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</head>
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<body>
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<h1 class="title toc-ignore">Hierarchical cluster analysis on famous
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data sets - enhanced with the <em>dendextend</em> package</h1>
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<h4 class="author">Tal Galili</h4>
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<h4 class="date">2024-11-15</h4>
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<div id="TOC">
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<ul>
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<li><a href="#introduction" id="toc-introduction">Introduction</a></li>
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<li><a href="#iris---edgar-andersons-iris-data" id="toc-iris---edgar-andersons-iris-data">iris - Edgar Anderson’s Iris
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Data</a>
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||
<ul>
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<li><a href="#background" id="toc-background">Background</a></li>
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<li><a href="#the-3-clusters-from-the-complete-method-vs-the-real-species-category" id="toc-the-3-clusters-from-the-complete-method-vs-the-real-species-category">The
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||
3 clusters from the “complete” method vs the real species
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category</a></li>
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<li><a href="#similaritydifference-between-various-clustering-algorithms" id="toc-similaritydifference-between-various-clustering-algorithms">Similarity/difference
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between various clustering algorithms</a></li>
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<li><a href="#clustering-prediction-of-the-3-species-classes" id="toc-clustering-prediction-of-the-3-species-classes">Clustering
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prediction of the 3 species classes</a></li>
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<li><a href="#conclusion" id="toc-conclusion">Conclusion</a></li>
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</ul></li>
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<li><a href="#khan---microarray-gene-expression-data-set-from-khan-et-al.-2001.-subset-of-306-genes." id="toc-khan---microarray-gene-expression-data-set-from-khan-et-al.-2001.-subset-of-306-genes.">khan
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||
- Microarray gene expression data set from Khan et al., 2001. Subset of
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306 genes.</a>
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<ul>
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||
<li><a href="#background-1" id="toc-background-1">Background</a></li>
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||
<li><a href="#comparing-the-train-vs-test-dendrograms" id="toc-comparing-the-train-vs-test-dendrograms">Comparing the train vs
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||
test dendrograms</a></li>
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||
<li><a href="#conclusion-1" id="toc-conclusion-1">Conclusion</a></li>
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||
</ul></li>
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||
<li><a href="#votes.repub---votes-for-republican-candidate-in-presidential-elections" id="toc-votes.repub---votes-for-republican-candidate-in-presidential-elections">votes.repub
|
||
- Votes for Republican Candidate in Presidential Elections</a>
|
||
<ul>
|
||
<li><a href="#background-2" id="toc-background-2">Background</a></li>
|
||
<li><a href="#heatmap" id="toc-heatmap">Heatmap</a></li>
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||
</ul></li>
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||
<li><a href="#animals---attributes-of-animals" id="toc-animals---attributes-of-animals">animals - Attributes of
|
||
Animals</a>
|
||
<ul>
|
||
<li><a href="#background-3" id="toc-background-3">Background</a></li>
|
||
<li><a href="#heatmap-1" id="toc-heatmap-1">Heatmap</a></li>
|
||
</ul></li>
|
||
</ul>
|
||
</div>
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||
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||
<!--
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%\VignetteEngine{knitr::rmarkdown}
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%\VignetteIndexEntry{Hierarchical cluster analysis on famous data sets - enhanced with the _dendextend_ package}
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-->
|
||
<div id="introduction" class="section level2">
|
||
<h2>Introduction</h2>
|
||
<p>This document demonstrates, on several famous data sets, how the
|
||
<em>dendextend</em> R package can be used to enhance Hierarchical
|
||
Cluster Analysis (through better visualization and sensitivity
|
||
analysis).</p>
|
||
</div>
|
||
<div id="iris---edgar-andersons-iris-data" class="section level2">
|
||
<h2>iris - Edgar Anderson’s Iris Data</h2>
|
||
<div id="background" class="section level3">
|
||
<h3>Background</h3>
|
||
<blockquote>
|
||
<p>The famous (Fisher’s or Anderson’s) iris data set gives the
|
||
measurements in centimeters of the variables sepal length and width and
|
||
petal length and width, respectively, for 50 flowers from each of 3
|
||
species of iris. The species are Iris setosa, versicolor, and virginica.
|
||
(from <code>?iris</code>)</p>
|
||
</blockquote>
|
||
<p>The <a href="https://en.wikipedia.org/wiki/Iris_flower_data_set">Iris
|
||
flower data set</a> is fun for learning supervised classification
|
||
algorithms, and is known as a difficult case for unsupervised learning.
|
||
This is easily seen through the following Scatter Plot Matrix
|
||
(SPLOM):</p>
|
||
<p>Define variables:</p>
|
||
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1" tabindex="-1"></a>iris <span class="ot"><-</span> datasets<span class="sc">::</span>iris</span>
|
||
<span id="cb1-2"><a href="#cb1-2" tabindex="-1"></a>iris2 <span class="ot"><-</span> iris[,<span class="sc">-</span><span class="dv">5</span>]</span>
|
||
<span id="cb1-3"><a href="#cb1-3" tabindex="-1"></a>species_labels <span class="ot"><-</span> iris[,<span class="dv">5</span>]</span>
|
||
<span id="cb1-4"><a href="#cb1-4" tabindex="-1"></a><span class="fu">library</span>(colorspace) <span class="co"># get nice colors</span></span>
|
||
<span id="cb1-5"><a href="#cb1-5" tabindex="-1"></a>species_col <span class="ot"><-</span> <span class="fu">rev</span>(<span class="fu">rainbow_hcl</span>(<span class="dv">3</span>))[<span class="fu">as.numeric</span>(species_labels)]</span></code></pre></div>
|
||
<p>SPLOM:</p>
|
||
<div class="sourceCode" id="cb2"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb2-1"><a href="#cb2-1" tabindex="-1"></a><span class="co"># Plot a SPLOM:</span></span>
|
||
<span id="cb2-2"><a href="#cb2-2" tabindex="-1"></a><span class="fu">pairs</span>(iris2, <span class="at">col =</span> species_col,</span>
|
||
<span id="cb2-3"><a href="#cb2-3" tabindex="-1"></a> <span class="at">lower.panel =</span> <span class="cn">NULL</span>,</span>
|
||
<span id="cb2-4"><a href="#cb2-4" tabindex="-1"></a> <span class="at">cex.labels=</span><span class="dv">2</span>, <span class="at">pch=</span><span class="dv">19</span>, <span class="at">cex =</span> <span class="fl">1.2</span>)</span>
|
||
<span id="cb2-5"><a href="#cb2-5" tabindex="-1"></a></span>
|
||
<span id="cb2-6"><a href="#cb2-6" tabindex="-1"></a><span class="co"># Add a legend</span></span>
|
||
<span id="cb2-7"><a href="#cb2-7" tabindex="-1"></a><span class="fu">par</span>(<span class="at">xpd =</span> <span class="cn">TRUE</span>)</span>
|
||
<span id="cb2-8"><a href="#cb2-8" tabindex="-1"></a><span class="fu">legend</span>(<span class="at">x =</span> <span class="fl">0.05</span>, <span class="at">y =</span> <span class="fl">0.4</span>, <span class="at">cex =</span> <span class="dv">2</span>,</span>
|
||
<span id="cb2-9"><a href="#cb2-9" tabindex="-1"></a> <span class="at">legend =</span> <span class="fu">as.character</span>(<span class="fu">levels</span>(species_labels)),</span>
|
||
<span id="cb2-10"><a href="#cb2-10" tabindex="-1"></a> <span class="at">fill =</span> <span class="fu">unique</span>(species_col))</span>
|
||
<span id="cb2-11"><a href="#cb2-11" tabindex="-1"></a><span class="fu">par</span>(<span class="at">xpd =</span> <span class="cn">NA</span>)</span></code></pre></div>
|
||
<p><img role="img" src="data:image/png;base64,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" /><!-- --></p>
|
||
<p>We can see that the <em>Setosa</em> species are distinctly different
|
||
from <em>Versicolor</em> and <em>Virginica</em> (they have lower petal
|
||
length and width). But <em>Versicolor</em> and <em>Virginica</em> cannot
|
||
easily be separated based on measurements of their sepal and petal
|
||
width/length.</p>
|
||
<p>The same conclusion can be made by looking at the parallel
|
||
coordinates plot of the data:</p>
|
||
<div class="sourceCode" id="cb3"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb3-1"><a href="#cb3-1" tabindex="-1"></a><span class="co"># http://blog.safaribooksonline.com/2014/03/31/mastering-parallel-coordinate-charts-r/</span></span>
|
||
<span id="cb3-2"><a href="#cb3-2" tabindex="-1"></a><span class="fu">par</span>(<span class="at">las =</span> <span class="dv">1</span>, <span class="at">mar =</span> <span class="fu">c</span>(<span class="fl">4.5</span>, <span class="dv">3</span>, <span class="dv">3</span>, <span class="dv">2</span>) <span class="sc">+</span> <span class="fl">0.1</span>, <span class="at">cex =</span> .<span class="dv">8</span>)</span>
|
||
<span id="cb3-3"><a href="#cb3-3" tabindex="-1"></a>MASS<span class="sc">::</span><span class="fu">parcoord</span>(iris2, <span class="at">col =</span> species_col, <span class="at">var.label =</span> <span class="cn">TRUE</span>, <span class="at">lwd =</span> <span class="dv">2</span>)</span>
|
||
<span id="cb3-4"><a href="#cb3-4" tabindex="-1"></a></span>
|
||
<span id="cb3-5"><a href="#cb3-5" tabindex="-1"></a><span class="co"># Add Title</span></span>
|
||
<span id="cb3-6"><a href="#cb3-6" tabindex="-1"></a><span class="fu">title</span>(<span class="st">"Parallel coordinates plot of the Iris data"</span>)</span>
|
||
<span id="cb3-7"><a href="#cb3-7" tabindex="-1"></a><span class="co"># Add a legend</span></span>
|
||
<span id="cb3-8"><a href="#cb3-8" tabindex="-1"></a><span class="fu">par</span>(<span class="at">xpd =</span> <span class="cn">TRUE</span>)</span>
|
||
<span id="cb3-9"><a href="#cb3-9" tabindex="-1"></a><span class="fu">legend</span>(<span class="at">x =</span> <span class="fl">1.75</span>, <span class="at">y =</span> <span class="sc">-</span>.<span class="dv">25</span>, <span class="at">cex =</span> <span class="dv">1</span>,</span>
|
||
<span id="cb3-10"><a href="#cb3-10" tabindex="-1"></a> <span class="at">legend =</span> <span class="fu">as.character</span>(<span class="fu">levels</span>(species_labels)),</span>
|
||
<span id="cb3-11"><a href="#cb3-11" tabindex="-1"></a> <span class="at">fill =</span> <span class="fu">unique</span>(species_col), <span class="at">horiz =</span> <span class="cn">TRUE</span>)</span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<div class="sourceCode" id="cb4"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb4-1"><a href="#cb4-1" tabindex="-1"></a><span class="fu">par</span>(<span class="at">xpd =</span> <span class="cn">NA</span>)</span></code></pre></div>
|
||
</div>
|
||
<div id="the-3-clusters-from-the-complete-method-vs-the-real-species-category" class="section level3">
|
||
<h3>The 3 clusters from the “complete” method vs the real species
|
||
category</h3>
|
||
<p>The default hierarchical clustering method in <code>hclust</code> is
|
||
“complete”. We can visualize the result of running it by turning the
|
||
object to a dendrogram and making several adjustments to the object,
|
||
such as: changing the labels, coloring the labels based on the real
|
||
species category, and coloring the branches based on cutting the tree
|
||
into three clusters.</p>
|
||
<div class="sourceCode" id="cb5"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb5-1"><a href="#cb5-1" tabindex="-1"></a>d_iris <span class="ot"><-</span> <span class="fu">dist</span>(iris2) <span class="co"># method="man" # is a bit better</span></span>
|
||
<span id="cb5-2"><a href="#cb5-2" tabindex="-1"></a>hc_iris <span class="ot"><-</span> <span class="fu">hclust</span>(d_iris, <span class="at">method =</span> <span class="st">"complete"</span>)</span>
|
||
<span id="cb5-3"><a href="#cb5-3" tabindex="-1"></a>iris_species <span class="ot"><-</span> <span class="fu">rev</span>(<span class="fu">levels</span>(iris[,<span class="dv">5</span>]))</span>
|
||
<span id="cb5-4"><a href="#cb5-4" tabindex="-1"></a></span>
|
||
<span id="cb5-5"><a href="#cb5-5" tabindex="-1"></a><span class="fu">library</span>(dendextend)</span>
|
||
<span id="cb5-6"><a href="#cb5-6" tabindex="-1"></a>dend <span class="ot"><-</span> <span class="fu">as.dendrogram</span>(hc_iris)</span>
|
||
<span id="cb5-7"><a href="#cb5-7" tabindex="-1"></a><span class="co"># order it the closest we can to the order of the observations:</span></span>
|
||
<span id="cb5-8"><a href="#cb5-8" tabindex="-1"></a>dend <span class="ot"><-</span> <span class="fu">rotate</span>(dend, <span class="dv">1</span><span class="sc">:</span><span class="dv">150</span>)</span>
|
||
<span id="cb5-9"><a href="#cb5-9" tabindex="-1"></a></span>
|
||
<span id="cb5-10"><a href="#cb5-10" tabindex="-1"></a><span class="co"># Color the branches based on the clusters:</span></span>
|
||
<span id="cb5-11"><a href="#cb5-11" tabindex="-1"></a>dend <span class="ot"><-</span> <span class="fu">color_branches</span>(dend, <span class="at">k=</span><span class="dv">3</span>) <span class="co">#, groupLabels=iris_species)</span></span>
|
||
<span id="cb5-12"><a href="#cb5-12" tabindex="-1"></a></span>
|
||
<span id="cb5-13"><a href="#cb5-13" tabindex="-1"></a><span class="co"># Manually match the labels, as much as possible, to the real classification of the flowers:</span></span>
|
||
<span id="cb5-14"><a href="#cb5-14" tabindex="-1"></a><span class="fu">labels_colors</span>(dend) <span class="ot"><-</span></span>
|
||
<span id="cb5-15"><a href="#cb5-15" tabindex="-1"></a> <span class="fu">rainbow_hcl</span>(<span class="dv">3</span>)[<span class="fu">sort_levels_values</span>(</span>
|
||
<span id="cb5-16"><a href="#cb5-16" tabindex="-1"></a> <span class="fu">as.numeric</span>(iris[,<span class="dv">5</span>])[<span class="fu">order.dendrogram</span>(dend)]</span>
|
||
<span id="cb5-17"><a href="#cb5-17" tabindex="-1"></a> )]</span>
|
||
<span id="cb5-18"><a href="#cb5-18" tabindex="-1"></a></span>
|
||
<span id="cb5-19"><a href="#cb5-19" tabindex="-1"></a><span class="co"># We shall add the flower type to the labels:</span></span>
|
||
<span id="cb5-20"><a href="#cb5-20" tabindex="-1"></a><span class="fu">labels</span>(dend) <span class="ot"><-</span> <span class="fu">paste</span>(<span class="fu">as.character</span>(iris[,<span class="dv">5</span>])[<span class="fu">order.dendrogram</span>(dend)],</span>
|
||
<span id="cb5-21"><a href="#cb5-21" tabindex="-1"></a> <span class="st">"("</span>,<span class="fu">labels</span>(dend),<span class="st">")"</span>, </span>
|
||
<span id="cb5-22"><a href="#cb5-22" tabindex="-1"></a> <span class="at">sep =</span> <span class="st">""</span>)</span>
|
||
<span id="cb5-23"><a href="#cb5-23" tabindex="-1"></a><span class="co"># We hang the dendrogram a bit:</span></span>
|
||
<span id="cb5-24"><a href="#cb5-24" tabindex="-1"></a>dend <span class="ot"><-</span> <span class="fu">hang.dendrogram</span>(dend,<span class="at">hang_height=</span><span class="fl">0.1</span>)</span>
|
||
<span id="cb5-25"><a href="#cb5-25" tabindex="-1"></a><span class="co"># reduce the size of the labels:</span></span>
|
||
<span id="cb5-26"><a href="#cb5-26" tabindex="-1"></a><span class="co"># dend <- assign_values_to_leaves_nodePar(dend, 0.5, "lab.cex")</span></span>
|
||
<span id="cb5-27"><a href="#cb5-27" tabindex="-1"></a>dend <span class="ot"><-</span> <span class="fu">set</span>(dend, <span class="st">"labels_cex"</span>, <span class="fl">0.5</span>)</span>
|
||
<span id="cb5-28"><a href="#cb5-28" tabindex="-1"></a><span class="co"># And plot:</span></span>
|
||
<span id="cb5-29"><a href="#cb5-29" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mar =</span> <span class="fu">c</span>(<span class="dv">3</span>,<span class="dv">3</span>,<span class="dv">3</span>,<span class="dv">7</span>))</span>
|
||
<span id="cb5-30"><a href="#cb5-30" tabindex="-1"></a><span class="fu">plot</span>(dend, </span>
|
||
<span id="cb5-31"><a href="#cb5-31" tabindex="-1"></a> <span class="at">main =</span> <span class="st">"Clustered Iris data set</span></span>
|
||
<span id="cb5-32"><a href="#cb5-32" tabindex="-1"></a><span class="st"> (the labels give the true flower species)"</span>, </span>
|
||
<span id="cb5-33"><a href="#cb5-33" tabindex="-1"></a> <span class="at">horiz =</span> <span class="cn">TRUE</span>, <span class="at">nodePar =</span> <span class="fu">list</span>(<span class="at">cex =</span> .<span class="dv">007</span>))</span>
|
||
<span id="cb5-34"><a href="#cb5-34" tabindex="-1"></a><span class="fu">legend</span>(<span class="st">"topleft"</span>, <span class="at">legend =</span> iris_species, <span class="at">fill =</span> <span class="fu">rainbow_hcl</span>(<span class="dv">3</span>))</span></code></pre></div>
|
||
<p><img role="img" src="data:image/png;base64,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" /><!-- --></p>
|
||
<div class="sourceCode" id="cb6"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb6-1"><a href="#cb6-1" tabindex="-1"></a><span class="do">#### BTW, notice that:</span></span>
|
||
<span id="cb6-2"><a href="#cb6-2" tabindex="-1"></a><span class="co"># labels(hc_iris) # no labels, because "iris" has no row names</span></span>
|
||
<span id="cb6-3"><a href="#cb6-3" tabindex="-1"></a><span class="co"># is.integer(labels(dend)) # this could cause problems...</span></span>
|
||
<span id="cb6-4"><a href="#cb6-4" tabindex="-1"></a><span class="co"># is.character(labels(dend)) # labels are no longer "integer"</span></span></code></pre></div>
|
||
<p>The same can be presented in a circular layout:</p>
|
||
<div class="sourceCode" id="cb7"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb7-1"><a href="#cb7-1" tabindex="-1"></a><span class="co"># Requires that the circlize package will be installed</span></span>
|
||
<span id="cb7-2"><a href="#cb7-2" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mar =</span> <span class="fu">rep</span>(<span class="dv">0</span>,<span class="dv">4</span>))</span>
|
||
<span id="cb7-3"><a href="#cb7-3" tabindex="-1"></a><span class="fu">circlize_dendrogram</span>(dend)</span></code></pre></div>
|
||
<pre><code>## Loading required namespace: circlize</code></pre>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>These visualizations easily demonstrates how the separation of the
|
||
hierarchical clustering is very good with the “Setosa” species, but
|
||
misses in labeling many “Versicolor” species as “Virginica”.</p>
|
||
<p>The hanging of the tree also helps to locate extreme observations.
|
||
For example, we can see that observation “virginica (107)” is not very
|
||
similar to the Versicolor species, but still, it is among them. Also,
|
||
“Versicolor (71)” is located too much “within” the group of Virginica
|
||
flowers.</p>
|
||
<p>We can also explore the data using a heatmap. The rows are ordered
|
||
based on the order of the hierarchical clustering (using the “complete”
|
||
method). The colored bar indicates the species category each row belongs
|
||
to. The color in the heatmap indicates the length of each measurement
|
||
(from light yellow to dark red).</p>
|
||
<p>In the heatmap we also see how the Setosa species has low petal
|
||
values (in light yellow), but it is very difficult to see any clear
|
||
distinction between the other two species.</p>
|
||
<div class="sourceCode" id="cb9"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb9-1"><a href="#cb9-1" tabindex="-1"></a>some_col_func <span class="ot"><-</span> <span class="cf">function</span>(n) <span class="fu">rev</span>(colorspace<span class="sc">::</span><span class="fu">heat_hcl</span>(n, <span class="at">c =</span> <span class="fu">c</span>(<span class="dv">80</span>, <span class="dv">30</span>), <span class="at">l =</span> <span class="fu">c</span>(<span class="dv">30</span>, <span class="dv">90</span>), <span class="at">power =</span> <span class="fu">c</span>(<span class="dv">1</span><span class="sc">/</span><span class="dv">5</span>, <span class="fl">1.5</span>)))</span>
|
||
<span id="cb9-2"><a href="#cb9-2" tabindex="-1"></a></span>
|
||
<span id="cb9-3"><a href="#cb9-3" tabindex="-1"></a><span class="co"># scaled_iris2 <- iris2 %>% as.matrix %>% scale</span></span>
|
||
<span id="cb9-4"><a href="#cb9-4" tabindex="-1"></a><span class="co"># library(gplots)</span></span>
|
||
<span id="cb9-5"><a href="#cb9-5" tabindex="-1"></a>gplots<span class="sc">::</span><span class="fu">heatmap.2</span>(<span class="fu">as.matrix</span>(iris2), </span>
|
||
<span id="cb9-6"><a href="#cb9-6" tabindex="-1"></a> <span class="at">main =</span> <span class="st">"Heatmap for the Iris data set"</span>,</span>
|
||
<span id="cb9-7"><a href="#cb9-7" tabindex="-1"></a> <span class="at">srtCol =</span> <span class="dv">20</span>,</span>
|
||
<span id="cb9-8"><a href="#cb9-8" tabindex="-1"></a> <span class="at">dendrogram =</span> <span class="st">"row"</span>,</span>
|
||
<span id="cb9-9"><a href="#cb9-9" tabindex="-1"></a> <span class="at">Rowv =</span> dend,</span>
|
||
<span id="cb9-10"><a href="#cb9-10" tabindex="-1"></a> <span class="at">Colv =</span> <span class="st">"NA"</span>, <span class="co"># this to make sure the columns are not ordered</span></span>
|
||
<span id="cb9-11"><a href="#cb9-11" tabindex="-1"></a> <span class="at">trace=</span><span class="st">"none"</span>, </span>
|
||
<span id="cb9-12"><a href="#cb9-12" tabindex="-1"></a> <span class="at">margins =</span><span class="fu">c</span>(<span class="dv">5</span>,<span class="fl">0.1</span>), </span>
|
||
<span id="cb9-13"><a href="#cb9-13" tabindex="-1"></a> <span class="at">key.xlab =</span> <span class="st">"Cm"</span>,</span>
|
||
<span id="cb9-14"><a href="#cb9-14" tabindex="-1"></a> <span class="at">denscol =</span> <span class="st">"grey"</span>,</span>
|
||
<span id="cb9-15"><a href="#cb9-15" tabindex="-1"></a> <span class="at">density.info =</span> <span class="st">"density"</span>,</span>
|
||
<span id="cb9-16"><a href="#cb9-16" tabindex="-1"></a> <span class="at">RowSideColors =</span> <span class="fu">rev</span>(<span class="fu">labels_colors</span>(dend)), <span class="co"># to add nice colored strips </span></span>
|
||
<span id="cb9-17"><a href="#cb9-17" tabindex="-1"></a> <span class="at">col =</span> some_col_func</span>
|
||
<span id="cb9-18"><a href="#cb9-18" tabindex="-1"></a> )</span></code></pre></div>
|
||
<p><img role="img" src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAqMAAAKjCAYAAAApnwZoAAAEDmlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPpu5syskzoPUpqaSDv41lLRsUtGE2uj+ZbNt3CyTbLRBkMns3Z1pJjPj/KRpKT4UQRDBqOCT4P9bwSchaqvtiy2itFCiBIMo+ND6R6HSFwnruTOzu5O4a73L3PnmnO9+595z7t4LkLgsW5beJQIsGq4t5dPis8fmxMQ6dMF90A190C0rjpUqlSYBG+PCv9rt7yDG3tf2t/f/Z+uuUEcBiN2F2Kw4yiLiZQD+FcWyXYAEQfvICddi+AnEO2ycIOISw7UAVxieD/Cyz5mRMohfRSwoqoz+xNuIB+cj9loEB3Pw2448NaitKSLLRck2q5pOI9O9g/t/tkXda8Tbg0+PszB9FN8DuPaXKnKW4YcQn1Xk3HSIry5ps8UQ/2W5aQnxIwBdu7yFcgrxPsRjVXu8HOh0qao30cArp9SZZxDfg3h1wTzKxu5E/LUxX5wKdX5SnAzmDx4A4OIqLbB69yMesE1pKojLjVdoNsfyiPi45hZmAn3uLWdpOtfQOaVmikEs7ovj8hFWpz7EV6mel0L9Xy23FMYlPYZenAx0yDB1/PX6dledmQjikjkXCxqMJS9WtfFCyH9XtSekEF+2dH+P4tzITduTygGfv58a5VCTH5PtXD7EFZiNyUDBhHnsFTBgE0SQIA9pfFtgo6cKGuhooeilaKH41eDs38Ip+f4At1Rq/sjr6NEwQqb/I/DQqsLvaFUjvAx+eWirddAJZnAj1DFJL0mSg/gcIpPkMBkhoyCSJ8lTZIxk0TpKDjXHliJzZPO50dR5ASNSnzeLvIvod0HG/mdkmOC0z8VKnzcQ2M/Yz2vKldduXjp9bleLu0ZWn7vWc+l0JGcaai10yNrUnXLP/8Jf59ewX+c3Wgz+B34Df+vbVrc16zTMVgp9um9bxEfzPU5kPqUtVWxhs6OiWTVW+gIfywB9uXi7CGcGW/zk98k/kmvJ95IfJn/j3uQ+4c5zn3Kfcd+AyF3gLnJfcl9xH3OfR2rUee80a+6vo7EK5mmXUdyfQlrYLTwoZIU9wsPCZEtP6BWGhAlhL3p2N6sTjRdduwbHsG9kq32sgBepc+xurLPW4T9URpYGJ3ym4+8zA05u44QjST8ZIoVtu3qE7fWmdn5LPdqvgcZz8Ww8BWJ8X3w0PhQ/wnCDGd+LvlHs8dRy6bLLDuKMaZ20tZrqisPJ5ONiCq8yKhYM5cCgKOu66Lsc0aYOtZdo5QCwezI4wm9J/v0X23mlZXOfBjj8Jzv3WrY5D+CsA9D7aMs2gGfjve8ArD6mePZSeCfEYt8CONWDw8FXTxrPqx/r9Vt4biXeANh8vV7/+/16ffMD1N8AuKD/A/8leAvFY9bLAAAAOGVYSWZNTQAqAAAACAABh2kABAAAAAEAAAAaAAAAAAACoAIABAAAAAEAAAKjoAMABAAAAAEAAAKjAAAAANgC0G8AAEAASURBVHgB7J0HYJvF+f+/2pb3yN57hwQSVggzQCGMMAOUtuzZP53sMkoLtJTZ0tD+KIXQUDaUQlsIu5CSsEkgC8heznK8be3/PWdeIdmSLdmSLb36Xivr1b333j33OeF8/dzdc5aQSmDqMoH6+npUVlZi2LBhsNvtHdYXDAbR0NAAt9udUPl4FUodFosF+fn54SJiiwyr5NlstnA+L0iABEiABEiABEgg0whYM82gbLNn27ZtOO6441BcXIzRo0ejvLwcDz74YIfdWLp0qX7mmWee6bBsewUOOOAAHHLIIeEif/zjH1FUVIQzzjgDgUAgnM8LEiABEiABEiABEshEAhSjXRyVuXPn4t1338X111+PF154ARMmTMDll1+O5cuXd7Hm5B9/4okn8KMf/QizZs3C888/D6fTmXwlfIIESIAESIAESIAEupEAxWgXYL/33ntYtGgRvve97+HWW2/FnDlz8Pjjj+P+++9HSUmJrnnx4sU46qij0LdvXxx22GH4+OOPY7YYr9z777+PiRMn4pprrsHAgQPxz3/+M+bzr7zyCs455xzMnDkTL774IvLy8nS5uro6nHvuuejXrx+mTp2Kl19+Wed///vfx7HHHhuu68orr9QeVlk+wEQCJEACJEACJEAC3UWAYrQLpFeuXKmfPvLII8O1jBgxApdddhkGDRqE9evX45hjjoEIwltuuQVVVVU4+uijsWPHjnB5uWivnKwJXbFiBf7xj3/gvPPOw/Tp06OelQ8bN27EqaeeCp/Ph0MPPTRq/egjjzyCZ599FnfddRemTJmiy8nSggMPPBAiYMWD6/V68dBDD2Hy5MmwWvmVaAOYGSRAAiRAAiRAAmkj0PFOm7Q1nf0VG15EWS8aK/3rX/9CbW0t/vCHP2C//fbD4MGDcfzxx2sRKMLPSO2VE1Er6eqrr8aFF15oPBL1vnPnTl2/rBW94447cPrpp2OvvfbSZZ5++mndrtgxdOhQNDU14fXXX8dZZ52Fn/3sZ5D7+++/P2pqaiDeUiYSIAESIAESIAES6E4CdIN1gbasD5UkU+lGEqG377776ul7v9+vs0UkSiosLNTv4omMTImUk2n+eEmm7xcuXIh58+bpIhdccEF485J4QWUj06ZNm7Tn9Nprr8Xw4cNRVlaGk046SYtR8ZyOGTMGshmKiQRIgARIgARIgAS6kwDFaBdoH3TQQXqd5e23346f/OQnePjhh/XmpS1btmjPpKwRlWnvG2+8UW9yuu222/RaTtlgFJkSKddeuChZD1paWoqxY8fqDUwfffQR7rnnHt2ELBOQ5QFnnnkmRo4ciSVLlmDIkCH6nkz7r1q1CrLxiV7RyBHhNQmQAAmQAAmQQHcRoBjtImnxKorge+CBB3DJJZfoTUYLFizQYZtkw9Df/vY3yEYnCb+0bNkyPPnkk9ozGdlsIuUklmgi6aabbtKbpW6++WZ89dVXenpf1rFKG7JJSTY4GWJUNlbJMgCPx0MxmghcliEBEiABEiABEkg5AQuD3qeGqUy9Nzc3axEaq8Zdu3ahV69esW5F5SVaLuqhBD7ImlBZJhAZBH/Pnj06FJV4VN9+++0EamEREiABEiABEiABEkgtAXpGU8RTYnrG28gkTSQiRJMpl6zZEmoqUojKNL6sNZWd/TfccEOy1bE8CZAACZAACZAACaSEAD2jKcGYfZVIOKkPPvhAr20dN25c9nWAFpMACZAACZAACZiCAMWoKYaRnSABEiABEiABEiCB7CTAafrsHDdaTQIkQAIkQAIkQAKmIMCg910YRgkgL4HvCwoKomqR3elGLFEJyeR2u6Pup/KDtC+nNEkb7YV/aq9Ned4I4O9wOMJHicozqai/vbZ5jwRIgARIgARIILcJ0DPahfE/+eSTYwaK/9WvfqU3M8mGpvz8fH39wx/+EPX19V1oLfajS5cu1fU/88wzusAXX3yh45rGLh07d5999gnbK6K2oqICjz76qC7cuv7YNbTkPv744/ro0fbK8B4JkAAJkAAJkAAJRBKgGI2kkeLrv/71rzqgvJyIJHFIr7nmmhS3AH3Ep5w/b5yeJG3997//TbodCe/0j3/8Q4tQOe1Jjh6trq5OuJ6NGzfi7LPPhpz4xEQCJEACJEACJEACiRLIWTH66quv4vDDD0efPn308Z1vvPGGZiYhj+REJDlVSYLDS7D4jz/+WN+T6exf//rXkCDyc+bM0ScbtQf6O9/5jj756N5779Xl/+///k9P39fV1eHcc8+FnJwk9b/88su6muXLl2PixIm4//77sffee+uA9Pfdd5++J0eG/vSnP4XsfB8/frw+aUmm0Ldv344777wTK1euxJ/+9Cd8/vnn2t5TTjlFB7I/9thjwyZK0HsJvm9MyYdvqAvjeNAf/OAHOni/tPfJJ59EFtHXixcvhgTLF8EqnAw2l156qb4v3KSfTCRAAiRAAiRAAiSQCIGcFKMixkTkidiUE5IkIPwtt9yieYm4E8+ihD76/e9/r08xuvXWW/U9OT1JTji67LLLMGPGDHz44YeJMNZlpkyZos+IX7duHcSTKSc33XXXXZD8U089VXsUZQ3qihUr8NBDD0HaHDZsGK666ipI/tNPP61FqnhYRRB/+umnWixKoH15Rvqw//77a5E4YMAAfO9738OBBx6IV155BSJyZQ2r1Dt58mR9RGlrw6XfImal3bvvvhsul0uXjSwnTOS0KRHTwkuOGT366KN1rFI5516SCFSxg4kESIAESIAESIAEEiGQkxuY5Lx4EXfiHX3xxRf1dLR4AiOTePgkUL1MX4tQk/TPf/5Tn1gkAlHSgw8+qN8T+aFOutLFAoGAbnvw4MGora3V0+wiNl9//XXt8ZRCcqzocccdp72c//vf/7To22uvvSB1yBnzIgB/+ctfYtq0afjss8/CzcvaT/H0ipAUz6icsPSzn/1MtycCUQRrvDPoN2zYgJ///Of6lCY5IlSEae/evbF58+Zw/f/617+0zX/4wx+w3377Qfpw/PHHa8ErIlWSiHTx9jKRAAmQAAmQAAmQQCIEctIzKtPtIphE0Mm0uAi91me/y7S1JNkpbwhJEY0i9Iwkm5MSTTJ9LjvVR44cqb2gIko3bdoEn8+Ha6+9Nuq8+vLycl2tsUtfPLmTJk3CwoULtUgVz+2RRx6JP/7xjzGbN+w1pt5FeIsndsyYMeG1pa0fFHHZ2NiovZwyPS9iuHUyBHtRUZG+JceLSjIiB+gP/EECOUhg9erVOOecc/DjH/+4Te9/8pOf6HurVq1qc68rGbt37+5wqVBX6u/KszKLdMIJJ+jfU8n80Z5om/I78euvvw4Xf/jhhzXj1157LZzX1QtZgiRj+otf/KLdqmTmScoZM2jtFk7i5mOPPabr/c9//pPEU8CXX36ZVPl0FG49Pulog3Wai0BOilGZbl6zZg1kfaRMkYtXsLWgEu9p6yS752W3ukyzyy9buW4vGRuCxDspXlVZ8yliVryIMsUtXk4Rp0uWLNFLBoy6WgtjyZ8/f772csq6Tzk5SY73FDHbOsmxpDt37tReVbl33nnnQf4RfOKJJ+J6RVvXEe+zTMELlxtvvBHvvvsubrvtNh0GatasWZB2Jck/ELKZiYkEcomAzJ7Ikh8jqkVk3+UPQblXWVkZmd2l67/85S8YPXo01q5d26V60vGwrF//7ne/CxFRIpjlj/9UJpkNmj59OoSBkWQtuzBOpeCX32NSp8yetZdk06aUM9b+t1c2mXvvv/++rrejf2eMOiVai/y+j9wnYNzrzvdY49Od7bOt7CSQddP0v/nNb/Dpsjdx/ImHaeJWq0VtyAkpkdTyLpkObEIo6Im6Lx+MMna/BwdMH4yrr74av/7VDRgxrAzr1m3H/AdOwcplK/RzzzxwMkKwYNe2FfAHQnhq3snIa/BiyIACnH/++RjYtwCTRpejeud6PH3PMcoGqV/icgLLl7T8ZXrFFVcoj6vaHFTkwuwZgzHB+T7+fsssjHE2odjh0d5Zt9OGo6YNxNt//D7WVdbptt/5+y/RsOh+vPfZVv35qRtOgUuVC9Vswt5T9tJ5o/sWo2L9m3j6xoX686t/uhl7XrkfJXWbsGj1Zhx6wL64efbe8Kup/RK3EzVNzfC89zx+f/q/oUyEt079VP+XxQNVmzeiafsW/Pbo/VWPW/KamgK63q31jfr92Vt+gYm9y3HiqCFYqH45P/fcc8i323HMoMF44ORT1UMh9MrLg0zhL3niSexXMgBqWML1GfVKZXLdVBtAUK2MsKgyIZVhvOvGVNP+w0ZjwT+f0x/5gwRIIJqAbIqUZTiZmGQNu8zOyB+vb775ZspNlD/yZc28bKTMhCTLpaSf4iDoySROFnFayF6DnkyZNj49yYJtJ04g68SoTIdN3WcsZsycGLeXzkCLgIpXwN5Yg5mPnoi6ei8K8h1apBpljz5sAP588wHGR7zx2Anha7k45hC1i35LNcqKv52ujyqgPhw8ZV/8/pJJrbMjPhdg9vgZqGvyId9lh00JaUkHjsrDd2cera+b93ix76ChuP74ofqz/Dhs1FT4/EEE1C961KuXTm6cMmnmN9fAvv2H4ceHDoRVIbApcVznCcCqJOeU/kWYNfhbm8OPqycfObZF4IYrURdKK+o0tjwfhx8xLXxr3KAKnK5eW7d7UajEaDgp1X3LmHFoCPhRZHegZpdhX7hE1EXtzqiPbT58vbNFmLe5wQwSMAEB8RrKMhtZky1LhWQqWJbiGOmdd97Ra73F4yfLYWQpkWwalCU88ke0MSsisy0ywyIC5M9//rOO0iHeUvljsbS0VNcra7uvu+467TWUEHCycdJYArR161a99n3RokV6tkYidVx++eU46KCDtCm/+93v9CyIzIbI7IosEZKNn7KJUjZDtk4yY3THHXfobPGQylS9bBaVGSDZvCmRNqRvMsNy6KGH4vrrrw/bInWLbTIDJWJTPIMSDk9mr4wkM0xihyTpo3CQ+MZGkmVPsslU+AormUmSNfZG6oi7US7Wuyytko2aEklE6hQ2M2fO1N5IicIi7GTdvqSPPvoI4jiRf6/kMBJhJeMnkVjipeeff16HAJSQerLmX9qLTCLwhd/bb7+tN6XKmIsg/9GPfqQ90P/v//0/XVy89MJdlg3IBtn2vkuR9RvXHdkujGWMhaVMx0uElptvvlmPY0fjY7TBdxJoTSBCTbS+Zf7PRYXOTnWyPSGaTIVFbkcyxXVZh92qPL9AM6I3XEVWVKrqbWj24+llW/HXD9W6VOXZ/cXhoyKLdPk6Soh+U5tVCVIRokwkkKsEZEpahElkan3YhYgpmca22Ww6hNtTTz2ll/GI+BLRIgJLNgbKGm3ZeCiCRgSFTNe+9dZbegmOrF+XJGvRZb23JNlg+N577+mDNiRsnKwxlw2QsrZdBORXX32lNzyKmJDIGpLOVSHmZJ2lePdEWIiwE5Eny21kI6OsH5d6Zf2k9ENErAhFeUbWSoogikwyZS0eOkkiquQ5WYsueeIplalvWcsueWKbCDARP1Lvli1bdFuSL15fWa5kiGZdofoh9RubKkVIt45oIqKof//+kHXtYqPwEnEugrwj7kYb8d6Fj7AQngsWLNDr/UXsybIoyZelV5KEr4hJ2aAqYlHyZf2niHP540L2DrROwvy0007T2fJHiQjJ1mJUxkwiuQwcOFCLewlHKO1KfSKS5YASSXICoLQjG1Y7+i7pByJ+JGK7/PEj4yaHo8hLQguKZ1iWj3U0PhFN8ZIEoggo3xmTWQkcMrwc1x42CvPnTsG0QT07hWRWxuwXCUQSEAEiUSkiXyIKIpN4NiX9+9//1mJKDscQcWlsgBHxIhuhZOOhiCkRFpKMmL6yNlE2I0qSKBwSis1IIpRkmlyEgQgwEZAibEW0vfTSS7qYrFGXJLZKLGQ5MU4Eoaz1E2ErYkaEZmSSyCIiJMW7KWveRUyKZ7B1Ek+txEmWNHv2bIhgFIEtPOR5WacvYlKupS1Z4ykexMgkdon9spa/9VS8xDM2opnIMigR2JFJPMgi+oSVeIFF0Bv97Yh7ZD3tXUvfxQaxU6KutE4iEkUEyiZZEWryWcZYPLat9yYYz8r6e0lSRv7AEM7yx0pkkmUA4gWVvokXWcZNkoydCHBZxy9J/vDYtWuX9lh29F3SD0T86Mh2+S6KEBXvsPRRxk/GWWyS/I7GJ6IpXpJAFIGc9oxGkTDhh35FeZAXEwmQQPcQkKnxefPmRTUm06fG+k6ZQhUxJl4/8XaKF1BEjSQRFZLE2ybiQqZBZZe2CA9JElO4oySHZRjRLqQOEQxHHHGEfkzEqSTZVCRJjisWQSeCVzZZilfVsKF1WzJ1Ln2TJB48iV+8bNky/bmjHzK9LFPLkmQJgAhmeUnfRHQa/dMF1A+Z6t53332Nj0m9y2ZKQ8TJlLgIUfHQJsI9mYbkhDpZPiEvEY+RSQSxsJJ+DR8+HKNGjdKCTYRaa0+vPCd8REBLEq+jJBF7Eic6cs3t3Llz9aEnsoFWllUY3FqPla7gmx/Jfpc6st34g0i828YfEeJNlSTfHcO7+03zfCOBhAnkvGc0ELShuqEXvD5XwtBYkARIgARiEXC73XoKXqbhjZcILyMZU68imGRaXgSgTL+LiJI1h5JEZMgaS5mSFSEloaEkxYrwoW9E/BAPppGMCBcSL1iSIdKM+1K3eA/F0ynCWLykxprH1m1FTi0boefaE0FGG/Iu09vibZUkcZCNZNjaere9kW+US+Y98lmjv9J+ItyTacdgGusZOXRE/siQne0iKmXJg2zsFE+pTGO3TmKbIegivysyBR6ZJASgiEupS5ZQnHXWWfp267GKfCbZ71JHthsc5Q8o+e7KS/jK97e1vZF28JoEOiLQLWJU/jqXOHDyH+Kjjz6KE088Ua+5kb8Iezp5/S58tXUKqur79rQpbJ8ESMDkBOQfe1kTKNPHsoFJptllCveiiy7Sm3ek+7LmVKbXxcMqG0JieZsMoWXE/m0PW6xQcVJe1hvK+k8RoeLVkg02kaIzss7I+J2Gl1NCSyWSxFbD0/nCCy+EH5G+SRJvbmQyRHRkXuS10XdDwEXei9fXRLhH1tPRdXs2ytIBWRZx9tln63Be4kGWzVoyRW9svoqsXzY4GWtvRcRKEoEX6RWV74N8L2R85I8X2axm/PFi1GVwifxOJPJdMp6X945sl++KJPmDRL678pLNd7IM41y1/liSYUes8dEF+IMEYhBI+zS9/EUs0wvyJT799NP1eeyyE1P+upNpI1nU3pOp2VuA/mXr0aTemUiABEgg3QRkDacICvl9KN4z2YEu4kXWfo4bN05P64oNIlwkLrEID0nyu1RekidT7JJkzWKsAyr0zQ5+GGJS1opKnEwRpMb61NbrXMVzKr+rhw4dGt69Lp7bRJNMz8uaRllrKYJrx44d+rNMW99www1R1bTn6ZOCRt9FTAuP1ssioiqL+NAR94iiHV7GE73yoAhH+eNC7JRoAeItl81ZkloLSJ2pfggfEXSydEFEqEyHG0s7pIx4TGXjkmwEk+gE4mE2psmNZR5GaCmJZyv1XXDBBQl9lwwb5L0j2+X7KV57+f6eccYZ+o8M+fdcPKZis3iMOzs+kXbwOvcIpN0zKsHl5a/CX/7yl/ovfPmPVKYaJOSGHMfZ08njc8PlaILX7+5pU9g+CZBADhCQ34UXX3yxnr4VASIzR7JhSTb/SJJNKrLOU0SJiBMJ/STrByUZm3FEaIhok01Jnf09Kjv1f/jDH+rNU9KO1C1tR7ajP6gfYp+sdRXRKl5BEYAS0ifRJMJbRLcIYNk5LsJU/h2Q9aqyrjKZJDNrEi1AvHgy49Z6mj9eXR1xj/dcsvni6ZWd79JXCU0lwlB23EvYqngB6YW7rN+V2ULxlBthuYy2Zaxlw5jUKeJPogaI0JV8WXcrYlC8v/KHiXhG5Q8YOYkpke+S0Ya8J2K7rBcWT7cc8CB/XIhXd/78+frobKmjs+MjzzLlLgGL+vKnda5cqpdfWuLKN84vl1++8h+oCFIRqskkmQoYM7EQc888Mu5jzsCHce/JDYkzaqRNu0ajJH8Xtu1RC837L1WxOVVst9p643bM91BdS1iVmDe/yfTvab+Mt7plDVW8OiTOaHupeU/80E7yXEMH9+t3q4j37aTaPdEx7loXre3g+Q7jjG5pv/6vD+yHp97r+T9WWvebn0kgVQREQIjHTGaIYnnaZEe0eMQi1xFGti0eMfFkiQjpShLvonhCI9dzGvXJhhoJPSWbZuR3r/zuFiEYbzrfeK69d+mXTOUaRy63VzbePRFcIo5l7aRMcyeTOuKeTF0dla2rq9PrfsWr2ZHHV+oSYS2vWGNhtCX9ljGPV598p8Q7aWxkk+c6+i4ZdUe+d2S7fPckskAsW7syPpE28Dp3CCT3X3EnuMgvWZlOMXYLShXyS1SCMM+YMaMTNab2EZ/fCafdA7vNqwLKO2FTpyMxkQAJkEC6CYggkzA88VLkZpxYZURwGFOise4nmifT/rEERaznjR35se4lmtdRvxKpJ3KdZSLlI8t0xD2ybFevRRBGisKO6pNlC7F23Ec+JwK8vSTCt3XqDPOObDeiCbRuSz53ZXxi1cc88xNIuxgVhLKWRXZtGkmmnTpK4lGNPHvYKC9TD2W9k5vWMZ6N9e4POJQQ9cEhYjTgRB4oRmNxYh4JkEDuERDBIZtV2tuwk3tU2GMSIIFUE+gWMRrLaFk/JNMAsoY0Xoo1FSSe1lhTWvHqaC9fFigEgvawGBVhykQCJEACJNBCQNY+Gqc1kQkJkAAJpItAj4lRWT8q4SviJRGcstO0dZK4ab16F7bO7tRnEaJ6jah62qa8o4EgxWinQPIhEiABEiABEiABEugkgW4RoxKOQnZfytFhEntMwoNIuCcJlNuTSTyhIkIl2a0+taOepxX15HiwbRIgARIgARIggdwjkHYxKrvt5syZo+PhyQ56WXskcdDkLF7ZxSnn2vZU0lP0SoRKstn88HvoGe2psWC7JEACJEACJEACuUkg7XFGN2zYgJkzZ+r4ZxJPTnb6TZs2Te+mN2Lm9RR6v5qWt1lbQiTJu4hTJhIgARIgARIgARIgge4jkHb1JSc2rFixAnfeeac+Bk/CiIhnVKbtFyxY0H09jdFSIKDWjCqPqCSZpqcYjQGJWSRAAiRAAiRAAiSQRgJpF6OyEWnhwoX6CLlFixbpGKPiHZUTG0aMGJHGrnVcdTBkUyI00jPKafqOqbEECZAACZAACZAACaSOQNrFqJgq60Tl9I5MS7KByaEC3kvSa0aVp5SJBEiABEiABEiABEig+wikfc1o93Ul+ZZaQju1eEatlpCKXxpCMGRJvqIOnvCiEA2W3h2U4m0SIAESIAESIAESyD0COS1GZZre2MAkQ683MaXBO7rWcSS+cp6IIGy59w1jj0mABEiABEiABEigHQI5LUb1BiZrIIxHAuCnehOT8rfCZylERWAVGi0V4bZ4QQIkQAIkQAIkQAIkAOS2GA3G8IymOLyTx1KM4uBG5Ad3wmMp5XeOBEiABEiABEiABEgggkBOi9FgyA6rJdIzmvrwTl5LEVyhWjhDdUqMFkeg5yUJkAAJkAAJkAAJkEBOi9GAeEa/iTMqXwVrGqbpvSjSQlTEqFdN1zORAAmQAAmQAAmQAAl8SyBnxWgoBIRCVuUZVRffJFkzGlQCNZXJaymAI9QIBxrV2tH8VFbNukiABEiABEiABEgg6wlkbGDNYDCIww47rA3g1atXI2jdt01+shmyUcn6TcB741m9m17tsFd7jlKWRIA60aAW56q99CEf/HDBjpbYpilrhBWRAAmQAAmQAAmQQJYSyFgxarVa8cYbb7TBesEFF2DsuKI2+clmiAdUPKGRScSoz6u8lymk4re4YQ816WbsaNLeUXuIYjSSO69JgARIgARIgARyl0AKZVfqITocbY/nFJEqR4x2NQVaxRiV+lId2kniioaUT9QGnzbXEWpQnlG3ut6jP/MHCZAACZAACZAACeQ6gZxdMxqUafqInfTyRZBp+1TGGfUp4Wl4RaV+e6hZeUZFjDKRAAmQAAmQAAmQAAkIgZwVo7KTXnbPRya7EqNyKlOqkt+SpzYvtUzRS52yiUmm7ZlIgARIgARIgARIgARaCOSsGG05CjRajIpn1B9ouzSgs18Wv9q8ZEdz+HHtGdXT9OEsXpAACZAACZAACZBAThPIWTGqY4wq8RmZUh3ayY+86Gl6tYGJntFI4rwmARIgARIgARLIdQI5K0ZlN73VEowafy1GVezRVCWZpm/tGaUYTRVd1kMCJEACJEACJGAGAqlTXllGQ6bpW68ZlS5Inj9F59O39Yx6Jdqo2mHf9WgAWYab5pIACZAACZAACZBATAI5K0Z10HtL9DS9EGoJfJ+adaMtMUa/XTMq9TtkRz14EpOwYCIBEiABEiABEiCBbhGjH3zwAS688ELcfffd8PtbBOCHH36Ixx57rMdGIBhU8T9b7aYXY1p21Kcm/GrLNP23u+l1/epoUMlnIgESIAESIAESIAES6IbQToFAANdeey1+8IMfYMeOHZg7dy4kb+fOnVizZk2nx6B6N9Q58p1+XMcTjT1Nr3bUB7vuGQ22HACqJuWjva/GKUydt5xPkgAJkAAJkAAJkIB5CKTdMyqCc/r06TjkkENwxx134IADDsDFF1+MUCjUeYrq0S0bLNi+pfNV6NBOrYLeS23iGQ2Eui5G5aQlCeXUOjmUZ7S7p+kD+WWtzeBnEiABEiABEiABEsgIAmkXo2PGjMHixYvx9NNP6w5fffXVGDhwIG6++eZOA1COVbgLQvC1nLLZqXpiBb2Ximw2OYUpBWJUAt6rUE6tk+T5VPzR7kqBwl6oP+wS+MsGdVeTbIcESIAESIAESIAEEiaQmsWRHTT30ksvYdGiReFSv/rVrzB27FjEOns+XKidi4Ca+c4vAJoaoDysUGfVt1M4zq2WoPfRU+hS1G71pcYzqk5aiu0ZVefTW4fEsSr12c2jZ8Kx8TP4e4+Afc/m1DfAGkmABEiABEiABEigCwRSKkZl6t0SQxmWlpbi+OOPjzLz7LPPjvoc68OmTZvaZDc0NKC52QWbstyuHJh+5R11ONsU6zCjJc5o9AlM8pCcwuQJdqLCVi22hHVqbJUru+kb1DS9UtLdlexOuL58B83jjuiuFtkOCZAACZAACZAACSRMIKVi9J577kFtbS1OOukk7L333u0a8eSTT6Kurg4XXXRRzHJBtTvp5z//eZt7sgvf5Z6qxagIUvGSJitGxZsaUsHtrVZ10SrZbeIZ7bpY9CnPqCtU26p2JaDhRcDi0PFGrWgrhts80IWMoKtQAfLB1lClVLaKb2p3weL3dKFGPkoCJEACJEACJEACqSWQUjEq4vGjjz7CFVdcgSlTpuC0007D4YcfHtPiY445Ru2Gj78d3mq1hteZRlZw7rnnYsDgQtjFM6pe/k7oOR1jtNVRoEYbsoHJnyLPaEFou1Ft1LszVA+frRCuQE1Ufqo/BAsrlBDdo6u1NlUj6C6GrW5nqpthfSRAAiRAAiRAAiTQaQIpFaO//vWv0b9/f7z88ssoKirCU089pQ1bv3495s2bh1WrVqlNRz4MHTpUh3iaNWtWpwwPKgGqHH36JZ7RZJOsFxXRGSvZlGfUH0rBNL3apOQItd3AJG06ZareVpx+MZpfCqt4RVWyNNUhmFdEMapp8AcJkAAJkAAJkECmEEiZGJXp+X322QczZ85EVVWV3kF/xhlnoLGxEXPmzMHtt9+Oyy+/HE6nE5WVlbjtttvg8Xgwe/bspFmElEPVpsSovDojRmUnvaXVufSGEXqaPkW76SWmaKzkVNP3PltRrFspzQsqMWrfuU7XafU2IKTEKBMJkAAJkAAJkAAJZBKBlInRZ599Fq+++io+/fRTNX1ux1lnnaX7uWHDBi1QjzvuuHC/JbTTddddB9ll3xkxGlRLPbUYVdZ724byDLcT70Km6eXYz1jJapFNWCEdFD9emVjPReYFlOc1pILetw54b5RxherQaBtgfEzbe9BdAmtjta7f0lyPQHGftLXFikmABEiABEiABEigMwRSIkbF+9mrVy/tGZVTliRt27ZNT8ePGzcOK1aswJ133olJkybB5XJpz6hM2y9YsKAzNkM8o2pJaYtntBNrRvVO+hhHgRrG2K0ePVUfT0wa5eK9+0MqxqgKbh8vuULV8NomxLudknwlqfW0vKW5TtdnEc+obGhiIgESIAESIAESIIEMIpASMZqfn48TTzxRn65UXFysPaT77ruv7qaEelq4cCEef/xxHWtUpvPFMzp//nyMGDGiUyjEMxpeM9oZMao8l+15PR1KjPoCeXDZ4gvK9gz3hvJVjNHYU/TynAPNCFnUXnqLClEVSs/u9pC7CFYlRC3KRyvJ6lFi1Nl9wfZ1o/xBAiRAAiRAAiRAAh0QSIkYNdqQdaGyOamwsBB///vf9Xn0ck/WiZ577rlGsZS8G55R2cyUbGqZpo//oMPaDF8XNjFpzyjaF7Iu/2402ytQ4NuarPkJlddT9E3f7ta3eBsRdMUPWRUcvx+QVwDrp28lVD8LkQAJkAAJkAAJkEAqCKT0OFDxgi5dulR7PiXQfbqS9ZsTl8Q7KkeDJptkA1NHnlFvwJ1steHy4hltb5peCuaJGHX0Cj+T6ougu1TtoP82zqlFVLta3xCytT3qNJRfjND0IxEaMQmhgSNTbQrrIwESIAESIAESIIG4BFLqGb3ppptQX69iaKrwTUOGpO/IS+OQJ9nE1BnPaFBtYLLb40+jO61NqPV1Xij6Qm4UhrbFhS438nw7sLNAeSPTlHRM0ZpoG1qm6t1KpKpjqyJSqP9QWD58FZY9OxAaPAaWLWsi7vKSBEiABEiABEiABNJHIKVi9IYbbkB5ebnaWGTDCSecgGnTpqXFcrXcUicRpfKS2PkybZ9o6sgz6lRrRT3N8ae0O2qnxTPa0G4xCXgfsLrgV+tG7WlYNxrML4Fj28ooGyy+ZgTVulFrhMdUF+g1EJavPgWqdyI0+SCExOWc5tOhogzjBxIgARIgARIggZwlkFIxOnnyZJxzzjlwuzs/xZ3ISBieUSlr+cY7mpwYldBO8ef3ZeOSbGCSY0Mj20rENnlGi9EO1oxKXW7lHW1y9EWRd2MiVSdVRqbpW4tOvaPeET02IdXBUHG58oruhEVN41uUIEVZH2D35qTaY2ESIAESIAESIAES6AyBJPyJHVcvU/TXXHMNrrzySixZsqTjBzpZIlIg2lQP2jlVNGYL7cUZlQckzqjD1gxPIPnd5zJFb7c0qyijyl3bQXL7d6h1o707KJX87YCjABZfEyzB6Fiq4hlts6O+uAKW+hotRHVL4h0t75d8o3yCBEiABEiABEiABDpBIKViVM6hlzBPBx98MMaPH98JcxJ7JNIL2plNTC1xRqOFWuuW3bY6NAWKW2d3+NkTKoDL0v4UvVFJnm+n2lHf+bWpRj2t3/15yiva2HImfeQ9Y81oZB6UGEXNrnCWrBtFaeoFcrgBXpAACZAACZAACZBABIGUitHXXnsNvXv3hsQYff755yOaSe1llGdUpuk7dkJGGeDXJzDFn6aXwvmOGjT5SqKeS+SDJ1SkxGh9IkXhCKrYnxa7Xjea0AMJFgrklakz6VtOXop8pMUzGr0WNlRcBktdhHAVz2iJEqhMJEACJEACJEACJNANBFK6ZlQ2Lr333nv6hCVZO9qVFFKLL3/729+2qWLZsmVwF40J54uXNNkd9bKbvr3QTlJ5gX0PdjQOD7eT6EVzsAjFtu2JFofEG/WoeKP2FMYb9bvLYNu9to0NOtaoM3rNKIrKgS3flrUE/LB41BR/UQlCdd/GKW1TGTNIgARIgARIgARIIAUEUipGzz//fOy99956F31ZWVmXzJOYpRMnTmxTh3hfi4pc4fxkp+kDASuslkCHG5McNg/sVi+a/IVw2xPzdIpRTaFS9LV+GbavowuXfw+89tKUBr/3uyvgqPugTdMWT6NaMxotRkOFJcozWhVdVnlHrRW9EaAYjebCTyRAAiRAAiRAAiknkDIxKjFG5ahPmaZ/+OGH8cADD6Crge/liNHWSab/S8u+PWNdxKicVZ9okvWiNlv760WNugodu1Hn7R1XjAZDVtQG+6HEulWLW09QbRxSx2861AamxFpQp1MFqlHrGmU02eX3oF1FAVCxr6zqLPrWSTyjIee30/ShPLVBy+eFeEMjk6V6lxKjfRBY/3VkNq9JgARIgARIgARIIOUEUiJGm5uV+PL7cd9992kDP/74Y7z88ss466yzUm5w6wplml7pqYSTP9D+6UuRFRU7d2FL/Xj0yV8Xma2vQyELljcfp/bM25T4bMI412uoCgxBkTXxKXqpyOmvgbcgdadVeQv6wtGgNiHFSCKULX61o14JVkjoqUJ1SlN927WlqN4B67jRMWpgFgmQAAmQAAmQAAmklkBKxGhjYyPy8vKwe/dubZ1VKcS6urrUWhqnNjmFydP+XqSoJwOBjteLGg/kqen5oArS5FFHg7ps0Sc27fSP1BuVxuS9hUrfOHzSdKZ+bIr7OePxhN7tISUOlT81YHHCFkpCVcep3VfYH876bXFD1ls8DQiqM+hFjIZkvWhD23WhsqHJkq+8zw5ncko/jk3MJgESIAESIAESIIF4BFIiRiXIvdfrxb333htu56STTgpfp/NCb2BKZppeeUbttujjMNuzr8ixC/W+ciVGt0QVqw4MwlDn+zqvn2OV2rRUqcWpzRI95R31UJwPTnUak9dWArd/Z5wSiWWH1AkA3uJBKKj8FNHS+dvndXgnlyxzUG3JetGqym9vRlwFdmyDte8ABDevj8jlJQmQAAmQAAmQAAmklkDKxOitt96aWssSrE3WjCYT2smvPaOJi9FC527sahqKirxvxWhDoBxOSyNcVjXV/U3Kt8aY7jZudvDuDNTCZyvukhhVBz+hZtgRsDdVwRrwxG3R0lynPKNFLfeL1CazDatilg1u2wzboKEUozHpMJMESIAESIAESCBVBFIaZzRVRiVTj3hGA0lN0yfnGS2wV6tp+gJIbFIj1Qb7ak+o8bmr745AnfKMJh9g32g34CzCtgOvRHPFKBRtfNfIjvluba7VYlQfA6o8o2i9k/6bpwLrv9LhneBUU/VMJEACJEACJEACJJAmAlkvRmXNaDJxRv1+WTOauGdUAuwXOqrUrvqWk5Lk7Pm6gDpPPolYoh2NXcs0fefEaMCej+3TLkHp16+g70d/gjXYft+sjTUIupUIVetFLQ216hhQ8anGSCo/uHkDCi69Braho8IFLCVlcB13OlRIgnAeL0iABEiABEiABEigswS+dfd1toYefk5P0yfhGZVperuzfcHWukvFzp3Y3TwIZXmVev2oU03POyzxp8JbP9/RZxGjMk3fmdRcMRqFmxcjf+cXCT0ux4QGi3qp8+f7AlXt7/z3r1yq4mapUFX7zoTz8GN1qCfbyLEI7tqB8u+fjapHF+j7CTXMQiRAAiRAAiRAAiQQg0DWi1HxXMpL1o3KlH1HKaA8o8lsYJL6JN5oZcNoNPiKlSgdjFLbxo6aSeq+NeSHvPwWN+yheFuPYlfpKRmC4g3vxL4ZI9ei3MiBInX2/EEnwvr64zFKRGf5Vy2DvKy9+sLafxC8S94GmptgPfxkOIcMhndDallEt85PJEACJEACJEACZieQgHzLfATJnMLk9zvUyUrJeUZF7A4r+QQrqmbBF8xDsTX2DvSukHKoTUxeu5o+TyLJWlElwWH3tA3P1F41BR//A9i+AZbtiQvJ4K7t8H/+sRaiUneTOpbVOXJke83wHgmQAAmQAAmQAAl0SCDtntGNGzdi/vz5MQ059NBDIa+upvBUvaP9mmR5pASrtyd4AlNkbXaLF+PK/osiZ5U6sz2JWFKRlbRz7QqoY0FVeKd8X+JC11fQRwW4T7y80bx993pYv1pnfOzUu3f9ehQccECLWzreutNO1cyHSIAESIAESIAEcolA2sVonz59sHLlSjWNHsTpp6uNLxFJjg5NRdKbmBLQh+IVTfQo0NZ2iXdUhGi6kpzEVO8alFT1ctqSs35rUs8YheNuXDIKdPAe8vrgr6qCo38/+LZu66A0b5MACZAACZAACZBAbAJpF6NyMpN4RmfNmoWjjjoKJSXJTUXHNjs6N9HwTj6ZorcnH5Q+urX0fHIFqlBl2yupyv3KM1qwY1lSz6SysG/TJjgGD6YYTSVU1kUCJEACJEACOUagW9aMulwuLFq0KC1CVMYr0fBOEtbJ4UhuvWh3fR/swSZI7E+/1Z1QkwG7W5e3eesTKp+OQrJ5yTV8WDqqZp0kQAIkQAIkQAI5QiDtntF4HJ988kl9fv1FF10Us4hM68+YMaPNvTVr1qhz3PeLyreqXiQSa9TnE89oZopR6ZDbtx1NDhXD1LM+qn+xPvjze8HRuCvWrW7LC1RXQ6br7X37wr+9/TBR3WYUGyIBEiABEiABEsgqAj0mRo855hi9jjQeLauae1+yZEmb2+eeey7GTJCz1b9Nepo+gdl3WTPqcjV/+2CGXeV7t6HaPTYhMeor6A17Y9fOsk9F95tXrULvyy9F1RNPqd1hQXhWf5mKalkHCZAACZAACZBAjhDoMTFaWlqaMsQyTe9NIAa9rBktLKhLWbuprsjt24EN5SepmKMqFqhaTuBzlaN4z2coqG+7892X3weFWz9ItQlJ19e8YiVqF74K95TJcE+YgOrnnldhnz5Puh4+QAIkQAIkQAIkkJsEukWMrldhgObNm4dVyovm8/kwdOhQzJ07V29qSgV2W6LT9F4n7LJmNAEvairsSrYOqzJs7I6HsK34UDh8O5HXtBXbB81B/43Pwd24KVxd0OJA0FkIe1P6dveHG0vgouG9xbpUbVEhSk85GU3Ll6vPSRyLlUAbLEICJEACJEACJGBOAmkXo42NjZgzZw5uv/12XH755XA6naisrMRtt90Gj8eD2bNnd5lsMrvpnQ5vxopRAWELeTGo5jU071F2quT8+hHs6j8LNn8DnN4W8dmcPwCO+kqoaFMZlYJ19fDv3AXHgIEqqH7iAfUzqhM0hgRIgARIgARIoFsJpH03/YYNGzBz5kwcd9xxGD58OAYOHIhp06bhuuuui7kmtDO9l2n6QAeOOJ/PrnbdB/TRoZ1po6eekfijpbs/xM7+RyFoUR1VqSl/CFy1mSn2vGq8nUOH9BQutksCJEACJEACJJBlBNLuGR03bhxWrFiBO++8E5MmTVIbiFzaMyrT9gsWLEgJrkSm6WW9qPaKpqTF7q0kX03RNzdswvqxV6D31lfgyesDd9273WtEgq35tmxB3sQJCZZmMRIgARIgARIggVwnkHYxalGxMxcuXIjHH39cxxqtra3V3lEJhD9ixIiU8JdpejmRUkWDglzHSj6vK6PDOsWyOTKvfNd7Kq6oDTsHHIMhX/8F/mBmLnwNVNfAopZi2AryEWhojOwCr0mABEiABEiABEigDYG0i1FpUdaJSkimdCZjqj6uGBXPqLNlHWY67Uhn3RU734W8JGWmFG3pvX9bJVyD+qJxddsoAC0l+JMESIAESIAESIAEWgjE8SNmHx49Vd+OQvOqnfQO2bzElHYCvh074BrQN+3tsAESIAESIAESIIHsJ2AeMWpT3sJ2xKjP58zaNaPZ9jWT05hcA/pkm9m0lwRIgARIgARIoAcImEaM2h3t76gXMUrPaPd8w/y7VHinCnWoQbw1E91jBlshARIgARIgARLIAgKmEaOyZjSeZzQQaOmmzaZ2ODGln0AwBN/uarj69Up/W2yBBEiABEiABEggqwmYR4yqrViBONP02iua5ZuXsu1b5tm6A87+nKrPtnGjvSRAAiRAAiTQ3QRMI0b1NH0cMeqVKXo7Ny9155fLs5XrRruTN9siARIgARIggWwl0C2hnToL57PPPmvzaFVVFRob25ptV1l+dex8rKQ3L9EzGgtN2vI8m7ej/IgD01Y/KyYBEiABEiABEjAHgbaqLkP6FVJR7B988ME21nz55ZfoP1jtVmqVxDMab82oiFG3u6HVE/yYTgIS8D7o88NeWgx/dW06m2LdJEACJEACJEACWUwgY8WonNz0wAMPtEErwfOHDitsk29s3I51Rr3EGC0p3tPmGWakl0Dzxq3IGzoQ9RSj6QXN2kmABEiABEggiwmYZs2ojIHDGXuqnhuYeuYb2rx+C9wjBvVM42yVBEiABEiABEggKwiYS4yqqXpfq31KEtYpFLLAbgtkxYCYycimdZuQN6g/LI6MdcCbCTf7QgIkQAIkQAJZScBUYlTWjbYWo16vS51J78nKwcl2o0NqzWjT+s0o3m+vbO8K7ScBEiABEiABEkgTAVOJUaeLYjRN35NOV1v70efo/90T4ehV1uk6+CAJkAAJkAAJkIB5CZhKjMqaUW+raXqP8oy66BntsW+wd9tOrL/zLxh65QXoc+p34tphL8qHo7wo7n3eIAESIAESIAESMCcBU4lRwzMqa0SN5PHkweniNL3BoyfeZSPT+t/8H0pn7IPyo2fCYldnt0Yki9OOfRZch70fvhruwTy1KQINL0mABEiABEjA9ARMJUZVNCglPIHm5rzwwIkYzXM1hT/zomcI+Gvq8OXPfwNn73KUH3lQlBHjbz0f255/FyuufRBDLz0BIk6ZSIAESIAESIAEcoOAqcSoDFmeG2hqztej5/E4YbP51SuYG6OZBb3c/vTLKBg/EmUHTtTW9j5qGnzVDdj0t1dRv2oT6pavR8XB3PCUBUNJE0mABEiABEggJQRMJ0bdBUB9fcvaw8amQuTnN6YEFCtJDYGQz4dtf3sBo685E0MuPA7Df3gSNjz073DlO17+AOUzJkAOPWAiARIgARIgARIwPwHziVHlFG1oLFQbmZyoqSlDQUGd+Ucxy3ro270Hn/9kHpwVRfj0gjvh3VEd7oFvTx0avt6KovLScB4vSIAESIAESIAEzEvAdGJUHGq9e1Vi+cqpaPa4UJBfb97Ry+KeNa2vxNd3PAnf7rbn1m956m001Tdkce9oOgmQAAmQAAmQQKIETLlTpFfFLnXqkhUV5TvVdG+iKFguYwgEg/B5WsXoyhjjaAgJkAAJkAAJkEAqCXSLGF2/fj3mzZuHVatWwafWDA4dOhRz587FrFmzUtmXqLp699oR9ZkfSIAESIAESIAESIAEMo9A2sVoY2Mj5syZg9tvvx2XX365OprTicrKStx2223weDyYPXt2TCqhUAhXXXVVm3vvvfcePvzYj9UrN+h74vgMqZfxLpm20E55i5usfo9+RgpEPhe+VoLZoiqNrHfFV7sxcXRFy3M+Oede7sZPwWa/uik1SoqsqSUv6JX78VPAoyIAfNPEmu31GNorH3bbt6sq/N72IwT4Pe3b52tu/75XPx/C9sZmlDgdyGsVG9TbLLYb/Wp7LffVEMZNfvs3N40qjHf1RFA9WLu+Ku6zvEECJEACJEACJGAeAmkXoxs2bMDMmTNx3HHHhakNHDgQ1113HV566aW4YlR2U5988snhZ4yLKVOmYPny5ejfv7+R1S3vb7x/L86ccVG3tNW6kU8ffBCTj/8uCgsLW99K++dnn30W++y3H4YMGZL2tiIbmDx5cuRHXpMACZAACZAACZiUgEV5INvxX3W911L9EUccoUXnpEmT4HK5tGdUpu0XLFiAESNGdL2RbqjhgAMOwJIlS7qhpbZNnHDCCXjkkUfQq1evtjfTnHPFFVfgnHPOwfTp09PcEqsnARIgARIgARLIRQJp94yKh3PhwoV4/PHHsWjRItTW1kI8o/Pnz88aIZqLXwz2mQRIgARIgARIgAS6g0Daxah0QtaJnnvuud3RH7ZBAiRAAiRAAiRAAiSQRQS+3RGTRUbTVBIgARIgARIgARIgAXMQoBhNcBwHDx6cYMnUFxswYABsNlvqK06gxt69eyMvLy+BkixCAiRAAiRAAiRAAskTSPsGpuRN4hMkQAIkQAIkQAIkQAK5QoCe0VwZafaTBEiABEiABEiABDKQAMVoBg4KTSIBEiABEiABEiCBXCFAMZorI81+kgAJkAAJkAAJkEAGEqAYzcBBoUkkQAIkQAIkQAIkkCsEKEZzZaTZTxIgARIgARIgARLIQAIUoxk4KDSJBEiABEiABEiABHKFAMVorow0+0kCJEACJEACJEACGUiAYrSDQamtrcVdd92F73//+3j22Wc7KJ2e21VVVfjhD3+YnsrbqXX58uW4/PLLceutt6KxsbGdkrxFAiRAAiRAAiRAAp0jQDHaAbf77rsPbrcbDzzwAP7+97/jk08+6eCJ1N/+6U9/ijfffDP1FbdT46pVq3DFFVfgd7/7HfLz8/Hwww+3U5q3SIAESIAESIAESKBzBOydeyx3njrxxBMxYcIEOJ1OjBo1CsuWLcM+++zTbQDmz5+PAw44AJ9++mm3tSkNPfXUU7jwwguxZMkS7RWWY0GZSIAESIAESIAESCDVBOgZ7YDo1KlTtRB955138NZbb+H000/v4InU3V63bh1efvllXHbZZamrNMGaNm/ejD/96U9YvHgxTjnlFLzxxhsJPsliJEACJEACJEACJJA4AYrRBFi99tpruOqqq/DSSy+hoKAggSdSU+Tiiy/GtGnT8Nhjj2HPnj149dVXU1NxArXk5eVh7ty5uPHGG3H//ffjoYceSuApFiEBEiABEiABEiCB5Ahwmr4DXq+//jruuOMOLFy4EKWlpR2UTu3tCy64APX19WhubkYoFILX601tA+3UJh7hrVu36hK7d++Gy+VqpzRvkQAJkAAJkAAJkEDnCFiUyAl17tHceGr8+PFaCBYXF+sOy672c845p9s7v9dee+n1qt3VsMfjwfXXX4/q6mp88cUXevOWrJllIgESIAESIAESIIFUEqAYTSVNE9bV1NSkowmYsGvsEgmQAAmQAAmQQAYQoBjNgEGgCSRAAiRAAiRAAiSQqwS4gSlXR579JgESIAESIAESIIEMIEAxmgGDQBNIgARIgARIgARIIFcJUIzm6siz3yRAAiRAAiRAAiSQAQQoRjNgEGgCCZAACZAACZAACeQqAYrRXB159psESIAESIAESIAEMoAAxWgGDIJhQjAYxF133YXZs2fr8+B5BKdBhu8kQAIkQAIkQAJmJcATmDJoZC+55BIMHDgQTz75JKqqqvSZ8HI9ZsyYDLKSppAACZAACZAACZBA6ggwzmjqWHapprq6Ohx00EFRpyytXbsW+fn5WLRoEV5++WVUVlZCgtCfcMIJ+njSfv36Yf78+V1qlw+TAAmQAAmQAAmQQE8S4DR9T9KPaPvzzz9v4wEdMWIERHCKUJVz6f/9739jwoQJ2LJlC1555RXU1tZCBCsTCZAACZAACZAACWQrAU7TZ8jIDRs2DJs3b46yRj77fD6dN2XKFP3ep08fjB8/Xl+XlZXp6XwRrUwkQAIkQAIkQAIkkI0E6BnNkFEbMGAArFYr3n33XW1RKBSCrCH9+uuv9WebzRa21GKxhK95QQIkQAIkQAIkQALZTICe0QwaPdmsdP7558Nut6O6uhrHHHMMjjrqKDzyyCMZZCVNIQESIAESIAESIIHUEeAGptSxTFlNsknJ5XJpT2nKKmVFJEACJEACJEACJJCBBChGM3BQaBIJkAAJkAAJkAAJ5AoBrhnNlZFmP0mABEiABEiABEggAwlQjGbgoNAkEiABEiABEiABEsgVAhSjuTLS7CcJkAAJkAAJkAAJZCABitEMHBSaRAIkQAIkQAIkQAK5QoBiNFdGmv0kARIgARIgARIggQwkQDGagYNCk0i3q2O4AABAAElEQVSABEiABEiABEggVwhQjObKSLOfJEACJEACJEACJJCBBChGM3BQaBIJkAAJkAAJkAAJ5AoBitFcGWn2kwRIgARIgARIgAQykADFaAYOCk0iARIgARIgARIggVwhQDGaKyPNfpIACZAACZAACZBABhKgGM3AQaFJJEACJEACJEACJJArBChGc2Wk2U8SIAESIAESIAESyEACFKMZOCg0iQRIgARIgARIgARyhQDFaK6MNPtJAiRAAiRAAiRAAhlIgGI0AweFJpEACZAACZAACZBArhCgGM2VkWY/SYAESIAESIAESCADCVCMZuCg0CQSIAESIAESIAESyBUCFKO5MtLsJwmQAAmQAAmQAAlkIAF7BtpEk0ggaQLXPbk66WdiPfCbM8e2yV716K3Y/fl7bfKZkd0E+k8pyu4O0Pq4BPIn9I17jzeyl0BTv2Oz13haHpfA8IHHgmI0Lh7e6G4Cf/7vFsx7cyt6Fzkwpm8+/vz9MQmbUNccSLhssgX9jfXw1e1J9jGWz3ACgab0fWcyvOumNy/oc5u+j7nYwUDQk4vdzok+U4zmxDBnViebvUHc8cpGjOufH2XYiq2NOGBEEf5yzriofH4gARIgARIgARIwLwGKUfOObcb2rNHnx4tLd6NfiTPKxnrl3fQHo7L4gQRIgASSJ1BcmPwzfIIESKDHCFCM9hj63G3YYbNiUJkLlxw6IAqCLxDEn/67DUfc9VnS0/RRFfEDCZAACZAACZBA1hCgGM2aoTK/of/viEGQFxMJkAAJkAAJkEDuEKAYzZ2x7vGevr+2BisrG+G2W7G1mgvRe3xAaAAJkAAJkAAJZAABitEMGIRcMeGt1TVYtrkBE/q70eBpfyfzoKsWq6n6lh2xT1w8AX2Lo9eX5goz9pMESIAESIAEzE6AYtTsI5xB/Ruo1omKqDxtWi98uL4+pmWP/G8bvt7RDKfdgjevnBqzDDNJgARIgARIgATMQ4Bi1DxjaYqefFnZhDynFW4HDwczxYCyEyTQEwRqY/+x2xOmsM0UEuA5FSmEmVlVUYxm1njkhDWBYAhVDT68vbq6TX+31Hhw6OgSNPtDmHX3Un3/8YvGc5q+DSlmkAAJkAAJkIA5CFCMmmMcs6oXdqsF/VWM0Xe+bCtG1+xowji1VnTN7ftnVZ9oLAmQAAmQAAmQQOcIUIx2jhuf6gKBwjw7nr50YswaXGqn/cg+eaht8qt1o1bkcbo+JidmkgAJtEOAQe/bgcNbJJB5BLgwL/PGJKct2lXvw7y3tuIHD6/Cg+9szWkW7DwJkAAJkAAJ5AIBekZzYZS7qY+n/Wk5Bpe74rb20fo6jFZT8Ocd1C9umTtPHxn3Hm+QAAmQAAmQAAmYjwDFqPnGtMd6JIHsbzx+aNz2C11WFLoS/8qt39Ws67LbLChx21CkpveZSIAESIAESIAEzEWA/7qbazx7tDeyvnPK4MK4Nizb0gB/IBT3fusbFz66CkVuuxahp+3TCydO7dW6CD+TAAmQAAmQAAlkOQGK0SwfQLOZ7/UHcdidn2HCgAKs2dmMe88ciZOm9jZbN9kfEiABEiABEiCBbwhQjPKrkHEEZBf99bOHYEetBxKTdMXWBvQpcqJXkSPjbKVB2UugeY83e42n5e0SKGj3Lm+SAAlkGgGK0UwbkRy050dPfIVx/fN1z72BICprvBjR2602Q7nxn8/34K1VNThhSgW+M7E8B+mwyyRAAiRAAiRgbgIUo+Ye36zo3btf1eCQMaXaVpmmd6hz6SXNO3u0fucPEiABEiABEiAB8xKgGDXv2GZNz8ry7ThtWsu6UI8vgD++tQVL1tZq+6cPLYLspmciARIgARIgARIwJwGKUXOOa0b2avW2Rry4dBcWLK6Msm/Z5obwZ4vFgooCB178bJfOmzywQIlRW/g+L0iABEiABEiABMxFgGLUXOOZ0b259eThkFfrdMRdn4WzZPPSS1dMDn/mBQmQAAmQAAmQgLkJUIyae3yzondyDv2ry6u0rQeMKEaxii3KRAIkQAKdJlBb3+lH+WAGEyjKYNtoWpcI8Gz6LuHjw6kgMFFNxX+ysV6/mnzBVFTJOkiABEiABEiABLKEAF1QWTJQPWnmrnovVlc2olyt5Wwv1TQF2rsd996j54+Pe483SIAESIAESIAEzE2AYtTc45uS3r2+ohq/f2Mz9lE729tLW9TZ9KlOj/xvG2QdqUu95KjR0X3cqW6C9eUogbwyZ472PAe6XRz/WOIc6D27SAJZR4BiNOuGrPsNHlTmwlETyvGrOcPabXylOikp1empD3fi4NElKCuwo9HTOc9rqm1ifSRAAiRAAiRAAqkjQDGaOpasqQsEbv7nerygwjlVKNEZmb7Y2oifHz1Ii+HIfF6TAAmQAAmQAAmYg0D0v/zm6BN7kYUERvV14ydHDsJ5B/WLsn7275dB4pBuVueI7ze8CBMHdP+p0811QdTv5saqqIHhBxIgARIgARJIEQGK0RSBZDWdI7BkbQ2ufnYd6j1+jO9X0EaMnrBXhV4zKqcw2VRAfCYSIAESIAESIAFzEaAYNdd4Zl1vXDYrRiuv6Ph+bi06W3fgssMHts7iZxIgARIgARIgARMRYJxREw1mNnZFPJ6FLhsCIeCDdXW47/XNeOHTlqNAs7E/tJkESIAESIAESCA5AvSMJseLpbtI4JUvdmPDbo/eHS9VfbW9Ub/O2q83eqk4pr2LHOhTxJA7XcTMx0mABEiABEggawhQjGbNUJnD0DdXVaNBhWiaPKglDmB1ox9efxAHjCjRL3P0kr0gARIgARIgARJIlADFaKKkWC4lBAaUujCiVx5OnNpL1/f55np4A5Xhus9+aCXG9cvXny86uD/6ldBLGobDCxIgARIgARIwIQGKURMOajZ1KRgKwRcIam+p2L1yWwNEhEoqcHFJswbBHyRAAiRAAiRgYgIUoyYe3GzoWm1zEIvX1OLMB1doczdVeXDY2NJsMJ02kgAJZCqB2vpMtYx2dYVA+ydSd6VmPtvDBChGe3gAzNT8ht3NOOa+Ze126cvKRhw7uSI8TS9HfX560/TwM2N/8T6uemaN/ixB8Aeqo0iZSIAESIAESIAEzEuAYtQkYysiUKa10xEYfvMeD1TkpQ7Ppl9+y36wdjCz/oc3NmNUH3dc6neePjIsQOU8eiYSIAESIAESIAFzE+C/9iYZX7vVgruVkCvKS/2Q/u/rGrz7VXWHpPKcHShRVYNdBbm3tnOSkrGxqcPGWIAEukigWR0xy2ROAt1/aLA5ObJXJNBdBFKvXLrLcrYTRUCCx5erOJ3F7tQPqdTrdqa+3sgONHr9+M69n2PCN2fP33vGSOQ7bZFFeE0CJEACJEACJGBCAulVGCYExi51jUCjN4Ct1R7I2tHI1KjOpveoeKNXfmewzs6zd+xljXye1yRAAiRAAiRAAtlJgGI0O8cta62W5QRvrq7B0s0NUX2QwPfba30Y3c560qgH+IEESIAESIAESMAUBChGTTGM2dOJq48ZEtPYmkYfpv7qY5z1l5YQT389Zyyn6WOSYiYJkAAJkAAJmIsAxai5xjNre1OS78ArP90Lpd+seXU7OE2ftYNJw0mABEiABEggCQIUo0nAYtH0Ehjbt+UY0PS2wtpJoIVA8x4/UZiVQHGhWXvGfpGAKQlQjJpyWDO7U1UNXsy84zMM79USb/S5yyYij57QzB40WkcCJEACJEACaSJAMZomsKw2msD6Xc1YpOKVDih1or7ZrwL02/DspRN0IQrRaFb8RAIkQAIkQAK5RIBiNJdGuwf7+tGGWjz6XiUOVefOS3in2qaAil3KOKI9OCQ533ReGX/95fyXgABIgAQyggB/G2fEMJjfiL7FTswYVYIbjhuKHXVe/G3xdhxx12e64//+0WQKU/N/BdhDEiABEiABEohJgGI0JhZmppNAnyInNv/uwHQ2wbpJgARIgARIgASyhADFaJYMVE+a2ehpOTVpydraTpvxyYZ6bFMnLzGRAAmQAAmQAAmQQCQBitFIGryOScCtNhvJOs8XP9sV834imavV8Z91StTGS798cT1e+HQXygvsmD6sCL87bWS8oswnARIgARIgARIwEQGKURMNZrq6cvDoEsirK+ndr6rx+srqNlVc/ewaTBpQgK93NOKoiWW4kyK0DSNmkAAJkAAJkICZCVCMmnl0s6Bvr3xRhYlKjIZCQCiYmQbnFVlRWMEToTJzdGgVCZAACZBAthOgGM32EcwS+5t9QexUu+i/2NIQZbHDbsU5M/ph7c5m/FMtA5Ad9pymj0LEDyRAAiRAAiRgagIUo6Ye3szpnMViwdZqLx58Z1uUUZU1Xv35ljnDIC8mEiABEiABEiCB3CJAMZpb491jvT1yfBnk1Tp9saW+dVbGfW6uC6J+d4auIcg4WtljUMWI7LGVlpIACZCAmQlwIZyZRzcL+rZ+t0dPzcv0vOElzQKzaSIJkAAJkAAJkECKCNAzmiKQrKZzBNb+Zv/OPcinSIAESIAESIAETEGAYtQUw2jOTjR7ZWo8BFlvardZYLNaeqSjJf3tCI1y9kjbbDR9BIqHF6WvctZMAiRAAiSQMAGK0YRRsWB3E/jOfUu1EHU71Y77A/vhzP36dLcJbI8ESIAESIAESCDNBChG0wyY1SdGYMHi7Xhj1R70K/7WA7m91od7zhiJ2ZMrEquEpUiABEiABEiABLKOAMVo1g2ZOQ2u8/gxtDwPx+1VHu7gZxvrYLOEdHzSAnUkab7TFr7HCxIgARIgARIgAXMQoBg1xzhmTS/+umgbHGr9Z54jOpDDh+tq0Vd5RfcbXhzuS2/1+YG3K+F27MAZaor+5L17he/xggRIgARIgARIwBwEKEbNMY5Z04vnP9mFGSOLUVHoiLK53hNEqV+dCRqRFlwwPuITL0mABEiABEiABMxIgGLUjKOawX2SNaHf3b8vhvfKi7LSqhylexr8+HpHEwpcVvQvcUXd5wcSIAESSJSAP78k0aIsRwIkkAEEKEYzYBBoggrgpKI4LV5TizVKjE4YUICfHDmIWEiABEiABEiABHKAAMVoDgxyNnTxkkMHQF5MJEACJEACJEACuUWAYjS3xjurertkbQ0s6n9OuxUDSp16g1NWdYDGkgAJ9AgBe2NNj7TLRtNLwMtzKtILuAdrpxjtQfhsun0Ct7y4QYvQ0nwHjp1cTjHaPi7eJQESIAESIIGsJEAxmpXDlh1G/2fZbijHZlQYp7W7mlDT6FUdiN7AZPRIjgDd59aPMKpPPpZtbsB5B/XF3H37Grf5TgIkQAIkQAIkYDICFKMmG9BM6s6f3t6KUX3dUWGcKmu8kDBO8ZLsqh9Y6sLjF43HeQ+vRLMviP+ursbw3nkYooLiM5EACZAACZAACZiLAMWoucYzo3ozuNyFS9WmpLH98sN2rdvZjIFlsUXlq19U4fEPKrFWlSlUJy6N61+AFduasG63B1ZrKcVomCIvSIAESIAESMA8BChGzTOWWd+TPU0+uOw2lOa3HPv565OGZ32f2AESIAESIAESIIH2CUSfydh+Wd4lgbQSKMqz62D4VosFLy3dpV9ef/wp/bQaw8pJgARIgARIgAS6hQA9o92CmY10RKCmyY9zHl6Fcf3cmDyoQAW/b9aPBMZHHxHaUT28TwIkQAIkQAIkkF0EKEaza7xMa63TZsHI3m7MmdobV35nsGn7yY6RAAmQAAmQAAlEE6AYjebBT0kSWKdCNc26eymGVbTdlLRiWyMOHVMStYGpwRPAqspG1DX7o1pq9gYg3tGlm+rx9/e3o7xAxRadVB5Vhh9IgARIgARIgATMR4Bi1Hxj2q09KnLZse+wYjx1yYQ27V7+2JeYOiT6yIzyQjv++dku5KlTlSKTV4VwqlNidFQftw7nxLWikXR4TQIkQAIkQALmJUAx2omxnXDTB/o0IBXPPWOSBIivavCh2J3ZQ/rA2WNiMmtSntENezy4+cRhMe8zkwRSTcBb7Ul1lawvQwg4MsQOmkECJJAYgcxWLon1odtLSVD2hT/ZS8W+zBw5etK8L/TUdrfDSFGDgWAIW5Q4kED5ki6Y2U+fSZ+i6lkNCZAACZAACZBAhhKgGM3Qgck1s5xq2v6UvXuhV2GLT0NFd2IiARIgARIgARLIAQIUozkwyNnQRRGjN50wLBtMpY0kQAIZTsCfX5LhFtI8EiCBSAIUo5E0eJ1SApvVGtCH3t2mvZ2HqF31B47kPxApBczKSIAESIAESMAEBChGTTCImdqFCw7ur03Lc1j1hq9MtZN2kQAJkAAJkAAJ9BwBitGeY2/6ludM7WWKPnrqg2jYEx0X1RQdy/FOlOZ4/83cfXtjjZm7l7N980ZHCsxZDmbsOMWoGUfVRH366VNfw6aiFkhc0tmTyzFjFKf6TTS87AoJkAAJkAAJgGKUX4KMJFCvTmiqbQ5g9fZGXDCjHwaUuTCsV9tTnjLSeBpFAiRAAiRAAiSQMAGK0YRRsWB3Erjntc3417IqbN7TjIqjndz81J3w2RYJkAAJkAAJdCOB6DMZu7FhNkUC7REY2y9fB74f3Tcfjy6pxBVPfIW3VlW39wjvkQAJkAAJkAAJZCEBekazcNDMbPLFf1uNTzbWo0adUz9WCdG7Th8Bp80Cu82KfiVOM3edfSMBEiABEiCBnCRAMZqTw565nR6jBOhJ6iSmOrVetLrRj32HFWeusbSMBEiABEiABEigywQoRruMkBWkg8BX25vwyvIqvLemFhP65+OaY4ekoxnWSQIkQAIkQAIk0MMEKEZ7eADYfGwClx7WH6dN740CpxUSNJ+JBEiABEiABEjAnAQoRs05rlnZq/+ursYzH+/AqaHeKqZohTpGlGtEs3IgaTQJkAAJkAAJJEGAYjQJWCyaXgKbq5vhC4RQ5LKFGzp53hc6z2m34LyD+uGEKeY41SncQV6QAAmQAAmQQI4ToBjN8S9AJnW/LN+BwWV5GKqC26/c1oAvVcD7qgYffnfaCIztVwA3p+szabhoCwmQAAmQAAmkhADFaEowspJUE/jXst1496sabKvxIhgCSvP5VU01Y9ZHAiRAAiRAAplAgP/CZ8Io0IYwgWAoBI8/iD5FThw9oRyVSoxe/exauNTZ9JcdNgCnTusdLssLEiABEiABEiCB7CdAMZr9Y9gtPZj5208xaWBBm7bkDPmPN9S1ye9sRoMngHvVUaC76n0Y3ceND34xDSElUCVZLJbOVsvnSIAESIAESIAEMpQAxWiGDkymmRVUBv3s6EFtzNpV51XCcWOb/GQymrwBjLnhAxS6rNoj+s7Ve+OpD3fooPdSD0VoMjRZlgRIgARIgASyiwDFaHaNV49ZK5uH5HSk1qlcbToq6eJ6TpvVgokDCvCjWQOxYmujbmLVtkY8+/FOLUqnDinEPXNHtW6an0mABEiABEiABExAgGLUBINoxi7cfOIwyIuJBEiABEiABEjA3AR4tI25x5e9IwESIAESIAESIIGMJkDPaEYPT24bd/S9S1HvCSJPBbw/f2Z/fO+AvrkNhL0nARIgARIgARMSoBg14aBmS5e2VXuweG0tKgps2K2C2+9Qm6E+XF+LB9/Zqruwp8GPO04dgSPGl2VLl2gnCZAACZAACZBAkgQoRpMExuKpI/ChCgl13+ubceCIYuyu82HKoELsrvejOK/laylHgKrwokwkQAIkQAIkQAImJkAxauLBzfSu9S124qBRJbhFbVRaurkBew8p0i/D7r8t3o7r/rFeBbzfwGl6AwrfSYAESIAESMBkBChGTTagZurOf3482UzdYV9IgARIgARIgARiEOAkaAwozMocAnL6knECU+ZYRUtIgARIgARIgARSRYCe0VSRZD0dEli2uR6+gNod77DpsqsrG7FTrRWNlw6+41ME1UmgEnD/vJn9cPb+3E0fjxXzSYAESIAESCBbCVCMZuvIZaHdv3ppA+w2C3oXObT163c3obohgIBSnBt2N+Omf66P6pXssL/n9JE4ZnJFVD4/kAAJkAAJkAAJmIcAxah5xjLjezKqjxun7NML+w0v1ra+v64WL3y6S21QsuC6Y4dgRG93VB8Wr6mBXd2rafKrWKNWuJSHlIkESIAESIAESMBcBChGzTWeWdkbq9WKH8zo18b28gIH7n51sxaiZ6uA96dN692mDDNIgARIgARIgASymwDFaHaPn6mtf+qSCabuHztHAiRAAiRAAiQAUIzyW9BjBGQzU12zH5uqmvVa0v4lrh6zhQ3nHgFnKb9vuTfq7DEJkEAmEuAivEwclRyxyesLYfnWRtzwwnrctXBzjvSa3SQBEiABEiABEogkQM9oJA1edysBOXOe5853K3I2RgIkQAIkQAIZR4BiNOOGhAYZBD7dWAeoOKNOtYu+b5ETvb4JCWXc5zsJkAAJkAAJkED2E6AYzf4xNG0Prn1uLeT8+pJ8O47fqwLfmVhu2r6yYyRAAiRAAiSQqwQoRk0y8l5/EBvVRqBCV3qGtNEb6FZSU375Iaoa/bjkkAE4hSGdupU9GyMBEiABEiCB7iSQHuXSnT1gW5qASwWFv3PhJtislrQQkROSYiWPEsGb93jw9/e3x7odlfeBCnK/77AiFfQ+KjvmhxK3HSNVkPwmXwBL1tRicLkLA8u4+zkmLGaSAAmQAAmQQBYToBjN4sGLNP0fP5wU+THl17PuXhqzzgKXDQeOLEazLxjzfmSmTx37GQypRaBx0usr9+D5T3ZicFkeNimBO2NUMT7aUI8V25pw1IQyitE43JhNAiRAAiRAAtlMgGI0m0cvA2wvVes571LnxyeSvtrehKEVeXGL7qrzIqg07XTlPX38fRt+e2pi9catkDdIgARIgARIgAQyngDFaMYPUe4YWKym5uX8evGCOtWZ9AuXV+nOHzqmFHk8lz53vgjsKQmQAAmQQE4RYND7nBru7Ons2H75+GxjvX7JulQmEiABEiABEiABcxKgZ9Sc45p1vdqypxlV9T40fLNr//GLeC591g0iDSYBEiABEiCBThCgGO0END6SegLH3/8FLCoQQEWhI6ryvy7ahjwVKcCpXlMGF2BM3/yo+/xAAiRAAiRAAiSQ3QQoRrN7/Exj/cjebsyd3lvFSvVE9emZj3bikDElKMt3JLRjP+phfiABEiABEiABEsh4AhSjGT9EuWng0GuWYGTvPHyxtRE/P3qQ2tTE05dy85vAXpMACZAACZidADcwmX2Es7R/IkTfvHIqpg8txNJN9XhYTdcv39qQpb2h2SRAAiRAAiRAAvEI0DMajwzzu53AenXK03Of7MLSzfVYua1Rt3+COpPepcI6yZpRmywqZSIBEiABEiABEjAVAYpRUw1nZndm7c4mzHtrK577eFcbQz9aX4frjxuMOVMrUOiy47Tty3WZyw4f2KYsM0iABEiABEiABMxDgGLUPGOZ8T2RtZ++QEgFsLe1sfV/a2owsMSFvuolqabJj/te26yvz5/ZDxIQn4kESIAESIAESMB8BPgvvPnGNGN7tP+Ikri29St2wqGm4o103kH9MbJPy9GhDhun5w0ufCcBEiABEiABsxGgGDXbiJqkP1cdM9gkPWE3SIAESIAESIAE2iNAMdoeHd7rUQI3vrBOT+u7nVYcMa4UB48u7VF72DgJkAAJkAAJkEDqCVCMpp4pa+wEgUAwhAZPQO+aNx5fWdmAE9Vu+qEVbvVqmbI37vGdBEiABEiABEjAHAQoRs0xjlnfi3olRC997EvYrN+uG/1Y7bA/Q53KdOjYnvWIugqtKCjjfypZ/yVjB0iABEiABDKSAP+FzchhyT2jXvvZlDadPva+ZXhleTXeX1ePYyeVY9b4sjZlmEECJEACJEACJJDdBChGs3v8TG39jccPhdVqUVP3Fgz4JuSTqTvMzpEACZAACZBADhKgGM3BQc+WLs8YFT8UVLb0gXZmLgF7mTtzjaNlJEACJJBDBL5doJdDnWZXkycgpydd/LfV+iUB6ZlIgARIgARIgARIIBUE6BlNBcUcqOOxC8ejrwpML6nQ1fYEpRxAwC6SAAmQAAmQAAmkgUBcMXrEEUdg2LBhaWgy+6v8ouBwBIOT1HrG3BFlB2X4lHl+0d0p+mL9tU09Ndv82P61t00+M7KbwIBZ2W0/rY9PoGHRV/Fv8k7WEnAdzaVbWTt47Rp+EuKK0aqqKsybN6/dx3P15rp/X6GE6Nm52v1u6/dlT5yOOk+tOsvejZOnnI3jJp3ebW2zIRIgARIgARIgge4hEFeM5uXlYfz48d1jRZa1UvZuc5ZZnD3mfrH1E+xp3I0CVxF2N+zApQdfi70GTkOBszB7OkFLSYAESIAESIAEEiYQV4wmXAMLkkAKCTy6ZJ4Wo0PKR2Bj1Tq1HMKPXoV9UtgCqyIBEjA7geY9XFZjxjF2mbFT7JMmwN30/CL0KIFgMIhAMBB+DS4bjjOnX4CbZt+D3kX98If/3oYz/3oE/vHZYz1qJxsnARIgARIgARJIDwF6RtPDlbUmSOCnz/0An6up+bL8Cv3Emp2rcfyk03DkuBPwzAXvqLwQYLHAYXMkWCOLkQAJkAAJkAAJZBMBitFsGi0T2jqx/1QcM+FkHDvxVN27P/73dozrO1lf5znzTNhjdokESIAESIAESCCSAKfpI2nwuscJrNi2FLe/cjVO+r8Dcf/bt/a4PTSABEiABEiABEggvQToGU0vX9beisD5C06EN+BR5823LEVfse0zHD5mdtgz+sCZT7V6gh9JgARIgARIgATMTIBi1Myjm4F9c6uYoT854iYMKh2mrXv4vd9jZO9xGWgpTSIBEiABEsgkAvbGmkwyh7akkADFaAphsqqOCdjVRqRSdznKC3rpwsXuEhXUvu3a0Km398awilG6zIPf/Qf6qJ31TCRAAiRAAiRAAuYjQDFqvjHNqh7tqNuGDVVrUdO0J8pumcZ/4ZLFUXn8QAIkQAIkQAIkYD4CFKPmG9OM6pHX78X+vxuEoRUjtV2rKj9XoZvOgAS1lzRtyEFYv/trFb3Joj8bP6I/Gbl8JwESIAESIAESMBsBilGzjWiG9cdqseo1oc9eJDFDgR8/8z2M7TsxbOWxE08JX0de/GbhtXpHveRxmj6SDK9JgARIgARIwFwEKEbNNZ6m6c1n1+80TV/YERIgARIgARIggfgEKEbjs+EdEtAE8oqsKKxgSF5+HUiABEiABEggHQQoRtNBNQfrfH3VS7j7jZvQv2RwVO/l3PmVlUvDeVtrNuGyJ09Xx3s6ce4BV+CkKd8N3+MFCZAACZAACZBA7hGgGM29MU9LjwtdRZiuNiP99IhfRtXvD/px4WNzwnnPXPjf8DUvSIAESIAESIAESIBilN+BlBCwWe0qXmh+OH6oUak/4A+ftmTkRb7Xe+pht9p0lnhLbd9cR5bp6evmuiDqdwd72gy2TwIkkCCBvDJngiVZLJsI+PNLsslc2poEAYrRJGCxaOoJHPPHKWpqf5ASpHZcPPNKdTTosalvhDWSAAmQAAmQAAlkLAGK0Ywdmsw27LZXrsKAkiEqPmiLnSsrl2HLng1tjA4Gg9i4Zy1u+c9P29yTjDpPLZ48dQEGlf3/9s4EPq6qauAnk8m+N033pntpy1KgoIVSFpF91YKyCLKooAIugCgKKuKGiqKCVNRPBUVEBVFQNgtSoAiFUgqlpfuetknaJM2evO+eh2+cSWaSSTLLe2/+t7/pvHffffee8z+ZmfPucm511OtkQgACEIAABCDgbwI4o/62b9K0e2b1P+VTR99gnNF3V5mX5JWZRUl5vdrLzcmVr5z8fRlfManXNc1YvPZpaW5vlF1NNaJ1RNsaNOqNZEJgiAQ661uGWAO3QwACqSTA3vSppJ3atnBGU8vbN62VFpTLmQedH5rjOba8Wp5Y+UhU/c486Lyo+Zo5vKhKvvPEl+x6Lpl7lcybcnzMslyAAAQgAAEIQMB/BHBG/WdTT2l0/2VPe0pehIUABCAAAQhAILEEcEYTyzNja2vvbJM9LXWybvdqO4bo+IqJvmHRvK9bGuq7fKMPirxLIFhRAAqfEmhY3+hTzTJbrTxW0/v2D4BtZXxr2tQqpguVNtaukZ8++y357Ut3pbZxWoMABCAAAQhAwLME6Bn1rOncJfj8aSeIvkgQgAAEIAABCEBgIARwRgdCi7IpJfCfDYsly/zLDebasUhHlIxOaftOY4VFASmteDcwv5PHu/cJsJre+zZEg8wiwGp6/9obZ9S/tvW8Zj946iYZZQLilxcMk+NnnCbpckY9DxIFIAABCEAAAi4mgDPqYuNksmgLn/u+LNv6stx2+CfkrNnnZzIKdIcABCAAAQj4mgALmHxtXu8qV1UyUqrNivyWjmZ53gTG31y/wbvKIDkEIAABCEAAAjEJ0DMaEw0XUkmgtb1VrvzDApk5arbd7NJNL0i3ZcnqnW/Klj0bTFD8oNnFaWIqRaItCEAAAhCAAARSQABnNAWQaaJ/At3SJTsbt8sV86+3C7d2tkhOIFduPPm7/d9MCQhAAAIQgAAEPEsAZ9SzpvOX4AGzx31ZQYUcMelYW7G3dyyXt3e8If948y9SabYMfc/E+f5SGG0gAAEIQAACELAJ4Izyh5A2Ajsbd8iyLS9JVfEoae1olfrm2pAs4ysmy6a69ea1Vjq7O0L5HEAAAhCAAAQg4C8COKP+sqentNF5oT999pum1/Noae9ok11NO0Lyv3/G6aIvEgQgAAEIQAAC/iaAM+pv+7paO40bOtcMy990yg9Mz2iLrKtdFZJ3ybpn5GXjrI4sHW3HFz122smha9EOrlhxaLTsgectGPgt3AEBCEAAAhCAwOAJ4IwOnl1G3PnIGw/Iff+5W0aXjovQ963ty0T3o88OJGdnoje2v2pW0q8w80WHS1dXZ0TbnEAAAhCAAAQg4B8COKP+sWVSNMkJ5MiBow+Ri+d+OqL+t2uWSyCQuDC1HV0dstIsWjp74RF2O9v2bJKpVTPlAhP0Pp608IBX4ynWb5nb+i1BAb8QCFYU+EUV9OhJYH1jzxzOIQABFxPAGXWxcdwgWl4wT8oLh8mEYVMixCnOK404H+pJSX6pLLtxV6iahYu/L69tXiK/euEOsy/9eDll/w+GrnEAAQhAAAIQgIB/COCM+seWntDkhXWL5IGlvzQB7CfJ2l2rpKZxa1S551QfKcGsoAwvHmmHfIpaiEwIQAACEIAABDxPAGfU8yb0lgKNrXuMwFl2PNHi3FJ5bUt3VAUOM86ovkgQgAAEIAABCPibAM6ov+3rOu2K8krsXtF5U46X/JxC2bXvf+Gcegr7vSe/Il3dnVKQWyhHTn6fHD7hqJ5FOIcABCAAAQhAwOMEErcCxeMgEN8dBNpMvFFdzKQv3YFJg98fNPZwO7yTOyRECghAAAIQgAAEEkmAntFE0qSuIRN4z21jZPrIA+x63tz2mpxx0IfluOmnDLleKoAABCAAAQhAwJ0EcEbdaZeMlWrS8Ony4MeetfU/75fvk+fWPCkrtr0qx04/WY6a8v6M5YLiEIAABCAAAb8SwBn1q2XTqNd/Niy295wfUTKqlxSvbX7JrKDfbudvrl8vf1v+gOi2oE7SYPpOuua4m+xDDS81tnyCk807BCAAAQhAAAI+IoAz6iNjukWVZVuWGGf0P/Jes+d8z9TU1ijtnW129tmzLxB9hScn6L3mHTn5uPBLHEMAAhCAQAYT6Cwsy2Dt/a06zqi/7ZsW7XTPeXVEPzr3ql7tL177lCxZ/+9e+U7GVrPz0g0Pv7vr0jXHfsX0iFY7l3iHAAQgAAEIQMCHBHBGfWhUL6v0wwW/kar/Du9XFo3wsirIDgEIQAACEIBAHARwRuOARJHUEThq6vtT11icLTXv65aG+q44S1PMKwQ661u8IipyQgAChkCweS8cfEoAZ9SnhvWSWp9+4Dxp7WiWvGCBnHnQeXLyrA94SXxkhQAEIAABCEBgCARwRocAj1sHTqDFOJ27GneYcE2vhW7e1VgjnzjqOpk1+iApzS8P5XMAAQhAAAIQgID/CeCM+t/GcWt42HfHyLgeIZRqGrdJZWGVXG0WEyUiZWcFTWinrfKHV34Rqm597WqxrC4ZUzY+lMcBBCAAAQhAAAKZQQBnNDPsHJeW6og+fMWLEWX/tepReXP7/3oxnYvb926WD/78KMnKcnL+977NrIifWjUz6mr69+13qugrPC3f+orcvfh78tuX7pJzD73EHqoPv84xBCAAAQhAAAL+JYAz6l/bJlWzF67bELP+h1//nextqY95veeFey95XMQSCQQCZt5ofs/LnEMAAhCAAAQg4GMCOKM+Nq5XVCsrcPc80cKigJRWZHsFJ3LGSSBYURBnSYp5jUDrq/E/DHtNN+SFgB8J4Iz60aoe1ekDC+dJZ3eHBANB+fi8z8upB5zjUU0QGwIQgAAEIACBeAngjMZLinIJJfCK2Y/+nZ1vSWVRVajefe1NcueH/yDTRswM5XEAAQhAAAIQgIC/CeCM+tu+rtXumdX/kLW73pYDx84JydjYtkc6/rtvfSiTAwgkiQBB75MElmohAAEIDJAAzugAgVE8MQQ0jFP1sMnyoUMvDVX4kFn4dP3DH5Oc7Bz5xLxrGaYPkeEAAhCAAAQg4F8COKP+tW3aNKvdt8sOal+y7N6YMvx7zRPGGZ0Scf3Jq9+IOOcEAhCAAAQgAAH/E8AZ9b+NU67h9Kr9pb65VpraGmO23dbRKh1d7TGvcwECEIAABCAAgcwggDOaGXZOqZbzp50g+uor6Yr5oBmOj5Vmf2u4TKqcZl/++QUPyYiSUbGKkg8BCEAAAhCAgIcJ4Ix62HheFr2mYZtsqFsjLe37oqqRm53bazeoqAXJhAAEIAABCEDA0wRwRgdhvsbWBnl85cNmK8woe2EOoj633LKzcXvKRDl84nwpyS+TsoKKqG1mB2L3mka9gUwIQAACEIAABDxJAGd0EGZ776T5stH06vkttZp5nKlKR005XvQVK93y2Ofl7IVH2JcZpo9FiXwIQAACEICA9wngjA7Chreececg7nL/Lf986yHXCPnql2pcIwuCQAACEIAABCCQPAI4o8lj65uaLatburu77WkJbp2acMWKQxPDe0HvavJLAlJcGeh9gRxPE2Bvek+brx/h2Zu+H0DevNzQ5E25kbpfAvzC9ososwvsMAuN/rzsPjnnF0fL9Q9dntkw0B4CEIAABCAAgYQToGc04Uj9VeEFh39c9EWCAAQgAAEIQAACySCAM5oMqtSZEAJ1+3ZLlvkXCAQkL1gg+Tn5MetdeMCrMa8N5MJtAylMWQhAwJUEyicXulIuhBoagc5RY4dWAXe7lgDOqGtNg2CX3nu65AbzpCi3WBYccrGcceCHgQIBCEAAAhCAgM8I4Iz6zKBeVOfh138vjyy/X0aVjosQf9vezfKN0++Uk/c/OyKfEwhAAAIQgAAE/EMAZ9Q/tvSsJl1dnWbrz+l272e4Emt3r7KH6Lfs2Shl+RUmSH5p+GWOIQABCEAAAhDwAQGcUR8Y0e0q6I5VP1r0dZk+YlZUUV9Yt0hyzI5Ls0bPjrg+smS0/HHpr8xc0QI5/cAPycmzPhBxnRMIQAACEIAABLxPAGfU+zZ0vQbN7U2yeO1TMq1qZnRZLRHLMv/1SD/+0O965HAKAQhAAAIQgIDfCOCM+s2iLtRHFyGNKauW8w77WFTpcgK58lbNclm5Y7kU5hbJhGFTopbrKzOZQe/7apdrEICA+wjklue5TygkggAEYhLAGY2JJvMurNu9OrQffCK1b+tslS31G2NWmZ0dlHW735bfvnSXcUQny5XzvxCzLBcgAAEIQAACEPAXAZxRf9lzSNos/3LtkO6PdXN9c618/s+XxLosZ8++wH7FLMAFCEAAAhCAAAR8SwBn1LemdY9ind2dsqe5Tv6z4TlbqMMnHGXvc59ICQl6n0iamVFXVklBZiiagVq2r9+TgVr7X2UmX/jXxjij/rWtazTLzsqW0oIyeWrV322Z5lQfKZpHggAEIAABCEAAAjij/A0kncCwouHym4sfS3o7NAABCEAAAhCAgPcI4Ix6z2YZI/HOJ5eIGc+XQF6OFE4YI4XVo9Kie92OTtm2piMtbdNo8ghM2lSXvMqpOa0E9qxrTmv7NJ4cAmOb9yanYmpNOwGc0bSbAAFiEdj6p6elaPJYyR1WKsGSorQ5o7HkIx8CEIAABCAAgaETwBkdOkNqSCCBrtZ2efGUq6Rg3EhpWrNJRp15jIw+7agEtkBVEIAABCAAAQi4iUDATcIgCwSysgNSaHpD59z7DSk/fH9p31UvNY89L/vWbgYOBCAAAQhAAAI+JEDPqA+N6jWVtv/t38bhXCx5I4ZJd1eX7FvzruNZPsdsH9rdLR17G0V7TEkQgAAEIAABCPiPAM6o/2zqSY2Kp0+Q0WcdK90dnbLvnU22DhM+eoYndUFoCEAAAhCAAATiJ4AzGj8rSiaQgPZ0WqYXNCvw7kyRnLJie7FSV1u7dLW0ydY/Pmm3NuqsYyQ7LzeBLVMVBCAAAQhAAAJuIoAz6iZrZJAsa3/0O6n/zwrJHV4hLVt3Sv6oSplw2Vmic0arjjtMsgve3Wsjy4R2IkEAAhCAAAQg4F8COKP+ta2rNSueVi0lMyfZQ/MaT7R1+25b3kAwKFM/95EBy37FikMHfE/UGxZEzSUTAhCAAAQgAIEkEcAZTRJYqo2fQNvOeql/+U0zbN9tFjFVyKjT5sd/MyUhAAEIQAACEPA0AZxRT5vPG8Iv/8xt9g5K4dLueXWlFE2ttntGyw/dT7JygpJXVS45pcXhxTiGAAQgAAEIQMDnBHBGfW5gN6jXunWXVF96VoQoulApd3i5nVcyc7IZsp8ccX2gJwsPeHWgt0Qtf1vUXDIhAAEIQAACEEgWAZzRZJGl3hCB7IJ8KT94v9C5HjSv3SJZweyIvPCT1z/9HSmeMdHOqr7kDMkx24GSIAABCEAAAhDwHwGcUf/Z1BMa6fxQDXDfua8lqrwtW2pEnVBNhHaKiohMCEAAAhCAgC8I4Iz6wozeU6K9bq/sfnap7F70SlTh22rqpMJsB+qG1NJoSUNttxtEQQYIQAACEICA7wjgjPrOpN5QaNKV54i+YqXnj79SVn/7/+zLkz59LgubYoEiHwIQgAAEIOBxAjijHjegG8RvWrNJll/zPckfPTyqOI2rNkTN7ytz2pculYIxVXYRnXNKggAEIAABCEDAnwRwRv1p15RqFSwskNL9J8usb10dtd2ll3w1an5fmSPe/96+Lqf0WkFJlpRWvrttaUobprGkEmjf05bU+qkcAhCAAATiI4AzGh8nSvVDQPeYD5hYodFS4L/7z0e71jNv3Z0PSOPbG+xh+fI5M2TMB4/vWYRzCEAAAhCAAAR8RCC69+AjBVHF3QRql7wh+VUVISFbd9RK+ZxZUvW+wyVYXBDK5wACEIAABCAAAX8SwBn1p109o9XKG38qlUf/b1/5vctWS25lmRRWj3KNDqymd40pEipIbnleQuujMjcRaHaTMMgCAQj0QwBntB9AXE4ugYKxI2Tm164INfLmF38ie15ZKcs/8z2peO8BMv6CU0LXOIAABCAAAQhAwH8EcEb9Z1PXadS2q06WXnRTVLkaV2+MyJ92w0elu6NTAsGgBPJyIq5xAgEIQAACEICA/wjgjPrPpq7T6Mh/3hlTpp5Oam5Facyy6brAavp0kU9uu6ymTy5faocABCAQLwGc0XhJUS4pBPat3yqvfewWu+5Z37lG8oaXJ6UdKoUABCAAAQhAwJ0EcEbdaZeMkerIJ+4yQ/LZtr6BXIblM8bwKAoBCEAAAhD4LwGcUf4U0kogWOj+3ZV2b+2Wzau60sqJxhNPYB6r6RMP1SU17qtvcIkkiAEBCMRDAGc0HkoZXqazuTXUexkNhS44srq6o10acN7Kry2UhuXvSLCowIR8OkQmfvyDA66DGyAAAQhAAAIQ8A4BnFHv2Cptkr5w4qekZMbEmO137muRtpq6mNfjudDd3ikbfvmQtO+ulzELjpfxFxLSKR5ulIEABCAAAQh4nQDOqNctmAL5iyaNlUN+cXPMllq37ZK1d/w+5vV4Lmjvas1jz0vusFLpammN5xbKQAACEIhKoKiCn7aoYMiEgEsJ8Il1qWH8LFZHQ5O0bt9ltvssCqnZ1domOWVFkj+mSmoeXSy1z77KMH2IDgcQgAAEIAAB/xLAGfWvbV2r2a6nX5bN9z0qxdMnhGTs7uiQlk075LD7vhnK4wACEIAABCAAAf8TwBn1v41dp6H2flYdd7hMvurDIdm6Wttl+dXfDZ276aCoNEvKhme5SSRkgQAEIAABCPiGAM6ob0zpbkXa6/bKWzfeKUVTx0vT2i1itbdHCGx1dkrTO5tC24bOXvhl8ULYpwglOIEABCAAAQhAYMAEYjqjHXubBlwZN0AgFgEN/dTV1iYjTniv5FaWie68FJ6CxYUy/5l7wrM4hgAEIAABCEAgAwjEdEYvGXNgBqiPiqkikJWdLTmlxVI2e7rokHyXCQdFggAEIJAMAvvqO5NRLXWmm4BZ/EryJ4GYzuiRY6b6U2O0SjsBjUla84/npf6lFZI/tkr2N3vSkyAAAQhAAAIQyEwCMZ3RzMSB1qkgMPrMo0VfJAhAAAIQgAAEIIAzyt+A6whoHNJATo4tV3ZBnuvkQyAIQMDdBAh67277DFo6M9WL5E8COKP+tGtKtepqa5e2nfWy+9mlMdtt39MobTtqY153LnS1tMmLp31GSmZOsrMOvP3zJjh+oXOZdwhAAAIQgAAEfEYAZ9RnBk2HOtmF+ZI3ZrgJzbQ5ZvMdjU2ie9hHS7ov/bJPflNK9pso3R1dEghmyyE//0q0ouRBAAIQgAAEIOAzAjijPjNoOtTJH1kp+3/zqj6bbq9rkJYN26OWscSyHdWRp86TLrMTU/0rK6Rt9x67rIaBysoi4HxUcGRCAAIQgAAEfEAAZ9QHRkykCuvv+YsUTRgdUWXbrvqI80SctG7fLdv++owUjh8p2jPa1dgspQdMtcM+Gd9UVn/zl3YzM2/9lASLChLRJHVAAAIQgAAEIOBCAjijLjRKOkXa8fAzMu78kyJE6O5IfMy+VjN/tH7JcsmtmCfdZvel7q4uu83s/FyZ+/DtEe1zAgEIQAACEICAfwngjPrXtoPSLHdYmYz/yGkR9+58fEnEeSJOgiWFUjR5nIz78Elmnmin1Dz2vDRv2GZXXTB+lGRlBxLRDHVAAAIZSICg9xlodFT2NAF+8T1tPu8Ib1lmZmhnlz03VBcy6SvU42qG5aXbko2/+qv90tX5JAhAAAIQgAAEMoMAPaOZYee0a2m1d0jzxu2y4rof2rJ0mFBPHXvf3dotkBuUw+//dtplRAAIQAACEIAABFJPAGc09cwzssX80cPliL/fEdK9ac1m2fL7f4TOox3UL10pYhbSZ+fmSN6IYfYrWjnyIAABCIQTIOh9OA2OIeB+Ajij7rdRxkq4/q4HJX9UpeSUFUvl/ENwRjP2LwHFIQABCEDAzwRwRv1sXRfr1razTmqfe01e+8StMaVsenu9jDnneBl1yryYZbgAAQhAAAIQgIC3CeCMett+npW+Yu6B8p6/fN/sthT7T3DFF34knS2tUrfkDSmoHiUFY6o8qy+CQwACEIAABCAQnUBsTyB6eXIhkBACgUBAAiVFfdZVPHW8tKzbJu3bayXLbBGKM9onLi5CAAIQgAAEPEkAZ9STZssMoad85oLMUBQtIQABCEAAAhlMAGc0g43vRtVrn18mbTV1EiwtsntCS2ZNTruYBSVZUlpJSN60GyLBAgQr2GY2wUhdVF3itzB2kXKIAgHfEcAZ9Z1Jva3QrkVLxerosHdnyi7I87YySA8BCEAAAhCAQL8EcEb7RUSBRBBYctbnJGjmiGZlmcChfaTmTdul6sS5Uv3R0/soxSUIQAACEIAABPxCAGfUL5Z0uR55VRUy+64vScAEsO8rrf7Or+1A99sfXmRW0I+W8kNn9FWcaxCAAAQgAAEIeJwAzqjHDZgK8Vu21MibN/5kSE01vLVOulrb+3VGyw6ZLq1bd4nV3S1i9rMnQQACEIAABCDgbwI4o/62b0K0O/CO6yR3WNmQ6tq3bqtk5+f2W8fIk47st0y0AlesODRa9sDzFgz8Fu6AAATcRWBffae7BEIaCECgTwI4o33i4aISKDto+pBBWB2dsuX+f9rxQivnHSyFE8cMuU4qgAAEIAABCEDA+wRwRr1vQ09oMPrs4ySvqtzMBzXB7vP67yH1hFIICQEIQAACEIDAkAngjA4ZIRXEQ6D6otPiKUYZCKSMQGd9S8raoiEIQAACEIhNAGc0NhuupJCALm56yyySKp4+wW51wmVn9bvYKYXi0RQEIAABCEAAAkkigDOaJLBUGx+BbrNq3mrvlK62dmneVCNjFhz/7o1m73oSBCAAAQhAAAL+J4Az6n8bu1rDuueWyapb75G8MVXStm2n6OKmwaSFB7w6mNt63XNbrxwy/EqA7UD9aln0ggAEvEaA7ievWcxn8uaPqpThx8yR2Xd+0d6P/p3v3yv60p5SEgQgAAEIQAAC/idAz6hPbbzziRdl7U8ekLzhZgX7AFLjqg0DKD30oss/9z2xuiyZ9sVLZPI150vB2BF2pYEgf5pDp0sNEIAABCAAAfcT4Bff/TYalIS5leVSddxhtoM3kAqWXnLzQIoPuWxe1TA75qg6n6NOPWrI9VEBBCAAAQhAAALeIoAz6i17DUjaLLMIKBDMHtA9ARMHNJWpu71D9i5bJW9/faFkFxbItOsvTmXztAUBCEAAAhCAQJoJ4Iym2QCZ1vyWB5+Ufas3SU5Fia16y/bdst+Nl0rxlPGSlT0wxznT2KEvBCAAAQhAwI8EcEb9aFUX69S2o9bsc18qZQfvZ0u566mXpHzOLMkz0wqGktibfij0MvNegt5npt3R2sMEGpo8LDyi90UAZ7QvOlxLOIGc0iIpGDdShh1xkF13/qjhkp3be3vQLX94XHY+/qLkmgVYRVPGyaQrz0m4LFQIAQhAAAIQgED6CeCMpt8GGS1BV0ubNK3aKNlF+REcWkwPavGMiVJ9yRnsxBRBhhMIQAACEICAvwjgjPrLnp7TJreqXHb8c7EEeswXbXhzreSZXtP8kZWe0wmBvUGAoPfesBNSQgAC/ieAM+p/G6dcwxfP+IzklBaLrubvmZo375Dhx86RquPfY1864LbP9ixin6/9yR9k97/+I8s++S17v/qpn7swajkyIQABCEAAAhDwNgGcUW/bz5XS54+ukoPuuF6yC/J6ybfpN3+z54z2utAjY+LHPyjjLzpNAjlBVtn3YMMpBCAAAQhAwE8EcEb9ZE0f6ZKdnyv6IkEAAhCAAAQg4G8COKP+tq8ntOtqbZcXT7taCsa8uxXo7Lu+JMGSQk/IjpAQgAAEIAABCAyNAM7o0Phl9N1b7v+ndHd1mR7MyOH45o3bpKutPeowfceeRtGXBLJC7Lo6Os1q+gKZc+83QnkcQAACEIAABCCQGQRwRjPDzknRsm7JG1J6wFR7sVJ4A1lZWVEXL2mZwoljZN/aLdK8YXvolu7OTuk2IZ7cmloaLWmo7XareMgFAQhAAAIQ8DQBnFFPmy+9wudWlsnw4w6T4qnjIwTZ8ffn7IVHEZn/PRl91rG9sjXW6ObfPipLL7rJvsYwfS9EZEAAAhCAAAR8SwBn1Lem9Y5iuur+6Od+6R2BkRQCEIAABCAAgYQRwBlNGEoq8iuBgpIsKa3sHTPVr/qiFwS8TqCJaTVeN2F0+U38apI/CeCM+tOuadWqraZWXvv4LZKVFZCJVy6QynkHp1UeGocABCAAAQhAwL0EcEbdaxvPoAa4rwAANDhJREFUSjb3rz/0rOwIDgEIQAACEIBAagngjKaWN615kEBhUUBKK7I9KDkiQyAzCRQzrcafhm9o8qdeaCU4o/wReILA+rv/JNsfeVbyKsuleL8Jst9XPuYJuRESAhCAAAQgAIG+CeCM9s2HqykmsOXBJ6VlwzbJKS+JaHnvG2uk7KBpsv93ronI5wQCEIAABCAAAW8TwBn1tv18J33Lphp7N6biGRMjdGvdVS+6Z5PVZYLPm4OsQOTq9oUHvBpRfrAntw32Ru6DAAQgAAEIQGBQBHBGB4XNvzfpPvFNqzbGpWBbTZ10NjXHVba/QroL09YHn5LW7buk4vD9Zfj8QyNuaV6/Tbb95V/y2uVft4fpp3/psojrnEAAAhCAAAQg4E0COKPetFvSpA6WFhmn8Mm46m9avVHadtbFVba/Qt2tHbL53kclp6xYOqZW9ypeffHpoi8SBCAAAQhAAAL+IoAz6i97DlmbQ395c9x1WN3dUjR5XNzl+yqYFcyWgrEjpGzOLCmoHikde5skkBuU7IL8vm4LXbtiRWRPaujCQA8WDPQGykMAAhCAAAQgMBQCOKNDoce9gyaw4Z6/yO5/vyq55aV2Hd0dndK4cr0UT6+WrX9cLjX/eF6GzT1Qxl946qDb4EYIQAACEIAABNxPAGfU/TbypYRBs63bqFOPkpGnzLP162prlze/cIdMu/6jvtQXpSAAAQhAAAIQiE4AZzQ6F3KTTCBghuWzgrmhEE5ZLW1iWZa0bNtlt5w/qrLXivkki0T1GUags74lwzRGXQhAAALuJIAz6k67+EaqVy66SbpNr2d2Xm6ETi3bdkrpgdNk9FnH/jffkm7jkK778f32+YyvXmHmi+ZF3MMJBCAAAQhAAAL+I4Az6j+bukqjoinjpPqi00Tfw9O2Pz9tekb/t8Vm0CxUes+DRPkMZ8QxBCAAAQhAIBMI4IxmgpVdqGNXS6t07mu1Y5pmlxRKwZiqIUlJ0Psh4eNmCEAAAq4nYDUytcb1RhqkgJHb2AyyEm6DwEAJZOXkSNPbG+yYprXPvTbQ2ykPAQhAAAIQgIBPCNAz6hNDek2NcR8+UfRFggAEIAABCEAgswngjGa2/V2tfe0Lr5tN6LMkOzdH8k1AfF1hHyslM+h9875uaajvitU0+RCAAAQgkAICWSUFKWiFJtJBAGc0HdR90mbL1l2y8st3mp2ScmJq1LRmk5QfNqvXAqaYN4Rd2PR/j0j+uBGSW1Yiw448qE9nNOw2DiEAAQhAAAIQ8BABnFEPGcttoh6y8Mv9irTyawuldOakfstpgS0PPilbdH/6Ye/uytS0epOMPvs4GXXaUXHdTyEIQAACEIAABLxHAGfUezbzrcT5I4bJyDOOkYmXn2XruPyz3zcr7lvsbUMLJ46RwupRvtUdxSAAAQhAAAKZSgBnNFMt7zK93zLD/S3bd0l2fp7ZeekDtnQlMyZJe02tdDY0SbC0CGfUZTZDHAhAAAIQgEAiCOCMJoIidQyZQOuO3VJ28H7SZXpCnTT5U+c6h7xDAAIQgAAEIOBTAjijPjWs19TKLsyXPDNMv3fpStnx2GLJKSuWynkHx60GQe/jRkVBCEAAAhCAgKsI4Iym2Rxvf/3novMhE5108U/77rpEVzvg+tq275a3bvxpnyvutdLGVRuk6qS5JoRTlRmW3yeBsK1CB9woN0AAAhCAAAQg4BkCOKNpNtXe196WYfNmJ1yK9j0N0tnyvyHvhDcQZ4UHx7HiXqt6/ervStX8OZJz+jFx1kwxCEAAAhCAAAT8QABnNM1WDJYUyYj3vzfhUuRWlEqtlfBqk1Zhe91e2f7wIgmYBUwVh+8vRZPHDqitZAa9H5AgFIYABCAAAQhAYEAEcEYHhIvCySIw8qQj7XmiWdnZksUQfbIwUy8EIAABCEDAdQRwRl1nkswUqPri012reEujJQ213a6VD8EgAIFIAk18XiOB+OTMakz/1DOfoHSdGjijrjMJAoUTWPuTP0ggJ2gvgKp4zwFSesCU8MscQwACEIAABCDgcQIBj8uP+D4n0PjmWsmrqpDCSWPtYXyfq4t6EIAABCAAgYwjQM9oxpncvQovOftzkl2Qb/eEOlI2rt4o4y46TYYPIOaocy/vEIAABCDgHwJZJQX+UQZNIgjgjEbg4CSdBIqmjJfpN1xiB7935Fh68U1S++xSOxh+5dGHSrnZpYkEAQhAAAIQgIB/COCM+seWntJk7R2/l12LXpEcE9rKSU2mF7T5wp0RzuiEy86WQF6OZJl5o/mjhztFeYcABCAAAQhAwCcEcEZ9YkivqVEwbqRMuPRMGX3WsSHR37j2dikcNyJ0rgfDj50Tcc4JBCAAAQhkJgFW0/vX7jij/rWt5zRr3bpLdPV8dkGejDjxCKk4bJbndEBgCEAAAhCAAAQGRgBndGC8KJ1EAlOvv9gMyeeafekDkjeyMoktUTUEIAABCEAAAm4hgDPqFkv4WI7aF16XprfXS25leUjL2sXLpKB6ZOhcDyrmzIw45wQCEIAABCDgEGA1vUPCf+84o/6zqes0alixRlo315g4oSUh2azubrG6rdB5tIO3vnKndLW0SbbpLa06Ya5UHXdYtGLkQQACEIAABCDgYQI4ox42nldEzxteLvkjhsnos4+LEDnaHvTdxkmtf3G5PUzfWlMn4887SYqnT5BgeXHEvZxAAAIQgAAEIOAPAjij/rCjb7Sw2jtl5VfvluEmpmjzui1iZWVJwfjI4XzfKIsiEIAABCAAAQgI24HyR+AqAlnZASmcMFpm3PwJyR9TJVt//w9Zfs1tsvOJF10lJ8JAAAIQgAAEIJAYAvSMJoZjRtfSbOaDvv21u6XI7B8fLe194x0pnlYdMUzfvHmH7DZB77f96emIW3SYXntENR34w+tETM9oViDL3iY0oiAnEIAABCAAAQj4ggDOqC/MmGYlLMveJWnsuSdEFSS7sKDXnM+pn71Q9NUzdXd0yrIrv2ln61xTN6SCkiwprWQQwQ22QAYIQAACEPAfAZxR/9k05RoFgtn2tp7F+02I2nbhm2tM72Z8zpzV2SVNqzbKq5d9za7roDu+IMGSwqj1kgkBCEAAAhCAgPcJ4Ix634a+0kB3X5r39N0h5zVg9qQnQQACEIAABCDgXwL80vvXtp7VTOOKuim1NFrSUNvtJpGQJQEEghUFCaiFKiAAAQhAYKgEcEaHSpD7+yXQ9M5mqV38mmz787+k7ODpMvXai/q9hwIQgAAEIAABCGQGAZzRzLBzWrWcfsMlIvoiQQACEIAABCAAgR4EcEZ7AOEUAhDIDAKd9S2ZoWgGallM9AtfWt1q5DPrS8MapXBG/WpZj+qle9G/cMpVUjh+lK3B7Lu+xGp6j9oSsSEAAQhAAALxEMAZjYcSZXoRePsb90jD8nckWFQgnftapL12T68y/WU0rd0sNX9fLAXjRoSKdnd2mgD3eTLn3m+E8jiAAAQgAAEIQMC/BHBG/WvbpGqWN6pSJs0/RIbPP1Rat++SNT++f8DttW7bLY1vr5fCiaND92aZAPpuS/saLNm7231yuY0T8kAAAhCAAAQGQwBndDDUuMfs0qnbdAZE95LX94A5H2jKKS2SoinjZfRZx4Zu1WH6dT99QJZedJOdxzB9CA0HEIAABCAAAV8SwBn1pVndrdTe11fLjkefk+7WdmnZujNCWB2in//MPRF5nEAAAhCAAAQg4F8COKP+ta1rNWvbVS8ddQ1SOGmMtO9pdK2cCAYBCHiTQBObVHjTcP1InVXCRhX9IPLsZZxRz5rOu4IHS4rMPNExUnnUIdLV0h5VkbV3/F5qHn9R8irLpWTWJJn+pcuiliMTAhCAAAQgAAFvE8AZ9bb9PC19e+1e2btslT1HtKciDW+ssXdr2v9bV/e8xDkEIAABCEAAAj4igDPqI2N6TZWS/SfL2A+dIHkjK3uJ3tHYLGIWR3W1tIqYBVLp3K++qDRLyoYPfIFWL6XIgAAEIAABCECgFwGc0V5IyEgVgXzjhI4+85iozWnIp5pHF8sbn/2+FO83UaZ+/iNRy5EJAQhAAAIQgIC3CeCMett+rpC+o6FJ9ixdGQrH1J9QbWZ4PrswTyZf9eGYRSd89AzRFwkCEIAABCAAAX8TwBn1t31Tol3JjEky76m7426r7qUVsuflN2OWb91VJ1ZHlwSC2cZpzZdgcWHMslyAAAQg0JMAe9P3JMI5BNxNAGfU3fbJSOlW3/pL6TRzRnMqSuwV92M+cFxGckBpCEAAAhCAQCYQwBnNBCu7XMftjzxrB8HPGzHMlrRp1QYZ86ETZeJlZ7lccsSDAAQgAAEIQGCoBHBGh0qQ+4dOIJBlYolOljFnv9sDuratXbKLCmTf+q2SU1YsucPKht4GNUAAAhCAAAQg4EoCOKOuNMvQheru6BRdWNS8cfvQK4tSQ1tNneSPHh7lSv9Z7fUN0vDWOtnyh8ftwvVL35Ls3BwpnDDaPtdV9nvMvNKmN9dKxdwDZdSpR/VfKSUgAAEIQAACEPAkAZxRT5qtf6Gtri5p3rBdNtzzl/4LD6LEntdW2YuL5LSB31w8dZxUzJkpwdIi+2ZdpJRl/jlp2rUXOYe8QwACEIAABCDgcwI4oz41cOW8g0VfyUobfvGQFE+fMKjqi6dWi76cpL24TW9vkL1vvCPBwgIpmjLOucQ7BCAAAQhAwCZgNbZAwqcEYjqjXa1t0rBijU/Vdo9aOpSe6SlYkCdtu+pl5z9fkPwxI3BGM/0PAv0hAAEIQCCjCMR0RvPHDJeax57PKBjpUFb3Z8/0NOLEI0RfJAhAAAIQgAAEMo9ATGf0oDu+kHk00qBxwxv0Podj7+7ulm0PPCGFE8fY2eWHzZJATsw/0/Bbk3ZcUJIlpZWBpNVPxekh0L6nLT0N02rSCTTVdie9DRqAAAQSR4Bf2MSxpKYEELDaO2XTb/8ue5etsl9WZ1cCaqUKCEAAAhCAAATcSiC9XU5upYJcSSGw7q4/ys7HX5Sc0uKY9WvPaMeeRpn0yXNjluECBCAAAQhAAAL+IYAz6h9bul6TgrEjpPri02XMguNjytrV3iGvnPdF2fnkErvM8GMPS/swfUxhuQABCEAAAhCAwJAJ4IwOGSEVxCLQ2dQsr1/1nVAYp4YVa6Vw0pg+ndEs3Y1p5mRp3b7brtbqMnO/cmK1QD4EIAABCEAAAl4ngDPqdQu6WH7LssTqtmTsuSfYUmabIPfBgvw+JQ4EgzLrm5/uswwXIQABCEAAAhDwDwGcUf/Y0nWaZAUCEjR7zBfv925w/Jznl8m+dVtl20OLJG/kMKk8cnbCZF54wKsJqeu2hNRCJRCAQDoJNNSz8DGd/GkbAgMlgDM6UGKUHzSB4hkTpVtXx5seU/s16Jq4EQIQgAAEIAABvxDAGfWLJT2gh/aEJrI3NFzlK1YcGn46+OMFvW9tabSkgbiFvcF4PCe3PM/jGiA+BCAAAX8QwBn1hx19pcUWE/S+vXaPBEuKpMT0plYcvr+v9EMZCEAAAhCAAAT+RwBn9H8sOBoAgZatO6Vp1UbZ+/rqmHd1tbbLvrVbYl6PdaFx5XrJH1Vpv4Jm0RMJAhCAAAQgAAH/EsAZ9a9tk6rZmDOPlfY9DRIsLozZTmdzi+z5z4qY13teeOkD10ogP1dattTIuPNOkhEnzO1ZJC3n+xos2bvbzHMlQQACniBQWpHtCTkREgIQeJcAzih/CYMiUHbIfv3e17mvRbYOL++3nFOgcPJYmX7DJbLm9vuktaZO1t/9Jyk9YKpUHnWwU4R3CEAAAhCAAAR8RgBn1GcG9aI6y678lnQ27jND+ptFh/9Hn3WsdO5rluzCAskfPdyLKiEzBCAAAQhAAAJxEsAZjRMUxZJHILeqXKZed5Gsu/OPoluG5o0YlrzGBlFzUWmWlA3PGsSd3OJmAu172twsHrJBAAI9CGSVFPTI4dQvBHBG/WJJD+uRlZUlWdkBadux2x6azza7NFW9/z1SfsgMD2uF6BCAAAQgAAEIxEMAZzQeSpQZFIHuzk5p3bZLNv3m733eryvyW3fUypRrzpdAXq5kBbNND2lVn/dwEQIQgAAEIAABfxDAGfWHHV2pRXZenow6fb7k9+NYZpstQwO5OVIxZ6Yr9UAoCEAAAhBIPwGrsSX9QiBBUgjgjCYFK5UqgWwTpmnixz/YL4zaf78qucNK7XLd7Z2y9JKbpXhatX0+zayuDxbm91sHBSAAAQhAAAIQ8CYBnFFv2s1XUne1tdvD+VmBgHR3dEp3S5tUf/QMW8dsM2xPggAEIAABCEDAvwRwRv1rW89oFsgJyvaHFtkB77u7uuytQItMzFESBJJJgL3pk0mXuiEAAQjETwBnNH5WlEwSgVm3fjpUc5fpFX3h1KtlxXU/tPNmfP1KCZo5pSQIQAACEIAABPxJAGfUn3b1rFbZBXly8MIvS255ia2DnpMgAAEIQAACEPAvAZxR/9rWs5qVTJ/gKtl3b+iSza93ukomhIEABGITaKjvin2RKxCAgOsI4Iy6ziT+Eah9T5MsveBLUlA9ylbqwDuuFxYk+ce+aAIBCEAAAhBIBAGc0URQpA6bwM5/vWw7m4GcbPu8s7lFAmaY/YDbr7XPcUT5Q4EABCAAAQhAoCcBnNGeRDgfNIFNv35ESmdNlmDxuwuOdDFSZ+M+z8cJLRgWkNKx7zrYg4bDja4jwN70rjMJAkEAAhlKAGc0Qw2fDLXzR1VK9SVnir5raqvbK9sfeVaWXnSTfX7wPTfZgfDtE/6DAAQgAAEIQAAChgDOKH8GcRHY+cSLJiB9l2QXxA5C37xhm3Q07As5o3nDyuTo534VV/0UggAEIAABCEAgMwngjGam3Qes9fZHn5OCsSMkb8SwmPd2NrWI1dER87pXL7TUdUvDVlbnetV+seRurW+PdYl8jxNoqO32uAaIH41AVgkxp6Nx8UMezqgfrJgCHfJHVsroM4+RkhmTYrbW+NY6ya0sj3k91oXnT/ik6U0dbl+eeeunpHDC6FhFyYcABCAAAQhAwGcEcEZ9ZtB0qtNe1yA7n1wiOWXFAxMjK0vm3PuNgd1DaQhAAAIQgAAEfEEAZ9QXZnSHEpXzDpasYEC62wc4VN/NkJo7LIgUEIAABNxLwGpsca9wSDYkAjijQ8LHzeEEJlx6Zvhp3Mfrf/an0Ip7hunjxkZBCEAAAhCAgC8I4Iz6wozJU6K9fq/855wbRGOGFk0Z3+ec0cFKcdTTdw/2Vu6DAAQgAAEIQMDjBHBGPW7AZIsfyMmR4unVUjB+pJTNnpbs5qgfAikjUDqpJGVt0VCqCexNdYO0lwICrKZPAeQ0NYEzmibwNBudwIob7pCmVRslp6RIKo8+RCZ+/IPRC5ILAQhAAAIQgIAvCOCM+sKM3lKis7lVVt78MymZPqGX4K2ba2TkKfNk0hULel0jAwIQgAAEIAAB/xHAGfWfTV2vkdXZJa1bamTMWcf2knXvynVmb/si6TZlsgJZ5hXoVYYMCEAAAhCAAAT8QwBn1D+2TKomHQ1NsnfZammvHfpcLO0ZVWezcv4hvWTe/exS2f7XRbLrqSVSedTBMuHys3uVIQMCEIAABCAAAf8QwBn1jy2TqknRxLHSum2XdOxpHHI7ujK/q3Ff1Hr2+8rHouaTCQEIQAACEICAPwngjPrTrgnXatKV5ySszs59LdLw5tqQY5tTzqrmhMGlorgJBCvY5zpuWB4ruHe35TGJETceAgS9j4eSN8swIc+bdvO01N0dXdK+s05W3vQz+9XV1u5pfRAeAhCAAAQgAIHBE6BndPDsEnJn26660O5DCakwwZV0d3RKy+YdCa01t7xY5j7yo4TWSWUQgAAEIAABCHiTAM5omu125D/vTLMEfTff2dQsK65PvuPYtnuPtNftlWBhvgTy8yRveHnfgqXwasGwgJSOzU5hizSVCgKd9exznQrO6Whj/7m56WiWNpNMIGtsVZJboPp0EcAZTRd52o0gsOV3j0n9y29JQfVIKZ42QQa7z31EpZxAAAIQgAAEIOB6AjijrjeRPwXc+Ju/Sd3iZZJTUWor2LR6oxRNHS/7f+tqfyqMVhCAAAQgAAEIRCWAMxoVC5nJJpCdm2PHER1x4hF2U1v//LRoyKfGVRskWFQgBeNGJlsE6ocABHxKoKG+y6eaZbhaJt41yZ8EWE3vT7u6Wqu9r6+W7X//t7Rs3y35o4eHXq3bdsq2Pz0ttc+95mr5EQ4CEIAABCAAgcQRoGc0cSypKU4Cbbvqpdv0gmoPqJPGLjhe9EWCAAQgAAEIQCCzCNAzmln2doW2wZIiyR1eIdLdLfWvvCVNaza7Qi6EgAAEIAABCEAg9QToGU09c0+1aFmWdLW2SfOmxMUabd26U7Re3ee+7vllUjhprBSbxUskCEAAAhCAAAQyjwDOaObZfGAaG6exu7VdNiz888Du66N0swbRN/XOvOWTfZTiEgQgAAEIQAACmUAAZzQTrDwEHXNKi+Xw+789hBp631r30grZ8/KbvS+YnLoXl0vb7nrJMUP5eWZxU8l+E6OWS2VmS123NGxldW4qmdMWBCAAAQhkDgGc0cyxtSc03fn0f0xPbJsUmaF7yQ64whn1BDiEhAAEIAABCHiUAM6oRw3nZbF1r/sdf/u31Jse0p6pedN2qTpxrky4/OyelziHAAQgAAEIQMCHBHBGfWhUt6s09pz3i76ipdXf/bVkBbNlx6PP2YHvy2ZPj1YspXnsTZ9S3DQGAQhAAAIZRoDQThlmcLerW3rAFAmWFEpnU7N0t7W7XVzkgwAEIAABCEBgiAToGR0iQG5PLIFRp80fVIUVxxw+qPviuWnmWSfLiFnp76GNR1bKxE+gbP+y+AtT0lMEDry40VPyImx8BErGjYivIKU8RyDLxHu0PCc1AkMAAhCAAAQgAAEI+IIAw/S+MCNKQAACEIAABCAAAW8SwBn1pt2QGgIQgAAEIAABCPiCAM6oL8yIEhCAAAQg4DcCbW1tflMJfSAQlQDOaFQsZELAfwS6u7uls7PTf4pluEbY1Z9/AFdddZV8+MMf9qdyaAWBHgRwRnsA4RQCfiSgPSyTJk2SBx54wI/qZaxO2NW/pp8zZ4489thjUltbayu5atUq+fWvfy1//vOfRR9ASN4lwANkb9vhjPZmQg4EfEFg9+7d8o1vfMPWJS8vT/bff3+59957Q7o9/fTTctddd8nrr78eyuPA/QSwq/ttNFgJr7/+euno6LBvP+eccyQYDMof/vAHueOOO+SQQw4Rva69pRdddNFgm+C+NBPgATKGATS0EwkCEPAfgTvvvNMqLS21WlpabOV+//vfW9nZ2dbGjRut97///VZxcbFVUVGhod2sv/zlL/4D4BONVq9ebZ166qnW3r17bY2wq08M20ONHTt2WFlZWdbDDz8cunLeeedZU6ZMsSZMmGCtWLHCzv/Rj35kl3v55ZdD5ThwN4Fdu3ZZt9xyS0jIU045xTrppJNC50899ZSln+tly5aF8jLtQDJNYfSFQKYQ2LZtm+18Xn755dYnPvEJq7m52SopKbFmzpxpnXnmmVZTU5Nl5pBaRx99tDV16lT7OFPYeEnPuro6Kzc31/rFL35hi41dvWS9gcl6zDHHWPPmzbPUCd2wYYNlhunth8UbbrghoqIDDjjA0s81yZ0EeIAcuF0Ypo/RY0w2BLxOwDxp2yr89a9/leOPP14KCgpkwYIFsnLlSrn55pulqKhITE+p3H333bJmzRoxT+deV9mz8vc1h8z0Xsvpp58emmKBXT1r5piCm59uefbZZ8X0fsrzzz8vpjdUzIOjnHDCCTJy5EjRqRnh6eKLL5Y//elP0traGp7NsUsIDB8+3P4+ffDBB22JPvCBD8i+fftEF6VdccUVcvbZZ0thYaGcfPLJ9rvpFRfTeyqmY0C+8IUvSFdXl0s0SZ0YOKOpY01LEEgaAXVmNm/eLPX19WJ6OWXp0qX23LIf/OAHsmfPHjn22GPttp25Zs6iCM00PaVy2GGHhZwduyD/pYSA6fUUnUM2efJkuf/++3u1qU7Kzp075cILL5R///vfYqZYYNdelLyZoZ9BfV199dVy4403yoEHHigPPfSQ5Ofny/jx42XYsGH2nNHzzz9fdH63/i046YILLpDGxkZ55JFHnCzeU0xAP7exEg+Qscj0kT/wzlTugAAE3ETA9KRYEydOtIfzdA6oDulec801tog6FK9zQ80CCPvcPHFb5ofOMgshIlTQ6+ZJ3TI/cBH5nCSPwHXXXWdPkdAWvvzlL1uPP/54RGPPPfecVV1dbZkebWvMmDG2fb/5zW/aZbBrBCpPnZheTnuajPlZtqfRmF40a9y4cZZ+NjV96EMfsofqHaXMg6Vte/Mw4mTZ7zrv+7TTTovI4yS5BNRG5uHeeuKJJ6zy8nLLPPz3atB0DFg1NTWWiXpgz+3V6RbLly+3dK6vWZBmX9ObzAOGbdeen3vTMWCZh89e9fo9g57RPhx1LkHA7QS2b98uZp6ZmAUudg+o9p7Nnj3bXoGrMUV1KP6DH/xgqNczEAjYvWy/+93vIsLDaO9Le3u7mIVMblfZk/Ip257JLFaxh+Y0/9Zbb7V7p80iJbuYDtsdd9xxcsYZZ9jDezqEu99++4XsiF170vTOua6S12kxmzZtkrVr18pll10mW7ZskUWLFtlK6OiFDtWvW7fOPj/00ENl1qxZIds7mn784x+3h/Cdc96TT0BHMDQiiY4kOUPv4a0uXrxYTMeA/dIeb+NAin7Xaq/3xz72MbvXW6MjaNLRKu0B7zk9Su2vPeTmgTO8av8f+93bRj8I+IWAPo3r0/ULL7wQUunHP/6xNW3aNEufxp30zjvv2E/gf//73+2sJ5980n4Cf+utt+zzN9980z7X+sLTlVdeaf3mN78Jz+I4AQS+9a1vWWVlZZZGMwhP2hutvWKadCGZHt922232+U9/+lPLxIWNsOsrr7xi281ZRY1dbVSu/S/a53Xr1q12b9mrr74aIffhhx9uffSjH7XzTGgnq6qqyvr6178eKvPtb3/b7okzc0RDeRwkl4AZhu/VgEY1+OpXvxrKNw8MoWPTMWB/737605+2P7f6PWweIK0ZM2aEypi5vpb2fDrpi1/8oj3q4fSKa76ZlmPXk2nfxaymd/4qeIeACwmYOWWWmfhunXjiibZDM2rUKNshcRwbE0fUOvjgg3tJbnrVLBOP0M53huY/8pGPWOqgNjQ0WKa3xTJP4L3uIyPxBM4991zLLEKxw2yF/3jpMJ7pqQ4Nz5oeMsv0oNgCfOc737F/yHpKM3fu3NAUDOzak076z/v7vL799tv251cdlfD0s5/9zJ5Oo591TZ/97GftoXudqqGOq5kPbn3ve9+zI2CE38dx4gmow6/ft/qZ1cgV4UkjHXzqU5+ys/RhUENxOZ9pHiDDSQ38GGd04My4AwIpIaA9JJWVlZZZSW2Z1fD2/CTtQTvrrLMsM1xkOzFmtab9FK1x7MLTJz/5SXuuYXhsSjPOY+Xk5NhxDM3CB8ussg+/heMhElDHQcNkrV+/PqIm7XG+9NJLLQ3bc8QRR1hqV00vvfSS7Zg4tnvmmWfsc401+Le//c3+oev5Y2hW49q9Zk4dGpsQu0bgTttJPJ9XLaOfwZ///OcRcv7rX/+y7WiGdO18M3xvh2FT2+rfDil1BPQhTx8S1RnVebnho076gK8Pl5rM1Bv7+9mJH8oD5NBshDM6NH7cDYGEENBFDfqkrYuRHEdDK77kkkvsHymdAO8ks2OSnaeBknXBkQ4Ffe5zn3Mu2z2fGodQf8jM9oGhfA12zwKlEI6EH2g80LFjx1omHE9E3bo4SeO6mjmC9lDrV77yFfu6DtmqjZzpE/qjpwuWrr32WttOWtdnPvOZUF16XR9K9B51Vp2EXR0SqXtXR0QfJjQOqC5ocVJ/n1ctpzbVqTUa99dJuphN7aqbGzhJ/556Pow413hPDAGdFqMxXcMdTq3ZRDKwg9Dr4k9n6ozmq53MXE89tJP2kk6fPt0+5gHyv1AG+YYzOkhw3AaB/gjoj1T4XKBY5XX4Tb/09EtN3zUovVngYBd3Vlzqe3jSoXlnjpnuzGIWtFg6DK9P6e9973vt3T10qMksXgq/jeMEEFCbag91tKTzBHXo7le/+lXo8u23324deeSR9vkDDzxg97roymitR1fXmsVJobImxI81evRou/4//vGPtoOiDxom7JNlFkDY88/MwghLr5ESS0Dt4Ywk9FWzPjDqZ1V7zjQyhUY7MItS7Fvi+byqI6s95DpPVB9UzEIkuxdU54iasE4MxfcFP8HX1IHUh4CFCxdG1Kz2NQuV7M+x9mQ787R1zr7ZVjlU9sUXX7TvX7JkCQ+QISqDO8AZHRw37oJAnwR0npf+sOjwW19J5w1qKCZ1NjTpfE6dN6gv/XHUV7RQTCZ+aMQcM3WCdEhJHVETNNmuR8MA6c5KpMQR0JBKGobHBByPWamG1dKwL06vli5EcHpP9CbtPdPebJ2bpj2h4XWZDQnsHzcn3Ms//vEPe06wWaFrz2PTOYek5BDQ0QSdUtFX0ikVI0aMsHQhijqVmvTzpsO6b7zxRtyfV+0V1+H3gw46yA7lpA+UumuPOkavvfZaXyJwbRAE9Hs01gOk7k6nCwxNRINQzfqw8MMf/tA+N9EP7J5snc+rn1W1f3jSXm5dtKSJB8hwMgM7xhkdGC9KQyCCQLQVl1pAh9r1S6u/+V46/9PsxhGqU1dM65wk/VFynJRoKy515abuM+/MMQtVEHag8QrD6w67xOEQCOjiMLVbrNTS0mL3bjvsddGYDvs5SadK6H7jN910kzV//nxLF6+Ep0yNMxjOIFnHfTkl6oiqnWJ9plUm/bzpZ9NxRPVzqCMb+ll0FgwO9vOqn3cdGYkWuzJZPDKh3v4eIPW6PrTr3Hwn6bH2WmvS6RL6AKqxmXVqhto6fFhfR6M0EobzN8EDpENxYO84owPjRWkIhAjoEI9+CTkrYEMX/nugc8N0L/jwuWE9y+hQ3UknnWRp+B8dni8tLbV0VfWiRYtCX3ixQjHp8J4OJWnSXhXtZdFQT7o4SedBaQB8dW5JiSWgQ/A6dKfzfGMlDVSuZbSnRIfydOg+vGdGh/V0k4E5c+bYUyvC61HnlcVl4UQSc9yfU6LD7+pomli7MRtUx1Ptqk6p2crRHtXQebw6N9uZjx3P51Ub0B43nVqjveAaukmn2uj3ACnxBPp7gNTPqDqZTpQSnQJltu0MCaIjXDqCpY6m/o2Ef/Z1Nb3m8ZkN4RrUAc7ooLBxEwQsy+mdvO+++6LicOJCOl9w0QrpPEB1VHQnFZ135jiuv/3tby2z5V/olnhCMel8Qx3+1fmJWq/KR0o8AZ1XqPMENZRLX0mnSWjvuPN3oPEDw5OG5dIfMZ0DSkoNgf6cEu2xNsHMYwqjjqPaTGNHfve737VDLmlhXf2uYX80BJOmeD6vWpc+QOoDiX7+w+cO25XwX8IIxPMAqSMV2rmgn9PPf/7z1oIFCyLav+GGG2y7qlPac7qMTpvSKTakwRPAGR08O+6EgN07oj2bsZLZOcU65ZRTYl22e0X0x+0nP/lJRBkdvg13UgjFFIEnZSc69Ka91BqgXqMXOEl7nnV+bl9Je0L1wUB7WfSBw1k179yj13Wlbs8fNuc674kn0J9T8lUT0FydDY0XGi3pKIguMHvf+94XGpbVcjoioTGAncTn1SHhjvd4HiB1apVOkdFOAA3TFL5qXrXQ7wJ9cNDvaw3jRkosAZzRxPKktgwjoL2eOrzjLFbpqb4Ov+mKabO9Y89LoXOz5aNdx9e+9jU7/qDO9dTdd3RBBCl9BDRsjy5O0OFT7eHUH6H/+7//swV69NFH7XOdHtFX0h4znXqhC1x67i3e131cSw6B/pwSDUavdu45jzdcGl2QpmW05+yuu+6ytIdbbdxzRXb4PRwnloBOZdFFm9GSLjLThaH6gO9EJdFy8TxA6oOhTp/RRYa6oK1nWrVqlT0iogtNSYklgDOaWJ7U5mMC0b7ktKdE54XqME20pLEltVfMWZkZrYw+ceuKXJ1Ery+dCxoeuzDaPeQll4AGnteheO3x0sUK+tIYkGofPXYWqOnQXn/pl7/8pb0Svj/Htb96uD4wAoPt1daV1E4orlgt6mIjLae9oRpXlrnZsUglJ183kLjwwgsjKteRhptvvtleBKbz5fUBQRek6XewpngfIHX6jXYghPd0RzTESVII4IwmBSuV+olAf19y+hQ9e/bsmCrrPDWdQ+YkXdGr8Qj1PicAunON99QSUFvo4gXtaQmfY6u9XbrLlZM0sLzaUXvEnB5OXaDWc/943ZDA2R7QuZf35BHQB0RnB5zwVobSq629nWrn8F417THVIXzdYUv/ZkjpJaAOo/Zg6kO8E9NX47RqCDRdHKhpw4YNtjOq0Q00DeQBUkendBc7UuoI4IymjjUteZRAf19yTqDr8F2SwlXVL0v9cdOhI50Er2FCtLdUf9icYNnh5TlOPgGdE6gv7QHT4OX6w6Y9Kc4wvMZ9VAdEh3XVZnpNnRFd4KKLwzTpinm1qzN/TOvTHpXwub7J1ySzW9DtUNU2Gk7LSUPt1VY76rxR3WxAHVPtAVU7q6OjD4+xomc47fOeXAIan1c3/VCb6Nxdtbcmjc3sOJ56rivfdXrNmDFjQg8QPR8gtfdcH1zCQzXpvaTUE8AZTT1zWnQpAY0nt8gsVtEvMX2KdlJ/X3LaU+LEoXPu0R4bDRWjyZmnpl+eutr91ltvtdb32L/cuY/3xBLQH5ue2zaqbSsrK21HVBeKOY6MLibSsD3OQiOdB6zOp4bfch40LrroItv5cRwSXaCmQbOdpA8cGtCclBoCaiOds3355ZeH7DCYXu2eTomuqNfPq25eoNNmtDcchyU1Nu3ZSrStktUeGoFAw2o56ZlnnrFjtOpce11UqpuF6Gda7ejML+35AKlTaPS6M9rh1MV76gngjKaeOS26jIAOz2rvlj5F6xeY/rhpyBXtHdMUz5ec9p7pXuLOEJ5+GYY/kWuPmzpFpMQQ0AeHhx56yF48ootN1PnvmfratlGnSOiPUM+5frqa1tlCVXtZtDcs/MFk7ty59n0a1keTOp/h+8T3lIHzxBGI9mChgcn186oheXSrVU2D6dXu6ZS88MILdoxY50ElcVpQk0NAnXudIqO9zRpbWVew9+Td11bJOm9XFwaG75yk3wnaq61D7LrISL+PddRDFy85KfwBUufmayzgnu06ZXlPHQGc0dSxpiUXEtAnZl2ApL2f+hStSYNja1gPDePhOJf9fcnpD6A6N08++aRdhzqeOJ82ioT/d/fdd9s9m3l5eXaPtC5W0BXvGmzcSeqc6sNFrG0bNYi12ssZ4nPu04Vm+kCiSWMNqpOjc8/0R+uzn/2svRBJh2516gY9ZQ61ob3H45TEerDQHmvdL1ynR9TU1IQEGWivNk5JCF3SD3RFujqg+qCnn0Hd6/2oo46ybajfu87nSh/01LGMtVWyDtdrz7XzYKiC6zxv/Zw6SUeg9GFFRzy0XU08QDp03PWOM+oueyBNEglEG+7Rrf90xaUuRAlPuvJZv8ScL8J4vuR09xTnCy+8Lo4TR0B3x9EfFl3AoD1lmnS1rPZ26PCsk/rbtlEfMtTp7BnlQKdo6Hxe/bvQvxf9odQfTH1p/EGdT0hKDIF4nZL+Hiz04VG30dRYsE6iV9sh4a7373//+/ZnSb9PdQ62zst20s9//nP72sMPP2xnxbNVsk6RCQ/BpNOlzjzzTPu7QR9ONRawzivWcjo3lOReAjij7rUNksVJQGPD6XZ8OmSn4TscJyX89r6Ge3RPao0n2TPp4hbtHdPEl1xPOuk51x8XZw/wviSIZ9tGdViqq6sjFqTodAsdineSzvfVaRrOzjpOPu9DIzAQp6S/BwuVRHvAdYqFk+jVdki4692ZsxltVzrt2daHPg3PpCmerZKdLVz1+18fJHVkSkdMtB5d2NbzYdNdNJAmnADOaDgNjj1FoL6+3l5coPOGysrK7MUm2pup2/KFz/Prb7jH+ULr6XDoPCZna0C+5Nzxp6G21T3BnaE8RyoNvxWeF8+2jc4e4u95z3vs+WoaJkaHe3UuGim5BAbilMTzYKGfT3VAnMVn9Gon135DqT3WrnQ6f1RtqPN3NcW7VbIO7et9Omdfp1toaDVdA9DY2DgUMbk3xQRwRlMMnOYSR+D888+3g5AvXrw4VKk6EtrbpQsQnBTPcI+umg6PK6erpXX45/bbb3eq4UsuRCJ9B/fdd5/9wzNz5kz7oUOjE2gPiP4Y6YIxDcejPeNqv3i2bdT4rxrIXlfm6vCePpiQUkMgXqckngcLZ9rFRz7yETtmrC5eoVc7NXYcaCu6K512Gji70unUF+0p1wgXOvLhLCZy7N7fVsn6IKoxYcM7IAYqE+XTTwBnNP02QIJBENAg5OqAxNOLFc9wj27FqfVdeuml9twzDRmiQ/PhiyIGISa3JIGALjrT1fD6kKH2uvHGG+0fM50Xpj2b2sOpKZ5tG3UYTxc/6bxDUmoJxOuUxPtgoXMD9TOsc4qdeYep1YjW4iGgc7x1NEs/wzrypIuUdN6+zrnv2ZvJVsnxEPVHGZxRf9gx47TQWI76w3PPPff00r3nE3I8wz36ZK316dZ+Ouyjjo0O9ZG8ReC6666zZsyYERJaH1b62rZRe2e0l+bee+8N3cNBaggMxCmJ58FCpdaH1J4OTWq0oZWBENBg9fp9e/rpp/cZWklHOdgqeSBkvVsWZ9S7tst4ybVnTHtB1NnQ3s8JEybYT9n6JafnuvBBU7zDPbpg6dxzz814rl4AoKvdo6Vrr702whmNVqZn3imnnGKHbOqZz3nyCcTrlKgk/T1YJF9aWkgUAY27rN/TTiznRNVLPd4lkKWimz8KEgQ8R8AM34mZQyhm2FbMsI9UVVWJmScoxkEVs6BBzK4aYiayi1kdLWY+oJjQHnLTTTeJmVsoTz31lLz88svyyCOPiJkbautu4leKmXMoprdMzIIoz/HIFIHVduahQczqWdu2qrd+jZneMzE92vKLX/xCzOrquHGYwPdiFj+JWcgU9z0UTAwBswpazFQLMU6JmDBaiamUWlxPwPRei9mGV6655hoxwe5dLy8CJp8AzmjyGdNCGgiYBQ1iFreIiQ0pt9xyi5ihezGBlsXEqbSlOe6448Ss0o1wOs2uPrYza+aeiRnaT4PUNBkPAbWtmdMrZpGamCkVYnZYkddff91+iDDhvURfJlZoPFVRJs0EcErSbIA0Nq/fzdpZYKZW2J0JaRSFpl1AAGfUBUZAhKERMPOKxEyCj6jErLC0nVGzulbMbjkR1/o6MTst2b1t2sNKci8BdWIefPBBUXuZVbhitm+Vs88+W0wwbfcKjWRRCeCURMXi+0wd2Tj11FPtUSp9uCRlNgGc0cy2v+e1N1u/yaJFi8TEqLN7yFQhE3/UHm5XR8XspGQPB3leURSAgE8J4JT41LD9qKUjHGYnNTEh+sRs3dtPaS77nQDOqN8t7HP91Nk0O6/YPaP6dG1WwIsJqG33lpnt5ezhXJ8jQD0IeJoATomnzYfwEEgIAZzRhGCkknQSMGGZxITmkSVLlogJ6yOHHHKInHfeeZKfn59OsWgbAhCAAAQgAIE4COCMxgGJIhCAAAQgAAEIQAACySEQSE611AoBCEAAAhCAAAQgAIH+CeCM9s+IEhCAAAQgAAEIQAACSSKAM5oksFQLAQhAAAIQgAAEINA/AZzR/hlRAgIQgAAEIAABCEAgSQRwRpMElmohAAEIQAACEIAABPon8P8dF8hsvnqpsQAAAABJRU5ErkJggg==" /><!-- --></p>
|
||
<p>We can get an interactive heatmap by using the <code>heatmaply</code>
|
||
package/function: (code is not evaluated in order to keep the HTML
|
||
size)</p>
|
||
<div class="sourceCode" id="cb10"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb10-1"><a href="#cb10-1" tabindex="-1"></a>heatmaply<span class="sc">::</span><span class="fu">heatmaply</span>(<span class="fu">as.matrix</span>(iris2),</span>
|
||
<span id="cb10-2"><a href="#cb10-2" tabindex="-1"></a> <span class="at">dendrogram =</span> <span class="st">"row"</span>,</span>
|
||
<span id="cb10-3"><a href="#cb10-3" tabindex="-1"></a> <span class="at">Rowv =</span> dend)</span></code></pre></div>
|
||
</div>
|
||
<div id="similaritydifference-between-various-clustering-algorithms" class="section level3">
|
||
<h3>Similarity/difference between various clustering algorithms</h3>
|
||
<p>We may ask ourselves how many different results we could get if we
|
||
would use different clustering algorithms (<code>hclust</code> has 8
|
||
different algorithms implemented). For the purpose of this analysis, we
|
||
will create all 8 hclust objects, and chain them together into a single
|
||
<code>dendlist</code> object (which, as the name implies, can hold a
|
||
bunch of dendrograms together for the purpose of further analysis).</p>
|
||
<div class="sourceCode" id="cb11"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb11-1"><a href="#cb11-1" tabindex="-1"></a>hclust_methods <span class="ot"><-</span> <span class="fu">c</span>(<span class="st">"ward.D"</span>, <span class="st">"single"</span>, <span class="st">"complete"</span>, <span class="st">"average"</span>, <span class="st">"mcquitty"</span>, </span>
|
||
<span id="cb11-2"><a href="#cb11-2" tabindex="-1"></a> <span class="st">"median"</span>, <span class="st">"centroid"</span>, <span class="st">"ward.D2"</span>)</span>
|
||
<span id="cb11-3"><a href="#cb11-3" tabindex="-1"></a>iris_dendlist <span class="ot"><-</span> <span class="fu">dendlist</span>()</span>
|
||
<span id="cb11-4"><a href="#cb11-4" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="fu">seq_along</span>(hclust_methods)) {</span>
|
||
<span id="cb11-5"><a href="#cb11-5" tabindex="-1"></a> hc_iris <span class="ot"><-</span> <span class="fu">hclust</span>(d_iris, <span class="at">method =</span> hclust_methods[i]) </span>
|
||
<span id="cb11-6"><a href="#cb11-6" tabindex="-1"></a> iris_dendlist <span class="ot"><-</span> <span class="fu">dendlist</span>(iris_dendlist, <span class="fu">as.dendrogram</span>(hc_iris))</span>
|
||
<span id="cb11-7"><a href="#cb11-7" tabindex="-1"></a>}</span>
|
||
<span id="cb11-8"><a href="#cb11-8" tabindex="-1"></a><span class="fu">names</span>(iris_dendlist) <span class="ot"><-</span> hclust_methods</span>
|
||
<span id="cb11-9"><a href="#cb11-9" tabindex="-1"></a>iris_dendlist</span></code></pre></div>
|
||
<pre><code>## $ward.D
|
||
## 'dendrogram' with 2 branches and 150 members total, at height 199.6205
|
||
##
|
||
## $single
|
||
## 'dendrogram' with 2 branches and 150 members total, at height 1.640122
|
||
##
|
||
## $complete
|
||
## 'dendrogram' with 2 branches and 150 members total, at height 7.085196
|
||
##
|
||
## $average
|
||
## 'dendrogram' with 2 branches and 150 members total, at height 4.062683
|
||
##
|
||
## $mcquitty
|
||
## 'dendrogram' with 2 branches and 150 members total, at height 4.497283
|
||
##
|
||
## $median
|
||
## 'dendrogram' with 2 branches and 150 members total, at height 2.82744
|
||
##
|
||
## $centroid
|
||
## 'dendrogram' with 2 branches and 150 members total, at height 2.994307
|
||
##
|
||
## $ward.D2
|
||
## 'dendrogram' with 2 branches and 150 members total, at height 32.44761
|
||
##
|
||
## attr(,"class")
|
||
## [1] "dendlist"</code></pre>
|
||
<p>Next, we can look at the cophenetic correlation between each
|
||
clustering result using <code>cor.dendlist</code>. (This can be nicely
|
||
plotted using the <code>corrplot</code> function from the
|
||
<em>corrplot</em> package):</p>
|
||
<div class="sourceCode" id="cb13"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb13-1"><a href="#cb13-1" tabindex="-1"></a>iris_dendlist_cor <span class="ot"><-</span> <span class="fu">cor.dendlist</span>(iris_dendlist)</span>
|
||
<span id="cb13-2"><a href="#cb13-2" tabindex="-1"></a>iris_dendlist_cor</span></code></pre></div>
|
||
<pre><code>## ward.D single complete average mcquitty median centroid
|
||
## ward.D 1.0000000 0.9836838 0.5774013 0.9841333 0.9641103 0.9451815 0.9809088
|
||
## single 0.9836838 1.0000000 0.5665529 0.9681156 0.9329029 0.9444723 0.9903934
|
||
## complete 0.5774013 0.5665529 1.0000000 0.6195121 0.6107473 0.6889092 0.5870062
|
||
## average 0.9841333 0.9681156 0.6195121 1.0000000 0.9828015 0.9449422 0.9801444
|
||
## mcquitty 0.9641103 0.9329029 0.6107473 0.9828015 1.0000000 0.9203374 0.9499123
|
||
## median 0.9451815 0.9444723 0.6889092 0.9449422 0.9203374 1.0000000 0.9403569
|
||
## centroid 0.9809088 0.9903934 0.5870062 0.9801444 0.9499123 0.9403569 1.0000000
|
||
## ward.D2 0.9911648 0.9682507 0.6096286 0.9895131 0.9829977 0.9445832 0.9737886
|
||
## ward.D2
|
||
## ward.D 0.9911648
|
||
## single 0.9682507
|
||
## complete 0.6096286
|
||
## average 0.9895131
|
||
## mcquitty 0.9829977
|
||
## median 0.9445832
|
||
## centroid 0.9737886
|
||
## ward.D2 1.0000000</code></pre>
|
||
<div class="sourceCode" id="cb15"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb15-1"><a href="#cb15-1" tabindex="-1"></a>corrplot<span class="sc">::</span><span class="fu">corrplot</span>(iris_dendlist_cor, <span class="st">"pie"</span>, <span class="st">"lower"</span>)</span></code></pre></div>
|
||
<p><img role="img" src="data:image/png;base64,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" /><!-- --></p>
|
||
<p>From the above figure, we can easily see that most clustering methods
|
||
yield very similar results, except for the complete method (the default
|
||
method in <code>hclust</code>), which yields a correlation measure of
|
||
around 0.6.</p>
|
||
<p>The default cophenetic correlation uses pearson’s measure, but what
|
||
if we use the spearman’s correlation coefficient?</p>
|
||
<div class="sourceCode" id="cb16"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb16-1"><a href="#cb16-1" tabindex="-1"></a>iris_dendlist_cor_spearman <span class="ot"><-</span> <span class="fu">cor.dendlist</span>(iris_dendlist, <span class="at">method_coef =</span> <span class="st">"spearman"</span>)</span>
|
||
<span id="cb16-2"><a href="#cb16-2" tabindex="-1"></a>corrplot<span class="sc">::</span><span class="fu">corrplot</span>(iris_dendlist_cor_spearman, <span class="st">"pie"</span>, <span class="st">"lower"</span>)</span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>We can see that the correlations are not so strong, indicating a
|
||
behavior that is dependent on some items which are very distant from one
|
||
another having an influence on the pearson’s correlation more than that
|
||
of the spearman’s correlation.</p>
|
||
<p>To further explore the similarity and difference between the
|
||
alternative clustering algorithms, we can turn to using the
|
||
<code>tanglegram</code> function (which works for either two
|
||
<code>dendrogram</code>s, or a <code>dendlist</code>).</p>
|
||
<p>First, let us see two methods which are very similar: ward.D vs
|
||
ward.D2. From a first glance, we can see how they both give the same
|
||
result for the top 3 clusters. However, since they are both ladderizes
|
||
(i.e.: having their smaller branch rotated to be higher for each node),
|
||
we can see that their clustering is not identical (due to the
|
||
crossings).</p>
|
||
<div class="sourceCode" id="cb17"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb17-1"><a href="#cb17-1" tabindex="-1"></a><span class="co"># The `which` parameter allows us to pick the elements in the list to compare</span></span>
|
||
<span id="cb17-2"><a href="#cb17-2" tabindex="-1"></a>iris_dendlist <span class="sc">%>%</span> <span class="fu">dendlist</span>(<span class="at">which =</span> <span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">8</span>)) <span class="sc">%>%</span> ladderize <span class="sc">%>%</span> </span>
|
||
<span id="cb17-3"><a href="#cb17-3" tabindex="-1"></a> <span class="fu">set</span>(<span class="st">"branches_k_color"</span>, <span class="at">k=</span><span class="dv">3</span>) <span class="sc">%>%</span> </span>
|
||
<span id="cb17-4"><a href="#cb17-4" tabindex="-1"></a> <span class="co"># untangle(method = "step1side", k_seq = 3:20) %>%</span></span>
|
||
<span id="cb17-5"><a href="#cb17-5" tabindex="-1"></a> <span class="co"># set("clear_branches") %>% #otherwise the single lines are not black, since they retain the previous color from the branches_k_color.</span></span>
|
||
<span id="cb17-6"><a href="#cb17-6" tabindex="-1"></a> <span class="fu">tanglegram</span>(<span class="at">faster =</span> <span class="cn">TRUE</span>) <span class="co"># (common_subtrees_color_branches = TRUE)</span></span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>Next, let us look at two methods which also have a high cophenetic
|
||
correlation: ward.D vs the average:</p>
|
||
<div class="sourceCode" id="cb18"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb18-1"><a href="#cb18-1" tabindex="-1"></a><span class="co"># The `which` parameter allows us to pick the elements in the list to compare</span></span>
|
||
<span id="cb18-2"><a href="#cb18-2" tabindex="-1"></a>iris_dendlist <span class="sc">%>%</span> <span class="fu">dendlist</span>(<span class="at">which =</span> <span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">4</span>)) <span class="sc">%>%</span> ladderize <span class="sc">%>%</span> </span>
|
||
<span id="cb18-3"><a href="#cb18-3" tabindex="-1"></a> <span class="fu">set</span>(<span class="st">"branches_k_color"</span>, <span class="at">k=</span><span class="dv">2</span>) <span class="sc">%>%</span> </span>
|
||
<span id="cb18-4"><a href="#cb18-4" tabindex="-1"></a> <span class="co"># untangle(method = "step1side", k_seq = 3:20) %>%</span></span>
|
||
<span id="cb18-5"><a href="#cb18-5" tabindex="-1"></a> <span class="fu">tanglegram</span>(<span class="at">faster =</span> <span class="cn">TRUE</span>) <span class="co"># (common_subtrees_color_branches = TRUE)</span></span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>We see that when it comes to the major clusters, the two algorithms
|
||
perform quite similarly.</p>
|
||
<p>However, how are they doing inside each of the clusters? It is quite
|
||
difficult to compare the two because of the high value in ward.D. For
|
||
comparison purposes, we can “rank” the heights of the branches in the
|
||
two dendrograms (while still preserving their internal order). Next, we
|
||
can highlight the shared common sub-trees (with different colors), and
|
||
the distinct edges (with a dashed line):</p>
|
||
<div class="sourceCode" id="cb19"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb19-1"><a href="#cb19-1" tabindex="-1"></a><span class="co"># The `which` parameter allows us to pick the elements in the list to compare</span></span>
|
||
<span id="cb19-2"><a href="#cb19-2" tabindex="-1"></a>iris_dendlist <span class="sc">%>%</span> <span class="fu">dendlist</span>(<span class="at">which =</span> <span class="fu">c</span>(<span class="dv">1</span>,<span class="dv">4</span>)) <span class="sc">%>%</span> ladderize <span class="sc">%>%</span> </span>
|
||
<span id="cb19-3"><a href="#cb19-3" tabindex="-1"></a> <span class="co"># untangle(method = "step1side", k_seq = 3:20) %>%</span></span>
|
||
<span id="cb19-4"><a href="#cb19-4" tabindex="-1"></a> <span class="fu">set</span>(<span class="st">"rank_branches"</span>) <span class="sc">%>%</span></span>
|
||
<span id="cb19-5"><a href="#cb19-5" tabindex="-1"></a> <span class="fu">tanglegram</span>(<span class="at">common_subtrees_color_branches =</span> <span class="cn">TRUE</span>)</span></code></pre></div>
|
||
<p><img role="img" 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eD3gN8Du38P+EC4+//G/hP6PeD3gN8Dfg/E6QEfCON0jn/K7wG/B/we8Htg9+8BHwh3/9/Yf0K/B/we8HvA74E4PeADYZzO8U/5PeD3gN8Dfg/s/j3gA+Hu/xv7T+j3gN8Dfg/4PRCnB3wgjNM5/im/B/we8HvA74Hdvwd8INz9f2P/Cf0e8HvA7wG/B+L0gA+EcTrHP+X3gN8Dfg/4PbD794APhLv/b+w/od8DQ7IHdDV0Wbx4sWn7b37zG/nsZz8rX/rSl0RXUB+Sz+M3evD2gA+Eg/e3GZItY+D6zGc+I6xdxjIulu655x751a9+ZQ/9rd8DcXvgL3/5i7z33nvS2dkpjY2Nsnr1arn11lvlQx/6kNx1111xr/VP+j2Qag/ssSvUp9pRfvnkeuC5556Tn/70p2bw+s53viMA4E033SRPP/20HH/88clVkqDU+1fcK0X7jJayw6ql+IBxkpmTleAK//RA9EB3d7esXbtWli5dGk6bN2+Wf/3rX2ndbsWKFfLaa69JQ0ODqaekpETy8/PlrLPOkkWLFskll1ySVv3+xX4PuHvAB0J3j/TjcfuWBmlbv0OyivL6sdb+r2rxZ+6Q/DFlKVc8+TunSemsiRHXzZ07Vz73uc/JK6+8It/85jfNudLSUunq6pL77rtPrrrqKsnLS68/dry0QrY9/I6pOzM/R0oPmWRAsWx2tZTMUGDM9V/riB8lzYO6ujpZtmxZGOws8JHX3t4eUfvw4cMjjlM9CAQCwgrpHR0dUltbK9wbevvtt6W8vNxMpphguenll1+WK6+80p3tH+8hPbBt2zZZuXJln5/WX5i3z12X+MIFR/5EOrY0Ji44CEoc9OCXpGT6uLRbgi6HFa0ZmO6//34zgH7qU5+So48+Wh599FEjNuU4HXppn+9KsDPgWUVmXraUHjxRAMWywyeHgDEvx7Osn9nbA4ggET9akHNut2zZ0lswwR6TnLa2tgSlYp+GCwTQ4Pxef/11Oe+88+Rvf/ubFBUVyZQpUwSg/MUvfiGnn3567Er8M3tcDxx++OFm8t3XB/enzn3tuSSuyx8/TLLLCqXq6hOTKL3riiz9+v2y4vqHJCPFJnhxhIhAq6qq5MUXX5TW1lb54IMP5P3335fDDjtMEJv997//lXSBMLMwVwL1rZ6t7W7vkrr/fWCSyDOSkZtluFYDjCpKLTlogmQpF7mn0vbt2z3Bjtk0YJgslZWVGWAqKCgQ6kScCUgVFxcnW4VnOaQHX/jCF8ykCS7wG9/4RljUWlFRIRs3bpTbbrstCgh3NUfIe75161bPZ/IzB38PDEkgxAjj4YcfNuIT28VjxoyRSy+9VAoLC21W1JbZJkp42GhLzGA/+tGPygEHHGCzPLfcD3FfMBgMn58xY4YxCsnIiAEhmZmSXZIvlSfsG75mMO4cufC7/dYsy/mhP0JshviM/lm+fLmMHj1aGDjTpe6W5AfsYEdA6l9ZZRL3zVB9ImCIfrEcYJypwFiQm26TBtX19DvA5uTq2GdCkorFZXZ2tpnU7L333mLTpEmTjF7wiSeekEceeSRKNIphS7qEnhmg5f4PPfSQzJo1SyorK2XUqFFGRMrWTUcccURaHIG7vlSOGU8YP3jX99prr/Cl3//+9+W3v/2t8C1k6liAEdlPfvKT8Hl26K+TTz7ZXMsxEwmMgY466igOw8QEEpUDk0vowAMPlMcee0xycyPfXcTK6GgZp+g/1BNf+9rXwvWws379ejnttNPMpIJjxNkPPvig+Y05tnTnnXfKt771rfAE6YQTTpB//OMf9rTZcp+zzz5b5s+fb45pzy9/+UvDyTsLvvPOO/Kxj30s/P5NmDDBTIpHjhzpLGb6B6M6JlWMGxdeeKGRAEQUGoCDIQeEKOcZbL3EL6+++qoRo8Tqp09+8pPm43Wf//nPf244l1j6DV4SfmwvYmDh5XNT03tbpeG1DSa7cfEWKTkg+uN1X2OPuxrbpbujy7wINi+Z7cLz/iGIBjOydo4x8JTrj5OygyPFqS+99JKcdNJJpp8BvaysLAOCM2fONH28zz77JPMo8cvkVkp3a6P2T5c+b1CCXSkAo4pUG15bbdK6W+ZJRnZmCBgRpSowlgKMg1ynaztn06ZNUWAH4K1atcoMvrZcoi0gY4HOuZ06dark5OQYsHvyySfl3nvvNQNmc3NzzCoRYaZLTEwR0zLIAjLjxo0zA/7ChQuNfpkB3k0DwREiEv7qV7+aUPdI38AN0j/XXXdduGn//ve/I7jEBx54IAoI+a3+97//ha+Bu2Yi4AbCp556StatWxcu9+yzzwrtA1CchDqipqYmnMVEwg2EcNoAkyXuuWDBgiggZKLDO2aJcRDdrRN8AXJUHtgAWAKgEWk7CaBkMmyJey5ZskTcQMg9nKJ4QB1R+EBT9Bs10HdMs35EMF4gSLXW5yjWLWKd58cEYGMBYazr4t2z7uV1EuyGUwxKve4nC4SNi7bIm6f9NdYjJMyvOHGKTP/LOQnLDVQBLPtuvPFGM4sE/PhQsfhD5wO33h8DZXezAl8wVwdKFZGaCXK3snoKispsZhVmSKBBB+pexj3uowa7uqXh9TUmrfvdc1qBAqMa3IQ5xlmTJLs4PeOeuA1IcLKlpcUMIG7ujuNUuC8GL3RsTqBjn4kJIkc3MbDNmzfPcAAMRvX19e4iEcfDsirk8KIjZXbJYRH5fTngfnyPACEAQ7sRq//xj380foQAtJsGgiO89pPflGXzlsuon4wyEwu4PvrEEiB9zDHHGA6LPDhCJ919993yn//8x3A3cIRwYW5CqgSA2muxkEWy5SYMhMaOHRvBEbpBkGsAJdQTliM899xz3VXJKaecYiRjiJkhxr1PfOITUeXgzA499FADfnBnMCBOEOQCRNmPP/54mBtHwvbpT386qi4sfeGMrURi4sSJMlcN69wEF8qEAY6QPoNb3hk05ICQF48fks53EgOslzWZs8z1119vuDc3kPKyMGjHoosvvtiIKxh8nMSLiIOvJ3UrpxIIiWl5KZOltnUhK7lky7vLta7aIXULemeO7vNex+9+7j9SMKnc61TcPC+O0AIesz045erqavMh8RH99a9/DZvEx604wcmsolzpqnMaZCgHrKDY3SImiZSpCLRb8scV6GSkQw2WdBDX3yMpCnRL41vrTFr/hxdEMjOMERHAiJ4RC1XE3f1JvB/M9r3AjvxU3h/Ez26w45jfAe48HjFQwdEj/oKzYNYej0ozS+UwBb85pXNlv7z9VcecoTrx9IeU4447znChcCMvvPCC3HHHHQJg/OhHPzKchxUPOttW8+YOeeeHS5xZnvvdnd1COuyWWZ7nnZlTNu0t9Rl1pi1W1M9vYVUhNo8tg7YboPfbbz8hJSI39+RVftiwYfL1r3/d61REHrp4Ujyircm4oMCJX3PNNfGqMufw7STFIwDyy1/+crwi5hzvKuLYnU1D0moUeTlih1NPPdXMyOg0ZlJeIhN3h2IQ0NTUFM5mhpMsl4Ipt3NQ4uWMRetvfV1Wfj80e6w4frJyGONjFY3Ib11bJ5vvfkcy8rPksBcuizgX7yDQ0iGvzb0tXpG452Y9/CkpOXB03DLJnESPQT9hLMPAy/baa681vw0DGDN7xFjp0AtTfq5Wo8oFuinEgLtz9TgoBdUlkjtSOcjGZmn5QHXECnh9Ip0ZFx8wVkGxylillgGMpcnpPdFRM/N3Ax55XoN7rPYhcp42bZon4DFDT4V4n1EpAH5wJk5RmFc9RZnFcmjhYXJcxQmyf/YBCn06CXFQRk6GnP3+qY6c1HcRCyKufeutt4z0B0OUj3zkIyaP755JcKKBN9Zdl/1lpSz+8fuxTkflV8wql7n3HxWV72cMjh7gW/rud79rOGG413hjMu82CbGw+ztJf/q2k/sDOTOm07DOzBQxChg/PjmQoanoPOJ1VrzHwY8pWWpe2jubrn32AyGlQsG2gHQ1dkjRtMqkLzvgzo+qzixLdYTxZ/7uCt/9/IOy/Lqn3dkJj704QvqXiQUikDPPPNMM+ugabr/9djOjdRoTJLxBjAIhq9EejtAJfjGZvgxpXdWkKVRh7ugxyuUNVzFqUP08a6V5yUbVMyYJjAocTYs2mLThL/NVJJshRfuNkXKAUbnGolkTZEPd1iiw44NNBDLOx4Xr4L324u4QK1muxHlNKvvo2wC+v//977JmzZq4l+Zn5MvBhYfKSaNPlX1lf8kMRoKf8+LswtTePee1dh+9HNwoHAlSBN6pX//618YQZfLkyabdbiBMhSMsmVYsh//2YHu7mNvO5i4prk5f5xnzBv6JmD3A5BBJHaJRAnJ4EZMiDHDgyCF0q8kQ6oYBA0IUnMwu3VwZXEFfgcc+FByGVcaiWAYEIRS3hGFKBQhtnQO9zRuX2szcqz0ZKpZLhSqPm5xK8XDZoxZeHt5PdwcxD1ZvDNToCjGs4GXG6pb3IBlRUaI2dCv3GyYn+DlBMVwgeqdjc7PUaIKyinRiNHeW4RiDXe3S+PZ6A3Kx/BRtbfWBFlnXWStrNa178VlZ+0yN2d+gx12SJKhqZUgymBy4AY+8eBbQth2pbLEahfMj2o/TcMGrjpyMHDm46FA5c+LZMq1zb8kMKPg5+9rrIs2ra0xPtE+1iEN5b/75z3+a9wUpDmJBvnfGmTlz5kTdvXLWMDnuAZ9zi+qYIZqBwQ2cG8ZEXkAIBuCGZUEw3cdMmyPEkASZfjx9ArLzO5R7c1tCJWo8HcHDOi2c3Ndw7sQTT3Rn7/LjqiuOVM4sQ9o3NabE1bWu3iEbbn9LJFcHHgXCFtX5JUuLPv1P1V/lGUvIZK9Jp5wXR3jssccaXQluKogCp0+fbkyrZ8+ebbj3dH0IaW+EjtAJfkkM1OZ5HdcE1PBm++MrQt2g/V2uIuyJXztI8kbmScPKTfLuvNfkvUXvytrWbQp0CnYdCny6re9uDV2TxN9MFSCOKx8p06ZOk/0PniH7HTQ9DHwYQAwkITEhog/gF8/oizZk6b/DKo+Qs6s+KtXNUySjQ99BpypWy6jm2+gCnW1mAry8fZm81PSCLMnTb1bOd55OeR+rUXTv6JUAbkTBGGFhvIEO1BqWOCseCKtRZ/174j4GS7/73e+MWHpnP79lduzWff93333XTJbc+X09ThsI8S2JB4I0DEtPXmRmoclyh/hCcc1qNaOORyhWiUqP39Fgo0lfOSLlJm195P0QEHZ0y2vH3pry9WVHT5KD7ok0XU65kjQuYIZ22WWXGfEoXDy/OWIs/KMwnrFWY2ncQgLN6XGEbs6mNtCo4KZA17VN1j2u6aHQ/qauGuXtkkVX5e4y82VCToVMVPeOCdmVutX9nEoZlzNMcjP0U6vVp35KpHBVm4pRGySnpUY6clR3OaIkne6IuhYDG4xdABFidsajTNXxzZ14vJw27gyZsKNKsjpUtOmaewF0VhSLQYylVe0fyPzmF+TFpudlu/YdNKkwfWDH8vHDH/6w/P73vzft59254oorjCM971ZVVZW5l/PPQFiNOuvfE/cvv/zyKPeMndUPGPRAsQy8YuX3tX1pASEz/mSjKeDbguEEeqNkCB1GIhCkHsQm+KhgOLM7UOFU1Qk6OJZUn6ljS5Nsf2J5Spe9f9VjUjgleV2krdyLI8SoAVE1s3gciokSggk5BjNIBdD/pEt94Qjbg52yoXN7COwAPAt8um0OutieOA3MzsqWydXVMmXMRAW9ShnTnC8jN2eKuuhLeVYMfZLr92xZsU1Im+5+1dypYPJwo1+00W/yRpXGaYH3KUSG/1Twu+tvd8srr77iXciRO7tsthxddIzMyJ2lAK732+I4qbsR4KdibkvrO9bJy00vybK2RVKgIDohe5R8pvhUs52YM0YqKqNdMey1yW5xmP/Tn/5kdIOMGehW9913X2MUweTKGRDD1ln/xhZZfkN6Rli2rr5sm1fWy5y3LuzLpTv9mgyVNtmJTaybE+cVrgtXFkTSTDRSIRgZJjROn0YmyUglADkYGLj7WGRdPGK5T6Bi4Rl4T/uD0rIaxbcoFQMSxBfEhEuGsBTDfygZYtZ7yCGHJFN0SJTpVqfvRDoq94MEWjvk5Zm/d2cnfTzrEbUanRH7xUymIt4H/NLOOecc4wuEmwqOwFh1oe9CD8bHgO4wHYppNaqVtnd3yuZArbzfru4InRtkXQ/obQmoxW8K3F15ZpEO7iOVoxuh2xHh7ZjsCsnJz5WKOVVSeeJUwSI4Z1i+0S3WL9AINpoa3lqrDv+dsR/RBYzugrmjy6VwrzHq0jJKckdXqog9xxhOYTzV1dhp9gO6zyDzzKr58ujGefJO8zJ3NVHHk3OnytHFx5hUmR0dHNuAn7kK8We36OBgtq3KMTd3bZes7nYpyyhQ4CxSqX0vOJpLOFTRcqYGKJi78pKoe6eSwWQZQxlEuohJEYnCIRLDlsGVwfmMM85IpcoBLbvuL4tl+fW7DoRTfjj9rQ665xR9h8d7Xoromcg1TjczgOvHP/6xZ3l3JvrdI488Mq5KC1sSrIITRfRy1+08xj8ZwE2VmFi5QTgtjpBZf7KoTGSWZEGQB8M6DG7iD3/4Q9zn5P67EwjysGZZoZzUrO+yNP7mrEc/FYoqk6KRzaIL75fl33k6bj97nXRzhBh+oLPFURfnZyL57L///iZqxS233GI+JEAyXeoo0IgjKlaEKrJ1iZ6M3HCVeZk5MilzlEzK0dQ+Sua3LZGaQIP6dEbPHHMlW8WWiDEBu17Qm6DgV4J3vpMc4BVsD0jN0ytNokjx9FFSfsQkE66t9NB9pFN9HJvUErV5yQZpWblZOjZsV6vUkIGXqdLVFCa1Tlzp2FwnpDp5L1Q8mK3+kPk6iciXZq1mfutieajxOVnSFWmJnKPPU6ztLlSwKtItaWL2RDmwYLrsk7+PlKrrQxjg1KjHAp3Oq3Vfgc9MFAC/SDKCW7jGkLQq8qQ94pm0j7NK0xpSjOP+m2++KVjGYi2KAzuqFewMcEhncCYSlBsIB4IjbN/SImM/uY9M+uKB9ik9tzXPrffMH7SZ+lvVvrgxJhDiAuUEQZ6DySt622QME/n249l1UB+cPSHnEonuKRuLrPjUfR6QQzJlCakC3K0ld1AA8tN6a6mQGRvWXU4ixJY1AkCWi3/HpR7REpzXeO2jI8AR+/nnnzcdBzdB5AEn9bes2Fn3UNsvmd43ju6I17/UL4/Ki4kOGKMogg0QJ5DfjPcDXzXiVPaHJeTHlt4g9V0hq090VgfkVslRBfuZBIhZ2idvgpAuLTtJdgSaZHXnZmlUIxeAk3IjM8uViWHCwdBvU8ggJCQadFh/usDL3oNtk0YDIkFBdS1Q22nd5ugRnxeAOl6Brl0yMkltuk+KrDAY5P6KNFxv3BNAHerS/J5jQKwoK1OOLdxXDs6fKp0gqF6Xn5FnQC8bPWQsoqxydgNGTL70f1dLV1q3YDIFp0BcX96bj3/84wYUidKCyBSpEgZYbio7eJQc8nDv4Oc+35fj5/a6XVbd/IZJyVxfMmO4jLtov2SK7pIyxN1d+q355t5Fe8X2gXaGOHM2FOv9ZICQcsmQU2yaTPlkyyBJBDss4cg/oEDIjZDlw+YirsAJFvYZpO8vgqsgQegD3UCYSNbtbAdGBESoQETnU/o9QHBdt+4A4ylEFogfeNHxKcSqGB8fzOLxJ0yXsss0sktNCAgRdy7qWCXLVQz6dMtCOTB3shxWsK9My1XfvqxCHZt1dFYallWsaarZN/ghClQKVt3KbXmxOgamKKjOEBkZnVqLJhd4UZmpS8Eo9B5yL+6o1+k1Kt82oIg9ZjCYp1yptjvQY9SVqWWonmQo1E57FG8L/1sRjzuLd7HrHLc33Ci3j2iPq2Ciw57IPdlpcoRMppiEEPbtK1/5ijH6IfwXkyvE7Hy/XpaEyXKE3crNd9Z3yL43R7tgRD2igntmYbau1RlD99tzAZFqOra1yJjz95Kx5w/esSWgweotEEY9qyMDxgVXGycdfPDBRrrjzIu1z3h98803R3GV7vLV1dXurF12HGcKmVyb4ABwyt0Z5AV6fDQ28jmAjCgu1lIw5DNw46MymAkuyg7gg7mdbj9HdITM5gmki2jlBz/4gZnR835ghk00FPQ86dKBXVOlrOhAFWeO0jRaubvRMly5O/f7EerHEJDpNCo04OvNGfgBNsDKYJ3h4JSLAxwVtHoJdMjRMppAiVDh3tNaCzVBUadMbpw/Jg5tnPMJT4UQNPQ31IbQ34QXRhQw16QDgNRGJT2y3S7iwKZJqFH4jlGPwF1UV1cbThBVCdawBx10UNQd4AgP/s9ZUfnujLW3LtKITwtk4QWPu095HpcfMUZm3X+657ndKRMRNIYsfDMYyriJb9j9fbnL2GMYDfy9CZZtuT78Ad3gmmgswGASKZL1NGAC5DUJsve121giU3vea5s2EHpVOlB5AB3iESfrjqwZ8aklOhcrRTengnXr5z//eWO5ioMmVozJUu38jVL36iYpnhZbnJBsXcmUW/WrN4WZa25F/8a0TObeqZSZ+t3DdfWJUeFLEGvhtwY3SOxWLETZJwgvcV7R7TBpSdWfNHyDnp3rx39RY406XCjcBcLHiBZDwbk12KiiFaCoycHdhcbvUD5OcyHRZgj8QqBo4cWM9uGa09tRWAVXAVdtTZThSVKVh9plW5fUJV6F4CzpBJrSw9V5FYubZ4CUPyoM1jiw6RLGVegFGZiRMmGLwOBKUAZ8hr0kOnCEK76f2Fq2WyMIleo7e9DdJydsZlD7I6c0L2G5oVKAVTLs09xzz93y9Y/dYJqOIYx7eSj3M7kjsbjPu4/5/llQ2RL77mDcsYAQK1XcZIgqhDHmz372M2NzwPJ7AHUiQr+cKg0pIOThEs1KMK1m5shSI05igU+W+IBYo4s1zpJxxOcDW3j+o86qds6+jk0H3XOqFEwwpgpJ3RP9TEY/icySuWGmLnrrJGZiiLRwmkckWlVVZUJjobxGJMpqCTjapwuEAQ19lTrRMSFQNEO2AUVEnoBgryFLRgbcuFqiqU4PvR1cYq++L3TX0PWh/UTvo3c7EaUCgfqnj2Swp0eHGNQfHV0iW2oNH+t+Vkar8rtNkp3RoEe6xluPZ2SwW/uiW8W1QZ1sdcMJ970tWSo+bC8vkDd1EvpuSakkIXSM+9SI19EpEwQAi1G4CvxRWU6I9f2Y0LqpZOZImX7/Ge5sz2PG0uz8nfiheLZi52di8HKDXGRuTLzmCzZ93jAWhK9LRIBTOkS4NADNGtHA5V155ZWeVRI2jUkPhEQAP/FUyB1+L5lrhxQQIga1rHa8h/OKnYjIzkkcJwOEje/WOC/befs60tW+uF4Kq3p0SknceclX50ne2GITbzSJ4mkXmfrt2bp+38iIehBrVVdXG2sw9MYMZFhtMftDRxtrXceIShIcZBWrO8GOFM2mGedJBkH4g0EL4lDyAD9Ep4j1AEYytbjqBDNEB4CMDi1LjjWCUeDo84zDVKR1se1NRq+oxyr8kbpAsxrAFEluVql0qiFMIFMBC7CzgIdRDY2kUbaxNM8Q0F0v+bJNYb9GS6orjquYebxMnjWkZ1VTY9WFadD6YeWSO6pSXTbKNZB4nkYpUrtak3IkK7zfk1eaK/wO21qC8sDj2+WJeTXS3hGU0uLIyVFPo1LaYDWKgRyGGdgb8D3DTQCGWJ6jK3TTsg9a5Na7N7mzo47bVdJSW9clX7p4XNS5oZyxeWuHfPT0yG/R/Tybd2yVRe3LpTpnnLzfucqMpSxoDtdF/M1YxGQPd5Z0CLsBDJ3g8lj04IILLggbVDrrtYuuO/NS3Wetxosvvjily4YUEPKDnH/++SaWZbyn9Fpby81SY3iDWJU641meOjkyLK0qjk3vhYjXbs41r6iT2nnrTbGl17yUqHjU+dwxxSnrNDpqWvsEnlkFka8POkIGMayJ6W9eSERcOEP/+c9/Not1epm+Rz1EggzCoqVMFnPMhT1IF64EjgruCMGRgp8auaA/DHGLXGjxhvelS8u1SFtQXSh0McRNnfWyTd0z2oLtyn1lmAgyhWqVWpalS0ApAm0hOo0C6l5qvDNZ9Zm8b/o/gihHPnfqlmLJV4vWjowSTR5cixPVwhVp64uCUlTcopH51FWjTu/Z2jtRCBezd+X+occK5eizdDerywZp/WpdSqnArK5RPIVVU8ZJ0T7abuX2nbR0RYvcf98meWlBXYREtRn/jjSJYOAsJcT7g56IgZrlobBQxwiDMcBN0yYXyvevqXZnRx0/8uR2ufWeTfK9n6+OOjfUM/aaUijT9y2O+xhXbL9ZJ0dWLhAqisEjFt5e1p68lzfccINxgo9bcRInsRhHWheP8B9Pl+w6i6nUEzmSpXLlLirLj4YMGF2TW3EKoGGhiOjTTW7HS9YuJCHOY5bJx+dlGgxYWsqYpsvfXH+EPRyQbcuaBllwvLqjqH4iU5diSpYYTLubujT8WLusv3NJspeZcit/tEBKZ+lsMmrEjF/NlGsPldKDeo1f0BEixmClBYAQoxl+K8zgcakhQHpf5PfuVmQVKkfY0TvQu897HQcVjDqVO2rrVh8/DZhdr1xXbXe97OhukGZ1qWgOamLbs9+i5Vo04swEdaCfnlclh+ZPU5/DkBM6g0OBuiqMzyyR8RoirUuBRHkqBbFuead9tTzZ8oa81PqucdVwtqVCy1s3j1lanwm7pgWoD+JvrnJpKp3VPLVu1PLdGvw6gqVz/EYVB5XLuNPGyvjT1fl+pIo4HdSyarvUv/KB1L+Kk/9qXZOxofesEwTJdQFjV32r1Dz1nkmczi7Nl9JDdXWN2VWyvnyU/HNxhrzzXg83SQEHFRREAqbjVNK72AFg7o6BBSuX8J0i1iNEH/6EXpbHKz5oldv/sTHhPbq6gjLzgGK58f+mJCw7VAqs39gmn/36UikuSm68cIcNxD8TldL69esjdHC8l4yJ+HPuLHIzLH25b1/8yoccEKI4Z4HOVMlpYOO8lo7Hwum6667z/MBY6mMvCenp5s17VmbLac7L+32/cFKpHNeHyBwBjWTy/LQ7pGVZvSz7v/kpt6vqa7OkeJ/UjIGyiiMNI5hUYH2GtSgRI3ClYTZPaDWMZVg1IF0RCw+GGbgXtSp4bQvskE2B7bK+c4us6dokKzvXa1qnINg7ofG61pmHX954dbDHInWcWqYWZVRKQyBHypXTK1CTeuNOAVr1ULbxRcS0JkvdNsYaB35Cur3aulSaFEwtFWks0jG6kvv0vMlaR4m06nGmgmhOsNmIMCkHX5gbbDJJujdLly6BZLhDBcWA7mdpfXkK4IVFbTJiXFDKRlRqpJsQkNr7sC2sHm7SmE/MNoNb3bKNUjt/hTS8tlpaF26QbjX3D5MLGDl01tjV0Ca1z7xvEtecpJFu9iseLqtLRsga3W4uqlCxbeiK2u2IJ2dQrM/EAIxl6IIFC4zLFJIGjNtYs5HIRcz43e/R5Ek5cs2Xkg/vVle3o8/t21kX8rwYCyFWjEfd3SEuHClXyG81VJrJMZNQa63pZQ1q68UQsaqqyh4O2S0+hNiDpEpDDghTfUBbPpFJbayX5L1NyxUIZ5lqVtassdUNum1WQY7Mee/TihKpN+2Ncx6Stb+PNC5Kppbqqw+W0hm9HCHXYDXKoMVHxYeM7oGIFESWQTn+m9/8Jpmq45bZkl0rK+rXyPquzRpCbYum0LauO3mHcQxVxpaOkurhE2Xy6GqZOmGy7FU11awQMbGaxXZVB6ZLNLWt2SF1C9bKjuc/kNaVocFzc9cOeb1tmTR0N2vkFjXbV+6uIDM0KSCyy4eKZpoEp7i0Y710KChOzR0v+VnDFNTKpF2jtLQ5nd91wMpWjjRXuVNAMAu9ZA9lK/CRCru3GWlmCG6USdRH3frgeyapYFPWFNbK4twN8mZwlWxo3xbue/rfHSWEqsdkl8lB+RqgvWCibifKmJxye8sIECTTDYz5gU6ZVr/JJM63Z2br/ctkYdtaeb3xBc05iew+EyJQ4gzjQgGnwmLOcCZwLKyIALfoBkKMMLA23Z0IyQrSrXjGIhixnKei4vKJPxJUQv978QGzagf9wLU//elPPbuEyQZBL4YKDR8+3CzCHstoByDHUhXfU+tukcqz7TFAeNVVVxmuxKtz8C+8+uqrvU7JjpJm+VHtrTpwDJfHuubLnzxLeWcCrsxm4WIHM1XdM6dPzcuviDbkQXyFbgd3FXQCiFUIk4eiHLGWl/g51Zt/cf2PpK61PqnLWJUEc3t3wqcx1kybjw0Qb1IQacnTRX3HDZf3qtfJk/95wxhxbKjdHHFvNSUxYIjY8/D8fWWEggwEp7h/3qRw2S6MclTHmKXAqH+Rf4bFnl0ZhdKVWSjwaZnBDuX6dmhqMPtO0amtzOoVOUYsO7lluElnyoGyomOjhmFbIv/TtFRDqXnRpq562dT0jjyuCRqZXSozFRABx1mF1fq+l4Yvs+BrM9zAmNfdJXs11eiEsUjOKPmwLdbnLUZWAB6GE4i5WJsRbgcuEWD0eodmTj9Q/n3HPxLeM6gSIMLt5Y/tBf6EF+2iAt/+9rcTxltetGiRvPP2G3LMRJH3lrxj+ow4n1A8f2neH3SCg3HVHq/uhjPmvRgo2mOAkNki8ecQ3VVXVxuDDjqVmQQfGDMOLzJGH62vmlPoIImawMCEMp/QPfE4TcAVAECcszsS4mTcUJyEHhD3iAceeMD0DUBIXEgGNfSt6H/SpcwCBZHW3lr4DagXCzisU3HhQCSLzpJzcEUAG22jHfaYrU2We+XYrXvuvZP3HrrHV9reN4kSx+pq7meWHCv7q4FMvoNFVycDydbA1SLblYdTvg+DGBV5diqAYIWaqQCZq2LPvGCD4QLN3QDLHnKCnwVHTjnzOZ6q4lnSRWUfkobMVlleoqtuVDbI9lEdkluUbyYoTFJITNLsflvnMHl/1Ui5bU2RFLW3SlXjNpmoaZKmyvYmqjbU2yJHBuioVFwQPwpLqFT8v8cff7wQyYT3BlccrI2Z5TMY4oqDusK9wHPLsi2y9pZ58SvWs12NbdKq+tOqq05MWDaVAs26mkjVFcerXj9SXZBKHX0pi+1De+sWeeHhD+t2W0QQavox1hqUTAy9JhR9acPucM0eA4T8WIRnIqVCVr7ONQyQ+DZBxD6Ek4wVTg5jnjtUNwZh4OO1qrY56fGH2TAzYK/gsB7Fd1mWl0Ms0SRYnBc3F8KqAX6YS99www2C7xIxANEhpkOAlZOYrOC4T9pVNFZN0o8smiNzio+V8bkhkRPmJK0G3BpVD6jrD6q1qQUR3Bryg3WSb1bFQPwYsuWz5+1zOLkvJ/jZ82xj5XOutLtADq6foEk5zU05UnGMrppxzBSpOGGK5FYWUkTeWtwo9z+0VV5/u1e03JhbKIsqJ5lEmeKOVgOIs/PrZGLDNune4OA0e0CQct0dyetiKe9FfDe43OBzSnQZ3CfgfJA2IGLHR9VNhdNGypTvJo4As/nBhWaFkJXff8RdRZ+PlbmS7pYOKTlovIw4+YA+15PKhUx++A6YwEGAoJv4FhEXMoZR3hITCsateNbytuzO3sZqU6z8/mpfvwAhAXLhAOCqcHYdKux2Mp0YT94cb+Alqrp9+XAkhROB85w7d67nbQEOwkehz/nzH/8keQX5RpToWXiQZCK64ZmchDMsvz+cNlHoeXYCJzO4PfPMMzGf31lHov2iwiJPvVei65znaV9hgYpuddutg0Rbu3IKPYOKs5x7v7KiUg6deagcNftImTxsiuSv0HimS9TpfqO7JMdqyatWn21qINMmFeqWgWGMGsL06AJDDhMKZFoSg3YvigBGDnrHM6/icfNYGoq1Ks16lVpXd/UIeaeoUl7R9tXE4eSyszLk8Dmj5Ozj9pHxo0IcT2dNkzQuXBtObau3m3tn5efEbUMyJ9ElM2li6SV8BnmfiB7FxBAu3yuEYstKXWPyd88nrB6grjxhX9nvjxcmLJtsgcXPvy47Lvm3/PjnN8tZ+Z+JescJJIF0CF0nhDU1biBILWIR+lBEgYDYMcccEwFajLdIt7wMAJ1Wl4DHxRdfHOsWgzI/1rJMsfL76yHSBkIcJJld2B+AGT+DPuKp3YFuu+0243iP8h4xH7NvEqLReD4xS5YsCT/+Qw89JCTo9ddfN2Kf8MmeHUSuTzzxhAZTHiZHFxwmo9Vq8cp7vpWSWLVhyQ4xvn0Ro6f7Tv13nD8qWvfJgPX000+bAYv3gIHrBuUGWe0aUVd/LKB8dMZs6SzqNKsu5KolZ55JeT1bjnVfjVfM1nU+W53iP+hcI6+16QoHrW/IRjW0SUSjMkfIMUVHyLEFR0p1bpUElmdLYKUG7M5UEa1SBDYx8w6LMx0/hOZnKudKFJeuYLnyg2XKA6rvocp4SZmO6DbO9kRU57hRRL7zAtrjbILjXES+lsn8YJuo1k2TBm/IL5Rlw0bIsooRsr6k3FiB5unSUTN0OaiZm2ql6MWArPilyApHfb27YxTIR+gzNEuOckbpEsHcEa9b0TtiUNYhROfOWnlEmHFTQbW66lydmCO01zWv7uV+bZ57y9qPBeMKE4Y6fORnD8mR2p/tb4Ti67onu7QdqZCTkBC5Q445z9MHPCuJyYBzgdr/9//+nycIcj3Sl6FMqJEwriM2sSWYke9973v2cEC2aQEhHM/Xv/71MAjSQgCDaCKsTr47EJZVTvFoss9kl6Fyl7dcYqz8sWqFeFzRUboAaok0Pl0rG5asdheNebz0xreldP9hGh8x/Vl5zJs4TlR/cV8p3TdyVovLBLFe+YCtCJQ8gJDwWMxuq6urHbWkvvvlUZdKV4O3C4VXbbhVvNv+nrzVvljebntX/QN7FYyjs0Z6XaIrV5Sp7+BMOUyTAT+18gwo8LXjKtEDdKzhZygCYTSHY0i3mRrKLUtF6ohCHbCoJ+EBdY1BTZ0yTMt2KiC2adKlmtRq1Fk2XJ25iopD5MwnJ51rytUBf3brepm9cb20Z2lQtmzVIbZna51wgIl9A1l6KhAsM4sIh1rX978//OEPzcBPIAZ8CCH8T+EK+BaJOnPppZdG3KB5dZOs+v17EXnpHjCxHD5ntIw9pypuVXOmH6uc8UYZPVnknG9dFlWW1dZhFpwcoXs9RfdFDQ0N4Sw4SiehP/3HP6INgxAZ830NZsLiF7DGCCqWuJNxAv0mRneoX7CaHWh9ZlpAyANt3x4SiTg7H0fYPZ3ggtApbtiwIbx8CWLEWM6e6Bxx6s97S8MZPRHiprfftFbNKtam1JWtw3LlkDtOSema2gVbVV+Un9I1FM4fG9IxOS/EWhRpAE66iEMx4d6xY4cRoTKYof9MFwgJSJ4KFai/3iEFM01K5Tpn2WwFtOxA+vovZ52R+zkKlaSQz2rkuZ18pN1blFoXhxuY6m8TvtCxg8M8YAgnRLBnRNZWdYC+EJ9UNxVOKpYpX93fnR113B1Qq9GObimbnlhi9d+qe6VpaYOsvnVZVD3RGTly6gEnySEfigYiRLtIliBAnOhLXnrO6Dq9cxCzYuyCq5IlxMZIW+KpcmzZXbVlMsCYACFR4/dFYuRFuNCQdhalBYSJuJud9RCD9T6WI0qmfehXsUJt29oqL732X3NJ3vC8ZC41ZYiU37yiUY0V1HftpneSvo6Cq/+yVEadPF4ysxPP/J0VV1+2t5S4OEJeXoxlCKV24IEHmuKsb4YYCP0n4q50iYg73e093Fi6lfnX92sPpBINyevGuBshUYLrIXA+k2omlThKoxPDatSpdrB1tK5RjvDPS+1hzG1HbZs0LNohSDMSUVZxtmQVZsmwmd4W5fb6gL6LTSvqZeKnp9qsmFti7TIx5HvHIjYWObkl574tn4ijtOUGyxbxsAVB2kSwBOwHBlrkmezzRwEhXB5hypi1o9SNR7GcG+Nd45+L3wP5I9Uh++2z4xfyOBto75Kn9vmXtK5t0Rls4gHBWQWz+NGnjpfCSd6zM2dZ537BhEjrPQYxZuy33nqrKcasF5cFxDzMYpnBEume2X461N0WYle6VTRZE6iVLRpJZqumduOakLjmLBVvjswaLmM1csxwNRQh6HQoqDXCRaeA0daFqNOdT0zSnqQCTvdZe2X/bmlHtwoqNeapEbV6Twa6MjOlLq9AU7405eapwU6mum0EZERLsxR0dUhTTp406LliDVM3urlRjXc0MLfHE9L2WPmhc5j76KRExaJ2ySr723C+LwSHcNFFF5lLsYrE1w23GNyQML5ispiXFz1B5F2s0olZItry+DrZ9vxmWZ0EaAY1HFvF7JFy0C0hv7xEdSdznm8Ecoo+nddhJ4DUBB9XDLqw8HQuM+csO5T2CQ7gJtQng4U8gRCDDlJfyReN9rXn+n5dVl62nLzq/D5VsOD8Z2X7PIxGEhuOOG8w6RINPrd3yHmcfAYxdDfocbAiPu+886Sqqkoef/xxYWkUDAbOOussZxV92n+xY4E8V/OSvNH2tgl2nUwluSp2PLRglhq8HKHbmZKtEWACmTkmKorV+UXUgwIubPTSc8YAnw773arPU/CwVp8R1w3oAXAL8ISMdAgKHjK0UWMb1S1afj5Xm16okd3GaupUUGzOUWtL9TdTuDetG9mhG/XtCD+iC8XD+R7PEuscS1apQ4g65vY64ntcnjALv0+WYcJ9CKM09M1wDvg7sm4eRnleYsXWDS2y9o7lCesPqMRk7JmT5MD/d3jCsgNSQCU3UOvauqjq77zzzigrT1QNBBFIxJREVTbIMrykh9bAcjA0NQoI+6NRzN6Y8aS6mGN/3NuvI/Ue2Hphsy6J0gtoydYQHBM5gqLUZ9ZuRaIAIEpvfDdZfYLFkgHHdOm3NbdpZJnogcRdb7aG/jp6yhFyyv4nydxpc0R2ZEvjmjZpXNcmHbpkUFxygGDesGwpmaSBpycVSE6SgY3j1p3Gyc4aDZm2tl7a1tXrN9YhC0ePkTfHjNI4pCJT6rbLXrXbdFuj/okhfWaOAke5uoZAPLHzF3M8ojlv/8TK53yscyxZla3WrxkaZSZdQmyGOBDrY/TKWJAiLp07d66xrHaHV+N+BWPzZdInJyR968Z3Ek/6One0SuFUjfU5Lj1wdzZqbHalhgbcLqO7or83yy06ywMgbmMZ5/mhvM9kh7jRWJez7yYmQhgrYmiH4dRA0oAAIT8ey6b0h6n8QD78YK0bYwH0I8wC8dWzhGsKIgYGB0LGWcJxFnEKCnScji1hrcmMEmBCUQ1hwIPuEpETq27g44dVFgtnpkqYOTsjfMAR8lIj/kQRzgr1+EPxLpx55plmyxqQ6Uba6cqMPdgiTgJ8WaoHfUxgZVDWP7xRNjy+SdprIq3v4j1vybRiGa8rO0w4fawUV0eKgONdtzPObdraLg88uk3++4yuAdjZC+hLKlV/NlxdGVRkPKlhh0xTUNyndquUqggUcoLgQLXTa+WoVO91zjnnmBXTef9ttCDeLfSEvEfEFeW9dVL7pkbZfN9iZ1ba+w1vbJCSg8fKiFP2SlgXk5NRH91PMnPjD6m3jL5ctnXWyXEzosWt9tvlW4YAAozr+E6HOrmDYPA8jBFECUpE6BYJsOCOYpXoulTOx//VUqnJVTZe6DFX0Z16iMGGZcnRNXgpom2DKGcDFvNSJooZis7ULtuEFReDcjxyvhyEubKEAhkrOQAP3ZqNMIPDPRE23EBItBt0c5iX24+JGRaWqAAhomoLhNyTfICQezCg8Fvhx5gquV1EqIeVAfh4aTMgiWED/pe0mTBoDz74YNriUbeYhfuiR+FZcOjP0ggq6x/ZKK+c/qa0bg5xQ8k8W9GkQhl/6hgZf8ZYKdu7/7iAZO6dTBkWnyUCzIuvRK4BGL62h11D3xnQNKytVUp6QDBcJtYOKNmLqbFKReb35ZrIGjyPiB5DQAreHSZt1dXVxocQ61H8cb3e1bxRxTLy7MRcQ7BTF8vqDEjFnCrPezszn6/6mTS9u1U2/XWhMzvmfu3zq2T/P8QX/ZdnFekqJr3furMyvhMmj7sjEUzDTcn6PDJm4Y7H2DFQFH+kTuOug03By+CJpRXWS5bQNQAu+Pm4iQ8RJ1bnqhSY/D733HOewZp5gfmA7SDNS81KC0TacROxE+kfO/PjPLNdwrLheoBLCmDCvZyEX40XeelzuT8+O25iZs1K307CQo9+SJU+97nPRUXHgPtEJEoMRCz8EOswOeCZ/v73v6cUai5WewDZ5uZmY4IN+CFuLWosNpzfG+culpZ1LbEujcovGJMv4xT84PyGzSiPOj8YMl59q0Huf3irvP1ufGfpTAWmo2aXybmnj5DRaplY86TomoJd0ro6sRg5ZRCkYzyAsz+4Tn5bAm1jJco3xO+LbpmJGxIFOEI3dWxrlm2PRhtkuMu1b27SdRrXydhPHug+FXWcVaKTWU3Djq6KOufMoH+pM1fB2CfvHmBCng41ghCfAABAAElEQVT1x4K98e4/YEDoFQYpXkMG+hwmy04Q5H58cBh1eAEhZZ0gSHl0F4DI9OnTOYygu+66KwyCnIAjw+nVCwjxJXKCIOWxqGRdRLgm2sW9UiUMCwC6RJyou95rrrnGnZXUsVcA7bfeessAH2AFR02sSAL/EikCHydWfUiXrLVy2zpdhPj2TfLUrc9LSWvyHFxeZW4Y/CoOHmZEUOm2qb+vZwHZefN3GABcrTrNeJSXmyEfnlshHztdRYmjrEVlsZQfNkGmXHectKysle1PLldQXCmI+7wAzMhNPYAt3n29rkm1Cq/6mcQxSeWbRRSKOoAFelEZEMADkHRTzvAiGX5S4ner9oXV2g8rNMzcCncVUceZOeo6oSC4909PjjrnzFh32xsGCBve3CgrbojmfJxlWXAbCnZ5W/xGlN2NDtKNNIYL1kBSFBC6TZNRVMcKGM2gh7mvmxAjDjbihyBKBQtVWtEopsmsX+VFiBJfeOEF4xDPeZ4Jt5JYMe9YQZvZq1X68iE79XvOe/BxM8PFtcAS4Moq7pa7o42sJcaabDinOwlRAYMCgEm7iMkIJ3b9dbr47bFzzGoCzvIDtQ8Quh144WJxIEZciYiXgeuSSy4xy1Eh2sIiMF06tfQMmV1+hEzOm6IxpSJrgyP3ev8CeQHJnpWpADha9j9zXykqHlx6P/sUzS0BeUx1f+gAa3ZEGxDYcmzLSrLkzJNGaBouZaVRn3K4aOGUCpn4xcNM6qxtkZqnVxpQrH1xtQaL7rlHXxCsL9eEWxV7Bw6QiSW/I98V7znSmYcffti8b069tK0FI6LaZz6whzG33epmNPr86bLXD0+MWSbVE1t6dJNNb28WUjLUtGRbMsV2mzJejBGTZTupjfegTKZT8cmOV1esc1FfD7MxJzFwxXJ6ZJ05LyB0Xj+Y9lmKCR2aW7fl1cZJkyaZED9e57zy4Py8uD+vsljTxpJ3E6IO4gVhgVsGA8ynAW1LROV36hL+9re/ycLXF0ruqny55OuflZkXJRb72LrYrr5vrRRqTMVUqWxkNBdmF1XlxafdPCuGK8SHhBvsD/eJj5adLzkdve+pE/ycINjS3SKvNr8i85tekLdb35LAewFdNiT0lIhtEUfzkaGDsvscY6DhrCfVfulL+e21HfLvx7bLo09vl5bW+NzCWA18/VHl/uAC83Kt00Ryd82pKJTR5003CVDYMX+t4ZAAx44trllFoioHSEdIQAbWruQ9x/qcSSJqg9mzZxvJiZcjek5FgQw7pipRi8Pnd7y0Jrwfawdxa8mMUVI4pffb8ypbftQEaV6yVbJK8yR3ePzvqLO21XCDYz91kFdVe1QezAKcPgZ21rbC2QF8g1iNMqZQdiApCggH8ma7sm44LHR8cLFwWt/4xjd2ZXNi3huLOdrH4E58PQYBt1jh9NNPN+sqWo4QoAlo2KhvjPi21D3YKK8vXhizfq8T6x/dJJMvnCRZGrElFSocWyB5GtLNSXZRVQYw9AJwr/h/wdXCLSICBnTSofwsVvlTUOshJ2h1Z2lYu9J18lrnAnl6w1OypcZ7hk7cRxIDrJtwZnaDIwBpQdNp2OS+NtXjVWtb5Z+q/3tWxaBq0BuX9plaKB87Y6QcrXrATBSCaVKm+p5WHj/ZpOCPg9L0zhbZrmJDRIfN78XgWJzg58UReuWl2E7efaQ3dnUG1BHE0ERUik6YrZs669qk7uWQtaX7XF+PEaMW7TtCKo+bHL8KFWND4z6tcWmvmRO/rH82ogfQ+ZJ2NaUFhG7u0T5MrHx73m7RwTEQWXGizWdgAwCYFaZCKNPRs7nrQ0wHRwUIQohYBisQwknFWkzT9gWDNLpNJ3WrNVyezkhbt6iPXH18kZrzOvbRV5ROK5H8EVa/5C7hfZxTlhN1AtcFjG+wSmUpHfwKCZyLGwXgiFP9TTfdFHVdShkuDMhUrmjUMSNkvBq8jDlhpGQX8lp/2VSJsQ7gi7LdJnuMntZLNIOlMGJrp+ja2T64SUDRyUVaoEyWm1y4WNcAVAB8bWFil47DZpXKuQqAM/YbOGMMvrmSA0ebVH310dK2oSHEKSoo1qkhCNaWhhIAXX+4T7C6woUXXmgmTtxzxYoVxswea1GMuryWFsopy5PSQ8aF2hjnb1Ad6uGER6p4PBGt/e0CI+rc8o9FiYqa81iY+jQ0eyAtIIylwESEkYhgh9GJAV5ehFsDVpjxljpyXudl5ek8Dxha4sNyitNs/lDeZuZkypkLT+rTI7x65VvSuqnVpFQqKK4qkryKSI7wjjvuMBMNLETR5SAuxl8I4jftj9nfko5F0qmD2fAZlTLmaF2Z/ujRUlCeq6HD6mX1xhbjrsFkjIThEBMqHHI5dr4HSAmw4LUAabcWKGO9m5abZNLlJstNegHlxElV8sY7HcYFYvmq3hUw3HVwnJOdIccfPcwA4MTx+V5FBjQPJ/JxF88yqauxXWqfW2V0i7XPfiBd9bGNd9SFMS3CqRwgRILAhATdEOsTogNHusAki2/dTV0N7dKYhH6uTSO61DyD0dBGdxVRx9kleZKtItfhH44/IQ+qO0bTu7pCvU4gfPLuAcvdO8965TnP78z9tICQiCFXXHGFifpgG41OiLW0EhGWirEGGq7F8ZsPgGDNyYii4PDcVp7ONlgDGfJYUBeuEKOVwUj4SsHJYAG6U+i4VIOrhVpVWVguxRIpu+d9YDYPCGIcg/gWzgvXFVwqsKQl3Fo6dPOmG2VHo4rHNmgtj6dWE0BoQdICpfPY7ldVVRmuD+kC+gs4RwZmEgMyyflO2VZ4cZMZuoRTWeWBMnz0EZJbMFzX7dPljTJDqTvQIYEuXZMwp1Dy8ofru54nxxxeKSfOHSHDKxqltblVgToE6rZtzm2qFsK2nalsAYSRZ+xjUlBXb6h/dX2PCHWltK1xuWb0zjdTuUW4LO/8q6++ar5RVmxgsszEmncIcMSFiHHBTVnFuVK830h3dtRxoLldutu6FLgSc2/ZKmFBdDzl/+ZG1eNnpNYDuFrdd999EZb1ydpUpHanvpVOCwi5JaCHRRfhkNBlochOZu0or+Wb3I/AoMJAmgwQJlOfs37EXskCIeI95+wfQxosQpn9uwmH8p/85CfGSpJzcEFYwTkX1nReg4gTULaDKlHply1aLiPHjJSp+6SnS3PeZyD2saB1x0BEbIWBlV19AoMZuC4mPays7WU9lmrbphTvL+vaV0lt5zbpDBI4M3minwFk0s6ioC7hVLf9DZOSueeLj4n8KJmCPWUAQyc4OvfjnaNcn88PU3D+pC4btT1b2pfWStt7tdK5pkGKsoolHS0ZExW+ASbKqEfgrLFkZ2JifQrtGoXOLgo0d0rLsugl4Zxl2M/Kz5Fxn5klk795rPuUfzyAPYDKhCgyjI1MIhknvBZYHsAmxK06bSCkdmZtpFTosssui+m6YOsBqNAvJUPUBzeSLCEaTYZYO8xLPIueiBBjbgIgCZ7rJLggdGaYCzsJDhaQhPu1NCp3vMwsOVIm73WofOvOz9vspLZL790gOSXZupxSRlLl0y00qrQsogrEWoidcQGBi4IjJOwbIdzQFzJx8PI9jKgkiYMvj/2uZFSEXt2u3A7pzG+VDk3tOc3SmtskrVmN0pzVIE0ZdepdUS8duuIC7YG7i5Xineecnagk0bydXoT2kejvXU0VHeVytfw+rWYQMhBidQJAkckl+n2+Fayt0c26fV/r89rk1dHrk77vm+pGtTsRfRXLXWuwPCcW4/1hNT4Qz9MvQNiXhhFIlZccMaDbYIFZIYvYOuNpJroHswtAE+7Ky1gGJ/a+RDfA+AHTXThTS7QvlmO4VxxNZrVuEKQuuCPMg63LBHll2RXy4cqPSnFjibx2c2KnX66xtPKhTTLxhBFSVhXfhNuWT3cb2D9SdItYC2dnZnvod+kz9GkYOMydO9eEekt2AhKvbbnZebqqe2jykN2h0T80FTREgnL4ep0TFI7Mk6LRPUkjybBfODq0LdLj/IqchO4SAGEsECUfIHpveb088exWWbhYQ6Bp8Omgpm7lBtkGg7rUEce6cgVpRHmTjB3ZLMHADvNeItGAa2Zy1BdAw9gFzon3DC4PSQTvKUSfM9lytp/2DgQR3i0dYjJlpQm0GQvqT3ziE8aKl1CBcLG4VbiBEOkRYQb3VCKofSpAyMTcOQEnfGQykjfbvxi+OcdZ3r3+kPbY+nf2dpcBIQ+KKTSpv+iCCy4QkhchxusLEDIo8ZFB+CASyxLwigWErMiOgzsvGsSgFCtYLIPWwoULzWzXchwZ7xbL2j8q6CrDuuTOdaaOVP5sfq1Ojrxhn1Qukbf/sEpKJqYOnlhrOgm9JhzhzTffbHQ6PB8rBRCcgKV0mKikMrlx1u3c7+4xVzd5lvmNxeBrfsuWdpO2ve2spXc/MycjEhwByTEAZ+82VzltPnaSkwCZl18PhUB7dymi8omqD5zoLBLeB5eOPaJczj1Txd5xJitelq7WkIfB3j1x5AYZwUxdeT1TuruyRDLzFAQVFDPzTcrR/ZEakHvsqPEyergGka4YLZVlw6WksEwK8golK0Mdm9tUB9rSIe2tKjZu1a0et7d2mnz2O9Q4qUPFyZ0dXRJQcCcB8r376tCix3mFkVKP8MMnucNkioDzEIYxSHowdlq9erVZqQBXHKdPra12RPFYOf2Ai+xhzG1ArV+71NVoxjmjY5YZaifw52YSheg4VoAQ+0xMJtC1ui2imUgxFhPIwE6g7DXOLfchEpeXwRLjHtGtvFRGzjoG4/4uBcKd2SHuAQxQRIQHUCG+ixVQG5GDnTkxACHrTkSxgM/rOqKwwC1Z6jq6W55c8JbhUIrHResgbTn3NqCWa2ue2K4r1HfL01+IMeK7L+o53vTqDpnx+UmSW5Ta69DtWPmAqhjEWMUCh2g+SKLOEFj3ueeeMxw+OuRkA+3GaKrJRvQbFibHAkBHBTApRhIeoyzPwdJMpFiUrSuVG66yh6PMVy5zdX2XvPR+s6xpCEiLWu2qFUzU5SzeW6TnPnTUMDlpzjApK9BldZsCsv6Neuls00HZpIB0tSvHGT7W/PZyKWs7SKa3TZd9S/R4Hz1fRXm9l1pxtjerSFj31dZGpCtTMnvWKIxqgDODTtsSSjxp6GnhDC13qM8gBSb17ukhFJURynb/zU1zmSoGYSZM6JbhDjG6YvUS3i0M5xhk0dG7KaC/YWuCSDxcU7OqRZY/XSOb3kkxeID7hjvhuE59TPc9bYTM+Ghs0AbYUNEwISPIBmDEeBaL4LDdIEhZrsfSm0lrPMtuVsDxAkHqePLJJ40xHBKhoUapjXxD7ekc7UXxjr7PEkY+1roVES06LGagbkIEYAkx30BTtnJZp94V3Y5E9+1WX8B/vfWy5BRnS0eTHdgSXdVzXk3es9WZHv1iKpSRFTnwM4jh64UxAwMX3CCcDFwigM8KFF4Bk1O5J2WDAQei0QRSHLP9pEz6Gejj1NGloc/qdfUHkpMO1AMS1K5AGNCUqc0L6gzbpm7d71raLI/cvl7bGtlnoSv78pcGA4D9TwyKnd3t0tHdZraBoIpzezoHwM1Sq9fszFzJU44zRxPchKXubsdvYzNT3LLqBKH5IHTxWKIzYcVyFMkOYQfdlKmMcG6x/klAWRqXtVvfn5S/kQT1DsTp2tWtskEDrscDQizg+b0soU+NB4SJxJ+JzsdiGOz9E11vyw22bWoj32BrfQrtwXIxFqGfYe0+oqK4yZlH7NHBSpnZmXLus0f1qXmv3rTcAGFAOZKUyGPQY9bOx4h+EPExulkmEEwyEAOzjBSi07TIMfCaANK940DMainSO1x7FEvw6DBT3VpBTpx75dEfHn1i78alupC71qODsSMBmOZYQdRU73w+e7Hd6vXO02YMjNMmexnbbp0RtHQ1SEPndqnr2Ca1HZultn2TbG9fL9va1kl9x1YDfKlY4marWLUyb4ymcZp0/caKqRrK4DDnbVPeR/VA0HskCASXQO+OOBRJC3ooJlVuoh/gqhNRmS7gO/uS8XLIpxM73yeqayDPEz3nz+eslPfXrZFTZK+IW73//vvGOh9/11R1vYiW4QixgreSLirHDuLSSy81iyBH3Mx1gHoI9xZ8g506Qjh1QqGhOhqKtEuBkB+b1eyZwaQbditR5yeaycSSazv1MVZXmOheQ+18h+p1OjXcVqrUrQO3m1hxmo8NsRZ+QgxqiLIwimKWb/U/7utSOW5V7qBbm4vYMZOk4ENLolvTW2u8c04ccZerVU55yfB8WVuaYzg87lWkeqbijoAuftsp4xo7dTX4UA22HncdthXk60Lups0KiTY7YkuuBckI0NS+7s2PdYeIqqIOMlVGXJyjvp+axhZOjTrfFmiWmvaNCpCaApo6N5rjbS0bZHvLRgmosY+butR9ZUvbGpM4V95WoX9vdBdL6RhpAgYx1kCJQRqOkMR3DIfopnp1pXl1x3/d2TGPF94a89SAnmCCiMGPl8W588ZMFtu3TpWly1+Vg+YNNwH/7Xm+MRuc3+bZLRIYFgeIRUi/HntM/XP6SHB89957bx+vHryXpT769dOzIKbE5QJuDAu33/72t0kHre5LE+D4WJ8PpbubsHS84YYb3NnmmI/SEu1MhR69dqlsW9YsRSPTMyBI5Z59Kbt5UZMc+aUJkpeiaNTrXjjOYiWL9SNBzokgVF1dbRKzV2KppksdujxOp4q4IqgHFC3QGIC0QOkAy4hreg5cNZncjaovBQC3FEeGkcvWuiY2dMjete1S4DTa0au86nHezwl9scqSn6X3IMUiADJD9Y4ZeWoZmq/CSg0pl61iwRwF69zyUMpTEXm2nsvWMmxz8nSfY5OnxwrwzmNTpicv0yXyph2AEmHyGGht5B32V6/aIBvX75CWpm7Jzy2XimGJndpjPZfNR5SOHspyO0xAkS6wPiGGM4gDvcgpovU6PxjymCDybImAEB3pi+ufCXHs20+IaHpVVVXEsfOAeMo+pd4DuwwIiQRjneBh0W1EkoGKMk4UHBTLvGBOkQCzTGZJyVCqH1qN6pPaGrqkLAWjl2Ta0f9l1LxejQ1IqZDXWM2AhdUjRjEYzMBRE94M/SAi0n7h/L1QpEe8SPvDhjTuh9EGRwAknKQ+ss3DomZNWa68pwBYp6DgpEI1Qtq3pk2m1LVLTgwJHL3n1TRbT7xztozZJtBX0mZV4KmVaLcEGnle1edFVCCSp4DoNO7JUZeRXDX0Kdb4sIW6LRyRq/6mvRpG9EytzQGp29ohTfrONjcGpJGtJo6b9LhJjYKaGsZrGi3tjYdJWWuXHKBuviRLufkxOscWSLDl20T8xnvDPtbXM2fODIMvgRCcxmW2uoLckTJ59Fn2MOa2s8dq9NTzYhugxLy4H05g2cmEAqdytz4Ni2CiMtkAFNawzCmCpAnXXXed0Z0yEYGYIDDBR7QZa5k4U3CA/jAxIlgGRnLJBFMZoGakVe0uA0K3zw+zPiw54R4GkpJ10LdtcIIfLyQRYjAKIewTRiEAaSwKqJNv7iiRs2/ZL1aRQZH/8h/XSkl4Qdfkm+TFOfBREECAvkFEit4Aqz/ENXyszklI8neKLNmepZaXWYBaCMQABjfIYClquZws5YZyLDfkwREF1Ar1HbU4XLChXRpceqYCHTgnKAc4QcWgxbqvt41J7jZ4FgR7qCNOPfGMdkydeiP0hMEYmEPVgFedWqd2akzTTn1fu5TL69TUpfuhrRr2KNgHlLPs0MpU0hu3Sea+SfwhnFw6hOiwqqrKiA/RYxGgnehFWH1j8GY5Uvc9svTZ8tUiNxFt2dgm85+qlZVLI42eEl0X7zy/w0a18PzaDVNkzIT4lt64VwGCiBex0HTSHRqnl2/FTW4rT9ySvvzlL7uL7ZJjAh0cccQRJlITImvsAAZ6DB+IB03vrXW0CNGJFWU4ss0uYOH2TXFaOtnyXnn23K7aOgduns+uv/j444+bWZlX1BnaSkzE119frAN0lkx4qimuSfKuejZ7322tQQkmWAPPlnVuxzitN3tOYNiANS6zWnQhiJb5OIi2g14jlv+ls95E+80FGtZL/eYsAQqFZdlSPCxbSir1nroCfelwtjlSrM7yJZrYknIVCC3V1HbKvx/fJo88FXsNwFYFimWV+dK4X6mco6bsJx1bIQF1m2jZrOH/Nrdr0u2mni3Hut9W4+bP7B11GwO8HCU0DqmCUg9YsulS/SDgFQY0PTbAZgHOnFew6ynHNsKixlm5ez+J9kReohMQM+0IhuyC6PwIiofwEQU9DxhMcQ5HR0i66KKLjJUoE08kCliUEqbLTQF9F5sV+BNRh3LRGdo/RUlYmCaqy57v7AhKzdZO2a7+qvGAkLHE2hkAhm469dRTTdxm64PMeb4hDNAGK2FMaMMVYmFPQBPnWqmDtd3udqUNhMzQEGUw8McDQuJP4oNiZwuDEfTcncMxLgCxCBFgLMJNYFnDmzpoZKnLQFtKQPibS941PmUFcVYdj3XfvuRvXtkip6iOEDBJhbIUJNyEDgexFnpC9IMQs3ritTLTZy3FdMmAhKMSjpvrVIynacuqkHec43TEbl5hptGFNuvAuU3dTDp0HC/Tx9BsBRrljMxWwYfxXQf5vacUmhUgjj7MsQagclJFykGPsH4TEXdQUaVyji0WJA04hkCzcVOb1Otx3bZOaVULXe4XDWiRXFtKoOZqR6JDjI2yVTyco32RrcG0c3Q/W/dzdFIb2vac02PKcD4LcbKjYvqpQ0Ws7STl1AP9oGdmsVYmU3A+OHBDGNRhgYzFqDu+LeezlKsvLU/8/hYUFsvEyYUy95Tk1CHUnYju/M0DWmSyfOrMC+XcLx8u//d//xdxCVaerKeIWsYSltVuYjUfyliRKONpsmobd10769gN6PaYZ0A65GQkFixYIHC9SNbADIIlDBZK/ObEaSmzG1YSQPcWjywnhaMmBiuIOax+0HmdnVk483b1/tVXXy28yACbBW8rGo3FDdo2P73pb2Z30tLLjLMpujKsKL2IPkIURJ/WbBwmhWr4UDYi9WgvXnUnytuiTsbNdRqH0yUWTHQdETrcxCC1YcOGcKgvFlUFBOk7xOFYvLkHCncdfTmGi0K25wZJd13tLRp0WyOoQNg3RlIvN8NeQVmWDKvRQAUPbZOal+oMZ2m5zHydpOCTFlROrV37zejQlFNsbkSnpro0s+3ZR9emx60t1KqGU67FjCPb0LcjQM0AmgJVjoJaGOAcIGbArgfQADoMf+KR86wT/JzXZGuhbAX+Qk2QCludp1PeZ+Dkm7vnnnvkIx/5iLACBVwhYnWAEWMQop+4I6hktXRJ4YrYE1N3QxbfttadFXXcrBOXCScMl7GHR78pzsLrXl4vJW0TZXLmJONa4DzHPsY/ThAkzx3ggzwI6dlgWp4o1KrYf93MAKJtVCMYzbnPOWvhPLpNrwDqznI7az8tIERMmAgEnQ/CDIHoAyi/vToJthqwGEyETpGwQakSH64lRD0kXDQAVC/xIPoCPnDoq0c+Jq+veUn+8Isv7hTl80v3bpZhGlIsVcIS0U2IRxBh8Zxwh7jIIOpBZIoPYTydqruuWMdvbPiXcsw64OPQravVZ2sIMbvvPs7WMu052dKmti+0FkMXm+zgzoCPj6BJZh9neOUyFTS3rmmVbh0zVaBmzodcGhRwo0SCsVqber6pmsZpWzPgzhTcLLDlauCE/J5UoIq93B7gi6e7jNUCC3S2H9zlYuVHlNNCtDesr3RZ0kaUTeKAgZS1BwnMwLsEh4F4fezYsYY75DyxR91EQIiSCUTF6T9a/eRWaVDd3xYNWxiPDiufIxvfqZMZJ3xITvtZtC8vUhDch/gumOwDggSi3x0I7t1JRKdhImxFwM5z7n0kRbsFEDpl2e6HjHWM+bCXWIDyDJq7C3n5JfJyYDHmBYTMGi1talgimxuWmQ8nFSss4niiY2HmnDKtTPkK+fj4j6vebXLEhQA6FsEQ++h24AJxj0HMYyOGRFyU4sHzq38vdfW1nldlKzDm5w6TvJwyY86fpyb9BXkVkp9XqdtKk4eZfz7nc0p1Adxidd/pQ3953j06E04tZJmKYY+ChrKtBmB6UAhghQBaC7IAstXxBVUPiLjWU+uodecqZ5enwFiklRdruSKtPw+OsD0gma3KnWlEnFjUc+tYp02+U1/pWVCfw8lYprvyCe8vEyikLYTqsmH5CNyOmxMgYkWHzvZ06bPWr9IYvQkooFIMQuodfOWUBCVFnrtqsT6cGsLM937X3BVMKJkcc7Uc1uPc3QixNeDuJJidZIlJzWChtDhCLAFR5rrNe2M9HAP03LlzzYzBq8xAuU543Wug8374wx8a8S/AZ/WMcMKxnF0xDAAs0Lne/9+rjXHR97/fbizlABInIWLE+owXCatW4ntidv3Cc6/Ily7/gn6Mw5zFB2zfK9q8FYnA8d9www0mkO8zzzxjBjAmABjNYOadDu076QLllEoM4OXnlglgl69O4gDcQIJaR2eTtHfWS1vHDk1s66Rdk9ma/DrVk7fqQru6aG+gXfUj7ZKlC/AablU5U0A6xLmGOFjnMZwr3Kw9z7ncvALJKyiUwuICKSnTiCqVxVI5slSGjymRijG5MlyjpAwfq1H/VTeW46GvpY+j9JUOnaU1+OlQ0W0sCnN6sQpovgHLHil5RED0ONfEO4V1KAYivC8Y4c2bN0+WLl1qviMc6pGusO6pk4gFO2xasTPLc3/Lm/Wy9O/rZetb9Z7nnZnZBVlCvN/pl01yZkftB5Urr1vZLPtfNCHq3O6c4Qw20pfndPpo9+X6/rwmLSDENwz9D7O3RJ3CTI6ycDiwzrs7IQK89dbkw1cQXBggxKyauKcMAIiKET3A6Tkj7iOqRQ5vCfA879wLpKN+qowoOkpXg08827XXsv3TzatldF98HbuiQ10hBsLhmcELwwa4YJ4Fnylm+4TMSpdm7vUZXRVB2Z8+EvrKzq4mA2CAWBjQOtmvV3BzAJ3JC+WzwO5gIac4ODdHuWAFzfx8XUoH4CwqUKvIIikp1VRWpEYkRVJeUWKO+R0Kxmq5qVpO9ys15WToMlQtOepzkSXSqFq+HSoG1hSoyZTWLR3GOjZe+D0nWKbLEdK/6Ah537E2BviwJ+A9qq6uNpGovGKNdjZ3Sc17iXWErTU6OVHL4cr9egNlxPpNWXFk/NxKmXyq+kD5lHQPECzgd7/7XdzyTOAZ7wYLpQWEPATiLyKev/jiizHXUeNlxmoKOb9P8Xvg/PPPF2KaAh70Fw6yThDk6ksuucRY6FqOEN/GLhWPHbbfVfLsf1rk5aeXxL+J62yNOlF/6vIJOljqYJgCFbhWGsDQAeBG9I1+h2eBG0ZcAlizpBUSgbQpqAM2MqseQpSIADCgW6vnC+/3nCM/W7mWIsWyAhVD5uaUmFRcMFq6Am2O1O7YV+5Og0/D5XVrmYzMdl1gokN/mzbl9kLXdHa26SSQpAsDd6rPnnKBnfacCVqtgav1mCWL+pO6aJem1i7lbNq15qb+rL23LiawfL8FCrL5ucqhZiunqvFFc0U53KCufRjIlawOdY/qUNcUyZNhxZVygRzTW0Ef9liy68orrzTSJtYdZHLFwMo7hXgdIxo3AVojZkSHXnOXq9y3WMYfM1yqTx7pPuUf91MP/PrXvzYxR/ExZByzBLOEnQDGhtdee60Q5GSwUNpAyIMw2PXnuoKDpXN2VTsSzZQQSXqt6zdlX+W6NKJIgYqJUqG62h2yYU2bbFMfuFRo+Ohc5Th6XyGAGbcJAA/9wfz5842kAN0ObXYHUUjlXs6ymMq3qp6nQW+NEUxI6dZTAnxU0AuTHhcqSlaoki23Bzv1O5QiHTiLStTAQrmmIrUALS5VMZjmFbOv+Wyd+YXqd5aZ6aw4fIeInVZ1yWis6ZSm2p6tOuo3qb9i3Ta1Bt7aoNsm2VHTJI31zSHAVDADKDsBTQA06rj3XPh8T9moYwC621ObGNHGVA4w7iDV6b9kqCKAheUfkikaswwcIdbVDJyoAJj4Acjo0TFecw6utpK121bLnY/faQ8Tb19MXITVLpjM9YfLT+K77V4lUAHFUgMNxiftHcV2Yuuc0Vp24m13+1t986d79ekZ9zqgSCo05FaqVKJg4SREn1iHIgLHJwpARC9MbMVDDjnEHBPzNV1ao7K41lgBPHqwKlvdGmaoD+Axh5TJePRoBuBCgAcnO1DvYIHG+CSNnBT/KQNqXQlANmqK3KrLhQIp+aRmTV0phL5D7OsE0y4HaAK2XUEF3q5ecHWWDQNrImA255k09cwsHI/alabVKFVhMYrLEvGIccdBl4RFNflwE17LDMEp4qvcn3T7n++Sjeu2mUAQf/3rXw0AY9XujOqC2xPvNFGxsJf42te+JlVVVeFm4Pv4z3/+07gP8Q1gAGSJ7wNbAgwIMa7DyGzUqF4xLMGxbYBsJCnOlR0wVLzxxhuNnQC2FaxO71yV47777jOSJd5zFuJFamQJAxcT1FsnOLhqYLnpNO67/fbbjQ8w15533nkyZ84ce2nENtY3FCs/4uJBdhA5ku2kxjl/bOctWXvMp53fA0+q4cB4jT+ZKp08QuNZKhflJAx78JniQ8UMHkMqrPxwpoWzYJaNVWA6lIX3u7o2eNEw5VA/csoIOf3ESilRQBqsBFdbpsHYSYnIyWVGgGYPYNq8VvVfZBAyRjdqbJMOYQADzjktQt31dSEGhoMFYHvAM7cfXF+RHPAcgA6r00DXX3+9AUfeKS8OLdBUKJ3LE08EO9VqlPUsz7giwUxF73nfLxZKw/Jy+fPCP8uf/vQn0w4Ag1VVrBvQanWTom2WsJtArGsJMeEDDzxgDhnfnECIi5FzYsizOY2AcC+wS78BqE4gJBQbi+xaAihZOd4Shmo2NBt6eScQYoPwi1/8whY1omZA2hJiS+v3iK9fLCBk8sHi205rfyRC7ihitt7BvN0lIwXL8jC7u/vuu8N9Qwf64tVQd3z8C4vVOKBbrSEZjQae6tRq8NrLh8kIDUmWCpW7OEKuJQQWESOwGoUzRK/DB4qlKAMGIl18qtIhorK4aYJyfR87faSccMww1f3tnH5zt2GgjlPiMlUUGxLNOrnNXi4T0CQl4jKdBjCxnis7K08BIU8KM0rDfoTZGmQgXTryyCONOJQ4tXbFFzgXOJtYyw8RXm/vI6KNt9xtWf5avcy/T4NUJ7FC/dju46Qio0i5pxPMqimIZDHYsSBI3UzqkHgAHHCEBJ52EgDK9wCnjorASQQHIIgGk0YA1n0thnMYDHGtO5g2fQE4oo6AI8QGw0mAHcFLmFBgre4kwBbAZmJKvzpBkHJMPpYtW2auxf0pFtEPfOMEPIC7RSLE8VCkXQKEdNQdd9xhFtrEupAVCYg24mWO79Wp6J+I9WktVXkRzjzzTKPU9ypPZHRmR7xQvBhYaMZargQHXqw1ecEgdBPMptwGK/Y+vGwsVEndEC8Y0Xa8CGMS6maJIogXCTm6O9pMe3u3AaUDk7Bs87pPqnn/fa5GFr3XpB9yaoNYWcnwKK4LERG+X/QXgwMGPzwj/cLH1R/iqwINrtzUHALD/fcukvPOHCmHH1xqfttUn313Km+4TBVxlyUh5o7JZSpIOoEULjMu6Wvf8+qbYtn9MAkBMABDvln8Tvm+EE0CNHyXRJtBb+gkxMhLXkisx6xXq9F8lRTsf+ww5+We+7Ub22Xvw8vMAM+ScbHIDSTOcnwHTm7MeY59AlbHIjjIWNcyjrnBz1kP3xvJi5hcHH/88V6nTB7jMQnneAzf+J4t8U2jq7V6Wr5vyiHpYQyGyRmKtMuAEBCAO/Ay+kjUkbwc7pkhHKaNzOK8nhnXUUdFR3sAHL3AEM7F6ZpAXcyKEO25CR9BVl5nZuUkq89w5rH/ve99T37wgx9EZCMmph47y9xa3ykNyvF0dwXk8kvHR5QdqIMDDyiS4RWJRXTu+1d6WJkiFmIywWSFfVayZsaM9R8TF8Q96dK6jICUT8iRaRozskg5gUeX15uUbr17/PWl2gNqNCRVmtQqFIIzJPRehwZl72wLSIfud+r72aGpU/PM1uQF1LL2/7N3HoBRVOkD/xIgBUISSugloQqCAip2wV7O3k89z17+eurp2bue3bOf5e70vPNsZ+9dsSKeKCgivYXeW0Iq+X+/t5lk9u3s7sxmEwLsB5OZeX3ezrzvfV01cjNCGxRTOcE/cBXQMsaOEHMr2G8gBb4RFmHMc2zIVUfrQ/etX7DtfOe+WrWrRx66UfruEJ96dOpsjWeUlPhWofL4hlkDsQHGVC6a1xjWttdff91sYja3OdtkiLAhEwW7zQYvl22U8fJCQXq08l7pXmm0wQvh5UwgWnmvcYM0oBQdRDhToxmsSt+oDqGDa/+d+8RMaaOBWFupokhTwBn7dJKBrcPdWvEx8BGhcn/EEUcIvkYR3CPIhwUEJ6ChvkbXqhxq7soymahHCprBDLCK1Nqy57du2LvHt4DiB7aCcE6IvcciDHsdCogNr5f5xNw1FfLU98v9T8bk+NTjgpUVcvxuHeTwneIjWP8dN/+SOMBwNqysWTjswBQiFhLkqaAWISQc2WTzf9L6EW6WiBC+PGy2YcOGqfH4YcYw2GaVOI+IjSMUHixMB+C3R2Nf4uEFrSkQFIDWYzTZJeOARYuZgMMahc0ZbSxoiME6cITLsCjg9cN+daBcnRfPz9xo/GLuc1P9mJ38WOfpizbIyXt0lJPUTqopoJtFRbKI2Q6TYVvDzoJ9NGbMmDqWSkPGt8HD2XdD2kvVTd4MlNU63060Rd4VNlAokvCdsEHEoB6uC8ohbDyxRbON6nkXT07ye3/JU7PloXcXyXs/xkeaiT5vU9dbtKrCsLLfuGqbqF3b3DbYnsx5NErQ3VAQF2vuepv6epMhQhAHvH52H15UFQgIJIYg1oZPVa4IFBfPl1tuucXOjrjHFsgvwKqEovELjJHDDyADdWuUedUpUUfKgHptkknq8DcofD55ndz5u8JA1Y68a4oUdQquZXjO/p1lUI96ipBFzHaYzHyyS2RHyW/u5Wc10GC1cKbKocoq48iugjaaKp+UGeC3aQjAimOD6fY1Spw+ZHSwSdlYeW1M52sMyH9+Wh/mKNoYKpQ1ikzz0XP6RCtSlz55Po4QRH5Sx+tbGhQvL5eeHes34O7nc+R/7jR+E2S3ECCxgE3M5gibDBESjyqehhGhWLAlevDBB+vm9u2JK9QNVmgRXFlSIR9PXiX7DY4v+K5roJlf/GZEe7nhOGy9RDqrcbxf2KBOlq9+rljmLCuXHueE4gD6rVuhtl/nHdBZehcEQ4Y9O4bLFRNdxPyO0ykH1ZyC5jkDyfhtbF+jPCmbWTQrURKBXce75gbeRTZm8eCd8SvlvrcWyddT47tjwxZ1oPpzvet3veM1u9nkX/b0HPl1QZnZTAYZNJQ5No1s5KEOHQ6Y04ajgIN94uYImwQRohwSDwk6k/nwww8bg088SgCXvjjLyTI7u8v/O1t+vGnLQYQ83IUHd617xiAX46avl44axzBHnQUHgSc+XCyvf7cqsGzx/IM6y+Ae4YZjiSxiQcZK2RRFGHTGmq58QylCRmr7GkWzHLs5fFjiZxeTAltjcp5SOI+9vyTug65YXynt1fb1goPi2yzP003l3kPyZMe+tQLQuK037wKrNWbjCj2AXxaUSKe8fHNNAG3CQjkIzkZyppD+QZO0oaZPTlvN7bxJECFKE36BH4XyIMIqNYRdrFqVadn5UrN+qaTred7KcI1Nv+1uieX+dn7fhB5r36G50iHHP/XpdNLVQ2s0kUXMac/veb1USgVBBVPQ7GZgPUEUGwi2r1EQH+y6v/zlL8ZeDQUsGxH2LsiUi38TfwNZpbzOKg1TNaRXmwaOcvOrfuVLs3X9rFD9g3Q57alpMvWOHTVqS7pRQCK6x9YMmwQRYscH5cAOJB6MGDGizhNJTa1Lp+wDbpHKaR9Jq20OMVRhvDac/GVrK+TIRybLwK7hVIyTnzoHm4E/7t9dhvYIX1ASWcSC9aqBdVUsWeLH4jtow6nyDZ6BVmrj2VCwfY3CkkNZBi1S/Bp7rRuz1Jfr/R8taGjXm239GUs3yBdXbh9z/N/PWWdWUNbRVUoZzlleJgM6Z/kKrk6kki0ZNgkixAUP9iYoUeAdwYsURxaA8TWhjLh2Q4suQ4UDoO6P8/y53l+zoVJjwqXJdb/p6cuBsrvP1HXkDHRWNqwNiSxidhvx7jfUyojjlUvlN/0MJOO3weZ0jz32MKYT+PKEJYcxPQobIESvMG79VNnrhsN6Nf0DN5MeT/n7lLgjQfGnMkNZo3rGMf1GXTtZi/En6mWD7TQIMdKcYgc640rmeZMgQh4Al2rw/nnRUbu3AeGs417JznPfK7dURt31kzsp7vUB902Sz67YTnq299aa8mrAKOhYCNmr3OaYtv9ffpbCjsEUZXjOyw/sIdv1DKcITzrpJPn000+N0TMafixieJ/4wx/+YExH+F0bCq0zWki5vjcpaH4zwG/TUEA7ETs21gYQIAb1uPDClpCNs5eW9vQlZXLPB/Pjdo3WKNvqF84bFLfs5lLggQ/nC89/8P0/q0OD6PO/cLXaJvPw4XSFMRfDnyg+Sd1ECVrgcO6QzW7p0PBVqYEzxMKYjMUxyDCWrquU8/49Xd65ZIivakcrO/XjX/3LNX012swK3XJELxnQJRj7w0uuyIIFGwUbT9ytsYhhHoOTATyCeEUOCDoVpSmKMOiUNVn5ZPw2bKRw7YUfTIy0sWNjgcZeF1mh2ybYebABXbLlzmMKnduo5xe+Wyq3vFksXS/9NmqZ5pKBTeZxO3aUv/1+QNQhvTlhudzwxjyT//WM+Jqw7obKdVMAsP6ec8457qwt+tqT8Nqcnrjh0of6p0Wm4Bfaq2/CnMx0ueqQnn6rbFblbn9nnjw6ZrEEdUjDfAzrFa5RR4BmEB4sFxAg11CFIEhkw7Nnz27w3GSrM/JydUGXguY3A/w2DQXeFShB3Krdeeed0rVrV+O7FifcaC3iZs2GKYtK5c53i+3kiPu1G6qki7L0bziid0Rec0u4Q7/L3KzYtMpX0yK9bPl9Dsymtkbg/XKHrGIOYs9yM5ulFi3SpUe7DJmv3hEaCgVtW8l7P4ecX8drC7XjVtr3Bft0kxY+grPGa6+55R82rINB9EHHlZcd+foQOoedPMgPlXcWMbxNHHXUUeae0C0NhdKUZ5mGTmGj1U/Gb8MGCg9NeG3Cly8UII6f2UTZYX+cBxncrbU8fHJ8rWkCpqM52r2df7GI00dTn58Ys0hysqKzOhnPngPy5PHPFwceWidd/3buE26LGbiRzaRCNDeb7uFHrmTu3GZ4/dnl28lxj/0q01VLKkf9anbJyxA/uGmS2s24nZFMKC6REx6PL2B2T8Eed0yUr67evtkiw0MemGRsAVv6mRD3gyV4fe2hvWRE73CKEBtRvN5/8MEHxgsIzpMJ1ssihid+L0WHoN23UTlIRUpGGHTamqQ8v01DAZkUzvInTpxo4gBiNkGMQkwmYJMie7Zh0oJSue3tEIvQzkv0folqmZ+1V1c5bff4hvqJ9hGt3ifqKIRn+lUp3Re+WxatmH4H4eYq1x3aU7btFjk/TgMLV4fMzU7fBM/kjKGpz/G84TCezQ4RdlbE98VVsdWEvSa68x+/VUQY/tJ4lYuV9svCUvlu1jrZtV/8nRSyjKIrv5d16rEftmpTwJoN1XLqbgVyy1FFTdGdtNWNiA14ACFkDn4JYW+h8o7dF3ZKRN8gpE5DwXFD19B2UvWTPwPJ+G0IZMt7Q5QZXDACjs9aXC96KdFtp2Y8/zg9uiwtkSfd5+6f5J5358mzY5cmUt2zznI16C9T5DX+hmHSOiP68nveMzMM5QqeM0ounq1FJnbLz5DfbL91OQmPnIXwFMdvdHhq+F30XyK83GZ/l6feVpLhrBl5oR9YtLrS2OpQdrUiqKaCb1RgXhHQBdlB908KpEHrPMuNqmCzQ++2zq05s/tCMQZNUbT+AEcZisXMSTMZCf5po3KoipSMMMHZa9xq/DYNARQZPvzwQ+nUqZPhIhBpgveGxQwECEcBRSwbJs5fLzfXKo3Yee77Ct0MI+Z47YLB7mTP67kryhQZqU9j/ZaTDVMXb5DhvcK/HXcfiUaQYUOQgvAZcLyShaeG3/lb1cPrbJZ3T542QI5XlmpJA+RLsBwH+tSszHAFuf33mQOkfQKeW4JMdIn6GoXVO31pmfS/5vsgVU3Zx37XT4Z0D/YR2YoRLGKvvPKKsfciYgCafixiLGpE6YYqRObTUCjR+HcpaJ4z0NDfBpV95IOwRdE6JmLJhRdeaCK0OBHZCdprw7CeOfLcOdvYyRH3T365SK5/fZ60v2hsRJ5XwnD1QPPfJJpanPH0NPlSFVxyMmMvvbsr1+nF/y03Qxq9TZ4UxTBvWqos3PkaMurkXQrUnClcVOH1TFtbGvanDmch2rPH/jWi1doM0xEqL7p/l8AjP+3JqfLqDytMvWoVsu9550RfbVRi4FgLPdReccfC6Ls/p1xDz9cc0kPy27RSlkuwXfkVL82SG9+YG+G4IN54bj2yt+xUVP9cLGJohiLfIQgvkSaKiopMGCZ29ETfwEasodBGWc0VpU1HZTd0vFtTfX6bhoDjuP2vf/2r4MAZW2PeKxQeCKTNu+WlNfrD3PWK4ObG7bq0vEq6qzP7e0+Ir1izRN2R7dKnrSCOSRasV1EJ8M+vFsd0azhtSX3EC+R5R41ouJJZsp5hc2vHZqWj0W7DVoMI7Qf3ez9FWRgOgNomqpJNULjkuZny1TWR7Jyg7cQrf9VvesUr4pmPrVIi2rA2+4ZFjMgAt99+u9EQ/fjjj40ZBUgQ20Iij7sNdj0H4yNxfYoi9DFLm6ZIMn4b5MxXXnmlkROyiBUXF5toEyhboY1MSC8bdizMkTf/EJ/d6dTLaBm5GDp5jXWG1frjvND68cini3x3gyu0FCRvBrzcxaUQYZz5RbbYUEAuEQQWrCqXUl3sWwQ17AvSiavsoQ9OEoTsQeH2Y4pkpIsipD6hcmBrIQtEYQilGRAkbFPswpLh3LetqpSvLEl5lgn6ezVFeX6bhsKLL74op5xyitx6661GvozXE6hCDOphue+0004RXfxvznq55pXZEel2Apwa3Cz6kRHadePd53qYE8Wr4ye/x2Zg6uHnOZpzmRQijPPrPKWaaIc99IssXVspXRVZ+GU7Un4BLo0UDt2+Q5xewrOH3fSDGozXs1bDcxvn7tmzB0YYx8fryfYBS3nsBvEGwq4dITVOkjGq50y6124sXj92/nqVh6agec5AMn4bFGRAgrCw0DyGzY5btRUrVhiEiDapDWzIPrpsqJ0ccf/XTxfINa/Okx5/arj2st34y/83SA7YNnpIuN4dsoypl0pY5JCh7dSOr16sYLfF3vlnNfkaoTLK43YKhaCzy6TukzcDKUQYZy4xvP3hxhFxSkVmP/TxArnutZDM4lN1z0b4KL+Ad/i+GiT3WrUJagq4SFm3l744W2WEwXq7QylC+2O+7LLL5JZbbqmTBbKI7bjjjrJq1SpZvHix2ekH6yWyNPajK1N2hJET0wxS+G0aCrj74n3BJnX33Xc3jrbRJM3OzjacBTZVNoxTs6arfVCEuC3Dx/BffRjf231Eu8fe8Ox/zZCxM9bIMnXfGAtUf8zAPoPy5ZxR8cNGxWorlZe8GUghwuTNZVhLGPA78IPKBTiCwEx1AdenIDvCYD1IG37LHrtj8naciSxifsfplENDNijSduqmzo07A/w2DYXrr79eLr30UunRo4c88MADhqNABITMzExjPgHr/bjjjgvrhg3Zp+psY1PAyX8LOeb4y4cLfXfvXh98V0oVbLQZSCHCRpraXfvmqkeIkPpzol3kqrwliBNjoki0UAyBDKQpwIsiTGQRCzrWNkp1lKdkhEGnrUnK89s0BJAl//73vzc2g/iE/OMf/2hMKNAUhbMAmx1tZBv8UoR2vVj3UHf/t3dXOX/vbrGKSYFP22J3I/tsk+++TV1v4hlIIcJG+gFO36OLCW2E4kvXfP9+DcfNXCt3vjffjGrELZHacfGGe/SIDvL0mQPjFWuUfPcihnKDexHD9oudvNciFnQwUB1N5EUu6NC2+vINpQh5b0488UQjGyRGHgpWAHLBl19+2SDI3/zmNxHz3BgU4cBr/qdu24olnoan88zHq/b1I6f0ixibnaBB4fU5ml5r1R5H6r5+BlKIsH4ukn61dwK7PmQsDiJMZECwXLCpCgI4GujVwT+ydtq2KUIWMYJ8EkH8+++/r1vEUIefMmWK0R71WsSc9vyeoTpSWqN+Z6tpyyVKEfJ+oEiFn9q///3vZtC4WsOMAk9FGNMPGTLE2BDizB2FGjf4pQgrVQmNgLTPnxvf+H5lSaUqrYn4VQBC9pgFlkvBZjcDKUTYzH4ydrYTbx6h5hPVEsTWCRbqnnf+JNM0QOdo9ZEYFP57/qAGyyMxk8Bh8pw5c4QAvc4i9r///c8EYkb5wb2IffHFFzJy5EhjchFkvEQ4aCLub5BhpcrqDCQSfeLbb78178vjjz9uECGmN4RfwiZ1+PDhxuQGUxw0R3G6jUN3GxH6pQgf/nihXPvaHBlyww++fi+0UT/+U3xtVF+NpQo12xlIIcJm+NPEcqcUa7hPnd5fzTtamAgUscrZeWf+c5pc9uKswAooNkVIu9tvv70Jn8NixiL266+/msgBN9xwg1nQMLJnEfvvf/8rZ555psnD9jAIYMKyMqA/1SDtp8omPgN5Ab0a0RPeY4g+j0s1ANMb3h981IIA0RblHSEsE4DbPhv8UoQEo+3XKUue9OGge42GX9tWwzulYMufgRQi3IJ+40S1P+fdu3PSZgE5IDEJHRtDZIKjRo2S++67zyC9a6+91ngM+eGHH2S77bYzAXuDdl4u5ZKVXaNUYXrtkVZ3dvoN2maqfGIzULl2iVQsm6nHLClfPlNWlaiC2N3fBmps7733FljmaIkC+BclcCqO24lYsv/++xvHDCeffLKJbEJIJhv8UoR2vdR9agaYgRQibIbvwdhZq41cAuquKeCUf/6sTn2D73zvPLKfjCzMCxuiQxE6rtRwkYWMh109XmbYzRNBgPiEGEuff/75Jup4WCNxbrIy02plhOGq+phU9MzPkkI1XC7skF17hK6L9L69+mFNQWIzgDOESZMmmSC5nDmQBcO+dEMigZehCIlZuXr1atMUphGFhYXy6KOPGk8yUIOYT4Aceb+wMbRh7NixRjnLTm/I/ZIlS4zDb2xjU7Blz0AEInQWsC37sZv30x3+2ASpUFdQTQmvHNNfRvSMH2cx3pgcipC4cQAIDyWIQw891Mh/2OFfccUVhtWFcg0q8kGhBA0GD8BYed6qMnN8MSO0qLqLET+xqGM4gjQIs32W9NKD8DxbO4CMYGc7yM5BeCBCL0jPL5D0gp7SgqNTT6npGNxIHIoQTzIDB4a0naEMiVYyc+ZME4yXsEsgSyKXvP7664Is0YZdd91VkDUmE4678HJZnx2K7YcG68UXX2wM+omOQV8Oi5Z3GIfgyC/xhnP//fcbExBnLA899JDceOONxs8uzwjSdhw/4y2HscMWhhX81FNPyeGHH+5UlZtuusnYUpKwyy67yPvvv1+XhywebsuaNWuMjeVLL71k5quuQOrC9wxEIEIWpxQ0fAZWllTIoY9O0FiEVdKvoHUg5Q602nrrwvzYb7epYzE2fETRWzjln5PkT69Mj14gSk4sihCPMgCLGYvXPvvsI3yohEThw8VTCBRiIhREGw1hU17l7cEDswpcWHnBOlVA+mnBenPY+VsbNYkjdDQ13QiPMhQKsAAAQABJREFUaxxce0FaTjuD6EB4IL6WnXtJSz3XtAynsvNaB/dZC5LjvXDiVsIaxVzio48+EqLTo3XcuXNnuffee43cmYgmNnw3b7lc8158cyMiupdpLMsnj9/VbiLifm5+P8ltFYr6AOJifLDenbNTgTS4G6TDAXGQnJNPGvnIOzm7wWmPuhzR6kKgkO8Gd79edd1lU9exZyB8Zj3KOguaR1YqKcYM3PDWLPllUWhTsWB1eYyS3llzV5ZJS/34di4KZz16l25Y6qxb92hYA67aNkXIx8oi9vbbb5vdKuwmFr477rhD0Bp96623zE4atXm/4NhteZWPhgQpqzjSKAR5ldlSqcnKykohWLKD8H755RdzzQaFhdmGtNZtJb1jjzqkB+Jr1aW31GRk20XVEWAkrI9CrUeWrE9xKEIM5oHXXnvNBOLFJR9axWyceAbeEZy28w7ZMLJXR/n43P3t5Ij7R76aItd/MFH2evTDiLyIhLR8aS+h50YLmsMLYN2OHz/eK8ukXXDBBcLhBe3btzdRWbzySMNBBYcX9O7duy4kVXl5uaEKvcql0uLPQFxECJskBcFnoF3ruFMbt1HFgzJzWWncck6BY/42UXKzdGfZRCw+PxQhu2G8gfAxX3311UbWg69IlGfQDIQycYymneeIdzaeZQgd7gFQhCA1r0WaNPKiQUOoyR7qNAE55KaSTYLUZs3SzVctonMQH4gDZBgBithaFHQ3LE2HtZkBwmsdyR73mjI2FYCdFy/gbKhW+F+bIkRGyPsBEJfwueeek7Zt2xr5IO/Sn//8Z2Ov6m7FL0VYqd6st+2cJ8+cFH/zt6GySnrlR2qouvttDtfYWzJn1113nWHRJmNMvE/Tp083kT722CP+XCWjz03ZRtzV2haGb8rBbk59d82rN1D/w+iecvJIf7KTT6askGvfnGkedb8Hfwj8yKP758sb5w8PXC9ZFWyKkBhyyAeRbbRr184E6kUOxYfLYo2MhDiFyIH8AjaW0cCL2nPKxqIIKZNoXZBrsXoQ4ogmmwRBhuSTLkWeBGWT2GM6iM45M4ee8tYWraRF594hOZ7K8EIUXqFI25Dsy5kbzjZSq89LC20ganRnVsNOQ+8FeaqZ0VAxUzlN1q4PLme1KULsTgm9BIK8/PLL5cEHH5SLLrrIaBljfjN0aKRdn1+KsP6ZtowrFM/wxAPiwtl9Y8Af/vAHQc65JUNcRAhbKwUNm4HObTNkUBd/O0tkAWkyM8aiFHssi9QT/juTvBUbotU877lfpX8ntEadfX60kuHpfihCtAE/+eQTE0UA4T6KEMSbgxpEaebNN9+MkIuE9xJ511qVXsoaiSIEqXkhBNLIiwbxqMmfF64XDhuQTUJNFrbP1qgIWdJNN1Bd8lqp/8pWkl5ZIvPnzZZpM+fIjLnzZM78RVK8aIkQQUFaZUoaR0vdcLXbUdJG7S6tc/IkPaetpGW3kbSsbEnLzJA0pcgNP9ju2L43zw2SA9m5jjqEZ1fwvm+bGS4D8y4VnmpThCiP4K6PjRMIHqWUF154Qe6++25hY4XmqA3fzV0lV7892U5u0P2SdWVy1i695eJRfRvUTkMqI1qIBWwSPCn+WJUC5v3rX/9KIcJk+IYMOO9xi7P7gfLAk0lzheUrwtXK/Y5zcNccWX73KCmvjrHqejSGZ5l+N34tU5eUyklPTfIoETvpL8cMlOE9o8dHi127PtemCKFScJmF3SBsUBQg+LixIeQD23fffY29WH0L8a8SlRHSciyE5U0Rhn4HsxylaYAsbs2N8/voWe9DjNraNPKhnMgwSbXXHhsN2nOoSd3/eIAipbQikczeIv20cP+NkpWmFHG6HnpOS9ee0+h9oy98Rwc1hqqzkB3Iz2N8lI8HzClPCARxEh+qIWJThDjYhqWL2Q1u1fjeMWFAhggFjGKNDSN7t5NPLtjdTm7QfY8b3peb3p9qjgY11IDKAwpy5LvLRkVtoSkIFcQbWzpEUIS21lK8HUlTTxBsNdSX16+P3F039Vhi9Zcx/BjJGh0SkI9XJCB794pVPCyvZUs01MKS4t4gN/vi0h1UOzVNKSxnWYpbzRQ46omJctkr0/wVdpXyQxHyPrFrReEBU4rHHnvMuM9CSQaXWSjRBNUcjSUjdJ5cUYYneCM7pyi19FCEF0IuejaIRhGg/mNz7rTv1AhyNkjUYS/SknPtIE27dYPw1FTEIDw9p4eOOERC3ZDq+wPJOYiPRa0hT1HXfN2Fe07zErB9tSlCZF5QOSA+lPVQ7IEK5B1Cg9TxQFM3AL3wSxGWq8bourIqeeTYSKrS3Z5z3Vp9h3ZqG8zzkVO3IWc0x+et2iBryzzku66GoZ7dgDcnFHAaAojDYE87QLDtLR0ilttkRBBvzEl74oknmj0S5PlrakI0AtcfffiByGXhToJJTzZs3yMxCnnqTcnbSdsUIUoOcBVwqUYEit/+9rdy++23G2UHNjWwunDQ7WgM+pmTtWUVtcUiF3RQWXRw50bWDSEIEJS2UFO7C677GUPIMIQktYChwjiHrv0hJxoGsXFWMEPQP5zr2tEOaVuPNKecKRz9j6HwNup4N7aUGj04m/GDaE0btFc/1lBaCLFHb9Vfjhm6eQSuaqREORNBwaYIv/zyS2MziNz4+eefN0pA77zzjnl3MME544wzIrrwSxE++uUsueadX+Wwv/uzOdy9qL28c244sonovBESVpdWSuEtH0qXXG8kjOkLylGwjt2AuQnz2RDge9xpp53qmtgqKcK6p2+mF0Gph031GNVzv5easnXafZr0TA8Wl/D74lWyQeVAbVoFY0mc8p/x0rFNRpMZht9x6GBhAXKD41nGMbvBCwgyQXbyONxmt7/tttsa28LTTjvNqMrD+goCeW2rZIVGBmBuQ8obUDssxNy7riMapUwsqEVQBjPZ5Zz2Nd0p5ioCmoyHdAyyTKdyPbILhvDom+drEUJ41S6kZ2R5rgE5l2ZeqOMkOOdkIPZQs4byrO0gGRQhskE0izFJgJ2OaQBcIOSGmDA4zhqcJ+HslyKsUq3RHXrkyctnjHRX97ymbAf9njYFjPtunOkWRLd69RDJz8+vG8YzzzxjDPa9nJ/gwSkFwWcggiIM3kTT1uAjccNZZ50lAwYMcCc1i2t2tW89cYwujmlyzB23+R7T1zNXyG987la9Gu3VLlveP283r6yoaSFEFA9JRFb3YsHaFCEKMsccc4xRxWYhe/fdd+WRRx4xHjTw1sHv2adPn8jGY6SsU1u1EAXmQj5W+Tq2oI0sHYQZFdlZDdXdujGJ11xpWh3S0bKwMZUKSxPkebUsTdisPiCEWChY26ZpN3Rr0qAWWyhV3KI8VIRmq1VJpQbEqGeowzDEGBpvzUYdS2WZ1FRpPT1q9NqcXfcmr1LzqsijrHOmTm1d00aFpGm9tCodB23pmfbKM3UhviHkPFsH4QtsihAZINqQmG7xfqAsg00hGykcfni5PGND9tH5jUO5Bd2o+XloWwRl13nlvy9ITc4BUrp2lfG96o62gTjBCwnShm10b7ebuveegc0OEdqPgRo+sqbmBrCYkYMBmZn1phTxxrmmvF4m0DKArI8PA/2aNaUV8tz4+fG6Ccu//I1JMriLaht6IoewomE3tx06SHbqFb4xsSlC2FvIHHCPhdzh9NNPN+wutAABvMvAHg0CbdWzzEplHcUCgygN+zKyVAjROEgmREHy7DWBqUkQsYPoKlVxhWs9kOmFcE9k564UB1nXVGg7KhPbiDeeaj0qN0hNtYOA1AWdQTYVmq/ISMvVVOiBbaBzrlQkZCMzg5woX4+8lIx09d44l3mt/b/rzghsGSF2gmyYgAkTJpj3A0fuGK7znnvpB+DyzAtBOn00lzOIHIr2u+++izmkGt2MlDx/jdSsXymVRz4YVhbn43hrcrguTibiBZTQUhB8BjZ7RBj8kZumxmGHHWZUjvlwjzjiCN+d5mWF1M9Z7ItvPtB3vQ0qm+l6w/vy69IS+b+XJvqu5xS87TeDZbtuwWSMGR6G+zZFiMsuFK7YxSLbIcDqwoULBSNddvwgQcoE8SwDRdgQAEnVlK+X6uXFsnHZHKnmWD5Xr+dKzQbV9s1Q84O8rpKe20XS26ovzTYd9b6DnlWrVtnVaRsVuVQrsqpSJKVISAwFVXt2kBJnV17oOpRWnw6i0iOSb9mQx2uiujqJarqR1lJZh62yQmYcet6QWxC4f5sivOaaa0wbOAcAaWA3iB/P8847zyhbIWe2YeTIneWTMV/YyZ73KKK0ztg0S9+48RPkvvvDEZszSDgm//73v833gJZ19fxfnKywM75IsSXlcIB5wo9piiJ0ZiTYedO8DcHGuFmWRkkEli2uoRyKFY2up59+2jMQLW6lbrrpJlnbppvIXhca2YgTk83PBGSrtt7kq/dJaEn9zRNj5ZYPpvjpJqzMzQcPkh161ssuyLQpQhYzkCDOtlGY6du3r0GAsL4IvUMa4XaCQJu0KqUIVWsYBAQiqaV+zLVBSiCYEJVUU1YiG9cuk5p1y2VjyUqpKV0bkt1CZXmCLvCVpVKzbIYiSD08yzTjRA1NZRCUIqUQolIKzdgbRt7X2SFii+ggM4PcrHutLy0V2Tl2i3rdolWGpwOCRDwq2RQhG6fBgwcLLsR4P+CoFBYWmk0UbFLeMRt+KF4nN749006OuMe8Y8m6Crn7qP4ReQ1JmL18g5y/Zw9FRDr/MeDsZ3+VKROXyufTV8mo/uHcFBQBvVyx8a3YUFBQIBwpSM4MpBBhcuYxohWUQkAAbgApnnrqqXLIIYe4k801SPCnn36SFt0rJEdTKpUN9s033wTyJt8tLzFB+UenD/VEzhGDtBK8NIxtihA1eJRj8CCD2jsG9Sx0o0ePNnIgNglQhEVFRVbr0W8XP/R7KV+3OnqBBuUom1L/Jx3S9VNzIRIM4UEsIWSlSMrkgazUCL4OiYXu0/W+xpSvza9FSgY5QZG571uEf9Jw193mDX6fS6sZ9m60utHSk6E1ipIMSnG8K8jnoJSWL19uECJnL4UQbGBfODPS44z9vE99M19ueHu2nKyO5pMNvdpnyhHbx3ZAMrc8R1pte7Da+5ZEIELbIbczvt133925TJ0baQbCv5pG6mRrbBZ2Dx+ym30BhYgTYS9AGw7qqXrRdCn//k2pUVbdsFv/61U0ahpUJb4YYZFgqO4A8riVK1caFhOuqwBYtiirYLQMKyrauJw2vM633XZbmJo1ZWyKEKSPRxD6QrZzzjnnGJ+In376qaGU33jjjcAUYeuWaRqaN0mgLsjSlLpxPLWIRlMwlA9IStNh/RmExbVBXJydNIc1GLonvX1uW+nbuYMM7F4gQ3pwdJJhvbtIXussqVbsUaxhouas2KBHmcw259A1aUQqCQogLES7+nN6QjSERWGQJPW8qpIWrc1YdVsH1HSmLZsiRJEERIhsGbkgmpPImHl3cc7wt7/9LeJ9nTB/ndz67iyaiwkVqgk6Wimx186NpCpjVoyROW7OajnokQny1DeL5N1fVsQoqVmZOdKy27ZCFAwbUPxDO9QdAQS5n9uUwa6Tuk/ODKQQYXLmMaIVNCGRa7j9P3pRUE7FK6+8Ui699FKjIQaVRBDSIJ5zUDE/9thjzQ4agTmUGQCiO/PMMw2rlYWEiA8AHvz58BC4I1/AXisoeI3PpghpE3kglCEL3Lhx4wxFCOKHQoS9g7cQFjq/gEp9BChLMK1NnqSpD830vI7Sol0nadmxu/Gp6UZkIZmWC6kpdeoAV15Iwcl3n/Oz1W1ep1w98mQbdeLMGWfO7WIoi7RQzOM45Xa35VyvUURYjxw3yOzlDtLcIMUawQREaoNJiUyuKxaLIvRorq4eF4nUxewnKNgyQjZpUH7Ij3lvYKfDHYEyxCkD77kN23XPkad+t62dHPXez6ajrLJa8tV5fjx54u0fzDH9jFF2p1+YvLgkoiicEpT/UtD0M5BChI0457zYsZCf3TWsERQDWAAQekOlcc8u2K1ujTHt//3f/xkKi3SUB1BEgY103Y23yPXXXFnXNLJKFhW0M3NyYLqGgIgP2PiBQPfaa6+wQKJOmXhn5H42ArMpQqjAJ5980oz34YcfNkiZhQ6ETDQK2MfuZ4vXJ/k5PfrKxoxcEyoovaCHtOpcKGn5nUK8PB8NRFvgvfAJFM5ARXIgusEgvFqk1zU3MTZ0rOHlZbeUYT3amsMuZ1OTUJAhpBlCltEW9ljIzmwBaqlCuz/uY9VlDr2oySz1xBIUbIoQ+SBaoiA/KCRMJ3DGgHwQTgcKVzZMWlgit78/205u0D2RXw4b2lFO2003VDFgsPoR/mL6aumalyHd85V9HQMWryk3QbcvHNUzRqnmlcXmw9FzaF4jU/UA9VnM+Ngcs9GH+5WIwlAKETazXxZZGgcA1Yb22D333BPmNgm2IouHAyC50846Rx0tt5GlrfIiDI6RqXjJVUDSHK9/9rXkJOAsuZ1SRTbYFCHIlzA6IHPGMGLECOM/koUOFXAQNUcQaHnC1dImPaRdG6teNITntcCjAdu/Y9s6RAfCA/ERhocNzaaGeNTk6g2Vht0aYrvWsl5VgYP7pqQmjUPwgJNlU4S8J2PGjDH+Rtnc4WLtgw8+MJHp2Xx5+dfctmsbeeSEgXF73qg/fpXueHq2i42waKjj5WPkgc+KzRG3YS2AnPL5MzZ/8wVbt4HNLD6Cmzu88sorZlPPBioopBBh0Blr5PIolrz33nuGrUpX7I5t34GOLIEXlEWahSRdKcjcy/4ua3v3kIe+DKYBetdnk2SvPp0D+yi9YvRg2b5buF9DmyJkd4aLNRY2dm9QovhHxP8osg9Yx15OlGNNc5Yi73KXD8YgCC9d56tPh5x6Cg/Wph59Na2p4jjGerZE8/KzWyklyRG5qfCiJkMUZZnMXblBVpV6yya9NgzO+MzWoJYqdNI4ZyeBIjz//PONVxlk7CxuvDfIDOEssJHy0jKG1Xj3h3PcQ/G8Xqt+RmcsLZXrD+njme9OxM9oq+x0GaKO8GNBucr7Zuqm47jhXWIV22zynn322c1mrPZAsSdNBFKIMJFZa+Q6Bx10UMwekOnZ0bKRZ6SrnOz9qQvNEbMBj8yzdu4nAwqC2REWtIncVdsUIYsYH9b+++9vlABwug2bi/SxY8dKIg59cZzshmgLds/81oaqA9E5rE2eMbNlMNd17r42x+tEqEmDKHVxD0pNJkNGeO+99xqRAFrUsEYRGaB0hpiAeIRXXXVVxM+wTefWcpcPk4gXv1cPNTNWyxWvTY9ow04Awe3fN1+eP3Pzp/LsZ4t178U9ilV+S8hLCiKEVYfbLBZowqYkwqP1O5koVqQgcgayVJa1/ObjpSqg305aOvDvn8h/fgguX7l0r0EytGu4LZRNEUK1PvDAA0ZGCKWL+QhOfVnY2PFzIKcM4n0HOVSZIlIHOrTJlH4d1Ll3x1zpX9DWXPdTNqeXksOyEjWCT0HEDHRsmyYd27aWHQtbh+XBSlyocq35qu0KUuRsrk0g4jKNjhC+KclWRxBBwZYREpX+lFNOMc0ceOCBBhnCFUGLFHd9yLZtmKZU3n0fz7WTI+4r1P3SIUM6ynNnDI3ISyWEZoA5//nnnzfL6QAHJQLB31qrF+zf4Ns7gIPlpoT77ruv2Qpym3Ie6Avfnxnpwamdew4bJh1UvT8odNaF0wabIkRGiHyQXT7ySFhbZ599tmGH4kcSRQiUf0CgfqGsZp3aztUjwhXlJbJi4UoZt9BvC6lySZkBXXPSrXWnQs1RgoItI4Tig+WPkhfyQTSwiVSCQ4qnnnrKOHC3++jXKVtuPKyXnRxxz0axUrVPUxB9BmxRDCXvv/9+o8kevVbT52Aqdu2114Z1nCgR1mBE+Gf1C7gpASE6rrpQvmgseGfKXHn55xkysCDci0pj9dfU7T78zc9y4ICe0lI1UIPARbtvJ0PUZs4NNkVICBfcRsHewpaRXT2RBfA7irYqCxtR7INAlnrvUFFPCprhDGS1MtLDQCOzKUIctR9//PEmzNDLL79sHC+ceOKJxuE274wXV2jWyjXy0Nc/xe131YZymbR4hVy65/C4ZbfEAqvLyiUno5Wcv8uQQI+HZrqXklKgRpJcmODNNiJMtIsGIUJ2bNj2bGogonVjIsK/jv1Jxs5bYoLebupnbYz+q1UP/vjt+kmf9nmBmu+e2yaivE0RotoMJciuv1OnToZ7gME/clB2+dgi4oDYMfSPaNAjYYPKQ1PQPGcgkd/Gpghhp2NUjpkE9rSwz1GLx6k2iJH3x4aidrnyp73iI7c3fpklY2YukHu/+NFuYqu4L1G7zFa64Q2KCLf0yWkQIkyUH5vsSfXreQGkzQfmRt6Q0sQ6i2XLtm3n9jJzxVqZ+qeTkz30ZtHewf98S96cPCfwWC7YdagakcfWGoW1hZnEPvvsY+zC0BDF5ufNN980u34oRBBlEED2V74hhQyDzFlTlVXl1cBgU4QoUPFdwk1A54ANN3ZsaJBCGXopWM1ZtU7+Oja+XKtC14DDBxfJk8fuE3icW0KFO8eMl7d+nbMlPEpSn6FBiDCpI0mwMT4WVPLjAf4LDz30UCOTsssS+QBFDkwVbFhXXiFfzZkvq9VWb+KiJbJ919i+BO36TXk/dt58DebbSloEZHHee8guCQ2zV36kWrlNESLrgaWCbRJsLWwjjz76aONODpOKo446yjhXDjKAsqpSE4C4u7oz656XKx1bZ6uXseAsuSB9psp6z0DlxipZVrJcFpYskUXrl8oGInIEBJsiJHILtqVPP/20cdgAV+H99983jiMISnvddddF9NBLNYQv2K1fRHq0hF+WLoiWVZe+Sk17itp1lO65W6ZIpO5BUxfSKIgQVfkbb7wx6dOLyv3o0aPD2o1FybkLwktGMcMLcIWGwo+Xos/DY/8nU3RHKjWt5Lw33pWx553u1YRn2r9/+ElmrVothe2a5kO6+4tvZKce3aS9GiQ3BZwzcrgMKugY1pWXjBCh9vXXX288yaAsg4H9smXLDHv0X//6l2F7hTUS5yYrQyPUl63XY6X8tFQkX/1R7te3UPbrVyR79ymUgjbBKMw43aWyXTNQrcomExcXy5g5U2XM7Kkybv5sqSTgby3kZwWfe5siRFkGLg8cp4suusgozKBYBSeBzRQRKWwTivkawPYf479yhpGU8/iFc2TXnn3lyEHxWa5J6dBqZGnJOhnRpaf0zA+Xw1vFUrdJmIFGQYTIghrDYzp+BxMF3HrFgmj589asUdddIc2Muav973aXq5r+Je9+FKvLRsmbsWKlfH3uaYHafn/aDOkS0LsLHUCR2WBThLiLgxJnR89iVqRRJi6++GKjQIOKNnZiKDt5UeN22859CQFsXQC1/vIvU8xB8nCl2vdRxHhg/77mOiiF7Go6dakzMGvlMvl09hT5Ys40+WLuNFlbXuY5L9DkJQQPDgg2RYgvUWxNMbHBBpVN1IUXXmg4P1CEKFvZ0D23nfx+2G52csQ9FCxao7v16heRZycU3HmJTFq6UP4+/ks7q8nu22e3kRmX3N5k/W2tHTUKImyOk3nLLbcYd2XIG2zAUwUfWzRIAxHqUVPTQh0f+3MqXOXaJQ/tXKDxXIObNUQbj1d6aKe+1HzkV3/wmVeRqGn/nvCTHLvtIMkIaGh+5g7DJLcgM6xdmyJEI/STTz4xGyO0AVF8ePzxxw1ipCJOwb2UH8IatW7aKKUA8nOABdi9zflRWdgcf/lqXIpadCYpwHmZUiIgvM9nT5PPFAEu8Bnyit+gTUb4++CnWzdFuEY3nrgVROSBLB8bZaJNINogVh/KVY6NobvthTrGZ3/61p3keb20ZK18O3+WnL3DXp757sS2GVmqYZklexT2dyc3yXWFcr9e/fUHyc1sGu5OkzxUM+5kq0GEO++8s1HDRt6A/0IH+OCwU4pmf7LeRX2U64dZcPv9TlXf5z/uPlKOHBzMRMB347UFy/XDKbznEVmyvlRemvRroOrllVUyqqiX9FB5WxDo2ja+1igu1LAjZHGDtYXPQhRmUH5w/KriQQQbMb9gU4RuJGi34UUtwkLdv1+fFLVYO1lQcSCHzw27c5pSQdHlZ/amwz3f5JUSKDkguClCZINXXHGFfPnll+Y7hbtEhBREG4Qp456AzjZ0zcmV47bd0U6OuP945mT5YMYvyj0YH5FnJyB22atwgDxy6El2VqPf/zB5kkGEi+bM9Xxe9wAQPRDJBWcDuC5MQfAZ2GoQIVODzCEo9TF9+args2rV+LM6tW5sRJipWnaLrr7E6tnf7YkvvCrjFywyh78aoVK/H7Gd5Kl8zg02RchiwsfJTp9NCC7WkPHgGPe0004zskK3Fq+7rWjXbdQOCnsoB+Itzm5E6VCL93z57VZLLcI9mKByvhDii5TzOfPK2Z5b91y6y3FNXnYCBvVuipD35d133zXy5GHDhskdd9xhvlscM7CpQvEKFrsNS5SKfWPKBDs54r68ulJOHDJSHjjkxIi85pRgwjGdcoCxnWQ+/MBDDz1kwjgR9iwaLFy4UFap2VKssGuIN7Y22KoQYSI/7jYFHWS6yt0aAu2yw5FFvLa+mTtfSiorVAPUctsRr2KC+RftOjKhmp00LI4NtoyQHT5Ot0F+u+yyi9H8w7E4sp8JEyaYRQ1bsSBQqhSse4GOtzhHazsatbhf3yIZ0a1LYO3baP00h/SZK5cq4ptmFFxiyfnssdpz6573iLIVlbL219l2ctx7N0VIYRwn837AqXE2SXPnzhXeG5AgSnM2FKiLmwMz/CuVOHE57XYa+55IMWhSo1AYC9avXC1VC5dJ1dyFsYpF5CF+iIYITz75ZHl14TppNWiEnHTNzRF1t+aErQoRYng/bdo086J4BZX1ehGePPpQueDN9wUlFDQks1r5m7KfFy+V/ymVBeD67KoPPvVq3jPtvakzpCCnjezRu6dnfnNJLMhpLfkWkrcpQozmX3rpJTnyyCNNDMIxajKBXBClGbRHYU2DKINAa/0NViub2g/EWrjtvC2JWkxUzmfPqT1HbsRYo9HeqxcskcoZxVI1Y55UzVsk7fKCa0i7KUL6h3XOe8T3ikcigPcI+0H80nqJMWANvvPOO6Zsc/6DtjRa6tEQIYgSX6o7qnb1u488bx5lwIABJkap13PxLbk97XgpElGvpKTEfG9Zow/zaiZuGuzpLRn8repbwAzgkQI3Qewme/fubRw/E9olHuB27IkjD4lXLCL//954rw4R/m/+IuEIAsVr18l9h+wn23Xxb7f4+uQpKtzPDOwqLci43GU7eJhp2BThjz/+aHb27FQxnMdc4h//+Idxqwar609/+pO7SV/XNkVoV3Iv3u6F2y4XK29zoxZLlYMwtnhmLbszcTlfvDmqXrpSKmeC+IrNWZQKBGBptmrR0rAv7Tbi3dsU4eGHH24Q3qOPPmoM6lnEQSBsmIhYAjX3u9/9LqxZvuVoyCWsYCPdTJ8+XQgfFQ8IqD158mSjr2AjLZ4N2TmeddyAzPTMM890J9VdI2Lwo6HP5gFKtHLqRNm4JjiHq7m5V6ubgCRdbDWIEDmVw1KBzYKXinPPPTdJ0xjZzDBV4X/h58mRGQFSXvr5V/lwun9W09//96OxpeuWG2noHqBb30V75udKezVmd4NNEfIBsmtF048IJQALBgsbwn38kF566aWBok9ka5t4CIkGsRCcu44bYbrTubbzmhu1mFQ5HxPGA3vAxrUlUjmrFvFNnyc160rMhqa7Kq1UdeosKGrAvkQBbaOaKOX2iTRt8Gg2LMmmCK+88kopLCw0VNBNN90kWSqHxoUiNoQsyEQvsREhfmy9IteHddSINxj/+0GEbAIxA8PBhL3+oEhmI0GGnAxqjOgubBaWLZon1XoEAea6uXgRCzLuIGW3GkRoh26x74NMmp+y54wcIZ1VwD9fXYj1yvcvA/tqzjz5+/chof9fx8XXbLPH8v2ChTLu8DPs5Jj3T2p/QcboNJaflelc1p1tihD5Hzv+UaNGGQfbTsR6dqdvvfWWYXnhgDuaXKOuYdcFIZhsROXK9p0XC2HGyttU1GKy5HxqB6SIz4X5XJc16kmpas5CZXcqq1OpvvYb02UHjQPYrmiwrG7XzVAzID8o/LRM9WJU1EmyeneSlr0LpGUvPStVGBRsipAwQMiTsT2F7bfjjjsaeTIsRRAedqg2tO/eRfY67Vg7OeK+srpKHbZXytGDE/OmFNGgJjAXhI46/fTTPdm27jrOZhwNahvOOOMM+eqrr4wbSOya2UDiYi4aNWjXj3ePzS4bUAeQw/bt29e5DTvTP3acbGyDii7CGtpMboK/tc3swdiJop4fD/iAmhqOGDwgcJd79+ktX84t1iC7adJDbab8AuFlPp01R718bJSzXwsmK3lHZZLn7DRcWtfKY/z22bd9voZvCvckYlOEGMpjMI/bLHa7ONseOXKk8eQDaxSKMdrHGG0cyGkxZYkGsZBYrDx3e0EQrU0t7qvG/PsnwctNsuR8LGpsPOrAde3I+UB6HTVS/Q5deskOw3eSjrscbDwxff3114YVCVWS3i7HILzWO+0sLRT5teicL2kq/3ZDdmb4++DOi3btpgjRLmYzheyYcfNtO6xB5PvYAWN2Y8OaslK1HZ1tJ0fcz129TM0nJsh3C2ZE5NkJs1ctlYP6DZPTR+xjZ4Xdw+5kYw1V6Be84v1hY/vhhx/6baLB5bbbTqPHKKJNgUZ129wnAbbMOeecE/gx2F02R8jJyJBvzj0t8NBAhAPue0wN/mtk0pKlgerjaaNQd4udVPklCLTNjE8R0h6yG1haOOAeN26cQYh33nmnkRfCpg7qMajM0hq1xxwEibnruuvFQpix8qAWX1EvNxwAXm6wW/SjieqW832m7st+Ua8m0cA9VruMjfjCkKAW3rhsleSuKpFBbdqpB57BssuJx5pdP0br+NwF+cxbMF9adG0vLQs7Satjd5VsRXzpbcPZ4Ha/jAlqKyi4KUK0jIkywfsCgjnppJOMogd2qDjHxznD5ZdfHtFFWzU8H9KpV0S6nbC+fIOUqTx10pL43/8vS9VBvzrGiIcIcQfHvOHzGOccsQA3j2wqcB3X1FBYWCjIMgE2oLaMsqnH05z62+wRYaKTSUQEhPFbCqDUM+tPFyT0OBe8+Z7a5W0wR5AGBnfqGOHX06YIofpQAmCBmDVrlmF5oUBz++23GwN7KAA/TtPd48poWaMUoaNCz/ILcA5dK/1jUrz+xEJisfLcbdF6tLJ2nhe1CFLEBVx71bh17PlAfN9Zfjtj9enuH8QHOAjPOTv1W5ZVSI+NLWVk515y1PBdZG+l6JD5QKmzgBNT9Ivvx0lNlzyl+JTSO3CQ5PfcU9JieBqyn5O+avRfZsvoc++Mxz67KULYgcjReCbGiGE940P+hvcnFK6OOOIIuwl17VYm01ZE3zg4FVqrp5hzdzpArh99nJMU9bzb36+SJQsWmE0C44F6Yt1wAC7TIYccYlijpDEuvCY1VyCI+amnnmoc3+Npy8ses7mOvbHHtVkhQtglyYJkCKCTNZZN3c6AgjbqGDy4gk12q8jfA7YWSM9ZjNnhQ7Ej1yGNhYNFBWUlFhLYQUEF8RVEqG/hIEKP2avDEs6izNl9rbc17nv3Ne3V3psykXm1aKe+HFVqoa5rJ8F1DlGLP8srk/+nXZSppmWFKphEZ/G6qkYgXubQmWPn7JTXfYIMbJ0v+/XfVo7baQ8Z3ClEpcCaBulcfMnF8tbXY2SZOi8H8bUcWiBt9jnKqe55JroHiM6B0BV/+R1CR5pUqxJThlPE99mmCHF6gQcZ2LJ8p5hMoFSFZqojY7Mbz1a2fpGHob1drkIpVr9Ua0X1BqnesNZwMphvFE7c846pAyYesGoZG8o8zRlA5FDWKYicgc0KEfKyIUTH4LahQHy85gpHPPdP2aCaZR09DNYbY8yfzZohF++6pzG9CNL+8C6RbKBsNanAbtABFrFbb71VCgoKDAXIoo2dGCrkbGz23Xdfp6jvc4bWq6cIPao5uKtu4a5fwOtK15WpSwl+Udes05j7XHsdhnDpAqQB+7BGkSBl2Eyoyz9daA04TYTu6v66F2AS3cgvXZHU0IKusv+AobJ30UDZsVthnW9bqL67nnlOXvv2M5m0coGk9eig8r0CST9xpLSpaz3+RQgJ1iO+FmloiVZGIEd+m6AAckapCkQNRYjLPUJ1odiBTPCJJ54wwZvRByB+JfansEzdUF5VIcVr4osEZqxYIG9O/UZNm0Ksa3cb9nVJ5WoZsc0A+VH79QI2fF6+i73Kbqo0zCumTJliELgzBhzhsyENugF16m+J580KEfIDwGZDdgDLBJYa3if8AIuzW1OUcEDNFcYvnK+KKxlC5PimANTe22Vlq+JLkKVRXdapnMEG5DgoDTjyBxYxFjlkubBBCXWFHRhaonNU2w7lAOS1xIT0C9U1HguTmSqwiHPQmjN/nGuvoyAaSgeGurbc/Vit1JVx0qEA66koJ9UhQuvuzQXzGzrciI9nyVDtzHz9zQpa50gX9bOJvHbB2jJ5YeJPcs87b8uMBXNk4ZoVUpndQtJzNV7jiN6SIT21PWcunDNz6Vw7z2E6r00PjTVD8VtldbmWDJWptovWVqmoY1k7bcQ/T5061VB9aBTDQQAR/uc//zHU3/HHHy9nnXWW8UyEzSmalV6BnDNattJ5CA8S7dXzonXLpUrfxcXrIxVu7PL5WTmyTUfmrPmC228yo3Q88XB91113RYSrIh2Aeh0zZkzYhiqUs3X+jVzJNoN5SES2B5vFjQiDPOYzE8arU+J5MrRzF6PNGaRuImUJG7Rz957yzLHhu95E2vJT54oP3jYfxMoNkSrdseqjZGNDcXGxUXZw0lnEWMxwZoCXEBwmoxaPUwMWPXarUItBAI3aCDBJtQu6WaR15dYYklLDKw6V4tRxVvDasrULe6i92rw0Jw8koc+Y5jwnbXCkh4rX1XWQSW0yJ6c7qL0wxOf07ypbd8k4HeTnHnNdgbqLCsVES0tKzfHLMg9KqHVbET1oJRgwvo06fFAez834NyrL03nG0L2THjqH6nDdMl3nPCA88MAD8vHHHxulGLg+sMyJOAHFgv0piA9OEJwFWKNepjaYRaxUNmY86JLTQS7a5Wj50x4nxCu6WeTjv9cNKKTtt99+JonNRDRgM8q3GmQDGq2tLSGdr26rAFh2brDv3Xnu689nz5SL33vDJD3/szunca/fmT5FfZwul/4dOjZuR9p6rhost00gfI5XnD+bImQRY6EbPXq0oebZ9SP3YWOCA+CDDz5Y/P4WzkTEJZQNEqpWuQ0LeoWppsq0yh5yEFktlgpjWzqYy31WNAIiNeW0ARCiiU1Jm1BKIAplcxrEaboJ/alRRKkhuwySqEOirnznEvyRBlJ1Dmd82q6heu10KlLJPIzWrS3vtTGgaEJAm2q6YOoGXx6q1e4wKFxyySWGbd5GRQFQNHhXgRUM6xyuAexSlFTQdMQWDls7XPa5oUU673APd5LndYbKljNb8LttGWBrqTqcGJ4ObVa3+zX3E1MOl3UpCM1A8Dd9M505vJjgkQJg4YVH7gfmrl7lp1ijlIFl6RdgkezwxIOqidg6MFL7dv5cuWqPvQ1C9Nsf5bzGZ1OE3333nQkRgxIN7D3cZaE9esIJJwimE6jDY6Ad5KP0u+5HjM9GWA7OC/LQpiyLfa1SSA0mJCysihhV8QUqKk3lZyFKSU9u4Od0Iz7Tf+1vbBAfSFfb5TDt048i3bRSbXqNdqNKQpm1SjJhY+cmdPDKpNX1UZ/u5BskqqVDQN9uZOtcO2fqO9ecuY8NLdKDLyluipD3A5EH7zMG3ffcc49xxkBcS5AjbFPEIzYi5Lfe4MN0Y/LSJfLy5J/VjnBe7AcJkLtRf3Xaff64k1Vhx7/j7wBdRC1qbyLZTDjw8MMPGxtduC5uaN++vQl07PhxdedtrdfB39rNdKauuuqqOiUNBPF+vSV0y633CoNyyOGDtm3UGQDxPv3j95KlMiDkPgvXxWf3MKD1qpRCXRQnghrG6wpjtN5apgdjpHktiw5FyBlAmQDlJnbyUIJ4k0FLEBMKAPMKFGqCAIu9HzBoQLGmM06qsZj6rB6ji1rEB/IzFGJtUe3I6au+Mp9Y7WEQVGQJU9ZJNmeUaTgcaKH4U+VfrdppgsOi1OcwE6FUr6kTSk+rY+vylIyTgzynTQdJO2fKOdfOWZM8Aa6KslwFDWMW3Mj3xe9vo5XrwE0R4gwfW9Mnn3zS6ALcfPPNZpOE0g8eZlj4iV5vA1Pg5/3FAT7vO3a3yQI8HU1T7s2MlSuaHBHGegaQInEcUxB/BrYaRMhUHHtsfBdMsaZs205d5OJd9oxVpMF5b075xSDCMpV5DHnk3sDtoUb+1slnBKp302cfSjuLdRyoAVdhhyJ0hPj4N0S+A9WH/AcPM7C7QIrsVJETBqEG6covReggPtfwErxk0YQV6hxRUKlJBjnwWek5jbPBUnpOBtBWPfLxOw/Be3aQIxaZ9MmRnoQNhPdIoAhhdzrmUZgkEIQXigV2KEiQ98QJnRRN0c3PfAzoUCCX7zlaLhi5u/dgEkhdsn6dDHr4HpmvymDjVJcgWUC723fuKr3bRVcCwszEDVu6c2z3sybzeqtChMmcuMZqq3ceu/7EoYWf1cBqHruqCt3VBoUQRRJeKxpF6CBGKELYWyx0O+ywg0GIsMCCuFkLQnWYZVznhLNDDZpxx5wnEIGD9DjHoh5gGfIZ6RET8TltIl+EOnParUc0IYTj3HMG6bkP0lxAkw7EfB6nkN+z03c4I9VP7USGAUWIggzyQQ6cbuOGj80SCm7ImQmzhPIHRvW4XLMDy/Kb+nmH0Wotr4JKTh78+fOPTWOXffBW8hqtbQnFsIV/ut5TQ5simCLBPmY+COaLS8MUBJ+BFCIMPmeNWmP7rt1k7qXX6MeqjqUDrCpry8tkh8cfVO8wZXLAv/4WaIwTFy+Um/Y+UOWL4QpF8RrxUpbxogjZ2UMNcoYiRA0eFhdp7PJxOxUEEcYblzsfXBGBsCPmlVIsjg7yi7VQgiRqEZ85gwgVDHZ2IyqQJ/I92L7OEQuh0ggal8gcOQjmbH+eINASPdaHDjXKrwf6ZiwcDiJrrdf8ppxpr3asehUPaIH3z3kiZihC5urRSJBNilPdTREiI+TdwFaQ94OwXSzyaBmjScr7hRMGG3gXCUEWD2YuXiH/+ekHtSMsjldU5q1ZJYf030auHbVfzLKlavPbWMCcr9cNQXsPUyWnT76nRMKZOfVT58gvbYudEz6g0047rc4w13lQWC/E8/rnP/9p/Bs66c7ZoWS4Lw1oXuC0EfTcNlM14OJ/02HNYgfYv31H6ai2gF4+QMMKWzfsOtdXlPtmOTrVveQsXhQhCxrsLlTfX331VbnggguEYKN//OMfjfo22m1BIAKPeVY2KDAMCYY2Fs7SbrM7PRupTbQRn9OGq47RDnUQHmcov3gAYnJTfA4SAxFjylKLTGVD7T3txgKQHfI7R4bnH/HZrXpuIOxCHvdBNm9OdTdFiFwLuTEG88gHkSej3IEhPd8w3lx23XVXp2rdmXdxlboJjAdwP1qqrNaPKODHRQvU3+uSeE3KAX0HyGu/TpLT1Vn5mSNGxi3vp8Ans6bLjSqyADzNhfw0kirjewbsLafviptbQXZMn376qeew8bcIy4Udpw1vvhkynSDd1G8i2z57HPHuQTbjzk3Mke+9X49JSMjfStXbbbApQgx3ceJMyBc0RQHObD5Qi2eRi6DY7Eat+yoNFVRHqtTleVN1/pBmXSOuC5Cdg5g40z47f9I5QFbcK3Kq0SOWmYSW8gYQHYdDUTCf9ANlyqIeC5kyBhRWOBqO+LSRCDBPWksVOoiRcyzY6OXsIFYFzfOiCHGpBpuUEF1oGUMpgiRHjx5tgtraTfIuFrRhHmJDnm4yh3bupo6042++utx9s7w/Y6p0uOPG2I3WSk/XKCIerDEakwFTVyxLRjOpNnzOwFaDCFHWiAXR8ounTRcp7GqqLp9XHKuJpOURRBj3UnhkaSqYlUBHI1A+ykGLsB5sipBFDN+RGExDBWLXhFLEiSeeKG+++aZZ3JAPBVGYqVAn4SXKjkrPz5EWXdRlWKd8DRHUVtI8fJ/WjyzoFUu+wyJ1ECEIqhb5uVVHwBgucBB7LOqoRm0N0zCRgJeYBsJTCjCM1elq0FzSCWwC2JwcjtamphubRT1b49BCDQJmwHkWvw21MJqxfkuHytkU4ZIlS0wQWZSqMHvCXGKBOr8mbBAapV6RYxAlLFirJiZxgHJ+vd9kqBY1v1I8V4dQozijGN6te5zeU9nNdQa2GkSI02c+KC+nvTjTvfDCCz1/o7wN5VLy+jvSooNqbn37vWcZr0T8JuIKjhhqDgwfPlweeughIytz0pwz0amJyABbaMrC+VLYq6dcd8llRk7ilGluZy9XVzZFCCsLW0LcqzlOi0GO/BYgRBCgrfkW7zlreraXbI2Enp4fjoTj1XPywRcs8l4AG6owv72JDFG1sUKWlKyUxetWRC1PGzVqre+Oy+eFAGvAdS1a17KfK/SsNoFpK6IjL4zyRTdCNbUHI0hbpcfK0GGoVRCizkGaQxkyGD1gt4IcDYKkHYD6tWdTyD0DzjVlnGsoVa6de+oqxEG2nu7vQjWj/rUpQjwN8c5gVoNrROSF2MTxbq1evdrIme3GQk63o2tXOuW/m1+sWtnfqR1h/E1tixbpMrJHL3n5xFOd6s3izBoGxYwXGQfwwoNtJdFfUhB8BrYaRMjOEnV97NdguTiAjBD7JITx0aDiu5DHdtt4NVp50vmAn3nmmbAi7GYPP/xw400lLENv0ISbMGGCxoDrKC379ZIZPdoZw2Ivd1J2Xef+2o9fU/lglvqh1EWwCWAEDigtsCnCoqIis7vH1RrPiJYbCjIgSLRF8SLiqM1bTUW9bbvz9rK2UtmRLoiF3Oy88KW9RnqqrWi33Bw14q6U2asXy6xVM/VwNe6+NJX1j4vn6kaCFE1XxNgrI092Khog7XJby7LSlcbJ8/y1C9wthV+bdnWkNSA1Ncqu6abnWqN9p2SNahTX9NE73l89DDtWKVSDnBiTJptrJ0/vjZcb/cyNhxw+d1NAzzYwAM0z47DzaI9+lCImWka0JrRaQylC7AhhgcJBGDVqlHlPQIws/ttuu63RLvWyIyxVhZLpPtiJq5Ryw09rfzWjiAetlCI8uP/AeMUaJX9c8fy6duerfDTfpch22223yU033VSX71ygPYrLtaAuC536W8IZFjo2y26AuHBDaWmp4OHKDXwZWw2gmdhY2on2JBYVFRlqzq1sgzskqEIvwNMNiDAtO1Oy99/FFLl/7gR5ZNFkr+Kead/MmyG/HbqziUDgWSDJiW08tPRsipCPkl0qSBBVeHxHPvbYY8bpL95C0AjEh2SQ2GjlGiyVtdi9Zruv7ccMz9soeZkZ6qC5jRpVl6tm4HIpVpZa8Vq7VpR7gwTCMUH6hkrp1SJHRhT2U+WfrrJg3TL5Zt4keWn6R1EaAZeEhzUyD8QTpdVqhG5kIVSWfA0LtsMGdZpjA6KHeTDVCq17QOfC60warF0AKpHD/Rzua8q4gb6c/mrbcRBjHQUZKl/h2mS6W4h17aYIKYfdIIoyUIQEbcZ0gk0TbFoOzG9OPvnksCbbKEU0uCC+fK5vu46yV+8+cvzQ5k05zVlV+0LqdE9dvlKGaKBiB9xcJieNM0gAt4VbCyIkuLcXwH2KBe412Sm3VSFC56Gb4oydnDPhfNRnnnmmYQFGc2vELu/SSy+VVyePlyu/escM8bN50wMP9ZNZk+WuA44JVO+s1/8l/Tp0ClSHwgM6dFYFhXD2pE0RUg7PMvg2RDkGCpwzikdEDkEb8O2335bf/e53FPUFWRppwA7DxDLuLP/1jZCyUSkAUW3aLDVJKZcV6ph5jRKTa8qX1xdzXXm3U18ANqgsXyvdVU43vKiv9OlfJIsqV8nXc3+WVxd+JbKwvqz7ykZ8tn+bvKw2skPXbZQl20VWl2bJjwvX61jd5hH1rUUfY629ZBiC81MvhBIj56++bv0VvePMnINU/tQfGS2RYwYDt4yQmngjeu2114ymMdrGWeoLlw0silf4HGWxt2FdeaVMWKhsY59w5+ffxC05f81aOXLwQNmvX1Hcssku0LmNUjXVsL7TI6jsq6++2mwGbNYom8ythTWK6AnTmmRBChEGmEnYMyiy+AFCnDiALM3tDNdJt8/ECTt7zwPkl3UrzdLSIzecxLfLu+/LVS38vrEfy4rSEhn+2C3urLjX89eslAcO+a0J5xO3sKtAnpps2GBThITLghK85ppr5Pe//71BgC+88IJRloECZmOA55kggAq8jQxCizh/1f5SkV9uZkspqy5T5KfOApSbt1CRrx8ItVNfskYX2KriZdK+LE2GFfWTfoP7yerBVfJN8S/yTslEkQl6eEA8xNcuu63s0mOw7NFriOyux5DOykFwKZpA+RDd/uMZs+XjmbNl/IJFIbyjfdljdHffGHnu9u15D6FQUkNX5Q7R6a4U59qmCBFTnH766YbNh0cZvjsUZdAghUr0siPMy8qUnXqElNridOc7+6MZs2TuN2vk01lzfNeJV3DJ+hL1iVolzx0f7jTcux52pZFAgN2ff/45MmMrSkHMFVSRK9b0pBBhrNnRPHeYE9g07F6DAtHYgxi8PnDIiUG7MOW/mjdTOimFhpwwCLy2bo06DV4os1YuC1JNeud10BiG4bx2myKE+mOXChuDa3bzIHxYoWgFohlbWFgYqN96ihCFDlZeIgponInqCkUSIVoLqs8GGznZ+dxXr1ov1XOXSsul62Ron77Sb/uBUqbarj8smyVfls6XL+fO96qmyDec1WlTfB2yc2XXntsapLdH7yHKxitUMWMIgXg1SN6Ibl3MccVeu8oqlXN8MnOOfKSI8TNdmJeXhss9nDYiEZWTE5vq81svHqLNbhV8SbEpQjaNUIW8S3BWWPC++eYbY3IDi5TDhlVKPX8zL4YMtrYC3mcqVMvzrgP3sZuIuD/++VfNpuPreZH9RRQOmPCDbmxGdE8u4g44hM26eFAFu3gPG/ytjdfiFpafaAxD9zTA3mkKeP/U4Eiace3es5/0SMC1m1cgX5siRPZ54IEHGvdPUH8oQ6AKv2LFCiPLwKg+Grs42pyVVa1R6qlcPZ0oqVcL5fWXTlJc5FSjMfaqF62UKkV8VXOXSWGXzjJgl+2kZp9CmbZhifyibNRfSiaFnLnUtRq6iIf4ClrnK+JTiq/3UNlNKb5BHXvFRHxW8xG3GIAfO2SQOZoztbihMjhJaFOEw4YNkyOOOKIuhiWehxAzoFSFL00C+drQoXW2jCrsZSdH3H8+e648OX6CjCuOjzRB6n3at5OrR+0W0U6iCXd9MVZ+WrzUOL2IRdHEyku07y2pHnEUsZ12xE8NfbYUIowzg5dffrlh0zTkxdxnn/i7zzjDaNTst6eNVRlhl8B9dFW2VbtsFDnqwaYI2UgQVRz5BXJBFjF2c8wn9mLICINCdqs0KS8Lx3xeFI1NlW0sLZfqectCiE/PrTNayjZ77yiZew+X+WrOsLy8RJaLehJZGelNJB7i69ymnSK8EMW3e6+hMrARI5s3Z2oxW2XAQcGmCDGzwdsQphL333+/8T6EljFsdmRDXgpvUMiwkOPBAn3fclSxZt++RfGKSj9Fggf07yMHD+gXt6yfAtgwnvVqSP6/8+P/9FPFlGlMF26+B9EMC2IywnuRDAj+1iaj182oDeRaRFVnAccLil/AzsfRasKBcBAY/PDFUlJRJtmtgiseBOnHKbu8ZBdJaegAAEAASURBVK0cM/hc6Z6ravsBoKB1bkRpmyKcPn26YS8TBgu1ZQzpkfPAJmV3j/0kijJBWB0b1HQiEjFFDEWql62RKgfxKcWXpiKXnrsNkfx9hsryrEopqS6XGXh2qVgcUTmy/XCmYNec9obSQ77H0b9Dj4g2miqhOVGLyL+Cgk0R8p1B/aHiDkIEMeJwG61rPMvgrN2GApXDHzKgr50ccY9W62+3G7JJFGAmL11u5IMRg4qTMG91bC3IONW32OxoogUcePz5z3+OeG7WHTRuvdbxFCKMmK7IBEIJcQQBdzgUjIOfeuop39VXl6yTLqo1tu+AYb7rNKTgcz99ocofU1W70ls4H63tdsNz1L4pNkWIrIedPQAb47PPPjMLHAoP5CH0d9t1RuvLnZ7VMkO1RtUTiwtqKqulav7yMIovvV2W5AzqLt32GSwl7VpIWU2VsKSswWl1OEHpgVjDEV/3th3rEB8KLn3aY+fX/CAatQi19KnKGBtbtpgMivC8884z8UIRKWAkjlwZOTu2udiE3XvvvRETv0RNB9741b+WNfLWZMLkpcvkjd8dH7PJIZ3rbRezlHKOZe+Lq7pSZTPn6SbgzB2Gx2w3lRk+A6zVQUPupRBh+Bwm7c4tx/jvf/8rHH4h78pjZeq3v8pLh1zgyQby247fcnv2HiTd2vqndp12u+bkO5d1Z5sixAkByjEffPCBUYoBKTpBejGchmUaxL0aHZWq5t1GZYk4sj3O1YtXqru1XGnZp4N03G+gVHfdQSpNpHgR4xdGkaAb4lF8PXILQootyuaE4itsF5x17O5vU103NbVYqlq6QcGmCAcNGmQQIcpUyIIADOzhGsBJQDZkQ1elHo8Zso2d3CT3xavXyjM//iRnvPKWBgeOHJvXIK5VueMFu+7klZVK2wQzkEKEjTTpKIUkCpW/FkvlnCWGlRikDTz2g1yCKp8E6cNdFrd0dvwzW0bIDh7zCORA8PMxjkZTtKioyARjRQ06KFQ/9amsKV4oLbrnSytFfG0PGigte7eXarUXBEJSA2V5uiAe4uuV11kVW5TN2XOIUXDpmRfcrtLVXbO8bApqsU2rjMDPbssIbTtCIsNAHe6///5GToiCFS7X3LBw3Xp54adf3EkNvp6/Zp2yUbeVIwYPiNnWnZ9/LaXKEn7912kxy7kzf12u7vVS0GxmIIUIG+mnuOOOO4wiCM68hw4d6ltjkA8ebyssWsgnqctC4N4FT548WWAfoThAObxsYIz/86ypcvP1N0pRt56N9FThzXrZc9kUoaM1SlRxEPTdd98tc+fONarxGNpjSwhyDCIj3Lh3b2nfZ5h6DavffVucTmV1htvb2YozRe261iI9ZHxDVT4ajPUdPhOb511jUIsl6uosKNgUIeY233//vXGJWFhYaOwIsSfEhAI5D++YDbjIO3X4UDu5QfcXvvmBPPDNOHln2oyY7WAbCHTWTWhR+0guibvyYkXY5SqnvGiXFDXonpdNfZ1ChI30C4C4cCUWFIjIACJEqxK/qMjQWCjcLsg+//xzszN22kb2dt4fLpCZeaUyv02ZHB3FjZtT3j4f9uw10kcRQ1A4t0d7GSzhlK9NEdImwmu8g8C7R4sUn6v4YYXtBSIPKiNsN7S3rCpXOZ8LIhGfK1Mv+6pMb49aNieszq5tgykGhbe25d0li1pEIzMo2BQhfoExqIebwLhQsHrxxReNK759993X01cv1NuT33s7N3CPB49E+mnJE0ce4k72vJ68bLkJRjxRzR38wG69usuTxxzmp2iqTDObgRQibGY/CE65QXywEfEZiLzEjQQZLg6skbtBEYJwcT1VpbvMrNH95dZvn5Pbv3sh0FMRlub8nY4ILAfr5cE+tCnCRx99VJD1sIBBCZ577rlmzF9//bVUKPWw5557BqIGebD1lWUeFF/4Iw9QLc6QRmdIxtc5p114gdRdzBmwqcUJeLlRhRsM+mN5uSGaelDgfceutH///qYqmz8Q4dNPP23EAw5XBU1sHORjh2pDr/xcOXfkCDs54v7tKdPk3i+/VZd4kVSlXbhleppso5u3ew7ez86KuF+ksstDB4bGH5GZSmj2MxCBCG27DLQdUXH3AlwfpSD5M0DIqFgAi/H44yM11I4apEhFtU1zMiJdn8Vq77H/vaHyjS+lpXrlDwIXjjxSA5EWhlXBtgdzEWwG33nnHYG1BfJDbRnExz27fLS6oH5RfmCh82KzhjXsummTkSWry8Ipwm3UYD2E+ELmDAX4akxBUmaA32u4ernhuHzPei83XpqoOL8OCna0gPHjxxs2OiYUmE8QxxJWKS7WQJbYpdqAicEjPsKkrVB7Q4zvL9x1R7uJiPu5qgSzb59Cdd3WLSIvlbBlzUDEymcjt2gujWJNww8//BArO5XXSDPw5JGXJ9Tyvn1G6OIQzuL001A3NSmwgVAwyCsfeeQRI8tBlskO/7333jOKPMgIHUDWedxxxwVCgtQtU+fZeZnZivRzjUu5Tq3bSqY64i5RR9ofTh9jDqeP1LnxZkAJJjVMF3X/lqa+XFvIIj2wf00ERo8ebeTh1IV9TgQBlGb23ntv0xxcD+TnyAq9Nk29NfTOH3ffOW7X1SpGqFTuyVD1IpSC1Aw4MxCBCJ2MhpwJo8IuP6hafEP63JLqXvHBfTJv9UJpmxFuo9fcnvHi3U5RZ9Hh7CBC5Bx99NGGpeUE7n3//fcFSpGwS2y0iEABICMMEnXCef7s9A26+K6RNRtEpnsHkXCKps5NPAPtsmBBX9agXvEv+vLLLxuHFGyqcGiB/elRRx1lWKhEHSCaixtmr5ojD37zH3dSk15PWT5Hvjz7X03aZ6qz5M1AoyBChodCBMawjQGHPXOhfD3vRxOexO2xvzH6auo2UZKpUh+aXXI6yqsnPdBk3mUSec5ObSIVTuxFjM0Q8kBkO8gKzz77bKMFm0h/Tp3SSsWAKWiWM1BaGdKgDDq4yy6rR554kkHRjHfnq6++MvJyAjoTpJq4lniYsaFv+15y3d7n2slNcj9p8XQ56/Wb5NB/XyCtAooXmmSAm2En6C3MXDlP9umzszx6+HWN/gSNhghtBY9kPglIEKhW7wscWyIsXr9cVirVs1vBMN+Pd9zzl0mGsgiJrN0UcNnuat7RJdzGyl7EsDNE6++ggw4yi5hbHvTcc88lNExcz5VrpIkUNL8ZSIZbQHyJIhNERshBNApky9gP4qaPNBtmrJgrf/k6uRTZonXL5fQRR8qJ2x1sdxd2/8d37zbv4zfFE8LSUzcNn4EXf35/80aEu+++e8NnIUoLLdJaKAIkSnmaOn0OLtuK0myzSK5QzxzrK0Puw8567UZVLPE/rKXrV8qp2x8ml+55mv9KDSjZoXVeRO1EFrGIRuIkbFCt0RQ0zxlIxm+DUhVmODheQEOUe5SvcMyALSHKMzb079hbbts/tpKZXSfe/THP/VHu/epf8t9JH8QsOm/1IpPfO6+rbNd1YMyyqUx/MzBzRbFMXjZTPfVEbnr8tRCsVKNRhI4cKNhw/JVmcrA9y9fgpjMufddfpc2k1Cczv5XjXgixiaAKg8JXSi3fmHlBoGqH/Ot86ZUf3I7wyj3PkO2tDz+RRSzQYLVwdiuNNl8d3JVX0H5S5YPPAL9NQwGvQ1988YVRjMEGFacLHLjjQ6vdy2ny1GVz5K4vn4rbdYW+Ny00APKLJ0b6K7Urz1pVLFUbq4WzH9i993B55LBr/RRNlYkzA498+7zc8Mkjmw4R8pJdd911RrEBBYdY8OGHH8o//vGPiCKoW6cgsRnYt+8u8tRRt6hmZEUgaped+Bmv3SDTla9eeO8BgTu/84BLZGBBUaB6eVk5EeUTWcQiGomTUJqiCOPM0KbLTvS3QfZ38MEHGy1RNEZRtMJOlggUEydONOxQIlBgZM/Zdqo8qFMfefA3V8V98GcnvC23jHlcOt8xKm5ZNEy37zJQ/nn0rXHLrq/YoIpj/eKWSxVonjMQQRGC/G69Nf4Pz+NgBOuFCJvno24+ozpy8L4JDXb8wsnSPjtPWrcKZkd462ePywNjn9Fgt/Uuy/wM4Oq9zlLbskFhRXGBNWrUKLOj79Kli1GBZ3OFPBD5Du7UMK1gEwUQWYA8L3ZXWMOumzb6fOzsU9D8ZoDfJiicdtppxjRiv/32M1V5T3DJh7wZW9QTTjghrmeZX5bMkDu+iNyU22NZpzEnu6rZz837XmhnRdwvXLtUoPIK23WPyEslbFkzEIEIt6zH27qe5tb9/pDQAx+2zShFnsFZWjmZrSP6I7o4ThhgXZdoaBzuYWeB+FCDx7AeTyI47EbD9LbbbguEBOlw6X8mSllJSnM0YvKbQUJlG0WE9QqgvkbE+/Dkk08aRwtUwH4Qu0E2SQCmWLxPV155pYnGMm/ePJPu/jO0S3/52xE3upM8rzeqVna1sjsLNJ5kClIz4MxAChE6MxHjjAcUWDdehrwxqm3xWTgWx/OHG6AIcZuGjAfuAtp/vXv3llmzZskBBxwgxGZ0AC3ARDRHM4srZP2K1U4zqXMzmoHMDi0Cj8bRJMZ0CFi5cqXgbAGFGfJ4fyorK42DBsJ64Yjehh/H/yhXX321nZy6b6IZQKkJ+/HNFVKI0McvB2uPRZyFPwX1M4AjbRtAfJjOoCyF4gzs0cWLF5tFivJ4EAFQfmCBCxrwmLoltVq1XKegec0Acr1kAF5kJk2aZN4l3huM6eEe8E7ht9YGWKlvvPGGnZy6b6IZcDwANVF3Se9mkyJCgtdCOfBy2wA1waLpOOK185vyHsfW+Pck1l9zhuI1i9SgJLSrDjLOw/79O+mW1yVIFVP25n2vkB27bx9WDxuvJUuWGKUGDOhRnuHAgTjRNJz4hUQTIMxUItDt2qFqY7mqrmqr9FbSv2ORDCrob45t9LxNQT/pmde9jt1WVzh1kdAMQK3hNB12tvuACoBacwDlloYC6wGmE3geIlQXyJXo9LjrGzt2rNxyyy0R8QjZgMG1SUHyZgD3mjjNP/DAA+M2yhrpBvRHiDXqFVkGN3mE2rLruOs39fUmQ4TIkXDGbPs2dU8AyBDZAWrTDvDhlVeUi+pAyxp1tDtz5kxfUdxZlE899VTDmnP/OFAueKzAs72XSzjG98ILLxjvKLwYzZU9ukG9rWz/8GhnmgKf/3H0fWocH674Eq8REJANwzUElMMWRQGG3fyyZcuMKjzhoti5Ayym11xzjV3d131Jdamk6e/vQJVUya8rpptDpjipYpSGQI4gxkGdQJIDDKLs0rZTfaHUVcQMIJODGnMOfiuukfl6gZr1Spbuo7J7iOT28C7jVc+d5vYsgys+uAiw20CsTsxKxsECO2bMGHdVc42j92jBASIKpxJ8zQDO/4lyEwsQeRANB4fohx12mPztb38zfoUvuOACoxsQrS7rwFtvveXpJShancZM3ySIcPXq1UZZIhYS5KHZGZ5//vmGLeJQY/imrDm0lVkIq9QNDz4HvT4Me9Iuv/zysBh+Tj5j+Pjjj+X666/31IB96KGH6nafRHzAoNcv3PH5gzJr5Vzp36GP3yoJlytXcwvgwH6j5cjBBwdq57J3b5KrPvhzYOrptv2vUc/84Z5v2Jkj44GCJrIEGxeoCXb2nFGNB5C7JgpoxVZYnmXsCPS0jSu28Qt/Moe7r7ysXI2aAVIcIINrESUUZPvW+MncegCk4lB3DtLDQTpOr2NBC9WRylZFyvw+GZLfN0tq8kulJi3k4SnXw6QmVlteebw/nTt3NpsoNrpsiEmDQoT6LCwsjKj20/xxcuc7l0ak2wlVGyvVDVqGPPH75m9/zMYxbxO+k3B34pnCYcYCpwd4++23jYYv37qbS2D/BtwTmOGiiy4yPmW98ps6bZMgQqgz7IH8AGwRtMSIywclR4iWvINGSlorJcWrNhqfpn7aQW0/FkTLx4bJAfe1kxbtvEyN4e/58tFo2Y2WPmHxL/L8iU8Eav+E7Y4MVD5WYRAg3mVgf6Apyu/H3MLaevzxx81OP1Z9P3mlHjJCOwI97YRoRpjF4eziNWVrZey8783h7q9zjsZ/hHqEcqylIAd07CNtMxvO7nP309TXzobEQXbOGcrPD+R0y5DCEZ0U8WVKZe5aWVezorZalWyUcJnghgR9jbrHASKGlQ4rFo4CXBg0jzGlwLQC8xwbtu+5izx/XvxN6r+/flDueu9S2eXP7e0mmuX93tscJo+c8nqzHBvavQ4SdAaIb1hH6clJi3bGB3FzgU2CCGGZQXKzI40H7Az79AlRVOyQgLKP5knmzl2k7OuFUqPI0Q/gxR75gtdOhY8tWgxA94/qvo7bp8upwOii3TRMUGbcKg0pULWxSj6Z+aXsoDK7qctnBmrq6P+cLt1yOweqQ+HbDrhGRvYYHlYPmS4hl6C00fjjN1u7dq2JIefEHoSV0hBok9FaKtQPqxu8KMIQ+gtHgtTxKkv6kvXLzDFmdviCiqwRBBmiImGzDpB+HYokq5F/U8YUBEAWyN0dROecQSh+3l0ogH4D+0jRDl2lbW9VdspZLQvKZiplvU4R3kJZyWAipzNsiNkJ2BGGNaA3PEdubq7RDoXK4PvE0TZKMrA/3ZrHTt0J88bKne/GpwgrNIRXt/zecutRf3eqNsszv9eVL5wm65aUy7PPPpu0MRI4m28SeWpDvX95raV+3jPnYSBumgtsEkSI14hnnnlGTjrpJIFNGg3Q1sSLBIa1bij/brFwAFAgfuCII46Q6dOnG3mDg1Cpx8e/ww47GMe+8dqhHi8SQl7kiX6FvY8efpc0tlxqvRoK97pnhLw79WNzxHsWO//ZEx6VYV2H2MmB79m1gwDZxcN2wx4Mm0HYW0888YSn6nvQTkoqSiOq2FSfU8AL6UUrm66bF+zMbChes0A4Ppwxpi4L5wN92xcaBFkvg+wvfdr3VrdQjftZsclwtCpBdo4Mj/fbLf+uG6x1AbsLNuOQIUOk75DektMrXTa0XiXFJVNl6pKJMm+jbqSYhnVWRb31mk93qZKSyN/Gne/nmncFrhFIHRkhzweHAUrR0UK22xnWa1d54byxdvJme4+W7Pz2C2XqrIXy7zHvJ/05WFcxUUkE4OaxFkKdewFI1h131KsMBM6DDz7olbVJ0hr3i43xSLhTmj17tmF1eu0s+BhAUGiPJQtQ1+cIAm55CTZyLCAANk5jxoypo1btNktdi3VJEthFdvv2fU5mG/nLwTcbNl5myww7O+b9hW9eLX967+ZaVmLMomGZXhQhChX8tqiyEzUA1igHbGUWsU6dOhnZL4pSyH2Qu5588slh7ca7adOqjcoIwzdQIKaNHpFIvJAeizlg53khQcp5tU1f01fMMsebUz6gmAEUiGCnQjUif+S8Tcd+6su1R1x5i9OGc2Z3DUJwEJ1D4SF39dK0duq5z8w5CI9j8LaDJK9XlqzPXCa/LvlBfpj7lXy85v/ZOw84Ocryjz/Xe0uvcCkkIfTeIRCaIEgRBAQE4Y+IYgexAVIEpAoCgiJFBUS6ioiUABKqdAgJIb3nkiu5y/W7//N9d9+92dmZ3Zndu9yF5LnP3My8bd6ZnXl/71Pff2l4H2eN+GM38LmfmbKK0qxz0vWLu6V5abcUNKoC8ar4NsKe8Z3BEcKxYCgDuMPV4p/Kepd8e25C2oNf6kAnuF1chrBLSEYvvviilB2m2p/1iROzZPWC5jFpSkbo8OHGMRC89dZbzbeM2BNLbwxkktGvfvUrEwIPsamT6bB1mNQwRsDoDBTqNyDkAfBAABa4q94wuw7yUJlNhxEJINbzIjhDLE0vvfRSr2zlynrk+k998ricv3fff6Rn7nKSZ19SJR415dBURQLnw23gGsHgBSgyoUFUyuAGCEJYAmNhxqz3iCOOMB+Nm+tPdsGmVuVYuhTMsjSKiRTo3hsEacOLy0sYzKMXcw/60WRPgPVru12NMT5aNdtstj57DHwwyHHqHxG3WkmB21LTcnp+lprOtjlmUNlmm21ioMdx9VZbKJc3R95ZOFPeWTRT7lj8B2le4D2Lj7THBCF+4HU/q66WLGlarNzAEgW+JQqCS1WqoqNI+SiRwaOzZNB2ydqPXCXVf94F1CfoApEmQEyqUJHwHnl9v3vttZcxyErVdn/nP/fcc3LNNdcYi8lkfWECM+vB5EZLyeqnyiMwgR8x+eDbBMSYgACGWIIff/zxRt/vV8+ZTqANd7ANJgFMkOEkg0gunO319XG/ASEL9xJDkAfNj3LjjTcad4pkN2ytmJxy6KCiUWbR/JCE+GJ9PFa5pr1UhMsFL4EXwbH6U6cO1nAtDK8R3aZ/2ficD1e+L42t6/pcr2ivetL9RyvHEo5Tpu6Vh90gu4/dyzZj9jjTH3300fLUU08ZC1Fmj4AhEx5AjwkESnbWJwQ0q6urzYeGgU1QKlFDqbYO1S/rmJ2ttvvlBUOkvStPHe15zurk74iZ6sfleYGee9C3/fHiCMkL0zYWrG8v+8Bstl322e36dqgeqHWZDg6671zZJp2rWqW72fudYcKIL6YT9OD20KEtWvOZvKuAB+jd+P4d8ul/PnReKuE48RnEgyDPt602S7k9BT7l+NYr8LXpYy+qFFG1qQyZosugHZItRYO69beMNF9WlLlhEe4TmNZbMTvjA+CIKA0JjfVFdd7QRwtfldv+nlpH2KExaruVm7/8a485q2d8jO5xrBpZJSOMxvDJAwTCuHpccsklcsYZZyRrOlDexRdfbFRSFLZW+F4VWfLKyclhoIiVp59BobsNL5URvxtualYcC1fMMyAE40CgfgFCxDqY3TLTgJA5n3feeYIvEH5ofsQDJjCv8yUi4ksQuuiii2IhgFA+M1gjlktFuGcgz0YkYwGYftBXrwgXce1118SdBj05+Pd7JLgHBK2bbrkHT3lSA2jvmm71WD30g5i84wcGl8IskBkggxnPEYMZjKTsrD7IZCTWePSgqa1HedWl61LWNa+MFUE/N7Z8vFQUDZe2rhxZvq5BatVK1E1eoJcIDJFaXiJXcvwAkra7W7ukq0EH3TZFEwWJ7EI1RS/PlazcKGJEO9SVp/lj8qVANyd1r+uQwvX5MjJ3qEweMkH2mLCLHLLzQTJ1q63NBIKB9+NlbxvQ+8cLd+j+FVnbtNrZhMcx1+4BO/cz6O5U0FvaZTg9OL71i7V4u0pu1I6qQn0Ex+6nwKf6xNzCnjac7XHB5rZ4K1LSwhLvCt8n0pinn37agDzO2QT4x6neS12yzZZ7ya3ffjXlpf720g3yu39eIKdc3fsuTZd/7XHZe+pRvn1gApgOJ8TkkgljpoS4OQjBdbuJiRbgxT0kI6R8Xi4XiEstCFKfdjBQRAQ8EKhfgBCdhwVB+xCYgQBwyYCQsnBygCa+KhhiIL8OQgzOTkol53aW/eIXvyhsYQgrTksPvHuvvL54pj1NuQdwq6vGy7VH/DZl2d4o8H+PfFUufOr80E15cYSAHeI8BjO4P8zg8R1koWZiQcIVMqPH2ANdD64xXjqfZJ0pNjrCiN+kuxzPfX7tHBE2JYBxpxE7qRHLFCkrHCLNHVkyd40aYqhlbWNbvPO3Gxhs26EAUn+7rjp18V+u3J1ydobLW9UmXTXaX8WP7MF5kjO8QHKG6TY83xxnD1K/2Ox4gMwqy5XWsi5ZICtlQfdK+ffcmXLZ3FukQi1mCzSAQEvzasnubJbc7jazxdeOyCES78cJYCKdTSrmXOQQc6quj9jrcHvDVcxZuXuWlI+MY7D1kcS34X42RfmZc4T4Dt99992GCxk3bpwBQCZOGGEwscLX0U1BOcJ29bcdM2SS/OzkP7ubSPt8Rc1i+eUDx8t//jVDqit3SXAS53tGXcDk0NKuu+5qlrqz5+49zALicbhjP4t2d52+PIeDxAUKHaFX0HOujRHkY495c9qM+W7ySnOX2VDn/QKEfop+v3Tnw0Cf+Oijj5owXsyumL0QgQLiY2EgHgj04Yr3Yt2YtfojYQtDC2rnSXlhhTqs7xmmWlpl5/04+SwvTKOIi5n5MSvkt+C3wYIUYwY+JkQs1113nRBJBF0hkxlEp2FofQjjI4DxnWVvmo1r5KgoFc737J0P17BsU6Uwv1IW1i2TWas0Ms3qOfJpzTxd9DceZBMBJdpbMCEBgbIkuypP8nWTqT2g0N2pAFnbLl2NOkHq0IoaGSerJEeyK5VLdIGgih4ius3oZZy7emuElaNGZGyQls/pVkfxKCjmdrWaY9Ji3dNLtirD2IRRS5Tba69XEdmQKPDtqNze2GwprIgHusgFev67gY9nk6VVcnWDuc1tzpwjvP322807YQ2rMJJBH0+sUZywnWI727OgHKEt35v762+8VG9c5MEnbpA3X5htjEyc7WN4cvLJJzuTTIQlrKg3Jpo2bZosWLDAcOpWOmb7z9htbQBsmnPv9Zt5pTnrbMjjfgHCTG4QESW6PjgKL4LbeOSRRxJmWxv6oR+81Rfkbx/c79XFwGmFuYUq2lsWuPwx9x2iRhnFfW6+bzvkxRFiGGOjgQBwTFxYTgeRNnphRCcAJObbfDxhQZBrl+SVqujYeLXZrgTed6oo9a2lr5uNSog3dxy5i+xTfYAcP/UcjZ26p7w39yN54f2X5e1F78u8+oVSI3XSXtqVCFgxlHFdvksRwQVuhITLGaIcoG5OAljgsrIUsOHu8ruapbCzUfJUJqlXlI6sfOnIzpf2LOUDo8ddWa7PVicdnZrXKfFtA5DK9hrOtH2hcqXKoRZLq1SWd0j1IcrxjcmWnHwtEyPncSwx7oABEM06wMeWr33M4jpRKu0FjnDvvfc2uiy+ZcR5iNtJQ6+MTsnLbH/2glflnidS6whtP4Ps69etlC/s+205alrydidPmiDL1QizMCdPDjrooISmjeFSdbXhCDHWw66BCFkbIzHB9RJN9+a94FJnVqVRnga1GXFJrSrFeR2kA71Fri+qt5rtu3YwXvEDQa4KN4LDNqa+TiIQtJP82HtnmUyOT9juFNlm2PaybN0SXWl+UOCmXp7/glz23E9N+QPuSGaM493koROPlAe/+qR35gZIxfcL/S8Ah68oRjAYPsABAoD4jlpKBwSp29SeOddh+4D+723lGNlumXmdwY7O5d3SsUAZtwW6X6Qwxfemo78BMhVrZg+LiDTzR6rlXblmuAHRBYL2WsksWLtVhKtCTmnT+GWNeYMVXLoUaJSz62pTbq9NCruaJLerVrvRqQCZrcAYAcgOBch2BcoOhaTubCDKQTpoqT+N5LBN6Elv1LY7tN1G3Yo6W7Vt3euWr+lu7hduL0c3w+1pE3ndEeDuaa0HBElrac38t0EHjxiRwQ/gY8OoDitSOBJEdG6aXL2XXPXd1DpCd71k51//xTC5/6mfyd+euSxZMcEAp0AfwxlnnSjfPTURNCdOnGhcxZI2MoAy3ZwdwM1kZEMQkxwshhsm5UnxF6r1e+w29hlhru2l40xVf6MCQh6Kl37AfZNwjW5yh3Szi366y/Xm+dTh6rulWxhCp2WBMEw9W3ZB3TyZMe9Zexpof9bfTpbxgycGKuss5MURwvHx/NHt4D/IS3nWWWcJgwG6QpTumVJJfplGllHzxV4gK+KxCn6wI3dUlm7a+N4ang1uZ1W2VK1Xo5XSbWTfcdNk9+33MFab3AvWoJ+sVrGqEa1GxKscr2iMhvTT+gBafleL2XLUvaJLActydwbQFNSclq7cVrdyqu3qHtKeHW/mnq0cLaJPw+lhbTq/XppnKde3tktKx+VI6VYFkj9WwXpogbQV5EuLgmSXw4qWtjlfn1NoNmU9Y5SjbRepWLhYt1IFyHLdlylA5ilA9lA88LlFpUUFZT1F0zyCGzjkkEMMB/jLX/7SACLuEegN0a3BGbopKEfYoTrC9o5m+d5pD7ibSDhv1d+W3z9HOb1klKXPs1PBcMzwqcmK9Xse3Kgl5zGW9OghGVu5X6RnTEJsGSxWw7g32Wuks0dtQpD+gknpjxNWVRbm+hsVEDJY8RFgmp+McNZ0EyIWJxgyMA9E2mHkzrLgx7XS2tHiaX3l1+dm1R3tcPN4mVMzS47702F+xXzTf33ELb1iNYqvFzpBZvRYu8F5IxoiruCll14axxH6diZFhtNqNEXRhOxE4HOxc3acjyYbgBzercLRVfI6W+MLMnXudrJvxzTZp35/2WuL/WTnUdubjYs1NNfJe4tfk9fnzZBX570gc1d+oByDApeTDK6ov5162HC5NuXqWrM1SICCHmLQbtVj6ogUqQEyO6hL8+Aac8oLVOeaJ8M0FFrJfjlS0tmifCJ1YF9107ZFLxFpP1fWa7vrcksU/LhWnuEq9QVztKxVtO3G3CKzRWHc5Oer2LbEgGNbdN9q9rmGf4z2M9pSs7r9ZEq4iCBGJwgD3AgTKJy7SUccxkCHX6GTgnKEf59xg9z39wvkgut3dlb3PZ5cvbdccf7LvvkbU4YztifBLAhkwvPFncwdM9R5XzNmzHCe9ulxbFED1akbQs0QkpzjfNCq/QKEPHwv8kt3lr3nnnvke9/7nhF9uk2RmcWwQOQNN9zgrGKOMf11ikc5H6hUrqsjqMwtXPdKdEWH05+TvFwV2zGQhqCvPnhMr1mN4muE1SiAiKwfkRZ+ScQVZGFjOEXC3WVCCTpCvpX4MT2uecCvh+NLUpBaHtlurufjVR8I251v3GKuM7pstAwuqFAutUHW1i1BiupLtNWhGzq91uxCA4Ad2QWGA4yr5AKpAuXMALsS5WZKlLssVM7So6uxJtr1HWjSdpuU82vKKTLcX7Y+hzJtY2RbrVToRCtXZ/7Nyu00KTg26ooMTbqtV5B0A2QbYlvdalX/HCNtq1ABstT0i761KhfZJsN7IUA578xxxx1nXA0eeughM6lCxI5YFEtkrA3dQBiUI+zUPm4xcju58MxHY7fid9Cqk8thG2DlGL/r93a6UwoG14cuHzFkKikbUWgQWWIVmi55iVa90uy43PZhjeSOL5eOz9SiKySlYzDZL0CIEpzOOoGJgSrIKseY4/9F/QA3U+ITQGyXDs3+0fJ0qnnWwTiGCQ2DGZw5s3gMHTCWgZMnskSmQFi7WgMVOCVwLkRwAh+dtCBoO+wGNptu9+58t97MlrP7peuWCpshxRFjRKJcH3YobE5gpK0cNlU85isolbapaFN995pqctUlQnV9CpDZg/OlfITeYnmnlKpxS6lxk3CKJ+2VI3vmAS0KYABeBPgAWJfhjJbp1G+sLrtY6pXrK44CGOCFGHSE+mYCrhCAyNYIQGo7HLcoEMYBpLbVoiDKVqPuLJYU0u1h2nsGQwJrEygAgyoGayyOeY9wsvcakINyhGl36nNQkW8RTtASok/0sbg0JVsWjXHZ65nbdoLszznnHGFSYyUy1CHMopu4FuN7d2O7NN0/250d6BzxaljqFyAkmjx+NUSWAQwZOOEWcFLvK3I7bvMCBCUb/sqWJ0rK5MmT7WnCno/YrrvHdQk1hO7Mi+CaiNxgrVoZBFiwFpGiXx2vdvojjWhA6G6chHsEkxx8A3GZwC8UERezP+4zaAAEZ5vu4+z7KqS+SJ3yqxV0qlWfN0bH6PweNEwFfG5gCwt87v6Ysb/n8gpmamij6KeSSUMYm2BMka9YlqOuiy0LidISDVGmrmUR3712GTZaV+wY3awgqD3K1go9Kp24S3YqL4iOz4Iee+V5pUyd7AGzobpwcVdWszQrOAJm7S4jmm4FMbhANqcINFt1gYhArRi0UnVkYzrrpbCbpY+p0wOQEaDMN5yis3PFRVXO07SOsQrHpxhOhMmUNY7jW4EzdBtzcJE3lrwjP3vmVymvh2sMAepv/9KvU5at1RVOWKx6NLOSzwH56fkAHr5lqyO0t8p3hB+jc9Fkmxd2jzUtPoZXX3214S7RO3r5RwLWXsR47cVBMlFCFArAEsDjpptuCu3zzfX6BQi5MBZgBN3GyhNggdPrS0LJ7jSiccfB87s24gReBiKiWOIFIeKF16BOBIWf/exntqjZIxZ0RlWwmfyImAY7LVhVXSSDdi2X6acdKH+96HFbdKPZI65m9Wn0D0wWmAigM+RFJeB5qmC/QW604Mw2GZFXoaHVKmRw6WAZWjlMI7ZkS0NrnaxuWqWWukulXQc8S30NfIoR8QRT5EjTgC2yno25l7r+dW+hH165+lnqXGpoqQJYwhyJBnrIDdSssIjeDleLYSq+K1QxV0kSUWmbGnOsU9Bbb7g8C2bqbuESoWNEs05ddticlGMAMqIXzFODGnpHmuMWY8XdQQpiGSEOkBqgX4YLZDJF8A2kCXvssYd5fwiXCJfoJJYD+8/XE61JnWU4vu21u+Xnz14tX7j3ZHeW5/luo3eUf5/5V8+8z0si4MPC5H1NSILSlQaxvBvRhfqK+g0IuSGijySP19l7t33ttdcargtAOvXUUwOJYbk6HKsTBEljUGeW6gWEXgM9ug2rmKa+JXRpTrk96TnqO9MyZp28tOpZ+WD5u7ZooP1XHzhWV1kfLKyAsCHoyi8kxhrl2WDoMG7cOKPLwXIUlwqI5/B///d/GXetaFChrF2/Rpo61sly1cmpJYs/2dHa7rWkGxj9K0dzXMCWgAAp87WATp4sZVWqjrBSBO0HG5yiuimqiFLFobqPc+3TfJ4p4tV43z3EmBFRph4kJdwiBqtukc0SXW5Rf8QeLi8CkJy7rUw7FSAbVJzK5iR8MEXbdlKpQ0zqTA9zjKgO/ZWV2jC5QmrEYMg6po8//njCgBqUI2zXCcSOI7eRB79yZ8ouHXbPScYq+PIXbkhZtj8LtKol7Mca6P36L1wq43QZMD9ivHWS+9yZt6kd9ysQbsiHDduM+XVYQrTHSgkAKFwlsnI4m7POOsuzKThCWHinaPSEE04wH7K7ArNefKKwiLOi0fpha+SFgn+oZqhZDvhdeD/CsZXV8s+vv+C+1AY7h1tG7IFJNgM4xg3odhDzYvHXG2GVmjQ0GgZBAJpfHNDYDTPiQzpeAyaAGAtXGHc4zr2IOj24FX9M+ST5+N0ZoHUAnxMEzeVc9dsUT9ayRb/GPO2rqgelUkWjg3RfTofNRU1t17FNS7WPb4OzIhV5FqmeaEhHRIi7XvWAdQp2a3OLdY+eUTuk9+HmSO2VvJ59byw59vLLL5uJJpwK7xPfG/osNnSERJpxU1CO0F0v2fnCusUmm9VENga66sWb5c5jr/ftKtFtrFQM7toueO5boR8y+L29yC/dq2w6aZsMEKbzcKiDaAaHcAi2/vrr/V80ymAsgrw9KB1zzDHCZmnO6lmyz63/EiKgpEO162vk4ffvD1X1+3//pkweqsGc40b/1E14cYToBx9++GEjuoIbrK6uNjETp02bZkTAYdce9OpFSX6J4Qi98nzT9PuKPVGASMGGby4GiM7vz3lMgy7gcj8m1HlFFrz0IgXaaLMC2zrdGhV9m3SPeDRGzmMSXe23a/k1bMrYf6bZBWpCXqWgWKltsy82naZSMuIizjLOY+UulfMbq9aTFbpWYqfGWVul04Q5LEC8em5GMVhLNBZqpgQ3iNQGFxyOGbCJLYzKgeWJ4AzdFJQjhHuq0yDsv/niFe4mEs7HV20pI0uHyZm7BhOjJjSwgRKe/+y/cv/7j8q2qs9MRiw8gB0GUi7Gsr4Gl2R98cvzizvsl+7XTtj0TQoIEalgyGK5Lx4WOiyWB/HyPSTfcnbuY877giYpIK2+tEe/FfQazW3NMvrKUnXu/ljOeeS0oNVi5fAj3GFUMN8qWynHZYRBOkDHoqPof3E4R6TF8jlwvugKsSbNlJo0eol1EYErCS3qpAOKEwYaLD7YvQUpu4+WjeszZR35MGxNAJ5uy8nSfLg6RJy5Cl7FetymZeD80gHeVq23Qo1A1a7GUD7AGAVFwJH2IUeX9MzekMnSUGrFUjF4Sxk6bLKMVr/H6tE7SFXxEBPPtqyg3Ohb2TM4LqnX2KsaJOBjjb1KcAACBszRIOVBYrA26XuYKcH5/fvf/zZBGFA1oELApgB9OlIFrEndBEf49BkPupMTzu9440+qI7xKjr//6wl5XgmjyofLcdsc6ZU1YNLWrq81QJjr8T26O+kVAs5dpj/P99xzTxN/2Ln0HSLyH/3oR33arU0GCNEREr3ejwiAi4mvm5wK2mROp+56G/q8KL9I3v7up2nN8o6++yD52dOJoaFS3cNlh10ru43dM64Yy6rwzLBQQ4yMQRDWYYhiEJOGWXcwrmHHSZH6s9W11DpS0jiMx4lIAyCJTbd7iy52T0nnMeeUdaQBdm0KirHpjG2LvfOYurae3TvTOIZc7QOoK9miqmBA1wIje4BRF5aQeu0DW51uzdkq/lw3K7J99nikXY//cNsYIRlw1KDvHI+vKJcdhu6p3VBrVbVMbWhpkjVqUbmycY3ZFJf1PrRD6tJfokZMmRIidYCPCCMYqhEMA0kDC8ainvCy2H5zybty8bPXpLx0m0aA2WPMzvLQyb9PWZYJVnkvRMpJeaEMCzSpjx/U1KgmyQ7CmvLmm29OMDJBTfStb31rwIpGURURUYhFjLEQxmrVyx7DcasZH2q8XH3r0qTf/e53wpIpbmJW6eS63Pn9cY6eCjGnHxGxhoDRbmL5JfQSEIN7bwZ6dV+rv86bWhpVVBZ+TpSn4jVr0GD7Pm7cOBNJhjiigOKbb75pYr9i5IAPE+JSjGkyobG/VP2VDmgwQry85gV2AkkajcPFFbFpoyy3V6B7RKeKK0asqQuzqy9dhKuDu4txdl7XokPJ+kM+ZPeRs8h/W8/unXn2OJP2bRt9tM9XX8YVF2cWbxR9MgMg7xLvD+8N0gSIiRXfqdvVivGmzWEp3Bu3h3qiQK1t0/k2euP6QdrA0X3C8dtK6z55kjezVeb+9YOY2xUxl1nhxYsQNSJ2RmKzmVRys6k8BEz6kwEh+V7k9GsJO2d49uPH5JPl78nw8tFeTQ+YtGv+9UPZZtQuobnJHxx2tWw/Zve4+0BHynNmMAMk+dgAPvxEEY/2hm/kmJwSaWiPmIqi17TCUfDBgqPZK5iwZ3xsa+gWdYsTVRHpJE1Fl0VqoanqLI1HLaW6WG6xloWniSMHUAGIuD/AaaHza9TN2LBYwLJ7GnAec+4GLptv9/Y67J3H1LVl7N6ZxjEUpv1IDd//PE9iZ3I5XVrYGDz5FvbIKFHJRKbERNppcIWhGmH64BKZlN55550JQPjOsrfk0v9clOml4+ovrlsoX97uZDlnz/Pj0jfUCS5Aw0tHJgVi1ixcu2KNlMgIqVtVa7hma0yUbMKJdGb58uXGdW1D3c9Avs4mA4Q4cmIujI7QGZqNsGzoCH/+8597/k7OFRLcTvmeFRyJlz/5balptJodR8YAPPzuIVfI5BHbh+pZoTPkVrQm1qIMYuh28I8kFBbg9+CDDxrdDhaAmVJLnBsAArsevMB5nXX31i/qcVp3rrtXoQvOBll3j1Y7FGHatXGj39NrGGtT3cM14iAPOOI8jyEMYtAOBUcwKa5D9py9JQrRaUv22O5NIzYzunen2bJkO485D9q+u01TVQWCaRpqcWksejMlL4MrnL2RKmD1eOSRiTq7HXUid/8pT6S8NJNZ9MqVReq/koJGXlYsN7x8ldlSFO2z7NEVY+WDHyzwbR99att7DdJV3y4dC5tjgbKpgJWo26fZNsRC2X1tgGKvtTHsNxkghLNDT7ghafzQKTJm0Di5+ZTUcQ03ZL/c1zr99wfIbc9f5k5OeQ54bjdmt7hy+Esi4yeo+bx584zBTG1trWy33XZmWaYf/CC8LjLuAnpSoMGp29TBBOpWpGpazCrrqgcjWstSxQUd4MtHqeuBbhWH6rp7o8Ovu8cae7iV499nQqYp2jjX3TMXd/2z3CkAicVorX5d6OjW6YYlaIyCApet4AY2m2737vyg7dtyFhCjeziybP1DR+blImEv67VHx5gpYXBFgGh8dW3IPgyusEb2M7h6b/nbcsWz3pNZZ38A6qX1i+Tyw1OH4SpQV5Ji9YucqCvab2iKLCj9VnRmleLq+rt1zE80UiJCFZN8p50DLaEjROXD77yZIk9gkwHCdH9wZlyWWFJo+vTp9jTlftVWb0leQZ60res0H3TKChkWwDkfDjbsC37f6f9N68oYMbiJGbfT0AEQPProo431LSbbKMCvuOIKd7VQ5yvfbpb6KPi1aoww7BkqVYU0eoKC3gFZUjJUwTDuG7cjfeQyAFaCpakWAfBi6+7BZsWpz+Pb8OowbXJZPqoqBdBBykra6zRrBsBYq6BYp3v0jTGK6ysMXk89U8aVH6tnD8LmcyvOOvY4uuc37ITfTX3LtgexfW9whKwlimEaxlaI1/nuvv3tb8u0adPMyhNwjG7absSO8ocTUrsN3fe/u+SyZ38i//fwV91NJJzzHKZPPFQeOu2phLy+TqhrrpXxVw+RIbzMHoSvJWoHdwAP97e///77GytMjyY2JzmeAN9svxGiM/RJ+AkFDXm2oTvrDI2GQp6VFILSFsSMbBITU9VpDpyqPrE5CSsF4TPlDifFB4ohCmblvPg8O0LUYRqNuMMvpmCq64bNx7LLHRmIvgF248aNMxFl+FAJj4X1Gssw9YbVaMcsXYKorFlG7RkRc+aXJB+x3cACOOH7ZyO1YC6ASDWe4hN4ztxbcgJJespYEKQOhjhlXfkyTV1UJo/bR6qGTZTVuuDu2yvfkVcWvCgL6+bHmnbWI9Hd/1jB6EHofAt87obsuc23e3tLdm/LeezTXaEergXgI9wiIEiQdgzTbOQl3h2+PQZ2L13/Ryvfl6ufv9SjR/FJGNRMn3iY/K0fwC2+J8nPXpjxgimASBjrWWcIyltvvdVMDLxagIMeqIRb1TXXXBOLNdobUaZ66177DQgfeOAB+frXvx6zwsT69Lbbbuut++q1djIJQ9Q0T0cOHUxq6moC9wcdGytyWyJAOY7FFRU9Zul//OMfjSWmLYMF3cyZr6gf21L54S8vkcP3DucAvKTmUylOw0y8rGiQ7ULcHs4PIEdMyowePSGTHlwonH6ZcZVCnGz9JV2I1pjrU8k9OjN6x6cBYMqIRbg9zcoDWsKCWkL5xOu4r1teOlQmbbmXTBm3t7Cu3YSxu+oyWWqd46CvR4+XNSyV/y54QUHxJd3PkPm1n8VKpQLGTPNjF4oeJACrBcTovkCjzmw1eLKMq5ogo9QQrKKgUkORrZe3PnhT3nn7HXdzKc9xlj/llFMEK3SAkPcGVwmc5xGPMgm5/PLLjRn9JZdcYkzr3Y1OHbKd3HRwapcIW49vqj/ISpisFaxfH5568l/SPbhbWte1Cdwfy1JZ4tyPsMoeiASXf9hhh8W8CWbOnGkA0Svwdn/0v1+AsKGhwfjsOV0Rbr/9dhNhpa/9RcI+5Pvuu8/EJV2zZo2wMkRQYEQkWPNaBADPuvCowJe1M2AAhNkdujWCDzsJx2K4RMsRMntuVQOSsfs2yUufPCD17UucxVMe3/fs5bLThAMlW8OWhaFTD/65TBodb20L6GHZR2g6RFqYZ/Pxs73wwgtm5fEw1/AqW1ikKycotwAlDNoKgugILbdnxJ3MRuLAMR4ozWwlLp+W48skcoTx+dRghXIAzwLfyKFbkRyIAJQTtz/VbFRYsW65AUS4xVcWvihz18yJtZMp8GVan0WjP1z5ntnoVKHq0grXFsvyt1ZLyZrURiixG4ke8F6cdtppsWTefXRYxPgFEFl1AskIUZ0IfOFcvs1WwnoSsBzoxNjHuOdcJNezz6qRabhTfyl1Eew8Cq1zD7F8EVIWdwzkQw45JG4S3VOj/49gctwudbfccovnChT90dt+AUK4Hq+ZS28t09ObD5IP0Iopw7TLmlgXXHCBqYLfk11KJlUbNTUR8MzLy/W9Lk7FNpC1ba+1vUWKK7Pl9dn/NJtND7o/Zu9vy9ihk4MWN+WqNPyUmxCVIubCug/OlskDYM4SLBgsbb99OMtUd/uct6tTtyW4PdRtRren2AS3xwK08RR/7gWe8eUTz9xi0QKN1DJx7O4q5lTgU/CbVL2XlASwRExs2TtlRNlIY7qP+T60qnGlAcaZCyMc45yankj8bmBzt+jOd99/pvlY8baUN0vRQdnS1dyzSou7H37nP/nJT+JCFwKESBCY8OE3yPv01ltvyfnnn2+4CPLcNHX7qXLLPb9xJyecd3Z1CoYoEwYHn6QkNJJBwow3ZmgIxhs8W2DiyDJCuDYAlF2rPYuZiTnjBCJTS9gGOMWnNn2g7J3rINo+eaXZvA297xcgdLovOG/YL91ZZmM5ZiZrCTk/WxAqUsMPqFMXTkVkRMihIFSgi9o9c5WKDPUjD0vfuX1feerNu8JWk1MOvEgmjuoR49IA94nYh4kOriq4SxAuC/cVYh32RqDfQl0sNltXaYfbU9MgZd6cQOc89r6lVAO/V61BFaOV09tHOb69dNtHqkftoOH5NtznM6xUQ31t+xWz0b+aptWGU/yvcowzdZu1+iOvbnumue/fXShsPpMEOGaoGOfMDIm2mFARoB3VAKJS9N7WPxWRqZs+1YnBjS9f7U5OOK9vqdOwcR/JhdN+kZCXScIn2ubF06+S4hSxVs999DSZP2eJPDPnn3LopCPjLgnXxDfiJoDRTQAf0pfN1DtPoE++ZD4MXl4/snJyv/zPQzoinL/ogpdhqahUTfZVulQxRKS6ujpU9UUrPpR8FVMxow5Dl5z8QJjisbJV5YmKeQKU//rXvzYLq7IOIy4rrMbBR46YFM7wpJNOirWRzkGRvlu5apUZoXjgc3M7tpRz7y7jHvizNWbjliO3N8AHpzdFgW9I1VhnE/1+jDXhl6Z+2Wx0hmWpEKFaHePHq4JNvNK+ER57BPtiIEhbOOFnSkgR/vznP8u4ceMEUSI+b4QLQ5pw7733yne+852ES0wYPEl+Mf3KhHR3wqMf/FVenP+cXP7cz9xZaZ8z3hHyb5/qaXLU1scmbWd1znIpVCOvRXULEsp5LTjMpADd2ueVmNwgCfTCBO6dSTVi8r42AOwTIORHczqif15/xGT3hS8UIsGlS5caR+BkZZ15i1e9Iw++cJ7k6arjc5Y+q5szN/nxX/7xUxmnC4kWF/UY1iSvkVnulw68QLbUAM5OOvPMM80sHl0qgxdRLtCzXqEuE+edd54RdTnLp3Ocm5OnE62I31QqUPNq3w18xYUVatSypxFzouPbaos9pLAgXi/r1c5ASmMdyqO2Ps5s9Avz+4gYNaJj/HDFe6r1jJ80ZNT/KAi628jT3yYdIgSiBQImSs8884wR/RG4Hf0fhlboCvGLw0+VSEVOmr92rvzmlWudSZ7HbSpW/6KC1T0nPOSZn07i8589I1/+8xfkhpd+Jff9L7nBTrdGYs8ZpjFbPQIPMGYw8Ds5QHTtRNX5PBI2DvzuqYgJ9YwZM2LvR6ry6eRnBITJuL50OoPbwOeJmMGG1Ym1vBUximjvbJFb7v9a6MdRVjJYrjv7yVD1PvrsRanw0PelamRI5RYJRXix//SnP8nUqVNNsGS4QdIw6EFnSGzETKlT44xacg/ubmC05Zz7EYMnGKMW9HsA39gR28RxNc6yG+txZVGVHDHlS2bjHhAJvrrwZeUaIzrGD1a8G9pZ3j4Lqy+14lCbzr7D8ds401Md77XXXrEiiNLxkWMyjWgUozG4Br4lJA5YlrqpWi1Yf7jfT93JvuezdbmzVMQz27JqnIY5SxTFOuve+PI15vS9FW87k5Mez1kz2zMfH9zPI9l3xnlv6H+D0KxZs+Tiiy82VsVByqdTJiMgdPrYpXNxdx184zZ12m7SwVKu68NB5SHAqUuNAJatnm0MSe7/Zzixz1P/vVl23/ZYjWkYbjZ/5AHfUxHidnE/GWJZTNMJXQfwsbH0Eh/4ggULTLzRuAppeFtfAABAAElEQVRpnOTQzyhH6Lb4dAMj6+6NH7uLATyMWgC+irJEI580urFRVakorJTDJx9lNjre0Nogry36r/FhxDKVyCy+a2AqIwkvqZIqQ14AGMlRf0wW882QMAT78pe/bICQSRW+pwAgqxDgTI+rhZsW1s6T2167yZ2c0fm7y/4n+42bpnrZ5KL8yRpB6pWFM2TCIPX51WXUktESjWrTou/ujw+4OFmxz10ehkCZkJfvaCbtuetm9NZ6yXXdFwhznunDCnOtgVq2qnyE3HXZytDda29vldN+Wi6r1s6Xf74UbkBAXLTn9sfJ8MHjQ113WFV1Qvn777/fuEgcccQRgs8XgIjhwz333GM4Q1b5yJScHKHbzQHfPcAOoxZ0e4Cg23cv0+t/HuqX69qDh251hNm4n8a2RgOMM6N+jO8uV72NNbxSAPSRhCY8Cl8wTSjpn0BsWqyO0RFidMW4cNZZZ5mwffihIi5109jKavnmnt91Jyect3d2SHtnqy4f1sOBJhSKJgy9LF/Qtd7x+i1+ReLSJ6qe8i8nPRaXtvkk8gQyjWuaaf1Uv0NGQIhD/B/+8IdU1wic77XOWODKm3jBvLwCefDa9GZdl942Xd755OnQT/CI/c43YkVnRQIjY+2KmBvRFgPX3XffLSeeeKKJOMPMzikGc9YNeszSOO3RBWBHDZsiU8bvE7HoVKvOkbri+mYK/wSICHPwxMPNhr/X1ddfLZffdYnGreuUvGrl9Ear0DmAm2lukEIe3XNGlgEAq6qqBF9c9rhLsBgvTtm/+MUvPDlCOK0/vHGbR8vxSaubVslbS18PBJqsyViaVyp7brlvfCOusxb1qzQLYu9xvitn86l9AkSRwQDKSYwV+GenIsYRv+DhqeoGzc8ICBnQWGmA2X5vUG9wC73Rj02tjWP2+55UVowMfdtDKhMtKfFtItQbTsMMXDYqDmJ0jGfwj8oUCAvbNGINSz4oNS6fLW/p9u5rf5Y8XQIoX1fEwMcvX7c8XWuJc45Jy1MXE45tWj75nNs0mx87d+RrGu2FFR+Hfqj9XAHd3Ne+9rUeh+/ZIjuqC8+dP7pT1hasiukY3176huf6fx0qog9L7sgyGIsAxrhJYCADEBJejUDuWCSjIzzhhBPiLsMqDafvcnZcmtfJv9XP9j9z/yX3pjBqoS5i9r3HHSC/O/Zer6Y2p4V4Akxo3MSkhvEB/a+XvQkieDhBos/4LZPnbjPd84yAkIsy22e1Y8yaMY9nRWnEYcmIVQmuvPLKhCID1dJ05ht/klff/LOMGjk1oc+fh4SXZ94le+x6iooQ80PdzrR9z5WiEfHPhMGLWKOIt1i2ynL5ACRiLnds0lAXjBZG79cm8UY3HRpDsqO5TcG2Pp0mA9fBtcIfSC1wRvYAZ0EUiAFbC8wRoC6KnFvQNXtbX8u6QrEF7mAGBVnnj9VBsOaD+J4xUsDh3S5BdsD46SYPLuitJa+pkz8uG7oA88JXpaWxVUPZqf42JLkjy7DSBPE06QeB3ZlA4VKBVSVi0t/+9rcJQLisYYk88O59Ka/cpv0+cbtT5JYv3ZWy7OYCffsECLDhtv7t2yv6t54csfzrxeUQ6YQtKLFgpBcQBq2/ocu98vo9Muezl2Tx0nc39KU3yPXadXDYetJBMjikr1wlax25iKhBzOAIKICRDEYOgCJh11hBgEDdDG7z58+P1WRFD68ZY6yA68AZWcaZFTHi0EVllVmM+NjrnF7XnutNwiippXWd2XqzXXdb3IsFTkA0wtFGgdKCq+VgY+c9QGrA2nC8zjQ9tmVjwFxkFmhFB/f00z3icSa0l112mQEgfD+JZIIYy29fX99ibqGjQi0BU3sxxN2uO7IMEib0gATf5r1gwOS6cII4nFdXV8fV52RE3ig5turkhHS/hCDGF0zecIFCVLuZMnsCzljJtiUsygcK9QoQhr2ZZFZnYdsKU54ZJgO1M+Yd3CtxO5PFEB2lXM/ylZ/IDVcsDXO5jabszXccLfMXvm62MJ3ef+//0xUD4l9mrEZZhJeYqcziDzzwQBMbkonPDPUFwjkas2ncKDC2Ih3RWBgqUG7J+hE660VMtDvjA804C/TaserLFKj4gxCh9Tbgci9tbevNJhEGLa3ed3Ro4GZ1uSQ0K1trc3d0H00jjzTdl2gwB8qoPYkJa4ZeNyzl94LVKN8jRlfokJAg4F/I5OmRRx4xe/dqLPQREdvf/va3sN1NWp7ISF/5yldMaDe4UkT9RL8CpN1uUURUwmcYzpl3nJU0LBETFOBl3AHEmWQ4CdEgoAsHjt+tUzJGGLI333xT369uM065IzPx7SA+xuEcy+ywwTSc/ejLYyYxBAbANQYi4hSxUQcK9QsQeq0nxgPxCp3UWw+Kl/ioo44yL427TWL0MRv2kkMzC+bHy85fa6LA86IOVPrwvSckv6A0tAn7kQf+MK1b8vI9ZNFPBgLiq/I7M5vHmR5OkDyW0eFDZ6B49NFHTaD1VKJ0d+cKmlulMLtESipHSqH6TeYUlhrTf8CxTVdBAEBadTPnukds2rsE8AF/fU3xgNvW3iXN6xXYWiLAZfcG4AzIAWTkA26RTcftPiM0IIVFuh5kod1nyaDBPT6e6V6YJcv47njGAAvAx2CPnhlJAivVuGnM2GHyjfO+5E5OOMfPsUMtrHfY9siEPHfCcSfuJCtrXtfk8+VXv/pVbB1NwIbA30z0IIx6cHy3ISLhWp0ivwsvvDDmAwdgAYyAHoSayClNI0YxbiKWzjnnHDMB4JzvCcC3BFA79e2op04//XSbPeD2Tz75pLDqEPd/8sknm0nNQOlkvwAhswHk/c4QZMx0Mg29leyhXnrppZ4gSB1mY3AmzDjdxItJwOzqiVlm2Sj3Qpju8s7z556+WtueK8OGT3Im99nxS8/dLJO2Vj9EBYgNQWVqYFNcEr8U0zHHHCML1F8QURZiJaxG+bDvuusus3QUztFwhAweBFJm8PCKr5is/xi9NK+vlbqVc7UYmxo3jtlRZ9rTZZJu4ybuawxgTIb+YyYOQFpgBCTNuVqe9gBncyQ/CqSGGwNYo2Uj+5bIuU2z+bY9DXwelNpao4DlALAIxxbhyiJcnAW8SFoadihBu6MDswKaglphUZY6sUeBrSCaZs6zHICn+ZqWkxvhiJ0XKSIjDYLLslIZxOoY7PAewWkxqYIrxCeVyTKRiohS5KTGphr54OOnnUmex7V1S+Sj2c/Kfnue6ZnvTBw/pU5Gjm01Sfgu8i7zvmLAAbdqCfEtQIkqAOA+9dRTbZbZI3Zmssd7CDdoQZBMxkLGplWrVpl053JL5BNonHtmUuAETPL4vliFnkkCgQcG2so99NFJTID5XQci9QsQ8iDuueceM4tCUY7D7M9//nPDPfTVQ0oVq84vH3HHovndqrAXI/oI2r91DavkqSd/HrR4r5VbvPAt+fEZH4Zq77VX7tKZ/Jah6lC4RLkxN+EIzYSCDxdDKgww+Nj5fZlJY0jDwIC5POnEEQwbNb9dgSfi2dbDky1d8q6wzXj2eh2M8mTchH1l4uRpMnnrQ2XMFjtryLRSs7n7m+k598kACfCzrVixTFatXiGrVi6X1TWrpUYnWWtUvLVmzVoF/zrd6qW+rlEH1N7VXTrvQ8ebCKhZQCtUcHNxbuCVAT7K6JadkwhqzjaDHsf7eAarhXgP83jWI4RYdmyGitGd4nU4Id4T1rHzWsuvVN/FqZMjhjzJrjprzgtqcNMoH89+LlmxaF6nci3DzDFhvlhc2o/g+vwomQ0FwIm/rR8h7vSLNsPEYWOytfC7x4GQ3m9AyAwJTsEpBujLB4KoAtEKs0w3IXpBdOdHSxcpCC7q1gGj2wx2DOiI+ZKSY1wZv9X+OiPU6XUfUpcqdubqR97Z1S7333tGqCu9//bDsvf+39QZqY6WIahq0JaqV4oHQ2btiJnR/zGTRYzFjJ6ZLhaJLNoLsVo1gxo6mLBEPzscSzG56zMY8yzYnv77JQoCFbKVDpJwi2xDdHV4L2LGDqeazCgEsHPmc2xFYl5tZpLGewa3AfeBGM65r6qq1MWayzSgeamUlhepQVKRTiQL9PfI0/60KucKt9vD0c6Z87E8/sQjarlbp13qNnrAoUPGyjbbTtFJS3uEM7bl4XB1g4MOs5pJe7tOGBvDDylMhglSD1cE8W3hKkHAbcAP8TrxNjG4QhToFXuzqWmtzJ77kqmf7B/3c4Dqtk86znsppGR1N+d9fp9A+Ld2I30WKLfRL/CxOQcuADkZR4LYwRK+cbYsHyrcjVfcQ8q3NPeIyb588h9k+Ijxtpk+2Xd0tMslPx6h+o8WWTjvtVDXoO4IdQ0pqxgRql5RcaJvEI70zJ6twh+jEgIvXHPNNUK0GTsRefvtt81ghxFCWGKAdnOEydpoUZeKD9591GymXFaZtLYPl9qGMlmyPEv1PQ1mggMIAoZ9Qcz8GeDdgJbsHBAEDDMh3A3w17r++j/G7g1AZTWQIMYwnTrBsuJjC6yNjfUy59PZMmvWbJn9yVz5dM58jQ26WJYtXa0clOpjQ3omYFB15JFHxjg9xKRYGcIZ4kPIZAMJAtbIuFV4LT+Uk12leuO9Uj6qQuWWISZn/UG873wTxx57bK9ennicfHebKb0nsMkAIYvrMiDDFSLDZ328IOS3oC7piP78xBqPP/54rPnHHntczv3mD2LnfXGQm5snV16fOkqD17X/fPdpUle7xGxe+X5pQ3UF9tLSiMGALcNiqgwyNqAue7jCc8891+gJ4QgRl2JsgD6RZ4geJAxlZTGaRXQ3tp5KKGOxMG2a3SO+jLNU7l4nBbnrZIQy9cOrumX1cJGFi7tl0ZJuWbpCA0d32Jree3Q8gImTQ0sGaJTDVDyuD95N92oqkw2MJ1jXzxKTEaJBoatNRUwY582bb1Z/YAUI2mFPLFC/8IrZ2REjkFRtO/PhCNGd2Ukn0hkmJUgNkCrwvPEtRAfH6hNerg/UxbpyoBN95xny2yQjni+6Ugz4Uok/b7zxRiNtwQBl9913T9as+e34HnCNsat9JK2wiWRuMkD4ox/9yKyRx+8Kd8IHhX4qFRElhdmWF6Gs9qOm9V3ywawuMziPHB+Oy8C6CrEQ/ncbgsoGfVmaUwz+Xv3okvKEZECOQYnB6+GHHzYL8bLyBBZtNkwWIq6tttrK6FzRwcJFAqBB6cNP2mT0iG4pLemRP+skO0Z86JAFHru3BZzASN4wxfJhQ7Jkt53wP8zSFfVGSGHxJKkauoOM0mWthgwZGsfJYco/kIlBlHccQLEROxAvYvj1jW98w7PrcF4AHTE+mSwyWLNHChKE4FzhptOJFwxHePnll8eCLyD+RJWBERtGKNBDDz1kXBaQwniFdeQ3CfMOBbmnMGXgWH/84x8nrULUHjtxxpI6CKFmQHXjZ2SCMZFVL2GRyRaECHfGGJOpxCHItTaGMpsMEDpnxfwwnAcBQqJYYNGKr091dbUZXBk8WR8tWX1m0/+ZERmQ1zQ8aAYYTKy///3ve74XvNBcy/grvfycztjHyFFH9674xPPCGSQyEXDPKhEVM+giCoTrZl05ZvZY+WEMgVEB/pxYuzGDt6KiMN2Y+WaecgzrZYhydFuMyZItdRutvv35eRE0dAOfu+1k+VlZarIvy3Vxi+WyatGL0rAa/eJBUlGi1ril0weUybf7vjiHWzvttNPiuCNcfpiIjFPHcFQDgJx7w6Q9CFnAc5e1ImUrEnfnJzuHI0TVYN1o4JZYiQbR8NFHH22eOZMpuBi+RS8XAaIW+U1Yk127N/KYbNx0001GQpCsPXwC0yEmBH6ERMVO/PzKeKXzDeJShjvTZhLZZIDQ/bK4z5O9DBh5hCVm1pYAUTaWlGHWCpfpJoLSEnFnkDIbk7dUDiV/uUyf/lvZbbfd3EV9z9+ccYcUFFeE9iP0bTBFxtDBPU7DtiiTAz5cOAPud/ny5WZtQnRSgCN+U4i7GDAZjBnAvHQ+tj2v/fRdu6S7I0t9EXPVt2qkjBozXsaMnSj5RfnS0LRaVq6aIytXzFIOxc+JDsCMTFK82nemRfSLj6l+MbKqQKVG38FFZdKUQ4xVatkAWdKJ95mJFFyJ1bvCleM7ixgUtQDPG2OfIGQnC+7vxAKeuw0LkFYk7s5Pdm45Quse8Ne//tW8M4Dhf/7zH2M1iZ4Tbur66683cVDxVXUSfqmAaW8S0gomEV7+xc7rIJIE5PiGgxJcL/X8CM7OioCxrvYjG8LQLz9Z+kCXbCTre2/nbXRAyCyGwRaT9UwoHRFOmOsxk8XfyUmYO/sZ16AjAQhLFVv22DZbgzur3uqDu2TN/L86m0h6/N6rf5atdzpGBo+YlLRcb2WO8vCbQ5zGgMDAiPIeXSBiN3SDcIb4OxFRArEdAzPl0KGFoZ0m56rTOEYkiJyXSt0ytpfjmsD+NaeoVLLUR6BVQ8gRFq2H3CCYDBjj8+pqF8sbM+82G+2NGrND1Br14AT/xZ7r9d0RM3s4KjhtN0cEp0LQgmTkB3huALRtWMCz53YPQJapG8ZWo8NbR9N/jGOYFEF8J/id0gdccRCdI2WA6+K7v/32203QBntt9ohw0SH2Jj2rINzU1Gh0dfQFEaU7oMYTTzwR5+Qe5Po88wsuuCCpwQwTaQuEydp0q2cYd/wmlkTrcY6blgNP1n5v53FPiGRhBpioDRTa6IAQ6zIeZKaEyM7K6zNty6v+8ccfb1bZhgNi8ODlZ/aGRZwX8eGjv5n30RMy5/XrTJEPXv2DV9GkafPnvChHnx7xx0pa0JH5wt8vl8E+LgWOYgmHXi4hDL4YOgB4Bth1AEO/gfM8ukNm+Pfcc48xfuB5WC4gofEkCV1dPQrNrKxsHTATdbDAV1ezDqy68ZLDu7JgRafiJ3tVBTrIDYyOrATOkYo95ZcteU/YZjx7g/FfrJ6wTwwY8V8kSHdvEJwW4QGZPDg39E5ByQvE0gG8YrVVGqGSi1GVWTKyIsvsx1RlS1Fet3TlJP4WqfqHOJeJKWAHoQfEOhTfQvwH4XR5d8hHsoCI101DKwrkqD29vy1n2U6NKtOpE7htDznXmex5PPule+W9//xBfjZjgcnH15jQgDxHCPUKBl+WcAEhtm4qsuNBqnLp5H/ve98zYQ296jIRdQKhV5m+TGN8w4YAQrVEBKF0ROl90ceNCggxAugNEORBOoM+98WDpU30GWxBCLEh4pLddtNFbGteUeDMlsoQTu4dHW3y8f8eNh/5n25KHT7K2af5s2fIAUf+VB2sK5zJKY87PUKXEWcUEATgWDIH0CN4Mi88M1DEVwRZvvTSS41JPL8n+lTuPyhlZ/e8tl4gaNuJgCSg1S0MXdl6mBeVlrKzoGhWdIoDRtuC174HBN25+C9+NmeG2f715C+i/osHyVbquzh5ysG+/ovOdiKWmvPiwA7gAwT9LDWd9Tn2AjzSvcSafhwhZfP1MRvAU7AbqaA3Sl+PMYNypazAC+wiz6WQSiEJTo9BGu6WgZr3BQ6XCRVidiQGuD/hZA8YYZjipk59/1saU1tNr1kyS+a++pCs+PQ1dxMJ53uOWislO20tOx32DcOdIuGwIEjhqVOnmoEd8T8WnhgohXmPEy6YRgJib35DO6Hx4wbTaLpXqyAZsiBIw0ySCV2J6H4gUPi3th97bX/s3uhCKjPj3rhGOm3k6lJIZ18UL+YL0k6nThJu/OxVBbNKFRuG45h5rnn5JVpXp/khyAlIthqO84iLWHcQyzQGb2b8DKxchxk+BjborNCr4HZANBqvaCG2Tfc+CEdInWQgCezmdis3Sb8oq5vhGBUQVf2oaKKbF1EwIGj66xcPVv3igTrQt8QBHhxGGEtNr+6RFgbw+E1y9V6HKciNinJ3I/V4dFWuVBVFrJ7jr+MFglpCB2N94HrtHm49vp7/GVwMnBZ+g1hKE8IM0TkRZxClAYZMnAjLiAGNl3ohOydXdcSp398c/b66VXfc1pz6GymuGCbV2+wjXznhIs/OA0Bh9IKejaSZiLrBioKxYWC9RoykEN8ORLLBEpx980pz5m/I440KCHvzwTiD4vZmu/3VVk5urvzo2oVpXf7pv/7QLGrbEV31PWgjXkCDGItZMdwfRg8o+pnZs5AqYiNCrSGWxiwekMQS0AYpCHrdPAAsZgfjMzDbxqIDtD2N3yevSy4iVLNxbM/jGwl81rJqsby/6m55/0W19NNa6xq7NfyabrUauFnjNmTpBbcZTXPxSOuc8Qe5WLLyZRpurUoVqBUqK64s1iDZxdlSqhGT4q/IVTrFE9J8n6fekTaSleM3g/DvORwhfrkEHIDjYoBEhwY4IjKFmyDgNFwjltdeXBfvYpD3t3zYONn1mJ/Izkdf4N+hAZDjNGqyxk+2W6yygaEN0gMnWZ9dJDKbKdwT6DcgRASCCT2KcmKNIkZLJzICCtcglmoMvOgcLDH7HKj0wUv3qGprjbEA3RB9HDk8vYgUqvlM6B6WfvgLMngBeMxSIZzs0fOg/0HUd/jhhxtdD78/wQ54B4JSfocO3PFjQJKqQM7ApMp8XYF7hD7DEUH6l/isk9cKWr5bwq0Xkfx5dgf/YWLdJ9iADSVHIm42SBXQf8L54E6BIRDlcPNAhJpACtCdWJiloKzcYjWiKpb3ZvwhRclw2asXfyAHn/abcJWSlHYG8nCLgvHPdYMgTSFR4NtKR++epCubRFa/ASHGJAyKEC85YhB+SLdfWm/9CpjsW4JbCWupaOsG3bc01ckDVx0o7AeNnKSSo9QfqW17xfz/ScWQLWWng79pkzaaPYMYC7kinsMyDAOCM844I+akDXeIhZ+1WPOa3ae8WbiSzTQwn0DUkCRs57AYte8C4wAi2wULFsQCs2MdiRgdcSCWkV6U1UuGSV5tJ0trb22SD2f+WYrLhxt9XbKy62qXCkHjDzvzd/oNqNWRDzExBNQg9/qFjJ1Y07rBkBisTEI3U/gn0C9AiOLfgqDtMqIAWP5vfetbNqlX9+gX4D7w5yPKTF9zhC88eIEwS4TWrV0c+l5amtbI4JGTZfRWeweu+8rjlxuDl2wNt7YhyEs0CqeHNShWsHyscP74Y8G5M6NH3IWCHwd7uAAmQeiEwlBYGISHiW1a2Ryzjx77Xbu7q1vWNatpvi6Z1K5yQj1VH82I436JiheLjKdA2N44rq8X7tLqbKQioPTD+OaWbmlq0GDZLXp9rVBRoCJOFW8WBPyCuWcoaG8TxMJa0bSRooEU2ZFOuP4zUQL07MDOWAA3iKEZ7w0AidSHYzhCQNJNRjTq4c7jLhfmfN2axTJhhyNkzOR9k1Z79DfHS9v6evnvoxcnLefMLCgsVw7yJmdS3LFTXWCXp7IFiBG75557mmdm0zAiwkd5oIpFvaxD/Vb8sfe0IfcBP6Pe7RJcgRf5pXuVDZvGQ8fBe0NRkWudvnSu+9a/b5Z3n78jcNW57/5Tpu51ioyckDzeYOAGUxTMclhv2qIYe7CihB3AcHRG9An4YSHKzJ6ZLgMavmPpWAF7DYT2+l57BufYAG3H0OieXZciXJOGLm1QkGnQhW/XrdfJiwJgo262eHy7kVS0YUWqXytWQCxWYIzss6RMAYrgztnZsavGVTeptmG71x4CPu3aKNasHWri2uWon1Wape4D0faoo6LhFgXnLN0KdbNiauDUNmmB3p7zEGLH0R5xbrZonj3ueWDRggF3YX8bmkVHSBBqKyVgkoSvKQCIyT0SBJy/kTLgQoHxlZt4F/MLezck4cJZM6Rm6ceyZM5/3ZeLO29eF4n8kp2TL3kFOOr4U+t6VQYrFZZU+Rci36Hncx7bShgMeRkN2fyBtsdafNy4cTFrfe6JMJcDhfoFCAfKzfdlP0qrenyadj38B7LdfqcHutzcd/4uLz/8C1N29psPB6rjLDT/w2fkkNNvdialPH7m3m/JoDSc8LvUZN1NcHeItzEph3jh4cYRmSL+IlIOpuaAILNENmb/YfTDuEX0FgEtOQo45QpkbFIVBZtMLwCiKFj5kuZzJVw6nJvyhFEMypI2zWjWL5StRZn8COeolbRim6axmbAS2kZ+Z7du7LGGjbTte+0+zEjnt8FqdIFyhNY9BCOr6upqY1h15plnGn9f3icmV+gHmVi5iXcxiPsEq9OzQsu+x6bm3p76/Zk6S+iWz979h/tynufjtjtEjv/+E555NvHaM9RqVQ17isuH2iTPPRMA/Oz4nqZPn+5ZZmNKZFKDuwTWwEyC+c35jQcK6ae0aRAzVaK4Y8xhRTDcOWI8DGkQ0/kRLyShnfgBLWHmTdzQadOm2STffWnlCBk6JpjsfvCoqYKOkOGwXPWEQYkP/N3nbzdm4fdeEo4jXL3ofTnwlOtTfpzuvuToSvFuWrx4sQE6O6jxzBjkMIy69NJLzYeAMy2Bty23aDkBd1t+514iWb+y/Z4eBSUn2HGsWGZ+42T9QwSap3ONsjYViWqFFv1a2Vp1a2MuQCOQ7i0wmlNt34KiBUZTbgP8S+e3gSO0RlV0Edcb9IF8cxhYwREyccKaFBHp3nsnqgt4F0sqR6a8w+WfvWEMZZbNTe1HmK+LOZcN3kJ2PfQ7SdvtVhPm1Ys/lL2O/mnScmEy0fURUefzRATax6VqIJJ+UpsGoX8kXqGb0Bsy0/RbfZoBnfBgfJBuAlTxcaK+m5zim9nqALz7F9wlvM8xHz/2O+E5QcRGS+a8JMVlQ0M7xq9e8pGsV/FOh1nnz7tfXqle5ZnBIh61ej+eH8p+TPoRTxN5hrx5GnEHUTj5YWeG6XAdXv3v1TQPwNP43cYd0fJ4qa6HUBOuj834NGoFxKSGEyRdz3O0zSI181QvCOPv2KH5bLYM10AkCliyQfQjVznFPG2AvUmO9g25qBNTIzXS/5/Ob4Pu2EkXXXSRiSYDELBsFJMpAmBgeEVkIueE1NbjXWxYs8ie+u7xH8zOyZPywWN9y9iMLg2QMHHno2SHaWfZpD7dM1ln5RksZSG+GeKcegF/n3ZkE2x8kwFCty+O87fGgMOPABi/uKSkk+9FK9f2iA1X1vYce5XtjTQA9OtXpjeDfP2p66Rq2PjQ3cjLT9SHwBGyLIx9LnDa92h0GVbXQOmPmwyrUsAF7rLLLgY0bdmgHWht64gxQ0Hr9GY5gMWAHCASBZIIl6cIFICcgMfbY8HP66ZyNB/wcyr37GmeXs7oAR2gaHWMpFviuF2/dOMmEe0vkdBol80UJT16bPYcO9IczdlmPff+gc49i8cSnVajTDqJLsM7jd8pE6avawAGuETEa17fMu9ikHe4bNAYY4C23f5nxK69IQ941xXfzERwZ9eF//jHP8rZZ58dlwoYokogss5m6rsn0C9AyAvuRfzofUWnnHKKiVLhJRpFZOdH6LAIno0DvnMmimiUmauf5VN25bbywMsRkPzqdsHEorYPiITww3PPlG1+3+w/Cd3sSYN2lPEahcRJcHsAn+UIyQP0CP2EeAudIQGF4aLxD+M3R+TlLO9sz+v44ddyVN+orI0PZasOscsj/qhX8WRlscgcpFg/WNc9HIzzue6HlmZLvkEmr9bcaRr6KvYXyVNsiSJPBGhiQKfJLR05Mnj0VjJii62lSMXpberSXlO7UJ/Pp2p9q2b3HjrZSKs9/w0wq/EM19G4A4kgq5+YAV+9sAVGC4jsLRj2tBg5gquFYzFfqLmJ2G3E4XdBAXcUjs44I95qFKtuJk18Y0QdgkPi2rxXTD69VmNobWuSFSsTjWj8evLSP6/yy4ql169dJFN3Pk4mbHNILC3Tg1Ua0Ga4fjPLahInx14Az337TcQz7cvm+j1PoF+AsLq62gyOVo9ku4MMua+IgReDjXSIj5EtLL07PzJiHK86Di/Rql97zADxCWIbyGSDJDv76OYIET0TVxARDwMa7jGIegBALEhZZDVIQATnNT5a2KZcgQ7aOqHy5iYjExBnHTvJYmCJp0hMzZEanSsST5NA0qljasa3YSdw7rYjwOEWjWbllctny5tkUU27LK/XsHMNWXLsqefJFVdd5zux4nrLl2nM0VnPmu2zuS8Zf7T4fkTP6IbtkruA7aLN170Vw5qimg8gYnAD12inrMYWVcua6tG65phL6cQj8ly7pS2NEGvoCHG3sVwPk1WWWcLAAukCHCH+gyzee+6555pz922hzxseUA/vrut3PuvdJ2TNqs/ks1nP+RUx6cTcXbH4PTn8xOtl5BY7Ji17x79FSgo65eIrJyeU496YePMNWcI5PsxSbLbe5n24J9AvQIiPDFwYYg9LBx10UFpgY+sPtD26Q0voJr30kzbfa49IEb0IXFRfE+GaMBoKS1h6ugMguDlC1prD2IHfGkU5nDngxYoUzPABMz7+MAQXzuzZCwT9AI+BmpiazMZZMSGyaoICXlWOVBYpYFlgiHUkEUxNFgUTwNRCQqyyOcjXtSEHjZ4qg8ZuI4N1y6vYQn51093y53sfjxXEV+7eR+8NZEo+ctS2wnbA9O+pwVe7LJz/WgQYP3lOFi98U59HlEtOuJfY5RIB0nbd1tF9DBiVuUM8GgHGLMlWNxMLjI4W9XH0PKtkTuLOOs5jK/mwkxQmR4RUIzg7BmmY2fMt8A2hxjjppJOc1c0x8XWXLXw7Id2dgFEZwHX4ide5sxLO7//tcZrWLfM/eT4hzyvhucd/Iad+J8XqEzmFsqq+Kc49wraF5OScc86xp5v3G/AJ9AsQcn+EO4MzgGMgisKpp55qBsUNeO99einnrC6dCzELRoToXv/Mry1AgRk15uUEFMcEHQIwDjjgAFmzZo1ZnoVBBqJ9Jh/48REIO9W6daaS658dwJzJbo6QPKLyM+PHSpS1JDEkQufzxhtvmL6FEYvSnhUVeXGEDKZg1TB1KSOI9Ei1w2A/elCODCnRgdwO+DRkyCKBPY/ulcvR6MyuRD1NAEHlnvKLpGr01jJoTATwBo3dVgbrcengMbH6hJg767izYm4lZBCw+YYbbogtPxQrHOAgRw0+xk/cz2yHH/VLaVEjkLmfzjDA+KkC46qkYkIeQvS+3c+DZEca+kWCkHdQXh8JQJigX9QKTEAAxI4A4luv2/vHP/5hrLkPPfRQIyEgEhTxRhGRYjQDR8gECCkSFsj2/bZtFWqw+bHj97Snvvv5s18SFrBeNHembxmbgd5x0NDxMu2ongm7zXPu56uR2hvP3yojxybnBqnD90cULZziN9PAeQL9BoQ8ArgFts8jIcYhSDBGAOjHEPMEIYBsgbobUB43DxYiDkKAA6GpAEGiTliC29p///3NSg9OEQsDDOnoPYkAg4tIWBo3bpwxYHDWc3OE5C1btsw4SLMmIcSsHv0gy9gEXabKVIz+c3KEg0qigKecHuvjjdZ18YaXZalvoBvg3OeRxiJiPS/AS0xjhYNKjfZjODwFOoCP4wo1NMry0Xvz+6PzuuOOO2K3QHABJgZYQfYWFerKC9tuf7TZaLO+bqnMUUCcM+s/8uns52Vdw0rHpbyfhSngAEFHhcih5vFUuvRVjtcvdivXGOEW0+EI3TpCuD98S4lKxPtExBT8CeEQ+ZYuvvjihK41N62VBZ++nJDuTqjXhZXzC0qketJ+7qyE8/LKUTJphy/K1F2OT8hzJrz7TsQV46677pAV66cYv1lnPj6QSEKYcEJIUbg3dKADjRhzkNwwCXdKXJjosLIFv4OfXYT7XmByMG6yE1ebj9ETv/lAWjIqS2fQSb4K2/Xe3yM6ZPkQQq156YgYwJkdYjhi44Jieu8Wo6H786rf+z3eMC0+8MAD5qNJ92p77zhRXnnn01DVEVGmE6Vixx13NCsGOC+G6wR6Hczcmb3D9R122GExZ+hbbrnF+BLykfG7Em6PoMJhrn/aPiUyorTNAF9gwxU/Ds/ZeXusH33F8AkKdFOVs9vWgB2AV6lBB3JChK9jEoMIGFcRS3ACrLDOSgsbktAvwinOVh3jPNUvtml8TG8CCdMcErRaYU6BXPlbv7a9r4j+nMgyuErABTKZs1akfNtMJPD1ZdIGgLDUl5sjXK9AuGLRu94XcKQiUsahfuudvuRIzezwh9/cWUo73pdPlnRJbefBJti8s0Vct9wcIGBDoIkNSXDZGOFZwpLbHZsU0ezvf/97WyRhj0QnyOLDXvfsbIy+MFYk8992lu/r437jCHnxcZxNRvfee69RHLvjkjrrOJ3jnekb6zGDAGAPUHiFVvK7LwBhry2aZdudxvoV8U0fWvOEFORN8s33y8iaMlqz4gd0N0fI/RAZg1n+p59+aj5+PsCnnnrKnCMu9bMi9rvuflOKpb0ZqzuPARu5qNfczkvMqS2Uqjl9RIengBcVbSLmRNyZLjEDhmu57rrrYrNqgI/V1Qk/1x9k9Yv7H/TdHv2i4RifjdcvJjzTEMCoRbMKwj83Z2QZvmckCARd4H1BtI8ImY33CE4F9xs3NTaulo9mPe1O9j2fOz/52EPFWo0RvPNuJ8m2OyQHzcOPPkOeeeIHMmbiHvKLb9yQcE38kLE6d3KE6RjfJTQcMsFtsEd/3EB4//33J20VETaTkVS2C6na4dqM6/3xHLxusF+AEA4gFQjazrLgJIMoYjgvcrLvXvkbWxr6UrcoIcg9tGjQ37vOHiJ58o788VwAKjg1r6uRQ/b6SpxOK0jtovJhCcXcOsIZM2YYPyg4e3ykiPeKJRyzf6xJGSCCilrsxbo6WvSQARpygaEXCGqpIg1pFQG6CIeHDo/z/GI1F+1Fwv/t9NNPj60cQNOIQBGFIhIdCBSnX/zipTH9IhwjVqnx+kXX8zXP3Z1m70rDwrX7++TaUu49VqO8E3DOqAawGEUvaMOqUR51AQM5nITXWFBaNky2UdFwb9Ljf/u+PPfvX8vHHz6VtNmaVXM1LqyoPn/PBGChIhNbXK36m+iHc2zx4sZ4tnbVC6/+YugYRKQbROURpIxXH/oirV+AMOzAF7Z8Xzyogd5moVoojtnuYCmuGB5opW7n/Xwy4x5Z9snLkpNX4ExOeVxYNlgKS+ND07EwL9ZvcHk4zKMLQKSNfgfd4OOPPy5nnXWW8QUj/8YbbzRWpSkv5iiQk18onSre8iJWKTfGKirKRLQ5SEWbWGwChH1JcDJwKsRS5H4h3EvgCokbOZDJV7/4ybNGnBpYv6iTkvy8xCALqe4djnDt2rVGJ05wbQI040rAu2NFyLgUwSEijveidfUr5P13HvHKikvDahTr2hNP7dHZxhVwnCxb8p4xAFq04HVHqv9hff0y/8wBkAOIOX2hvcZVpHDoAZHauLVmuLfhghZEgoOVOL8XOkK36gqVCBMDXKoGCvULEDLrQM4fxFIR0/5Ro0b5Pq+gRii+DXyOMr70k3+ldTejt5mmIsJwXCQXKnEEFrcXRvwHMWtk3TREXCja0QfgCI2RDv6D6IcxmEE0gjg1DLW0tKlxSp7klY+RsuGTZOiW28sWU3bXiCG7huZqw1zXryx6TrhAOFxLmPwzqAykWa/tW6p9ReVo2W3P081GWatfxPjms09fTKpfbNO19sISHCFWzdaPGLecE044wbj0EGwBuvXWW807BWeI7pnJlpMwbNlp15OcSZ7Hs5S7e/6Za1VPmtqwJkfXCxw2fLIcddyvPdtyJq6pmR97Xs70gXQcZKwEnODG3SDIfVjXpCD3BLdJuDjI3VaYdoJcqzfKxL9NvdFiwDaQITODRk5sZ9DOqrDxGMugPE9GQWYnyeoPxLwf//jHJsJ+Kjl8f/f929/+tlp+qrmmg7D2u+yyy8wscNq0aeYjYJCrrq42s36MIOCUmCXiUgAohqXfzMiVeUsalP/4VKuy/dM0wRqTiB8Rn7n3zjRmxkEGhVT94gNngL7wwguNLovyzLK5fww8Pi/vpp9+EVHqogVvGA4r8qyUI8xXM96Q5HbDQXrAQIqbDS5WGF5hEQ2X+OCDD8qdd95p1rN0XgYr2bdeu8+Z5HncoNazxcVVgUBrTc08mbLN4TJpynTPtja2RPf76D533k9vglVvtuXsY28e95vVaDo3sTFZjTKThSOCW7C00047GVcFr0WB0Z3hMNzcvF5KOutkzNgt5Nrf/SXBSta2NRD26DMRZTmJQYwXH5cMFPFYpHLfuErgToJPITNOFki2nCBWlGFMqU/etUxW1TXJWo0us1bXD1yrTEhjYsQqZ7fijhkAMGF3gqPfsVf0HBpDF4oIyWnIhdiO39FtgBB38c/ZSf3KBfLJO08aF40FS96S9a0N8qubG0LfJTpkJkVMfvFvnTlzpgkxCGfNivQ41vOuscgzzxlrZCfhR1lT85kzyfO4q7NDOcpW9b/c1zP/85yICwdW6RATDZ4lEprNpL7AG/tDGKizDUyM3T6AyMtnqPHIkUcemfDY0SXhNDxOVW7bj8yWcSXzjWIb0WJQev76k8zCoBtqhfrOwefrIn7xcVQJC4ezPLodRFgYPAB46IAATqzFrFN/0Ptyl/vC1ALpbI7XEXZqYM11HbkGFFfUt0lNY5cCZQQkDVgqaLZ0RFrCwIp+sKF7SkZMWixIWi6Te2IZKRsbEmCFK4QT9FqJJFn7AzmvfX2jNK9eJutXL9U9G8fLpHnV0shej7tU5wahGZzKQYW/GoPsIIQYnXcFFQrh1jDFv+KKK4w/IZIE/F/d1Lpymax6/C/u5ITzTvqrnPz4Czc9IGSFHSYTuFDwvm4GwZ7XY6MCQgYZBlgGVUsMUgOR+JAZIBl0EcNxzEwWizgvwn8HbqqssFm+pCNKlxrmrX7kW/LYY2qOFpAaVnwmW03/umx96DkBa2RWrHRodUIDd999t+G28EXCUhL/QDh5OCirH0yoFDZBQ2S5KSerSyp18b5KldRGAoEnPrfOrDxp7i6SurYcBUo101/boluzrIlylrW678Bj3EFYMSLuZfMjfmNW1YD75X20wOncO4/9uEy/9vsivbOtRZprVjiATgFOwa4H6JZKhwJhWMoxbi1ha4nxPbW1+FYw0UdqgCgdA4+amhojKuVZ45DtppLhY2XCMWe7kxPOl/73KfnkgZuk5v1XE/LcCW2NDTJij4Nlj5/c7s7aKM95bunGW94obzhEpzcqIOS+GHAADQswXj5FIe6/z4pidUUfIbg9LOOSEcGo2Ra99Xd57prjTCiwhmWfJKvimbfig+dl77Nv9szzS/znz/eXshET/LJ907c96vsySA1VnMRsHt0ZlqFwhPhC4jx88MEHm3TcJjKlbDVi6GxT1HJRVnaORkXrdKX2nOZ0t0upxkQpzSeotsiOumnAsJ4CetSdp/rLnFJp7MyXuuYsWdmgIF7TJPOW1xnwrNPLejkP8FtbLjOuQY8TL12mEyjtcbq6zG61YG1eu9KAXA9HB9ApR6fcHIDXWr/Go2chkhSs9AVPqJCVpw83QyKEGu5V6JZxR4ELZBKFH+HLL79sJCfuSzQtXyifPvI7d3LCeWvDWikoHyRbffmbCXnuhLlP/FEBucH4LjKhc+sycesCpHnHibriJADcBlKAs3W7HFgfSSZFboMqJgFIhyAMiDZzbs4n2zfHGx0QMsBido+OAEV6GH0M8U3xSyTAtPul7u3HywdsiaDTQWmLXY+SPc68Ubo62nUpnmFBq0lHa7PMvPObUr9sttx9Ql7gerbg9sdeJOUjJ9rTQPsSRyxNW2HatGlmAIMjRicIKF5yySXGNB6z6WeeeSZjJ9oun3iWyUDQ9E91l2r7pkiWOIDb/me1N0oBmyYM1q9jAmDJNom6ucqpd0t9a44U6DJJOcVDpEEX+lvT1C3L61pk0ap1MndprSxdXa9l/Qkuc+7cuWbzL6VxPRVsrC7TgiP7IeVlUlWcJ5Xav/IcBfb2Jslat8Zwcwbo1i6PgpSFbLvnarqOhHkM8WmRfkTT9DmZ1SYM5HuXM22YOYTNj+y7u9qT3VKgPMAFnTHfKuJorIsJvIA4Gj84L466ZFS1TD75uynb5x3pVGCtmhgv0veqOPPOX8qCjz+SS6653wCSU9+PhbAzlOFjjz0mxxxzTKwZIrAg1oX22msvo/O0mQSTcKpHAHd0oZYY15hQQuhHn3jiCZu1ed9HT2CjA0KeAyJGtjB07bXXmjBN1CHo7YYkLGTDONROPeLbaXVv5eyZxl8ur6g0VP33n7hO5r74J3VJiOeOUjWy/TEXyKDqHeKK8fGjtyUCCDNbZvXMaIlzyoCGoUym0SSSc4SAnB2c47qmyaS78lynij6RMqasq76eZuu9VRXqNVqWmQ3vRLYp2Ayx6VwiK7tQcgrLNCZnsbR25Ulje47UqlHP6kbVmda3y4KaFllRu17WNDRLpwdXpa0YCsNlsgxgpaJ3ZSH7rOhxdK/pFbqkfZXuy3XjHvqKcpQ7ypSIe4sedsqUKYbTsqJ1JsFvvvlmnFO4vda65Z/KrEeutae+e6vT3Pcnf/MtYzMKhpZJgUofjj12upl023T2cGq4zFiO0O0Td9ppp8V8IA8//HBnVaPrxHAFHTOgzn06iSg6PINZs2YlcIvOcpuPe+8JbFRWo5ncNrO1/ppZMat3xvjL5D76om7NvLeloCTeMT7IdVg8NtcVUguHeqdYC90akxYCJ2MC/5vf/CbjYNMPnFAaM9Iw/XSAWcIQH81LSNeKXmn2vqkG12M257EjLWkDtiG/vV5APz7llHU1DTXiaWrrlnUqOMACdhUc5jo91vO61m5RZlPWRw19/JoLms49l6v0MgaYBjgVKBU8q8yxxllVsOS4MDfZE/K+YnZeoZz4iHY+A0IMiU4Q9yE21B+AIMdwyfggoyJxEhKRltoVziTP44UvPSgf/OVSyQsQUaijpVGGTNlTpl/1gmdbfZmI2BWRKTYR7jil7usikmetT6yYcWnaTOGfwEbJEYa/TTGm2f0FhMQaDENdOjp2a3DgDUVv3XyulA6vDn25bU5Uf68JO8XVc4u1mNUSEIGVJ9D1AIiZUn5ukbSriKwvCQhgLT43A2mvSRYUA0utYHhR3ds0U4CGvMiU0zX+lAEtUkl2UVGWDKkQGecsa8Ay0o9utZ5q0VeiUW+7Tq1h10QBs45zC5h6XK9bp+2cs63oMVlqVGu2hXE3l1jJj8s0QOnDZeZkEKPVdhedG+42559/vlx55ZUGABEnY42Mewog6aZ1Sz6Rjx66yp2ccN7WVC9FVcNl21MuSchzJ6xfvViG73CQO3mDnB911FHmOhgGBjVwQeKCiDWstGyD3NAAv8gmA4RuhTPOumFWPAj7O7LKAibKUNhFbx85ebB0tjSFvWRG5Xc84yopHzslVBsF5YnWe26xFoMW+g5M4IkrigM6g1sm5GUoY9ozIj838kQHeLOLHPPfXSpsf2z9VGDJtSwwxvaOtKQd0YuYOnQuJ0sDo6vDfrHqLquyZAJp2jj9oA92Q/wLYK5TQKyNuo8YsIxyls7jVFxmq3KrKxVw2czF2MWBp0kwfbBc5pjKBkm+aFGkTrL/iELxc2MVE6tfx2L8oYceMmH6nLo62075FlNl53NutKe+eyaZonrC0hHjfMsMhAy4vHQI24TNQBj+yW0yQOh+NMw62fqKrLM47eNPiL6MFxSxjhfh3EpILvQGk9o6JH/oVrLDF8/2KtrraR/cf5nMefJmrDNCtb3tyb+QQRN2jquD+NOKtRAHozvhntCnMMDBFWZKOYoGVtcT15aXDjCuQOTEgphHVq8mGZCiRYOG3k3HgJJiWsECX+w41ohHfcpH6/XkZgkrRVUpYFYBmLr8VF5hqfqXlmoM2jINMl6hYFop+SoKz1Y9ZmNHgQJmp9TUq85SV06v0W11nTqn166T1bUNsmqNWsuurZMOAMSH6IPlMhtzw0eWcTfLpIlJJKJQDEcIyM2K9RinEJbRaWhi6773wUcmzqs9H6h74u0C8oB6MsLAhpUeIMSj7om8rYvxkJNDrq6utlmeexbiZhszZoxn/qaauMkCYV//4E7HagJNs0FEzOAld9Opp55qnO1Jv/XgHPnfvNky9XuHpBWCzN12qvMxex0juTpYhqW8ksqEKm6xFoYADGLEjmRxWq97T2gkRcItr66TRh28LZmgCnCDOuhzzGK7+J+o4FHTQJIoKVAaa0gVM5r4h2qo0tzeIc3qPAiGGltS3ZfkZUuRcmBa2dYMuPcqH59mOMi41qIWmqaY9ith3y0FusRWqYoiS3XeVpafZY7L9JzjMjWCKVHgy/GZw7BqfJtGXWFrqou7cOykvTtXOqVQCtTHUodcKSoolKHDi6R6+Aj1uxwn67sLpKWt0xipwKEx+HrtSWtUEWamZMOrMXHCyOzVV181rki4JAEKWB7jc+skrMeTraPnLNufx8TiZS1FVAhulwosiVmmC30f+ZbQqzM+eBHjiZ9vsrs8wIq+kYnpeeedZ6Qz7jKb6vlmIOyjX57ZrJtQ9HuFV6OcM1TZMwu6ZJ5a4GMyHoYOPPBAE4zYCcJh6octSyQVZutOAvRYiQGxFnE3caPAHw6uuLq6ulcir3y4rkStUVUxFiN4EqgHHCPn6f43kJhu5T6uZ+81/jIVCpKDNFrWoOKsnr2+PoNU9zhI9+T7WYvmZXXo8l2NUp7VGN9o9IxJwzp9JGtV5LpWpxJr9DGv7dCoPSp+XdvSreJKNfaJ+ld6vfeejSZJJPIQQbUJzE7oNcL1YezGnr7w3rkJK2Wvlevd5frqHHEtQJaKMPIBiOAIMQBy0l/+8hdjWe1M45hFzHuDiM7DtSEAGXeyZAsa9MY1N5Y2NkogxFGbSCXuRXmJ4ILerzcCKmf6A+JAzuDv1GdgKLL99vEO6PY6fATM2HDtYAYIATLEXySepRPcmCEzs8NpFw6I5WpuuOEG6apdKdfdeptsMTVzgxTbr2R794yWsijr8ZPC4o1+AfxwCsxwOXYCfrK2k+WlE/EkWXufh7x6nRewza+1QGn3kbuDwa00QBkBx8GApAs0S5XD9CLesXIFUrZqFbd6Ef6VBBtY2Zw5R0iYPtwncHmyIQZ5bxjEcVuwac5+oHbgG+oPeuPVl+XUk0+Qg/bZVb71g5+YGMPOfgBkGPqg97NAZFfVcJbDqA7DGKd+kPEMa9DeIGdELtrjfDMQRp7sRgeEWB+iZwMIvYgBGDGke1UDBuMNTYgsgoot8Cc66aSTjAO1BUIWIiXMFB+PEwgB1yVLlsRuB+feDh2AtutYJh2fvCaFU7aO5QU5eOmC46R42OggRePKbHPmT2XQ5Hh/TiJmsPAyAQtwiObjRi/I5AU9h3OporjGQpzc9YXxGhllbfIaOngb0abDeb6urUvu/Lhe3lvTo6ccXZwj521bKdVliZ9CVk6uFA4aJkVDR0nRELaRPdvQyDFRSjIhjDea61ZI45rFsn7NUmlau0T3y6TJnq9ZIq26cHImFIm4Y2xakzbTqlyegTn9F316RrJsjtXHNAu5LjJkD4LbhPMcMQxnyszIHaaPb5coLbxTu+++uxGVHnDAAXEXqV3wjvzvLz+LS8v0pLl+lWx9+HkyJUXIwv8+cptMqmqXkrVvCwHkCbbvpBdeeCGm77PpNuqMPWcPmDMBQCRsyfnd27TN+95/AhudHyGzRRt1we9xMGN0O83zAeGMa+nhhx9OeGFtXn/vCcwNtwcHhWjRy7qVe7EcIR9QSV6O/P34yWl3/YAbnpCK8duEqs9Cvlk5OXF1WJCTiQjBrA/SVQRwsCdKCOJROFz0P4Scy4QeP6paDf/UsS6JM7q7/VdWNBsQbGyPDOQM7sdMHiLfmL6zVIwYI8VDx0QAT0GPSQHgV1g1TNWOPso39wX68JxA0U01ixUcl0T3i6WRc5umoNm+viGjHkTAMjPRMs8qKztXvvZAZlwh0WQQgaJKYAIF98Q6hIcccohJ4913SxaYUPgt1pzug3nih7tIR3uzFFeNTNpEk0piWmqXEM/CqQAAHWhJREFUyKqCSXLw9+8zka+cFQByxJJweoROwxWEtfq8YqY66wU5dusImXyiIrHEte2kGSmVDd1GPjrXMJG5bJufx33iNHgA3yUfB24PqQjfNTfZl8Gm8xK4Z242r7/306ZNS9kFIrW4aevTLpD8sgrJcTm5u8u5z9+97efy4V1XxhuWuAt5nG93tlqNTom3Gn366aeNKJRVxpnN8tHzMfLbITL97ne/69FSuKRcjZzTpjEjk1FeaYUBs47SwXLT8x/Kv99bHiu+5dgxJkD2tIOmx9IG8gETDsLfJQuB196sBkQ1ixQcFSwVGA1IGqDkOJJmVl7wudEg4ekwP8L4xo+6dWKSX1Lmlx04nfefiETuMH2AIsEpvML0rZn3lrz5p3gDGq8LEp6P1VkO/dlTXtlxaY1rFhl/3uZajSIUgPafNj0BBKmGARlAuKGJ7w3jGybMXmSMzLwyNsG0jQoI+eGI4ZfKMd46ozp/T/RZiB0s9aXrhL3Ght5v/dXvp3XJMdOO0Zl2PGcXpKEs7PRdhFUfXB/uI5jBA4KIRJMFTHY1kfI0a12BFGaNVsDXUGYK+jnaPmHlcotLJLekXPJ0MCbU1yIVH//r38/IMNVPnrzlCHU075add9tdvqSGF4V1NbLwyUd0UMxVrjY3stfjyLmKATnWdLOnjOMcLtiUc6TZc9rqjwEmT10jqsZuYza/B9hSv9qIYA1nuVpBEw7TgCac5iJZX7vcP2i5PjtjcevXOOlqrduu0VgyJcTrtbW1ZtLLAt0c8w4lC9M3ZOLuctgvnk556Y/+dav8708Xyp9ODSbCHTJhVwXNf6Zsl4leYfnglOV6u4BbRQTnbAnjIT8QpMzncQy09x52v1EBITeH/gAfIwxR3MYyWJohFvBakWJTkLX/99zTjQ7HLa4M+1IELT/1Wz+Qqm22jyuO8p2JyocffmisRlmXEa4Qk3Fm9F4Bk+MaCHCSl18p7fXq29a8XjrEeHv71jp8kLqFsFmqWSqf/eFWe9Y3exXpeQOsC2gB2AQQ9khzA64CsROYLQhb4I4Dao9rlBdXqxh8omRPigJ8tAwKwdb1a4zOsqluue6Xq85SV6xQsZ/lMFsaklgwKreIz2Km5J5M8V3DBWJshrgU30I3rf709f9v70rAqyi29IEkQMISdoSwyiZREBAERRBBUVZFAVlEFBBQn4w8YVh0xocKPH1oQHEYGJF9EUH4vkHRh4yIosBDkEV2kAgIKEvYgll76q/Ql759+y59uzq515zzEfp2ddWp6r+761SdOnUObZ032pzsc47wUwnlq1ObEf/tc82ccC3tDFVu0IqKl3a2Dmzmq/Lc/D0Zz+Hk3h9hgIHZNVMeAlEnCDHbyO/9Quv7dKU/fjsdFe9M0oPdqOn4iQXWVni2wBYKWPfBWq527dpyNN+zZ09pMm702B9uI7PTna1BhVtvyOWEijBXOg7IVLahI+S6XcoIYVQuto4Q3PXlHk3dmgaqUuExVSzXZot12yzSDPs7w22KeTCFgNbQLMBrEQa/sJru3LmzF/vKDVpTt8nfeqUVhhP0h0YyrjvCixNCu8F4DTNWnSAgERHGyupbz1PYjlEnCMN9QOYtFebzQHwzzv4W6HJEXbuwdw9dTv3ZVpu2vPSsWE+rYqsMMif/5SWfGSEMGxA1Ada96LSwzgNjGezzwgjUPIu3XakoABUoZoRGyhJ1rjx+hv556pzwRlZEbDAXm81jY6ivUIneUd53T6exrGu/RTsk6UdxgpQbXRJOxJmhk5L5I/A/Tczmc8RfIBKmMhSXWDFQlpCumQdT6Nzr1Kkj9w/CQxHUpGa68NMu2jvjbXOyo/OMtAtUp1d/qvNYX0d8Cqow1ukxiGAKjkChEYSYiaAz1snOzCQmPoGyr16h216aQGVvuU1nEVHHbDFi3vzCYEo/fow2Duplu20tJ6VQYkN72y6sKoEnGexPwqwQeGODNdQwGJVi9GpU3ViVDyUtBzu4DXT0Sjq9vf8YpV69sUWmebky9G8Na1KF4iLUQkGRLuD0o2iHlxAsqHY5qVcKdSHO8/4JTnmiXb+vHKGudkpWgyl4s8FGemyhMO+HQ31Q0beZOd9p1V7l1/fpQgfnzaJjnyz1Ss+XEwFoxrmzVPa2JtT67Zl+qzQ73fDnsMMvA74gESg0ghAeHaDewdaLAQMGUNu2bUN+BXTjh5JJNSixfsOQy+V3xtv+OkHMlhKoaLHitqre+fe/0e6UKbaNPPzNCGHa/uuvv0qfhhB8WJ/Fvk6kwduMU4oR95grnFvC+GXFL2doSeqvnogLxcUa0pC6SdSlWiWn1agpr88G9aPgmic6DOwhKA3C0nAl8n7KdqK91kIdg0an5G8whW/X32Aq1BkhAl7jCbScMi1oMzEj1LAH9rKzrSlBKwqQ4fLhgwGuknTQAeNArMUj7iGCljPZR6DQCEKMnOrUqSPXrWDijz8QhCM2vcP3nj91qR48NdL7qlo9vDfyhvo6VG3XIdSsQfM9++yz0rAB+5UwK4QzAHygS5cupVq1atkWtlYVjt28k9LErPD0NeHzMueGOX8poQqtXzqBdqddob3CeXSsED6xQkUKrypSXYpz8Qe1qbyG39fzYEO4vHb9mFfuRpqn/PWy4GnkpZc3pqGMZxei4eURMiS6SdyXFOfigF864b5yrrvw0tPCOWJGaHcwFeqM8OjyRbTvv1Jofa+HQmpa2eTGdPf7c0PKqzJTlhC+63p0oPgqgfcwwngIexJhkMazwfCfQKERhNjobQ7mqcOmO8GdMGGCnuQ5Yi/O5UsXqZQQmHBjNmXxMs+1SPuBYJ7YfwVjA6PrJPhAhJcabGmAcNIJezLh+gzeX4zRMvTrwY4pKSk+TrSxvgN1KEb12M+J9ZzZs2fLwca6devk4n0wvsGuH07PEGbh13yyXcnOoR0iakIkEQRFrOispPDFEYJWCucbQhbCEwITcXCxiUUX1DLv9fxYf/Mp5xHKeQLdzDtPKOcJbF1QG3nqv3GUfxYDBD2PXh5tyJu95k0JzUIdW1mcEgZTsDyG8+mbbhKOv4VwhXHMkiVLqHbt2paDqVBnhDlZmZSQVJ2aTng9aDMhjMrUa2hZX9DCDjPoWih/bPDdQsOiE5Yf/GGj5+FjAASENVGhILEmiG/W79+DDz5oiYNwjKstaN1YW3Nvc61F1cqWeSIhUbhl0sSMVt6fiH/oaZIIueJJF951POniI/JgIT4iT7rTH0I1ownPIJrwdqOJrS7ahg0bNDFS1YSFmtagQQNNODFwWoUmRsGetgd6pnzN//vuBBshHLVi4l1LiIvVyhQvppUrUVyrGF9CuykhXkuuWN7x8xUWxprwr6kJv7WaGKCJffq5mjC60sSShia2VmjCs4zjOiKdwZ5t22SfM69ja00MBLyau3btWk0MMH2+AeAl3Bl65eWT0BAoNDNCuGcyu10TnYGHcN2K4Cdz2oFUqlWyBO1NszfbmDdvnrSeBF/M0MaOHeulfgVv7HmEKggjQIQo6t+/v1cz4BFn2rRp0nwcqtt+/frJuGzGTJs2bZKRu2GRCS/9CICrE0yk4YYJm5JhRaYT3FihHEaWCPFix3hI52E1I4TTAsQ7Az8EJ4bLJ6hvhg8fLmeGKOOUsM8M9wM8YQaO0TD8M+IPexX131bHaLkOy9tIJazN4l0TkZl8KFtY9DolGFlB1YelDNGN0datWwnaDsS3xLNGdApz1BNsqRg1KjyHEv7ai/pGjhypnK+/+ozpH3w4h+4XCWfPX6Avv/xSOhLRr2MvNWbJZsLeamDH64RmZIKfFxpBiA4TZvz4qIwm/Poa4VNPPeUXre0iQCn+rMy2/RVCAE6z1/h27drJ6Ax6GTjjRbt0gud5ON6G4NAJ4VIQikYnvOgoZyQIhC2bvpPqtSs/7ZdqSeN1+Fm1In1jsqowL6gDKlgYI3Xq1IkGDRokvfmg88KgABZ/+Fi7dOli1ZyQ095p2Jyqli1HJQ6cpK39h4VczphRqiBFggiooIigBIWFqvhTxBxCAH95hinXf4saPOnG3zKbRR5jOvhdL+PF05jHH0+/ZY08NfoDqlOHhI4c7zhUffhehYZDruXrG8ThXcpMGEQGGuia84dyPn7QYKooYlXqhK0I+KYxwMKWDuxrhA9dEJ4JnHkgMDUGtQhxZHQnuGzZMnrxxRdl34OguPgOAq3pXcnMonf2H6NTYh18oknoYdBuFdgXPomBFZN9BAqNIMRsCrMS/OUHYUQPgYYPBDMufNTm8DHwoI8Ao5gRgmC0YxSCSBs2bJicYWFDMa4NHDgQyV70hvBjuHzhImq+bR/V6NCOzm+/sU3EK6Ofk11ivSQ+KfCivFXRhi+OoLKNk70u4WPE2iDWLzAYwBoPZp2YgYJ04etVyOZJjVJlKOvcBfIdE9tk9CfMrosh/aj+FnXO4oif+un1iuISQ3NdFqhdCFkErQIct8PaGJoLWBtD2MGFGNYKzcIwbfdeOjAtuLcYTQRihuVok0mvBGqCvJacdo2qnrthMSpnwUKLA0EIbY4cpBi4IA1/+E6heTCSXhbfMQzJjINxYz7j7/87Y+1Pd+jQodS8eXMZkUPPj8EmLOFVbE/SeRamY9RFn8jvhwNrUoRWAWGkB1UjXnTMsmAJCTWdFZ05dZpuqpbX+Z88foKqVbcf5siKr7+07PRr9FXHR/xdDpp+54fvUWKjBkHzBcsAa1xEoseIF4Y5b775plTndu3aVXZiUHehI3NC69t3p1zRoTFFHgJF42Kp44b/ddQwDBxh5f3NN9/IPYOYZUEgYiYE/7WjR4+m118Pbuxi1YhjS1fSoXdnW12yTEts3IjunB18q4VlYYtEGP3gG4E/VeNShZ4VM2H4D50/f75cVkD6qlWr5JKHnoeP6hEoNDNCFdBhBIiRKgi+D6HKtLI0xfXfv/4BB0m/b/gXVXvCXUEYmxBPTVMmUUyxOJ/QSHo7/B13jnuN9k+d4e+y33SrGeGiRYukugiqI6hcMQuGCgh7CTHCRygYpwSH2rkZN0bqTvlxeXUI4Nk4JUSFGTdunFwnhNCDSh0DKqx9Q8Nw8eJFnypCnhGKmVrJm2vR7SHMCHP+yKCE6tV86nKScGnPYVn8klB7CknoxQrfjpXGx2gB7lWAT5QhwIIwCJSYwfgjXd1ndb10lka3l6os1Sdlsk36I6sCCtIqtW4RFpf2a5eHVc6qUDidmBWfQGm56dlids6vbiCMCuoano1TwqAJKkYIAGxtwvo91IFYL8e6G9z2mQkq+lZz3jUnR9x5jcxYSowR0VN+9x3I+VurN6tZI+6m/gQN4t4kyEPUF7hhpKKvCeiqURiD+CPkSamXt1E98+RZurBtr7+sPulHpi8R3izSKa60cws8H+YKE+qNHkiJt3urU8PpxOw2qVhMJcoS645MkYdAXFnn8Qix/jdx4kTpsxZGVrA0xqwQFtYwboMVtNEQBShc3HmQDk9dWGCApKeeons2BFe5Dk9qSsOq3k5lLKxrsQwDoWcMrYTQUyrW1QsMmCipmNcIXXpQh6YuoBOL14bPPUaEm/nsPSpeuXz4PAqoJD5eDBrQiWE9EObu8BSCES+8zGCU74S+bv2kWCO0sN13wpTLKkGgaFwM3bt5gSNeU6dOlc4rsIaGbTiwwIQRFoQfrnXo0IHWrFnjqA6VhU8s/ycdmjLXFsuaQx6mun+JTmfetm40SjLzjNClB5WbAZ+GDki4Dkvbvo9K1a8ZMpNdI/9BsWVKylh4IRdykNFqRoiO6uTJk9IQYMGCBbITQzgY7I/ENewPc0ox8Vgj5BmhUxzdKB8T71yLgfV3LEnA49Hq1avlLBBGMvCQlJycLK02zW13Y0aYcfYCJT3eiWoO6m6uzuv87MbtXuehnMB6lSlyEGBB6NKzqPvXAZR+7FcRLugylaxbQ1qchlLVtVO/06UfD8qse8fbN2BJTKpEzWf/RyhVuZInnE7MbkNy0kWUCWHByxR5CMhn47BZ2AIgvMdIQ6stW7ZIQQhDEhjKYIlC9xNsrAYq+jsWhmdJauRj/L3xnqfp6PSl8s+Y7u93qeSbKemxvOUQf3kyz12k3D8yqfbzffxl4fQCQIAFoUugx4pZS7P/sS+Qrhw5Tv/qPRY7dMNqWeb5S/Tbus22yu6fOIsS6iSJLWH2hIvVjDCcTsxWY0XmmAQxI7Tp5cduHZw/PATwbJwS9p/26NFDOsDAeiH2EAqXfTIME3zYQjVqplBnhDlio3qOCNt1y8QRZhY+5/gEi8QLw5aKZX2uGROwlSdLfHdVu7Wlao92NF7i31GCAK8RRuCDwvqaJhxI26Ec4YHi23uH2inilbfFkslUupF/C1mvzAFOsAaI/YNNmjSRG6E/+eQTud6DWHJY58GI3iltaDWQNF4jdAqjK+WLiDXC9lucGa3AWhQGIgi59MMPP8gZIDymQNU+efJkWrFihRSS4dzAL4s+pSNvLwq5aGLzRtR8zn+GnJ8zRicCPCOMwOeGjftFxMZkO4SNzC1X/kOqYFHeDu0YPokOTv7QThGZ12pGCEGHTgyBeOEFBF5zsPl54cKFshPD+iFc3Tkh7JnM4hmhEwhdK4tn45QwkILnFEQxQYSU6dOnS6GI9wjnWHOGQDRSqDPCXGGVWfq2unT7jHHG4pa/c8VgNK6ccytYS+acGFEI8Iwwoh5H9DemWbNm1Lt3b9mJwToUbp/ggQcb7NGJPf/88z6dmN273vXCW2J7iXOjG7v1cv7gCMSKLT9N3vv34BkD5ICTCrxHjRo1ojFjxtDKlSs9RlZ9+vSRQWjZlVgAAPmSbQRYENqGjAsEQoA7sUDo8LVQEMDSALZHQC06YsQIaSSjl4PRDFywMTECKhFgQagSTeYl9w9yJ8YvAiPACEQTAiwIo+lpcVsZAUaAEWAElCNQVDlHZsgIMAKMACPACEQRAiwIo+hhcVMZAUaAEWAE1CPAglA9psyREWAEGAFGIIoQYEEYRQ+Lm8oIMAKMACOgHgEWhOoxZY6MACPACDACUYQAC8IoeljcVEaAEWAEGAH1CLAgVI8pc2QEGAFGgBGIIgRYEEbRw+KmMgKMACPACKhHwMez8y+//EIXL16khIQE9bVZcDxz5oyMVmBxSXlSbm4unTt3jipVqqSctxXDK1euyOT88ouICPAVKlSgokXzZ3yD9wTOkZkYgYJGYPv27dK/rcp2XLp0ieLi4ig+3rkjcb1dmZmZdPnyZfmd6mkqjqdPn/ZyRaeC5/nz56lkyZIyDJYKfuBx7do1AgZwqK6SLly4QC1atAibpY9nGfj2++mnn6h27dphM7VTEIFcO3bsSDExMXaKhZU3IyNDhgayimcWFsMghRBRG34T69evHySnmstfffUV3XXXXVSihPOYcMFahEHFt99+S6mpqcGy8nVGwHUEatWqRffcc4/SQeCePXtkh12jRg1l7U9LS5ORWVq3bq2MJxitXbuWOnfurJTn1q1bqW7dukqFNqLPYDKCMG0qCX3fiRMnwmcpOmovSklJ0ZYtW+aV5uZJu3btNCGg3KzCw1uMcDTxsnjO3f4xZ84cbfbs2W5X4+HfvXt3TYQ98py7+SM7O1tr06aNm1Uwb0YgZATwLuKdVElTpkzRVq9erZKltnv3bm3o0KFKeYJZq1atlPMUkWK0bdu2KeX72WefaRMnTlTKE8yc3n/+6NDCl9NckhFgBBgBRoARcBUBFoSuwsvMGQFGgBFgBCIdARaEkf6EuH2MACPACDACriLgYzWKRUzVFj2B7uDhhx/OF0MZtKF48eLUtWvXQM1Reu2WW26RxjJKmQZghsVylRZuAaqSRgmPPPJIoCx8jRHINwTwLqq2lm7WrBlVrVpV6T2UL1+e2rdvr5QnmD366KPKebZt21a5hX3NmjVd6ROd3r+P1ahyNJkhI8AIMAKMACMQwQiwajSCHw43jRFgBBgBRsB9BFgQuo8x18AIMAKMACMQwQiwIIzgh8NNYwQYAUaAEXAfARaE7mPMNTACjAAjwAhEMAIsCCP44XDTGAFGgBFgBNxHwCMI9+/fT3C4rdPGjRtp5cqVlJOToycpP8JR7PLly+ns2bPKeVsxhJPojz/+ON/qQxvWrFlj1RTlafDhJ1zjETDND4IfxsWLFxMcEzMxAgWJAHxMLlq0yJmvSdMNwC/xp59+Sps3bzZdcX4KnvC3qYqysrJIuIKjn3/+WRVL6Rh8xYoVdPToUSU84cBbuGvz8FLVf8BXtU56/37w4EE9KeSjFIR4MF26dJHOYFFy3rx59PnnnxM61wkTJoTMzE7G9PR0GjhwoHTo2rdvX8LDdJOEjz8SvvOobNmyNGjQIFf2spjb//XXX1OfPn3MycrPEcFD+C+Ue36AqcqPzKqxO3bsoDfeeINiY2Pp6aeftsrCaYxAviCAqAPDhg2j0qVL05NPPknoV1TQM888QxCG69evJ+F/WQVLyQN9KvY8GicdTpgjwg34Ye83+jdEoFFBAwYMoDJlytCoUaMcC9hjx44R9ouvW7dONk1F/yH8yso+6LnnnpM8EQTg8ccflzhMmjSJMJGzQ1IQwnM3OlCdMLp47bXXaOTIkYTwJm4QXmBs/m7atKncUO/2zGLBggXyg8Gm+qVLl7pxS148MTqZO3cuCWfAXulunOCleP/992UUjzvuuIPworlJ0BSMGzdOvniIdKHq43Ozzcz7z4nAhg0b6LHHHpMdbbdu3Wx3gP5QgSDEJu1+/frRd9995y+brXThG5peeeUVKbhsFQyQGRon4WyfihQpQgsXLiRs2FdB6J/RN2MDvFOh/cUXX8iBut4uFf3Hzp07qVGjRjI6BvgivNPkyZOpU6dOhPfg+++/16sL6SgF4fjx46X010tcvXpVjvZxjofnBmFmhhkFRnHlypUjt2P2HT9+nGbOnEk//vgjPfHEE/LFceO+dJ6YSWMwodrbhc7feExKSqKbb75ZdgKY+d53333Gy8p/QxWlx3SsWLEiC0LlCDPDUBFw612EVxX0gy+88AKNGTMm1OYEzDd9+nTZ96DvU0W4fwzs9+7dSz179lQ2I27ZsqXsm9GfQOA4oeHDhxPCZOmk4plhwI8BkE6Im4jYqJh9zpgxgwYPHqxfCukoBaE5pzE2oFsBeletWkUPPPCA1MPjpkR4DnMzlJ5DdYIZLv7QeQMwt2jTpk0y7uFbb71F+/bto6lTp7pVlYcvdOXvvPMOffTRR667rMOHjOCiIMzkq1Sp4mkH/2AE8hMB47uId7Jy5cpKqkfcQCxrQPNx5513OuYJDREEIfo9qAjRN6ggTCB69epFUBFCNWhcMwuXP/osfNdYHnv11Vfp3XffDZeVZTnjM1PZf2BtEEtE8+fP9wzULRtgkWgpCO+++265TgiVqWpfe3obMO3etWuXXM+CKq9x48b6JVeODz30kDRcwczw0KFDrt0XGo/RFF52vEQIbDlkyBBX7klnChxffvll+dHiZYBaw03CAGbWrFkygDMMnSpUqOBmdcybEfCLAPx2YvB35MgRggrOSZRyYyUQLr1795YR2tFfOCUMxBHoFn0ClkugelVB999/P0E9LOKQEvprp7M3tAlB2bHcAVsDDOpVB9F1o//AQAPPC7N3GOZgLdYOxfxNEApAx4xIzNAxI9IzHj5GBhgRuRHxHCM3jAyWLFki1QWqwTaDkJycLBfUUR/uqVq1auYsys4xo8ZUHX9Q/4qgkcp4WzGCWqRYsWJ0+PBhOnDgAFWvXt3VWVqDBg3k+i5m8VCr4zkyMQIFgQCMRDCohgUzjGbq1avnuBmYWaIjxawQ3xPOUYcTQv+q9wlxcXF06623KlkOQn+NgfcHH3wg1zRV9DVoHxyOw8YB6kYYuqD9TglLYFhzVNl/oF2QHampqQRbCahd8cwgszAJCZXY6XaoSHE+RoARYAQYgT8lApaq0T/lnfJNMQKMACPACDACFgiwILQAhZMYAUaAEWAECg8CLAgLz7PmO2UEGAFGgBGwQIAFoQUonMQIMAKMACNQeBBgQVh4njXfKSPACDACjIAFAv8PecjQX47V24kAAAAASUVORK5CYII=" /><!-- --></p>
|
||
<p>We have 39 sub-trees that are identical between the two
|
||
dendrograms:</p>
|
||
<div class="sourceCode" id="cb20"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb20-1"><a href="#cb20-1" tabindex="-1"></a><span class="fu">length</span>(<span class="fu">unique</span>(<span class="fu">common_subtrees_clusters</span>(iris_dendlist[[<span class="dv">1</span>]], iris_dendlist[[<span class="dv">4</span>]]))[<span class="sc">-</span><span class="dv">1</span>])</span></code></pre></div>
|
||
<pre><code>## [1] 39</code></pre>
|
||
<div class="sourceCode" id="cb22"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb22-1"><a href="#cb22-1" tabindex="-1"></a><span class="co"># -1 at the end is because we are ignoring the "0" subtree, which indicates leaves that are singletons.</span></span></code></pre></div>
|
||
<p>What we can learn from this is that actually the two algorithms seem
|
||
to give quite different results in the high resolution (higher cuts).
