBbhdDUB4FowCsI3hRobAKHPdBFQNAlnZMwSAHxb+bvdQufpr0A8ExBZ+QwYAAAAAllfhRac4DYQcmGuRmcVqMNHEIlKDwGYTV3xaMAoAANAoEzqgQptv7hngHqDdnRsTvHp/m6cxha+/zTbf3DPAPUC7kxsTPLK/zdOYhWJ8UhWuBJpX+AQbogYBAABgEP6ShQS3eRqjXFA6AAAAAAAAAAAAAAAAAABgfnYgBAAAgAiW2cW6O+GuTnAeWYtRDQJZuX0jAAAAAAAAAMSjgTCaUcvIhgVtFp/BXNQgkNWopZz27wYAAAjDfBCANfM9CGWpQShLDQIAAAAwnQbCZqSr+2t8d7rGR8PSkf5MPtnYmdxu5AAAAAAAAAAAAAAAAKyTBkIAAACIwG7YUJYaBAAAAAAAAAAAKqSBEOqSXtivIPyqFYQAALCVdGU/ir7bKBoKMJMFAAAAAAAAAACo1gWlAwAAAAAAAAAAAAAAAAAA5mcHQgAAAKhaurrf3u1O27vRsHSkP5NPNnYmtxs5AAAAAAAAAACABkIAAAAAAFYtXd+3Ct8xulV4yrEAAAAAAAAAP8yvkMC8NBACAJxhwSgA2xj2AwSKGPYDBAAAAACAmg0LCaawCAEAAIDpNBACAAAAlJde2N+P4KuWAgAUM8uiLgAAViVd18/oT5jRAwAAEIdb6gNAJBoIAYCAJq74tGAU2Kzgp4RrsgAAm5nQAVmZD1KnoXkJKEsxQlnmg0BWPmSgCKUHlVCMUJYahLLC1KAGQgAAAOaUrgwyYT5Ld+em1brp6v1tngYLGHYyDKY7ubEGj+xv8zQAAAAAAKiNW8YAAACQmwZCAAAAAAA4P2u5AAAAAAAAAIDmaCAEAOIYtZRz2FHaAlBgSz5kAIDVmjK2WWZcZKgGZOVDhsp1J8acotf1p+iYo4AN1CCUZagGZOVDBspSg1CWGoSy1CCUFa8GV9dAmK7er+p1YLXSkUlFNPFwAABm1929aeqbrtzf5mnAzrqvbqzBF+5v8zRgZ/X31wEAAABAbVxVAwBgZwaEAKOsroGQarnVIpSlBtmGa/cANM2NYKplLLo27ghTGzUIAAAAAJQ1rCgAAFhM+DWN4RMEYBQNhAAwG/11AAAAAAAAALCMWbrOav6NPnyCAAAAwDJW10DY3TnigsiwPcWoo4ANupNjarDflWLUUbBO4fsPwycIAACwm4WnS8vfDN58ENbAbbnYWbqyPwHujnkC+LGSyqUX9qfoVzedou3+5Ndu5KxE+IFQ+AQBAAAAYDGrayAEAKiQX0AJZvll5QNFxAZuKANluaEMK1FwIESjzAcJZuLHoE9RWJt0Xf89eGLV34NbtuHB7NQglGU+SDBZJ3TKBM5lGNEBRahBqIQfF6AsNdgKDYSwEFd+oSw1eBZruVjYMjVYcL8CCbYufIJAWT5koCw1eBYTOhZmujSLWSq35gQLCp8gB4Z7xMDCfMicZbhZDCxDDZ7FfJCFLVODm188awwSbF34BMOzI33r3MyidXakb50abF34kYwEqVz4v6AEozq7gXCYVk005XXmimFG4X9WDH8PjBavgw/zq+UPn/jWOYT/NVENVqhgf12L/12jVJhghSHNq8UEw9dg+AQLqjDBqkI6z8/Mi8zFKpzxbWY+2LqqanBLWSdlFc74NjMfbF2TNVgu5hb/u0apMMEKQ5pXiwmGny75kMmnwgSrCsl8cAHNzR+NRStkPjhFc/NHNVihrDG3+B8ySnMJNhfwWC0mGL4GwyeYVXMJVhXwyueDy8zUmpsPjtXc2LWlGlxkplbDfDDrlK25+eBYanCKLTtDwg/VwieYVXMJVhWwGlwghhoSzKq5BKsK+KwatAMhAAAwj1G3Y6lqmgQAAMAU5oMAAADrZD4IZY3aOqy5HiSonxqEsoxFoSw12BwNhACwIsZqAAAA62Q+CMCadXeO+R6MvnEELK87OaYGo28cAcszHwQAAAAA9ru7R1wobM8DpQPI7a7SAeT2WOkAcvvx0gHk9oPSAeT2ndIB5Ba+BgFgzf5R6QByMx9sXfixqPlg68wHAYB2mQ+2znywdeaDrTMfBADaZT7YOvPB1pkPts58EABo1rtetXdB6RgAAAAAAAAAAAAAAAAAgPlpIAQAAAAAAAAAAAAAAACAgC7c+39Kh5DVQ6UDyO2e0gHkFn477PA9vOH/gn9fOgAm+p9KB5DbU0sHkNulpQPIbb90ALmFH8mowdaFr8Hvlg4gtwdLB5Db90oHkNvjpQPILfxs4pHSATBR+O/BC0sHkNtTSgeQ2zNKB5Bb+Bq8r3QAuanB1oWvwWd9s3QEmR26rHQEmZ06VDqCzML/uvS/lg4gt/C/0YcXvgYBYM3izwd/tHQEmZ0+XDqCzB4tHUBu/1vpAHIL/xt9eOaDABBa+O4lAAAAAAAAAAAAAAAAAFgjDYQAAAAAAAAAAAAAAAAAEJAGQgAAAAAAAAAAAAAAAAAI6MJ5Xy5du3/woPvs4/O+ciXSq/sEbw+a4LE+wduCJvjmPsEPB01NalHIAAAgAElEQVTwuj7BE0ETvL5P8I6gCb6hT/BjEiwjvaaP8FO7RDjx8AVM/JSo/0Mm/VQf4V/ulOC0wxeQ/nEf4V/tlOC0wxdQfxFNVH8RTVR/EU1UfxGVlV7Y//98Neb/T/gTIP1Cn+AfB03wjX2CHw2aYPgP4Zf1CX4haILhxwmv6hP8k6AJhr8u+k/6BP9z0ASr/xSNPx9URI2rv4gmqr+IykoXX3XwoHvgrrKRZJIOHT540J0+VTaSTNKR/gw/GfMMD1/C6ZI+wXuDJnhFn+A9QRNUg42TYOskWFz9EU4kwdaFT3CiFcwHn3nwoDt9f9lIMkkv7s/wr8Q8w8OXcHpWn+B9QRM0H2xc/BqUYOMkWFz8H0AlmPPwBcRLcOYGQgAAAACA5mheal345iUAAAAAAAAAgN1oIAQAAAAAAAAAAAAA2NurcscYWBU1CGWpQSgrUw1qIAQAAAAAAAAAAABgIeniqw4edA/cVTaSTNKhZx486E7fXzaSTNKL+zXNX2mgr2BYgc0gPav/C97XwF9wB+mKPsF7giZ4pE/wZAMJqsEfFr47S4JVUYM/rK2/4A4kWJV6alADIQAAAAAAAACcra1VCBCPGoS9ooWgBoHtDd2AUQ3dgFEN3YA0augGjGroBoxq6AakUfV0hmQiQSoX/i8oQeaigRC2ld7cXxj9sAujUEB6Q1+DH1ODUIAfCAFYs/TG/nvwo74HoYD0qr4G/0QNQgHmgwCEYRUClKUGoSw1CAAAALBmGghpzNDFV8nrwNoMXXyVvA6s1sRf+PxACECLhi6+Sl4H1mbo4qvkdWC1zAcBAAAAALax+Z5obp0GualBKEsNQlkV1qAGQgAAAAAAAAAAAABG6B64a8O/pouv2uZpNetO37/hX9OhZ27ztJp1X9m4pvnF+9s8jYK6+zb+BZ+1v83TatbdszHBK/a3eVrNupMbEzyyv83TKKjCzpB5SXCbp1FQ+L+gBLd5GqNoIAQAAAAAAAAgJqsQoCw1CGWpQQAAAAD2NBDSnO7DIy5Zpjf3FzrHHAVs0H1sTA2+oa/BMUcBG4z66c4PfgAE0310zPfgG/vvwTFHARt0fzKmBl/V1+CYo4ANzAcBACjF8BIAAAAAoHUaCAEAAAAAAAAYLR3p24pOZmwrGpqXgLMsU4P/8HaKkSoV7HFd+K3VIAAAAAA7u6B0AAAAAAAAAAAAAAAAAADA/OxACAAAAAAAALB2w1ZmQBFqEMqyvx8AAAAAgWkgBAAAAAAAAApIF1918KB74K6ykWSSDh0+eNCdPlU2kqZ1f/X49k8e2j9GHbVa6ZL+v+vemP9d6Yo+wXtiJriM8DVYMOZl3jp8guGFr0EAAAAAFqCBEAAAAAAAAAAAAGBO2noBAACohAZCAAAAAAAAYKphO8Gohu0Eg+lOblrKnI7sb/M0ajBsJxjVsJ1gMGowjKFFJKqoCW5u6dH5AwAAAEAMGgiZTTrWXza9zWVTKCC9oa/Bj6lBKCD9VF+Df6kGgSdnnQGBpV/oT+8/dnpDAem6vgZPqEEowHwQOC/zQQAAAMYylwQAWDkDQmBeGggBAAAAAAAAAAAAsoi6jysAAACt0EAIMCfbAAIA0LphO0FglLm2ARxeByhi2E4QgO11D9y14V/TxVdt87SadadPbfjXdOjwNk+DfLp7N81B0iX72zytZt09GxO8Yn+bp0E+mzcBCLBXQPgEAQAAAGANNBBGk47Ns8BlrteB1Ro6CYscDkxc8WnBKLDZxFuETjncIgw20PgHldABCGWZ0AFZmQ8CAACsky0EoQilB2WpQaiEYoSywtSgBkIAAAAAAAAAAABgUTYyPbDy9AEAAFiABkIAAABgW90f+w0bSupOqEEoqftLNQgAAAAVCd9+Fj5BAAAAYBkaCKPpbhtxtSgd668xjTkK2KD72JgafENfg2OOAjYYtZQz/VRfgxaAAtsZ9dOsH3R5omXOh1GtfekX+pA0BLIC6WX9Cf+FnDU4prUvXdeHpCGQFUj/pD/h/3POGjQfBHIyH6Ry6ch+6RBg1dQgVGIYhgHMyHwQylKDUJYahLLUIJQVrwY1EAIAAFWwjHvN0gv7v/5X/fWhAJ/AUFa6tq/Bz6pBYKWMRgAAABiridWZAADkY0AIMIoGwuWkV/dfUbf7ioIC0vV9Dd6hBqEAW6zAdOoIAADgSYVvxF1mJ08AAAAiaWs5tU1EAQBm19aAEIDcKmognPgDf/z1AfoPyWxiT8KWh7fbxddu5LQivaY/xz61Uw1OO7x++qbYRvhCAM7FBoZQli2DoKzw10UBgPPqTo4YBqQj/eBhzFHABmoQyhq1ENby2cCmtJ81cT7orwMAmJ0JAgCrUlEDISuXjvWDsNtWPQjTIUMp6Q39ufcx5x4UYNk9TKSIWNLyP9KHv2adfqFP8I9jJril8B9l6WV9gl+YlODwOouZK/JquRbBKMM2aMu/Y9SN18J//sMoQ0XsQBEBAAAAAEtyjxgAoCGrayAc9vGr5HVgtYYN/YocDgxLhIscDoQ3ZcXn9MMpbtgPsDbuzstK1P8punwHICxp2A+wWst3AAKrUv9QhGDSxVcdPOgeuKtsJJmkQ4cPHnSnT5WNJBPL7A6kS/r/h3sb+3/YMvJ0Rf+0e1pLsNnIt6QGWxf/vmMShKZk/RVGmcC5pBe7FANVGKZXQBFWBEFZarAVZzcQzrXAZcrr1L/IZqIKmw+H3f+iSm+uKMHuw1td0irY2xO+L6jC5sNh97+oqkpwyy0W02um1eCEwye+df0q/JAJv7KtqqH5lj/tFKzBibpP1f5FP1H9GxNNrOgcG1Y0VIM1NP7VEENWVZ0PB4bd/6JKb6wowe6j231NlBucxB8X1de7WOHweF7pVRUl2P3JdjVY7uJk/Oui9fUuxv/cq2nsse18cFohFKyj7rPbJTitEArWUf27gJoPbnae+WDfhpfVMu/y5G/dt+EFeJf/n727C70kPQ8Df067p0fTHzM9OzNSy7J2HbrZsJqb7R7NElhNwJsx6wtBNrrIQuSEYAKxjT7AMgTMQnXdGAySQR/YymKMSaRbXXlZBQtCIoMvJHfjgC6CumWHkeTWx0Q90z09Hz09Zy/OnCPtZPpM1f+ct573fer3uyr4V516nv85zzn1VtVT7wGlv7OtoRrc2vbjlVD0xYfGcK5kgiVfvAQ1OKWhNVgy5hr+IekTHKW5gMeqKsEaarDoriU4gea6ExuqwQTjwd0PlOnPPFJu19Pspbv1QrkXH6hom2J3dd41eHaKUIvupbs56IEyRRXdSw0PlCk6fizxQJmGanCr3eGSBCfQXIJqcMoXl+AEmkuw5ho8FhUHAAAAAAAAAAAAAAAAAFDOW2cgTK/7f0Z0iFY4VSC0rvt/x9RgfVMFQutGTR2Wfi4U4OBGTdeQfrIXKjTqiUFVPQoIcuj+YkwN1jdVILRu1NRhFU4VCFTOeBAAAGCeXHyBWKOm7ys6kSDM06jp+9JPRA/TcywKsdRgc5bd1+LnlCzo1egASrsRHUBpb0QHUNp/Hx1AaenfwZejA2BPJ6IDKO2B6ABK+++iAygt/dFy+iMZNdi69DX4rugASnslOoDS/kt0AKWlPl2xWCwW/0N0AKW9Hh1AaS9GB1Ba+hpM/1y1n4sOoLTT0QGUlv5Y9GZ0AKWpwdalr8EPfCc6gsLuPREdQWHfPhMdQWHpry6djw6gtPTX6L8fHUBp6WsQAOYs/3jw8egICrv2cHQEhd2LDqC0C9EBlJb+Gr3xIADQrMtPLY5FxwAAAAAAAAAAAAAAAAAAHJ4GQgAAAAAAAAAAAAAAAABI6Pj/9Q8uR8dQ0N3oAEr7k8Uj0SGUdW9xPDqEsv7e4vnoEMp6LjqA0v7q9WeiQyhs9WB0BIW9/vPRERR27/HoCAq79nB0BIXdiw6gtP/tO9ERFHbviegICvv2megICnsjOoDC/vGTl6NDKCv9sehf/M9PR4dQWPZj0fce/0/RIZR1e3EqOoSybt35h9EhFLY6ER1BYW88Gh1BYa8soyMo7LvRAZSW/Vh08b+soiMoTA22Ln0NLrPX4DL7W5j9Oya/9O9g+gQBAKhX9oPR7AP6/LyDAADEMQMhAAAAAAAAAAAAAAAAACSkgRAAAAAAAAAAAAAAAAAAEtJACAAAAAAAAAAAAAAAAAAJaSAEAAAAAAAAAAAAAAAAgISORwfwUw8s+/XC3VUXG0khJzcJ3kma4G8uf2u98Aer34+NpJCPLz+xXvj86nOxkRTy9OYj+o2kH9GPbBL8StIE+weeXS90d78WG0kh/Yln1gvda18vuJeT59/cy53r5fYSuOv+zCNv7uXWC+X2Erjr/uLyzb1cXZXbS+Cu+w9u9vLNyROcZNeBNTiN/szD64Xu1ouxkRTSX9p8Tq5M/RGdRmANpvfk5lDtW0kP1X5lk+BXkybYH//weqF7/U9jIymkf+CX1wvd3T+LjaSQX19+ar3wxdVnYiMp5LeXv75e+PTqi7GRFNKfeu96oXvpb2MjKaQ//dh6obv9fGwkhfQPv/mUt+7FN2IjKaR/9+Yg6oc5D6KmOQzOPx5UCI0zHuTI+ocurBe6l6/FRlJIf/rseqG7fTM2kkICT8lOI33592c3Cd5MmuB7Ngn+IGmCfoIbJ8HWSbChvQSSYOvSJxjI7QGtcyzauv7RTYI/SZrguU2CN5ImqAYbJ8HWSbChvQTuWoKt7zpfghU1EAIAAAAAhNC81Lr0V8oBAAAAAAAAAI5GAyEAAAAAAAAAAAAAkMd25hYghBqEWGoQYlVYgxoIAQAAAAAAAAAAABihP3k+OoSy+jMPR4dQVn+punuaGaV/NPk72J/LnqAabFyFnSGHJUEql/4dlCAHp4EQAAAAAAAAAACgOtvb6bpvrmIjAQAAAKBdGggBGKE/8cx6oXvt67GRAAAAAAAAvCOPMYZYahBiqUEA5mx3+70ufShNDUIsNQixKqxBDYQ05uPLT0SHACwWP9NJCIRwqQ+AGeof+OXoEGDW+tOPRYcALBbGgwAAAABUo7tzfcdf+5Pnh6xWs+7Wizv+2p95eMhqNeuu7Lyn+dJyyGoE6n6y8x18dDlktZp1N3YmeG45ZLWaqcHWVdgZclgSHLIagdK/gxIcshqjHIsOAAAAAAAAAAAAAAAAAAA4PDMQAgAAAAAAAJCTxxhDLDUIsdQgAAAAAAsNhDTn86vPDV/548tPHGErYIfuta8PX7k/8cwRtgJ2GHXpzgU/AJLp7v7Z8JX7B375CFsBO3S3nx++cn/6sSNsBexgPAjAnG1/2oAQahAqoRgBAAAAODINhAAAAAAAAAAAQHs8QgUAAAAA3tGx6AAAAAAAAAAAAAAAAAAAgMMzAyEAAAAAAADATPUXl9EhvINRM0qZh4rm9JfUIGV5U3bb/n+qpQYBAAAA2J8GQgAAAAAAAAAA5kjDFQAAAACQngZCAAAAAAAAgLfXnz4bHQLMWv+e2icHg9zqn6APICst7gAAAByQBkIAAAAAAADgiPqHLkSHwF66q7tuR+4vLoesRqD+rN6etnVXdtbgpeWQ1Qikv651u9tydO8AAAAAkIMGQgAAgNq5RwEAAGCejAcBAADapc8cAIAjc4EAOCwNhACH1D/w7Hqhu/u12EgAAAAAAID9dbdv7vhrf/rskNWAI+t+sHNysPcsh6wGHJkJ+gAAAAAgAQ2EAAAAwKI//uHoEKBt/an3rhe6l/52n82BEP0lD4MHCko/40T38rUdf+0fujBkNeDIups7e3vOLoesBhyZ/joAACArIxoAyEQDYTa/ufyt6BCAxeJnpiIEQvQXk9+VBcRKf+snjdIBCJXQCgixtAICRRkPAgAAVGLiloai40FdGXA/TsVAJRQjxFKDECtNDR6LDgAAAAAAAAAAAAAAAAAAODwzEAIAAABDda//aXQIMGvdS38bHQLMWnfFw+CBgsw4AdCo7STYDhcB2jLx/HXTS58gAAAAMJwGwmz+YPX7w1f+zeVvHWErYIfu7teGr9w/8OwRtgJ26K6OuPLRX9xcLxmzFTBnoy6vuijL9Ea19vXHP3yErYAdRrX29afee4StgB1G3avtDm/IZJqKNh6kcttTnUCs7a8SEGJ7GAZwQMaDEEsNQiw1CLHUIMTKV4MaCAEAgOa5BRwAAAAAAADaovUXAIAja6JdB6AeGggBAGDRnzy/XujuXI+NpJD+zMPrhe7Wi7GRAAAAVKV/+Nh6oXvxjdhICunfvbl8/kOXzwEAAAAA4E3p28/SJwjAKHkaCB9Y9uuFu6suNpJCTm4SvJM0QVr39OYj+o2dH9GPbFb7Smuf5HYjZyZm0Pv0yHqhu/VCbCQAVOjJzaHat0oeqv3KZi/T2+76q45FqdKvLz+1Xvji6jM7Vvvt5a+vFz69+uIR9rLdfHp7Rg6lTdP7tG1Amp7eJwB4R93VEb+S/cXNb+uYrYAduitjavDSpgbHbAXsMOpGWLfP5pN+/rr0CQIAAADTyNNASOt+c/lb64U/WP1+bCSxBrbhwcH1Dzy7Xujufi02Epgnd+2QzPYmGGblybj+OlrXH//weqF7/U9jI4k1sA3vHTeHsfpT710vdC/9bWwkTdt28cFY7iAnGeNBJtY/dGG90L18LTaSQvrTZ9cL3e2bsZHA2+rPbo5kbu46kunfs1ntB40d8LQbOTORvhcufYKQTNFeR98DcD9OxUAsNQiV8NwNiKUGWzG7BsKTbmklyMeXn1gvfH71udhIKvERxci0+hPPrBe6174eG0klthP6wTRc4gVqEDiFIDPXP/DL64Xu7p/FRlKJwLkEmaf+9GPrhe7287GRVCJwLkHmyXgQqMG2DY/apH+w2sDfwYFteAls+/GoRPqHWTgWfQv3ctUm/Uc0fYIAAAAADXlrA+EDFdxPWUMMRVXYxLid/S+rbfNeQ56O+5wE7noaFfYubmf/y2rbvNeQ/uT5Ge56GhX2Lm5vUsmqxevB7dZgd+f6oL2ceXifvexjz113t148VCSF7Pl0txI3ylRVg7sv0tcwhWANMRRVYRPjdva/rLbNew0JnEsw/TSGFfYubmf/y2rbvNeQwLkE009jWGHvYvpnA1d1LDpQuzXYvfjGoL3EFcKeu+5+WPstv8aDu71D89JmHr+iptlLoObaFJ0XrdC2k7C5F69Bc92JjkUrVDTmFv8hozSXYHMBj9VigoEx77nrgR2S6RMsqrnpDauqwXcYD05yab7oXnZfo5/m0nzRvdRwjb7osevcz8k8OkWoRffS/WRngucmSbDkXrobFfwOqsE91HCoVsORTPoEi2ouQTU45YtLcALNJVhzDc5uBkIAAKCQUWcV098fAwAAMB/GgwAAAPM06m7Lqm6jhByck4FYahBiORaFWGqwObNrILyz6oavXOFUgdC6r4ypwQqnCoTWdbdeGL5yhVMFAsA+vjrmWLTCqQKhdZ9efXH4yhVOFQitGzV1WIVTBQLAPrrbN4ev3NxEglC/7gdjjkVbm0gQ6udeLgAAAABgeXfMDZTNuRsdQGl/skje2nEve4/r31s8Hx1CWc9FB1DaX73+THQIha0ejI6gsNd/PjqCwu49Hh1BYdcejo6gsHvRAZT2ge9ER1DYvSeiIyjs22eiIyjsjegACvvHT12ODqGs9Meif3Hv6egQCst+LPre4/8pOoSybi9ORYdQ1q07/zA6hMJWJ6IjKOyNR6MjKOyV7Hd8fjc6gNKyH4su/scRdzA3SQ22Ln0NPnk9OoLC0p8X/Xby64P5z4teiA6gtFejAyjte9EBlJb+dxAA5sw1+ta5Rt+689EBlJZ+PPj96ABKS1+DADBjl59aHIuOAQAAAAAAAAAAAAAAAAA4PA2EAAAAAAAAAAAAAAAAAJDQ8dyzDd+LDqC0u4sT0SGU9fri56JDKOt2dACl3Vkso0MobPWu6AgKWz0YHUFpyb9FF4sHogOAnVbpa/B4dACwy53oAEpLn6Bj0da9nv1n4l72BBer7Afb6RN8I/spi9ynfUngnhoEAAAAgJGyn1QDAADKMQMhAAAAAAAAAAAAAAAAACSkgRAAAAAAAAAAAAAAAAAAEtJACAAAAAAAAAAAAAAAAAAJHY8O4KceXPbrhVdXXWwkhZzZJHgraYKfXH5svfDZ1RdiIynkU8vfWC98ZvWHsZEU8kubj+i/T/oR/dXl5fXCl1aXI+Mopj/xofVC99qfx0ZSSP/g0+uF7tVvFNzLyfe/uZc7z5XbS+Cu+zMn39zLrTvl9hK46/7i8s29XF2V20vgrvsPbvbyzckTnGTX/alNIbw0dQ1OI7AGp9Ff2nxOrkz9EZ1GYA2m9/TmWPQbSY9FP7JJ8CtJE+wfeHa90N39WmwkhfQnnlkvdK99PTaSQj62/OR64Qurz8ZGUsi/Wv6L9cLvrf4oNpJC+tOPrxe62z+OjaSQ/szD64Xu1ouxkRTSn90cY9zMeYzRn9skeCNpgpMcBucfDz662ctPkn5OFELjjAfL6R+6sF7oXr4WG0kh/emz64Xu9s3YSAoJPCU7jfTln/9Y9D2bBH+QNEE/wY2TYOsk2NBeAkmwdekTDNSfPL9e6O5cj42kkPxnto0HG+eUbOuMB1snwdZJsKG9BO5agq3vOl+CFTUQAgAAAADAEaS/Ug4AAAAAAAAAcDQaCAEAAACAucs/9Ur2R+0CAAAAAAAAAPC2NBACAAAAAAAAAAAAAHn0H1xGhwCzpgYhlhqEWBXWoAZCAAAAAAAAAAAAAEboT56PDqGs/szD0SGU1V+s7p5mRukfTf4O9ueyJ3gpeYLpVdgZclgSpHLp30EJcnAaCAEAAAAAAADIyV0IEEsNwp62RdR9c7XP5gAAAADMmQZCGvOp5W9EhwCz1j/4dHQIwGLhUh8AjNefeCY6BGjb9kHL3a0X99kcCGEUCQAAAADMze72+z279IF3pAYhlhqEWBXWoAZCAAAAoAE6AKESWgEhllZAAAAAACrR3bm+46/9yfNDVqvZ7gfq7fncvRp0V3fe03xxOWQ1AnU/2fkOProcslrNuhs7Ezy3HLJazborOxO8tByyGoEq7Aw5LAkOWY1A6d9BCQ5ZjVE0EAIAAAAAAACQk7sQIJYahFhqEAAAAICFBkKa85nVHw5f+VPL3zjCVsAO3avfGL5y/+DTR9gK2GHUpTsX/ADgCLrXvh4dAsxau89phhyMHwEA+G+53AAAAAAA0DoNhAAAAEADRrX29SeeOcJWwA6jWvv6Mw8fYStgBw+UAWDOtj9tQCzFCLHUIAAAAABHpoEQAAAAAAAAAABoj0eoAAAAAMA70kAIAAAAAAAAMFP9RdMZQaT+khqESKb1AwAAAGAONBACAAAAAAAAUKlRM0qZhwoOLn0NthjzKOkTTC99DQIAAAAwAQ2EAAAAAAAAAAAAALXQEgwAAMABaSAEAAAAAAAAjqh/6EJ0CGX1p89Gh1BWd3XX7cj9xeWQ1QjUn11Gh1BW/57kCXZXdtbgpeWQ1Qi07e7IKn2Cu9tydO8AAAAAkIMGQgAAAAAAAKiRe9YBAAAAAACAPWkgBAAAqJ0bRgEAAAAAAKAt6edxBQCgHDeMAYelgRDgkPoTH1ovdK/9eWwkAAAwSv/As9EhQNv604+vF7rbP95ncyBEf8m9XABH1718bcdf+4cuDFmtZt3tmzv+2p8+O2Q1KKe7uev+of7scshqNet+sDPB9yyHrAbl7L6HL8GtfukTBAAAAIA50ECYzSeXH4sOAVgsfqaTEAjRX3TrJ1CQZ4UCAADMk/EgAADAPBkPQgilB7HUIFRCMUKsNDWogRAAAAAyMIUgVMJcghDLXIIAAAAAc5BpEtQEKQAAAFA5DYQAAADAUN3dr0WHALPW3f5xdAgwa90V93IBAABAEpnaz95W+gQBAACA4TQQZvPZ1ReGr/zJ5ceOsBWwQ/fanw9fuT/xoSNsBezQXR1x5aO/uLleMmYrYM5GXV51URYAACAN40EAdthOgu15EwCQj/EgxFKDEEsNQiw1CLHy1aAGQgAAoHnu0YHFyLkB+weePcJWwA6j5gbsTz9+hK2AHUYdBzp6hExUNCx+5llpQKztrxIQYnufFgAAAHPQRLsOQD00EAIAAAAAADPVP7q5uvyTnFeX+3ObBG/kTBAAAIB2af0FAACAaeRpIHxw2a8XXl11sZEUcmaT4K2kCdK6X9p8RP/9zo/ory4vrxe+tLpcOKIDazdyZqI/+f71QnfnudhIoFH9qU0RvZSziPozJ9cL3a07sZEAAAAAAADAQaRvP0ufIABAoPTz16VPEIBR8jQQ0rpPLj+2Xvjs6guxkcQa2IYHB9ef+NB6oXvtz2MjgbeVvvepv7gZq181VgcY7enNUfQ3Sh5Ff2Szl+ltd/0VwwSq9LHlJ9cLX1h9dsdq/2r5L9YLv7f6oyPsZbv59PaMHErrz25GEzcLjia2M5hNz+RpAPCORp1UdCoSDq67MqYGL21qcMxWwA6jboR1+ywAAAAA86SBcBzTAEIs0wBCrPRdfMChbG+CYVaejuuvo3X9A8+uF7q7X4uNJNbANrx33BzG6k8/vl7obv84NpKmbbv4YCx3kJOM8SAT6x+6sF7oXr4WG0kh/emz64Xu9s3YSArRzbg2zSMhShgYef+ezWo/aC3BZiMfyLFo69L3wkkQ2lJ0skRlAvezHVUBIZwOhUqYuBtiqcFWHLiB8MHNDaOv1tpfd+ZAt7Qe6nWYj08tf2O98JnVH5bbS0MTGG5bAUM2Z4b6B59eL3SvfqPgXk6+/8293Hmu3F4OYtsKGLI5M5T+Cmh/alP+Lw0q/+aKKH3/cPobZdLX4ECBUwgyc/2JZ9YL3Wtfj42kEoFzCTJP/ZmH1wvdrRdjI6lE4FyCzNM0x6L9o3GTZG523f1kUILN1WD6WUCNB2di24YHE1ODb7Htx4NpqMG3cC8XE5umBne/eNEYxlfLuQIAACAASURBVL54c/116b9FJdi6/uT59UJ35/qu1Tbnh5uT/sx2+gfKDKzBsWcX6zEw8uZOh245L9q6/L+DNR2LluAdbJ0E77d+K7yDrbtfgm9tIHzwQPdT7vM6h4qhWhU2H35y+bHoEMraNu815Jf2+5zss/meu65fhc2H/YkPRYdQ1rZ5ryHbVsDpN99z1/WrsG8q/fPYmht7LH6mH29Wu55GhTV4WBU+3a2hGqxhCsEaYiiqwibG7ex/WW2b9xoSOJdg+mkMK+xd3M7+l1WLN2cEziWYfhrDCm8UqPDo8bAaOhbdqqEVMKsKa/CwKqzohmpwO49fgr0Eaq5N0XnRChU9IMx/tNlad2KFv1yH1WQNloy5xX/IKM0l2FzAY7WYoBrchwRr01DA2za8BHsJ1OKZ8FGaGz82VINbRU9OOvPZuubGj03WoGPRPUiwNs0FvFCD+5FgbWoO+MAzEAIAALM16rFkzZ3fBAAA4H6MBwEAAOZp1HQNNd9GCY0aNX1fc32AUD/nRSGWY1GIpQabM7sGwlurbvjKFU4VCK370ury8JUrnCoQWtfdujN85fTTlMH01CDE+sqY8WCFUwVC635v9UfDV65wqkBoXXdjzLn77A/rhempQYjV3b45fOXmJhKE+nU/GPM72NpEglA/93JBLDUIsbpbLw5fOf1EgjA950UhlmNRiKUGqc3y1TE3UDbntegASvvjxRPRIZT1+uLnokMo69LiRnQIZX1vkfyX7Nt3n40OobDVg9ERFHbvXHQEhd17LDqCwq49FB1BYfeiAyjtf/pudASFvZG9Br+dvQbfiA6gsA8/dTk6hLKeiw6gtL96/ZnoEArLfiz6xANXokMo66XFqegQyrrz0v8RHUJhqxPRERR270x0BIW9Eh1Aad+PDqC07Meii/PRAZT2anQApanB1j15PTqCwu49Hh1BYd9+JDqCwtKfF70QHUBp6X8HvxcdQGnpfwcBYM4+8J3oCAq7l/x2ysW17Ge2048HnRdtnfOiAECzLj+1OBYdAwAAAAAAAAAAAAAAAABweBoIAQAAAAAAAAAAAAAAACCh419ePBgdQ0G3F8lnbP+vd/5RdAiFrU5ER1DWfzj176JDKGt17/HoEAq79b9GR1DYvegASnstOoDS7kYHUNob0QGwp5/8QnQEhaWvwVV0AOznPyx+PjqEsm4vTkWHUNhL/yA6gsJejw6gsB89nP1r9I3HoiMo7CfZE0w/Hsz+JZP/Hcz+JZrf89EBlKYGIdgyOgCYNz8TAACEcTBK3ZyxAAAgjhkIAQAAAAAAAAAAAAAAACAhDYQAAAAAAAAAAAAAAAAAkJAGQgAAAAAAAAAAAAAAAABI6Hh0AD/1a8vfWS/88ep3YyMp5BPLj68XPrf6fGwkhfSn3rde6F76XmwkhfSnn1gvdLd/FBtJIZeXv/rmwupLsZEU0h//lfVC9/pXYyMppH9suV7onl/FRlJI/+5Ngj8smGD/C5u9fHfqf+M0u+7/zmYvfz15gpPsun9qs5e/nDzBSXbdf3Czl29OnuAkuw6swWkE1uA0AmtwGoE1mN5vL//leuHTq38dG0kh+Q+2z26q42bO6ugf3yT446QJnvj764Xutf8YG0kh/bueXC90r3wrNpJC+vdvPqLPJf2I/uImwb9JmuCFTYLXkib4dzcJ/uekCRoPHmQvCqFxxoMcWf/QhfVC9/K12EgK6U8/sl7obr8QG0kh/cVNdVzNWR3pyz//iP7cJsEbSRO8tEnwStIE09egBBsnwYb2EkiCrUufYKD+5Pn1QnfnemwkhfRnNuPBW8aDTUpf/saDrTMebJ0EWyfBhvYSuGsJtr7rfAlW1EAIAAAAABBC81Lr0jcvAQAAAAAAAAAcjQZCAAAAAAAAAAAAACCP7cwtQAg1CLHUIMSqsAY1EAIAAAAAAAAAAAAwQn/y/Hqhu3M9NpJC+jOPrBe6Wy/ERlJIf7G6e5oZpT/75jvY3VzFRlJIf26T4I2kCV5Sg23bdoZ030z6EZ1NgjRqPh/R9AkyGQ2EAAAAAAAAAOSU/jYLqJwahD3tWURqEJjGtpMwq20nIdRp20mY1baTEOqUvgcmfYK0Lv1HNH2CTEYDIfPSn35ivdDd/lFsJNCo/t2bqws/PNLFif02B/bkAiEAc9Y/vvkd/LHfQQjQ/+KmBv9GDUIA40EAWLjNAqKpQYilBgGYod2nQ501hdLUIMRSgxCrwhrUQEhjth2AlbwOzNa2FTBkc2DPK3wuEALQom0HYCWvA3Oz7QCs5HVgtowHAQAAAICD6K7uvKf54nLIasCRdVd21uCl5ZDVgCOrsLcHZkUNTk8DIQAAAAAAAAAAAAAjdHeu7/hrf/L8kNVq1t16Ycdf+zOPDFkNyulu7rzt/uxyyGo1627sTPDccshqUE761pf0CdK69B/R9AkyPQ2EAAAAAAAAAOTkNguIpQYhlhoEAAAAYKGBkOZ0t380fOX+9BNH2ArYofvhiMsG/bs3FxvGbAXsMOrSnQt+ACTT/XjM7+Djm9/BMVsBO3R/M6YGf3FTg2O2AnYwHgRgzrY/bUAINQiVUIwAAAAAHJkGQgAAAAAAAICZ6i9uOs+v6jyHAP2lTQ1eUYNwFHs+QsUTWAAAAACYg2PRAQAAAAAAAAAAAAAAAAAAh2cGQgAAAAAAAIC5205FWJtRU0KZSIp2bacirI0aZCa2n97aqEEAAAAA9qeBEAAAAAAAADii/qEL64Xu5WuxkRTSn35kvdDdfiE2Enhb/dlNr8jNnL0i/blNgjdyJki4PRuu6u/XSp8gAAAAAPCONBACAAAAAAAAAAAA1EILNwAAAAekgRAAAADIP18BVK5//6YGn1ODEKB/alODf6kGAY5uOxVhVtupCJPpru76+esvLoesRg22Q/ustlMRJtNd2VmDl5ZDVqMG2zaPrLImuLstR/cOAAAAADloIOT/pz/1vvVC99L3YiOBeeof21x+eN7lBwjghlGgWu5RAAAAmCfjQQAAgHYZ0wEAcGQOJoHD0kAIcEg6AAEAAAAAAAAAgK2s87gCAADQCg2EAAAAU/BQKFrRn3UNG46if//me/65vb7nt68DhNhOTQ9wQOnHg93L13b8tX/owpDVatbdfmHHX/vTjwxZDcrpbu76btkO83evVrPuxs4Ezy2HrAbl7P59T3AYkD5BAAAAAJgDDYTZ9KfeV9XrwGxtpyIM2RzY845PN4wCu+35iFBPGKUQjX9QCR2AEMuADijKeBAAAGCeDOgghNKDWGoQKqEYIVaaGtRACAAAAAAAAAAAADQj0ySoCVIAAACgchoIAQAAgKG6m65hQ6TuOTUIkbq/VIMAALxVf2nTvXDF4SJASzK1n72t9AkCAAAAw2kgzKZ76XvDV+5Pve8IWwE7dM+POOvaP7Y5VztmK2CHUbdy9k9tatANoMAwoy6vuiibz+Xlr765sPpSbCT3M6q1rz+7+YhqCKQR/bueXC90r3wrNpL7GdXa179/U4MaAmlE/3c3H9r/XOmH1ngQKMp4kMr1F5fRIQCLxc90EgIhtodhAAdkPAix1CDEUoMQSw1CrHw1qIFwnE8sP75e+Nzq87GRwDz1x39lvdC9/tXYSGCe+r+zObj563oPboB5cgt4DX57+S/XC59e/evYSGCe+hN/f73QvfYfYyOBeeovbI5GrjkaAZiU8SAAAEC7tP4CAHBkTbTrANTjwA2Ev7b8nfXCH69+97CvDAxR/6QokFv/C5vRyHeNRqAx6etXAzAAAMDbSt8AXP8MogAAAEeW/o7h9AkCAARKf6yVPkEARskzA2H63kWTH1K5gb2L7U4h2G7kzITeJwDmLP3khx4UQuUGTn7Yv+vJN1d75VvFYzqodiNnJvQ+AQDd1RG/kv3FzW/rmK2AHborY2rw0qYGx2wF7DDqRli3zyaWfiK79AkCAAAAReVpIKR1/an3rRe6l74XG0ksdwYTpX9sc6XkeVdKIED/1KYG/1INksH2I808bdv5stoetHMo/dnN7+DNWf8ODmzDG/46WW3b+TiU/v2bGnxu1jV4KNt2vqy27XwcivEgyRgPMrH+oQvrhe7la7GRFNKffmS90N1+ITYSeFsDR/T9uc1qNxo74Gk3cmYifS9c+gQhmaItjr4H4H62z4gBQmyfEQPE8rgNiKUGWzG7BsLtPH6VvA7z0Z9+Yr3Q3f5RbCSV2E7oF7I5M9S/e3N56YdOKy8WPzOhX8jmzJBLvAdhKk7Yk8Y/ovSPb77Af+wLfLHQAcjk+l/c1ODfqMHFQgcgk5tmPGgqToBGmQ5xzYN1iGI6RIjl8hkAAAAAk3lrA+GvLX/nIK+7z+scKoZqVdh8uJ39L6tt815D9ry5eZ/N099XXWHz4Xb2v6y2zXsN6X9hv/66PTbfc9f1q7D5MP2j8Vt8tkdgIey56+67gy7xBjbx7rnr+nsX96zoErO+VFWDu+9CqGHmwBpiKKrCg+3tTYpZbZv3GhI4haDZC6e3nf0vq23zXkMCpxA0e+H0jAcrtGch7LP5nrse2Lu4ZyHss/meu66/d9F4cLfd48HtPH5FTbOXt9/1Zh6/BHs5oPTzVDRUg1tFB+k1nAHYTujX3IuXkH6eiiZrsGTMNfxD0ic4SnMBj1VVgjXUYNFdS3ACzU1v2FAN9ifPTxBD0b10d67v2vWZScaDJffS3Yqfkb7o+LHEA2VaqsFJRmpF9zJwRvqiiu6lhhnpi44fSzxQpqEa3Gp3uCTBCTSXoBqc8sUlOIHmEqy5Bmc3AyEAAFDIqLst09+rDQAAMB/GgwAAAPM06m7Lqm6jhBxGdd+lf44MTG9U913658jA9ByLQiw12JzZNRB+bvX54StXOFUgtK57/avDV65wqkBo3aipwyqcKhAA9nF59aURK9c3VSC0rnvlW8NXrnCqQGjdqKnDKpwqEAAAAAAAAACAo1n+8ep3o2Mo6PbiTHQIZT1/5yPRIRS2OhEdQVnLU/8uOoSyVvcejw6hsBf+9+gICrsXHUBpr0UHUNrd6ABK+6/RAZQWP/V3YeeiAyhNDbYuew2eeer/jg6hrNuLU9EhlLV64aPRIRT2enQApT389egICnvjsegICvvRB6IjKCz9eDD9l0z6d/B2dAClZT8WXZyNDqA0Ndi69DX45PXoCAq790R0BIV9++HoCApL/y16ITqA0l6JDqC070cHUNob0QEAAOV84DvRERSW/l61a8aDjTMebJ3xIADQrMtPLY5FxwAAAAAAAAAAAAAAAAAAHJ4GQgAAAAAAAAAAAAAAAABI6Ph/efn/jI6hJFPSty77lPSrCx+NDqEwU9K3zpT0QFE3ogOAebv18rPRIRSWfjz419EBlJZ9PLi48Ex0BIWlHw/+KDqA0owHgaJuRgcAM7daRkdQ2Co6AAAAAAAAAKiJGQgBAAAAAAAAAAAAAAAAICENhAAAAAAAAAAAAAAAAACQkAZCAAAAAAAAAAAAAAAAAEjo+GFfrj95fr3Q3bk+5baT6c88sl7obr0w5baT6S8u1wvd1dWU206m/+AmyG+OT3CPbSfTn90EeXN8gntsO5n+3CbIG+MT3GPbyfSXNkFeGZ/gHttOpv4abKLS9yHB1u2ZoBoMJ8HWpU9wT8aDhbadjPFgoW0nYzxYaNvJGA8W2nYyEiy07WQkWGjb2vYSSIKtS5/gnowHC207GePBQttOxniw0LaTMR4stO1kJFho28lIsNC2te0lkARblz7BPRkPFtp2MsaDhbadjPFgoW0nYzxYaNvJSLDQtpORYKFtJ9uLBMvtepq9SLDcru/nwA2EADBnFf7SH5YEC20LAADAntIPytInCAAAAAAAAAAUooEQAAAAAJi79N1Z6RMEAAAAAAAAAOBtaSAEAAAAAAAAAAAAABLaPmIPCKEGIZYahFj11KAGQgAAAAAAAAAAAACOoj95PjqEsvozj0SHUFZ/sZZ7mjma/mzyd7A/lz3BS8kTTK+ezpBCJEjl0r+DEuRQNBACAAAAAAAAkJy7ECCWGoSj2dZO983VQV4HAAAAgBnSQEhjDnVC04lROBo1CJXYs4jUIABz5ncQjsbNapCDGgQAAAAAZmL3FY1DXfgA7kcNQiw1CLEqrEENhAAAAEADNDxAJRQjxFKDAAAAAFSiu3N9x1/7k+eHrFaz7tYLO/7an3lkyGo1667uvKf54nLIagTqbu58B88uh6xWs+7GzgTPLYesVrPuys4ELy2HrEagCjtDDkuCQ1YjUPp3UIJDVmMUDYQAAAAAAAAA5OQuBIilBiGWGgQAAABgoYGQ5ow6ZelEJxycGoRYahAASvO7CbHUIMRSgwAAAAAAAACQjwZCAAAAoAEa6SGWGoRYahCAOdv+tAEh1CBUQjECAAAAcGQaCAEAAAAAAAAAgPZ4hAoAAAAAvCMNhAAAAAAAAABz1180rxFE6i+pQYhkfj8AAAAAEtNACAAAAAAAAEClRs0oZR4qOLj0NdhizKOkTzC99DUIAAAAwASORQcAAAAAAAAAAAAAAAAAAByeGQgBAAAAAACAffUnz0eHUFZ/5pHoEIroru6aoai/uByyGjXozy6jQyirP5czwe7Kzhq8tByyGjXYzvyWVdYEd8/UZ0I/YE/7fI34CgIAAOCAzEAIAAAAAAAAAAAAAAAAAAmZgRAAAGAKnjAKAAAwT8aDAAAAM5d1HlcAAMpxgQA4LA2EAIfUX9ocq11xrAYAQJP6i65hw1Ecajy4fR0ghHu5AI6gu3N9x1/7k+eHrFaz7tYLO/7an3lkyGpQTndz1xikP7scslrNuhs7Ezy3HLIalLP7Hr4Et/qlTxAAAAAA5kADYTaHutHTDaOwpz3v+HTDKOxpzzs+3TAK7OZLBgAAYJ6MBwEAAObJgA5CKD2IpQahEooRYqWpQQ2EAAAAkIEHwUAlPBEGYqU5dw8AAACQ3j4TmWaaBDVBCgAAAFROAyEAAAAwVHfVNWyI1F1RgxDJvVwAAADAlPTXAQAAAAehgTCbUbdybqencAMoHMqoWzm3s1K4ARQOZdSVD9dLgLF8yQAAAMyT8SAAO7jkBxBIfx2lGQ9CLDUIsdQgxFKDECtfDWogBAAAquASL+zJA2UglgfKQKx85+5hVowHYU/bIR4QazvWA0JsjwwBAACYAxcIAEbRQAgAAAAAAAAAAADE0AMMAAAARWkgBAAgifTzFaRPEAAA4GjSD5fSJwgAALCn9O1n6RMEAJhe+vPn6RMEYJQ8DYT9yfPrhe7O9dhICunPPLJe6G69EBsJvK3+7OYo8+auo8z+3Ga1G40djLYbOTORfqSXPkEA9jHxeHA7OpuM8SCVm3g8uH2dyRgPUrmJh0vT36xmPAgA76i7OuJXsr+4+W0dsxWwQ3dlTA1e2tTgmK2AHUaNFo0xAQAAAJinPA2EtM7VyrWBt13CwblaCbFcrSSZPW8r9wjV1m3b+WAg48G1Q40Ht68DAxkPHpYjGcYyHiQZ40Em5gGjrTMebJ0HjLbOeLB16UcTEoS2FB3QKRO4n+2oCgixHVUBsVxcgFhqsBWzayA81EwR0884Qeuc+X2LPaeMmH7GCVqnBt/CvVxMLH0NSrB1EpwJ4ziiqMG3MKBjYmrwLQzomJhJMgvtbjLpv0UlOBPGg0QZWIPzecCo8SAT8zv4FsaDTGyaGnyHH9mSMUiwdRJsnQfKtC79A2XSjwc9UKZ16R8ok/93UIKNk2DrJNi62Sb41gbCQ80Usc/rpJ+tosKLlOmfQ9PiefA9p4zYZ/P0s1VUeG0y/XNomqzBuP66Fv9do1SYYIUhHVaLCaavwfQJBqowwQpDup8axmI1xFCU8eD0GqrBrcBBmfHg9IwHKxQYc4v/rlEqTLDCkA6rxQTT12D6BANVmGCFId3PNGMxI77aGA9WqOigzIivNsaDFSoac4v/kFGaS7C5gMdqMcH0NZg+waKaS7ChgNOPB6cZqTU3HhyrufFjQzW4lX48WHTI1tx4cKzmxo9N1mD2Q7X0CRbVXILNBbyYwUc0fYJFNZdgzQHPbgZCAACgkFGPY6l5mAQAAMAoxoMAAADzZDwIsUZN39dcHyDUb9T0fc31AUL9HItCLDXYnNk1EI6azz39g2FgeqPmc0//YBiYnmM1AObMeBBiGQ9CLONBAObMeBBiGQ9CLONBAAAAAGDZ3bkeHUNJ9x6PjqCwaw9HR1DYvegASrsQHUBpr0QHUNr3owMo7Y3oAACAcj7wnegICjMebJ3xYOuMB1tnPAgAiRkPts54sHXGg60zHgQA2mU82DrjwdYZD7bOeBAAaNblpxbHomMAAAAAAAAAAAAAAAAAAA5PAyEAAAAAAAAAAAAAAAAAJLT8creKjgEAAAAAAAAAAAAAAAAAOKR/ctkMhAAAAAAAAAAAAAAAAACQkQZCAAAAAAAAAAAAAAAAAEhIAyEAAAAAAAAAAAAAAAAAJHQ8OoCD+Wi/XC98uVvFRlKIBN+yWqCsb8GefERbpwZb5yM6arUKpU9wIAm2ToJESf/WSPAtqwXK+hbsyUe0dWqwdT6io1arUPoEB5Jg6yRIlPRvjQQPu5d9ZH0L9uQj2jo12Dof0VGrVSh9ggNJsHUSnLn0P/QSHEKCgSQ4hAQDSXAICQaS4BDTnDWq+d+4Dwm2Ll+CeRoIAQAAAAAAAAAAWKv/hlEAAAAAJqCBEAAAAAAAAGCm9BVALDUIsdQgAAAAAAdX4UknDYQ0ZlQB5JszFMKpQQAAojgWhVhqEACARu0+KHXsCqWpQQBILP0PvQSHrFYzCQ5ZrWYSHLJazSQ4ZLWaSXDIajVLnyCtq7C/Lj0NhAAAAAAAAAAAANm4YRQAAICU0refpU+Q6WkgBAAAAAAAAJip+vsKDnKfBFRLDUKs+msQAAAAgOZUeNJJAyEAQHsCr9a7PgoAABDIeBAAAGCedPMCAAAAaVTYX5eeBkIAAAAAAAAAAAAAAACgAenbz9InyPQ0EAIAAAAAAABQqVE3QLhtAg5ODQIAAAAAtE4DIQD8VPqLmukTTM9FegAAKCT98XP6BNMzHgQAgELSHz+nTzA940EAAAAA9ncsOgAAAAAAAAAAAAAAAAAA4PDMQAgAAAAAAADw9rYz+ezDLEBwZGoQYqlBAAAAAEhAAyEAAAAAAABwRPoKIJYahFhqEAAAAACo37HoAAAAAAAAAAAAAAAAAACAwzMDIQAAAAAAAMDb2z0r1HbiKZNHQSFqEGKpQQAAAABIQAMhAAAAAAAAcET6CiCWGoRYahAAAAAowVkF4LCORQcAAAAAAAAAAAAAAAAAAByeGQhhIp4BMBPe6Gp5awAAiOJYdCa80dXy1gAAAEUZdAAA97M9TtiHYwwAAAD2p4EQAAAAcA0bgqlBiKUGAQAAAABqc5Azt8CRqUGohGIEDkIDYTY1/Dy4UQYWocWoBmGhBuvjAcwk40uGOtUwHgQWihGiqcHaGA+SjPEgdfLzVy2/g3OjGGujBudGDdZGDZKMLxkAAIB5SjMe1EAIAAAAAAAAAAAAEECfLQAAAKVpIAQAAACGcg0bYqlBiKUGAQAAAAAmM+qUrMlv4eDUIMRSg8BhaSDMxu8ExFKDEEsNAkX5kqFyPqIQSw1CLDUIFOVLhsr5iEIsNQix1CBQlC+ZaqX/b0uQyqV/ByVI5dK/gwMTbPf/0G7kMCv5xoMaCAEAYF9NHPrvQ4IAAABvK/1oQoIAAABvK/1oYpoEt3vZx9EiTP8OAgAAhaQfTUgwKw2EAAAAyc12xAsAADBzxoMAAADzZDwIsdQgxEo/f91A6ROkWj57EOt+NaiBEAAAAAAAAAAAgMYEzl83jfQJAgAAANPQQAhMyhMFAGAODnIt82gcY1COi/Swpz3Hg2oQYqlBYCDjQQD+W64PAsAcFB0POoqA+wk8FQMs1CBUQzFCLDXYCg2EUBfXzwAAaJS+AtiT/jpomhoEAODIXB8EAAAAAACKemsDYfrWz/QJHk36f0uLCbYY8yjpExwl/X+jxQRbjHmU9AmOkv6/0WKCLcY8SvoEA1X4v60wpPupIdSiMaRP8GgqDOmwWkwwMOZpdp0+wVEqDOmwWkww/Uc0fYKjVBjSYbWYYIsxj5I+wUAV/m8rDOl+/AY1tJcDai7gsVpM0ImRal+8hOYCHqvFBNN/RNMnOEpzAY/VYoIOF1Pu+lCaS6GhgH3+G9pLoOYSbCjg9B/R9AlOo7kEmwt4MYPhUvoEi2ouweYCXszgI5o+waKaS7DmgM1ACAAAHMaoR6TXPEwCAABgFONBAACAeTIehFhqEGKpQYilBiGWGmzOsegAAAAAAAAAAAAAAAAAAIDDW45q+gQAAAAAAAAAAAAAAAAA6vdPLpuBEAAAAAAAAAAAAAAAAAAy0kAIAAAAAAAAAAAAAAAAAAkdjw4AZu2NZXQEMG/31CAAM/Zzq+gIYN6UIMRyTgYAAAAAAAAAgJkwAyEAAAAAAAAAAAAAAAAAJKSBEAAAAAAAAAAAAAAAAAAS0kAIAAAAAAAAAAAAAAAAAAkdjw7gYD7aL9cLX+5WsZEUIsGG9jJP//Tym//bf3s55/9WgqNWY3r/vHvzrfmTPudbMzDBdv8P6RMcSIKtkyBR0h+iSLChvczTP9v8b/9N0v+tBEetVmhzdkh/iJJ+uJQ+wYEk2DoJEiX9WyPBhvYyT+n/txJsaC/zlP5/m364lD7BgSTYOgnO3Pb/s4+a/7cSHEKCgSQ4hAQDSXAICQaS4BDOGu1Dgq3Ll2CeBkJmYtsBGPg6mg9h8TO3X0/PDd8AAPN0qEPQfV7HsSgsfqYVcPrNNR8CALCPfe6YSXN/AARSgxCi/htGAQAAAJjAsegAAAAAAAAAAAAAAAAAAIDDMwMhAAAAAAAAwEyZmAhiqUGIpQYB9rH7C3D7Hdvu96QEh6xWMwkOWa1mEhyyWs0kOGS1mklwyGo1S58gVK7Ck04ajFqy1gAAIABJREFUCGnMl7sRBfDRfnmErYAd/u3lEdX0Ty8vj7AVAAC8LceiEOvfjKmmf7apwVFbAQBACW6UgVhqEGKpQQAAAFKqsDvrsCQ4RM0JVuhYdAAAAAAAAAAAAAAAAAAAwOGZgRAAAAAAADLz+EYAdqh/YqKD/JBBtdQgxKq/BgEAAABoToUnnTQQAgC0J/BqveujAAAAgdy9DQAAME/GgwAAALBVYXfWYUlwyGqMciw6AAAAAAAAAAAAAAAAAADg8MxACAAz4nkMAAAA82Q8yBA+HgDUadQvlMMeODg12DpvCgAAAACggRAAfsr1MyrnIj0AABTi+JnKGQ8CAEAhjp+pnPEgAAAAAPvTQAgAAAAAAADw9tyID7HUIMRSgwAAAACQgAZCAAAAAAAA4Ii2fQX7aKInYZ9Mm0iQRqnBIZpIkEapwSGaSBAAAAAAEjsWHQAAAAAAAAAAAAAAAAAAcHgaCAEAAAAAAAAAAAAAAAAgoePRAQAAAAAAAACt+pN+teOv/7xbDlmtZukTpHXpP6LpE6R16T+i6RMEAAAAgDnQQAgAAAAAwP/H3v2sWpae9wHep1wyJJkYLNlX4eAgTzNIbqMiOd3qngmBECpKqk6fPk2XVJQQAqFZt7qNTF1CZiZXYMgtmECIDRERjmwFyXJnUKd2t1t1dq//75/veUYFdfY532+t9e61vrW/dy8AAAAAAAAAUvCtPcC2NBDCQR7c3J7Cn187hUOAr7xzW4N/+Y4aBADgUK5FIdZXX9bgz9QgAAAAAHCg85rvNawXBwAAYD0NhABbsjIYAICizpeya7gMZmQru9S+ukUNapCDxazlAgBgMV8GDwAAQEsmvADQiQbCbs6PuQvkCXtw2mj59TIWbcNpo6Wfy7hdAiPwJkNOgZegwKdt0goILBZ4qQaMwHyQnJz+0rLMbjSKMRs1OBo1COzKmwyEUHqQhGKEWGoQYrWpQQ2EAADszof0AAAAYzIfBAAAGJP5IEynTAAAANibBkIAAABgKs+7hlg/U4MQylouAAAAAAAAAKAcDYTdPL+esYTlwc3VglcBF8xaTv2Vd64WvAq4YNZSTt95CczlTYbkXItCrFmtfV99WYMaAmErLtWAXXmTITmHKMRSgxBLDQK78iaTVvut3T7gRGowrfZbu33AidRgWu23dvuAE6lBiNWvBjUQAgDAWiUu/dcQEAAA4JXazyYEBAAAeKX2swkBgV2pQYilBumh7pFcd+S80H4PCtiVBkIAAAAAAAAAAADgUOdVm2uMtuITANhK+waS9gEBmEUDIQAAQHNuCAIAAIzJfBAAgN7at5+1D8h+zAchlhqEWGoQYqlBiHVXDWogBAAAAAAAAAAAAACAqXTIAACFaCCEXL7yzu104i/f6TmdaB8QADht9GWoy7gnG6j9ld454BpdNw6b+OrLY+xni46TlS8/wFYB10i7cWig/SfEvu0emMh8EGCBcS4muwYEAE47zwddRcBdAm/FAJ+mGCGWGoRYarCK4RoIH9zEH5rPr93RgG2WXy9j0TacrOUCYE9rrvR2vVQLvASFI61ptDumv26TVkBIa81s65jpknv3UJEmXljJ6Q+SUIwQSw3S0uWZToMm9vYBAejNqQoAII/PNhBm6K9rL+FGTjikbVUMaHHzfhJu24RD2lbFgD4/20/CbZtwSNuqGLDimGdpHzBQwm2bcEh3yXDKzjCGXSUMmHBI26oYMLC/rn1rX8KACYe0rYoBA8/dhS4blkkYMOGQtlUxYMUxz+JNZj8JAyYc0l2OGWqhDbJMuYDlBjxXxYC7jrniBpmlXMByA56rYkA1uEa5gOUGPFfFgO1rsH3AXZULWGjA7eeD7QMeo1zAQgMe5xB1HlyjXMByAz4NcIi2D7ircgHLDfg0wCHaPuCuygXMPODhnkAIAADsZNY3xmWeJgEAADCL+SAAAMCYzAchlhqEWGoQYqlBiKUGyxmugfD59YxjtOJj6yC5v3xnRg1WfFQIJOdaDYCRuRaFWD+bU4MVH1sHyZkPAjAy50GIpQYhlhoEAAAAAK5mNdQB2/pn994h1G/VIAAD+z1zQQilBCGWezIAAAAAAAAAAIzgz98+3YseAwAAAAAAAAAAAAAAAACwPQ2EAAAAAAAAAAAAAAAAANDQ/egBwND+zxeiRwBj+/kfRY8AAOJ86e+iRwBj+6VbMhDqV38YPQIAAAAAAAAAADiEJxACAAAAAAAAAAAAAAAAQEMaCAEAAAAAAAAAAAAAAACgIQ2EAAAAAAAAAAAAAAAAANDQ/egBbObBzdWLfzy//jh2JDsRsNBfGdM3Ht9u2x8/6bltBZz1Yzu9nAtu3rzdttfv99y2EwPW3Q7tA04kYHUCEuXrb93ump+813PXCFjor4zp0aPbbfv0ac9tK2ChvzKm9pco7adL7QNOJGB1AhKl/a45JmDgZmwfsL3227b9Ido+YHvtt+0x06X8NVg34ET5R7iSgNW1D7hS++0jYHXngGtk3jjj7EEBi1KD1QlYXf4aHGcXCFhUv4B9GggZxLkDMPD3aD6E06daAY9/ueZDAIAxnTsAA3+P5kNGdu4ADPw9mg8BAFhjzYqZNusDIJAahFhqENhV+zcZAS8oEbC99ntQwAtKBGyv/R4U8IISAQFe0EAIAAAAAAAAAAAAAAAAAGslfIChBkIAAAAAAACA0fmmbYilBiGWGgSAfi6foxMu6YZm1CDEal+DDSJcJmAbeW46aSCkmOfXMwrgwc3VglcBF/z4yYxq+sbjqwWvAgCAV/rJezOuKr/+1tWCVwEXPH06o5oePbpa8CoAANhD+4UykJwahFhqENhV+zcZAaf8GIHa70EBp/wYgdrvQQGn/BgZ5OnO2omAF5QImIcGQgCAUZjTAgAAjMl8EAAAAAAAAACGpYEQAKCeNd+3sfLlFpsCAAAEMh8EYHP5v2l75ekPklODECt/DZ4pRgAAAIAqEt500kAIAAAAAAAAAAAAAAAAFJCwO2tbAk75MWa5Fz0AAAAAAAAAAAAAAAAAAGB7nkAIAJ9o/3UF7QO2N2vH2d0AADBd++vn9gHbMx8EMmv/ttM+YH7Og5e1j9w+YH7ta3DlmPNHbh+wvfY1CAAAAMABPIEQAAAAAAAAAAAAAAAAABryBEIAAAAAAACAz3F+pM8CngIE66lBiKUGAQAAAKAuDYQAAAAAAADAWvoKIJYahFhqEAAAAABI6170AAAAAAAAAAAAAAAAAACA7XkCIQAAAAAAAMCrXX4q1Pl5Ux4eBTtRgxBLDQIAAABAAxoIAQAAgNPX37pd6/OT96z1gQCPHt3W4NOnahACWPMKsIa+AoilBiGWGgQAAAD24K4CsC0NhPwLD25uTzPPr51mIMA3Ht/W4I+fqEEIYLoFAAAAAAAAAGzCIgQAAACS0EAIB9GcCbE0ZwIAEMXTHSGWpzsCAAAAALHOnYQLaD4EAABgPQ2EAFvSpQYAQHXnbrcFNMgxsq261M6/ZwENcrCetVwAAMzlyUIAALCTNTdsgfXUICShGIFNaCDs5vyYu8Df4wl7cPpUJ+HxL9e7CKfV8yULRjdn/QTNBN6UUURcsKbxD9jQmg5AYD2fn2VjPkgz5oPk5PSXlvPgaBRjNmpwNGowGzVIM95kAAAAxtRmPqiBEAAAAAAAAAAAACCAPlsAAAD2poEQAAAAmOon7/kMGyI9faoGIZK1XAAAAAAAh5l1S9bDb2FzahBiqUFgWxoIu3l+PeMd/8HN1YJXARf8+MmMavrG46sFrwIuMF8CduVNhuRmtfZ9/a2rBa8CLpjV2vfo0dWCVwEXuFQDduVNhuQcohBLDUIsNQjsyptMWu23toAk134PCkhy7ffgxIB1t0PdkcNQ+s0HNRACAMBaJS791xAQAADgldrPJgQEAAB4pfaziWMCBm7G9nsQAADYSfvZhIBdaSAEAACAz+eRfRDLI/sg1rA30AEAAAACjXNP5px0gfYbB6honDdwyKn98+smah+QtBx7kJMGwnke3Ny+lz2/9l4GAb7x+LYGf/xEDUIA1/QARR3zBq6/DmLpr4NYpksA5OQMBQBAb2u6zs5KXC3rr2Mu80EAAIAx3TUf3LiBUH8dxMrfX5d/hLCG268Aa3gXpYpzq+QCuisZ2VYtjuffs4DuSljPYjVgD+Ms+QUYk/t+AACwk01uqgCLqUFIQjECTOEJhJCL/joAoIGVN2WsSq9Ofx0so78OenAlAwzOh/QAC+ivAwAa2HU+6DIJAAAgLZ8PVvHZBsLzIwRX2ur3bK59wGWaxfldFQOeOwlDXn6A9gFnaRbnd1UMGNj6coz2AWdpFud3VQxYccyztA8YKOG2TTiku6xp/CsxhvYBl0k4pG1VDLimA7DEn24fcJaEQ9pWxYCB5+5j/nT7gLMkHNK2KgasOOZZ2gcMlHDbJhzSXZyDCv2VDZUb8FwVA+465gwbpH3AWcoNeK6KAdsfou0DzlJuwHNVDOhyseWf3kq5CIUG7Pgv9FcClQtYaMDtD9H2AY9RLmC5AZ8GmC61D7ircgHLDfg0wCHaPuCuygXMPGBPIAQAAAAAAAAAAACASmY9nzPzUmYoSg1CLDUIMIsGQgAAYBtuygAAAIzJfBAAAGBM5oMAAABjMh8s5+r59Yx9Bmzr578fPQIY28//KHoEABDnS38XPQIY2y99pxOE+tUfRo8AAAAAAAAAAAD2984bp3vRYwAAAAAAAAAAAAAAAAAAtqeBEAAAAAAAAAAAAAAAAAAauh89ABja//1C9AhgcP8uegAAEOeXfxU9Ahjbr74YPQIY3J9GDwAAAAAAAAAAAA7hCYQAAAAAAAAAAAAAAAAA0JAGQgAAAAAAAAAAAAAAAABoSAMhAAAAAAAAAAAAAAAAADSkgRAAAAAAAAAAAAAAAAAAGrofPYDNPLi5evGP59cfx45kJ8cEDNyM7QO29/jh7bZ98qzntj0mYOBmbB+wvZs/u92213/dc9tODLhyOwRuxvYBJ8o/wpUErK59wLoePbrdNU+f9tw1xwS0GVns5o2Xb48f9Ny2xwS0GVms/SXKMQHzb0bzweoErK59wJXabx8BqxOwOgGrE7A6AavLHzD/CFcSsLr2AVdqv30ErE7A6gSsTsDqBKwuf0AfgO768gMIuOvL99CngRAAAACoSGsfxNLaRw8Jb75PVHfkAAAAAAAAAEAJGggBAAAAAAAAAAAAgIbO3+O2gK9+g/XUIMRSgxArTw1qIAQAAAAAAAAAAABgiTwrYnci4AUlArbXfg8KeEGJgO2134MCXlAiYHvt96CAF5QImIcGQgAAAAAAAAAAgHTOq+gsiQMAAABgMQ2EAMzw+OHthxNPnvlwAgAAAACASNbTM4uvMd6cGmQWNbg5NcgsahCAAV0+hbmagr2pQYilBiFWwhrUQEgxD26W39Dc6vc8v3aahE86CY9/ud5FOK37hG/ly00XAYjy6NE288E1v+fpU+dBxnXzxjY1uOb3XH+gBsF8EGAs1nBALDUIsdQgQH4JV8RuS8ApP0ag9ntQwCk/RqD2e1DAKT9GoPZ7UMApP8YsGggBAADg8527zrSQQYhz15kWMgjh7jwAAAAAAAAAQFEaCOc5P7bOM+ggxPmxdZ5BB8usXPFpwSgAF+ivg1j66yBW/ulS/hECAOzE1xhDLDUIsdQgAAAAAKfNGwj117G3WYfWgAek/jr2NuvQqnhA6q8juVmHlgMSgGZm9abqaIXNzepNrdjR6vqZ5MwHARjZ+dQGhFCDkIRiBAAAAGAxTyAEAAAAAAAA4Gia3iGWGqSHukdy3ZEDAAAAUM696AEAAAAAAAAAAAAAAAAAANvzBEIAAAAAAACA0Z2fg7TAro9OmvXLPc2JutQgO7FTJlKDAAAAADSmgRAAAAAAAAAAgBFpuAIAAAAA2tNACAAAAAAAAPA50j6YCAahBiGWGgRYQJs6AAAASWggBAAAAAAAANbSV1DU5Y1vxXMharAoNdiGGixKDQIAAAAwAg2EAAAAR7DOAAAAYEzmgwAAAIPTZw4AwFw+XAC2pYEQYEuPH95eqz155loNAAAAAADK82AiiKUGIZYaBAAAAIAGNBACAAAAn3j0aPmX4D59ap0Q47p54+WCuQ9WFcL59yyw8k8DJ18GD+ys65uMvgKIpQYhlhoEAAC6MqMBgE40EHbz4Gb5Z89b/Z7n1y4TX+G8SW2fQZwfRXj8yz388JU8HHI0axZjrXy52yWv5HYSzXiTIac1jX/s6rxrNFgOYk0HIHvYqreTKlZeqrE580Ga8SYDAACwoUL3DXadD+aPD1HcioEkFCPEUoMQq00NaiAEAAAAAAAAgI0VWhAPLalBiKUGAQAAAPLQQAgAAABM5Rl6EMsz9CCWJY/ArrzJABSlQwYgUPs34fYBAQAAgGNoIOzm+fWMu0UPbq4WvAq44MmzGdX0+OHVglcBF8z61MRnLWyo/eHUPuBE3mRIblZr36NHVwteBVwwq7Xv5o2XpwkNgbARl2pEaX84HRMw/2b0JkNy56MOiKUYIZYa5GDtr/zbB5zIfDCt9lu7fcCJ1GBa7bd2+4ATqcG02m/t9gEnUoNptd/a7QNO1K8GNRACAAApBM6gSkzeAAAA2Jz5IAAAQAZreoCXTejMByGWGoRYapAe6h7JdUcOPQxbgxoIAQBoov01ffuA7MfBAwBAb+2veNsHZD8OHgAAgDGZD0IsNQixJtZg+1JtH5C0HHsQ664a1EAIAAAAAAAAUNWsRRiWbsDm1CDEUoO8cPzz6w7WPiAAAACwKw2EwKEeP7y9ofnkmbuTANDWmo8wV77cJ6Ac4NGj5Yfo06cOUcZ188bL5VkfrCqE8+9ZYOWfBk4u1YDPYz4IwO/SrgMAI1g5H7zMVQTcZdfSAz6XGoQkFCPEUoNVDNdA+OBmm0Nzze95fu2OBncap7/unPT4l7fftjCFtVwA7Cdtf92agcEBxumvWzNCyC//dMm9ewAG5PRHcuP01ylGiKUGAQAAAGBYn20gzNBf117CjZNwSNuqGDCwv669hBsn4ZC2VTFgYH9dewk3TsIhbatiwPY12D5goIQbJ+GQ7pKhvy7DGHaVMGDCIW2rYsDA/rr2rX0JAyYc0rYqBgw8dxe6bFgmYcCEQ9pWxYDtp0vtAwZKuHESDukuxwy10AZZplzAcgOeq2LAXcdccYPMUi5guQHPVTGgGlyjXMByA56rYsD292TaB9xVuQiFBuz4L/RXApULWGjA7Q/R9gGPUS5guQGfBpgPtg+4q3IByw34NMAh2j7grsoFzDzg4Z5ACAAA7GTWV6RnniYBAAAwi/kgAADAmMwHIZYahFhqEGKpQYilBssZroHw+fWMY7TiY+sguSfPZtRgxcfWQXKu1QAY2dOnM86DFR9bB8ldfzDnWrTgY+sgOfNBAEbmPAix1CDEUoMAAAAAwNWshjpgW3/zb6JHAGP79X+MHgEAxPlXfxU9Ahjbr74YPQIY3J9GDwAAAAAAAAAAAPb3zpdP96LHAAAAAAAAAAAAAAAAAABsTwMhAAAAAAAAAAAAAAAAADR0/x9/L3oIMLA//n/RI4Cx3f+v0SMAgDj/dBU9Ahjbvf8ZPQIYmxoEAAAAAAAAAGAIX/YEQgAAAAAAAAAAAAAAAADoSAMhAAAAAAAAAAAAAAAAADSkgRAAAAAAAAAAAAAAAAAAGrofPYDNvPn21Yt/vP/ux7Ej2YmAn/mxQF13wUpvvNw1HzTdPgLO+jGO95+vb3fNX9z03DUTA9bdDu0DTiRgdQISpf0lioDb/pU1uu6ClV5/+fb4YdO3RwFn/djnvnyNrrtgpfaXKO2nS+0DTiRgdQISpf2uEXDbv7JG112wkkO0OjVYnUN01o8l1D7gRAJWJ+Dg2p/oBZxCwEACTiFgIAGnEDCQgFMcc9co82ZcQ8Dq+gXs00AIwJE2WX69jEXbAABjCrwEBT5tk1ZAAAAAAA6Qf8EoAAAAAAe4Fz0AAAAAAAAAAAAAAAAAAGB7nkBIMe/PefLYmy8fTzHrVQAAAAzL864h1oe+zx4A4HDtH0x0eWzn+Jkj0JsanPJjsJ/2NQiwq/YnegGn/FhmAk75scwEnPJjmQk45ccyE3DKj2XWPiAkl/CmkwZCAGaYtZz6jZdNvBZhAwCwnmtRiDWrte/1l7dBNQQCAAAABLJgFAAAgJYSdmdtS8ApMgdMSAMhAAAAAAAAAACvoL8IAAAAAKA6DYQAAPVs8sUby1gfAAAAEMh8EIDN5X8wUeDpDw6QvwbPFCMtqUEAAAAANpfwppMGQgAAAAAAAAAAAAAAAKCAhN1Z2xJwyo8xy73oAQAAAAAAAAAAAAAAAAAA2/MEQgAYiO9jqG7WjrO7AQCAMxOE6swHARiZ8yDEUoPV2SnVqUEAAAAA1tNACACf8IEKAADAmMwHAQAAxmQ+CAAAAAC0p4EQAAAAAAAA4NXOjSVraEqBxdQgxFKDAAAAANCABkIAAAAAAABgIX0FEEsNQiw1CAAAAADkdy96AAAAAAAAAAAAAAAAAADA9jyBEAAAAAAAAODVLj8V6vzgKQ+Pgp2oQYilBgEAAACgAQ2EAAAAAAAAwEL6CiCWGoRYahAAAADYg7sKwLbuRQ8AAAAAAAAAAAAAAAAAANieJxDCQd58+/Y7AN5/13cAQIA3XtbgB2oQAIBjuRaFWK+//F7GD30vIwAAAABwoPNDY9bwwBkAAADW00AIsCUrgwEAKOp8KbuGy2BGtrJL7fUt1pFokIPFrOUCAGCx88WkC0IAANjWJndugcXUICShGIFNaCDs5s0tVnyu5Al7cNpo+fUyFm3DKXS+ZH3AK1k/QTPeZMgp8BIU+LRNWgGBxXx+lo35IM2YD5KT019azoOjUYzZqMHRqMFs1CDNeJMBAAAYU5v5oAZCAAAAAAAAAAAAgAD6bAEAANibBkIAAABgKs+7hlgfWkcCoazlAgAAAAA4zKxbsh5+C5tTgxBLDQLb0kDYzftzlnK++fbVglcBF8xaTv3Gyxq0CBu2Yr4E7MqbDMm5FoVYs1r7Xn95mtAQCFtxqQbsypsMyTlEIZYahFhqENiVN5m02m9tAUmu/R4UkOTa78GJAetuh7ojh6H0mw9qIAQAgLVKXPqvISAAAMArtZ9NCAgAAPBK7WcTAgIAALxS+9mEgF1pIAQAAAAAAAAAAAAOdV61ucZoKz6BEoZdlQ5JtH9+3UTtA5KWYw9y0kAIAADQnJsyAAAAYzIfBACgt/btZ+0Dsh/zQQAAgDHdNR/UQAgc6o23b9+MPnjXzSkAAEbhMhhOp9PrL29OfXj4YoXAPw2crFUCABieC0IAAABaMuEFAArRQAi5WFgMADSwyZehLuOebKDzpewamS+DNwkIF6xscnt9i/fezP11mwSE/bT/MvjACzygFvNBgAUsNwQAGth1PugyCe7izi0koRghlhqEWGqwikQNhG++XIv5/p4LRt9MsOJz14Cw2MG9i4HLrzOvSmdkB68PsJYLYqlBCKEDEJLQCgix3LunpUJNvOaDEMLpD5JQjBBLDdLS5ZlOqi59/XUQwumP5FKdqvagBiEJxQix1CBJfLaBMEN/XYYx7CphwIRD2lbFgIGLm9uvq04YMOGQtlUxYOC1WvvLxIQBEw5pWxUDVhxzFe23bcKACYd0lwyn7Axj2FXCgAmHtK2KAQP769q39iUMmHBI26oY0HxwPwkDJhzStioGVIP7EfB4CYd0l2OGWmiDLFMuYLkBz1Ux4K5jrrhBZikXsNyA56oYUA2uUS5guQHPVTGgGlxDwGwKDdh8cBMCZlNuwCfnwXUEzKbcgE9qcB0Bsyk34JMaXEfAbDIPONETCAEAgNJmfSVe5mkSAAAAs5gPAgAAjMl8EGKpQYilBiGWGoRYarCc4RoI3393xjFa8bF1kNwHc2qw4qNCIDnXahBLDUIs16IQ68M558GKj62D5FyLQiw1CLHUIMRSgxBLDUIsNQix1CDEUoMQSw1CLDVINlezGuqAbXmbh1j3nQMBGNg/uRiFUPdci0Koe9EDAAAAAAAAAACAA/z525bKAAAAAAAAAAAAAAAAAEBHGggBAAAAAAAAAAAAAAAAoKH70QOAoX0cPQAY3G+uokcAAMCofutaFEL9NnoAAAAAAAAAAABwDE8gBAAAAAAAAAAAAAAAAICGNBACAAAAAAAAAAAAAAAAQEMaCAEAAAAAAAAAAAAAAACgofvRA9jMm29fvfjH++9+HDuSnQj4mR8L1HUXrOQQrU4NVucQnfVjCbUPOJGA1QlIlPa7RsDP/FigrrtgJYdodWqwOoforB9LqH3AiQSsTkCitN81Am77V9bougtWcohWpwarc4jO+rGE2gecSMDqBBxc+xO9gFMIGEjAKQQMJOAUAgYScIpj7hpl3oxrCFhdv4B9GggBAAAAAAAAAAB4If+CUQAAAAAOoIEQAAAAAAAAYFD6CiCWGoRYahAAAACAzSW86aSBkGJmFUC/Z4ZCODUIAEAU16IQSw0CAFDU5YtS166wNzUIAI21P9ELOOXHMhNwyo9lJuCUH8tMwCk/lpmAU34ss/YB21uzj0rs34T9de1pIAQAAAAAAAAAAOjGglEAAABaGqf9bJOkcNJACAAAAAAAvY3z+RkAC+TvK7A8gt7UIMTKX4MAAAAAlJPwppMGQgCAegI/rff5KAAAQCCrtwEAAMZkPggAAAC0kbC/rj0NhAAAAAAAAAAAAAAAAEAB7dvP2gfkeBoIAWAgrhcBAADGZD7IFA4PAHKadYZy2QObU4PV2SkAAAAAgAZCAPiEz89Izof0AACwE9fPJGc+CAAAO3H9THLmgwAAAACsdy96AAAAAAAAAAAAAAAAAADA9jyBEAAAAAAAAFhozYNuSjwk5zzINTIHpDo1OEXmgFSnBqfIHBAAAAAARqCBEAAAAAAAAFhrkwYSjvnPAAAgAElEQVQDYDE1CLHUIAAAAACQ1r3oAQAAAAAAAAAAAAAAAAAA2/MEQgAAAAAAAIBXe//djy/87/l5U5d/DFhMDUIsNQgAAAAADWggBAAAAAAAABbSVwCx1CDEUoMAAADAHtxVALalgRAO4hQOAAAAAAAAAAAwiDULxiw2AwAAYEMaCAG25OZdWnYNAMBlPsPej+0ziJU7Wg3ux/ZhCjUIAMBiLggBgM91vmAAAACAEBoIAQAAgE/4DBtiqUGIpQYBAAAAAJJwwxZiqUFIQjECm9BA2E2G04MvVoRTaDGqQTipwXx8ATPNeJMhpwzzQeCkGCGaGszGfJBmzAfJyekvLefB0SjGbNTgaNRgNmqQZrzJAAAAjKnNfFADIQAAAAAAAAAAAEAAfbYAAADsTQMhAAAAMJXPsCGWGoRYahAAAAAAMvCY00HM2r+OiiPZ2oNQg2nZ2oNQg8C2NBB24zwBsdQgxFKDRGl/OLUPOJE3GZJziEIsNQix1CBR2h9O7QNO5E2G5ByiEEsNQiw1SJT2h1P7gBN5kyFK+8OpfUCqa3+Itg9IdRMP0bpHct2R80L7Pdg+4ET95oMaCAEAgNGVmLwBAACwOfNBAACAQOdJ2RrLJnTmgwAAAGMadj6ogRAAAKC5YWe8AAAAgzMfBAAAGJP5IMRSgxCr/fPrJmofkLQcexDrrhrUQAgAAAAAAAAAAEAxgc+vO0b7gAAAAMAxNBACh/KNAgAwgk0+y1zGNQb78SE9rLRyPqgGIZYaBCYyHwTgd/l8EABGsOt80FUE3CXwVgxwUoOQhmKEWGqwiuEaCDMcmu5ocME4n59ZRwKx1CAAm8vfV5BhPggXjNNfpxhpSQ0CQGZOfyTn80HgGGoQAAAAAIb12QZCtwsPkHAjJxzStioGrDjmKhJu24RD2lbFgBXHXEXCbZtwSNuqGLDimGdpHzBQwm2bcEh3yTDUDGPYVcKACYe0rYoBA8dccXPNkjBgwiFtq2JANbifhAETDmlbFQNWHPMs7QMGSrhtEw7pLscMtdAGWaZcwHIDnqtiwF3HXHGDzFIuYLkBz1UxoBpco1zAcgOeq2LA9vdk2gfcVbkIhQbs+C/0VwKVC1howO0P0fYBj1EuYLkBnwaYD7YPuKtyAcsN+DTAIdo+4K7KBcw84OGeQAgAAOxk1lekZ54mAQAAMIv5IAAAwJjMByGWGoRYahBiqUGIpQbLGa6B0DEKsdQgxFKDAIzMeRBiqUGIpQYBGJnzIMRSgxBLDQIAAAAAV7NuFAIAAAAAAAAAAAAAAAAA+b3xX073oscAAAAAAAAAAAAAAAAAAGxPAyEAAAAAAAAAAAAAAAAANHRfByEE+sUXokcAY/v7P44eAQDE+YO/jR4BjO0f7kePAMb2my9GjwAAAAAAAAAAAA6hfxAAAAAAAAAAAAAAAAAAGtJACAAAAAAAAAAAAAAAAAANaSAEAAAAAAAAAAAAAAAAgIbuRw9gM197++rFP3767sexI9mJgIX+ypi+9Z3bbfvD7/fctgIW+itjunn9dttef9hz204MWHc7tA84kYDVCUiUb373dtf86Hs9d42Ahf7KmN56eLtt33vWc9sKWOivjKn9JUr76VL7gBMJWJ2ARGm/a44JGLgZ2wdsr/22bX+Itg/YXvtte8x0KX8N1g04Uf4RriRgde0DrtR++whYnYDVCVidgNUJWF3+gPlHuJKA1fUL2KeBkEGcOwADf4/mQ0Z27gAM/D2aDwEAWOPcSbiA5kNGtlUH4Pn3LKD5EACANc4f9i/QZn0ABFKDEEsNArtq/yYj4AUCZiDgBQJmIOAFAmYg4AUlAgITaSAEAAAACljT+AdsaE0HIAAAAAAAAAAAcDANhAAAAAAAAACj80XUEEsNQiw1CAAAAHCY862YrvdV1txrOtt242ggpJifvjujAL729tWCVwEX/PD7M6rpW9+5WvAqAAAI9KPvuXaFSO89U4MAAGzs8ufr7dcoQDg1CLHUILCr9m8yAk75scwEnPJjmQk45ccyE3DKj2Um4JQfy6x9wITdWdtqH/DMlzodRgMhAAAAUMCs1r5vfvdqwauAC2a19r318GrBq4D9NPgIEAAAAAAAAABYRgMhAEA9m3yzyDIWmwIAAARaOR/09Y0A/K78X0QdeDsUDqAGIVb+GjxTjAAAAABVJLzppIEQAAAAAAAAAAAAAAAAKCBhd9a2BJzyY8xyL3oAAAAAAAAAAAAAAAAAAMD2PIEQAAbi+xiqm7Xj7G4AAODMBKE680GAQN5XwzkPDs4+DacGq1u5U+zTcGoQAAAAgPU0EALAJ3ygAgAAMCbzQQBYzGkUYqlBWEl/HQAAAADQngZCAAAAAAAAgO3pKoFYahBiqUEAAAAASEIDIQAAAAAAALDWuUlggRJ9BWsCwgHUIMRSgwAAAABAWveiBwAAAAAAAAAAAAAAAAAAbE8DIQAAAAAAAAAAAAAAAAA0dD96AAAAAAAAAEBV1x9+fOF/b16/mvJjmbUPSHXtD9H2Aamu/SHaPiAAAAAAjEADIQAAAHD65ndv1/r86HvW+kCAtx7e1uB7z9QgBLDmFQAAAAAAAMjDJ5jAtjQQ8i987e3b08xP33Wa2ZhtyxTf+s7tcfLD7ztONmbbMoXpFgAAAAAAAACwifMihDUsYAAAAGA9DYQAW9KlBgBAdedHES7g6YWv5OmOg9jqEYLn37OApxe+kqc7MsuaRV3WcgEAjMm3EwIAANCSCS8AdKKBsJvzY+4Cf48n7MHpU52Ex79c7yKcVn+NnwWjwGWbfFfoMt5kuGBN4x+woTUdgMB6gZdqwAjMB8nJ6Q+SUIwQSw0Cu/ImAyGUHiShGCGWGoRYbWpQAyEAALvzfVQAAABjMh8EYGTOgxBLDUIsNQjTKRMAAAD2poEQAAAAmOpH3/MZNkR675kahEjWcgEAAAAAAAAA5Wgg7Oan785YwvK1t68WvAq44Iffn1FN3/rO1YJXARfMWsrpOy+BubzJkNys1r5vfvdqwauAC2a19r318GrBq4ALXKoBu/ImQ3IOUYilBiGWGgR25U0mrfZbu33AidRgWu23dvuAE6nBtNpv7fYBJ1KDEKtfDWogBACAtUpc+q8hIAAAwCu1n00ICAAA8ErtZxPHBAzcjO33ICSnBiGWGqSHukdy3ZHzQvs9KGBXGggBAADg83lkH8TyyD6INewNdAAAAAAOcL77tIAbVgDAMu0//2ofEIBZNBDO87W3b8+jP33XeRQCfOs7tzX4w++rQQhgPglQ1DFv4PrrIJb+OohlugRATs5QAAD0tqbr7Czz1XL7gOzHfBBiqUGIpQYhlhqEWHfV4MYNhPrrIJb+OojlkhdgDe+iAAAAYzIfBAAAAADKcWMTACjEEwghl/YdgO0DAgCn1V+Guubl7slmcH4U4QIlnl7YPiBRtnqE4Pn3LLDr0wvbB4QX2l/JtA8IrGQ+CLBA++WG7QMCAKeNHpZ4F1cRcJddSw+YTjFCLDUIsdRgFYkaCI95euH5rwT+Ho9nJKeDW/vOf+74l+tdJKeDPz63louW2i9DaR8Q9ram8Q/Y0JoOQGA99+5paZMDO/NUq31A2JvTHyShGCGWGqSlyzOdBh+utQ8IMLj27+TtAwIAFPLZBsIM/XVbjSGthAETDmlbFQMG9tet/NP5JQyYcEjbqhgwsL+u/Ud3CQMmHNK2KgYMrMFjtA8YKOHGSTiku2Tor8swhl0lDJhwSNuqGDCwv659a1/CgAmHtK2KAQPP3YUuG5ZJGDDhkLZVMWD7GmwfMFDCgAmHdJf2x/8xygUsN+C5KgbcdcwVN8gs5QKWG/BcFQOqwTXKBSw34LkqBmxfg+0D7qpcwEIDbj8fbB/wGOUClhvwaYDTRPuAuyoXsNyATwMcou0D7qpcwHIDPg1wiLYPuKtyATMPONETCAEAgNJmfWNc5mkSAAAAs5gPAgAAjMl8EGKpQYilBiGWGoRYarCc4RoIf/rujGO04mPrILkffn9GDVZ8bB0k51oNgJH96HszzoMVH1sHyb33bEYNVnxsHSRnPgjAyJwHIZYahFhqEAAAAAC4mtVQB2zrF1+IHgGM7e//OHoEABDnD/42egQwtn8Y7judIJfffDF6BAAAAAAAAAAAsL93Xjvdix4DAAAAAAAAAAAAAAAAALA9DYQAAAAAAAAAAAAAAAAA0ND9ex9HDwEG9sv70SOAwf3b6AEAQJx//N/RI4Cx/eZL0SOAwf1J9AAAAAAAAAAAAOAQnkAIAAAAAAAAAAAAAAAAAA1pIAQAAAAAAAAAAAAAAACAhjQQAgAAAAAAAAAAAAAAAEBD96MHsJnXrq9e/OOjm49jR7KTYwIGbsb2Adu7/vbttr35Qc9te0zAwM3YPmB7N392u22v/7rntp0YcOV2CNyM7QNOlH+EKwlYXfuAdT1+eLtrnjzruWuOCWgzstjNay/fHj/quW2PCWgzslj7S5RjAubfjOaD1QlYXfuAK7XfPgJWJ2B1AlYnYHUCVpc/YP4RriRgde0DrtR++whYnYDVCVidgNUJWF3+gD4A3fXlBxBw15fvoU8DIQAAAFCR1j6IpbWPHhLefJ+o7sgBAAAAAAAAgBI0EAIAAAAAAAAAAAAADZ2/x20BX/0G66lBiKUGIVaeGtRACAAAAAAAAAAAAAAjyrOmGcakBiGWGoRYavAwGggBAAAAAAAAAADSOa+isyQOyKz9kt/2Aamu/SHaPiDVtT9E2wekuvaHaPuAHEYDIQAAAAAAAFCP9fTMYpnF5tQgs6jBzalBZlGDAAzo8inM1RTsTQ1CLDUIsRLWoAZCinntevkNza1+z0c3TpOM6/rb29Tgmt9z8wM1CKs+4Vv5ctNFAKI8frjNteia3/PkmfMg47p5bZsaXPN7rj9Sg2A+CDAWazgglhqEWGoQAPaWcE0zDEUNQiw1CLHU4PE0EAIAAAAAAAAAAAAwQ/slv+0DUl37Q7R9QKprf4i2D0h17Q/R9gE5ngZCAAAANnB+qlvXR7S1D0h156e6dX1EW/uAVNf+7nz7gABAY5ZZQCw1CLHUIAAAAACnzRsIX7u+va/00U3P+0rtA+Y3a8sPuL+uv30b+eYHPSO3D5jfrC1fcX+t/IAk/+cr7QO2N2vL218ANDOrdVPDJ2xuVutmxYbP9tfP7QO2Zz4IwMjOpzYghBqEJBQjAAAAAIt5AiEAAAAAAAAAR9P0DrHUID3UPZLrjhwAAACAcu5FDwAAAAAAAAAAAAAAAAAA2J4nEAIAAAAAAACM7vwcpAV2fXTSrF/uaU7UpQYhlhoEAAAAoDENhAAAAAAAAAAAjKh9w1X7gAAAAADA59JACAAAAAAAAAAAALAlXdwAAAAkoYEQAAAAAAAAWOu8NHaBEqtpuwa8PDYrngvpeoiedQ2oBtvoeoiedQ2oBgEAAAAYgQZCAACAI1hnAAAAMCbzQQAAAAAAYBYfLgDb0kAIsKXrb99eq938wLUaAAAAAAAAAACMrutzXAEAAKhCAyEAAADwiccPl3+G/eSZz7AZ181rL7/876NVhXD+PQus/NPAyVougEUuvwE2+I7k9gGprv0h2j4g1bU/RNsHBAAAAIARaCDs5rXr5Qtctvo9H924L/wK501q+wzi/CjC41/u4Yev5OGQo1mz4nPly30++ko+P6YZbzLktKbxj12dd40Gy0Gs6QBkD1v1dlLFyks1Nmc+SDPmgwAAAGNy0wlCKD2IpQYhCcUIsdrUoAZCAAAAAAAAAAAA4FC+eOiFweMDAABwAA2EAAAAwFSeoQexPEMPYlnLBQDMYkH8IOzotOwaiHVMDbav9PYBAQAAgGNoIOzmo5sZd4teu75a8CrggpsfzKim629fLXgVcMGsT0181gLM5U2G5Ga19j1+eLXgVcAFs1r7bl57eZrQEAgbcakG7MqbDMmdjzoglmKEWGoQ2IP5IMRSgxBLDUIsNQix+tWgBkIAAFirxKX/Gu2/I7b9HgQAAHbSfjZhPggAAPBK7WcTBwdc0wO8bITt92B77feggCTXfg8KSHLt9+DEgHW3Q92R80L7PShgVxoIAQBoov01ffuA7MfBAwBAb+2veNsHZD8OHgAAgDGZD0IsNQix2refTdQ+IGk59iDWXTWogRAAAAAAAACgqlmLMCzdgM2pQYilBnnh+OfXHax9QAAAAGBXGgiBQ11/+/aG5s0P3J0EgLbWfIS58uU+AeUAjx8uP0SfPHOIMq6b114uz/poVSGcf88CK/80cHKpBnwe80EAAIAxrZwPXmbGB3fZtfSAz6UGIQnFCLHUYBUaCI/z2vVtVXx0444Gd9Jftx/bFmL5Ok+Aceivg2X010EPWl8AAJir/f3z9gEBAAAAACC5zzYQnpvcVtrq92wuQ8CEGyfhkLZVMeC52y3k5QcIDJhw4yQc0rYqBgz8rvRjBAZMuHESDmlbFQOqwV1f3lvCjZNwSHdZ0/hXYgztAy6TcEjbqhhwTQdgiT/dPuAsCYe0rYoBA8/dx/zp9gFnSTikbVUM2H661D5goIQbJ+GQ7uIcVOivbKjcgOeqGHDXMWfYIO0DzlJuwHNVDNj+EG0fcJZyA56rYkCXiy3/9FbKRSg0YMd/ob8SqFzAQgNuf4i2D3iMcgHLDfg0wHSpfcBdlQtYbsCnAQ7R9gF3VS5g5gF7AiEAALCNWd8gnnmaBAAAwCzmgwAAAGMyH4RYahBiqUGIpQYhlhos5170AAAAAAAAAAAAAAAAAACA7V19dDOj6RPY1v/419EjgLH983+IHgEAxPn9/xY9Ahjbr78UPQIY3J9EDwAAAAAAAAAAAPb3zpc9gRAAAAAAAAAAAAAAAAAAOtJACAAAAAAAAAAAAAAAAAAN3f+b/xQ9BBjZ/4oeAAzuv0cPAADi/PrfR48ABveL6AHA4MwH4f+zd/eqsp1nnsBrnzmSJ5ActGzDJE2DAyfDNN2WA2Od0GBFA8Y3MEMrcGAlvoBSXYATK3Ag6CsQSmVwZ0fGgRV1B9Ni8OCgocEfMMiaAR0NsyfYVLVH0i6ttdfH8/H+ftGGU3Xq+a9aT9V6q9ZTCwAAAAAAAAAYwTddgRAAAAAAAAAAAAAAAAAAOjJACAAAAAAAAAAAAAAAAAANGSAEAAAAAAAAAAAAAAAAgIYeRxewmtPXb+7+OP7mNraSjQgYLn+FsU6vnLfPez23j4Dh8lcY6/Taefu81XP7TAxYdzu0DziRgNUJSJTTt89Pza96PjUChstfYazTq+ft827P7SNguPwVxmp/iNJ+udQ+4EQCVicgUdo/NfkDLqywfcD22m+f/AH14ODab5/8y6V9erBuwFSPEkjA6toHDNR+2wpYnYDVCVidgNUJWJ314CoErK5fwD4DhAziMsUHhLhM8QEAQC2XIUDgYRZO8V3uDgAAO7t8xw+E0IMQSw8Cm2r/IiNgdQJWJ2B1AlYnYHXtAwJzGSAEAAAACjABCEkYBQQAAAAAAAAAgEIMEAIAAAAAAAAMyg9RQyw9CLH0IAAAAACrW+VDp+Nbt8v/kwsDhBRz/M2MBjh9/eYB9wKuOL43pwdfOffgnHsBAECg468cu0Kk47t6EACAlV3/fv3yFf66X8MDF3oQYulBYFPtX2QEnHKzzASccrPMBJxys8wEnHKzzASccrPM2gdMOJ21LgGnyBwwIQOEAAAAQAGzRvtO3z5/0GkgEFYya7Tv9Oq5Bw0EQn0Nvj4EAAAAAAAAgJEZIAQA4Is5YRQAAKCuVX6+EYCu2v8QNSSXvwcz1ADbyd+DAAAAAJST8EMnA4QAAPU49RMAAGBM1oMADMjbHyShGSGWHgQAAICLhNNZ6xJwys2Y5VF0AQAAAAAAAAAAAAAAAADA+lyBEAAG4vcYAAAAxmQ9yBR2D4DVeQuGWHoQDqGNoAcBAAAAIAkDhADwb3yJRXKz9kz7MwAATOf4meSsB4GuvGQxhffB7dhcTNG+B83XkVz7HgQAAABgB4+iCwAAAAAAAAAAAAAAAAAA1ucKhAAAAAAAAMADXS5001X7gFTXfhdtH5Dq2u+i7QMCAAAAwAhcgRAAAAAAAAAAAAAAAAAAGjJACAAAAAAAAAAAAAAAAAANPY4uAAAAAAAAAKjq+NbtlX89vXYz5WaZtQ9Ide130fYBqa79Lto+IAAAAACMwAAhAAAAsMjp2+fzhH7lPCEIcHr13IPv6kEI4HxZAAAAAAAAYF2+hQTWZYCQ1Zy+fn6L+o23KAhweuXcg+/pQQhgqQYAAAAAAAAAXFxOJFjCSQgAAAAsZ4AQdmLAchCm+NLy1AAAXHe5iiCrc4XGQSy8DODl7qzOFRqZYpVzuQAAGJNfGAQAAKAlC14A6MQAYTeXKTUg1mVcDQjh1E9gU4EvMj6T5QoTgJCEUUCIZT0IbMp6kJy8/UESmhFi6UFgU15kIITWgyQ0I8TSgxCrTQ8aIAQAYHN+jwoAAGBM1oMAjMz7IMTSgxBLD8J02gQAAICtGSAEAAAApjr+ynfYEOn4rh6ESM7lAgAAAAAAAADKMUDYzfE3M05hOX39/Ftfc+4FXHF8b04PvnLuwTn3Aq6YdSqn37wE5vIiQ3KzRvtO3z7vogYCYSWzRvtOr5570EAgrMShGrApLzIkZxeFWHoQYulBYFNeZNJqv7XbB5xID6bVfmu3DziRHkyr/dZuH3AiPQix+vWgAUIAAFiqxKH/EgICAAB8rvarCQEBAAA+V/vVRP6ACyvMHxB604MQSw/SQ909uW7l3Gn/DArYlQFCAAAA2JbL/UEsl/uDWMN++A4AAADAdZcPjgAA9tf+O6z2AQGYxQAhAABAc/k/EDRfB7HM10Gs/O/UANTlXQYAgN5WGT/LfLTcPiDbsR6EWHoQYulBiKUHIdZ9PZhogPD09XOJv+n5MtE+INWdXjnvou/13EXbB6S69ofL7QMCAAAAsD8fOgEAAAAAAABcl2iAEDgMMOTWPiAAcFjpx1AfxgmjbOdymUTYSPvLAC4MeLk7ECLwAA+oxcsFwAO0n4VuHxAAOGy8HnQUAffxUQzE0oOQhGaEWHqwiuEGCC+XAQRiXSYJgRCO1eBT2p/C0j4gGeSfr8tfISxRaL6uUKkwXaFFVqFSYR8llkurdG7mgLA1b3+QhGaEWHqQlq6vdEqs+K5rHxCA3rxVAQDk8ekBwgzzdRlq2FTCgAlLWlfFgIHzde1H+xIGTFjSuioGDPz+rP1XdwkDJixpXRUDtu/B9gEDJQyYsKT7ZJivy1DDphIGTFjSuioGDJyvaz/alzBgwpLWVTGgQ7XtJAyYsKR1VQzYvgfbBwyUMGDCku7Tfv/fR7mA5Qqeq2LATWuuuEFmKRewXMFzVQyoB5coF7BcwXNVDNi+B9sH3FS5gIUKbr8ebB9wH+UCFip4nF3U++AS5QKWK/gwwC7aPuCmygUsV/BhgF20fcBNlQuYueDhrkAIAABsZNYvxmVeJgEAADCL9SAAAMCYrAchlh6EWHoQYulBiKUHyxlugPD4mzn7aMHL1kFyx/fm9GDBy9ZBco7VABjZ8Vdz3gcLXrYOkju+O6cHC162DpKzHgRgZN4HIZYehFh6EAAAAAC4mTVQB6zsX6MLgMH9t+gCACDQf4wuAAb3P6MLgMH9S3QBAAAAAAAAAACwvTf+7vAougYAAAAAAAAAAAAAAAAAYH0GCAEAAAAAAAAAAAAAAACgoceH/xNdAozsNroAGNy/iy4AAAL93+gCACCQ9SAAAAAAAAAAAGNwBUIAAAAAAAAAAAAAAAAAaMgAIQAAAAAAAAAAAAAAAAA0ZIAQAAAAAAAAAAAAAAAAABp6HF3Aak7fuLn74/jBbWwlGxEwXP4KY52enLfP057bR8BZN9tC+6dgodN/PW+fv++5fSYGrLsd2gecSMDqBCTK6Tvnp+aXPZ8aAcPlrzDW6dXz9nm35/YRMFz+CmO1P0Rpv1xqH3AiAasTkCjtn5r8ARdW2D5ge+23T/6AenBw7bdP/uXSPj1YN2CqRwkkYHXtAwZqv20FzOBS5BKZAy5R4hlcQsAM9OAVJZ7BJQTMIH8PltiMSwhYXb+AfQYIGcRlig+IdRnnAwCAfVym+IAQlyk+AACoZZUTZYAH04MQSw8Cm2r/IiMgybV/BgUkufbPoIAAzRggBAAAAAAAABhUv9/QhVr0IMTSgwAAAACkstEHVgYIAQAAAAAAAEbnJ7chlh6EWHoQAPq5fr613xGArelBiKUHr2gfX8AMEn7WZICQYo4fzOjw0zfOrwtz7gVccXw6pwefnHtwzr0AAOBzHX8551j0O+dj0Tn3Aq44vjunB1899+CcewEAwBacKAOx9CDE0oPAptq/yAg45WYEav8MCjjlZgRq/wwKOOVmBEo4nbUuAVmdAUIAAL6Y9TAAAMCYrAcBAAAAAAAAoDQDhAAA9fjhDQAAgDFZDwKwuvy/tO3tj970IMTK34MXmhEAAACgioQfOhkgBAAAAAAAAAAAAAAAAApIOJ21LgGn3IxZHkUXAAAAAAAAAAAAAAAAAACszxUIAeDftP+5gvYB25v1xHm6AQBguvbHz+0Dtmc9CHTV/iWrfcB9eB/cTvvN1T7gPtr3YGDN+zx0+4Dtte9BAAAAAHbgCoQAAAAAAAAAAAAAAAAA0JArEAIAAAAAAAB8vsuVfIAQehBi6UEAAAAAaMAAIQAAAAAAAPBA5goglh6EWHoQAAAAAMjvUXQBAAAAAAAAAAAAAAAAAMD6XIEQAAAAAAAA4PMd//72yr9eLjx1/WbAg+lBiKUHAQAAAKABA4QAAADAIqfvnM8T+qXzhCDA6dVzD76rByGA82UBzBVALD0IsfQgAAAAsAWfKgDrMkDIak7fOL9FfeAtCgKcnpx78KkehACWagAAAAAAAADAKpyEAAAAwIoMEMJODFhCLAOWAABEcYVGiOUKjQAAAABAiMsQIAAAANY92ywAACAASURBVMQyQAiwJlNqAAAUdRlyAx5m4ZTa5e5ACOdyAQDwYK4OBAAAG/HJLcTSg5CEZgRWYYCwm8tl7oBYl0lCIIT1UjbOn6CZwBcZTcQVJgAhCaOAEMt6MBvrQZqxHiQnb39peR8cjWbMRg+ORg9mowdpxosMAADAmNqsBw0QAgAAAAAAAAAAAAQwZwsAAMDWDBACAAAAUx1/6TtsiHR8Vw9CJOdyAQAAAADsZtZHsi5+C6vTgxBLDwLrMkDYzfGDOe8T3zi/T8y5F3DF8emcHnxy7sE59wKusF4CNuVFhuRmjfadvnPeRQ0EwkpmjfadXj33oIFAWIlDNWBTXmRIzi4KsfQgxNKDwKa8yKTVfmsLSHLtn0EBSa79MzgxYN3tULdyGEq/9aABQgAAWKrEof8SAgIAAHyu9qsJAQEAAD5X+9XEPgGXPMrCCts/gwAAwEbaryYE7MoAIQAAAGzL5f4glsv9QaxhP3wHAAAACFTrM5lLtQA91HoRhn7aX79uovYBScu+BzkZINzP6Rvn18EPvA5CgNOTcw8+1YMQwHoAIFD+F2HzdRDLfB3Eyv9ODUBd3mUAAOhtlamzzEfLxup4MOtBAACAMd23Hkw0QGi+DmLtM19nig/u46NbgCW8irKDy5Qj8DALxxQvdwdCOFkN2FT7U34BBuezOwAA2IhPbiGWHoQkNCPAFIkGCIGD+ToAoAUfyozJfB0sZL4OSnP8A3DH6yHAA5ivAwAa2HQ96DAJAAAgLd8PVvHpAcLLZQADbVpD+4APk7CkdVUMeJkk7PrQ7QPOkrCkdVUMGHgos89Dtw84S8KS1lUxYMWaZ2kfMFDCbZuwpPtkmADctIb2AR8mYUnrqhgwcBRwn4duH3CWhCWtq2LA9sul9gFnSVjSuioGrFjzLO0DBkq4bROWdB/vQYUeZUXlCp6rYsBNa86wQdoHnKVcwXNVDNh+F20fcJZyBc9VMaDDxZYPvZZyEQoVbP8v9CiBygUsVHD7XbR9wH2UC1iu4MMAy6X2ATdVLmC5gg8D7KLtA26qXMDMBbsCIQAAAAAAAAAAAABUMuv6nJlPZYai9CDE0oMAsxggBAAA1uFDGQAAgDFZDwIAAIzJehAAAGBM1oPl3Bw/mPGcASv7XXQBMLj/Hl0AAAT6RnQBMLgPowuAwf1rdAEAAAAAAAAAALC9N/7L4VF0DQAAAAAAAAAAAAAAAADA+gwQAgAAAAAAAAAAAAAAAEBDjw//I7oEAIjyH6ILAIBAH0YXAACBrAcBAAAAAAAAABiDKxACAAAAAAAAAAAAAAAAQEMGCAEAAAAAAAAAAAAAAACgIQOEAAAAAAAAAAAAAAAAANCQAUIAAAAAAAAAAAAAAAAAaOhxdAGrOb16c/fH8d3b2Eo2ImD4o7R/ChZqv30EnHWzLe7e/ilYqP322WcXDdQ+4EQCVicgUdo/NQKGP0r7p2Ch9ttHwPBHaf8ULNR++7RfLrUPOJGA1QlIlPZPTftDtZ0DLtF1H1tID4Y/ih4cnB6cdbMt7r7PQ6/1KEukfRksQcDq2gdcKP+LzEICTiFgIAGnEDCQgFMIGEjAKawHlxCwun4B+wwQMohV3slW/H9gWAubSA8CADCX9SDE0oMAAAAAAAAAAFCRAUIAAAAAAACA0fmtB4ilByGWHgQAAABgLQmvAmqAEAAAAAAAAICern+/fvkKf92v4YELPQix9CCwqfYvMgJOuVlmAk65WWYCTrlZZgJOuVlmAk65WWbtAyaczlqXgFNkDpiQAUKKmdXhDd7YIBs9CABAFMeiEEsPAgAAAAAAAABARQYIAQBGseQ0bqeAAwAA1OXnGwG4ov0PUUNy+XswQw2wnfw9CAAAAEA5CT90MkAIAFDPwlM/VzlzFAAAgP1Z0AEwIG9/kIRmhFh6EAAAAC4STmetS8ApN2OWR9EFAAAAAAAAAAAAAAAAAADrcwVCABiI32MAAAAYk/UgU9g9AD7XkrdRb8GwnB6EhRY2gh4EAAAAgAYMEALAv/ElFsnN2jPtzwAAMJ3jZ5KzHgQyM1fA1rwPXqcH2Vr7HjRfR3LtexAAAACAHTyKLgAAAAAAAAAAAAAAAAAAWJ8rEAIAAAAAAAB8gcslfYAQehBi6UEAAAAAqMsAIQAAAAAAALCUuQKIpQchlh4EAAAAANJ6FF0AAAAAAAAAAAAAAAAAALA+VyAEAAAAAAAA+HzHd2+v/OvlelPXbwY8mB6EWHoQAAAAABowQAgAAAAsOtfHeUKwnB6EWHoQYAlzBRBLD0IsPQgAAABswacKwLoMEPL/caIMxNKDEEsPAgAAAAAAAACruJxIsISTEAAAAFjOACHsxGDJIDzRaXlqAAAmWuXLbP6cY9FBrPVE68HV6UFm0YMAAMxl0QEAAAAAQHIGCAEAAPbgMqcAAABjcsUJAAAAgAfwi28QSw9CEpoRWIUBwm7WenvwNgMLLWwiPQgL6cFszD7RjBcZcrJrQRKaEWLpwWysB2nGiww52TPT8j44Gs2YjR4cjR7MRg/SzKYvMtoEAAAgrTYfOhkgBAAAAKbyHTbE0oMQSw8CAAAAAAAAAOUYIAQAAAAAAIBgppQBAABgIpc5HcSs59desSdbexB6MC1bexB6EFiXAcJuvE9ALD0IsfQgUdrvTu0DTuRFhuTsohBLD0IsPUiU9rtT+4ATeZEhObsoxNKDEEsPEqX97tQ+4EReZIjSfndqH5Dq2u+i7QNS3cRdtO6eXLdy7rR/BtsHnKjfetAAIQAAMLoSizcAAABWZz0IAAAQ6LIoW+JhCzrrQQCgPQc8AJ9r2JdHA4QAAADN7bPiXfIoJdbk7QNSXftdtH1Aqmu/i7YPCNCVF2EAAHpr/5FF+4Bsxw4AsfQgxGp//TpITnNBrPt6cOUBwvafWbQPSHXtd9H2Aamu/S7aPiAAAAAA+/OhEwAAsNAqF7LLrH1AAAAAYFOuQAjsyskcADCCwK8wHWOwA1/Sw8OstR7UgxBLDwLXLXyV8CID0JLvBwFgBJsu6BxFwH18lgKx9CAkoRkhlh6sYrgBwrV2Tbs4Gxnn+zPnkUAsPUhL7a9X0D4gbaR9m0hbGNwZZ74uf4WwRP49PH+F8ADtl0vtA8LWvP2R3Div1ZoRYulBAAB2Ns6CFwAgv08PEGaYr2v/kWXCgAlLWlfFgIGzPRU31ywJAyYsaV0VA+rB7SQMmLCkdVUM2L4H2wcMlDBgwpLuk6HUDDVsKmHAhCWtq2LAwJorbq5ZEgZMWNK6KgbUg9tJGDBhSeuqGLD9cql9wEAJAyYs6T4l9v/8ygUsV/BcFQNuWnPFDTJLuYDlCp6rYkA9uES5gOUKnqtiwPafybQPuKlyEQoVbP8v9CiBygUsVPA4u6iD7SXKBSxX8GGAXbR9wE2VC1iu4MMAu2j7gJsqFzBzwcNdgRAAANjIrF+My7xMAgAAYBbrQQAAgDFZD0IsPQix9CDE0oMQSw+WM9wAoX0UYulBiKUHARiZ90GIpQchlh4EYGTeByGWHoRYehAAAAAAuJn1QSEAAAAAAAAAAAAAAAAAkN8b3zs8iq4BAAAAAAAAAAAAAAAAAFifAUIAAAAAAAAAAAAAAAAAaOjx4V+iS4CRvRRdAAzuL6MLAIBAv40uAAb3QnQBMLivRBcAAAAAAAAAAAC7cAVCAAAAAAAAAAAAAAAAAGjIACEAAAAAAAAAAAAAAAAANGSAEAAAAAAAAAAAAAAAAAAaehxdwGpOr93c/XF86za2ko3sEzBwM7YP2N7p++dt+07PbbtPwMDN2D5ge6eXz9v2/Z7bdmLAhdshcDO2DzhR/goXErC69gHrOv3g/NS83fOp2SegzciDnb533rY/77lt9wloM/Jg7Q9R9gmYfzNaD1YnYHXtAy7UfvsIWJ2A1QlYnYDVCVhd/oD5K1xIwOraB1yo/fYRsDoBqxOwOgGrE7C6/AF9Abrp3Xcg4KZ330KfAUIAAACgIqN9EMtoHz0k/PB9orqVAwAAAAAAAAAlGCAEAAAAAAAAAAAAADgc/PQbRNODEEsPQqyNetAAIQAAAAAAAAAAAAA7aX9WuoCpXKrlotYz+AACpqIHP6vWM/gAAqaiBz+r1jP4AAKmkqcHDRACAAAAAAAAAAAA8BB5zojdiIAk1/4ZFJDk2j+DApJc+2dQQNZigBCmOr12HlN+q8CYMvRz+v65B9/RgxCg1s91AMC6Tj84vw++7X0QApy+d+7Bn+tBCGA9CEAbS85C8D4Iy+lBeJi1FmV6EAAAAGBkBggp5jLFl+T/gdFcpviS/D8wrIW/t+HnOgAY2WUaEJhlrSm+y/8DhLAeBJppP+TcPiDVtd9F2wekuva7aPuAAMDWrh9FONiArelBiKUHIVbCHjRACAAAABRg8A+SMAEIsUwAAgAAAJBEwjNi1yXglJsRqP0zKOCUmxGo/TMo4JSbEaj9MyjglJsxiwFCAAAA+GKX6bXj2z6VgABrXf4OeBifzgMAdTkLAWLpQYilBwEAAAA4GCCc6/Ta+YOzt3xwFmPWlvd89XP6/vk5fcdzGmPWlvd8JbTwGyBfIIWbteU9X8DOzNfRQ90d2HwdPdTdgfMffuevkAzsHgAAfJbVBAAAAABAdSsPEJrXgljmtWAh83UAAGnNGu0z0QqrmzXaV3Gi1YKO5PygDAAju7y1AbE0I8TSgwAAAAA8mCsQAgAAAAAAADCbX+WDWHoQDqF7sh4EAAAAoAoDhAAAAAAAAACjc10jiKUHIZYeBAAAAKAxA4QAAAAAAABAgPYX3mkfcB+ztp5tPkv7zdU+4D7a92Dd69elepRsD91J+x4EAAAAYAcGCAEAAAAAAAAAAADWZKwXAACAJAwQAgAAAAAAAEtdTo3tqmvA66cyO+O5kK676EXXgHqwja676EXXgHoQAAAAgBEYIAQAAAAWOf3gfBrN206jgQCn75178Od6EAI4nRT4Ql4oAAAAAAAAgEAGCFnN6bXz999v+f4bApy+f+7Bd/QgBHAeGPCFvFAAAAAAAADAgJZcx9V3iwAAY3KyGbAuA4QAazLFBwBAdZfLCQKzrHUZwMv/A4RYci4XwLCun7vQ4BSH9gGprv0u2j4g1bXfRdsHBAAAAIARGCDs5nIZwCT/Dxeu0DiayyRhyN35LLOdo1l4xqcTRlfn+2OaCXyR0UQAAACBrAcBAADG5CwCCKH1IJYehCQ0I8Rq04MGCAEAAKADVw5M6/LUHN92zvcQXEIwm7UuDkkVbT67b8MPygAAAAD38bnBncHjAwAAsAMDhAAAAMBURuAglhE4iOVcLgBgFifEQyw9CLH26cH2nd4+IAAAALAPA4TdHN+a8WnR6bXzZ0xz7gVccXxnTg9+/9yDc+4FXDHrWxPftQBzeZEBAAAYk/UgAFd45QeAxqwHIZYehFh6EGLpQYjVrwcNEAIAwFIlDv2XaP8bse2fQQYx69qApx+cd3tXFISVzLo24Ol75x50RUFYSb/P7qmi/e5kPQglXPZkIJZmhFh6kJ21X03kD7iwwvwBua79MyggybV/BgUkufbP4MSAdbdD3cq50/4ZFLArA4QAAACwLdN6EMu0HsQa9sN39tR+N2sfEAAAgMGZAQYAAIBNGSDcz+m18xf8b/mCHwKcvn/uwXf0IARwohs7aL+btQ/IdvLvPObrIJb5OoiV/50agLq8ywAAMIgl42cljpbbB2R11oMQSw9CrPbXr5uofUDSsu9BrPt6MNEAofk6iLXPfJ0pPriPw2WAJbyKAuRnTBEA2IL1IBxm7v+6BlanByGWHgQAAACAL5RogBA4mK8DAFpY8huoy+9OuMvlBLtqH5Aoa83XXf6frtoHpLr2RzLtAwILWQ8CPED7aZb2AQGAw8YLOkcRcB+fpUAsPQhJaEaIpQerGG6A8HKdwyT/DwzrMioZcnfAuVzwKTufwhLYg75dY2QG/yAJE4AQy4KO3vIvl6wHIYS3P0hCM0IsPUhL11c6qYbYzddBCG9/JJfqrWoLehCS0IwQSw+SxKcHCDPM17WfzUsYMGFJ66oYMHC+rv1sXsKACUtaV8WAgedytT9MTBgwYUnrqhhQD25HwP0lLOk+GebrMtSwqYQBE5a0rooBA+fr2o/2JQyYsKR1VQwY+N5d6LDhYRIGTFjSuioG1IPbEXB/CUu6zz6lFtogD1MuYLmC56oYcNOaK26QWcoFLFfwXBUD6sElygUsV/BcFQPqwSUEzKZQwdaDqxAwm3IFH7wPLiNgNuUKPujBZQTMplzBBz24jIDZZC54uCsQAgAAG5n1k3iZl0kAAADMYj0IAAAwJutBiKUHIZYehFh6EGLpwXKGGyA8vjVnHy142TpI7vjOnB4seNk6SM6xGsTSgxDr+PacHix42TpI7vjzOT1Y8LJ1kJxjUYilByGWHoRYehBi6UGIpQchlh6EWHoQYulBiKUHyeZm1kAdsLKXoguAwf1ldAEAEOi30QXA4F6ILgAG95XoAgAAAAAAAAAAYHtvfPPwKLoGAAAAAAAAAAAAAAAAAGB9BggBAAAAAAAAAAAAAAAAoKHHX/m7N6NrgHH94ZO/iS4BxvaPr0RXAABx/vM/RFcAY/v4b6MrgLH9819EVwAAAAAAAAAAAHtwBUIAAAAAAAAAAAAAAAAAaMgAIQAAAAAAAAAAAAAAAAA0ZIAQAAAAAAAAAAAAAAAAABp6HF3Aan508/rdH2/e/jS2ko3kD7iwwvYB2zs9/+Tuj+Ozp7GVbCR/wIUVtg/Y3unlm7s/ju/fxlaykYkBA7fDwoduHzDVowQSsLr2Aes6Pffduz+On/witpKN5A+Yv8KF2gdc6PTCS3d/HD/6Y2wlG8kfMH+FC7UPuFD7Q5T8Adsvl9oH3IeA1bUPGKj9thWwOgGrE7A6AasTsDrrwVUIWF37gIHab1sBqxOwOgGrE7A6Aatrvx4UsNCjBD50v4B9BggBAACAioznQSzjefRQ91u6upUDAAAAAAAAACUYIAQAAAAAAAAAAAAA+rj8fBsQQg9CLD0IsRL2oAFCAAAAAAAAAAAAABhIwnOaYSh6EGLpQYilB/dngBAAAAAAAAAAACCdy+l0x/dvYysB+Kz2p/y2D0h17XfR9gGprv0u2j4g1bXfRdsHZH8GCAGY4fT8k7s/js+exlYCAAAAAMDgnE/PFE6z2I4eZAo9uB09yBR6EICRXT9McjQFW9ODEEsPQqyEPWiAkGJ+dPN6dAnA4fBnk4RACF/1ATCg03PfjS4BhnZ64aXoEoDDwXoQYDDO4YBYehBi6UEA2FrCc5phKHoQYulBiKUH92eAEAAAALZ1mXw7fvKL2EpgTJfJt+NHf4ytBMbkk30AAAAAaKn9Kb/tA1Jd+120fUCqa7+Ltg9Ide130fYB2Z8BQgAYiONFAHIyXwexzNdBrH1WataDAMCwnGYBsfQgxNKDAAAAABxSDRD+6Ob1uz/evP1pbCUbaR9wH7O2nm0+y+n5J3d/HJ89ja1kI+0D7mPW1qu4zQO/IGn/3Uz7gPuYtfVscwCamTVfaioVVjdrvrTiVKrjZ5KzHgRgZJe3NiCEHoQkNCMAAAAAD5ZogBAAAAAAAACAQRh6h1h6kB7q7sl1KwcAAACgnEfRBQAAAAAAAAAAAAAAAAAA63MFQgAAAAAAAIBBXS5/lNas6zK5mhPl6EGIpQcBAAAAGIEBQgAAAAAAAAAARtR+4Kp9QAAAAADgCxkgBAAAAAAAAAAAAMjCBDgAAAArMkAIAAAAAAAAPNDlrNau2ge8fjqys5bza7+Ltg+oB6trv4u2D6gHAQAAABiBAUIAAIDsnKMAAAAwJutBAAAAAAAYkC8IgHUZIARY0+n5J3d/HJ89ja0EAAAAAAAAAACI0v46rgAAAFRhgBAAAAA4nJ77bnQJUNvphZfu/jh+9McldwdCOJcLYInrP37c4DeS2wekuva7aPuAVNd+F20fEAAAAABGYICwmx/dvB5dAp/v8tS8efvT2ErYx+VShCTh4pCjcepnNr4/phkvMuRkAjCty1Nz/OQXsZWwD6OA2Syc7aQch2rZWA/SjBcZAACAMVkPQgitB7H0ICShGSFWmx40QAgAAAAAAAAAKzNID7H0IMTSg2yt0z7WIAIAAADJGSAEAAAApnINPYjlGnoQy7lcAAB8VqfpBYChtH8Bbx8QAAAAmM4AYTdv3v50+o1/dPP6A+4FXHF89nT6jU/PP3nAvYArZn3z4fsSVtR+d2ofcCIvMiQ3a7Tv9Nx3H3Av4IpZo32nF156wL2AKxyqEaX97tQ+4EReZEjustcBsTQjxNKD7Kz9kX/7gBNZD6bVfmu3DziRHkyr/dZuH3AiPZhW+63dPuBEejCt9lu7fcCJ+vWgAUIAAKC8hauvEos3AAAAPst6EAAAoK7A0V/rQYilByGWHqSHunty3cqhh2F70AAhAAD0Xw+0D8h1dgAAALhP+6Pl9gG5zg4AAAAwJutBiKUHIdbEHmzfqu0DkpZ9D2Ld14MGCAEAAAAAAACqmnUShlM3YHV6EGLpwcEFXr9uH+0DAgAAAPswQAjs6vT8k7s/js+exlYCAGzHd5m0dHruu9ElQG2nF166++P40R+X3B0I4QAPmMjLBQCfZVwHAEaw6XrQUQTcx0cxEEsPQhKaEWLpwSqGGyD80c3r0SXANePM112SAiEcqwGwuvzzdfkrZHDjzNcVKhWmK7TIKlQqAMAgzNcBAAAAAACb+vQAYYb5ugw1bCphwIQlratiwMD5uvajfQkDJixpXRUDBp5P2f5UzoQBE5a0rooB2/dg+4CBEgZMWNJ9MszXZahhUwkDJixpXRUDBs7XtR/tSxgwYUnrqhjQodp2EgZMWNK6KgZs34PtAwZKGDBhSfex/xd6lBWVK3iuigE3rTnDBmkfcJZyBc9VMWD7XbR9wFnKFTxXxYAOF1s+9FrKRShUsP2/0KMEKhewUMHtd9H2AfdRLmC5gg8DLJfaB9xUuYDlCj4MsIu2D7ipcgEzFzzcFQgBAICNzPqJ9MzLJAAAAGaxHgQAABiT9SDE0oMQSw9CLD0IsfRgOcMNEL55+9PpN6542TpI7vjs6fQbV7xsHSTnWA2AkR0/+cX0G1e8bB0kd/zoj9NvXPGydZCc9SAAAAAAAAAAwJhuZg3UAev6wyd/E10CjO0fX4muAADi/PU/RFcAY/v4b6MrgLH9819EVwAAAAAAAAAAAJt745uHR9E1AAAAAAAAAAAAAAAAAADrM0AIAAAAAAAAAAAAAAAAAA09fnZ4LroGGNjtv4+uAACAUTkWhVi3PpABAAAAAAAAAABgc65ACAAAAAAAAAAAAAAAAAANGSAEAAAAAAAAAAAAAAAAgIYMEAIAAAAAAAAAAAAAAABAQ4+jC1jNj29+ePfHT25/FlvJRgQMl7/CWKcvfevuj+PHv46tZCMChstfYazTyzd3fxzfv42tZCMTA9bdDvkD7vPQdZ/BiQSsrn3Auk7PP7n74/jsaWwlG8kfMH+FC7UPuNDpxS/f/XH804exlWwkf8D8FS7UPuBC7Q9R8gfMX+FC1oOrELC69gEDtd+2AlYnYHUCVidgdQJWZz24CgGrax8wUPttK2B1AlYnYHUCVidgde3XgwIWepTAh+4XsM8AIeHM10Es83UQq/2CEAC2YzwPYhnPo4e6i7L8PygDAAAAAAAAAJT2KLoAAAAAAAAAAAAAAAAAAGB9rkAIAAAAAAAAAAAAAPRxevkmugQYmh6EWHoQYiXsQQOEAAAAAAAAAAAAAMyQ8IzYdQlIcu2fQQFJrv0zKCDJtX8GBWR1BggBAAAAAAAA6MlZCBBLD8JClyY6vn+75O4AAAAAjMwAIcX8+OaH0SXA0E5f+lZ0CcDh4Ks+AJjv9PyT6BKgttOLX7774/inD5fcHQhhFQl0tfB8+vzaB6S69rto+4BU134XbR8QANja9aMIBxuwNT0IsfQgxErYgwYIAQAAgAJMAEISRgEhllFAAAAAAJJIeEbsugSccjMCtX8GBZxyMwK1fwYFnHIzArV/BgWccjNmMUAIAAAA27pMvh2fPY2tBMa08NJ5wEI+2QcAYjkLAWLpQYilBwEAAAA4GCDc049vfnj3x09ufxZbSWmztp5tzp87felbd38cP/51bCWlzdp6tnlCgd8A+fJpFbO2nm0OFGK+jjzG3AnN15HHmDvhPofuFghMYfcAAAAAAAAAgH4SDRCa9YJYZr3gYL4OACCxWaN9plJhdbNG+ypOpVqUkZwflAFgZJe3NiCEHoQkNCMAAAAAD5ZogBAAAAAAAACAQRh6h1h6kB7q7sl1KwcAAACgHAOEAAAAAAAAAINyOSOIpQchlh4EAAAAYAQGCAEAAAAAAABIatZ1mVzNCVbXvgcr1jxL+4Dtte9BAAAAAHbwKLoAAAAAAAAAAAAAAAAAAGB9rkAIAAAAAAAAPNDlQjddtQ94/QpFLmSUX/tdtH1APVhd+120fUA9CKTlJQgAAIAVuQIhAAAAAAAAAAAAAAAAADTkCoQAAADZ+YVRAACAMVkPAgAA1NX+Oq4AAGzHFwTAugwQAqzp9KVv3f1x/PjXsZUAAMAsp+efRJcAtZ1e/PLdH8c/fbjk7kAI53IBLHH93IUGpzi0D0h17XfR9gGprv0u2j4gAAAAAIzAAGE3P775YXQJwOHwZ5OEQAinfgKb8iIDAAAwJutBAACAMVkPQgitB7H0ICShGSFWmx40QAg7ucx2/uT2Z7GVwJhcHBJi+QFagB24hGBal6fm+OxpbCXsw7UEs1l4cUjKafPZfRvWgwAAAMAWOn3m0CACAAAAyRkgBAAAAKYyAgexjMBBLOdyAQCzdDqpHSrSgxBLD4bzFAAAAAAXBgi7mXV1O9fEg9XNurqda+LB6mZ98+H7EmAuLzIAAABjsh4E4Aqv/ABFeQFnCutBiKUHIZYehFh6zXhyGAAAIABJREFUEGL160EDhAAAsFSJQ/8l8gdcWGH+gDDFrGsDnp5/8oB7AVfMujbg6cUvP+BewBX9Pruniva7U/6A1oNw+LM9GYilGSGWHmRn7VcTApJc+2dQQJJr/wwKSHLtn8GJAetuh7qVc6f9MyhgVwYIAQAAAAAAAAAAgF0Z/QUAAIB9GCAEAID+PyjSPiDX2QEAAOA+7Y+W2wfkOjsAAAC9tR8/ax+Q7VgPQiw9CLHaX79uovYBScu+B7Hu60EDhAAAAAAAAABVzToJw6kbsDo9CLH0IAAAAAB8IQOEkMvpS9+6++P48a9jK9lI+4AAwMGPoY7q9PyT6BK21T4g4U4vfvnuj+OfPlxy97TaB2Rw7Y9/2gcE1uLlAoDPMq4DACPYdD3oKALu46MYiKUHIQnNCLH0YBUrDxD++OaHd3/85PZn6/7Pa7lUCC0VGs+7lAqdFPoK3LEaAAMyAQhJGAWEWNaDtNR+x24fELamiUiu0JcLC2lGiKUHaen6u2eDN9n2AQEG1/6VvH1AAIBCPj1AuNZ83ZL/p/2MX8KACUtaV8WAC+frlty9/WhfwoAJS1pXxYALvz9bcvf2X90lDJiwpHVVDBhY8z4P3T5goIQBE5Z0nwzzdRlq2FTCgAlLWlfFgIHzde1H+xIGTFjSuioGdKi2nYQBE5a0rooB2/dg+4CBEgZMWNJ92u//+ygXsFzBc1UMuGnNFTfILOUClit4rooB9eAS5QKWK3iuigHb92D7gJsqF7BQwe3Xg+0D7qNcwHIFHwZ4m2gfcFPlApYr+DDALto+4KbKBSxX8GGAXbR9wE2VC5i54JWvQAgAAAxr1i/GZV4mAQAAMIv1IAAAwJisByGWHoRYehBi6UGIpQfLGW6A8Ce3P5t+44qXrYPkjh//evqNK162DpJzrAbAyI7Pnk6/ccXL1kFyxz99OP3GFS9bB8lZDwIwMu+DEEsPQiw9CAAAAADczBqoA9b14bOXo0uAsf2THgRgYP/pvegKYGwf/3V0BTC2D16MrgAAAAAAAAAAADb3xjcPj6JrAAAAAAAAAAAAAAAAAADWZ4AQAAAAAAAAAAAAAAAAABp6/OH/+kF0DTCw//2V6AoAABjVh69EVwBj+yi6AAAAAAAAAAAAAAbgCoQAAAAAAAAAAAAAAAAA0JABQgAAAAAAAAAAAAAAAABoyAAhAAAAAAAAAAAAAAAAADT0OLqA1Zxe+OrdH8ePfh9byUbyB1xYYfuA7Z2+dnP3x/F3t7GVbCR/wIUVtg/Y3unl8/Z5v+f2mRgwcDssfOj2AVM9SiABq2sfsK7TV85PzR96PjX5A+avcKH2ARc6/dV5+/y25/bJHzB/hQu1D7hQ+0OU/AHbL5faB9yHgNW1Dxio/bYVsDoBqxOwOgGrE7A668FVCFhd+4CB2m9bAasTsDoBqxOwOgGra78eFLDQowQ+dL+AfQYIAQAAgIqM50Es43n0UPdburqVAwAAAAAAAAAlGCAEAAAAAAAAAAAAAPq4/HwbEEIPQiw9CLES9qABQgAAAAAAAAAAAABmuJwRe3z/NraSjYwTkKLG2UXbB6SocXbR9gEpapxdtH1AdmOAEAAAAAAAAICe2p9mAcnpQVhoYRPpQWAf7c/9bR+Q6trvou0DUl37XbR9QKprv4u2D8huDBAyltMLX7374/jR72MrgTGdvnb+cuJ3vpyAAL4gBGBkp6+c3wf/4H0QApz+6tyDv9WDEMB6EOjK6xuzOM1idXqQWfTg6vQgs+hBAAZ0/TDJ0RRsTQ9CLD0IsRL2oAFCirlMACb5f2A0lwnAJP8PDGvhN3y+IASgossEYJL/B0ZzmQBM8v/AsKwHAYbiHA6IpQchlh4EgK0lPKcZhqIHIZYehFh6cH8GCAEAAAAAAAAAAACYof0pv+0DUl37XbR9QKprv4u2D0h17XfR9gHZnwFCAAAAgl2uCHf8Q89PNNoHpLrLFeGOv+25i7YPSHXtP9lvHxAASM5pFhBLD0IsPQgAAADAIdUA4emFr979cfzo97GVbKR9wH3M2nq2+Synr50/F/5dz8+F2wfcx6ytV3GbB35Bss9Dtw/Y3qytZ5sD0Mys8UtDm7C6WeOXFYc22x8/tw/YnvUgACO7vLUBIfQgJKEZAQAAAHiwRAOEAAAAAAAAAOzJD89BLD0ICy3ck/UgAAAAACN4FF0AAAAAAAAAAAAAAAAAALA+VyAEAAAAAAAAGN3lOkjZzLouk6s5UZcehFh6EAAAAIDGDBACAAAAAAAAD9T+PPX2Aamu/S7aPiDhFu5j+XfR9gEBAAAAgC9kgBAAAOD/sXf3OpKdd3rAq1u9BgwrW5JOFTleg7oCX4YH4hICmQkKhQEosKYIERgwFJSREAgKcwWGs70EXoBDwYCDFSU48GBl2KttBzNT3J11V9f5/H+8v19EgNPd/6f6PF3nVJ23XgAAAAAAAIAsLOEGAABgRRYQAgAAAAAAAEudb2/tqmvAy7cju2u5kK6H6FnXgDrYRtdD9KxrQB0EAAAAYAQWEPIvnH747qv/OL78LnYSGNPpvTdvP/zB2w8QwFuAQFr+QLGD0ztvDrM/OswgwOlHbzr4ex2EAE63gLT8gQIAAKjLNR0AALM5mQTWZQEhwJqsAAQAAAAAAAAAAM667uMKAABAFRYQAgAAAN87b0UITLLWFoLn7wOEcC8XsIX2HxJ8OVeD+O0DUl37Q7R9QKprf4i2DwgAAAAAI7CAsJvTD99N9X04Oz+kx5ffxU7CPs5bEYZ8Of+azSFHs/COTzeMrs77xzTjrwQ5WfiX1vlXc/yj58EhWAGYzVprO6nCqVo2rgdpxotOAAAAY3JBByFUD2LpICShjBCrTQctIAQAAAAAAAAAAADK6PShRQ0iAAAAkJwFhAAAAMC17KEHseyhB7HcywUATNLppnYu8ItOy68GYuXvYP4JF2ofEAAAALieBYTdHF9+d/0/Pv3w3RlfBVxw/MOEV11P7715rXbKVwEXTHrnw/slwFT+yJDcpKV9p3feHKIWBMJKJi3tO/3oTQctCISVOFUDNuWPDMmdjzogljJCLB0EtuB6EGLpIMTSQYilgxCrXwctIAQAgKVKnPovkT/gwgnzBwQAAHJqfzWRP6DrQQAAIET7q4l9AgYu/W3/G2yv/W9QQJJr/xsUkOTa/wavDFj3cag7Oa+0/w0K2JUFhAAA0P96oH1ALtvpLd7uO9q1D0h17Xe0ax+Q6tqfbrUPyMjaH97tA3KZAwAAgN7an/G2D8h2HDwQSwchVvvlZ1dqH5C0HHsQ66EOWkA4zemH7776j+PL72IngTGd3nvzt+wPzicggHN6AAAAAIBsJr1g62VeWJ0OQiwd5JXAjez20T4gAAAAsKmVFxBaXwex8q+vyz8hLOENJ4BXvIVJb+etCIFJ1tpC8Px9gBDO9IDL/JUAAAAY06bXg+7BgId4KQZi6SAkoYwQSwersAMh5GJ9HQAA1VlfB/NYXwc9eGUcQrT/UKf2AQEG1/7vfPuAAAAAAACQ3NsLCM9bCC605PusNcOm3zxtwHkSjrSuigHPKwn3//KFP3qfn5I/4CQJR1pXxYAL7/hc8uX73GzaPuAkCUdaV8WAgTOX6GDRH72PhAETjvSQDAv/Np2hfcB5Eo60rooBA1cA7vOj2wecJOFI66oYsP2pWvuAkyQcaV0VA7Z/yaJ9wEAJAyYc6SEljv/8P7rQb/yVcgNPVTHgpjNneEDaB5yk3MBTVQzY/hBtH3CScgNPVTGg08WWP3ot5SIUGtjxX+inBCoXsNDA7Q/R9gH3US5guYEPA1wutQ+4qXIByw18GOAQbR9wU+UCZh7YDoQAAMA6Jn2CeObLJAAAACZxPQgAADAm14MQSwchlg5CLB2EWDpYzm30AAAAAAAAAAAAAAAAAADA+m6OL7+LngEG9g/vRE8AY/vv0QMAQKAfRQ8Ag3sZPQAM7o/RAwAAAAAAAAAAwPaevW8HQgAAAAAAAAAAAAAAAADoyAJCAAAAAAAAAAAAAAAAAGjo7vDf3omeAQAAgN39PnoAAAAAAAAAAAAAADZmB0IAAAAAAAAAAAAAAAAAaMgCQgAAAAAAAAAAAAAAAABoyAJCAAAAAAAAAAAAAAAAAGjoLnqA1Zx+fPPqP47f3sdOshEBw39K+1/BQu0fHwHDf0r7X8FC7R+fKwPWfRzaB7ySgNUJSJT2vxqnaqtoHzBQ+8dHB1fRPmCg9o+PDq4if8ASD+MSAlbXPuBC+f/ILCTgRl+7GwE3+trdCLjR1+5GwI2+djcCbvS1u8kfsMTDuISA1bUPuFD+PzILCbjR1+5GwI2+djcCbvS1uxFwo6/djYAbfe1u8gdc+FME3O5H7/NTBNzuRz+kzwJCVpHwGIWh6CDEat/B9gEBKMqzDMTSQXqoeyT7QBkAAAAAAAAAYFO30QMAAAAAAAAAAAAAAAAAAOuzAyEAAAAAAAAAAAAA0NDpxzfRI8DQdBBi6SDEytNBCwgBAAAAAAAAAAAAmCPPHbEbEZDk2v8GBSS59r9BAUmu/W9QQNZiASEAAAAAAAAAAEA657vojt/ex04CAAAAQF0WEAIwgTcnAACozsdWwTxrXQ/qIMTSQaCZ9i9Ztw+4M8+Dq2t/iLYPuDMdXF37Q7R9wJ3pIAADunwW4WQDtqaDEEsHIVbCDlpASDFrvaDphVFYaGGJdBAW0kEABuT5C5JQRoilgwAAAAAkkfCO2HUJeM0/I1D736CA1/wzArX/DQp4zT8jUPvfoIDX/DMmsYAQAAAAHrfkVQmvaMByOgixdBAAAAAAAAAAoCgLCKdxowzE0kFYaGERdBCACzxN0EPdg1AH6aHuQZi/g5rONRweALTkY4whlg5CLB0EAAAA4LD6AsL8N8pQ3aTDY8CDSgfZWvsOWl9Hcu07CAAXeB6EWO07WHFmhtK+gwBwwfmpDQihg5CEMgIAAAAwmx0IAQAAAAAAANibRe8QSwfpoe6RXHdyAAAAAMqxgBAAAAAAAABgdPY1glg6CLF0EAAAAIDGLCAEAAAAAAAAIKlJ+zLZzQlWp4PV+aVUp4MAAAAALGcBIQAAAAAAAAAAI7LgCgAAAABozwJCAAAAAAAAgEecV5g0c3nBjHU15KGDu4wDD9LBXcYBulnyZ8SfIAAAAFZkASEAAAAAAACwVNd1BVCFDkIsHQQAAAAA0rKAEAAAYA8+YRQAAGBMrgcBAAAGZ505AABTeYMAWJcFhABrcq4GAAAwJteDAABdXT7Bcx4IW9NBiKWDAAAAANCABYTdrPVhRT70CBZaWCIdhIV0ENiUPzL05hCFWDoIsXQQuMz14P+XdQUQSwchlg4CDKLrBR0kp3oQSwchCWWEWG06aAEh7MQbAxBLByGWDgLsoM1LFf14HhyNMmajg6PRwWx0EAAAAHjIktcNOr3m0CACAAAAyVlACAAAAAAAAAAr63RTO1SkgxBLBwEAAADysICwm0kvunmpDlangxBLB4FN+SMDB4c0RNNBiKWDMCzXgwBc4C8/QKD2+9e1D5if60GIpYMQSwchlg5CrH4dtIAQAACWKnHqv8Q+AQPfAW3/G2QQ/V6zgFp0EGLpIFHaH06uB6GE85EMxFJGiKWD7Kz91YSAJNf+NyggybX/DQpIcu1/g1cGrPs41J2cV9r/BgXsygJCAAAAAAAAAAAAIIY1wAAAALApCwgBAGgicL+CfbQPyHYcAAAA9Nb+cql9QLbjAAAAYBDtl5+1D8jqXA9CLB2EWO33r7tS+4Ck5diDWA910AJCAAAAAAAAgKom3YTh1g1YnQ5CLB0EAAAAgEdZQAi5tH+1un1AAOCw+DNQfYQqyTlE2Uj7y6W1AuogxNJB4DLXgwD8a+0veAGAw8YXdM4i4CFeS4FYOghJKCPE0sEqhltAuNah6RCHhdxHArF0EIDtpH2aSDsYrCv/oZ5/Qlgi/xGef0LgAhWGeXSH5MZZX6eMEEsHaenys2eDJ9n2AQHozVMVAEAeby8gzLC+rv1LlgkDJhxpXRUDBq7tqfhwTZIwYMKR1lUxoA5uJ2HAhCOtq2LA9h1sHzBQwoAJR3pIhlEzzLCphAETjrSuigEDZ674cE2SMGDCkdZVMaAObidhwIQjratiwPaXS/7IbCdhwIQjPaT98b+PcgHLDTxVxYCbzlzxAZmkXMByA09VMaAOLlEuYLmBp6oYsH0H2wfcVLmAhQZufz3YPuA+ygUsNPA4h6jnwSXKBSw38GGAQ7R9wE2VC1hu4MMAh2j7gJsqFzDzwMPtQAgAAGxk0ifGZb5MAgAAYBLXgwAAAGNyPQixdBBi6SDE0kGIpYPlDLeA0DEKsXQQYukgACPzPAixdBBi6SAAI/M8CLF0EGLpIAAAAABwM+mFQgAAAAAAAAAAAAAAAAAgv2fvH26jZwAAAAAAAAAAAAAAAAAA1mcBIQAAAAAAAAAAAAAAAAA0dPcf/kv0CAAAAAAAAAAAAAAAAADAut63AyEAAAAAAAAAAAAAAAAAdGQBIQAAAAAAAAAAAAAAAAA0ZAEhAAAAAAAAAAAAAAAAADR0Fz3Aap6cbl79x4vjfewkGxGwOgGrE7A6AasTsDoBqxNw0j9LqO7kVxKwOgGrE7A6AasTsDoBqxOwOteD1QlYnYDVCVidgNUJWJ2A1QlYnevB6gSsTsDqBKxOwOoErE7A6gSsbtjrQTsQAgAAAAAAAAAAAAAAAEBDFhACAAAAAAAAAAAAAAAAQEN30QMAAAAAAAAAAAAAAKzmyelm+Td5cbxf/k1gTDoIsXQQYiXsoB0IAQAAAAAAAAAAAAAAAKAhCwgBAAAAAAAAAAAAAAAAoKG76AEAAAAAAAAAAAAAAFbz4nh/4f8+Od1c88+A2XQQYukgxErYQTsQAgAAAAAAAAAAAAAAAEBDdiAEAADW4XOJAAAAxuR6EAAAYEyuBwEAAMbkerAcCwgBAMii/eVE+4AAAADztL9cah8QAABgnvaXS+0DAgAAzNP+cql9QMq5jR4AAAAAAAAAAAAAAAAAAFifHQgBAAAAAAAAAAAAYCDnXXGWsKMOzKaDEEsHIZYO7s8CQgAAAAAAAAAAAAAmaH/Lb/uAVNf+EG0fkOraH6LtA1Jd+0O0fUD2dxs9AAAAAAAAAAAAAAAAAACwPjsQAgAAAAAAAAAAAMBALu9Ic970xsY1sBEdhFg6CLF0cH8WEAIAAAAAAAAAAAAwQftbftsHpLr2h2j7gFTX/hBtH5Dq2h+i7QOyPwsIAQDKcMYPAAAwJteDAAAAY3I9CAAAMCbXg8C6LCAEAAAAAAAAoKfzfTZLuEcHZtNBiKWDEEsHAQAASOI2egAAAAAAAAAAAAAAAAAAYH12IKSYVT6WaSGf6sTIdBCSCCyjDsJBByGIc1GIpYOQhHNRiKWDECLDuSiMTAchCWWEWDoIIVQPYukgJKGMEKtNBy0gBAAAAAAAAGBolulCLB2EWDoIsXQQAACArd1GDwAAAAAAAAAAAAAAAAAArM8OhBQz6fOWzluF+pQmWIsOQiwdhFg6CLF0EGLpIMTSQYilgxBLByGWDkIsHYRYOgixdBBi6SDE0kGI1a+DdiAEAAAAAAAAAAAAAAAAgIYsIAQAAAAAAAAAAAAAAACAhu6iBwAAWE2JDaABAABYnetBAJjt/DS6hKdgmE0HYaGF14M6CLF0EACA2bw/CDCJBYQA8L32lxPtAwIAAMzT/nKpfUAAArW/5bd9QKprf4i2D0i49svP2gdkcO0P0fYBAQACtX/7rH1AACaxgLCbVV42WshJBiPTQUgisIw6CAcdhCDORSGWDkISzkUhlg5CiAznojAyHYQklBFi6SCEUD2IpYOQhDJCLB2s4u0FhO1/c+0DZpDwQU440kMKjTpP+4AZJHyQE470qIozT9I+YKCEj23CkR5VceZJ2gcMlPCxTTjSQwqNOk/7gBkkfJATjvSQQqPO0z5gBgkf5IQjParizJO0Dxgo4WObcKRHVZx5kvYBAyV8bBOO9JAMo246Q/uAGSQMmHCkh2QYVQerSxgw4UiPCpx5nx/dPmCghAETjvSo9odo+4CBEgZMONJDHP+FfkqgcgELDdz+EG0fcB/lApYb+OCFkcTfPINyAcsNfBjgEG0fcFPlAmYe+DZ6AAAAAAAAAAAAAAAAAABgfW/vQEh1L4731//jzGtboSgdhFg6CLF0EGLpIMTSQYilgxBLByGWDkIsHYRYOgixdBBi6SDE0kGIpYMQSwfLuZn0OwMAAAAAAAAAAAAAAAAA8vvPzw630TMAAAAAAAAAAAAAAAAAAOuzgBAAAAAAAAAAAAAAAAAAGrqLHgCG9k830RPA2P6igwAM7Af30RPA2FQQYnlNBgAAAAAAAACAQdiBEAAAAAAAAAAAAAAAAAAasoAQAAAAAAAAAAAAAAAAABqygBAAAAAAAAAAAAAAAAAAGrKAEAAAAAAAAAAAAAAAAAAauoseYDVPTjev/uPF8T52ko0IWF37gD959jrg754JWJKA1X14fB3w65OAJQlYnYDVXRmw7uNQd/IrtX+iF7C69gE/eBPwGwFrErC69k/0AlYnYHUCTvpnCdWd/EoCVidgdQJWJ2B1AlYnYHUCVud6sDoBqxOwOgGrE7A6AasTsDoBqxv2etAOhAAAAAAAAAAAAAAAAADQUJ8dCAEAAAAAAAAAAAAAzluvLFFuwxnIQwchlg5CrIQdtAMhAAAAAAAAAAAAAAAAADRkASEAAAAAAAAAAAAAAAAANHQXPQAAAAAAAAAAAAAAwGq+Pt1f+L8fHm+u+WfAbDoIsXQQYiXsoB0IAQAAAAAAAAAAAAAAAKAhCwgBAAAAAAAAAAAAAAAAoKG76AEAAIAmQjZVBwAAIJzrQQAAgDG5HgQAABiT68FyLCAEACCL9pcT7QMCAADM0/5yqX1AAACAedpfLrUPCAAAME/7y6X2ASnHAkIAAAAAAAAAAAAAGMj5pvYl3BAPs+kgxNJBiKWD+7OAEAAAAAAAAAAAAIAJ2u+p4p5mktPBa3R9cMhAB6/R9cEhAx28RtcHh3ksIAQAAAAAAAAAAABgjiU3N7unGZbTQYilgxBLB+FKFhACAAAAAAAAAAAAwEAu3zHfflcfCKeDEEsHIZYO7s8CQgAAAAAAAAAAAAD4nnuaIZYOQiwdhFg6yOosIAQAAAAAAAAAAABgAvc0QywdhFg6CLF0EKaygBAAoAyXNAAAAGNyPQgAs52fRpfwFAyz6SAstPB6UAchlg4CADCb9weBdd1GDwAAAAAAAAAAAAAAAAAArM8OhABM8JNnrz/N4nfPfJoFAACVnE9ll3AazMg+eFOib2YV4YM1OjjvRwMHn3YP0XQQgNJ82j0AAMCYXA8CQCcWEFLMk9MK77Iv9OLoPBjWuf16Hjdtw2Gl287m8XoQHHQQggSeggL/3CpLAYHZAs9FgYMOQpB9qudVF3jUpmXUQXiUDkIsHYQQXoqBJJQRYukgxGrTwdvoAQAAAAAAAAAAAAAAAACA9dmBEAAAAOA1+11DrG90EEL5tHuIpYMAAAAAAADAFiwgpJgXxwlvnz853cz4KuCCSbdT/+TZzYyvAi6YdBvZectsN5/BWnQQYjkXhViTlvZ98KaDFgTCWpyLQiwdhFg6CLF0EGLpIMTSQYilgxBLByGWDkKsfh28jR4AAAAAAAAAAAAAAAAAAFifHQgBgD5KfH4DAAAAq3M9CACznZ9Gl/AUDLPpICy08HpQByGWDgIAMJv3BwEmsYAQAL7X/nKifUAAAIB52l8utQ8IAAAwT/vLpfYBAQAA5ml/udQ+IACTWEAIAAAAAAAAzNR+z5D2Aamu/SHaPiDVtT9E2wekuvaHaPuAAAAAwD4sIOzmyWmFl40WenH0qhPj+smz+A7+7pkOwjrvo8zj3Rc46CAEcS4KsT5I0MFvdBCci0I0HYQQ+1RPy+AhOghJbFpGHYRH6SCECHwpBjjoIKShjBBLB6t4ewFhhuVnm2ofMIOED3LCkR6S4ZbfTbUPmEHCBznhSI9qfyrTPmCghI9twpEeVXHmSdoHDJTwsU040kMqPmVP0j5gBgkf5IQjPSTD8rNNtQ+YQcIHOeFIjyr03D1P+4CBEj62CUd6VMWZJ2kfMFDCxzbhSA/JMOqmM7QPuI9yEQoNnGFUHcyvXIRyAx9CZ97nR7cPuKlyEcoNfBjgEG0fcFPlIhQa2PFf6KcEKhew0MDtD9H2AfdRLmC5gQ9eGEn8zTMoF7DcwIcBDtH2ATdVLmDmgW+jBwAAAAAAAAAAAAAAAAAA1vf2DoRU9+J4f/0/LrQvH1Txu2cTOlhoLxSo4uvThA5m/owHKEoHIZZzUYj1zZQOVtyXD5JzLgqxdBBi6SDE0kGIpYMQSwchlg5CLB2EWDoIsXSwnJtJ682Adf2TP4MQ6i86CMDAfuBaEEKpIMTymgwAAAAAAAAAACP4208Pt9EzAAAAAAAAAAAAAAAAAADrs4AQAAAAAAAAAAAAAAAAABq6ix4AhvY//yp6Ahjbn96LngAA4rz799ETwNheekkGQv35r6MnAAAAAAAAAACAXdiBEAAAAAAAAAAAAAAAAAAasoAQAAAAAAAAAAAAAAAAABqygBAAAAAAAAAAAAAAAAAAGrqLHmA1T043r/7jxfE+dpKNCFhd+4A//+R1wF9/LmBJAlZ3+vh1wOOXApYkYHUCVndlwLqPQ93Jr/SzX74O+JtfCViSgNU9ffo64PPnApYkYHXtn+gFrE7A6gSc9M8Sqjv5lQSsTsDqBKxOwOoErE7A6gSszvVgdQJWJ2B1AlYnYHUCVidgdQJWN+z1oB0IAQAAAAAAAAAAAAAAAKChPjsQAgAAAAAAAAAAAADU3TQGetBBiKWDECthBy0gBAAAAAAAAAAAAAAaOt+9PUOeG76hLh2EWDoIsfJ08HbF7wUAAACrEFPHAAAgAElEQVQAAAAAAAAAAAAAJGEBIQAAAAAAAAAAAAAAAAA0dBc9AAAAAAAAAAAAAADAao5f3l/4v6ePb675Z8BsOgixdBBiJeygHQgBAAAAAAAAAAAAAAAAoCE7EAIAAOvwuUQAAABjcj0IAAAwJteDAAAAY3I9WI4FhAAAsBPXSwAAAGNyPQgAADAm14MAAABjcj1INhYQAgCQheslAACAMbkeBAAAGJPrQYBA/ghDLB2EWDoYzq9gcA6A/VlACAAAAAAAAAAAAAAjOt+9PYMbvmE5HYRYOgixdHA3FhACAAAAAAAAAAAAMMGSO33PMt/y2z4g1bU/RNsHpLr2h2j7gFTX/hBtH5D93UYPAAAAAAAAAAAAAAAAAACszw6EAAAAAAAAAAAAADCQyzvSnDe9sXENbEQHIZYOQiwd3J8FhAAAAAAAAAAAAABM0P6W3/YBqa79Ido+INW1P0TbB6S69odo+4Ds7zZ6AAAAAAAAAAAAAAAAAABgfXYgBAAow0eGAAAAjMn1IADMdn4aXcJTMMymg7DQwutBHYRYOggAwGzeHwTWZQdCAAAAAAAAAAAAAAAAAGjIDoQU8+S0wscyLfTiaBE/4/r5J/Ed/PXnOgjrfE7hPD7MBg46CEF+9sv4c9Hf/EoHGdfTp/EdfP5cB8G5KATTQQgRWD3goIOQhjJCLB2EEKoHsXQQklBGiNWmgxYQAgAAAAAAADA0y3Qhlg5CLB2EWDoIAADA1m6jBwAAAAAAAAAAAAAAAAAA1mcHQop5cZzweUtPTjczvgq44NefT2jTzz+5mfFVwAWTPnfwvGW2TyuEteggxPrNrya06We/vJnxVcAFz59PaNPTpzczvgq4wLkoxNJBiKWDEEsHIZYOQiwdhFg6CLF0EGLpIMTq10E7EAIAAAAAAAAAAAAAAABAQxYQAgAAAAAAAAAAAAAAAEBDd9EDAACspsQG0AAAAKzO9SAAzHZ+Gl3CUzDMpoOw0MLrQR2EWDoIAMBs3h8EmMQCQgD4XvvLifYBAQAA5ml/udQ+IACB2t/y2z4g1bU/RNsHJFz75WftAzK49odo+4AAAIHav33WPiAAk1hA2M2T0wovGy304ugkg3H9/JP4Dv76cx2Edd5HmcfFNhx0EIL87Jfx56K/+ZUOMq6nT+M7+Py5DoJzUQimgxAisHrAQQchDWWEWDoIIVQPYukgJKGMEEsHq1h5AeF59VraJWTW15HcefnZvDVgC798B9bX0Vuhz2txLxct6eA18j841LXK6rVNl59ZX0dy5+Vn89aArbJ6bdPlZ9bX0VuhD4N3LkpLOngNHWRk3rpehT8j2yn0wuY8OriKrocHe1LGJXSQ5XRwCR1kNtUjOdeDwD6UEWLpIEm8vYBwrfV1GdbppdX+wUkYMOFIj1q40C7DOr202j84CQMmHOlRC8/VnOpd0P7BSRgw4UiP0sHttH9wEgZMONJDMqyvyzDDpgTcX8KRHhW40C7DGr9NCbi/hCM9KvC5u9BpwzwC7i/hSI/Swe0IuL+EIz0kw6gZZthUg4DlIpQb+OB5cEsNApaLUG7ggw5uqUHAchHKDXzQwS01CFguQqGB9xm10AMyj4DZlBv4sPHMFR+QSQTMptzABx1cRsBsyg180MFlBMwm88Ar70BIuEnbG1ZcVgfJTdresOKyOkhu0sdxZT5Fg6J0EGJN2t6w4rI6SG7S9oYVl9VBcs5FIZYOQiwdhFg6CLF0EGLpIMTSQYilgxBLByGWDpYz3AJC6+sglvV1EMu5GsTSQYhlfR3Esr4OYjkXhVg6CLF0EGLpIMTSQYilgxBLByGWDkIsHYRYOkg2N5MW1AHr+tO/iZ4Axvan96InAIA47/599AQwtpfDfaYT5PLnv46eAAAAAAAAAAAAtvfso8Nt9AwAAAAAAAAAAAAAAAAAwPosIAQAAAAAAAAAAAAAAACAhu6iB4Ch/a+/ip4ABvcfowcAgDgv/y56Ahjbn9+JngAG9zfRAwAAAAAAAAAAwC7sQAgAAAAAAAAAAAAAAAAADVlACAAAAAAAAAAAAAAAAAANWUAIAAAAAAAAAAAAAAAAAA3dRQ+wmienm1f/8eJ4HzvJRgSsrn3AT37xOuDnXwhYkoDVnX78OuDxWwFLErA6Aau7MmDdx6Hu5Fd6+vR1wOfPBSxJwOpOH735I/OVgCUJWF37J3oBqxOwOgEn/bOE6k5+JQGrE7A6AasTsDoBqxOwOgGrcz1YnYDV7RMw8GH0G6xOwEI/JduP3oeA1elgdQJWt8/1YMIO2oEQAAAAAAAAAAAAAAAAABrqswMhAAAAAAAAAAAAAMDZeQ+WGbpuvAN70kGIpYMQK08H7UAIAAAAAAAAAAAAAAAAAA1ZQAgAAAAAAAAAAAAAAAAADd1FDwAAAAAAAAAAAAAAsJrjt/cX/u/pxzfX/DNgNh2EWDoIsRJ20A6EAAAAAAAAAAAAAAAAANCQBYQAAAAAAAAAAAAAAAAA0NBd9AAAAEATIZuqAwAAEM71IAAAwJhcD0JpKgyxdBBi6SAstLBEOrg/CwgBAMii/fVA+4AAAADztL9cah8QAABgnvaXS+0DMrj2R3j7gFTX/hBtH5Dq2h+i7QMSrv3ys/YBKccCQgAAAAAAAAAAAAAY0fn29Bnc0Q7L6SDE0kGIpYO7uY0eAAAAAAAAAAAAAAAAAABYnx0IAQAAAAAAAAAAAJij/Z4h7QNSXftDtH1Aqmt/iLYPSHXtD9H2AdmNBYQAAAAAAAAAAAAAMJDLN5Sfb1V33zlsRAchlg5CLB3cnwWEAAAAAAAAAPTkPgOIpYMQSwchlg4CAACQhAWEAAAAAAAAAAAAAEzQfs+Q9gGprv0h2j4g1bU/RNsHpLr2h2j7gOzPAkLG8uT0+g/li6M/lBDgk1+87uDnX+ggzLHwjN8FA8TSQYj19OnrDj5/roMQ4PTRm+fBr3QQ5nA9CKXpIAAAszmZBAAAGJPrQWBdFhACAAAAAAAA0Nz5hpsZ3KMDy+kgxNJBiKWDAAAAxLqNHgAAAAAAAAAAAAAAAAAAWJ8dCCnmyWn+pzGt9X1eHH2qE+P65BfrdHDJ9/n8Cx2ERR9PuPDLfbohHHQQgjx9us656JLv8/y5DjKu00frdHDJ9zl+pYPgXBSC6SCEWFg9YCEdhCSUEWLpIIRQPYilg5CEMkKsNh20gBAAAAAAAACAoVmmC7F0EGLpIMTSQQAAALZ2Gz0AAAAAAAAAAAAAAAAAALA+OxBSzIvjhM9benK6mfFVwAWffzGhTZ/84mbGVwEXTPrcwfOW2T6tENaigxDr+fMJbXr69GbGVwEXHL+a8jz40ZvnwSlfBVzgXBRi6SC95T9odZDe8h+0Okhv+Q9aHaS3/AetDkIsHYRYOgixdBBi9eugBYQAAAAAAADATCXeE12ifUCqa3+Itg9Ide0P0fYBqa79Ido+IAAAALAPCwj5F2zZB7Fs2QcLLXz7xLsvEEsHIZYt+yCWLftgIdeDUJoOAgAwm5NJAACAMbkeBJjEAsJprK+DWNbXwULup4TSdJDk2i8/ax+Q6tovP2sfkOryn6q5HqS39odo+4BAEue/NjP4AwXL6SAbcTJ5JR2EWDoIALA614MA/HMrLyC0vg5iWV8HC7mfEkrTQQAAZnMyCQDLtb/lt31Aqmt/iLYPSJS1rgfbH6LtA1Jd+0O0fUAAgP15fxCAodiBsJvzGs7A72P5KCM7r+EM/D6Wj8Jh2dsnC7/cqwlw0EEIct4jMfD72J6RkZ33SAz8PrZnhINzUYimgxBiYfWAhXQQklBGiKWDEEL1IJYOQhLKCLF0sIq3FxBmWH62qfYBM0j44CQc6SEZlp9tqn3ADBI+OAlHelTgrU77aB8wUMIHJ+FIj2p/iLYPGCjhg5NwpIdkWH62qfYBM0j44CQc6SEZlp9tqn3ADBI+OAlHelT7U7X2AQMlfHASjvSo9odo+4CBEj44CUd6SIZRN52hfcAMEgZMONJDMoyqg9UlDJhwpEcFzrzPj24fMFDCgAlHelT7Q7R9wEAJAyYc6SGO/0I/JVC5gIUGbn+Itg+4j3IByw188MJI4m+eQbmA5QY+DHCItg+4qXIBMw98Gz0AAAAAAAAAAAAAAAAAALC+t3cgpLoXx/vr/3Ghffmgis+/mNDBivvyQXLHbyd0MPNnPEBROgixnj+f0MFC+/JBFcevpjwPFtyXD5JzLgqxdBBi6SDE0kGIpYMQSwchlg5CLB2EWDoIsXSwnJtJ682Adf3+30VPAGP7P/8pegIAiPNv/y56Ahjbn9+JngAG9zfRAwAAAAAAAAAAwPaevX+4jZ4BAAAAAAAAAAAAAAAAAFifBYQAAAAAAAAAAAAAAAAA0NDdP/wgegQY2L//39ETwNju/mv0BAAQ5x9voieAsd3+j+gJYGw6CAAAAAAAAADAEN63AyEAAAAAAAAAAAAAAAAAdGQBIQAAAAAAAAAAAAAAAAA0ZAEhAAAAAAAAAAAAAAAAADR0Fz3Aaj7+9ObVf3z52X3sJBsRsLr2AT96E/ArAWsSsLoPj68Dfn0SsCQBqxOwuisD1n0c6k5+pfZP9AJW1z7gT9/8kflt0z8yAlbXPmD7J3oBqxOwOgEn/bOE6k5+JQGrE7A6AasTsDoBqxOwOgGrcz1YnYDVCVidgNUJWJ2A1QlYnYDVDXs9aAdCAAAAAAAAAAAAAAAAAGjIAkIAAAAAAAAAAAAAAAAAaOguegAAAAAAAAAAAAAAgNV8eLxZ/k2+Pt0v/yYwJh2EWDoIsRJ20A6EAAAAAAAAAAAAAAAAANCQBYQAAAAAAAAAAAAAAAAA0NBd9AAAAAAAAAAAAAAAAKv5+nR/4f9+eLy55p8Bs+kgxNJBiJWwg3YgBAAAAAAAAAAAAAAAAICG7EAIAACsw+cSAQAAjMn1IAAAwJhcDwIAAIzJ9WA5diAEAAAAAAAAAAAAAAAAgIbsQAgAQBbtP4+kfUAAAIB52l8utQ8IAAAwT/vLpfYBAQAA5ml/udQ+IOVYQAgAAAAAAAAAAAAAAznf1L6EG+JhNh2EWDoIsXRwfxYQAgAAAAAAAAAAADBB+1t+2wekuvaHaPuAVNf+EG0fkOraH6LtA7K/2+gBAAAAAAAAAAAAAAAAAID12YEQAAAAAAAAAAAAAAZyeUea86Y3Nq6BjeggxNJBiKWD+7OAEAAAAAAAAAAAAIAJ2t/y2z4g1bU/RNsHpLr2h2j7gFTX/hBtH5D93UYPAAAAAAAAAAAAAAAAAACszw6EAABl+MgQAACAMbkeBIDZzk+jS3gKhtl0EBZaeD2ogxBLBwEAmM37g8C67EAIAAAAAAAAAAAAAAAAAA3ZgZBiPv50hY9lWujLzyziZ1wfJejgVzoIK31O4Tw+zAYOOghBnItCrJ/GPf2d/dbzIDgXhWg6CCECqwccdBDSUEaIpYMQQvUglg5CEsoIsdp00AJCAAAAAAAAAIZmmS7E0kGIpYMQSwcBAADY2m30AAAAAAAAAAAAAAAAAADA+uxASDFffjbh85Y+/vRmxlcBF3w1pU0fvengpK8CLpj0uYPnLbN9WiGsRQchlnNRiPXbKc9oP33zPDjpq4ALnItCLB2EWDoIsXQQYukgxNJBiKWDEEsHIZYOQqx+HbQDIQAAAAAAAAAAAAAAAAA0ZAEhAAAAAAAAAAAAAAAAADR0Fz0AAMBqSmwADQAAwOpcDwLAbOen0SU8BcNsOggLLbwe1EGIpYMAAMzm/UGASSwgBIDvtb+caB8QAABgnvaXS+0DAhCo/S2/7QNSXftDtH1AwrVfftY+IINrf4i2DwgAEKj922ftAwIwiQWE3Xz86QovGy305WdOMhjXRwk6+JUOwkrvo8zjYhsOOghBnItCrJ/GPf2d/dbzIDgXhWg6CCECqwccdBDSUEaIpYMQQvUglg5CEsoIsXSwCgsIIZfzLb9d77ttHxAAgBlKnCWusjwvc0DCnZef7b8GbJ8fvfCnrLI8z/o6cirx2Z8+7Z7GdBDgSv6MbKfEk9ES7QPuw6MHsXQQYukg0FX7y6X2AQEACnl7AWGG/es21T5gBgkf5IQjPSrD5iGbah8wUMLHNuFIj2r/WQjtAwZK+NgmHOlRFWeepH3AQAkf24QjPSTDU/amM7QPmEHCgAlHelTgRnb7/Oj2AQMlDJhwpEcFPnfv86PbBwyUMGDCkR7V/hBtHzBQwoAJR3pIhlE3naF9wH2Ui1Bu4MMATxPtA26qXIRyAx8GOETbB9xUuQjlBj4McIi2D7ipchEKDez4L/RTApULWG7ggxdGEn/zDMoFLDfwYYBDtH3ATZULWG7gwwCHaPuAmyoXMPPAdiDs5ssp21lUXFYHyU3aUqbircyQ3KRPq8p8igZF6SDEci4KsSZtb1hxWR0k51wUYukgxNJBiKWDEEsHIZYOQiwdhFg6CLF0EGLpYDm30QMAAAAAAAAAAAAAAAAAAOu7mbRhHbAuy6gh1p3nQAAG9o9ORiHUrXNRCOVj1QAAAAAAAAAAGMHffupWGQAAAAAAAAAAAAAAAADoyAJCAAAAAAAAAAAAAAAAAGjoLnoAGNp99AAwuP97Ez0BAACj+otzUQj1l+gBAAAAAAAAAABgH3YgBAAAAAAAAAAAAAAAAICGLCAEAAAAAAAAAAAAAAAAgIYsIAQAAAAAAAAAAAAAAACAhu6iB1jNx5/evPqPLz+7j51kIwJWJ2B1AlYnYHUCVidgdQJO+mcJ1Z38SgJWJ2B1AlYnYHUCVidgdQJW53qwOgGrE7A6AasTsDoBqxOwOgGrcz1YnYDVCVidgNUJWJ2A1QlYnYDVDXs9aAdCAAAAAAAAAAAA/h97d89qWXqmB3if4zMOjIMBaxicOFHQicfJdCIkBc5UqVDopFrTP0AINejD2tqNPqAboR/QqOsPCKWlyIkklDRMOAjTZjADGowDITwORmaOg66zGxWcj/Wx1/0+z7quqKDO3ue5d6279lrn7He9AAAAADTUZwdCAAAAAAAAAAAAAIDz1itLlNtwBsahg5Clg5A1YAftQAgAAAAAAAAAAAAAAAAADVlACAAAAAAAAAAAAAAAAAAN3aQHAAAAAAAAAAAAAABYzQfv3j7wt29/9+opXwbMpoOQpYOQNWAH7UAIAAAAAAAAAAAAAAAAAA1ZQAgAAAAAAAAAAAAAAAAADd2kBwAAAJqIbKoOAABAnOtBAACAfXI9CAAAsE+uB8uxgBAAgFG0v5xoHxAAAGCe9pdL7QMCAADM0/5yqX1AAACAedpfLrUPSDnX6QEAAAAAAAAAAAAAAAAAgPXZgRAAAAAAAAAAAAAAduS8K84SdtSB2XQQsnQQsnRwexYQAgAAAAAAAAAAADBB+4/8tg9Ide0P0fYBqa79Ido+INW1P0TbB2R71+kBAAAAAAAAAAAAAAAAAID12YEQAAAAAAAAAAAAAHbk4R1pzpve2LgGLkQHIUsHIUsHt2cBIQAAAAAAAAAAAAATtP/Ib/uAVNf+EG0fkOraH6LtA1Jd+0O0fUC2ZwEhAEAZzvgBAAD2yfUgAADAPrkeBAAA2CfXg8C6LCAEAAAAAAAAoKfz52yW8BkdmE0HIUsHIUsHAQAAGMR1egAAAAAAAAAAAAAAAAAAYH12IKSYVW7LtJC7OrFnOgiDCJZRB+GggxDiXBSydBAG4VwUsnQQIkY4F4U900EYhDJClg5ChOpBlg7CIJQRstp00AJCAAAAAAAAAHbNMl3I0kHI0kHI0kEAAAAu7To9AAAAAAAAAAAAAAAAAACwPjsQUsyk+y2dtwp1lyZYiw5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5CVr8O2oEQAAAAAAAAAAAAAAAAABqyAyEA0EeJ+zcAAACwOteDAAAA++R6EAAAYJ9cDwJMYgEhAAAAAAAAwE6dP2ezhM/owGw6CFk6CFk6CAAAANuwgBAAPtX+fiTtAwIAAMzT/nKpfUAAgtp/5Ld9QKprf4i2D0jcwsul8Q/R9gHZufaHaPuAAABB7X991j4gAJNYQNjNKj82WshJBnumgzCIYBl1EA46CCHORSFLB2EQzkUhSwchYoRzUdgzHYRBKCNk6SBEqB5k6SAMQhkhSwereH0BYft/ufYBRzDgizzgSPcpNOo87QOOYMAXecCRHlVx5knaBwwa8LUdcKRHVZx5kvYBgwZ8bQcc6T6FRp2nfcARDPgiDzjSfQqNOk/7gCMY8EUecKRHVZx5kvYBgwZ8bQcc6VEVZ56kfcCgAV/bAUe6zwijXnSG9gFHMGDAAUe6zwij6mB1AwYccKRHBWfe5lu3Dxg0YMABR3pU+0O0fcCgAQMOONJ9HP+FvktQuYCFBm5/iLYPuI1yAcsNfPCDkYGffATlApYb+LCDQ7R9wIsqF3Dkga/TAwAAAAAAAAAAAAAAAAAA63t9B0Kq++Dd26d/8chrW6EoHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHSznatK/GQAAAAAAAAAAAAAAAAAwvr/5r4fr9AwAAAAAAAAAAAAAAAAAwPosIAQAAAAAAAAAAAAAAACAhm6sIISg3/9ZegLYtz/8ZXoCAMj5839MTwD79k836Qlg3/74mfQEAAAAAAAAAACwCesHAQAAAAAAAAAAAAAAAKAhCwgBAAAAAAAAAAAAAAAAoCELCAEAAAAAAAAAAAAAAACgoZv0AKv56nevPvnDT9+9zU5yIQJW1z7g17/5KuCPfyRgSQJWd3rrVcDjhwKWJGB1Alb3xIB1X4e6kz/R1771KuBPfihgSQJW9513XgX8/nsCliRgde3f6AWsTsDqBJz0ZQOqO/kTCVidgNUJWJ2A1QlYnYDVCVid68HqBKxOwOoErE7A6gSsTsDqBKxut9eDdiAEAAAAAAAAAAAAAAAAgIYsIAQAAAAAAAAAAAAAAACAhm7SAwAAAAAAAAAAAAAArOb01tXyJzl+eLv8SWCfdBCydBCyBuygHQgBAAAAAAAAAAAAAAAAoCELCAEAAAAAAAAAAAAAAACgoZv0AAAAAAAAAAAAAAAAqzl+ePvA357eunrKlwGz6SBk6SBkDdhBOxACAAAAAAAAAAAAAAAAQEMWEAIAAAAAAAAAAAAAAABAQzfpAQAAgCYim6oDAAAQ53oQAABgn1wPAgAA7JPrwXIsIAQAYBTtLyfaBwQAAJin/eVS+4AAAADztL9cah8QAABgnvaXS+0DUo4FhAAAAAAAAAAAAACwI+cPtS/hA/Ewmw5Clg5Clg5uzwJCAAAAAAAAAAAAACZo/5Hf9gGprv0h2j4g1bU/RNsHpLr2h2j7gGzvOj0AAAAAAAAAAAAAAAAAALA+OxACAAAAAAAAAAAAwI48vCPNedMbG9fAheggZOkgZOng9iwgBAAAAAAAAAAAAGCC9h/5bR+Q6tofou0DUl37Q7R9QKprf4i2D8j2rtMDAAAAAAAAAAAAAAAAAADrswMhAEAZbhkCAACwT64HAWC289voEt6CYTYdhIUWXg/qIGTpIAAAs/n9ILAuOxACAAAAAAAAAAAAAAAAQEN2IKSYr353hdsyLfTTdy3iZ7++/s18B3/8Ix2Ede5TOI+b2cBBByHka9/Kn4v+5Ic6yH595518B7//ng6Cc1EI00GICFYPOOggDEMZIUsHIUL1IEsHYRDKCFltOmgBIQAAAAAAAAC7ZpkuZOkgZOkgZOkgAAAAl3adHgAAAAAAAAAAAAAAAAAAWJ8dCCnmp+9OuN/SV797NeNRwAN+/KMJbfr6N69mPAp4wKT7Dp63zHa3QliLDkLWT344oU1f+9bVjEcBD/j+exPa9J13rmY8CniAc1HI0kHI0kHI0kHI0kHI0kHI0kHI0kHI0kHI6tdBOxACAAAAAAAAAAAAAAAAQEMWEAIAAAAAAAAAAAAAAABAQzfpAQAAVlNiA2gAAABW53oQAGY7v40u4S0YZtNBWGjh9aAOQpYOAgAwm98PAkxiASEAfKr95UT7gAAAAPO0v1xqHxCAoPbvMksCtn9xGEH7w0wHubS1lp8Ne5gFA47/4tBA+8NMBwEALqf9+VL7gABMYgEhf+Kr3311ovDTd50owBxf/+arEv34R3NKtPDhwEIumCFLByHra99a4S6/P/mh/rJf33nnVYm+/96cIpwfvsS8bw0c3O0e0nSwjSX/lCX+BVc5VuFydDDFDzb5hA5Clg4CANtzPQgAFLLyAsL2y8/GD3ieMPg8w744e9B++VmhgOdRt3/4+C9OY+1/IlAo4MJfn7T/9VJXhQ7ReQoF1MF9Oi8/67qEbPyAq6wApK6Fq9fGVyjgKksBKafQqdo8hQL6ON0+FTpE5ykUUAchYpvqjf9fEMRdtIw6CI/SQcjSQYjwoxgYhDJClg5Clg5W8foCwhGWn11U+4AjGPDFGXCk+yxcdbb686yufcARDPjiDDjSo4JLX7bRPmDQgC/OgCM9qv0h2j5g0IAvzoAj3Wet5WfDLmNrH3AEA744A450n7VWnQ27eq19wBEM+OIMONKj2p+qtQ8YNOCLM+BIj2p/iLYPGDTgizPgSPcZYdSLztA+4DbKRSg08Aij6uD4ykUoN/AhOvM237p9wIsqF6HcwIcdHKLtA15UuQiFBnb8F/ouQeUCFhq4/SHaPuA2ygUsN/DBD0YGfvIRlAtYbuDDDg7R9gEvqlzAkQe+Tg8AAAAAAAAAAAAAAAAAAKzv9R0Iqe6n794+/YsL7csHVfz4RxM6WHFfPhjc8cMJHRz5Hg9QlA5C1k9+OKGDhfblgyq+/96EDlbclw8G51wUsnQQsnQQsnQQsnQQsnQQsnQQsnQQsnQQsnSwnKtJ682Adf3+z9ITwL794S/TEwBAzp//Y3oC2Ld/ck8niPrjZ9ITAAAAAAAAAADA5X3v+VrwXdYAACAASURBVOE6PQMAAAAAAAAAAAAAAAAAsD4LCAEAAAAAAAAAAAAAAACgoZvr2/QIsGP/5yY9Aezcf0oPAAA5//d/pyeAffvjX6QngJ37q/QAAAAAAAAAAACwCTsQAgAAAAAAAAAAAAAAAEBDFhACAAAAAAAAAAAAAAAAQEMWEAIAAAAAAAAAAAAAAABAQzfpAVbz/Hj1yR9enG6zk1yIgNW1D3j8xquAp/cFLEnA6k5vvgp4/EjAkgSsTsDqnhiw7utQd/In+vY7rwL+4D0BSxKwutPzu/9kXghYkoDVtX+jF7A6AasTcNKXDaju5E8kYHUCVidgdQJWJ2B1AlYnYHWuB6sTsLptAgZfRv+C1QlY6LuM9q23IWB1OlidgNVtcz04YAftQAgAAAAAAAAAAAAAAAAADVlACAAAAAAAAAAAAAAAAAAN3aQHAAAAAAAAAAAAAABY3+nNq9mPPX50u+IksE86CFk6CFnjdNAOhAAAAAAAAAAAAAAAAADQkAWEAAAAAAAAAAAAAAAAANDQTXoAAAAAAAAAAAAAAIDVHD+6feBvT29ePeXLgNl0ELJ0ELIG7KAdCAEAAAAAAAAAAAAAAACgITsQAgAA63BfIgAAgH1yPQgAALBPrgehNBWGLB2ELB2EhRaWSAe3ZwEhAACjaH890D4gAADAPO0vl9oHBAAAmKf95VL7gOxc+yO8fUCqa3+Itg9Ide0P0fYBiWu//Kx9QMq5Tg8AAAAAAAAAAAAAAAAAAKzPDoQAAAAAAAAAAAAAsEfn/W1msCUOLKeDkKWDkKWDm7GAEAAAAAAAAAAAAIA52n/kt31Aqmt/iLYPSHXtD9H2Aamu/SHaPiCbuU4PAAAAAAAAAAAAAAAAAACszw6EAAAAAAAAAPR0vj2zey1DhA5Clg5Clg4yuIePTAcwXJoOQpYOQpYObs8CQgAAAAAAAAAAAAAmaP+R3/YBqa79Ido+INW1P0TbB6S69odo+4BszwJC9uX58dV/lC9O/qOEgOM3XnXw9L4OwhwLz/hdMECWDkLWt9951cEfvKeDEHB6fvc++EIHYQ7Xg1CaDgIAMJuTSQAAgH1yPQisywJCAAAAAAAAAJo7f+BmBp/RgeV0ELJ0ELJ0EAAAgKzr9AAAAAAAAAAAAAAAAAAAwPrsQEgxz4/z78a01vO8OLmrE/t1/MY6HVzyPKf3dRAW3Z5w4cPd3RAOOggh335nnXPRJc/zg/d0kP06PV+ng0ue5/hCB8G5KITpIEQsrB6wkA7CIJQRsnQQIlQPsnQQBqGMkNWmgxYQAgAAAAAAALBrlulClg5Clg5Clg4CAABwadfpAQAAAAAAAAAAAAAAAACA9dmBkGJenCbcb+n58WrGo4AHnN6f0KbjN65mPAp4wKT7Dp63zHa3QliLDkLWD96b0KZvv3M141HAA44vprwPPr97H5zyKOABzkUhSwfpbfyDVgfpbfyDVgfpbfyDVgfpbfyDVgchSwchSwchSwchq18H7UAIAAAAAAAAAAAAAAAAAA3ZgRAAAACwZR+E2bIPskrcDhAa08Hq2v8Ltg9Ide0P0fYBqa79Ido+INW1P0TbBwQAAAC2YQEhf+L58dVPnV6c/NQJAo7feNXB0/s6CHMs/PWJ375Alg4CADCbk0kAWO78fjqDt2BYTgdhnrWuB3UQsnQQAICp/H4QYJKVFxC2X37WPiDVtV9+1j4gce2Xn7UPyM61P0TbB6S69vvXtQ9Ide33r2sfkLj2l0vtA7Jz7Q/R9gFpo/1HftsHpLr2h2j7gKS0X37WPiB8ov0h2j4gAMD22v/svX1AACaxA2E35yWOweexupI9Oy9xDD6P1ZVwWPbrk4UPd7ENBx2EkPMSx+DzWF3Jnp2XOAafx+pKODgXhTQdhIiF1QMW0kEYhDJClg5ChOpBlg7CIJQRsnSwitcXEI6w/Oyi2gccwYAvzoAj3WeE5WcX1T7gCAZ8cQYc6VHBjzpto33AoAFfnAFHelT7Q7R9wKABX5wBR7rPCMvPLqp9wBEM+OIMONJ9Rlh+dlHtA45gwBdnwJEe1f5UrX3AoAFfnAFHelT7Q7R9wKABX5wBR7rPCKNedIb2AUcwYMABR7rPCKPqYHUDBhxwpEcFZ97mW7cPGDRgwAFHelT7Q7R9wKABAw440n0c/4W+S1C5gIUGbn+Itg+4jXIByw188IORgZ98BOUClhv4sINDtH3AiyoXcOSBr9MDAAAAAAAAAAAAAAAAAADre30HQqp7cbp9+hcX2pcPqji9P6GDFfflg8EdP5rQwZHv8QBF6SBk/eC9CR0stC8fVHF8MeV9sOC+fDA456KQpYOQpYOQpYOQpYOQpYOQpYOQpYOQpYOQpYPlXE1abwas63/+m/QEsG//8p/TEwBAzr/+b+kJYN/++S/SE8DO/VV6AAAAAAAAAAAAuLzv/fXhOj0DAAAAAAAAAAAAAAAAALA+CwgBAAAAAAAAAAAAAAAAoKGbv/8v6RFgz36XHgB27m/TAwBAzj9/MT0B7Nzv0wPAzrkeBAAAAAAAAABgD/7aDoQAAAAAAAAAAAAAAAAA0JEFhAAAAAAAAAAAAAAAAADQkAWEAAAAAAAAAAAAAAAAANCQBYQAAAAAAAAAAAAAAAAA0NBNeoDVnD579ckfjh/fZie5EAGr6x/wC3cBfyVgSQJWd3r7LuAHApYkYHUCVvfEgHVfh7qTP9Hpc3cBfyNgSQJWd3p2F/ClgCUJWF3/N3oBixOwOgEnfdmA6k7+RAJWJ2B1AlYnYHUCVidgdQJW53qwOgGrE7A6AasTsDoBqxOwOgGr2+31oB0IAQAAAAAAAAAAAAAAAKChPjsQAgAAAAAAAAAAAACct15ZotyGMzAOHYQsHYSsATtoB0IAAAAAAAAAAAAAAAAAaMgCQgAAAAAAAAAAAAAAAABo6CY9AAAAAAAAAAAAAADAao4f3D7wt6e3r57yZcBsOghZOghZA3bQDoQAAAAAAAAAAAAAAAAA0JAFhAAAAAAAAAAAAAAAAADQ0E16AAAAoInIpuoAAADEuR4EAADYJ9eDAAAA++R6sBwLCAEAGEX7y4n2AQEAAOZpf7nUPiAAAMA87S+X2gcEAACYp/3lUvuAlGMBIQAAAAAAAAAAAADsyPlD7Uv4QDzMpoOQpYOQpYPbs4AQAAAAAAAAAAAAgI2U2I/FZ5ppTAchSwchSwfZJwsIAQAAAAAAAAAAAJhglc80A7PpIGTpIGTpIExlASEAAAAAAAAAAAAA7MjDO9KU2JkHStNByNJByNLB7VlACAAAAAAAAAAAAACf8plmyNJByNJByNJBVmcBIQAAAAAAAAAAAAAT+EwzZOkgZOkgZOkgTGUBIQBAGS5pAAAA9sn1IADMdn4bXcJbMMymg7DQwutBHYQsHQQAYDa/HwTWdZ0eAAAAAAAAAAAAAAAAAABYnx0I4alOn71bxP+xRfzs1+kLd0X41dZFCH5r4OBmNpCmg7Dc6XNr3OX3NzrIfp2e3b0ZvZx1t/tna3Rw1rcGDu52D2k6CEBpfjgJAACwT64HAaATCwgp5ryKD8g6L+cDIlb52Bkwmw5CxCorAIHlVlkKCMzmXBSydBAitqmeT8LBoy5aRh2ER+kgZOkgRPhRDAxCGSFLByGrTQev0wMAAAAAAAAAAAAAAAAAAOuzAyEAAADAK8ffuMsvJB1f6iAkuds9ZOkgAAAAAAAAcAkWEFLM8eMJvz4/ffZqxqOABxx/NaWDX7jr4JRHAQ+Y9DGy85bZPnwGa9FByJq0tO/0ubsOWhAIK5m0tO/07K6DFgTCSpyLQpYOQpYOQpYOQpYOQpYOQpYOQpYOQpYOQla/Dl6nBwAAAAAAAAAAAAAAAAAA1mcHQgCgjxL3bwAAAGB1rgcBYLbz2+gS3oJhNh2EhRZeD+ogZOkgAACz+f0gwCQWEALAp9pfTrQPCAAAME/7y6X2AQEoqv07VPuAVNf+EG0fkFUEj5NtvnX7gDBb+0O0fUAAgIXany+1DwjAJBYQsprTZ+9OMj52kgEBpy/cdfBXOggBLrYhSwch6/S5uw7+Rgch4PTsroMvdRACnItClg6OYJU9Q0bWPiDVtT9E2wekuvaHaPuAVNf+EG0fEAAAANiGBYTdnFfxARHnVXxAlt+jQJYOMlX75WfbBDx/F5iq/fKzbQKevwtM1X7py8YBnYsylQ5e6NsBW9qmel3/n4TldBAGcdEy6iA8Sgchwo9iIEsHYRDKCFk6WMXrCwjbLz9rH3AEA77IA450n/bLz9oHHMGAL/KAIz2q/alM+4BBA762A470qIozT9I+YNCAr+2AI91nhOVnF52hfcARDBhwwJHuM8Lys4vO0D7gCAYMOOBIjwq+d2/zrdsHDBow4IAjPar9Ido+YNCAAQcc6T4jjHrRGdoH3Ea5CIUGHmFUHRxfuQjlBj7s4FStfcCLKheh3MCHHRyi7QNeVLkIhQZ2/Bf6LkHlAhYauP0h2j7gNsoFLDfwwQ9GBn7yEZQLWG7gww4O0fYBL6pcwJEHvk4PAAAAAAAAAAAAAAAAAACs7/UdCKnu+PHt07+40L58UMXxV1M6WHBfPhjc8YMpHRz4Hg9QlA5C1vE3UzpYZ18+qOL4ckoHC+7LB4NzLgpZOghZOghZOghZOghZOghZOghZOghZOghZOljO1aT1ZsDKfpceAHbu79IDAEDQf0wPADv3+/QAsHP/kB4AAAAAAAAAAAAu73t/c7hOzwAAAAAAAAAAAAAAAAAArM8CQgAAAAAAAAAAAAAAAABo6Obw/9IjwJ7dpgeAnftX6QEAIOhf0gMAQJDrQQAAAAAAAAAA9sEOhAAAAAAAAAAAAAAAAADQkAWEAAAAAAAAAAAAAAAAANCQBYQAAAAAAAAAAAAAAAAA0NBNeoDVnN64+uQPx9/eZie5EAGr6x/wi3cBfylgSQJWd3rrLuCHApYkYHUCVvfEgHVfh7qTP9Hp83cBfy1gSQJWd3p2F/ClgCUJWF3/N3oBixOwOgEnfdmA6k7+RAJWJ2B1AlYnYHUCVidgdQJW53qwOgGrE7A6AasTsDoBqxOwOgGr2+31oB0IAQAAAAAAAAAAAAAAAKChPjsQAgAAAAAAAAAAAAAsUXfDGehBByFLByHrQh20gBAAAAAAAAAAAAAA6OP8wWsgQgchSwcha8AOXqcHAAAAAAAAAAAAAAAAAADWZwEhAAAAAAAAAAAAAAAAADR0kx4AAAAAAAAAAAAAAGA1xw9vH/jb01tXT/kyYDYdhCwdhKwBO2gHQgAAAAAAAAAAAAAAAABoyA6EAADAOtyXCAAAYJ9cDwIAAOyT60EAAIB9cj1YjgWEAACwEddLAAAA++R6EAAAYJ9cDwIAAOyT60FGYwEhAACjcL0EAACwT64HAQAA9sn1IEBR/gOHLB2ELB1chZeR2Rw881hACAAAAAAAAAAAAAA7cv7gNRChg5Clg5Clg9uzgBAAAAAAAAAAAACACVb5yO/Ie4a0D0h17Q/R9gGprv0h2j4g1bU/RNsHZHvX6QEAAAAAAAAAAAAAAAAAgPXZgRAAAAAAAAAAAAAAduThHWnOm97YuAYuRAchSwchSwe3ZwEhAAAAAAAAAAAAABO0/8hv+4BU1/4QbR+Q6tofou0DUl37Q7R9QLZ3nR4AAAAAAAAAAAAAAAAAAFifHQgBAMpwyxAAAIB9cj0IALOd30aX8BYMs+kgLLTwelAHIUsHAQCYze8HgXXZgRAAAAAAAAAAAAAAAAAAGrIDIcWc3ljhtkwLHX9rET/7dfriAB38pQ7COvcpnMfNbOCggxBy+vwA56K/1kH26/RsgA6+1EFwLgphOggRweoBBx2EYSgjZOkgRKgeZOkgDEIZIatNBy0gBAAAAAAAAGDXLNOFLB2ELB2ELB0EAADg0q7TAwAAAAAAAAAAAAAAAAAA67MDIcUcfzvhfkunN65mPAp4wPGXUzr4xbsOTnkU8IBJ9x08b5ntboWwFh2ErOOvp3Tw83cdnPIo4AHHl1M6+Oyug1MeBTzAuShk6SBk6SBk6SBk6SBk6SBk6SBk6SBk6SBk9eugHQgBAAAAAAAAAAAAAAAAoCELCAEAAAAAAAAAAAAAAACgoZv0AAAAqymxATQAAACrcz0IALOd30aX8BYMs+kgLLTwelAHIUsHAQCYze8HASaxgBAAPtX+cqJ9QAAAgHnaXy61DwhAUPuP/LYPSHXtD9H2AYlrv/ysfUB2rv0h2j4gAEBQ+1+ftQ8IwCQWEHZzemOFHxstdPytkwz26/TFATr4Sx2EdX6PMo+LbTjoIIScPj/AueivdZD9Oj0boIMvdRCci0KYDkJEsHrAQQdhGMoIWToIEaoHWToIg1BGyNLBKgZaQHhe+XbR5WfW1zG48/Kz7deAbfOtra+D+2x8rxef5YLX6CAst8rqtYsuP7O+jsGdl5/NWwO2yuq1iy4/s76O3grdDN65KC3p4FPoIHvmV9er8N/I5bS/GbwOrqLr4cGWlHEJHWQ5HVxCB5lN9Ric60FgG8oIWTrIIF5fQDjC+roRZrgoAbc34EiPCi60G2GN30UJuL0BR3pU8Fyt/WmigNsbcKRH6eDlCLi9AUe6zwjr60aY4aIE3N6AIz0quNBuhDV+FyXg9gYc6VHORS9HwO0NONKjdPByBNzegCPdZ4RRR5jhohoELBeh3MAH74OX1CBguQjlBj7o4CU1CFguQrmBDzp4SQ0ClotQaOBtRi30gswj4GjKDXy48MwVX5BJBBxNuYEPOriMgKMpN/BBB5cRcDQjDzzQDoSsYtL2hhWX1cHgJm1vWHFZHQxu0u24Rj5Fg6J0ELImbW9YcVkdDG7S9oYVl9XB4JyLQpYOQpYOQpYOQpYOQpYOQpYOQpYOQpYOQpYOlrO7BYTW10GW9XWQ5VwNsnQQsqyvgyzr6yDLuShk6SBk6SBk6SBk6SBk6SBk6SBk6SBk6SBk6SCjuZq0oA5Y2f9KDwA799/TAwBA0BvpAWDn/pAeAHbud+kBAAAAAAAAAADg8r73/HCdngEAAAAAAAAAAAAAAAAAWJ8FhAAAAAAAAAAAAAAAAADQ0M3hf6RHAICUf58eAACC/pAeAACCXA8CAAAAAAAAALAPdiAEAAAAAAAAAAAAAAAAgIYsIAQAAAAAAAAAAAAAAACAhiwgBAAAAAAAAAAAAAAAAICGbtIDrOb07OqTPxxf3mYnuRABqxOwOgGrE7A6AasTsDoBJ33ZgOpO/kQCVidgdQJWJ2B1AlYnYHUCVud6sDoBqxOwOgGrE7A6AasTsDoBq3M9WJ2A1QlYnYDVCVidgNUJWJ2A1e32etAOhAAAAAAAAAAAAAAAAADQUJ8dCAEAAAAAAAAAAAAAzluvLFFuwxkYhw5Clg5C1oAdtAMhAAAAAAAAAAAAAAAAADRkASEAAAAAAAAAAAAAAAAANHSTHgAAAAAAAAAAAAAAYDXHl7cP/O3p2dVTvgyYTQchSwcha8AO2oEQAAAAAAAAAAAAAAAAABqygBAAAAAAAAAAAAAAAAAAGrpJDwAAADQR2VQdAACAONeDAAAA++R6EAAAYJ9cD5ZjASEAAKNofznRPiAAAMA87S+X2gcEAACYp/3lUvuAAAAA87S/XGofkHIsIAQAAAAAAAAAAACAHTl/qH0JH4iH2XQQsnQQsnRwexYQAgAAAAAAAAAAADDBkj1VSuzH0j4g1bU/RNsHpLr2h2j7gFTX/hBtH5DtWUAIAAAAAAAAAAAAwByrbB4ysvYBqa79Ido+INW1P0TbB6S69odo+4BsxgJCAAAAAAAAAAAAANiRh3eksXENXJoOQpYOQpYObu86PQAAAAAAAAAAAAAAAAAAsD47EAIAAAAAAAAAAAAwQfs9Q9oHpLr2h2j7gFTX/hBtH5Dq2h+i7QOyPQsIAQDKcMYPAACwT64HAWC2JW+j3oJhOR2EhRYWQQchSwcBAJjNCSGwLgsIAQAAAAAAAGju/IEbIEIHIUsHIUsHAQAAyLKAkH1xVyfI0kHI0kHI0kHI0kHI0kHI0kHI0kEAAAAAAAAgyAJCilnrbkzu6gTz6CAMYmGJdBAW0kGIcC4KWToIg3AuClk6CBG6A1k6CINQRsjSQYhQPcjSQRiEMkJWmw5aQAgAAAAAAADArtnnE7J0ELJ0ELJ0EAAAgEu7Tg8AAAAAAAAAAAAAAAAAAKzPDoQUM+l+S+etQt2lCdaig5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5Clg5DVr4N2IAQAAAAAAAAAAAAAAACAhuxACAD0UeL+DQAAAKzO9SAAzLbkbdRbMCyng7DQwiLoIGTpIAAAszkhBJjEAkIA2BHXSwAAAPvkehAAZtvPZ5rP08JQdBAWsr7uiXSQMekgAACz1TohBODSLCAEgE+5XgIAdms/n0KAMelgnJdx53QQsnSwulU+6VviX9BnmhmTDsJCa62vW0IHYTYdBABgNj9eBmBXLCDsZoSfFjmLYs90EAYRLKMOwkEHIWSt6o1wTgsV6SAMYmGJdBAW0kGI0B3I0kEYhDJClg5ChOpBlg7CIJQRsnSwitcXELb/l2sfcAQDvsgDjnSfQqPO0z7gCAZ8kQcc6VEVZ56kfcCgAV/bAUd6VMWZJ2kfMGjA13bAke5TaNR52gccwYAv8oAj3afQqPO0DziCAV/kAUd6VMWZJ2kfMGjA13bAkR5VceZJ2gcMGvC1HXCk+4ww6kVnaB9wBAMGHHCk+4wwqg5WN2DAAUd6VHDmbb51+4BBAwYccKRHtT9E2wcMGjDggCPdx/Ff6LsElQtYaOD2h2j7gNsoF7DcwAc/GBn4yUdQLmC5gQ87OETbB7yocgFHHvg6PQAAAAAAAAAAAAAAAAAAsL7XdyCkuuPL26d/8chrW6EoHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHYQsHSznatK/GQAAAAAAAAAAAAAAAAAwvu996XCdngEAAAAAAAAAAAAAAAAAWJ8FhAAAAAAAAAAAAAAAAADQ0M3hH9IjwJ79u/QAsHP/IT0AAAT9fXoA2Ll/mx4Adu4z6QEAAAAAAAAAAGATdiAEAAAAAAAAAAAAAAAAgIYsIAQAAAAAAAAAAAAAAACAhiwgBAAAAAAAAAAAAAAAAICGbtIDrOb09tUnfzh+cJud5EIErK5/wC/fBfy5gCUJWN3pzbuAHwlYkoDVCVjdEwPWfR3qTv5Ep6/cBfyZgCUJWN3pS3cBfyFgSQJW1/+NXsDiBKxOwElfNqC6kz+RgNUJWJ2A1QlYnYDVCVidgNW5HqxOwOq2CRh8Gf0LVidgoe8y2rfehoDV6WB1Ala3zfXggB20AyEAAAAAAAAAAAAAAAAANGQBIQAAAAAAAAAAAAAAAAA0dJMeAAAAAAAAAAAAAABgfac3r2Y/9vjR7YqTwD7pIGTpIGSN00E7EAIAAAAAAAAAAAAAAABAQxYQAgAAAAAAAAAAAAAAAEBDN+kBAAAAAAAAAAAAAABWc/zo9oG/Pb159ZQvA2bTQcjSQcgasIN2IAQAAAAAAAAAAAAAAACAhuxACAAArMN9iQAAAPbJ9SAAAMA+uR6E0lQYsnQQsnQQFlpYIh3cnh0IAQAAAAAAAAAAAAAAAKAhOxACADCK9jcUaR8QAABgnvaXS+0DAgAAzNP+cql9QHau/RHePiDVtT9E2wekuvaHaPuAxLXfv659QMqxgBAAAAAAAAAAAAAA9uj88fQZfKIdltNByNJByNLBzVhACAAAAAAAAAAAAMAc7T/y2z4g1bU/RNsHpLr2h2j7gFTX/hBtH5DNXKcHAAAAAAAAAAAAAAAAAADWZwdCAAAAAAAAAAAAANiRh3ekOe91Y+MauBAdhCwdhCwd3J4FhAAAAAAAAAD05HMGkKWDkKWDkNW+g+0/8ts+INW1P0TbB6S69odo+4BU1/4QbR+Q7V2nBwAAAAAAAAAAAAAAAAAA1mcHQvbl9PbdSusPrLSGgNOX7zr4cx2EORbeMsQdRyBLByHr9JW7Dv5MByHg9KW7Dv5CB2EO14NQmg7CIM5lnEF/YTkdhHnWOpnUQcjSQQAApvLLBWBddiAEAAAAAAAAAAAAAAAAgIbsQEgx5y0Eg89j90L27LyFYPB57F4Ih2W3J1z4cDezgYMOQsh5C8Hg89i9kD07byEYfB67F8LBuSik6SBELKwesJAOwiCUEbJ0ECJUD7J0EAahjJDVpoMWEAIAAAAAAACwa5bpQpYOQpYOQpYOAgAAcGnX6QEAAAAAAAAAAAAAAAAAgPXZgZBijh9MuN/S6e2rGY8CHnD8+ZQOfvmug1MeBTxg0n0Hz1tmu1shrEUHIev4sykd/MpdB6c8CnjA8RdTOviluw5OeRTwAOeikKWDkKWDkKWDkKWDkKWDkKWDkKWDkKWDkNWvgxYQAgAAAAAAAOxUid9qQ2M6CFk6CFk6CAAAANuwgBAAAAAAAACYqf1HftsHpLr2h2j7gFTX/hBtH5