|
||
However, since both capture the two major clusters (Setosa vs the
|
||
others), they are considered quite similar by the cophenetic
|
||
correlation.</p>
|
||
<p>But what about the “complete” method (that got a lower cophenetic
|
||
correlation than the other methods)? When we compare “complete” vs
|
||
“average”, we can quickly see that in the “complete” method, the
|
||
splitting of the clusters is much more balanced, and mixes the “Setosa”
|
||
species with another one. This is probably the cause for the big
|
||
difference found in the cophenetic correlation between the “complete
|
||
method” and the other clustering methods:</p>
|
||
<div class="sourceCode" id="cb23"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb23-1"><a href="#cb23-1" tabindex="-1"></a>iris_dendlist <span class="sc">%>%</span> <span class="fu">dendlist</span>(<span class="at">which =</span> <span class="fu">c</span>(<span class="dv">3</span>,<span class="dv">4</span>)) <span class="sc">%>%</span> ladderize <span class="sc">%>%</span> </span>
|
||
<span id="cb23-2"><a href="#cb23-2" tabindex="-1"></a> <span class="fu">untangle</span>(<span class="at">method =</span> <span class="st">"step1side"</span>, <span class="at">k_seq =</span> <span class="dv">2</span><span class="sc">:</span><span class="dv">6</span>) <span class="sc">%>%</span></span>
|
||
<span id="cb23-3"><a href="#cb23-3" tabindex="-1"></a> <span class="fu">set</span>(<span class="st">"branches_k_color"</span>, <span class="at">k=</span><span class="dv">2</span>) <span class="sc">%>%</span> </span>
|
||
<span id="cb23-4"><a href="#cb23-4" tabindex="-1"></a> <span class="fu">tanglegram</span>(<span class="at">faster =</span> <span class="cn">TRUE</span>) <span class="co"># (common_subtrees_color_branches = TRUE)</span></span></code></pre></div>
|
||
<p><img role="img" src="data:image/png;base64,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" /><!-- --></p>
|
||
<p>We can quickly plot all 8 methods to see this phenomenon (i.e.: that
|
||
“complete” has its smaller cluster larger than it is in all the other
|
||
clustering methods):</p>
|
||
<div class="sourceCode" id="cb24"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb24-1"><a href="#cb24-1" tabindex="-1"></a><span class="fu">par</span>(<span class="at">mfrow =</span> <span class="fu">c</span>(<span class="dv">4</span>,<span class="dv">2</span>))</span>
|
||
<span id="cb24-2"><a href="#cb24-2" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="dv">1</span><span class="sc">:</span><span class="dv">8</span>) {</span>
|
||
<span id="cb24-3"><a href="#cb24-3" tabindex="-1"></a> iris_dendlist[[i]] <span class="sc">%>%</span> <span class="fu">set</span>(<span class="st">"branches_k_color"</span>, <span class="at">k=</span><span class="dv">2</span>) <span class="sc">%>%</span> <span class="fu">plot</span>(<span class="at">axes =</span> <span class="cn">FALSE</span>, <span class="at">horiz =</span> <span class="cn">TRUE</span>)</span>
|
||
<span id="cb24-4"><a href="#cb24-4" tabindex="-1"></a> <span class="fu">title</span>(<span class="fu">names</span>(iris_dendlist)[i])</span>
|
||
<span id="cb24-5"><a href="#cb24-5" tabindex="-1"></a>}</span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>It seems that the cophenetic correlation is very biased towards the
|
||
influence of the main clusters. Another correlation measure to use is
|
||
the <code>cor_common_nodes</code> correlation (giving the proportion of
|
||
nodes which share the exact same list of labels in both dendrograms). We
|
||
can also check it out:</p>
|
||
<div class="sourceCode" id="cb25"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb25-1"><a href="#cb25-1" tabindex="-1"></a>iris_dendlist_cor2 <span class="ot"><-</span> <span class="fu">cor.dendlist</span>(iris_dendlist, <span class="at">method =</span> <span class="st">"common"</span>)</span>
|
||
<span id="cb25-2"><a href="#cb25-2" tabindex="-1"></a>iris_dendlist_cor2</span></code></pre></div>
|
||
<pre><code>## ward.D single complete average mcquitty median centroid
|
||
## ward.D 1.0000000 0.7324415 0.8595318 0.8461538 0.8361204 0.7458194 0.7324415
|
||
## single 0.7324415 1.0000000 0.7324415 0.7491639 0.7458194 0.7591973 0.7625418
|
||
## complete 0.8595318 0.7324415 1.0000000 0.8060201 0.7993311 0.7491639 0.7290970
|
||
## average 0.8461538 0.7491639 0.8060201 1.0000000 0.8494983 0.7892977 0.7725753
|
||
## mcquitty 0.8361204 0.7458194 0.7993311 0.8494983 1.0000000 0.7859532 0.7759197
|
||
## median 0.7458194 0.7591973 0.7491639 0.7892977 0.7859532 1.0000000 0.8528428
|
||
## centroid 0.7324415 0.7625418 0.7290970 0.7725753 0.7759197 0.8528428 1.0000000
|
||
## ward.D2 0.8795987 0.7324415 0.8294314 0.8294314 0.8294314 0.7558528 0.7357860
|
||
## ward.D2
|
||
## ward.D 0.8795987
|
||
## single 0.7324415
|
||
## complete 0.8294314
|
||
## average 0.8294314
|
||
## mcquitty 0.8294314
|
||
## median 0.7558528
|
||
## centroid 0.7357860
|
||
## ward.D2 1.0000000</code></pre>
|
||
<p>And plot it:</p>
|
||
<div class="sourceCode" id="cb27"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb27-1"><a href="#cb27-1" tabindex="-1"></a><span class="co"># corrplot::corrplot(iris_dendlist_cor2, "pie", "lower")</span></span></code></pre></div>
|
||
<p>This gives us another perspective on our clustering algorithms. We
|
||
can see that most methods have around 75% common nodes with one another.
|
||
Centroid and median seem relatively close to one another, as well as
|
||
ward.D2 and ward.D to one another and to complete, average, and mcquitty
|
||
(as compared to the other methods).</p>
|
||
</div>
|
||
<div id="clustering-prediction-of-the-3-species-classes" class="section level3">
|
||
<h3>Clustering prediction of the 3 species classes</h3>
|
||
<p>Lastly, we would like to see which of the different clustering
|
||
algorithms came the closest to detecting the 3 flower species (when
|
||
using a cut of k=3).</p>
|
||
<p>For this purpose, we compare the clustering solution of each
|
||
algorithm with the real clusters, using the Fowlkes-Mallows Index (also
|
||
using in the package for the <code>Bk_plot</code>). This measure is
|
||
similar to rand (or rand adjusted) index, and gives a value of 1 when
|
||
the two clusters confirm, and 0 when they do not.</p>
|
||
<div class="sourceCode" id="cb28"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb28-1"><a href="#cb28-1" tabindex="-1"></a>get_ordered_3_clusters <span class="ot"><-</span> <span class="cf">function</span>(dend) {</span>
|
||
<span id="cb28-2"><a href="#cb28-2" tabindex="-1"></a> <span class="fu">cutree</span>(dend, <span class="at">k =</span> <span class="dv">3</span>)[<span class="fu">order.dendrogram</span>(dend)]</span>
|
||
<span id="cb28-3"><a href="#cb28-3" tabindex="-1"></a>}</span>
|
||
<span id="cb28-4"><a href="#cb28-4" tabindex="-1"></a></span>
|
||
<span id="cb28-5"><a href="#cb28-5" tabindex="-1"></a>dend_3_clusters <span class="ot"><-</span> <span class="fu">lapply</span>(iris_dendlist, get_ordered_3_clusters)</span>
|
||
<span id="cb28-6"><a href="#cb28-6" tabindex="-1"></a></span>
|
||
<span id="cb28-7"><a href="#cb28-7" tabindex="-1"></a>compare_clusters_to_iris <span class="ot"><-</span> <span class="cf">function</span>(clus) {<span class="fu">FM_index</span>(clus, <span class="fu">rep</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">3</span>, <span class="at">each =</span> <span class="dv">50</span>), <span class="at">assume_sorted_vectors =</span> <span class="cn">TRUE</span>)}</span>
|
||
<span id="cb28-8"><a href="#cb28-8" tabindex="-1"></a></span>
|
||
<span id="cb28-9"><a href="#cb28-9" tabindex="-1"></a>clusters_performance <span class="ot"><-</span> <span class="fu">sapply</span>(dend_3_clusters, compare_clusters_to_iris)</span>
|
||
<span id="cb28-10"><a href="#cb28-10" tabindex="-1"></a><span class="fu">dotchart</span>(<span class="fu">sort</span>(clusters_performance), <span class="at">xlim =</span> <span class="fu">c</span>(<span class="fl">0.7</span>,<span class="dv">1</span>),</span>
|
||
<span id="cb28-11"><a href="#cb28-11" tabindex="-1"></a> <span class="at">xlab =</span> <span class="st">"Fowlkes-Mallows Index (from 0 to 1)"</span>,</span>
|
||
<span id="cb28-12"><a href="#cb28-12" tabindex="-1"></a> <span class="at">main =</span> <span class="st">"Perormance of clustering algorithms </span><span class="sc">\n</span><span class="st"> in detecting the 3 species"</span>,</span>
|
||
<span id="cb28-13"><a href="#cb28-13" tabindex="-1"></a> <span class="at">pch =</span> <span class="dv">19</span>)</span></code></pre></div>
|
||
<p><img role="img" 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ENK+tMer77pg132TWt527JtHin5j+CCFLNTjeUt//3vf3V8/cMPPxR8MN5rhi9stvz9HwFahDwUlIBxHeovJqh8+umn+sHJBbMacVXpG4x7zV21lttnn33mXoUvWLBAYA0iHq5kfYNvWrvdWm12Hb+JbcN2TICBhQprD/dIPvXUU65FZ0UO8ZILsAYQfCdq3H333WLGrWTGjBlixid1P+preTz00ENiXJBixlx0n+8XTriYnIDwySefuLuQFuGyyy5ztyW3kFzdEktvBd1e7ICFtXwQHxc4aBeEEm02bkl38sn777+vWdqLBd+TcGqPi8TqaLcl1bfY3rRpU41muaGextVnkyb6ixmaEDXcioKTPTwGgcQTFwMQY+N2l59++knz/Pzzz11vATaktD8TO659K5uUwPnGCbScGLPEtiEPeGFwcYj/iHH96iQtMyaq2du+DlRWLO6jRRiLvZ5Im+GKeuaZZwSz23ASgTWH2XuwCuPf++R7lY0/GNyOcKFdeumlKgZmDEpL6NOnj8Ai8j2x+qZNpBrJbkIZCKtWrZJx48apKM6dO1e3xXcn6cYkvjBDFDcyQ8Ah9HCvwVUMy7lx48bq4sIsQMxeRRthfcLSMON6YiYyyAUXXJAg5/vvv19wEYDZmmCGuLC4YPWYcdUE8ZPakFzdEksHAUcwY0rqlobFZ92a2A6XMmaImokgahXAFWjGjLBLzLic/lqrHrNGUQe4dVN7XGiGqfiCixFihtm0ZlxLMEPY9/hJLEtcOEDIcJKH6w8zNW3ABQDa7hvg4YCbeNq0aXq84v4+cMF2Xys6Jf2ZlCjZcs34qC7iQg5ufhy74Qq42HnwwQd1ZjAuFNGv4Ihg+zpcZUdtvubKkSEDE7CTZYxrJdlWmhODTqgxB7NjTgo6aw8TCxB8J7zEn+RhpsfrhBXMnENa88dzjGhomkBp7USAbt26aRn4wixQ5GGmmes2TJbAOj5YRjCWmc7OwzbMEPzPf/6j+83Ype63k2WM0Ok6vjBJAfEx0ccGY1E6Rux0O2YNYpYiJhrYYO79cjBD1Yi3xsFMSvM0Hrs70V9jyeiMS3Ni1DRGuB30gQ3BTJZB3OTqZtxpmr+dNQo2mAmJco31oTNwzYWNxrGzRtGXmJlrxF63gwfSYMaoDXbmLvLBpCeE1B4X8etoJ8uYsVZbnHu8YeanDZgIhX7BRCX0NSbJoK7mAsNG8fvFZC5jSWq70VfGXa7rSIO6I8SvC45hI/SOcSPq7FVMILKzZjGJyIbk+tNOlrEzpG26+JNljPXpYHYs6oT/FpjbyTL4r9gQ/zhN7X/EXBQ45jYmnQ2LMjEjHBN2GBInEIfNBhQDCbgEcCM0riJ9x3LcnQEWMA6GtLCWkrtCDpBNULtQFtxmuEcwrWHPnj1qDViLKH5+uM8L1h0mIAQbUDf8tXzHf4JN6xsvubr5xsUyyoWLM6m2IA4sLEz8QXsS62Pcb4hxtPh5pPa4QJnBBljlOHbgiYCVjoDxvjFjxsjbb7+t94UmlRfcwpigFN8CjB8ffTlp0iS9dxRuUlhr6CuMrSEPuPWtBWfThqI/Yanhnkrcl2rd0Db/cP2irWgTyrTu2XCVFc35UgijufdYdxLIYAQwTgvBg0jfd999KuzGMtXJRphNa13AaWk2LgQwGxkCgYlXuPke7m5MLDEeBnfcMC1lMG10EaAQRld/sbYkkKEJQJxwWwxEyY4NQhTxODrMEA5VwFguJoLZp8jACsVkJ4zdcVZlqChHTz4UwujpK9aUBGKGgHWzY7KV760DoQaACVZwe0JseY9dqOlGT34UwujpK9aUBEiABEggDAR4H2EYoDJLEiABEiCB6CFAIYyevmJNSSBqCdjxvqhtACueoQlQCDN090Zf4xJ7s3eoWoEbrzEpAjebBxviv1U82HTJxcPN377PcMUzVlG3UL9xPrF6YFzM9y308+bN07LxSqRQBtySgBvj8bon3KyO1xXhiSfRENKzP6KBR0avI4Uwo/dwlLUP9zrhHqu0PoEmFM0O11vFO3XqpA8mx3NTbUCb8YEYhjOE+i30gepq3qCg77TEvXN41B4uKvDkGPvg80Bpvd6XXv3hdTtZ/j8EKIQ8EiKKQPw3e3tZuXC9Vdy+YcG3bbhZHY+2S+qB3r5x07KMR46F8i30gepin2uJx4rhmZ54IDYeL4ab5iM9pFd/RDqHWKkfhTBWejpK2un7Zm9UGTc6w6WG56Di6SKwLDCdHq+Cwj1nSQWc8PF2czwtBK/awTNU4z9ECU/dwFNL8NQN3GDt+wZ6WINJvVV8/Pjxeq8Znr6Ce8/MO/38qgELKKk33+P5nfa5j3h499NPP61p47/NHW+DQLshIub9hvoEnQsvvFCfd+pbWEre5h7oLfQ2T9xHBxcynoiDB4z7Pr81EC+b3vcXb4VA/+HZrQh2nBDWVlIhuTer49mZ4ILnkOIYQD3x/Ez7kG6bb1r6CHnE7w9sSy7P5557Tp+7i6fb4HYM805NP37IgyFCCZiTAwMJRAyB+M9oNCdGfT4jnlOJF8YagXGfM2oeipxkve0zS/GMRSzjWaLG7ah5LV26VNPh2aLmb+kk9gb6pN4qbt5ZqGnMo8n0OZ3IH3nYZ5QasQj45nvz/kd91qQtF89JRYj/LEz7vFS0Gy9YtS/4Rbpvv/1W06COWMcHbUnube5JvYXePLRc8zACpS/BxVvebX0effRRLQtfgXi5kRJZMG9DcMxDy5W/eQ+mY1yjicRy9EXGRkACvlkdL2xGe83j37S99kW+2IbnsyKktY+Qh22/fZZrcnl+9dVXWi+8WPrxxx938LJd1AnPPWWIfAK4SmYggYghkJQQ4kHFmzZt0noaq0VPMjjZJBZw4sVJCB+8vRzBnqiwDUIIMcEyTrzGJalx4r+BPrG3ihvLUdOZCSaaxr4N3NYlmLfLmyeXaB72xI2M4p94rRAay8R9e7l5JZKms294tyKQkre5J/YWel8htIyNRaxloXyEYHhpxES+zHsQNS/wNhawCl4i0fRiAnECvVndCiHabh/Cbix/zR8PEEcIRR/F74/k8rTHDh6ajYeKm7e36IPjf/nll8Saym0RRiBpH4U5IhlIIFIIYOYhXIMI8d82rxt9vvDqJAS8ssk+uLlBgwb6QGZz8tR99hVFeOg03kCPEOgN9NiPcSM7voZXTeH9fva9dza/pN4uj/SpCcYKcyfQ+LbbnEeSfJv7xIkTU1OUPizdMo7/pnTbvpTwspXo3LmzmLdaiLGUdLYqHiSO54nGD/HfrI53LOK9kJhJHP+pL3g1FmaiIiBvtBmPSwtHHwWTJ17rhNc/YYIQPjju2rVrJzjuGCKfAMcII7+PWENDwPctCYHGmADLvmnc92n7SIOxGxvsrFQIGd5Aj09yb6DHjE58kBazL5EGJ0mc8CBYeCyYfZ+dfVGuLS+1v4m1GyKIkNib1q0wp6Y8YwW5ySw7O66XGl7IDG/uwNsg8DYHvNgYARcQtg264X9f9s3qDz/8sI7r4i0QeDchxMRYVr5R3fFGbLSM8HaHcPRRMHliJjDGN/FSYPQ9xoGHDh3qvmjYr/JciTgCFMKI6xJWKDECOBkFG6wViDe0Y9IMAu4dxInVhmDeQB9fDDABAq8Hgjj069dPJ2hgQk3btm0FLyHGW8qDebt8/HxtnVLyCx6peZu7vYiwAhdsmcHw8s0LogSrEmKNfkCw1jKsu8T6MyVvVve9HxEP0EZAv4eqjzTD/30Fkyfqg/ZB/DCJCy89xgQstGnlypW+2XE5AglQCCOwU1iltBHALELM+sPJuFGjRvLYY4/p1H1r1SB3zCTFG+hxiwTcbIMGDRK48MxLggWuOwT7TjrM3DRjQCqAuAUAAfGQpkuXLvq2BDtzFG92h2Vp33zfo0cPMWNkenK0sydtvgMGDNC3xmuGqfjCLFcE3LSOt6yXLVtWb08IlJV9x6B9C70ZpwwU3d0XDC83slmA4EI8Yfk1b95cZ6CaF9FqFLg6EwvoL7xZHczwtgn7hnrERZ/6BogLZuxi5q15sa3uwtskEELRR5qRz1dyeeJCC65fzBbG7FIz7iq4TxQXAhf+z6Xvkx0XI42AOVAZSCBiCCQ1Wcac9Nw64o3v5n/kmGn07rb4C3hrOd7QjXiYMYrZj3YmqZ01mtwb6BN7q7hxfzrmhOsYq0bzxhvOMbHFnMTdKiT3dnm85d5YhZreiISmiz85w06WGTJkiJtv/LeXY0dK3+aONPHfQm8ny2DGow2JMU6Ol01rf41b1DFC5c7WNa5pp2/fvn6sbFz7m9yb1e1kGbAwY8DKEBOp7IQh5BOKPorfH8nlif43Iu6+5R7HnbFQHbBliHwCnDUa+X3EGqaBgBnDc3BCDhRwywPiJRYwoxQzKfHrG8w4pM4ONC5G381+y2ZijWNcs37b7Iq5P88xY4x2NVW/U6dOdczN6e7MWGRirC4VBzMZJWCe5l7HJOsWMKHZGYhXYmnB/48//kjAMLG4dhtuscCFiO8FBvZZITT3T2pUXPCYcVmbzO83rX3kl9n/VoLJ04wfO8arkFhybotQApw1GmkmOusTUgIY30kuYDIHPokFuPgSc23BzQpXZKCAyR9JBbjM7GSXpOIktx3ut/hvczf3FgrGII01HDC5nRUaMFISOwPxSiwJJrPAtZqSAPcyPsmFCy64IMkoae2jxDIOJs+SJUsmlpTbIpgAhTCCO4dVI4FABPDgbNzOgbe59+/fX6NC+DG+VqVKlUBJo3YfbpmAsNpJP1HbEFY8ogjwxbwR1R2sDAmknABu28BtHLCgwvk295TXjClIIDoIUAijo59YSxIgARIggTAR4O0TYQLLbEmABEiABKKDAIUwOvqJtSQBEiABEggTAQphmMAyWxIgARIggeggQCGMjn5iLUmABEiABMJEgEIYJrDMlgRIgARIIDoIUAijo59YSxIgARIggTARoBCGCSyzJQESIAESiA4CFMLo6CfWkgRIgARIIEwEKIRhAstsSYAESIAEooMAhTA6+om1JAESIAESCBMBPnQ7TGDxMle8YNS+sTxMxTBbEiABEoh6AnFxcbJo0SLP2kEhDBP6tWvX6puqO3bsGKYSmC0JkAAJZAwC9erV87QhdI16ip+FkwAJkAAJeE2AQuh1D7B8EiABEiABTwlQCD3Fz8JJgARIgAS8JkAh9LoHWD4JkAAJkICnBCiEnuJn4SRAAiRAAl4ToBB63QMsnwRIgARIwFMCFEJP8bNwEiABEiABrwlQCL3uAZZPAiRAAiTgKQEKoaf4WTgJkAAJkIDXBCiEXvcAyycBEiABEvCUAIXQU/wsnARIgARIwGsCFEKve4DlkwAJkAAJeEqAQugpfhZOAiRAAiTgNQEKodc9wPJJgARIgAQ8JUAh9BQ/CycBEiABEvCaAIXQ6x5g+SRAAiRAAp4SoBB6ip+FkwAJkAAJeE2AQuh1D7B8EiABEiABTwlQCD3Fz8JJgARIgAS8JkAh9LoHWD4JkAAJkICnBCiEnuJn4SRAAiRAAl4ToBB63QMsnwRIgARIwFMCFEJP8bNwEiABEiABrwlQCL3uAZZPAiRAAiTgKQEKoaf4WTgJkAAJkIDXBCiEXvcAyycBEiABEvCUAIXQU/wsnARIgARIwGsCFEKve4DlkwAJkAAJeEqAQugpfhZOAiRAAiTgNYEMKYTvv/++dOrUKQHbkydPSr58+dxP8eLF5fLLL5exY8eK4zhu/IULF8qNN94oZcuWldtuu02WLVvm7uMCCUQigQMHDsjWrVvl7NmzkVg91okEIppAhhTCM2fOyPHjxxOAh9gdOXJEZs2aJevWrZNvvvlGHn30UXn88cflrbfe0vhI261bN+ncubNs2LBBrrnmGunRo4efUCbImBtIwCMC58+fl2effVZq1aqlx2rp0qVly5YtHtWGxZJAdBLIkt7V3rZtm0ybNk0eeughLXrp0qWyZs0aufPOO3V93rx5kjlzZmnYsKEsWbJERQtXuzVq1JCePXtK1qxZZcGCBRoHQlakSBG57777ZOXKlZpv/vz5JU+ePAGbVaJECcEJA58qVapIrly5pHv37pr/xo0bpV27dtKlSxfN46677pInnnhC84f1yEACkUSgd+/eMmnSJDl27JhbraZNm+p/p1ChQu42LpAACSRNIN0tQvw5n3nmGXXjoFrDhw+X+++/X+C2RHjuuefkxIkTMnv2bOnYsaOULFlSqlWrJkOHDpU+ffponK+//lq6du0qv//+u+zcuVNdl61atZLs2bPLrl27pF+/fhov2C+ILsqHlVi9enV588033aQQXbibKlSo4G4LduHw4cN+Ufft2yfnzp1ztx08eFBOnz7trsNaRdttwDK22YC4uCiwAdbA3r177ar+sox/cMQKq08//dRPBNF6uEhnzJjxDwjzzePKRSH8f/zDIlL/H//2VPoupbsQ5syZU5o1ayZz5sxRdyPG42rWrCk//PCD7N+/X3755Rdp3LixIN7kyZPV2rvnnnsEltnq1atdOpUqVdIr4RdeeEEGDRqk7sv+/fvLsGHDBKKYklCwYEGBlbh582a/ZJs2bdIxQuSJOCkNviKGtPgTQrxsOHTokJ8QHj161M+lG18I4bZFGhuQF/L0DSzjHxqxwgoekvjh1KlT4nsRxuPqX0L8f0T2/+PfnkrnJTNulu5h/PjxjrHonFWrVjnXXXedYwTMMVaiY4RPt6NCxtXjDBw40GndurVTvnx554ILLnCMQGpdEdcIo1vviy++2Pnss8/cdeTfsmVLd90umHFDzIhxzNif3aS/5qTpZMmSxTFi7G5fvny5Y6xRZ8SIEe62lCwMHjzYmT59ekqSMC4JpJjA9ddf78TFxelxjWPbfsxQQYrzYgIS8IpA3bp1vSpay013ixA636ZNG52o8tVXX0mTJk0EYxrz58+XmTNnSvv27RFFLUG4JZ966ilZu3atjtOZGus+fMENagNmf/pac3v27LG7gvqdO3eu5MiRQ12wSAAr1QipvPrqq+q2DSoTRiIBDwhMnDhRPSsYG8cxDM/GqFGjpHbt2h7UhkWSQHQSSPfJMsBUrFgxqVy5sowcOVKmTp0qV155paxfv17++OMPGT16tJLEpBXcwlC/fn0dN5syZYpOkEkMc/PmzTUf3OqAYCwxKVy4sC7DLWSsO81HN5gvuCzhOsKvsUrlgQcekEceeURvq9ixY4e0bdtWxowZoy5W62LChBpjNdos+EsCEUGgaNGiOr5tPCLqVseELoxzM5AACQRPwLMzO8RmwIABUqdOHRUY3KaAcR1c2SI8/fTT8uCDD+o4IMbKcF8gRNJ3jM02E1YjhBTiatxEOuPUChhugWjUqJEKnxUyO/sTV9DG7SqYeffYY49pdsYVquNwN910k81ef3HLhXHT+m3jCglEAgF4RzB5jIEESCB1BOLgIE1d0vRJtXv3brUggykNFh4mD0DgvA5DhgyRihUr6sxXr+vC8kmABEggkgnUq1dPFi9e7FkVPbMIg20x3KjBhrx58wYblfFIgARIgARIQAl4MlmG7EmABEiABEggUghQCCOlJ1gPEiABEiABTwhQCD3BzkJJgARIgAQihQCFMFJ6gvUgARIgARLwhACF0BPsLJQESIAESCBSCFAII6UnWA8SIAESIAFPCFAIPcHOQkmABEiABCKFAIUwUnqC9SABEiABEvCEAIXQE+wslARIgARIIFIIUAgjpSdYDxIgARIgAU8IUAg9wc5CSYAESIAEIoUAhTBSeoL1IAESIAES8IQAhdAT7CyUBEiABEggUghQCCOlJ1gPEiABEiABTwhQCD3BzkJJgARIgAQihQCFMFJ6gvUgARIgARLwhACF0BPsLJQESIAESCBSCFAII6UnWA8SIAESIAFPCFAIPcHOQkmABEiABCKFAIUwUnqC9SABEiABEvCEAIXQE+wslARIgARIIFIIUAgjpSdYDxIgARIgAU8IUAg9wc5CSYAESIAEIoUAhTBSeoL1IAESIAES8IRAFk9KZaEkQAIhI3D8+HGZOXOmHDt2TK644gqpXr16yPJmRiQQCwQohLHQy2xjhiWwf/9+ady4sWzZskVOnDghJ0+elLfeekvuvffeDNtmNowEQk3AMyFcsmSJzJo1Sw4cOCA1atSQnj17ypo1a2T9+vXSvXt3t53vvPOO1KlTR6pUqSJ//PGHTJo0SQ4fPixt2rSRJk2aaLwFCxZI5syZ5ZtvvpEiRYrIfffdJ3v27BGk/fPPP6VUqVKaf5kyZTT+ypUr5ZNPPpHs2bNL+/btZcWKFXL77bfrvqTK0J38IoEII3D11VfLhg0bxHEct2b9+/eXunXrSu3atd1tXCABEkiagCdjhLNnz5aOHTtKyZIlpVq1ajJ06FDp06ePFChQQO655x518aDK+/btk/vvv1+KFi0qP//8s9SrV0+vesuWLavCNm7cOG3Z119/LV27dpXff/9ddu7cqekhrrt27ZL69eur0DVo0EBPFkuXLpVWrVpJlixZ5OjRo9K8eXMZPXq05hOoDI2Qwq+tW7f6pcAJ68yZM+62v/76S+tgN+zYsUPbbNdxtb99+3a7qu3avHmzu3727Fm9cHA3mAWW8Q8NuAljgRXa6SuCaD3+N7g4tIHHlSXB/4clEan/D1u/9P71xCLMmTOnTJ48WV06aPCRI0dk3rx5UrFiRbnssstkxowZ0qNHD5k6dao0a9ZMhfCBBx6QLl26yODBg5VR1apVVQzvvPNOXa9UqZJai1iBAOGqGKKKgKvm8uXLazkvv/yy3HHHHfLcc8/pPliXq1at0uUBAwYELEMjpeArX758frELFy4smTL9e+2RP39+yZYtmxsnT548KtB2AzhlzZrVrmpcXCzYgLxgAfsGlvEPDXCNBVa4oIsf4OnwPfZ4XP1LiP+PyP5//NtT6bxkribTPZirEWfgwIFO69atHSNQzgUXXOCYcQ6th3FnOi1atNBl495xPvvsM102lqNTrFgxp0KFCvq58MIL4QtyDh486DzzzDPOXXfd5dcOI6bOzTff7BjBdC666CKNa66UNe1XX33lxp02bZpz1VVXJVuGmyDIBSPYzvTp04OMzWgkkDoC/fr1c3Lnzq3HN/4P9nPo0KHUZchUJOABAZzrvQz/mifpKMAYw4Pr5qmnnpK1a9fKE0884bp3OnfuLD/++KMsXrxYNm3aJEYstWZ58+aVxx9/XF2kcGHig/FFWFUIuAq2AWOPsAY7deok8+fPl2+//VZ3GdA6HolxSBvgSrQhuTJsPP6SQKQQgOcDwwLmIlEwZHDttdfq/8bXIoyUurIeJBCpBDwRwo0bN+pkF4zfQZymTJnijp2Zq1sVsF69eumkGev6wbge3KnwbefKlUtGjhwpbdu2TZQrJshcfPHFmg9OEBMmTNB4GJ/r0KGDulBRBwjiBx984OaRkjLcRFwgAQ8JwD2O4xvH8qJFi3TCmPGWeFgjFk0C0UfAEyF8+umn5fXXXxfjktSPcYXqjNDz588rQcwgXbdunY4BWqSwGmvWrCnlypVTkYPVN3bsWLvb7xfjixA9zDTFZBxYjhgj/O2338S4S3VG3TXXXKNCijFJO06XkjL8CuQKCXhMoGDBglK6dGm/MWaPq8TiSSBqCMTBL+tVbXfv3q0unZSUj/uk8PGdCJFUesy6hLvTd8LJwoUL9XYKTK5BGDRokOB2CkzMsSElZdg08X+HDBmik38wO5aBBEiABEggaQK4IwDDYV6FhFPO0rEmcFumNOTIkUPwCSYUKlQoQTS4Vtu1a6fjjbAUhw8f7uceRYKUlJGgAG4gARIgARKIKgKeCqEXpFq2bCm4LWHOnDk61ggXK2889qInWCYJkAAJRAaBmBPCuLg4adiwoX4iowtYCxIgARIgAS8JeDJZxssGs2wSIAESIAES8CVAIfSlwWUSIAESIIGYI0AhjLkuZ4NJgARIgAR8CVAIfWlwmQRIgARIIOYIUAhjrsvZYBIgARIgAV8CFEJfGlwmARIgARKIOQIUwpjrcjaYBEiABEjAlwCF0JcGl0mABEiABGKOAIUw5rqcDSYBEiABEvAlQCH0pcFlEiABEiCBmCNAIYy5LmeDSYAESIAEfAlQCH1pcJkESIAESCDmCFAIY67L2WASIAESIAFfAhRCXxpcJgESIAESiDkCFMKY63I2mARIgARIwJcAhdCXBpdJgARIgARijgCFMOa6nA0mARIgARLwJUAh9KXBZRIgARIggZgjQCGMuS5ng0mABEiABHwJUAh9aXCZBEiABEgg5ghQCGOuy9lgEiABEiABXwIZUgjff/996dSpk287dfnkyZOSL18+91O8eHG5/PLLZezYseI4ToL43EACJEACJJDxCWTJiE08c+aMHD9+PEHTIHZHjhyRhQsXSoUKFeTQoUOyatUquffeewVpevfunSANN5BApBP48ccfZfDgwbJ//35p1aqVPPnkk5FeZdaPBCKKQLoL4bZt22TatGny0EMPKYilS5fKmjVr5M4779T1efPmSebMmaVhw4ayZMkSmTVrlhw4cEBq1KghPXv2lKxZs8qCBQs0zjfffCNFihSR++67T1auXKn55s+fX/LkyRMQcokSJaR06dL6qVKliuTKlUu6d++u+WOZgQSihcDXX38t3bp1k71792qVFy1aJNOnT9f/TlxcXLQ0g/UkAU8JpLtrtFChQvLMM8/I1q1bteHDhw+X+++/X+C2RHjuuefkxIkTMnv2bOnYsaOULFlSqlWrJkOHDpU+ffpoHPz5u3btKr///rvs3LlTli1bplfC2bNnl127dkm/fv00XrBfEF2Uv27dumCTMB4JRASBW265xRVBVOj06dOyceNG+fTTTyOifqwECUQDgXQXwpw5c0qzZs1kzpw5Oi4HN2XNmjXlhx9+UNfOL7/8Io0bNxbEmzx5slp799xzj9x1112yevVql2mlSpVk0qRJ8sILL8igQYOkR48e0r9/fxk2bJiKohsxiIWCBQsKrMTNmzcHETu4KHDDxhfWxYsXy6lTp9wM0B64s2yAsNsLBGzbvn27bNiwwe6WgwcPqivXbsBJD9x8A8v4h0assML/JH7Yt2+fXiTa7TyuLAkR/j/+YRGp/49/eyp9l+LMCTvdZ4lMmDBBvvrqK3n66afVRdqoUSMdo4Ob8vPPP5epU6fqGN8bb7wh3333nQrK2bNnpXLlygLX6bPPPit79uzRSS7Adckll+gYSdu2bZUe8v/444/liy++8KMJSxOuT4gL8rIBeeOE8u2338rVV19tN6fpd8iQIVKxYkW1atOUEROTQAAC8Jb8+uuvfjEwIeydd96RDh06+G3nCglEKoF69erpRYpX9Ut3ixANbdOmjWB8D2LYpEkTadq0qcyfP19mzpwp7du3VxYY98NY4FNPPSVr166VJ554wm9mJ9ygNmD2p681B5FMSZg7d67kyJFDXbApSce4JOA1AVxw+QZc6JUvX54i6AuFyySQDAFPhLBYsWJqkY0cOVJF8KqrrpL169cLBKl169ZaZYxzQDDr16+vAjhlyhS1GhNrT/PmzdWKxCxQfDBZwIajR4+qoJ47d85u0pmjhw8fFkzcgfhi1ugjjzyit1W4kbhAAlFAALNEcaGI8XSMdWOMffny5VFQc1aRBCKHQBavqgI35oABA6ROnTqSJUsWueaaa1ToMOsTAW7TBx98UMcB4dLEfYGjR4+W8+fPJ6gyrEYIKdydmCmHEwKEDgFuULhesY5yEHDvIAKsQFw947aJxx57TLfxiwSijcCll17qd/EXbfVnfUnAawKejBGmpNG7d+8WWJDBBNwjiNsrIHBeB44Ret0DLJ8ESCBaCHg9RuiZRRhsBwUrgsgvb968wWbLeCRAAiRAAiSgBDwZIyR7EiABEiABEogUAhTCSOkJ1oMESIAESMATAhRCT7CzUBIgARIggUghQCGMlJ5gPUiABEiABDwhQCH0BDsLJQESIAESiBQCFMJI6QnWgwRIgARIwBMCFEJPsLNQEiABEiCBSCFAIYyUnmA9SIAESIAEPCFAIfQEOwslARIgARKIFAIUwkjpCdaDBEiABEjAEwIUQk+ws1ASIAESIIFIIUAhjJSeYD1IgARIgAQ8IUAh9AQ7CyUBEiABEogUAhTCSOkJ1oMESIAESMATAhRCT7CzUBIgARIggUghQCGMlJ5gPUiABEiABDwhQCH0BDsLJQESIAESiBQCFMJI6QnWgwRIgARIwBMCFEJPsLNQEiABEiCBSCFAIYyUnmA9SIAESIAEPCFAIfQEOwslARIgARKIFAIUwkjpCdaDBEiABEjAEwIUQk+ws1ASIAESIIFIIUAhjJSeYD1IgARIgAQ8IRBTQrhu3TopV66cC/rdd9+VPXv26PrPP/8sc+bMcfdxgQQihcDBgwdl27ZtcurUqUipEutBAhmKQEwJYZkyZWTUqFFuB959991y4sQJXR80aJBADBlIIJIIvPbaa1KrVi255pprpHTp0rJ69epIqh7rQgIZgkAWL1qxcOFCyZw5s/z555+yYsUKadasmTRv3lzGjBkj27dvl27dukm1atW0akePHpWpU6fKr7/+Ko0aNZKWLVtK1qxZxXEc+fjjj2XRokV6ksidO7eeKIoXLy4fffSRPPjgg5r+zJkzMnjwYHniiSf0inr9+vXSunVreeedd+TcuXMyYsQIue666+SXX36Rffv2SdWqVWXlypVy7733SsGCBTWPNWvWyNq1a+Wmm27yAhfLjFECb775pjz//PNy6NAhl8D1118v3333nZQvX97dxgUSIIG0EfDEIpw7d6507txZli5dKqVKlZIbb7xRWrRoIVu3bpXs2bOr4J09e1ZOnz4t7dq1U8GrWbOmDBkyRF566SVtcb9+/eTll1+W2rVrq6jddtttsnz5cnUhwbqzAXn06dNHRXDXrl0yYMAA3VWsWDGJi4uTkiVLquDlypVLChQoIEWKFJEvv/xSxdTm8corr8jOnTvtatC/hw8f9osLoYX42gCXF+pnw5EjR1wLFdtgrWKbDYh74MABuyrnz5+XvXv3uutYYBn/4MgIrN544w0/EUTLcKHo69XANvY5KIj+l/j/+IdFtJ5L/ql9+n97IoRoZqVKldQae/LJJ6VevXpSuHBhgeD0799f8uXLJ8uWLRNYjhC3mTNnCoTu/fffFwiWtfLeeust3f7pp5+mePwEVmGmTJlUkK+99lqpUKGCXHHFFfrp2bOnTJ48WXsDYjZr1izp3r17invHV8SQGCcsiJcNuNL3FUJYv8ePH7e7Ewgh2u1rHSAv5OkbWMY/NDICK7QhfoAnBBd0voF9/g+NjNDnaEkst8P3uE7XZfPHSvfQt29f54477nDLNRah8+qrr7rrNWrUcMzEFWfo0KGOcQW52+2CGctzcuTI4ZgDxm5y2rRp44wbN84xwukYK9PdbsTFMUAdI2iOcX86hQoVcvdly5bN+euvv3TdCJ2WhxUjYE6ePHmcTZs2OePHj3eMVeqmCXbBuGOd6dOnBxud8UggAQEzhu1kyZJFj18cw/gYL4ZjPBYJ4nIDCUQzgbp163pafc8sQrhAfQOsM99gqKj1B3epDXArwvozIiUnT56UHTt22F2ye/duXUY+vlbW/v37dTvyCzYgf7huP/zwQ/nggw/U6gw2LeORQKgIDBs2TN32cNnj/wI3/n/+8x8dRghVGcyHBEhAxF99IoxI48aNdZIKJtQgQJRef/11vQXisssuk7fffltdjZhJBxcqAsb+ME6wYcMGXUeapAIm2NhxPN9lxId7dNKkSVq+sTaTyoLbSSBsBHBM4mLPeDpk9OjR8sknn8jAgQPDVh4zJoFYJeDJrNFgYV988cU6MQCzRUuUKCFFixaVkSNH6iQXjOF16tRJJk6cqFfLl1xyiWaLKeYPPPCATjnHDFJMtsEVdWIBM1UhqDNmzNAJOhiHxP1aOPHUr19fxx27dOmis1QTS89tJBBuAphdjeOcgQRIIHwE4uCYDV/2ockZLlHMsMSEmvgBLlEIJKy2jh07Sq9evTQKJp4gwM0ZKBw7dkxdsJhBCpcqfu3tGRBiM84n1atXD5RFovsww7VixYpap0QjcCMJkAAJkIASwITJxYsXe0Yjoi1CSwVXxYmJIPbDFZpYSE4AbRq4n2wwk2d08bPPPlMBxEzS1IigzY+/JEACJEACkU8goscIU4Lv1ltvlcsvvzwlSZKMCwsUT6Gxt1AkGZE7SIAESIAEop5AVFiEwVDGTfmhCnCx4sNAAiRAAiSQ8QlkGIsw43cVW0gCJEACJBAOAhTCcFBlniRAAiRAAlFDgEIYNV3FipIACZAACYSDAIUwHFSZJwmQAAmQQNQQoBBGTVexoiRAAiRAAuEgQCEMB1XmSQIkQAIkEDUEKIRR01WsKAmQAAmQQDgIUAjDQZV5kgAJkAAJRA0BCmHUdBUrSgIkQAIkEA4CFMJwUGWeJEACJEACUUOAQhg1XcWKkgAJkAAJhIMAhTAcVJknCZAACZBA1BCgEEZNV7GiJEACJEAC4SBAIQwHVeZJAiRAAiQQNQQohFHTVawoCZAACZBAOAhQCMNBlXmSAAmQAAlEDQEKYdR0FStKAiRAAiQQDgIUwnBQZZ4kQAIkQAJRQ4BCGDVdxYqSAAmQAAmEgwCFMBxUmScJkAAJkEDUEKAQRk1XsaIkQAIkQALhIEAhDAdV5kkCJEACJBA1BGJKCH/66Se5+OKLk+2cw4cPy9ixY5ONxwiRS2DBggXy3nvvyX//+9/IrSRrRgIkEBEEskRELdKpEufOnZOjR48mWxpOohMmTJC777472biMEHkEunfvLvPnz5f9+/dLrly5pHTp0rJy5UrJli1b5FWWNSIBEvCcgGdCuGHDBpk+fbqcPHlSOnToILVq1VIY+/btk48//liwv1WrVtKsWTPdvnDhQsmcObP8+eefsmLFCt3evHlzGTNmjGzfvl26desm1apVkz179sinn34ql156qeZfpUoVuemmmyRv3rwJYKPst99+W3777TdN26tXLzlx4oR89NFHsm3bNhkxYoQ88MADmm727NkyZ84cKVCggNxxxx1StmzZBPlxg/cEJk2apP139uxZrczp06f1GBswYIA8//zz3leQNSABEog4Ap64RteuXSuNGjWSXbt2ScmSJaVly5ayevVqWbp0qVSqVEmFCdtvv/12GT58uEKbO3eudO7cWeOUKlVKbrzxRmnRooVs3bpVsmfPrvnh5Ldz50559NFH5eGHH5batWvLZ599Jl27dpXz58/7wYd12KBBAxW3yy67TKZOnSo33HCDZMmSRYoUKaLWA+qAMGjQIM2vcuXKsnv3bqlTp45s2bLFL7/EVlA33wBxP3PmjLvpr7/+8rNQd+zYIbgQsAEWDUTehmPHjsnmzZvtqqC969evd9exEOtloL+tCFowuOD5/PPPyep/QHhc8T8YqecS+59N719PLMLXX39dmjZtKvhFgOsKIgALDG6t1157TbfD6rrrrrtcqwwiiTgIX3/9tVpnr7zyiq5jPGjZsmWSJ08eFZfx48dLzZo1pUuXLlKoUCEV0KxZs2pcfOGE+ffff8v3338v2H7rrbdKiRIlBOOIjRs3liVLlqjwnjp1Si2JWbNmqdgiLcRs2LBhbv2xLbGQL18+v82FCxeWTJn+vfbInz+/n7sOdYcQ25AzZ06tm12Haw8WqQ3IC6LtG2K9jIIFC/ricJfhESCrf3DwuOJ/MFLPJe4fNr0XHA/CVVdd5bz77rsJSi5fvrxjrtzd7QcOHHAMD8cIltO3b1/HuCTdfcYidF599VV3vUaNGo5xXTpr1qxxihUr5m7HgrH8HDP5xVm+fLljrEnd98ILLzi5c+d2KlSo4H5y5MjhGFepY0TSQR0R1q1bp3XwjWdOqI5xy+r+pL4GDx7sGNdvUru5PUwEVq1apf2P48Z+zIWQ89VXX4WpRGZLAiSQVgJ169ZNaxZpSv+v+ZGOCowJDLDGbNi0aZOO7cFC8nX9YTwQVy7FixfXqHCB+gZf6wrbDQndfejQITl+/LhOlMCGjRs3CtypvgEWQvXq1WXevHnuZrjQYMVhPNAGxIuLi5Mvv/xSLVdsh5VoRNNG4W8EEcBY8wcffKCuc/Ql+q5Pnz6C8WQGEiABEkiMwL8+gsT2hmkbTkqY0GIsPh27e+SRR9StickxU6ZM0XEyiA0mstSrV8/PPRhMlZD2/fff16gQMMwUNVccfkkxCcdYiPqBMEOMK1asqAKNddxCgQC3LQRz9OjRWg+4UTGmOW7cOL/8uBI5BJo0aaJjuHB7w9Xds2fPyKkca0ICJBBxBDyxCDGR5eeff5Zy5cqptYfJJxgLxNgbrDdsh3UIYcIM0pQGjLVhzPCll15SK3HatGmCsTNfa7Nq1ap6r2Dbtm3FuFJ17A5jk8Y9q5YkrEqMLWLyCiwMzErFmCUswYYNG0rv3r1TWi3GT0cCuJjBh4EESIAEkiMQB8dqcpHCtR8zlxDMWJ1fEdiOmX8Qw5QGCCxmpO7du1c/8SdIxM8Ps0lxy4V1v9r9wAL3qm/dIIpwt/lOurHx4/8OGTJEhbxjx47xd3GdBEiABEjAhwA8f4sXL/bZkr6LnliEtom+ImO34Tep7b5xgllOTgSRB8YZ44sgtmNsKX49YFUykAAJkAAJZCwCnowRhhMhboF45plnwlkE8yYBEiABEshABDKcEBYtWlRvqM9AfcSmkAAJkAAJhJFAhhPCMLJi1iRAAiRAAhmQAIUwA3Yqm0QCJEACJBA8AQph8KwYkwRIgARIIAMSoBBmwE5lk0iABEiABIInQCEMnhVjkgAJkAAJZEACFMIM2KlsEgmQAAmQQPAEKITBs2JMEiABEiCBDEiAQpgBO5VNIgESIAESCJ4AhTB4VoxJAiRAAiSQAQlQCDNgp7JJJEACJEACwROgEAbPijFJgARIgAQyIAEKYQbsVDaJBEiABEggeAIUwuBZMSYJkAAJkEAGJEAhzICdyiaRAAmQAAkET4BCGDwrxiQBEiABEsiABCiEGbBT2SQSIAESIIHgCVAIg2fFmCRAAiRAAhmQAIUwA3Yqm0QCJEACJBA8AQph8KwYkwRIgARIIAMSoBBmwE5lk0iABEiABIInQCEMnhVjkgAJkAAJZEACESWEL7/8sjz88MNpwlyjRg1ZsmRJmvJgYhIgARIggdghkCWSmtqxY0c5efJkmqp07NgxOXfuXJryYOL0J7B48WIZMmSIHDhwQK6//np5/PHH078SLJEESCAmCXgihGfPnpUJEybIqlWrpEyZMtKzZ08pVaqU7N69WyBktWrVkoULF0rmzJlly5YtsmjRIqlevbr06tVLt6GnVq5cKZ988olkz55d2rdvLytWrJDbb789QSfOnj1b5syZIwUKFJA77rhDypYtmyAON3hLAH102223yd69e7UiP/zwg3z++ed6DHhbM5ZOAiQQCwQ8cY32799fpk6dKg0aNJBdu3ZJnTp1BOI4f/58+eyzz5T73LlzpWvXrvLFF19ItWrVZNCgQfLiiy/qvqVLl0qrVq0kS5YscvToUWnevLmMHj06QX8hDVytlStXVpFFORBWhsghcOLECT8RRM3OnDkj69evl1mzZkVORVkTEiCBDEvAEyHESa5q1arSpk0bGT58uEycOFGFMD7lrFmzynvvvSf/93//p64yWIYIGEuEdffcc8+pQMIijB9OnTolzz//vIwZM0Z69+4tb731ltxwww0ybNiw+FHDsu44jqxbt84vb7j/UC8bVq9eLfv377er8vvvv8vWrVvd9e3bt8uGDRvc9YMHD6oVbTecPn1aYD35hmgr48iRI5I7d27fJugyrEPfixay+gdRRuhztITtiK3/ebB9/s9R7sG3OWGne1izZo1Ts2ZNJ1u2bE7Lli2djz/+WOtgLEXHiJ4u9+3b1zEuU7duH374oXPdddfpeoUKFZyvvvrK3Tdt2jTnqquucvd9//33jhEhx+B0ENd+ihQp4hjr0U0XzoXBgwc706dPD2cRGSLv48ePO5deeqn2FfrLfvLly+fMnDkzQ7SRjSABEghMoG7duoEjhHmvJ2OEl1xyiSxfvlw2b94sRizklltukcKFCye4DMiRI4ffNsNC1zEzFFYlXKIIvlaTbjBfefPmlbi4OPnyyy+ldOnSuhnWWPw8bXz+ekMgZ86c8sorr0i7du3cCuTKlUtwjGDSDAMJkAAJhJuAJ67RTp06qYuyUqVK6vLEhBm4yIINHTp0kEmTJsnGjRtVED/44IMESSF+mGCDsUO4WPEx1qeMGzcuQVxu8JZA27ZtxXgJBP3asGFDdWlbN7i3NWPpJEACsUDAE4tw4MCBOsY3fvx4nS6PsUJMfsFM0GDCzTffLMuWLZNrrrmf3VGMAAAmI0lEQVRGjAtN6tWrJ5s2bUqQFALZrVs3nSkKSxAnWYwXMkQeAVy0YBYwAwmQAAmkN4E4uF7Tu1Bb3qFDh/T2h5S6K3FrBW63gEWJgNmhEFHMRE0s7Nu3TwUTVmF6BdwTV7FiRcG9kQwkQAIkQAJJE4Axg4l+XgVPLELb2Pz589vFFP3iXkOMKeGma9yAjZmniblHbaaJjT/affwlARIgARKIbQKeCmFq0WOsD5MscKM8JlbgfrPatWunNjumIwESIAESiGECUSmEmA2K8T58GEiABEiABEggLQQypSUx05IACZAACZBAtBOgEEZ7D7L+JEACJEACaSJAIUwTPiYmARIgARKIdgIUwmjvQdafBEiABEggTQQohGnCx8QkQAIkQALRToBCGO09yPqTAAmQAAmkiQCFME34mJgESIAESCDaCVAIo70HWX8SIAESIIE0EaAQpgkfE5MACZAACUQ7AQphtPcg608CJEACJJAmAhTCNOFjYhIgARIggWgnQCGM9h5k/UmABEiABNJEgEKYJnxMTAIkQAIkEO0EKITR3oOsPwmQAAmQQJoIUAjThI+JSYAESIAEop0AhTDae5D1JwESIAESSBMBCmGa8DExCZAACZBAtBOgEEZ7D7L+JEACJEACaSJAIUwTPiYmARIgARKIdgIUwmjvQdafBEiABEggTQQohGnCx8QkQAIkQALRToBCGO09yPqTAAmQAAmkiUCGEcLjx49Lvnz55NixY7Ju3TopV65cmsAwMQmQAAmQQGwQyDBC6DiOHDlyRPBbpkwZGTVqVGz0IFtJAiRAAiSQJgJZ0pQ6lYkXLlwomTNnlj///FNWrFghzZo1k+bNm8uYMWNk+/bt0q1bN6lWrZrmfvLkSXn77bflt99+0229evWSrFmz6r7du3fLlClTZNu2bdK5c2e3NqdOnZL169dL69atdduSJUtk1qxZcuDAAalRo4b07NlT87D12LJliyxatEiqV68uyB91YyABEiABEogNAp5YhHPnzlXhWrp0qZQqVUpuvPFGadGihWzdulWyZ88ujRo1krNnz8q5c+ekQYMGMmfOHLnssstk6tSpcsMNN2jPnDhxQlq2bKkCBgvw9ttvd3ts165dMmDAAF2fPXu2dOzYUUqWLKlCOnToUOnTp4/uQz26du0qX3zxhe4bNGiQvPjii24+aV04fPiwXxb79u3TNtmNBw8elNOnT9tVtWjRLhuwDCvXBsSFmNtw/vx52bt3r13VX5bxDw6y4nHF/0f0nUv8TmbpuOKJRYj2VapUSUaMGKFN/frrr6VAgQLyyiuv6Pp7770ny5Ytkx07dsjff/8t33//vVpwt956q5QoUULFD9shAitXrtQ0GBNs3769Lvt+5cyZUyZPniyNGzfWzRCWefPmuVFgXaI8BPxxZsyY4e5L64KviCEviBTGMa3FeejQIcmSJYtky5ZNizp69Kguo84IEEJYxHnz5tX1M2fOCNIULFhQ11Ff5FmkSBFdxxfLICseV/x/RNu5xD2BebQQZ8bUnPQuu1+/furOHD9+vBZ90003SZ06deTRRx/V9Zo1awosN7g0YaUVL17crSJcpxDQv/76SzZv3iyTJk3SffjzFypUSIUC+6677joVBUyieeONN+S7777TSTSwNCtXrqxiiHrACp0wYYLmAYvzrbfekm+//dYtL7ULQ4YMkYoVK6o1mto8mI4ESIAEYoFAvXr1ZPHixZ411TOLEC5Q35Apk7+XFvoMSwjjdr4WHCwkWFWjR4+WBQsWuFns379fLTp3w/8W7rvvPtm5c6c8++yzcuWVV+p4o6/VlyNHDr8kHlwX+JXPFRIgARIggfQl4K8+6Vt2sqVhEs3y5cv1kytXLtm0aZNaWXCLYhwRE23WrFmjM0WtVRc/040bN0qbNm2kfv36Gg+Ta+BiZCABEiABEiABEPDMIgwGf9WqVWXs2LHStm1bKVasmMBqfO2116R8+fKaHLdIQCxhXV599dXuWJtv3k8//bQ8+OCD6kLFmFunTp3UmsT4GgMJkAAJkAAJeDJGmFLsEK09e/b4jRXaPLAPsy8xPhgo4FYLiGl6BY4RphdplkMCJBDtBLweI4xo16jtXFiCvhNm7Hb8Yl9yIoh46SmCKI+BBEiABEggOghEhRBGB0rWkgRIgARIIBoJUAijsddYZxIgARIggZARoBCGDCUzIgESIAESiEYCFMJo7DXWmQRIgARIIGQEKIQhQ8mMSIAESIAEopEAhTAae411JgESIAESCBkBCmHIUDIjEiABEiCBaCRAIYzGXmOdSYAESIAEQkaAQhgylMyIBEiABEggGglQCKOx11hnEiABEiCBkBGgEIYMJTMiARIgARKIRgIUwmjsNdaZBEiABEggZAQohCFDyYxIgARIgASikQCFMBp7jXUmARIgARIIGQEKYchQMiMSIAESIIFoJEAhjMZeY51JgARIgARCRoBCGDKUzIgESIAESCAaCVAIo7HXWGcSIAESIIGQEaAQhgwlMyIBEiABEohGAhTCaOw11pkESIAESCBkBCiEIUPJjEiABEiABKKRAIUwGnuNdSYBEiABEggZAQphyFAyIxIgARIggWgkQCGMxl5jnUmABEiABEJGIEMI4eHDh2Xs2LGpglKnTh359ttvE6Q9fvy45MuXT44dO5ZgHzeQAAmQAAlkHAIZQggXLFggEyZMSFWvDBw4UKpUqZIgreM4cuTIEcEvAwmQAAmQQMYlkMWrpm3YsEGmT58uJ0+elA4dOkitWrW0Kn/88YdMmjRJYOW1adNGmjRpotsXLlwomTNnli1btsiiRYukevXq0qtXL7XYPvroI9m2bZuMGDFCunbtKrNmzZIiRYrIjz/+KA888ICUKFFCfvnlF5k6darmcfvtt8uFF17ollexYkUpWrSo7N69W6ZMmaJ5de7cWffziwRIgARIIGMT8MQiXLt2rTRq1Eh27dolJUuWlJYtW8rq1avl559/lnr16smJEyekbNmy0rNnTxk3bpz2wNy5c1XkvvjiC6lWrZoMGjRIXnzxRcmSJYuKXrZs2TSvHTt2yJNPPqn7d+7cKdj+7LPPSrt27VTsIJiXX365/Pbbb5rv8OHDZePGjVom6gGRLVOmjEAs0xq2bt3qlwXE/8yZM+62v/76S44ePequo+779u1z1/fv3y/bt2931+Gm3bx5s7t+9uxZWb9+vbuOBZbxDw6y4nHF/0f0nUv8TmbpuOKJRfj6669L06ZNBb8IpUuXFojAO++8I126dJHBgwfr9qpVq6oY3nnnnbqeNWtWee+993T5/PnzMmPGDMmVK5c0btxYlixZIrDifvrpJxUTWJuwBOHehGjOnz9frrvuOk174MABeeWVV2TixIm6jq/PP/9c9u7dKytXrtRt5cqVk/bt27v7U7OAMUbfULhwYcmU6d9rj/z586tQ2zh58uRRYbfrOXPmFLTZBoh6gQIF7KrmBcvXN7CMf2iQVTb3sOBx5aIQ/j8i+//xb0+l85IZA0v3cNVVVznvvvtugnKNpecUK1bMqVChgn6M+xIDdM7Bgwedvn37OsZCdNN8+OGHjhE2Xf/ss88c5ImwatUqx4iFLuNr+fLljjkROMYSc7eZiTWOsTx1/dJLL3WMten06dPH6dGjhxsHZRrRcoyQuttSsmDE3DFinJIkjEsCJEACMUmgbt26nrbbE4sQVtzff//tSv6mTZtkz549kjdvXrn11luld+/eug9WH9wbsJwQcuTIob/2y5Czi36/sAZssDM/kT/csAh//vmnXHDBBTaK/hYvXlwWmEk3NsAtifIZSIAESIAEMjaBf/106djO5s2by6effipwUUJsHnnkEVm2bJm0atVKJk+erBNgIJYjR46Utm3bJlszxMXkmsSCsS7loosuktGjR8u5c+d0IgxcqtZNatNgzHLFihWyZs0anSma2lmoNj/+kgAJkAAJRAcBTyzChx9+WCfGYBwOlhju5bvrrrtUFH///XfBdlhsxk0qb7/9drIkMYP00KFDUqhQIZk3b55ffMw0xUzQbt26yfjx43WW6m233Sb33XefXzyMR44aNUqaNWsm2bNnl6uvvtpv/M4vMldIgARIgAQyDIE4OGa9ao29WT137tx+VcAtFfj4Tgzxi5DICpqBm+Dj5+UbFe7RggUL+k1I8d2PZVioZnxQRTX+vpSsDxkyRHBbRseOHVOSjHFJgARIIOYI4G6BxYsXe9ZuTyxC29qkRAtjgfHHA22apH7j4uICiiDS4V7B5AJmdcKyZCABEiABEogNAp6MEcYGWraSBEiABEggGghQCKOhl1hHEiABEiCBsBGgEIYNLTMmARIgARKIBgIUwmjoJdaRBEiABEggbAQohGFDy4xJgARIgASigQCFMBp6iXUkARIgARIIGwEKYdjQMmMSIAESIIFoIEAhjIZeYh1JgARIgATCRoBCGDa0zJgESIAESCAaCFAIo6GXWEcSIAESIIGwEaAQhg0tMyYBEiABEogGAhTCaOgl1pEESIAESCBsBCiEYUPLjEmABEiABKKBAIUwGnqJdSQBEiABEggbAQph2NAyYxIgARIggWggQCGMhl5iHUmABEiABMJGgEIYNrTMmARIgARIIBoIUAijoZdYRxIgARIggbARoBCGDS0zJgESIAESiAYCFMJo6CXWkQRIgARIIGwEKIRhQ8uMSYAESIAEooEAhTAaeol1JAESIAESCBsBCmHY0DJjEiABEiCBaCBAIYyGXmIdSYAESIAEwkaAQhg2tMyYBEiABEggGghQCKOhl1hHEiABEiCBsBGgEIYNLTMmARIgARKIBgJZoqGS0VjHKlWqSI8ePWTIkCFBVX///v2yadMmyZ49e1DxIzmS4zhy8uRJyZkzZyRXM+i6nThxIsO0Bf2CYywuLi7o9kdqxNOnT0vmzJn1E6l1DLZeZ8+eFfxvsmbNGmySiI13/vx57ZOqVasGXUevj8c4A98JuraMGDYCK1askIkTJ8rIkSPDVkZ6ZXzq1Clp0aKFLFiwIL2KDGs5devWlSVLloS1jPTKvEOHDjJq1CgpUaJEehUZtnL69u0rDRo0kKZNm4atjPTKeOrUqbJjxw55+OGH06vIsJXz66+/ymuvvSbjxo0LWxmhzpiu0VATZX4kQAIkQAJRRYBCGFXdxcqSAAmQAAmEmgCFMNREmR8JkAAJkEBUEaAQRlV3sbIkQAIkQAKhJkAhDDVR5kcCJEACJBBVBCiEUdVdrCwJkAAJkECoCWR+zoRQZ8r8Uk4A93aVLl1aLrjggpQnjrAUmTJlkuLFi0vlypUjrGapqw7acvHFF6cucYSlKlq0qPZLRrhfrUCBAlK+fHnJmzdvhFFOeXVy584tZcuWlWLFiqU8cYSlyJYtm5QqVUrbE2FVS7I6vI8wSTTcQQIkQAIkEAsE6BqNhV5mG0mABEiABJIkQCFMEg13kAAJkAAJxAIBCmEs9DLbSAIkQAIkkCQBCmGSaLiDBEiABEggFghQCGOhl9lGEiABEiCBJAlQCJNEwx0kQAIkQAKxQIBCGAu9zDaSAAmQAAkkSYBCmCQa7iABEiABEogFAhTCWOhltpEESIAESCBJAhTCJNGEZsf69eulY8eO+kbw66+/Xnbt2pUg40OHDkm1atUSfO655x6Ne/bsWXnkkUf0cVI1a9aUL7/8MkEe6bEhFG35888/pXr16n6fmTNnpkf1/cpICdP33ntPrr32WqlRo4a8/PLLgrQ2TJkyRa666iopV66cPPvss+I4jt2Vbr+hagveXu/bNw888EC6tcG3oGCZfv3111KrVi19NOEtt9wi+/btc7MJ5lh1I4dxIRRtGTVqlF+/oI9Onz4dxloHznrYsGHSvXv3JCMFOh4D7Usyw/TYYf64DGEiYDrdueKKK5xBgwY5e/fude69916ncePGCUo7c+aMs2jRIvczb948p2DBgs6ECRM0rjn5Oi1btnS2bdvmmD+WY56x6Gzfvj1BPuHcEKq2TJ061albt67bVrR7z5494ax6onkHy3TTpk3aF2vXrnV27tzpXH755c5HH32kef7666+OeTass3DhQueXX35xateu7ZiTVqLlhXNjKNpy6tQpxzwj0pk7d67bN+vWrQtntRPNO1imf/31l5MrVy5n5MiRzuHDhx3zyGSnUaNGzvnz551gj9VEKxDCjaFoC6rTuXNn55lnnnH7Bf8ZtDO9A85TL730kpM5c2bnxhtvTLL4QMdjoH1JZpgOO3AFyxAmAj/++KNjHqTrHrTHjh3TP+/mzZsDlvjoo4865urcjYM8lixZ4q536dLFGTp0qLueHguhasvTTz/tPPnkk+lR5YBlBMt04sSJTr169dy8nnjiCadXr166/thjjznoKxsgkHXq1LGr6fYbirasWrXKMQ+wTrc6J1VQsEzffvtt56KLLnKzOXHihGMevu3gwiW1x6qbWYgWQtEWVKVSpUrOsmXLQlSr1GeDC/kmTZroMR9ICAMdj4H2pb5maU9J12gYzW7zpxTzZ5W4uDgtxVzBqhsH25MK5oCX8ePHy9ixYzWKuQqTrVu3+r39AHnCxZieIRRtQX1/+ukn2bBhg7oaq1SpIq+99lp6NkPLSglTY4nLwYMHpU+fPmKsD5kxY4bceuutmo+5oJFLLrnErT/6JVDfuhFDuBCqthghlBw5csjNN9+sLvjbbrvNz9UYwioHzCpYpkWKFBG8scEGcyoUYyXpsZWaY9XmE8rfULTlyJEjsnHjRoF7Hm9Aue6662Tx4sWhrGbQecH1bzwGAd+QE+h4DLQv6EqEKSKFMExgkS0EzLg4/UrInz9/wBPMG2+8IT169BD80RGMO07HnZDOhuTysPFC+RuKtqA+GNuAeHzwwQfSt29fMa4Weffdd0NZ1WTzSglTiMNll10mxqUrkyZNErz6x74qC0ywboPtF5yU0yuEqi0HDhzQizTjgpMPP/xQcBK3gp9ebUE5wTJt3bq1GPeojBgxQtP069dPcKLFGHxqjtVwtDEUbdmyZYv+X4zbV+cGGO+E4OJsx44d4ahywDzxmjiEQMd3oOMx0L6ABafDTgphGCHjJHn06FG/Eox7VN/V57fxfys4GU2fPl3uu+8+dzdOrjjwjh8/7m5Dnun93rJQtAUNwBXlwIED9V1lsD5uuukm+fjjj922pcdCSpi++OKLyh5WrHG5SdeuXdVqQj3BBP1pg+0X6wGw28P5G6q2GBevYPIJJmJg8s8LL7wgX3zxhV/7wtkOm3ewTPHOO1xAjRkzRurXr6/vJIRIYNJSSo9VW3aof0PRlqpVq4oZnxZMZMK7F80Ym8CzhL6KxBDoeAy0z+u2UAjD2AOwHHBFZwNmTJlJLnLhhRfaTX6/EEEz4ULgMrQhX758go9vPljGnyI9Qyjagit2M7bjd3GAl6riJZ7pGVLCFOLXtm1b172NZbiv0Zb4TLzol1C15auvvlK3te2HPHnySOHChQUvjE7PECxTeBZgqZtJSuqOhtsOglGxYsUE/ZLc/y5c7QtFW37//Xf55JNP3CqaiSoqhCVLlnS3RdJCoOMx0D7P22CsDYYwEcBMPHPAOuZA1gkzZtqxzpjEjC/j+3e++eYbneFmi+/du7fz8MMP21X319xG4fTs2dPBhIDVq1drnr/99pu7Pz0WArUF5WMyj3HXuFVJqi0YbMfMMwQjHDqZyFzduunSayEQU9+2mNtWdMauET7n3Llzzn/+8x/HnIC1mvPnz9eJDGZMyjHjiBovvScxoSKB2mLGl/SYQbxAbRk9erRjLEHn5MmTepyZMULn7rvvRrJ0DYGY+rYFM42NULuzp998802nRYsWWtfkjtX0alCgtvj+/wO1BbPDzViog1nLCNOmTXPMsImD49GrgPNY/Mkyvv+ZQMdjoH1etQflwu3GEEYCs2fP1un3ZcqU0en1mFKNsGLFCgwk6dRvWzymf2M2XPyAPwNmI5YoUcIxfnrHuIPiR0mX9aTagsIrVKjgmEk+bj2SagtmJzZt2tSpXLmy/sExixQCk94hEFPftmBqPgTE3EOosxS7devmmHvU3OriwgUnKvSLcfP6Xdi4kcK8EKgtEG4rEIHaAvG44447tB+N291p2LCh34VNmJvgl31STH3bggS4dcJYgI5x5+qtE74XYoGOVb/CwrySVFvi//8DtcVMnHOMi1TbigvrOXPmhLnWgbNPTAh9/zOBjsdA+wKXGt69ccjec7M0g1cAs9lws2/RokXT1FJz5ajuqkyZvPNoh6otGA+F+y1r1qxpYpLWxMEyhXvNWEta5/hlYpwQfyO0x8sQirbA5YjxaIxveRmCZYrjETMrMf4UP4TqWI2fb0rXQ9EWlLl79+50nxuQ0rb6xg90PAba55tHei1TCNOLNMshARIgARKISALemRYRiYOVIgESIAESiDUCFMJY63G2lwRIgARIwI8AhdAPB1dIgARIgARijQCFMNZ6nO0lARIgARLwI0Ah9MPBFRIgARIggVgjQCGMtR5ne0mABEiABPwIUAj9cHCFBEiABEgg1ghQCGOtx9leEiABEiABPwIUQj8cXCEBEiABEog1AhTCWOtxtpcESIAESMCPAIXQDwdXSIAESIAEYo0AhTDWepztJQESIAES8CNAIfTDwRUSIAESIIFYI0AhjLUeZ3tJgARIgAT8CFAI/XBwhQRIgARIINYIUAhjrcfZXhIgARIgAT8CFEI/HFwhARIgARKINQIUwljrcbaXBEiABEjAjwCF0A8HV0iABNKLwPnz5+XAgQNucSdPnpQTJ0646xl14fDhw3L69OmM2ryobBeFMCq7LboqXaRIEcmXL1+CD04IaQ39+/eX//znP5rNyy+/LA8//HBas0wy/Q033KBt+Omnn/zinDlzRsqWLSvXXXed3/bEVnzrW6NGDVmyZEli0cKybf369Vr/s2fPpjj/zp07y+TJk1OcLlCCsWPHyieffKJR0HcFCxaUpk2bBkoSsn1g8Mgjj0j58uWlZs2a8uWXXyaZ97vvvit79uxJcn+gHTg2GjZsKDNmzHCjrVixQvr06eOuc8F7AhRC7/sgw9fgyJEjMmXKFFm3bp3fJ2/evGlu+6lTpwQfBFxlw6oIVzh+/LhkzpxZPvroI78ivv76a9m3b59gf3LBt77Hjh2Tc+fOJZckZPthgaEvUhNgqeGkHqpw9OhR+fDDD+X222/XLN9++21d/+GHH0JVRMB8hgwZIrgwQHlPP/203HzzzbJjx45E09x9992pslS3bdsm7dq1k2+//VYcx3HzbtSokfz222/y119/udu44C0BCqG3/GOm9GLFiknp0qX9PnFxcdp+iMjo0aPl0UcfFYgKAk4iw4cP12V8LV26VMaNG+euz5s3TxYsWOCux1+AKA0ePFh+/vln3fXHH38IrDFYAUhrAywDWCb33nuvDBgwQLZv3253JfrboUOHBEKIEzqsRd8AS69v375y//33a/7JiQjqMXv2bLVoR40a5brORowYIX///bdmDRFDHffv36/rOHEjLgJOtrCGYR1jOZgwZswY+fPPP+WVV15RLgsXLnST4cT98ccfa57Tp093t2MBFxuoF9qGfrNtQ99NmDDBjfvdd9/J+PHj3XXfBfRNy5Yt9cICecHimjt3rvYz2gSr6fHHHxfkgZDYMYLtqDPEbNKkSVrXWbNmaX1GjhwpzzzzjPzyyy+IliCg3s8995yUKlVKbrrpJmnWrJl88MEHCeK98847erGCOuKYRECe6Fuk37x5s25L7KtOnTpSu3ZtueKKKxLs7tatm9YvwQ5u8IQAhdAT7LFXKE7aW7ZscT+wCBAgcJUqVdIr5JIlS6qFAAEsVKiQnii2bt2q8bANJ15r8eEklNR4Era3bdtWNm7cKNWqVVMxrFevnsaHC7Nnz56uqEIcp06dKg0aNJBdu3YJTl6BXIdXXXWVnhhXrlyp9UJ9IMitW7fWdXxB0Dp27ChoD8ofOnRoQFcYrMTLLrtMxaVq1ary/vvvq4sQFtz3338v06ZN07znz5+v+UAwECBU4AfRgEVTpUoVdfVBrANdJGhi8/X6669L+/bt1aIGb7gl7YVDv3795Pnnn5dLLrlEIJg2P1iwYDVnzhytM9jZiwCUD/H64osv9IKiU6dOcsEFF9ji/H4hOjYdOGXKlEmKFy8uefLkkddee02PA/QjxhCTOkaQIVjAbYs4ELUbb7xRWrRoIThusmfPLrC+4vcnhBv7L774YrdOF110kV4UuBv+t4ALOFywoY7ZsmWTZ599Vq28okWLqjBefvnleuzGT4d11AkXLlmzZk2w+/rrr1e3cPy6JYjIDelDwFz5MZBAWAmYE4hj3KBOgQIF3I+xHLRMIyBO79693fKNdaVxzQnXMW4lx1gUjhEEp0yZMo4RKcec+BxjHWg+RoQcYwE5Dz30kKY3oubcdtttjrm6d4xoajrsMCdHx1h8bhlfffWVY06aum4Ey3nggQccY21pfHOCd8wJ2I3ru9C4cWPHiILz5JNPOk899ZTuMtaSY4TVQb3NSVG3GcFyjNXpJjXWj2NOzrruW98KFSo4RugcY3U4JUqUcOtrXKZOjhw5HCOojhmXc4zlpGnvu+8+p379+s7//d//6Xrz5s2dTz/91DFuZ8cIrrNp0ybdboTRMVakLvt+/frrr/DPOUYIdLMROccIlxvFiIZjrGPHCLOTJUsWZ/HixbrPuJyd3LlzO+gztNeIgoNtCMircOHCjrHKdN0Io2MuNpwmTZpo3+jGeF9onxE+P85GcJw1a9ZozMqVKztvvPGGmyrQMWIsM+faa6914xoxd4wwuutgvGjRIncdC+aCzDHi5vLGNvQRjpPEAo5f48Z0zJi2Y1zjjrG43WhG7B3j3nXXE1swF2HKLf4+HIPoEwbvCdAiTJ/rjZgvBe5IXN3bD6wyBIwb4greBizDBQgXJaw6I1qyevVqMSc0adWqlcAqgsVhRECv+G06+4sJHZjMgvFH63o1JxuBe69ixYr6MUKi+R86dEjdW3CvmZO5WnXYZkRIMHkD1iE+d955p81ef2F1wBpDgFsUrjXfAKsR1gCu+lFvuNWs+9A3nl0GA7jmbH1z5colRvB0DAuWJlx/sDxh/cASBgNY1MuWLVMOGIfCxBtYOPj973//q+2x+Qf6NeLu7oZVCOsUY2ewfq688krdB4sG9UEAS0xygqUInigTY51r167V/V27dtVtsCxffPFF3Rb/a8OGDToxBpyTCpdeeqm7K9Axgkiw5mxAP8L6twEWpvU+2G358+fXMTvfMV3EgfUXKKDeOXPmlKuvvtqNhuMV432pCRgqAGsG7wlQCL3vg5iuAU5KvuMsGLPCSRhusjZt2sg333yjYmgsDHXdQQRmzpypLr3EwCGNsQAEY0QQCgSIIlx2ODnbDwQZZeOEvnz5cj3BY3bfLbfcomVCgDDGhM+tt97qVxTcmBAtCCjKQN18g7HcZIFxlxqrUQXiiSee8Jss4RsXy5hR68sA2+DWhVsRMykxxgSBBxcIF07aGIuDixInZnwwfrp7924dI4Qr9bHHHkM2yYbExAjsIRLIzwY7axIsq1ev7nIET4ydGatIoxqrTl21ENWJEyfa5H6/xvoVXHAEujhAW20IdIwgDlygvgFuVt9g7A3fVXf2Mlz1NmAZM0gDBfQTRN+yQFwcr0m5fwPlhX0Y9wRrBu8J+B8x3teHNYgxArDyMKMUJwVYI5g9iCt6WCG4QjduMhU1jF/B0sIVNCwjCFViASdZjDlijAsnZ+SJMiAkOInB2oJIwtpEwDjWsGHDNA3E0rhg1SKtVauWii3G0BK7LQKWDybYwOrDTFLfABGDIMOKwkkY7Qt00odVgck1GOtDgMULcUF7EVBXjNdZwcXvCy+84F4MYKIIBNK4L6V79+7KJrWzQ1EeTs64pQDiivqvWrVK7JgoLFdcOOADlsYdq5YhJvSANcpH3TDOaVzI8vvvvyNLv4A+whgbRCSYEOgYCSZ9YnEwWQUzR2FpQ7zheUBfJhbAFVYwrHtYn5hog7FS9BFui0js+EgsH99tKBfMcJwxeE+AQuh9H8R0DTD5AFfU5cqV0xMNXG+YgGEDRADWA1yUEMdrrrlGJ2nASggUMDsUlhImw8Aiw4kdZcCVh5mFmCmKMHDgQHWbYjsmREC8cOJNLsA9CncgJqnED5iOj4koEDJ8IHSYtYrJL4kFTLjAZCBYpLBK7rnnHp1IYS0NMMDkDnuPHX4PHjyoYov8ID4XXnihChIuHHBSR7vTEuBKxm0iYNalSxfXHYjJPGCHOkEUcCGByS2oN9qNe0ZhEcNqNmO/0qNHjwSTVVAvtDmpGZ3x653cMRI/fjDruFDCsYZ646IKLmdfF6tvHnDDoz241xAXNZYLjimIJ9qb0oALOvQVRJbBewJxGKb0vhqsQawTgLWGGXTJCVxaOOEqHB8zaSdBNhBbuNgScxUmiBzkBrgWkxt38s0KVsbevXtT7S6D1QnLBeNkoQqw1OHmtOOXNl+IOlyEqXXt4WIEljms32BDOI4RtAG84rtT49fJehMsB6SD29pMKoofNah1zIDGxZeZqBVUfEYKLwEKYXj5MncSIIEkCOA+wkGDBqm1nkSUDLkZIoq2//jjj6kW0gwJxsNGUQg9hM+iSSCWCWA2KMYfMV4XSwEPHsBkIEx2YogMAhTCyOgH1oIESIAESMAjApws4xF4FksCJEACJBAZBCiEkdEPrAUJkAAJkIBHBCiEHoFnsSRAAiRAApFBgEIYGf3AWpAACZAACXhEgELoEXgWSwIkQAIkEBkEKISR0Q+sBQmQAAmQgEcEKIQegWexJEACJEACkUGAQhgZ/cBakAAJkAAJeESAQugReBZLAiRAAiQQGQQohJHRD6wFCZAACZCARwQohB6BZ7EkQAIkQAKRQYBCGBn9wFqQAAmQAAl4ROD/26tjGgAAGIZh/FkXRnoYQSfviBBG8GYJECBA4ENACD/+4AoCBAgQiASEMII3S4AAAQIfAgMLSd1SFS9yYQAAAABJRU5ErkJggg==" /><!-- --></p>