Dq2h+i7QMCAAAA27CAkD9xevvup04f+KkTBJy+fNfBn+sgzLHw1yd++wJZOghZp6/cdfBnOggBpy/ddfAXOghzuB6E0nQQBnEu4wz6C8vpIMyz1smkDkKWDgIAMJVfLgBMsvICwvbLz9oHpLr2y8/aBySu/ccN2wdk59ofou0DUl375WftA1Jd++Vn7QMS1/5yqX1Adq79Ido+IG20/8hv+4BU1/4QbR+QlPbLz9oHhE+0P0TbBwQA2F77n723DwjAJHYg7Oa8xDH4PFZXsmfnJY7B57G6Eg7Lfn2y8OEutuGggxByXuIYfB6rK9mz8xLH4PNYXQkH56KQpoMQsbB6wEI6CINQRsjSQYhQPcjSQRiEMkKWDlYx0ALC9pv7tQ/IKoI77G3zrdsHhNn+P3t3DBtZO5YzygAAIABJREFUWu0JvKrVDBsMBI+BcEXQJkBon95jSGwmJGi/YAlWpJOsbBFAW0KTIRWWyBCSDQFqZ6QTkWAHvGy2ndDR29GIHVcw2hCGZOh90swEtYGny2W3q+pW1b11vu/c3y+y6HLdc+zvz9S9vud+6Z/1kr5Bapd+iaZvkNrVtbmf+To6ErjD3nYO3dZRzNeRT10f1cz2kI8MAjTk/0a6U9d/jNaQvsHt8NODWDIIsWQQyCr96VL6BgEAKnJ3gLCE/evaqqHTNy+2wRIU2GCBJS214UZ2m3x7W3vodXqU8hsMVGCDBZa0VOCz0rfzGIb0DQYqsMECS1oq/RJN32CgAhsssKR5Sti/rq0atv/mFdXQqQIbLLCkpTbcyG6Tb29rD70SjlLaobejwAYLLGmp9B/VAj+cVPS5aD0FNlhgSUvJYMpDb0eBDRZY0jwllNppDekb3I7qWqiu4EEP/jORvsFOVddCdQUPerBE0zfYqepaqK7gQQ+WaPoGO1VdCxUVbP1XdJRA1TVYXcEDF0YKfvMSVNdgdQUPerBE0zfYqeoarK7gQQ+WaPoGO1VdgyUXXNAOhLRipe0Naxyrg8KttL1hjWN1ULiVnlZV8kc0qJQMQqyVtjescawOCrfS9oY1jtVB4XwWhVgyCLFkEGLJIMSSQYglgxBLBiGWDEIsGYRYMlidB9EFAAAAAAAAAAAAAAAAAADtG660YR3Qsq9FFwA991+jCwCAQB9FFwA993p0AdBzb0QXAAAAAAAAAAAA3fvFd+1ACAAAAAAAAAAAAAAAAAAZGSAEAAAAAAAAAAAAAAAAgIQevvE/fxtdA/TXx5//S3QJ0G//8f3oCgAgzn//9+gKoN8+/dfoCqDf/vJP0RUAAAAAAAAAAMA22IEQAAAAAAAAAAAAAAAAABIyQAgAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAICEHkYX0JqfDH96/cVvJ7+JraQjGqxd+gaPX3vr+ovRZ+/FVtIRDdYuf4NvDq+/GD2fxFbSEQ3WToO10+BKLytQvZU3dPylH1x/Mfr8T7GVdESDtcvf4Otfu/5i9OLvsZV0RIO1y99g+v/Qa7ByGqydBld6WYHqrbwhDdZOg7XTYO00WDsN1k6DtdNg7ZwP1k6DtSu/wQ0rLL/BDWmwduU3KIOLabB25Tcog4tpsHblnw92lEE7EAIAAAAAAAAAAAAAAABAQnl2IAQAAAAAAAAAAAAAmG69AoSQQYglgxCrwAzagRAAAAAAAAAAAAAAAAAAEjJACAAAAAAAAAAAAAAAAAAJPYwuAAAAAAAAAAAAAACgNaPnkwX/evzmsMnLgLXJIMSSQYhVYAbtQAgAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAICEHkYXAAAAJBGyqToAAADhnA8CAAD0k/NB6C3xh1gyCLFkEAahQZDB9RggBACgFOk/06dvEAAAYD3pT5fSNwgAALCe9KdL6RuEtaVPR/oGqV36JZq+QWqXfommb5BWpB8/S98g1XkQXQAAAAAAAAAAAAAAAAAA0D47EAIAAAAAAAAAAABAj0y3pgFCyCDEkkGIJYPbZ4AQAAAAAAAAAAAAgBWkv+U3fYPULv0STd8gtUu/RNM3SO3SL9H0DbJ9D6ILAAAAAAAAAAAAAAAAAADaZwdCAAAAAAAAALhr+ozn0fNJbCXQTzIIsWQQYskgW7B4dVmE0DUZhFgyCLFkcPsMEAIAAAAAAAAAAACwgvS3/KZvkNqlX6LpG6R26Zdo+gapXfolmr5Bts8AITT1k+FPr7/47eQ3sZVAPx2/9tb1F6PP3outBAIFfuJ3sgGxZBBiHX/pB9dfjD7/U2wl0E/Hr3/t+ovRi7/HVgKBnA9Cb8kgAEDP+UAIAADQT84HgXYZIAQAAAAAAAAgp+l9NkAIGYRYMgixZBAAAIBCPIguAAAAAAAAAAAAAAAAAABonx0IqcxPhj+NLgF67fi1t6JLAAYDzymEaDIIIY6/9IPoEqDXjl//WnQJwGDgsyhEk0EIIXoQSwahEMIIsWQQQogexJJBKIQwQqw0GTRACAAAAAAAAECvjZ5PokuAXpNBiCWDEEsGAQAA6NqD6AIAAAAAAAAAAAAAAAAAgPbZgZDK/Hbym+Yv/snwp2t8F7DA6LP3mr/4+LW31vguYIGVnjs43TLb0wqhLTIIsUaf/6n5i4+/9IM1vgtYYPTi781ffPz619b4LmABn0UhlgzCPNtZ8DII88ggxJJBiCWD0AcyCLFkEGLJIMTKl0EDhAAAAAAAAECAKv6euon0DVK79Es0fYPULv0STd8gtUu/RNM3CAAAADRngJDW2O4PYtnuDwahfwLx1xeIJYMQy3Z/EMt2fzBwPgg9JoMAAD3nAyEAAEA/OR8EWIkBQgAAAOiW+TqIZb4OYvnTHcSSQWCp6f9RACFkEGLJIMSSQQAAANiOggYI0+9fl75Bapd+/7r0DdKK9PsVpG8Q1pZ+iaZvkNqZr4NY5utg0IPTJR8IYR7pgM2lv+U3fYPULv0STd8g4Tb8QFj+Ek3fID2XfommbxAAIFD6PxCkbxCAlRQ0QEgrpmOKQIjpmCIQy99RIJYMQojpHCYQYjqHCcTyWRRiySCEED2IJYNQCGGEWDIIIUQPYskgFEIYIZYM1uLuAGEJ42ed1pC+wRIU2GCBJc1TwvhZpzWkb7AEBTZYYElLBX6U2c6h0zcYqMAGCyxpqfRLNH2DgQpssMCS5ilh/KzTGtI3WIICGyywpHlKGD/rtIb0DZagwAYLLGmp9B/V0jcYqMAGCyxpqfRLNH2DgQpssMCS5imh1E5rSN9gCQpssMCS5imhVBmsXYENFljSUuk/qqVvMFCBDRZY0lLpl2j6BgMV2GCBJc1j/Vd0lEDVNVhRwemXaPoGt6O6BqsreODCSMFvXoLqGqyu4EEPlmj6BjtVXYMlF/wgugAAAAAAAAAAAAAAAAAAoH13dyCkdr+d/Kb5iyvalw9qMfrsveYvrnFfPijc6Pmk+YtLfsYDVEoGIdbo8z81f3FF+/JBLUYv/t78xTXuyweF81kUYskgxJJBiCWDEEsGIZYMQiwZhFgyCLFkEGLJYHWGK82bAe36+PN/iS4B+u0/vh9dAQDE+ed/j64A+u3Tf42uAPrtL/8UXQEAAAAAAAAAAHTuF98dPIiuAQAAAAAAAAAAAAAAAABonwFCAAAAAAAAAAAAAAAAAEjo4WeDL0XXAD02+S/RFQAA0Fc+i0KsiQsyAAAAAAAAAAAAdM4OhAAAAAAAAAAAAAAAAACQkAFCAAAAAAAAAAAAAAAAAEjIACEAAAAAAAAAAAAAAAAAJPQwuoDW/Gz44+svfj35XWwlHdFg7dI3ePzl711/Mfr0z7GVdESDtcvf4JvD6y9GzyexlXREg7XTYO00uNLLClRv5Q0dv/bW9Rejz96LraQjGqxd/ga/8tXrL0b/+CS2ko5osHb5G0z/H3oNVk6DtdPgSi8rUL2VN6TB2mmwdhqsnQZrp8HaabB2Gqyd88HaabB25Te4YYXlN7ghDdau/AZlcDEN1q78BmVwMQ3WrvzzwY4yaAdCAAAAAAAAAAAAAAAAAEjIACEAAAAAAAAAAAAAAAAAJPQwugAAAAAAAAAAAAAAgNYcvzmMLgF6TQYhlgxCrAIzaAdCAAAAAAAAAAAAAAAAAEjIACEAAAAAAAAAAAAAAAAAJPQwugAAAAAAAAAAAAAAgNaMnk8W/Ovxm8MmLwPWJoMQSwYhVoEZtAMhAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAAAEnoYXQAAAJBEyKbqAAAAhHM+CAAA0E/OB6G3xB9iySDEkkEYhAZBBtdjgBAAgFKk/0yfvkEAAID1pD9dSt8gAADAetKfLqVvENaWPh3pG6R26Zdo+gapXfolmr5BWpF+/Cx9g1THACEAAAAAAAAAAAAA9Mj0znIghAxCLBmEWDK4fQYIAQAAAAAAAAAAAFhB+lt+0zdI7dIv0fQNUrv0SzR9g9Qu/RJN3yDb9yC6AAAAAAAAAAAAAAAAAACgfXYgBAAAAAAAAAAAAIAeGT2fLPjX6aY3i18GrE0GIZYMQiwZ3D4DhAAAAAAAAABwl3sUIJYMQiwZhFhVZDD9Lb/pG6R26Zdo+gapXfolmr5Bapd+iaZvkO17EF0AAAAAAAAAAAAAAAAAANA+OxBCUz8b/vj6i19PfhdbCfTT8Ze/d/3F6NM/x1YCgQIfGeJpJRBLBiHW8WtvXX8x+uy92Eqgn46/8tXrL0b/+CS2EgjkfBB6SwZhc9McASFkEDa04QdCGYRYMggAwNr8gQBolx0IAQAAAAAAAAAAAAAAACAhOxBSmek2gECI6TaAQCzPKYRYMgghptsAAiGm2wACsXwWhVgyCCFED2LJIBRCGCGWDEII0YNYMgiFEEaIlSaDBggBAAAAAAAA6LXR80l0CdBrMgixZBBiySAAAABdexBdAAAAAAAAAAAAAAAAAADQPjsQUplfT37X/MU/G/54je8CFhh9+ufmLz7+8vfW+C5ggZWeOzjdMtvTCqEtMgixRp+91/zFx6+9tcZ3AQuM/vFJ8xcff+Wra3wXsIDPohBLBiGWDEIsGYRYMgixZBBiySDEkkGIJYMQK18GDRACAAAAAAAAsLIq/iIOickgxJJBiCWDAAAA0JwBQgAAAAAAACBA+lt+0zdI7dIv0fQNUrv0SzR9g9Qu/RJN3yAAAADQnAFCWvOz4Y+vv/j15HexlUA/HX/5e9dfjD79c2wlECjwTyD++gKxZBBiHb/21vUXo8/ei60E+un4K1+9/mL0j09iK4FAzgeht2QQNjfNERBCBmFDG34glEGIJYMAAKzNHwgAVlLQAGH68bP0DVK79ONn6RukFelvN0zfIKwt/RJN3yC1Sz9+lr5Bapd+/Cx9g7Qi/elS+gZhbemXaPoGYQvkCGLJIF1Lv8bamq/L+vOBwskgAEB30n/WSt8gACspaIAQIAFjigAAVGo65QisZ8Mxxem3AyE87R5iyWDt+vMb7E+n1KU/K7PYTt2N13PFrszW9adT6tKfldmfTgGgIs4HAYCKGCDMZrrPIRBrOkkIhPDnE4glgxDCBCAUwiggxPJZFGLJIITYTvTcCQdLdRpGGYSlZBBiySCEcCkGCiGMEEsGIZYM1uLuAGEJ42ed1pC+wRIU2GCBJc1TwtRZpzWkb7AEBTZYYElLBX6U2c6h0zcYqMAGCyxpqfRLNH2DgQpssMCS5ilh/KzTGtI3WIICGyywpHlKmDrrtIb0DZagwAYLLGmp9B/V0jcYqMAGCyxpqfRLNH2DgQpssMCS5imh1E5rSN/gdlTXQkUFl1CqDJavuhaqK3jQg49q6RvsVHUtVFfwoAdLNH2DnaquhYoKtv4rOkqg6hqsqOD0SzR9g9tRXYPVFTxwYaTgNy9BdQ1WV/CgB0s0fYOdqq7Bkgt+EF0AAAAAAAAAAAAAAAAAANC+uzsQUrtfT37X/MUV7csHtRh9+ufmL65xXz4o3Oj5pPmLS37GA1RKBiHW6LP3mr+4on35oBajf3zS/MU17ssHhfNZFGLJIMSSQYglgxBLBiGWDEIsGYRYMgixZBBiyWB1hivNmwHt+uSzN6NLgH773zIIQI/9t/8VXQH026f/HF0B9Nv/+Up0BQAAAAAAAAAA0LlffHfwILoGAAAAAAAAAAAAAAAAAKB9BggBAAAAAAAAAAAAAAAAIKGHn/y//xFdA/TYf74RXQEAAH31yfejK4B+exFdAAAAAAAAAAAAAD1gB0IAAAAAAAAAAAAAAAAASMgAIQAAAAAAAAAAAAAAAAAkZIAQAAAAAAAAAAAAAAAAABJ6GF1Aa45f//r1F6MXf4utpCMarF3+Br8xvP5i9NdJbCUd0WDt8jf45ssGn2uwShqsnQZr17DBen8O9Vbe0PEbLxv8WINV0mDtjr/5ssGPNFglDdYu/3/oNVg5DdZOgyu9rED1Vt6QBmunwdppsHYarJ0Ga6fB2mmwds4Ha6fB2pXf4IYVlt/ghjRYu/IblMHFNFi78huUwcU0WLvyzwc7yqAdCAEAAAAAAAAAAAAAAAAgoTw7EAIAAAAAAAAAAAAApN88BwongxBLBiFWgRk0QAgAAAAAAAAAAAAAJDS9exsIIYMQSwYhVjkZfBBdAAAAAAAAAAAAAAAAAADQPgOEAAAAAAAAAAAAAAAAAJDQw+gCAAAAAAAAAAAAAABaM3o+WfCvx28Om7wMWJsMQiwZhFgFZtAOhAAAAAAAAAAAAAAAAACQkB0IAQCAdnguEQAAQD85HwQAAOgn54PQW+IPsWQQYskgDEKDIIPrMUAIAEAp0n+mT98gAADAetKfLqVvEAAAYD3pT5fSNwhrS5+O9A1Su/RLNH2D1C79Ek3fIK1IP36WvkGqY4AQAAAAAAAAAAAAAHrEneUQSwYhlgxCLBncPgOEAAAAAAAAAAAAANBH07u3gRAyCLFkEGLJ4NYYIAQAAAAAAAAAAABgBenv9E3fILVLv0TTN0jt0i/R9A1Su/RLNH2DbN+D6AIAAAAAAAAAAAAAAAAAgPbZgRAAAAAAAAAA7po+43n0fBJbCfSTDEIsGYRYMsgWLF5dFiF0TQYhlgxCLBncPgOEAAAAAAAAAAAAAKwg/S2/6RukdumXaPoGqV36JZq+QWqXfommb5DtM0AITR2//vXrL0Yv/hZbCfTT8TdeftD5qw869FfgJ34nGxBLBiHW8RsvM/ixDEKA42++zOBHMkh/OR+E3pJB2JwcQSwZhA1tGCIZhFgyCADA2nyYBNplgBAAAAAAAACA5KY33AAhZBBiySDEkkEAAABiPYguAAAAAAAAAAAAAAAAAABonx0Iqczx61+PLgF67fgbnogGRfB4QoglgxDi+A3Rg0jH35RBKILPohBLBiGE6EEsGYRCCCPEkkEIIXoQSwahEMIIsdJk0AAhAAAAAAAAAL02ej6JLgF6TQYhlgxCLBkEAACgaw+iCwAAAAAAAAAAAAAAAAAA2mcHQiozevG35i8+fv3ra3wXsMDorys88+z4G8M1vgtYYKXnDk63zPa0QmiLDEKs0cerZPCNlxlc5buABUYfrZLBb77M4CrfBSzgsyjEkkGYZzsLXgZhHhmEWDIIsWQQ+kAGIZYMQiwZhFj5MmgHQgAAAAAAAAAAAAAAAABIyA6EAAAAwEZs9wexbPcHsap4lCAkJoO1S/8bTN8gtUu/RNM3SO3SL9H0DVK79Es0fYMAAABAcwYIac3x61+//mL04m+xlUA/HX/j5ZXfv7ryS38F/gnEX18glgwCAPScD4QAsLbpf0aBEDIIG9rwfFAGIZYMAgCwNn8fBFhJQQOE6cfP0jdI7dKPn6VvkFakHz9L3yCsLf0STd8gtUu/f136Bqld+v3r0jdIK9KfLqVvENaWfommb5ASpL/lN32D1C79Ek3fIOHSj5+lb5CeS79E0zcIABAo/fXz9A0CsJKCBghpxXRMEQgxHVMEYvk7CsSSQQgxHVMEQkzHFIFYPotCLBmEEKIHsWQQCiGMEEsGIYToQSwZhEIII8SSwVrcHSAsYfys0xrSN1iCAhsssKR5Shg/67SG9A2WoMAGCyxpqcCPMts5dPoGAxXYYIElLZV+iaZvMFCBDRZY0jwljJ91WkP6BktQYIMFljRPCeNnndaQvsESFNhggSUtlf6jWvoGAxXYYIElLZV+iaZvMFCBDRZY0jwllNppDekbLEGBDRZY0jwllCqDtSuwwQJLWir9R7X0DQYqsMECS1oq/RJN32CgAhsssKR5rP+KjhKougYrKjj9Ek3f4HZU12B1BQ9cGCn4zUtQXYPVFTzowRJN32Cnqmuw5IIfRBcAAAAAAAAAAAAAAAAAALTv7g6E1G704m/NX1zRvnxQi9FfJ81fXOO+fFC40fNVMljwMx6gUjIIsUYfr5LBevblg1qMPlolgxXuyweF81kUYskgxJJBiCWDEEsGIZYMQiwZhFgyCLFkEGLJYHWGK82bAS37zzeiK4B++7/RBQBAoG9GFwA99yK6AOi5j6MLAAAAAAAAAACA7v3iu4MH0TUAAAAAAAAAAAAAAAAAAO0zQAgAAAAAAAAAAAAAAAAACT0c/OWN6BoAAADYuo+iCwAAAAAAAAAAAACgY3YgBAAAAAAAAAAAAAAAAICEDBACAAAAAAAAAAAAAAAAQEIGCAEAAAAAAAAAAAAAAAAgIQOEAAAAAAAAAAAAAAAAAJDQw+gCWnP85vD6i9HzSWwlHdFg7TRYOw3WToO102DtNFg7Da70sgLVW3lDGqydBmunwdppsHYarJ0Ga6fB2jkfrJ0Ga6fB2mmwdhqsnQZrp8HaabB2zgdrp8HabafBTY6yYYV+g7XTYPhRZHAxDdZOBmunwdpt53ywwAzagRAAAAAAAAAAAAAAAAAAEsqzAyEAAAAAAAAAAAAAwNR0DxYghAxCLBmEWOVk0A6EAAAAAAAAAAAAAAAAAJCQAUIAAAAAAAAAAAAAAAAASOhhdAEAAAAAAAAAAAAAAK0ZPZ8s+NfjN4dNXgasTQYhlgxCrAIzaAdCAAAAAAAAAAAAAAAAAEjIACEAAAAAAAAAAAAAAAAAJPQwugAAACCJkE3VAQAACOd8EAAAoJ+cD0LVNomw+MPmZBBiySBsaMMgyOD2GSAEAKAU6T/Tp28QAABgPelPl9I3CAAAsJ70p0vpG6Tn0t/ym75Bapd+iaZvkNqlX6LpGyRc+vGz9A1SHQOEAAAAAAAAAAAAANBH01vMgRAyCLFkEGLJ4NYYIAQAAAAAAAAAAACAe7inGWLJIMSSQYglg7TFACEAAAAAAAAAAAAA63BPM8SSQYglgxBLBqEhA4QAAAAAAAAAAAAA0COj55MF/zq9F3/xy4C1ySDEkkGIJYPbZ4AQAAAAAAAAgJw2uc/APQqwORmEWDIIsWSwdu5phlgyCLFkEGLJIK0zQAgAAAAAAAAAAADACtzTDLFkEGLJIMSSQViVAUL6xVOdIJYMwoY2DIIMQiwZhFgyCLFkEDbkfBCqJoNQiGmggBAyCOtp6wOhDEIsGQQAYFX+QAC060F0AQAAAAAAAAAAAAAAAABA++xACMAKPM0CAIDaecovrMfT7iEHGYRYMghAjfx9EAAAoJ+cDwJAJgYIqUxbf1z3R3rY0IYhkkHYkAxCLBmEELIDhRBGiCWDEEsGIcR2oudOOFiq0zDKICwlgxBLBiGESzFQCGGEWDIIsdJk8EF0AQAAAAAAAAAAAAAAAABA++xACAAAAPAFT/mFWDIIsWQQYskgAAAAAAAA0AUDhFRmpT+fT7cK9Ud3aIsMQiwZhFgyCLFkEGLJIMSSQYglg+S2yaLdzoKXQXKTQYglgxBLBoHFZBBiySDEkkGIlS+DBggBAAAAAACANZV/y++G0jdI7dIv0fQNUrv0SzR9g9Qu/RJN3yAAAACwHQYIucVVJ4glg7ChDYMggxBLBiGWDEIsGYQNOR+EqskgFGIaKCCEDMJ62vpAKIMQSwYBAFiVPxAArKTlAcL0f+JN3yC1S79E0zdIuPS3G6ZvkJ5Lv0TTN0jt0i/R9A1Su/RLNH2DhEt/upS+QXou/RJN3yAAQKD0n5fSNwgAALCe9KdL6RsEYCV2IAQAAAAAAAA2lX7PkPQNUrv0SzR9g9Qu/RJN3yC1S79E0zcIAAAAdMoAYTZtXS1y1QnWI4NQiA1DJIOwIRmEED6LQiwZhEL4LAqxZBBCbCc7nlMO88ggFKLTMMogLCWDEMK1FIglg1AIYYRYMliLuwOEJdzq1OnqSd9gCQpssMCS5km/RNM3WIICGyywpKUCb3Xazo8rfYOBCmywwJKWSr9E0zcYqMAGCyxpnvQf1dI3WIICGyywpHnSL9H0DZagwAYLLGmp9B/V0jcYqMAGCyxpqfRLNH2DgQpssMCS5imh1Co+i9Zew4aqa6GigksoVQbLV10L1RU8CK25is+ilR66LdW1UF3Bgx4s0fQNdqq6Fioq2Pqv6CiBqmuwooLTL9H0DW5HdQ1WV/DAhZGC37wE1TVYXcGDHizR9A12qroGSy74QXQBAAAAAAAAAAAAAAAAAED77u5ASO1GzyfNX1zybCtUSgYhlgxCLBmEWDIIsWQQYskgxJJBiCWDEEsGIZYMQiwZhFgyCLFkEGLJIMSSweoMV/qdAQAAAAAAAAAAAAAAAADl+8V3Bw+iawAAAAAAAAAAAAAAAAAA2meAEAAAAAAAAAAAAAAAAAASGk4mk+gaAAAAAAAAAAAAAAAAAICW2YEQAAAAAAAAAAAAAAAAABIyQAgAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAICEDBACAAAAAAAAAAAAAAAAQEIGCAEAAAAAAAAAAAAAAAAgIQOEAAAAAAAAAAAAAAAAAJCQAUIAAAAAAAAAAAAAAAAASMgAIQAAAAAAAAAAAAAAAAAkZIAQAAAAAAAAAAAAAAAAABIyQAgAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAICEDBACAAAAAAAAAAAAAAAAQEIGCAEAAAAAAAAAAAAAAAAgIQOEAAAAAAAAAAAAAAAAAJCQAUIAAAAAAAAAAAAAAAAASMgAIQAAAAAAAAAAAAAAAAAkZIAQAAAAAAAAAAAAAAAAABIyQAgAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAICEDBACAAAAAAAAAAAAAAAAQEIGCAEAAAAAAAAAAAAAAAAgIQOEAAAAAAAAAAAAAAAAAJCQAUIAAAAAAAAAAAAAAAAASMgAIQAAAAAAAAAAAAAAAAAkZIAQAAAAAAAAAAAAAAAAABIyQAgAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAICEDBACAAAAAAAAAAAAAAAv0ZmIAAAgAElEQVQAQEIGCAEAAAAAAAAAAAAAAAAgIQOEAAAAAAAAAAAAAAAAAJCQAUIAAAAAAAAAAAAAAAAASMgAIQAAAAAAAAAAAAAAAAAkZIAQAAAAAAAAAAAAAAAAABIyQAgAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAICEDBACAAAAAAAAAAAAAAAAQEIGCAEAAAAAAAAAAAAAAAAgIQOEAAAAAAAAAAAAAAAAAJCQAUIAAAAAAAAAAAAAAAAASMgAIQAAAAAAAAAAAAAAAAAkZIAQAAAAAAAAAAAAAAAAABIyQAgAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAICEDBACAAAAAAAAAAAAAAAAQEIGCAEAAAAAAAAAAAAAAAAgIQOEAAAAAAAAAAAAAAAAAJCQAUIAAAAAAAAAAAAAAAAASMgAIQAAAAAAAAAAAAAAAAAkZIAQAAAAAAAAAAAAAAAAABIyQAgAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAICEDBACAAAAAAAAAAAAAAAAQEIGCAEAAAAAAAAAAAAAAAAgIQOEAAAAAAAAAAAAAAAAAJCQAUIAAAAAAAAAAAAAAAAASMgAIQAAAAAAAAAAAAAAAAAkZIAQAAAAAAAAAAAAAAAAABIyQAgAAAAAAAAAAAAAAAAACRkgBAAAAAAAAAAAAAAAAICEDBACAAAAAAAAAAAAAAAAQEIGCAEAAAAAAAAAAAAAAAAgIQOEAAAAAAAAAAAAAAAAAJCQAUIAAAAAAAAAAAAAAAAASMgAIQAAAAAAAAAAAAAAAAAkZIAQAAAAAAAAAAAAAAAAABIyQAhAiPH44vRwb29vOLW3t3d4ejEel3uspO/zyrsM9/YOD08vOvhNAAAAAJDXxeHN9aXTAq4ttVXP+PTm0tnhRZv/OvO6i9PTBf9cn/uuOe4drnHJcf5PprT11q6mK6e142VbgQAAAAD9tL3bMl890vWxWrnx8ObqWPNLf/cUtFrvs5fkllpe18b1AEDrDBACsHXj08O9nZ39o7PLy8ub//Xy8vLsaH9nZ++wzds92jpWzvcZnx7uDV95l8Hl5dnZ0f7OcLjWPT0AAAAAQFPji9PDvZ39ow+iC2nN+OJw775rjpfvf7ji+2T7yZTJzxkAAAAgh63dlnl91+GrlwAHl+3ceDg+ffvocvnLZr7h4v6CXvberJyrD1Y6aOf1AEDrDBACsF0Xh8Odo7MFp1qXZ0c7w3ZOkNo6Vsr3GS99l8Hg8mx/Z28bD7gGAAAAgP6ZjtpFF9Ki8enb+3Ma+s63HjV+l4Q/mRL5OQMAAAAksa3bMsene0vvOhxsdOPhxeHOSuOD49O9nXlXJFcpZ/zh+ysctft6AKB9BggB2KLx6d7+WZMXnu2/vekDb9o6Vs73GZ++3exdBpdn+3tt7gkJAAAAAFz78P1sk1sXv5p7d8/ut3eav0++n0yZ/JwBAAAAEtjabZkrDfetdePhxWHD2xpXrmhZOe1sQNhePQDQPgOEAGzNna3ld3cPzq+uJl+4ujo/2J158eXRRueqbR0r5/vceZfB7sHJ7bc5ufM+v/K0GwAAAAD66dGTZy8vnE2ePt7e91bp9mO6D05uLjpOJs+eNN6AEAAAAABoaGu3Zd4d7rs+0s0VwFfuO1z5aKuPD96paLb1++6DnF/OxR+m73RwPlnq/oudLdYDAB0wQAjAttx6+PTuydWzZ08fP5qeRj169Pjps8ns2eomY2ttHSvn+9x+DPjB+dWzp09uv82Tp8+uzg9uXnP2S2eqAAAAAEBzuyfvPHlkZhAAAAAAurSt2zLHp7+cHY47OP/iSDdXAK/vO7x1sFWO1ngfxamZob/BYPfkanKr9fvug7x894/33wc582S03W/vrFRFJ/UAQBcMEAKwHbfOHw/O5zxu+vHTZzPnR+uOrbV1rKTvc+s89eD86eN73+bR46czb3P5wdV9LwIAAAAAuM93vmV6EAAAAAA6tbXbMsd/fPfWnOKcuw5fOdjg7A+NJghn9lE8ODhY/NqX33Iz9DfYPfn9/a3fvQ9yzsTe1QfT7ta+rtlmPQDQBQOEAGzF7Pnj7sk7j+e/8vE7J9Mn0Kx3etTWsZK+z+z84JK3+eHNmer7HzpRBQAAAIgyvjg93NsbvrS3t3d4erHi5Zrx6eHLd1j03ePrY90cbHq49R71dbfyVd9pfHF6erh3u6Drklb/EbRRT3otL4AtG48vbhW/elTGF6eHh1tpf3zvYlznjdrNSDHHAgAAAGCp7d2WOTNhNzj4+ZzhuPsO1ujOw9nxwfOnP1y5pN0f/duCimbvg5xz/DY2IGyxHgDohAFCALai8cnRYPDo3350c6q6zsZ3bR0r6fs8fjq5Oj8/OTjYXfY2s4/E8bxwAAAAgK24OJxO5RxeDAaDwfjicG9n/+js8ub+jMvLy7Oj/Z3h3uHcJ0WPT6fTgqfjweDicLhzdPbyHS7PjvZ39g7vPvh5fHG4N9y5PtblzP/+xeEWHm9eDa9U/vKdlg4bjS9OD/eGw539o6Ozy9sFXZd0drS/M2zyThvWc/OjfPkraW7O9778Je8c3ZRytn8zjnU6HtxaCV/8L00P1eDV97/F2gtgWuucjhr/5Br9ZOaVf3q4t7Ozf6v4m6gsXybXK25n/+jsbF77bY3Izf6kZ45zXWrz3976GVn959x+HgEAAADY3NZuy5y9lfDghwsGFb842Le+s8qbT8cHd0+uni598w7c/ByX/RgBoGIGCAHYhtld75aOos2eqjbcwL6LY2V9n8Fg8Ojx4ydPnz6bPFv8JKDZywtrP1cHAAAAgA1cHO7sn13O+cfLs6N75gDve5P9s1f/11sXfK7HFOce6eZ4w4YDQuPTvdnhpFfe6b4JxtvfvX+0pJzpOzUZTtusngizj6Fe/kjwi18dbXSLS+sLYMvGp3s7CxbM5dn+zpLpw+UrbumbNLPkJ3151Owg7WekjGMBAAAA0Nz2bst89OTZ1dX5ycnB7u7yF6/m4nBnOj74+yVbG96y8+2Geyou3Uhh5ue4wUYL7dUDAN0wQAjAFsye8TQYRZt9/kyTDew7OVbW92lqfLp3c1/Zwc9XOTMHAAAAoBUfzl6hmePybH/JuNG7b9/3JremzBaOKd7RaEDo3bcXTOt9YX7lN3eMNC1pWUWb1RPk8TsnDW84uXWHyzrzg60vgC1r8vsdXB69Pef3u3i69M6bbDZDOD7dW/6TvjzaefvdxS9pPyNlHAsAAACAFWz3lsJHjx4/efL02bNJgz0Cm4/I3Tz9bsXxwTt7Ks69+Hf78ta9uyfOVPvFj3F8cXq4tzec2ts7PL0YL/mRtVYPAHTEACEAW7bNR6a0days73Of8Xh8cbi3N5w9Sz1vcM4PAAAAQMvOjl5eodk9ODm/mnzh6ur84NZTnhfcizAYDC4vv3h688HLt7g6P9idmTIb3x1T3N09OL+aHm5ydXV+cvuASyftXh7z+qgrVn53v8Tdg5PZciaTq6ur8zsPul7ywOyN6olz64aThROEG80PdrAAtmz6+729Vl79/d77Qxyfvn1rPu7ugrvb/war5JVD3V2P0wPdLNn7dJCRIo4FAAAAwNqK2snu4lcNR+RuLj4dnD9beY+DR09+P/MMtqOd4d7h7JTfeHxxerg3nLm8tXvyzn3FXH0wvX78o29dnR7uDXf2j85mr9BdXp4d7e9cH6D7egCgKxMA6Nz5wfQ/PLsnV8tff3VzHjU4OI85Vtb3afDyWY2OBQAAAEBbZq4CTa/t3HeB5s7lnLsXgO5e7Zl/gej2AXfvP9r11OHiN3yl8jlXlpZUfvttFlzYuv0+ndWz5DrbJv+6/BLe7AsWXKhb9dLhvG/ebAE06qihBu9z9/c7p/Lbv95Xfzy3/n1u93dfuF5vd37Uc9bjKwv3lYO1lpEGP+f2jgUAAABA27Z5W+YKml5Jm3nd7Vet1Ne8Gx9fMfetGr/DF++z+Ee3eT0A0BU7EAIAs0/RubF7cH61+nN9AAAAAGjP7snV08f3XaB59OTZ7GjP4i2/Ds6fznuQ8czedYPBwfmz+482GDx6/PT2AX+5ZBe2uU+MXlz5nXrm1n3ncc7LrVlPrGZ7EG60/2BnC2C7dk9+Py8os8vk8oOr2/88/uO7N89Cn9/94M46Wav7uz/qOevx8dMl9xh1lpHgYwEAAACQwfj07ZvtBxdssTfzuoXXnZZ59OTZ5Or8YHfBtand3YPzq8ncOyHvu3Vygcuz/eHh/IvIm9cDAF0xQAgA3O/ybH9nONw7vCjpViAAAACAHtk9+f2CmwgevzMzsLNo7m332zvz/ml2PmjBzRz3HPCVUaxbFt/y8fjpzCja7cofP51cnZ+fHBzsLq/n0be+s/Df26gnWJMJwpnf4cHPV73ppKsFsGWLGl+0TGbmB5d2f6v/+eOcc83+qBevxyWzeB1lJPxYAAAAAFRvfLq3Mzs+OPf6dlvjg4PBYDy++NUvzy4XDAFeXr7/hz/OvQly/OH7d/6X3YPzq6ub7QGvrs5PDm5frzvbnz9CuGk9ANAZA4QAwGD84fu7u7sH124//ebybH9nb8EjcwAAAADoyLLt5B49+fnN3Nv7H8674WDB28zeG9Fg+OzWARcN2h38cMktH49/OL/yR48fP3n69FmbT2DeqJ5QyycIZ+cHl7X5iq4WwJYtbnzn2/Om8WbnB5vs3Tjz21h5fvL/t3fHWmojb5+AxXf+u3t272A32gAc+PgKxBWAd/dM5NSZCCGZzOFkTiCEbFJHkxiuAK7Ax4Gl69iNvo8N2t0tdYMkoCRA/TxRjxuq3iqV0LSOflRhqqsOVP6wH/x9+HPkJvoCAAAA4I4V04Nl8cHN5PGF8Ty9KD6YLYaDwXhVtYXgbjU79hBk7h5h9JAd3G+Xo37/ufR+fzRdbvdp4Uu/Vn8tDt1GvrweAGiOACEAEPWn2+12u3yw3e73+3Sd+9ac3Wo8PPgHLwAAAACNqRFpykWjztoQLv35/G3Qx7cpPNxhWWSxuq0LKs+ybLNZTCbD3nhV/erm62lWPrN3KEF4UX6wqQXQsnqlH5Ab/m426FXLPQB16uhPm+oLd/M7/Ry5j74AAAAAuFWbyYv0YHr0C6k2k8cbSSUZwzpeJBajOJmvS3YO3K3GvdeZvf50m6breZLEUZyst8vRsYL6020+Q3jgZm2QegCgOQKEAMAB/dGy+Afv7Ks/VgEAAADa9OFd5bMT+ZjR0UDT8Xbym6LV6C2qm2sKVXn0mE5aTCaT4XA4fAhxDQbj8WxV+S3OjdRzBbndEV8/lHJZfrCpBfAWnJgzPXWqj2+b+LrpEOfIDfYFAAAAwJ3IFsNefte9svRgyPjg52Jicb9dTkcHdg5cJ89vWo0PRPb6/dF0udzut1WbIea/7e3Vzdpw9QBAQ/517QIAgFvVn27XP5++OHr1z2Y5OvkhJAAAAAC6ZPA+jqKKqNDZG8LlZNnm6+dxmFBSiHquafRHEq0e7tHtvn3Pprmnai7LD56jzgLgcv13H6rmOeQ5UqXNvgAAAAC4I9lmUrxvVJoezBbDx6cRk/Xxl9Xq+Pu3517LGuuPlun8x9PWgJc9BZm7V/vwFWNPvV6nHgA4hR0IAWhB7uuSa30xc/rz6W+pk5/uCdVXV9s5Ue77zaPVP77tBgAAAKA19xt7O3Fvttc2k+FgEC6tdHE913Z0D8L284PciMDnyM30BQAAAEB9V3qk8Fm2GBbuG8XJuiQ9mN+jL1lX7fZX1XUurxfP/yxvrLBz4GVPQebm/CbqAYATCBAC0IL+uw9311dX2znVsb94AQAAAGjWbcbecs+YNCRbDEuzSnEcJ8l8vk7T/To5/rJOOZIgvEZ+sPkFcB3xPN2f5sInnCpkv36U/LLFc8T5CAAAAHCzrvVIYRRFUZQthr2nbfSi6GHrweWoZFPBfMZuNe4dN3667RntZoPnf5/kknb5MOSnj5VbGeb3UfjxKyt55ZlurR4AOECAEIA25FJoNb4wJffgS/Th3an71Ifqq6vtRFGWbRaTybA3XPjLEwAAAOB21XhuIJ8yOv1GWuEBk3pPKZTGmk5p61jluS+hjqIoiuI4mc/X6zRNH/Nd2+12uZxOR/36w21+Jpt2MEF4eX6wqQVwh5rO654+1Uc1co7cQF8AAAAAnKrNxzKLTU2GxfBg+daDN+DU3Rqbdmv1APAmCBAC0IaTHo/IP4RyxpMvofrqaDubSW8wGM9Wq13h28oBAAAAuDXVzw3kv7I5fj84vYuTn1LI7z93/BmT8yvffM09dpKs0/12u5xOR6N+/0A+qXaYrYWZbNroz/njoXq8qxdi/8GGFsC9yA2/8e/5zk919X3Z/IJ8oZlz5Pp9AQAAAHCyNh/LfG5nM+mNV8+3jeJkXbH14C3I7xCYvwG8mTxtcFhrP4Zj7YSqBwAaJEAIQCtOeDwi6GNPl/TVzXbyD8XUeFIl/4iIv1QBAAAAWlX1pdGFm0CfPp7xhEb+AZPVX5XPR2SLv56/o7rsGZNzKy88w7KueOikkLEqfzym+ZlsXP/jp6cE4c80yucH4/mf5z7u09QCuBO5SY12s6+V39GeLYa94XCyWGyyk9OGhb6q7suW5AebOkeu3RcAAAAAZ2jzscwHm8lg/HyPMIrnVwoPnvZ9Xce//OrE7/3K3yAtfMFaqHoAoEEChAC0ov6jGIXE2nmPPQXqq5vt5FupfCqm8AfvjT46BQAAANBd5ZGuy2+kRdHoj+Tp58oEVWE7svJnTOpXfu4+dlmhkSrN19O43H291T+bfH7wktt2TS2AO5EPUFYnKDdfZ7tot1vNZuPBYFIZN3zZV+H27ufaC/J8p50j99MXAAAAAI/afCwziqJsMcylB+Nkvd9O67fUn273tayf71nG8/T535e5bzTL39mrvLGZLT4fG/1J3zFWmMTi17qFqgcAGiRACEA7+tMvz3/WrcbDw89XbCb5vzCTLyf8edlAX91sp5AgjFbj4bFHVbLFcJB/IsgfqgAAAABt280Gk83BuzfFm0Dn37rJB8gebjkdvlmUFTusvHV3tPIXDR3fPa9k18BssxgWvue62uX1XF0hQbh4+obqC2/bNbUA7sToz3n+69YGR2+Wvng46pz9F198tduxU/tFR2XCniO30xcAAAAAdbX5WGYx9jZPt8tr3kqte2MzyjaTzyWPQRbu2pU9TbmZ9MpuyYeqBwCaI0AIQFuKz2Ksxr3hZJM9/ZGUZZvJsDde5f4yuuBZnVB9dbKdwk2DKNrNBsVmoizbLCbDXj49GMXzvzvxRBAAAADAvVmNB8PJouIm0AW3bkbL3Pc5R7vVeDA8dLNokO+w3q2715W/bujFsyrFDeFe3P2Knm9cjc/Z7OyMehqWH+7qr8WxJ0qeXp5LEM4eZ+Di50uaWwAXOHFmLunp0M3SRfXd0nPG35/+PS98t9vBU3tQvriDniMV89zo+QgAAABAEG09llmIDybrU7YebEbljc2HwVfeAS7eITx8g/ChmedXHbolH6oeAGhOvb2AASCE/F9IFQp7zxek+Ycsjr8sSF+dbWedxNXvr1kRAAAAAOGccPen7NZN/h5asg7c6eEGc40k83mdu0+HKk9rvbNOUWHqqZrKS357bOKTerdGS2o+VZAFUGfAF1aUn5ncKyomobKoE2+WXjTpNRd4fsm+rDncOVI9zyH7AgAAAKAhbTyWefqN6+oua4yn4s2nVnXsrtVp7QR5aLW0HgBohB0IAWjRaFn3+Yj1xfvdheqrm+2Mltvaj8XE8/T63xcEAAAA8PbE87TyeYM4yFc9j5bVPeWqWlZ+Q/W74lZrB9s5XHm/+p3Plaznz1X/+FWyS9359TRr8P5QVauf6ZHXv9guL8D+gw+CL4CLnTozFznlZumlC6U/rdFXsl5+LGsi3DlSNc/NnI8AAAAABNXCY5mbf1bVL2pf7ZFHURQn66N3Nk9op/RpylD1AEAjBAgBaFV/uk3X5X8jxfN0vxwFeO4lVF8dbWe03KZVz6rEyTrdSw8CAAAAXMtoWXIHJ07W6TbQEwb90XKfzgPeLOpPt8cflYiT+fHKS99ZrGT08Tn+tCvPlp1fT5OOxLNKwlejP/JBv0D5waiBBXBpPSfPzGXq3CwNdcqV9xUn1QnNcOdI9Tw3cz4CAAAAEFTTj2XeaH4wiqL+dFt9Y/Pxxl7J6Ou0EyfzddVeDKHqAYAGCBAC0Lb+aLrdp+l6nsRxftf7OE7m6zTsEyih+upoO/3R8lAzuXb8kQoAAABwXf3Rcpum6yR3+6apezf9aenNov2pHfan232x8t+l77fLGg9ZHCmkUEn/46enF6z+2TRVT4Menux5UVTZG/IJwnD5wd+1hF0Al1Zz4sxc3OFoud3v0/U8OTD+wBPweGO20NPDNNdcjMHOkRrz3Mz5CAAAAEBQbT6WeWOO3dg89TnIh3bW89c3wpLH+8i17g+GqgcAAuvt9/tr1wAAAAAAAEAURZtJb/z7y5zjedW3GfP2WCAAAAAAAADAiexACAAAAAAAAHdg88/q8cfki/QgAAAAAAAAUIMAIQAAAAAAANy+fH7wj9E1KwEAAAAAAADuhgAhAAAAAAAA3Lps8Zf8IAAAAAAAAHAqAUIAAAAAAAC4PVn29NNmMRzMdr//K57/KT8IAAAAAAAA1POvaxcAAAAAAAAAvLT5OhivDvx78mXab70YAAAAAAAA4E7ZgRAAAAAAAABuzuB9fOBfbT8IAAAAAAAAnEKAEAAAAAAAAG5O/92Hl/8UJ+ut7QcBAAAAAACAEwgQAgAAAAAAwO0ZvE/ip00I42S+TrdLuw8CAAAAAAAAJ+nt9/tr1wAA96HX6127BAAAAAAAAAAAAAAiUQgAqMkOhAAAAAAAAAAAAAAAAADQQQKEAAAAAAAAAAAAAAAAANBB/7p2AQBwf/5X1NKu9/+vnW7a7avNQf3ftjpypC7U2pH6j//SVk9RFP3XznUURdF/a6ujNgfVWl+tzV7U0eXnSN1FR5EPijvpKHKk7qSjyJG6k46iKPof/6etnlr7f+c2++rkHx8GdaGWBtXJ//UzqAt1b1Bm70IGdQmDupe+/IlzIYO6i46iKPrvrfX07/+5ta6if/9PbXXUxUH9h0HdSV//0dbsRR0d1L61QbW4/PZtTWBrsxcZ1IXaHFRrfbX4QdHeBBrUhdoaVK/Fc6q1CWxzUL1ODqrNVVFX73/+72uXAAB3xg6EAAAAAAAAAAAAAAAAANBBAoQAAAAAAAAAAAAAAAAA0EEChAAAAAAAAAAAAAAAAADQQQKEAAAAAAAAAAAAAAAAANBBAoQAAAAAAAAAAAAAAAAA0EEChAAAAAAAAAAAAAAAAADQQQKEAAAAAAAAAAAAAAAAANBBAoQAAAAAAAAAAAAAAAAA0EEChAAAAAAAAAAAAAAAAADQQQKEAAAAAAAAAAAAAAAAANBBAoQAAAAAAAAAAAAAAAAA0EEChAAAAAAAAAAAAAAAAADQQQKEAAAAAAAAAAAAAAAAANBBAoQAAAAAAAAAAAAAAAAA0EG9/X5/7RoA4D70er1rlwAAAAAAAAAAAABAJAoBADXZgRAAAAAAAAAAAAAAAAAAOkiAEAAAAAAAAAAAAAAAAAA6qGffXgAAAAAAAAAAAAAAAADoHjsQAgAAAAAAAAAAAAAAAEAHCRACAAAAAAAAAAAAAAAAQAcJEAIAAAAAAAAAAAAAAABABwkQAgAAAAAAAAAAAAAAAEAHCRACAAAAAAAAAAAAAAAAQAcJEAIAAAAAAAAAAAAAAABABwkQAgAAAAAAV5Qthr1Hk821q3mrNpOngzBcZNeupn3ZZrG4rcWXbRaT4fD53Oj1hsPhZHMPx+b2JhOa4OIFAAAAAADcDQFCAAAAAAAA3qpss5gMB+PZz2sX8izbTIaD8Wy12+1y/7rb7X78ulpN9dzgZAIAAAAAAMCb969rFwAAAAAAAABXkG0mn8erXfUL25Qtjtb04V2/5WJOcJOTCQAAAAAAANiBEAAAAAAAgLfp14+bC7xtvs6O1RS/H7RayolucDIBAAAAAAAAAUIAAAAAAAC4EdmvH7n/SuZpun+ynd7wBoQAAAAAAADAjRIgBAAAAAAAgJsTz/+c9mUGAQAAAAAAgIsIEAIAAAAAAMDN+fBOehAAAAAAAAC4lAAhAAAAAABQLtssJsPhsPdoOBxOFpus/vsfGsi9/6S3v6gk39JTLSe3li0mj82cXU3gqrLNYjEZDgsNPTR1WoHZy+N17iRl2eai417dwauJ6w2Hw+FkcVov4VZFEK/n/7r1/K6q3oIPtQjr1XT5gQu0hOr1FHJmXnwm9obDycFxH3hd/e4CL8WLLwSvxhL4A+VVb5d/LIS6eIUb+12dNQAAAAAAwO3YAwAAAAAAd2+dPN36j+dp2SvTefz00mR9vJ2H36XrJI6OiZPyrire/1BoeT25huYllURRFCfr48U8dxLP08Js5d5eMZTwVdVupXZbpYcrKlkbr9ZPWlJSrUFdVmjt8Z43/wcWQK1punhYR0+Zioqi0pPjQCEnL/jzF+E5kxngxAm0hKpdfHo+T9Dvuch/5r1qJN/z0ddVL9Hzl+KLmgNdCMrmME7WaX6wZ59/T2MP8bEc7OIVbOz3dNYAAAAAAAC3xg6EAAAAAADAEZvJYLzaHf31bjUbDBfHtyzaTIZl79+VvzsnWwwH41lJJVEU7Vbjms1tJuPV6399P6hTSfiq6rTy3NZkc/z3FdMdRVG0mw16ZU3kaiopqf5UH2++otA63YRdFRfLasx/tFvNBr1Jy9t8VS/4cIuwjgAHLtASqhZ+ZrLFcDA71t5uNX6st/R15R+ewZdigAtB2RzuVuPB5PvPOpVUC/SxEOriFWzs93TWAAAAAAAAN0iAEAAAAAAAOOTXYngod/TCbvb5cD8Ek0EAABIKSURBVNQgWwyrswq72eDzt4rXlAdpXjZXGXz49vnQqOJPH/u1ughc1WZSt5UHq/GRjFKt6f7dRMUcfftco6ajx71Stvhcf8hlyyvkqrhYRcSqIEAG7wTVCz7YIqwjxIELs4RqCD8z3ytbfKi3Rs+72deDnYVeim1cCKJoVSulWSXQx0Koi1ewsd/VWQMAAAAAANwkAUIAAAAAAOCA1ewxbRAn83Wa7n9L1/Mkzr9w9+3766TBy7BCHCf5NnKN7HaloYZXDRWKKTYVRdXBh8fu4mSdPg4oiU/NDwaq6uXWcC+b2adpuk7iwnSv/jkQ+Cmv5+UhO5Y8+v3b3eHjnq5rHPdqm6/5SuNknb4YcZ1iQ6+KC2UvI1bF5f56UNUpzmAqF3ywRVhHkAMXZAnVEH5mdrPZKtdW7gQt1Pvt8+N6evG5+eIUPNBZ+KUY+EJQGPerNi4T6GMh1MUr2Njv6qwBAAAAAABu1R4AAAAAALh76+Tp1n88T8temeayKsm6pJ3fja0PtZYWAi+veyw2c6Si9GVnr+sp9PMcgaoo6PWwivUeesUpQlVVHH9JTcXyqxs6/ZC9Ou7nNFJHvqPjIy7O8MtuQs1/1clwzphKCnoZ/zrcYZiS6i/4YIuwRuVhDlyIJVRHQ6fnkbZeHrFjVZd3FmwpNnIhqPOhcvbhauhj+fyLV6ix39dZAwAAAAAA3Co7EAIAAAAAAEfE87+no0Nb8/Wnf+eSBrufafHXm39ym2Al6+304PZ+/dHyQGomL/v+7WnTpGS9XR6s5XdB2+eExOqv8t3dkvVyVPb7CqGqejFLJTUVp/uVfEPxPD1cUMUhK4jnf1/eyEHZrx9PPyd/HB1xf/olieM4SebrNH25fBpaFWd7udqPFdQfLbf5GE9jBb1SsriCLcIawhy4EEuojqZmJp6nh9rqT78UI2lHPjeLr/vxq7CEmlqKIS4EJZ9M24rrQC0NfSyfffEKNfb7OmsAAAAAAICbJUAIAAAAAAAclnw5niDov/tw9H356ER5WK88epOLTsTzP6syf6M/n5rafftekoeJ3w8qmioVrKrRcp+u1/Mkiasbqj3dZYfs46c4iuNkPl+nBzNMtRopKaSG/NtLU0uj5Xa7XS6no/7LUhpaFWcrBoUqCsqVc1YA8yxlCz7UIqwh0IELsIRqaWhmjp9cg/eFvQWPpryKr8traikGuRCUtPE6PXm6UB8LoS5eocZ+Z2cNAAAAAABwswQIAQAAAACAg0o2KorKYiw1Nzt60P/46Wg7uejEp4/VcYZcU2V5mFptHRe0qv5oNF0ut/tL9nqqP9396Xa/3S6nFeGQc497Lfm372aD3nA4WWyyrH6yr6FVcbbC9JcFhX6Xk48Lrf7ZhC/olappCrEIawh24C5eQrU1MDMlYc5CFK9sl7hjkb2mlmIbF4LRH5clCEOtrmAXr0Bjv8OzBgAAAAAAuE0ChAAAAAAAwCFnb9SX/nyMPNRp4/gOVrl2drNBr9pg9vSGH7+aSka0WlWWZZvNYjIZ9sarY685bbqrBWnkqJeZm91uNRsPBoNer9cbTiaLTVWk5dZWxcnTn0/yNLdMA6qzCGsIduAuXkLBnDEzH97VyiKedRI2tBTP/UDIZd+qs3iXJghDra5AF69gY+/gWQMAAAAAAFzHv65dAAAAAAAA0Cn5vZfqxGUG7+Mo2lW+7DS7n2kUHe67ZoSnCSVVRVGUZVmafv/1z8+fP378iHa7enNy6nRfW3/69/xbLuWSs1utdqvVLIqiOJl/+fNj+UaJZyif/7OcPv39dx/Cr/cyJ62K8xZh04oH7jpLKMjMNJnOvYOlWKaR60AtudV1pYtXM2O/hbMGAAAAAAC4GQKEAAAAAADANd1UiuUasmzz9fN49WamoD/dptHwcJTlt91qNl7Nojief/l7OupYmuV6SakS97UI21xC9zUzp2l0KYbeGvUWHbt43eTY3/oHLwAAAAAAvHH/du0CAAAAAAAA3qzNZDgYdDSedFx/ut2n63kSl79st5uNB8NF1k5Rb9c9LsJ2ltA9zgwc44MXAAAAAADeLgFCAAAAAADgmrJfPypfE8/T/WmWo+Yrv7iqbDEsDSfFcZwk8/k6TffrpOHBtK4/mi63+/0+TdfzJD6eaNnNPh9JstzmqqiU253sFlxhEYY6cJcvoVLdPz0bXYqD909HZPczba6fl9r8WDh28Wpi7Hdy1gAAAAAAADdKgBAAAAAAAAip/+7D088/foVJILQaQKntwqqyxedZPr8Tx8l8vl6nafoYFNlut8vldDrq94+30sR0t6rfH02X2+3+d6TlQKZlN/u6OfTOW1gVp09/ncBse8IswhOFPnDnL6ESV5mZS9z5UgwWZrxkdV3p07TW2O/irAEAAAAAAG6WACEAAAAAALwpze9/lt996dv3qhBG9v3bkYJy7dxQNC5YVZuvuXxSsk732+1yOh2N+v0DgaSSqM8pm11li+FwOJksNtmtTGdBvz+a/s60pIU93XITfWur4uS9xvIn4Id3V86ehVqENbRz4OosoVpanJlQbmwp5sN4q3+qkmgXTmGo1RXo4hVs7Hd21gAAAAAAALdLgBAAAAAAALqlPDvSQtSl//FT/RDG8fxgsZ0aeyFli2FvOJwsmo3HhaoqfyCS9XJUGt8pzNKLUMcJWZXs+7fdbrdazcaDwXBxnWhIlm0Wi8lw2JuUltofLQtJludf3NiqKEz/X5WTmi3+Wj39R/LHqImS6gu2CGsId+AuXUJ1tDkzodzaUhz98Tz9VSm6kutALaFWV6iLV6ix39dZAwAAAAAA3DABQgAAAAAA6JiyBEthX62mFEMPn8uSLKX15AMx1YmYzdfZLtrtVrPZeDAoD0lcpP2qsvKjVsiqlNVTaOYqm99li+FgMJ7NVrtdjY25Dru1VZGf/sqIT+EQxO8HDdTTkIpFWEOYAxdiCYV1+cyEcmtLsfYnU7b4fOkUhvpYCHXxCjX2rp41AAAAAABA2wQIAQAAAACgAwbvn1IPx2MP2WI4Xh36RWj5EEa0mw0mm/PqGf05L7RzfNe8F001urVb+KpKIh3ZZjEcVBy1Ym7oyGxnm0lrM3RUYWGsxmW7IBb2RyukHW9tVeSnP1qNh0dWe5RtJsVyvkyvkOE86sJFWEOQAxdkCZ2m+ZkJ5daWYt1Ppovjg1G4j4VgF69AY7/XswYAAAAAALgxAoQAAAAAANABhYBAtJsNhpNN9hQSyLLNYjLsDVrbKKs//TuXeohW48FwsigWVKue/vRLLhET7WaDXrGhg0OL5382mo4LUlVxZ6lxr3DAck2Maxy0QsbkabbzTU2KMaemZ+io1+v0xcxFUZZlm8lwmJu7l9WGWxX5g7D6a3EkblVltFzn6tmtxoNh8Wg+lDMYr1pcpLWEXIQ1JjPMiRNiCZ00mItnpj23thSrPpleF3O+UB8LoS5eocZ+R2cNAAAAAABwy/YAAAAAAEAHpPm0Qolk/RwxSdYvW8nFT+J5Wre/1+3ULyiZP7/uYDvrpN7AyuquLPZkAaqqe8ReOTSCUxo7UEvA4149cwGGG2RVHC0mKZ+CAKM6PnNhlmrtVkIuwlqTGeLAhVlCJ0zhZZ3VPbkCvS7IUgz3gXDGPFb0WCLQx0Koi1ewsd/NWQMAAAAAANwsOxACAAAAAEAnvNg36bB4ni7b2lOoP91Wxx6S9fJjxUtGyxrtPIqT9Xbar/niSwSoqtYR+93AfD1/jn/8+HVoc7e69STrv1uZoWNGyxPDjgdXbKBVMXh/qI3Vz7R2gU/1pLUDOm2ehVVCLsJakxniwIVZQhWCnp5turGlWO+TKU6SU/Nth4S6WAS6eAUb+92cNQAAAAAAwM0SIAQAAAAAgI7oT7fp/HjKIE7maTvhuiej5TY9nnuIk7oZhfJ2nttbp9sWQw+XV9WfbiszHXGyTvfb6ejjczprdzjfVl1PnMzT/XJ0zfhgFD0Mu1auZr4uW7EhVsWRlNg5GbD+aLkvO/+eqtm3fBZWCLcI605mgAMXaAmVC3t6tujWluJoWXpliuJ5ul3+EbCzEBeLQBevYGO/l7MGAAAAAAC4UQKEAAAAAADQHf3pcrtP1/Mkjp9jAnEcJ+s03S6vEQnoj5bbfZquX1SUzNenFdQfLbf7fbqeJ4WWHkaXzNfpfr9tPxp3eVX96XafvjxiD++fF97f//jp6QWrfzYl9bxuLn6Y8P11lsAhTxM3T+LiyB+LTffb5bTqgAZYFf3p9mG+8m8+eTxPjR2c/6cDcI01WkOwRVh7MkMcuDBLqFzY07NNN7YUy65MwWOMoS4WgS5ewcZ+L2cNAAAAAABwi3r7/f7aNQAAAAAAAADwNm0mvfHq4cdkvW9xJ9kb8JbHDgAAAAAAtMQOhAAAAAAAAABcSfbrx+OP8fvBNStp31seOwAAAAAA0BYBQgAAAAAAAAACyhbD4XCyWGyyrOqlm6+z3ePPH971m62rDW957AAAAAAAwC0SIAQAAAAAAAAgrN1uNZuNB4PecHE8SJcthuPV0391ZhO+tzx2AAAAAADg5ggQAgAAAAAAABBQ/+On+PHn3WwwnCw2WWFDvizLNpPhcPC8A18UJV+mXdiE7y2PHQAAAAAAuEW9/X5/7RoAAAAAAAAA6JBsUUzIVUrW++WosXJa9ZbHDgAAAAAA3B47EAIAAAAAAAAQVH+6XSe1Xx3P0w4l6N7y2AEAAAAAgNsjQAgAAAAAAABAaKPlPp0nccWr4mS+TrfTfislteYtjx0AAAAAALgxvf1+f+0aAAAAAAAAAOimLNt8//rXtx/Rbrd7+sc4jj98+vLnx1G/0/G5tzx2AAAAAADgRggQAgAAAAAAAAAAAAAAAEAH/du1CwAAAAAAAAAAAAAAAAAAwhMgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA4SIAQAAAAAAAAAAAAAAACADhIgBAAAAAAAAAAAAAAAAIAOEiAEAAAAAAAAAAAAAAAAgA76/wJpxzAzw68MAAAAAElFTkSuQmCC" alt="plot of chunk unnamed-chunk-11" /></p>
<p>Right-click on image or click <a href="http://www.phytools.org/blog/fitgammaMk-trees.png">here</a> for full size.</p>
<p>(Keep in mind that by exponentiating these values I have a <strong>probability</strong>, not a log-probability.)</p>
<p>To get the <em>total</em> probability of our data under our model and given our input tree, we assume that each of these different arrangements of the rates across edges are equiprobable a priori and compute their sum, divided by the number of such arrangements that exist! I’ll take the log of that value</p>
<pre><code class="language-r">log(sum(lik)/length(lik))
</code></pre>
<pre><code>## [1] -3.136147
</code></pre>
<p>Appropriately, with <code>fitgammaMk</code> we get exactly the <em>same</em> log-likelihood (assuming we fix <strong>Q</strong> and \(\alpha\), of course).</p>
<pre><code class="language-r">obj<-fitgammaMk(tree,x,fixedQ=Q,nrates=nrates,
alpha.init=alpha,marginal=TRUE)
</code></pre>
<pre><code>## --
## Computing marginal scaled likelihoods (in parallel) of each
## rate on each edge. Caution: this is NOT fast....
## --
</code></pre>
<pre><code class="language-r">obj
</code></pre>
<pre><code>## Object of class "fitgammaMk".
##
## Fitted (or set) value of Q:
## 0 1
## 0 -1 1
## 1 1 -1
##
## Fitted (or set) value of alpha rate heterogeneity
## (with 4 rate categories): 0.2
##
## Fitted (or set) value of pi:
## 0 1
## 0.5 0.5
## due to treating the root prior as (a) flat.
##
## Log-likelihood: -3.136147
##
## Optimization method used was ""
</code></pre>
<p>This is good.</p>
<p>Finally, let’s visualize the estimated rates across edges under our model.</p>
<pre><code class="language-r">plot(obj,outline=TRUE,lwd=5)
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk unnamed-chunk-14" /></p>
<p>Cool. I hope that’s helpful.</p>
</div>
<div class="include-after">
</div>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/components/prism-core.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/npm/prismjs@1.29.0/plugins/autoloader/prism-autoloader.min.js" defer></script>
<script src="https://cdn.jsdelivr.net/combine/npm/katex/dist/katex.min.js,npm/katex/dist/contrib/auto-render.min.js,npm/@xiee/utils/js/render-katex.js" defer></script>
</body>
</html>
Liam Revellhttp://www.blogger.com/profile/04314686830842384151noreply@blogger.com0