|
||
<p>We can see that the “median” method did the best, although similar
|
||
results were achieved by ward.D2, average, ward.D, and mcquitty.
|
||
However, the complete, centroid, and single method did worse in our
|
||
case.</p>
|
||
</div>
|
||
<div id="conclusion" class="section level3">
|
||
<h3>Conclusion</h3>
|
||
<p>The Iris data set is only 4-dimensional, making it possible to
|
||
explore using pairs plot (SPLOM) or parallel coordinates plot. It is
|
||
clear from these that two main clusters are visible, while the
|
||
separation of the third cluster is difficult.</p>
|
||
<p>In the above analysis, we learned that the complete method fails to
|
||
do the proper separation of the two main clusters when cut in k=2 (but
|
||
succeeds in doing it, if moving to k=3 clusters). This is different from
|
||
all the other 7 methods available in <code>hclust</code>, which do
|
||
succeed in separating the 2 main clusters from the beginning (i.e.: for
|
||
k=2).</p>
|
||
<p>We also noticed that all clustering algorithms share a relatively
|
||
high proportion of common nodes (between 75% to 90%).</p>
|
||
<p>Lastly, when it came to trying to separating the flowers into 3
|
||
species, the median clustering method did the best, while the single
|
||
method did the worst in this regard.</p>
|
||
<p>While the Iris data set is well known, I hope the above analysis was
|
||
able to offer some new perspectives on the performance of the different
|
||
hierarchical clustering methods.</p>
|
||
</div>
|
||
</div>
|
||
<div id="khan---microarray-gene-expression-data-set-from-khan-et-al.-2001.-subset-of-306-genes." class="section level2">
|
||
<h2>khan - Microarray gene expression data set from Khan et al., 2001.
|
||
Subset of 306 genes.</h2>
|
||
<div id="background-1" class="section level3">
|
||
<h3>Background</h3>
|
||
<blockquote>
|
||
<p>Khan contains gene expression profiles of four types of small, round,
|
||
blue cell tumors of childhood (SRBCT) published by Khan et al. (2001).
|
||
It also contains further gene annotation retrieved from SOURCE at <a href="http://source.stanford.edu/" class="uri">http://source.stanford.edu/</a>.</p>
|
||
</blockquote>
|
||
<p>This interesting data set offers two interesting items:</p>
|
||
<ul>
|
||
<li>train: data.frame of 306 rows and 64 columns. The training data set
|
||
of 64 arrays and 306 gene expression values</li>
|
||
<li>test: data.frame, of 306 rows and 25 columns. The test data set of
|
||
25 arrays and 306 genes expression values</li>
|
||
</ul>
|
||
<p>This way we can create a hierarchical clustering on the 306 genes
|
||
expression values on the train and the test data and compare the two to
|
||
see the stability of the results.</p>
|
||
<p>We define the variables:</p>
|
||
<div class="sourceCode" id="cb29"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb29-1"><a href="#cb29-1" tabindex="-1"></a>train <span class="ot"><-</span> dendextend<span class="sc">::</span>khan<span class="sc">$</span>train</span>
|
||
<span id="cb29-2"><a href="#cb29-2" tabindex="-1"></a>test <span class="ot"><-</span> dendextend<span class="sc">::</span>khan<span class="sc">$</span>test</span></code></pre></div>
|
||
<p>And create the dendrograms:</p>
|
||
<div class="sourceCode" id="cb30"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb30-1"><a href="#cb30-1" tabindex="-1"></a>d_train <span class="ot"><-</span> train <span class="sc">%>%</span> dist <span class="sc">%>%</span> hclust <span class="sc">%>%</span> as.dendrogram</span>
|
||
<span id="cb30-2"><a href="#cb30-2" tabindex="-1"></a>d_test <span class="ot"><-</span> test <span class="sc">%>%</span> dist <span class="sc">%>%</span> hclust <span class="sc">%>%</span> as.dendrogram</span>
|
||
<span id="cb30-3"><a href="#cb30-3" tabindex="-1"></a>d_train_test <span class="ot"><-</span> <span class="fu">dendlist</span>(<span class="at">train =</span> d_train, <span class="at">test =</span> d_test)</span></code></pre></div>
|
||
</div>
|
||
<div id="comparing-the-train-vs-test-dendrograms" class="section level3">
|
||
<h3>Comparing the train vs test dendrograms</h3>
|
||
<p>Using a cophenetic correlation, we can see the two trees have some
|
||
similarity (0.57):</p>
|
||
<div class="sourceCode" id="cb31"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb31-1"><a href="#cb31-1" tabindex="-1"></a>d_train_test <span class="sc">%>%</span> cor.dendlist</span></code></pre></div>
|
||
<pre><code>## train test
|
||
## train 1.0000000 0.5708019
|
||
## test 0.5708019 1.0000000</code></pre>
|
||
<p>However, when looking at the cophenetic correlation with the spearman
|
||
correlation coefficiant, the value is lower (0.49) indicating that some
|
||
of the similarity is due to a small number of items, distant from the
|
||
others, which are correlated similarly in the two trees:</p>
|
||
<div class="sourceCode" id="cb33"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb33-1"><a href="#cb33-1" tabindex="-1"></a>d_train_test <span class="sc">%>%</span> <span class="fu">cor.dendlist</span>(<span class="at">method_coef =</span> <span class="st">"spearman"</span>)</span></code></pre></div>
|
||
<pre><code>## train test
|
||
## train 1.0000000 0.4971936
|
||
## test 0.4971936 1.0000000</code></pre>
|
||
<p>We may ask at which level of cutting the dendrogram we get the “best”
|
||
level of similarity. For this we may turn to the Bk plot. The plots
|
||
shows us that at around 7 clusters the groups in the two are starting to
|
||
look significantly similar. (Note that significantly does not mean
|
||
substantially)</p>
|
||
<div class="sourceCode" id="cb35"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb35-1"><a href="#cb35-1" tabindex="-1"></a><span class="fu">Bk_plot</span>(d_train, d_test, <span class="at">k =</span> <span class="dv">2</span><span class="sc">:</span><span class="dv">30</span>, <span class="at">xlim =</span> <span class="fu">c</span>(<span class="dv">2</span>,<span class="dv">30</span>))</span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>Next, we compare the results with a tanglegram. We make sure to color
|
||
the connecting line with the colors of the branches of the train (left)
|
||
dendrogram. This can help us see which patterns are somewhat preserved
|
||
between the two trees.</p>
|
||
<div class="sourceCode" id="cb36"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb36-1"><a href="#cb36-1" tabindex="-1"></a>pre_tang_d_train_test <span class="ot"><-</span> d_train_test <span class="sc">%>%</span> ladderize <span class="sc">%>%</span> <span class="co"># untangle %>%</span></span>
|
||
<span id="cb36-2"><a href="#cb36-2" tabindex="-1"></a> <span class="fu">set</span>(<span class="st">"branches_k_color"</span>, <span class="at">k =</span> <span class="dv">7</span>)</span>
|
||
<span id="cb36-3"><a href="#cb36-3" tabindex="-1"></a>train_branches_colors <span class="ot"><-</span> <span class="fu">get_leaves_branches_col</span>(pre_tang_d_train_test<span class="sc">$</span>train)</span>
|
||
<span id="cb36-4"><a href="#cb36-4" tabindex="-1"></a>pre_tang_d_train_test <span class="sc">%>%</span> <span class="fu">tanglegram</span>(<span class="at">fast =</span> <span class="cn">TRUE</span>, <span class="at">color_lines =</span> train_branches_colors)</span></code></pre></div>
|
||
<p><img role="img" src="data:image/png;base64,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" /><!-- --></p>
|
||
<p>We can see that the top most (small) cluster is somewhat preserved
|
||
between the two trees. However, a large spaghetti-like tangle of lines
|
||
is indicating that the two trees are far from being identical.</p>
|
||
<p>If we look only at subtrees of the two dendrograms so that they
|
||
include only genes that are clustered with genes in both trees, we get
|
||
only 14 genes (while the original trees had 306 genes). We can see how
|
||
we have several groups of pairs of genes, and one group with four genes
|
||
clustered together in both trees:</p>
|
||
<div class="sourceCode" id="cb37"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb37-1"><a href="#cb37-1" tabindex="-1"></a><span class="co"># This was calculated before</span></span>
|
||
<span id="cb37-2"><a href="#cb37-2" tabindex="-1"></a><span class="co"># d_train_test_common <- d_train_test %>% prune_common_subtrees.dendlist</span></span>
|
||
<span id="cb37-3"><a href="#cb37-3" tabindex="-1"></a><span class="co"># d_train_test_common</span></span>
|
||
<span id="cb37-4"><a href="#cb37-4" tabindex="-1"></a>d_train_test_common <span class="sc">%>%</span> untangle <span class="sc">%>%</span> <span class="fu">tanglegram</span>(<span class="at">common_subtrees_color_branches =</span> <span class="cn">TRUE</span>)</span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>Trees’ sizes:</p>
|
||
<div class="sourceCode" id="cb38"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb38-1"><a href="#cb38-1" tabindex="-1"></a>d_train_test <span class="sc">%>%</span> nleaves</span></code></pre></div>
|
||
<pre><code>## train test
|
||
## 306 306</code></pre>
|
||
<div class="sourceCode" id="cb40"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb40-1"><a href="#cb40-1" tabindex="-1"></a>d_train_test_common <span class="sc">%>%</span> nleaves</span></code></pre></div>
|
||
<pre><code>## train test
|
||
## 14 14</code></pre>
|
||
</div>
|
||
<div id="conclusion-1" class="section level3">
|
||
<h3>Conclusion</h3>
|
||
<p>To conclude: we see that the clustering algorithm resulted in trees
|
||
which are significantly similar in both the training and the test data
|
||
sets beyond chance, but that this similarity is restricted to only a
|
||
very small proportion of genes.</p>
|
||
</div>
|
||
</div>
|
||
<div id="votes.repub---votes-for-republican-candidate-in-presidential-elections" class="section level2">
|
||
<h2>votes.repub - Votes for Republican Candidate in Presidential
|
||
Elections</h2>
|
||
<div id="background-2" class="section level3">
|
||
<h3>Background</h3>
|
||
<blockquote>
|
||
<p>This is a data frame with the percentage of votes given to the
|
||
republican candidate in presidential elections from 1856 to 1976. Rows
|
||
represent the 50 states, and columns the 31 elections.</p>
|
||
</blockquote>
|
||
<blockquote>
|
||
<p>Source: S. Peterson (1973): A Statistical History of the American
|
||
Presidential Elections. New York: Frederick Ungar Publishing Co. Data
|
||
from 1964 to 1976 is from R. M. Scammon, American Votes 12,
|
||
Congressional Quarterly.</p>
|
||
</blockquote>
|
||
<p>Define variables:</p>
|
||
<div class="sourceCode" id="cb42"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb42-1"><a href="#cb42-1" tabindex="-1"></a>votes.repub <span class="ot"><-</span> cluster<span class="sc">::</span>votes.repub</span></code></pre></div>
|
||
<p>These data can be visualized using a (costumed made) parallel
|
||
coordinates plot:</p>
|
||
<div class="sourceCode" id="cb43"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb43-1"><a href="#cb43-1" tabindex="-1"></a>years <span class="ot"><-</span> <span class="fu">as.numeric</span>(<span class="fu">gsub</span>(<span class="st">"X"</span>, <span class="st">""</span>, <span class="fu">colnames</span>(votes.repub)))</span>
|
||
<span id="cb43-2"><a href="#cb43-2" tabindex="-1"></a></span>
|
||
<span id="cb43-3"><a href="#cb43-3" tabindex="-1"></a><span class="fu">par</span>(<span class="at">las =</span> <span class="dv">2</span>, <span class="at">mar =</span> <span class="fu">c</span>(<span class="fl">4.5</span>, <span class="dv">3</span>, <span class="dv">3</span>, <span class="dv">2</span>) <span class="sc">+</span> <span class="fl">0.1</span>, <span class="at">cex =</span> .<span class="dv">8</span>)</span>
|
||
<span id="cb43-4"><a href="#cb43-4" tabindex="-1"></a><span class="co"># MASS::parcoord(votes.repub, var.label = FALSE, lwd = 1)</span></span>
|
||
<span id="cb43-5"><a href="#cb43-5" tabindex="-1"></a><span class="fu">matplot</span>(<span class="dv">1</span><span class="dt">L</span><span class="sc">:</span><span class="fu">ncol</span>(votes.repub), <span class="fu">t</span>(votes.repub), <span class="at">type =</span> <span class="st">"l"</span>, <span class="at">col =</span> <span class="dv">1</span>, <span class="at">lty =</span> <span class="dv">1</span>,</span>
|
||
<span id="cb43-6"><a href="#cb43-6" tabindex="-1"></a> <span class="at">axes =</span> F, <span class="at">xlab =</span> <span class="st">""</span>, <span class="at">ylab =</span> <span class="st">""</span>)</span>
|
||
<span id="cb43-7"><a href="#cb43-7" tabindex="-1"></a><span class="fu">axis</span>(<span class="dv">1</span>, <span class="at">at =</span> <span class="fu">seq_along</span>(years), <span class="at">labels =</span> years)</span>
|
||
<span id="cb43-8"><a href="#cb43-8" tabindex="-1"></a><span class="fu">axis</span>(<span class="dv">2</span>)</span>
|
||
<span id="cb43-9"><a href="#cb43-9" tabindex="-1"></a><span class="co"># Add Title</span></span>
|
||
<span id="cb43-10"><a href="#cb43-10" tabindex="-1"></a><span class="fu">title</span>(<span class="st">"Votes for Republican Candidate</span><span class="sc">\n</span><span class="st"> in Presidential Elections </span><span class="sc">\n</span><span class="st"> (each line is a country - over the years)"</span>)</span></code></pre></div>
|
||
<p><img role="img" src="data:image/png;base64,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" /><!-- --></p>
|
||
</div>
|
||
<div id="heatmap" class="section level3">
|
||
<h3>Heatmap</h3>
|
||
<p>This is a nice example when the parallel coordinates plot has some
|
||
serious limitations: it does not help us detect the states, we fail to
|
||
see the missing value patterns, and it is tricky to see clusters in
|
||
general (due to the large number of threads).</p>
|
||
<p>For these data, it can be quite helpful to see a heatmap of the votes
|
||
across the years. The ordering of the rows is tricky. First, the
|
||
distance of the vectors (later used for the clustering) should be done
|
||
after transformation (since we are dealing with proportion of votes). In
|
||
this case, I used the arcsin transformation (a logit transformation
|
||
could also work, but the arcsin is safer for dealing with 0/1
|
||
observations). But given the clusters, we wish to order the leaves (as
|
||
much as possible), in order to take into account the missing value
|
||
clusterings. So we, in fact, have two clusters, one for the raw values,
|
||
and another for the “shadow matrix” (i.e.: the matrix with 0/1,
|
||
indicating if a value was missing or not).</p>
|
||
<div class="sourceCode" id="cb44"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb44-1"><a href="#cb44-1" tabindex="-1"></a>arcsin_transformation <span class="ot"><-</span> <span class="cf">function</span>(x) <span class="fu">asin</span>(x<span class="sc">/</span><span class="dv">100</span>)</span>
|
||
<span id="cb44-2"><a href="#cb44-2" tabindex="-1"></a></span>
|
||
<span id="cb44-3"><a href="#cb44-3" tabindex="-1"></a>dend_NA <span class="ot"><-</span> votes.repub <span class="sc">%>%</span> is.na <span class="sc">%>%</span></span>
|
||
<span id="cb44-4"><a href="#cb44-4" tabindex="-1"></a> dist <span class="sc">%>%</span> hclust <span class="sc">%>%</span> as.dendrogram <span class="sc">%>%</span> ladderize</span>
|
||
<span id="cb44-5"><a href="#cb44-5" tabindex="-1"></a></span>
|
||
<span id="cb44-6"><a href="#cb44-6" tabindex="-1"></a>dend <span class="ot"><-</span> votes.repub <span class="sc">%>%</span> arcsin_transformation <span class="sc">%>%</span></span>
|
||
<span id="cb44-7"><a href="#cb44-7" tabindex="-1"></a> dist <span class="sc">%>%</span> <span class="fu">hclust</span>(<span class="at">method =</span> <span class="st">"com"</span>) <span class="sc">%>%</span> as.dendrogram <span class="sc">%>%</span></span>
|
||
<span id="cb44-8"><a href="#cb44-8" tabindex="-1"></a> <span class="fu">rotate</span>(<span class="fu">labels</span>(dend_NA)) <span class="sc">%>%</span></span>
|
||
<span id="cb44-9"><a href="#cb44-9" tabindex="-1"></a> <span class="fu">color_branches</span>(<span class="at">k=</span><span class="dv">3</span>)</span>
|
||
<span id="cb44-10"><a href="#cb44-10" tabindex="-1"></a></span>
|
||
<span id="cb44-11"><a href="#cb44-11" tabindex="-1"></a><span class="co"># some_col_func <- function(n) rev(colorspace::heat_hcl(n, c = c(80, 30), l = c(30, 90), power = c(1/5, 1.5)))</span></span>
|
||
<span id="cb44-12"><a href="#cb44-12" tabindex="-1"></a>some_col_func <span class="ot"><-</span> colorspace<span class="sc">::</span>diverge_hcl</span>
|
||
<span id="cb44-13"><a href="#cb44-13" tabindex="-1"></a></span>
|
||
<span id="cb44-14"><a href="#cb44-14" tabindex="-1"></a></span>
|
||
<span id="cb44-15"><a href="#cb44-15" tabindex="-1"></a><span class="co"># par(mar = c(3,3,3,3))</span></span>
|
||
<span id="cb44-16"><a href="#cb44-16" tabindex="-1"></a><span class="co"># library(gplots)</span></span>
|
||
<span id="cb44-17"><a href="#cb44-17" tabindex="-1"></a>gplots<span class="sc">::</span><span class="fu">heatmap.2</span>(<span class="fu">as.matrix</span>(votes.repub), </span>
|
||
<span id="cb44-18"><a href="#cb44-18" tabindex="-1"></a> <span class="at">main =</span> <span class="st">"Votes for</span><span class="sc">\n</span><span class="st"> Republican Presidential Candidate</span><span class="sc">\n</span><span class="st"> (clustered using complete)"</span>,</span>
|
||
<span id="cb44-19"><a href="#cb44-19" tabindex="-1"></a> <span class="at">srtCol =</span> <span class="dv">60</span>,</span>
|
||
<span id="cb44-20"><a href="#cb44-20" tabindex="-1"></a> <span class="at">dendrogram =</span> <span class="st">"row"</span>,</span>
|
||
<span id="cb44-21"><a href="#cb44-21" tabindex="-1"></a> <span class="at">Rowv =</span> dend,</span>
|
||
<span id="cb44-22"><a href="#cb44-22" tabindex="-1"></a> <span class="at">Colv =</span> <span class="st">"NA"</span>, <span class="co"># this to make sure the columns are not ordered</span></span>
|
||
<span id="cb44-23"><a href="#cb44-23" tabindex="-1"></a> <span class="at">trace=</span><span class="st">"none"</span>, </span>
|
||
<span id="cb44-24"><a href="#cb44-24" tabindex="-1"></a> <span class="at">margins =</span><span class="fu">c</span>(<span class="dv">3</span>,<span class="dv">6</span>), </span>
|
||
<span id="cb44-25"><a href="#cb44-25" tabindex="-1"></a> <span class="at">key.xlab =</span> <span class="st">"% Votes for Republican</span><span class="sc">\n</span><span class="st"> Presidential Candidate"</span>,</span>
|
||
<span id="cb44-26"><a href="#cb44-26" tabindex="-1"></a> <span class="at">labCol =</span> years,</span>
|
||
<span id="cb44-27"><a href="#cb44-27" tabindex="-1"></a> <span class="at">denscol =</span> <span class="st">"grey"</span>,</span>
|
||
<span id="cb44-28"><a href="#cb44-28" tabindex="-1"></a> <span class="at">density.info =</span> <span class="st">"density"</span>,</span>
|
||
<span id="cb44-29"><a href="#cb44-29" tabindex="-1"></a> <span class="at">col =</span> some_col_func</span>
|
||
<span id="cb44-30"><a href="#cb44-30" tabindex="-1"></a> )</span></code></pre></div>
|
||
<p><img role="img" src="data:image/png;base64,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" /><!-- --></p>
|
||
<div class="sourceCode" id="cb45"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb45-1"><a href="#cb45-1" tabindex="-1"></a> <span class="co"># RowSideColors = rev(labels_colors(dend)), # to add nice colored strips </span></span></code></pre></div>
|
||
<p>How much of a difference would we get if we used another clustering
|
||
algorithm?</p>
|
||
<p>We first calculate the clustering using 8 different methods:</p>
|
||
<div class="sourceCode" id="cb46"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb46-1"><a href="#cb46-1" tabindex="-1"></a>hclust_methods <span class="ot"><-</span> <span class="fu">c</span>(<span class="st">"ward.D"</span>, <span class="st">"single"</span>, <span class="st">"complete"</span>, <span class="st">"average"</span>, <span class="st">"mcquitty"</span>, </span>
|
||
<span id="cb46-2"><a href="#cb46-2" tabindex="-1"></a> <span class="st">"median"</span>, <span class="st">"centroid"</span>, <span class="st">"ward.D2"</span>)</span>
|
||
<span id="cb46-3"><a href="#cb46-3" tabindex="-1"></a>votes.repub_dendlist <span class="ot"><-</span> <span class="fu">dendlist</span>()</span>
|
||
<span id="cb46-4"><a href="#cb46-4" tabindex="-1"></a></span>
|
||
<span id="cb46-5"><a href="#cb46-5" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="fu">seq_along</span>(hclust_methods)) {</span>
|
||
<span id="cb46-6"><a href="#cb46-6" tabindex="-1"></a> tmp_dend <span class="ot"><-</span> votes.repub <span class="sc">%>%</span> arcsin_transformation <span class="sc">%>%</span> dist <span class="sc">%>%</span> <span class="fu">hclust</span>(<span class="at">method =</span> hclust_methods[i]) <span class="sc">%>%</span> as.dendrogram </span>
|
||
<span id="cb46-7"><a href="#cb46-7" tabindex="-1"></a> votes.repub_dendlist <span class="ot"><-</span> <span class="fu">dendlist</span>(votes.repub_dendlist, tmp_dend)</span>
|
||
<span id="cb46-8"><a href="#cb46-8" tabindex="-1"></a>}</span>
|
||
<span id="cb46-9"><a href="#cb46-9" tabindex="-1"></a><span class="fu">names</span>(votes.repub_dendlist) <span class="ot"><-</span> hclust_methods</span>
|
||
<span id="cb46-10"><a href="#cb46-10" tabindex="-1"></a><span class="co"># votes.repub_dendlist</span></span></code></pre></div>
|
||
<p>Next, we can look at the cophenetic correlation between each
|
||
clustering result using <code>cor.dendlist</code>. (This can be nicely
|
||
plotted using the <code>corrplot</code> function from the
|
||
<em>corrplot</em> package):</p>
|
||
<div class="sourceCode" id="cb47"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb47-1"><a href="#cb47-1" tabindex="-1"></a>corrplot<span class="sc">::</span><span class="fu">corrplot</span>(<span class="fu">cor.dendlist</span>(votes.repub_dendlist), <span class="st">"pie"</span>, <span class="st">"lower"</span>)</span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>We see that the “complete” method is somewhat similar to the
|
||
ward.D/ward.D2 methods, but there is less similarity with the other
|
||
methods. We can see that the methods “average”, “mcquitty” and “median”,
|
||
all give somewhat similar results. So by using “average”, we will see an
|
||
alternative presentation that represents (in a sense) three other
|
||
clustering solutions.</p>
|
||
<p>We can look at the heatmap of the “average” method. However, as you
|
||
can see, it is not very helpful in seeing the difference between the two
|
||
clustering solutions.</p>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>Let’s look at the tanglegram of the two methods to get a better
|
||
insight into the differences between the two:</p>
|
||
<div class="sourceCode" id="cb48"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb48-1"><a href="#cb48-1" tabindex="-1"></a>dend_com <span class="ot"><-</span> votes.repub <span class="sc">%>%</span> arcsin_transformation <span class="sc">%>%</span></span>
|
||
<span id="cb48-2"><a href="#cb48-2" tabindex="-1"></a> dist <span class="sc">%>%</span> <span class="fu">hclust</span>(<span class="at">method =</span> <span class="st">"com"</span>) <span class="sc">%>%</span> as.dendrogram <span class="sc">%>%</span></span>
|
||
<span id="cb48-3"><a href="#cb48-3" tabindex="-1"></a> <span class="fu">rotate</span>(<span class="fu">labels</span>(dend_NA)) <span class="sc">%>%</span></span>
|
||
<span id="cb48-4"><a href="#cb48-4" tabindex="-1"></a> <span class="fu">color_branches</span>(<span class="at">k=</span><span class="dv">3</span>) <span class="co"># %>% ladderize</span></span>
|
||
<span id="cb48-5"><a href="#cb48-5" tabindex="-1"></a>dend_ave <span class="ot"><-</span> votes.repub <span class="sc">%>%</span> arcsin_transformation <span class="sc">%>%</span></span>
|
||
<span id="cb48-6"><a href="#cb48-6" tabindex="-1"></a> dist <span class="sc">%>%</span> <span class="fu">hclust</span>(<span class="at">method =</span> <span class="st">"ave"</span>) <span class="sc">%>%</span> as.dendrogram <span class="sc">%>%</span></span>
|
||
<span id="cb48-7"><a href="#cb48-7" tabindex="-1"></a> <span class="fu">rotate</span>(<span class="fu">labels</span>(dend_NA)) <span class="sc">%>%</span></span>
|
||
<span id="cb48-8"><a href="#cb48-8" tabindex="-1"></a> <span class="fu">color_branches</span>(<span class="at">k=</span><span class="dv">3</span>) <span class="co"># %>% ladderize</span></span>
|
||
<span id="cb48-9"><a href="#cb48-9" tabindex="-1"></a></span>
|
||
<span id="cb48-10"><a href="#cb48-10" tabindex="-1"></a><span class="co"># The orders were predefined after using untangle("step2side")</span></span>
|
||
<span id="cb48-11"><a href="#cb48-11" tabindex="-1"></a><span class="co"># They are omitted here to save running time.</span></span>
|
||
<span id="cb48-12"><a href="#cb48-12" tabindex="-1"></a>dend_com <span class="ot"><-</span> <span class="fu">rotate</span>(dend_com, ord1)</span>
|
||
<span id="cb48-13"><a href="#cb48-13" tabindex="-1"></a>dend_ave <span class="ot"><-</span> <span class="fu">rotate</span>(dend_ave, ord2)</span>
|
||
<span id="cb48-14"><a href="#cb48-14" tabindex="-1"></a></span>
|
||
<span id="cb48-15"><a href="#cb48-15" tabindex="-1"></a>dends <span class="ot"><-</span> <span class="fu">dendlist</span>(<span class="at">complete =</span> dend_com, <span class="at">average =</span> dend_ave) <span class="co"># %>% untangle("step2side")</span></span>
|
||
<span id="cb48-16"><a href="#cb48-16" tabindex="-1"></a>dends <span class="sc">%>%</span> <span class="fu">tanglegram</span>(<span class="at">margin_inner =</span> <span class="dv">7</span>)</span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>We see that the two clusterings give similar results for: “Alabama”,
|
||
“Georgia”, “Louisiana”, “Arkansas”, “Florida”, “Texas”, “South
|
||
Carolina”, “Mississippi”.</p>
|
||
<p>There are also several other sub-trees which are identical between
|
||
the two methods. The biggest difference lies in several “rouge” states
|
||
that are placed differently in the two clustering algorithms. They are:
|
||
Vermont, Michigan, Maine, Hawaii, New Jersey, West Virginia, and
|
||
Oklahoma.</p>
|
||
<p>A better understanding of the data requires a much more in-depth
|
||
historical perspective than is within the scope of the current
|
||
analysis.</p>
|
||
</div>
|
||
</div>
|
||
<div id="animals---attributes-of-animals" class="section level2">
|
||
<h2>animals - Attributes of Animals</h2>
|
||
<div id="background-3" class="section level3">
|
||
<h3>Background</h3>
|
||
<blockquote>
|
||
<p>This data set considers 6 binary attributes for 20 animals.</p>
|
||
</blockquote>
|
||
<blockquote>
|
||
<p>see Struyf, Hubert & Rousseeuw (1996), in agnes.</p>
|
||
</blockquote>
|
||
<p>Define variables:</p>
|
||
<div class="sourceCode" id="cb49"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb49-1"><a href="#cb49-1" tabindex="-1"></a>animals <span class="ot"><-</span> cluster<span class="sc">::</span>animals</span>
|
||
<span id="cb49-2"><a href="#cb49-2" tabindex="-1"></a></span>
|
||
<span id="cb49-3"><a href="#cb49-3" tabindex="-1"></a><span class="fu">colnames</span>(animals) <span class="ot"><-</span> <span class="fu">c</span>(<span class="st">"warm-blooded"</span>, </span>
|
||
<span id="cb49-4"><a href="#cb49-4" tabindex="-1"></a> <span class="st">"can fly"</span>,</span>
|
||
<span id="cb49-5"><a href="#cb49-5" tabindex="-1"></a> <span class="st">"vertebrate"</span>,</span>
|
||
<span id="cb49-6"><a href="#cb49-6" tabindex="-1"></a> <span class="st">"endangered"</span>,</span>
|
||
<span id="cb49-7"><a href="#cb49-7" tabindex="-1"></a> <span class="st">"live in groups"</span>,</span>
|
||
<span id="cb49-8"><a href="#cb49-8" tabindex="-1"></a> <span class="st">"have hair"</span>)</span></code></pre></div>
|
||
</div>
|
||
<div id="heatmap-1" class="section level3">
|
||
<h3>Heatmap</h3>
|
||
<p>This is a good example for using a heatmap + colored branches.</p>
|
||
<div class="sourceCode" id="cb50"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb50-1"><a href="#cb50-1" tabindex="-1"></a>dend_r <span class="ot"><-</span> animals <span class="sc">%>%</span> <span class="fu">dist</span>(<span class="at">method =</span> <span class="st">"man"</span>) <span class="sc">%>%</span> <span class="fu">hclust</span>(<span class="at">method =</span> <span class="st">"ward.D"</span>) <span class="sc">%>%</span> as.dendrogram <span class="sc">%>%</span> ladderize <span class="sc">%>%</span></span>
|
||
<span id="cb50-2"><a href="#cb50-2" tabindex="-1"></a> <span class="fu">color_branches</span>(<span class="at">k=</span><span class="dv">4</span>)</span>
|
||
<span id="cb50-3"><a href="#cb50-3" tabindex="-1"></a></span>
|
||
<span id="cb50-4"><a href="#cb50-4" tabindex="-1"></a>dend_c <span class="ot"><-</span> <span class="fu">t</span>(animals) <span class="sc">%>%</span> <span class="fu">dist</span>(<span class="at">method =</span> <span class="st">"man"</span>) <span class="sc">%>%</span> <span class="fu">hclust</span>(<span class="at">method =</span> <span class="st">"com"</span>) <span class="sc">%>%</span> as.dendrogram <span class="sc">%>%</span> ladderize<span class="sc">%>%</span></span>
|
||
<span id="cb50-5"><a href="#cb50-5" tabindex="-1"></a> <span class="fu">color_branches</span>(<span class="at">k=</span><span class="dv">3</span>)</span>
|
||
<span id="cb50-6"><a href="#cb50-6" tabindex="-1"></a></span>
|
||
<span id="cb50-7"><a href="#cb50-7" tabindex="-1"></a></span>
|
||
<span id="cb50-8"><a href="#cb50-8" tabindex="-1"></a><span class="co"># some_col_func <- function(n) rev(colorspace::heat_hcl(n, c = c(80, 30), l = c(30, 90), power = c(1/5, 1.5)))</span></span>
|
||
<span id="cb50-9"><a href="#cb50-9" tabindex="-1"></a><span class="co"># some_col_func <- colorspace::diverge_hcl</span></span>
|
||
<span id="cb50-10"><a href="#cb50-10" tabindex="-1"></a><span class="co"># some_col_func <- colorspace::sequential_hcl</span></span>
|
||
<span id="cb50-11"><a href="#cb50-11" tabindex="-1"></a>some_col_func <span class="ot"><-</span> <span class="cf">function</span>(n) (colorspace<span class="sc">::</span><span class="fu">diverge_hcl</span>(n, <span class="at">h =</span> <span class="fu">c</span>(<span class="dv">246</span>, <span class="dv">40</span>), <span class="at">c =</span> <span class="dv">96</span>, <span class="at">l =</span> <span class="fu">c</span>(<span class="dv">65</span>, <span class="dv">90</span>)))</span>
|
||
<span id="cb50-12"><a href="#cb50-12" tabindex="-1"></a></span>
|
||
<span id="cb50-13"><a href="#cb50-13" tabindex="-1"></a></span>
|
||
<span id="cb50-14"><a href="#cb50-14" tabindex="-1"></a></span>
|
||
<span id="cb50-15"><a href="#cb50-15" tabindex="-1"></a><span class="co"># par(mar = c(3,3,3,3))</span></span>
|
||
<span id="cb50-16"><a href="#cb50-16" tabindex="-1"></a><span class="co"># library(gplots)</span></span>
|
||
<span id="cb50-17"><a href="#cb50-17" tabindex="-1"></a>gplots<span class="sc">::</span><span class="fu">heatmap.2</span>(<span class="fu">as.matrix</span>(animals<span class="dv">-1</span>), </span>
|
||
<span id="cb50-18"><a href="#cb50-18" tabindex="-1"></a> <span class="at">main =</span> <span class="st">"Attributes of Animals"</span>,</span>
|
||
<span id="cb50-19"><a href="#cb50-19" tabindex="-1"></a> <span class="at">srtCol =</span> <span class="dv">35</span>,</span>
|
||
<span id="cb50-20"><a href="#cb50-20" tabindex="-1"></a> <span class="at">Rowv =</span> dend_r,</span>
|
||
<span id="cb50-21"><a href="#cb50-21" tabindex="-1"></a> <span class="at">Colv =</span> dend_c,</span>
|
||
<span id="cb50-22"><a href="#cb50-22" tabindex="-1"></a> <span class="at">trace=</span><span class="st">"row"</span>, <span class="at">hline =</span> <span class="cn">NA</span>, <span class="at">tracecol =</span> <span class="st">"darkgrey"</span>, </span>
|
||
<span id="cb50-23"><a href="#cb50-23" tabindex="-1"></a> <span class="at">margins =</span><span class="fu">c</span>(<span class="dv">6</span>,<span class="dv">3</span>), </span>
|
||
<span id="cb50-24"><a href="#cb50-24" tabindex="-1"></a> <span class="at">key.xlab =</span> <span class="st">"no / yes"</span>,</span>
|
||
<span id="cb50-25"><a href="#cb50-25" tabindex="-1"></a> <span class="at">denscol =</span> <span class="st">"grey"</span>,</span>
|
||
<span id="cb50-26"><a href="#cb50-26" tabindex="-1"></a> <span class="at">density.info =</span> <span class="st">"density"</span>,</span>
|
||
<span id="cb50-27"><a href="#cb50-27" tabindex="-1"></a> <span class="at">col =</span> some_col_func</span>
|
||
<span id="cb50-28"><a href="#cb50-28" tabindex="-1"></a> )</span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>We see that we have several groups of variables: the “can fly” and
|
||
“endangered” (which usually are both “no”), the “have hair”, and the
|
||
“warm-blooded”, “vertebrate”, and “live in groups”.</p>
|
||
<p>We see that within the animals there are (roughly!) the following 4
|
||
groups:</p>
|
||
<ol style="list-style-type: decimal">
|
||
<li>The cold-blooded non-vertebrates, which are mostly not
|
||
endangered.</li>
|
||
<li>The warm-blooded vertebrates, which live in groups, have hair,
|
||
cannot fly, and mostly are not endangered.</li>
|
||
<li>The cold-blooded vertebrates, without hair, cannot fly, and are not
|
||
endangered.</li>
|
||
<li>The (mostly) warm-blooded vertebrates, without hair, some can fly,
|
||
and some are endangered.</li>
|
||
</ol>
|
||
<p>How much of a difference would we get if we used another clustering
|
||
algorithm?</p>
|
||
<p>We first calculate the clustering using 8 different methods:</p>
|
||
<div class="sourceCode" id="cb51"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb51-1"><a href="#cb51-1" tabindex="-1"></a>hclust_methods <span class="ot"><-</span> <span class="fu">c</span>(<span class="st">"ward.D"</span>, <span class="st">"single"</span>, <span class="st">"complete"</span>, <span class="st">"average"</span>, <span class="st">"mcquitty"</span>, </span>
|
||
<span id="cb51-2"><a href="#cb51-2" tabindex="-1"></a> <span class="st">"median"</span>, <span class="st">"centroid"</span>, <span class="st">"ward.D2"</span>)</span>
|
||
<span id="cb51-3"><a href="#cb51-3" tabindex="-1"></a>animals_dendlist <span class="ot"><-</span> <span class="fu">dendlist</span>()</span>
|
||
<span id="cb51-4"><a href="#cb51-4" tabindex="-1"></a></span>
|
||
<span id="cb51-5"><a href="#cb51-5" tabindex="-1"></a><span class="cf">for</span>(i <span class="cf">in</span> <span class="fu">seq_along</span>(hclust_methods)) {</span>
|
||
<span id="cb51-6"><a href="#cb51-6" tabindex="-1"></a> tmp_dend <span class="ot"><-</span> animals <span class="sc">%>%</span> <span class="fu">dist</span>(<span class="at">method =</span> <span class="st">"man"</span>) <span class="sc">%>%</span> </span>
|
||
<span id="cb51-7"><a href="#cb51-7" tabindex="-1"></a> <span class="fu">hclust</span>(<span class="at">method =</span> hclust_methods[i]) <span class="sc">%>%</span> as.dendrogram </span>
|
||
<span id="cb51-8"><a href="#cb51-8" tabindex="-1"></a> animals_dendlist <span class="ot"><-</span> <span class="fu">dendlist</span>(animals_dendlist, tmp_dend)</span>
|
||
<span id="cb51-9"><a href="#cb51-9" tabindex="-1"></a>}</span>
|
||
<span id="cb51-10"><a href="#cb51-10" tabindex="-1"></a><span class="fu">names</span>(animals_dendlist) <span class="ot"><-</span> hclust_methods</span>
|
||
<span id="cb51-11"><a href="#cb51-11" tabindex="-1"></a><span class="co"># votes.repub_dendlist</span></span></code></pre></div>
|
||
<p>Next, we can look at the cophenetic correlation between each
|
||
clustering result using <code>cor.dendlist</code> (This can be nicely
|
||
plotted using the <code>corrplot</code> function from the
|
||
<em>corrplot</em> package):</p>
|
||
<div class="sourceCode" id="cb52"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb52-1"><a href="#cb52-1" tabindex="-1"></a>cophenetic_cors <span class="ot"><-</span> <span class="fu">cor.dendlist</span>(animals_dendlist)</span>
|
||
<span id="cb52-2"><a href="#cb52-2" tabindex="-1"></a>corrplot<span class="sc">::</span><span class="fu">corrplot</span>(cophenetic_cors, <span class="st">"pie"</span>, <span class="st">"lower"</span>)</span></code></pre></div>
|
||
<p><img role="img" src="data:image/png;base64,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" /><!-- --></p>
|
||
<p>We see that the different methods (other than ward.D and ward.D2),
|
||
all give quite different results. So would the above analysis be
|
||
different if we had used another clustering algorithm?</p>
|
||
<p>For this purpose, we compare the clustering solution of each
|
||
algorithm with one another, when cut to k=4 clusters, using the
|
||
Fowlkes-Mallows Index. This measure is similar to rand (or rand
|
||
adjusted) index, and gives a value of 1 when the two clusters conform,
|
||
and 0 when they do not:</p>
|
||
<div class="sourceCode" id="cb53"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb53-1"><a href="#cb53-1" tabindex="-1"></a>remove_median <span class="ot"><-</span> <span class="fu">dendlist</span>(animals_dendlist, <span class="at">which =</span> <span class="fu">c</span>(<span class="dv">1</span><span class="sc">:</span><span class="dv">8</span>)[<span class="sc">-</span><span class="dv">6</span>] )</span>
|
||
<span id="cb53-2"><a href="#cb53-2" tabindex="-1"></a>FM_cors <span class="ot"><-</span> <span class="fu">cor.dendlist</span>(remove_median, <span class="at">method =</span> <span class="st">"FM_index"</span>, <span class="at">k =</span> <span class="dv">4</span>)</span>
|
||
<span id="cb53-3"><a href="#cb53-3" tabindex="-1"></a>corrplot<span class="sc">::</span><span class="fu">corrplot</span>(FM_cors, <span class="st">"pie"</span>, <span class="st">"lower"</span>)</span></code></pre></div>
|
||
<p><img role="img" 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" /><!-- --></p>
|
||
<p>We removed the “median” method since it did not have k=4 possible. In
|
||
general, the results seems sensitive to the algorithm used, and the
|
||
different algorithm methods do not seem to agree with one another (with
|
||
regards to k=4), so further analyses may be in place in order to decide
|
||
on which algorithm and interpretation are most appropriate for these
|
||
data.</p>
|
||
<p>(Other possible data sets for the future: chorSub, flower,
|
||
plantTraits, pluton, ruspini, agriculture)</p>
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||
</div>
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</div>
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