video-coding/NYU018-timeline.html at master · PLAY-behaviorome/video-coding · GitHub

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<!DOCTYPE html>

<html xmlns="http://www.w3.org/1999/xhtml">

<head>

<meta charset="utf-8">
<meta http-equiv="Content-Type" content="text/html; charset=utf-8" />
<meta name="generator" content="pandoc" />
<meta name="viewport" content="width=device-width, initial-scale=1">

<link 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<h1 id="timeline-report">timeline-report</h1>
<p>Rick Gilmore<br />
2018-04-06 12:04:44</p>
<h2 id="purpose">Purpose</h2>
<p>This document generates timelines for the PLAY project participants from CSVs generated from the Datavyu files.</p>
<h2 id="import">Import</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">fl &lt;-<span class="st"> </span><span class="kw">list.files</span>(<span class="dt">path =</span> csv.dir, <span class="dt">pattern =</span> <span class="st">&quot;</span><span class="ch">\\</span><span class="st">.csv$&quot;</span>, <span class="dt">full.names =</span> <span class="ot">TRUE</span>)</code></pre></div>
<h2 id="clean-single-datavyu-file">Clean single Datavyu file</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">sub.id &lt;-<span class="st"> </span>params<span class="op">$</span>sub.id
fn &lt;-<span class="st"> </span><span class="kw">paste0</span>(csv.dir, sub.id, <span class="st">&quot;.csv&quot;</span>)
dv &lt;-<span class="st"> </span><span class="kw">read.csv</span>(fn, <span class="dt">stringsAsFactors =</span> <span class="ot">FALSE</span>)

<span class="co"># Locomotion</span>
dv <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(., babyloc.ordinal, babyloc.onset, babyloc.offset) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(., <span class="op">!</span><span class="kw">is.na</span>(babyloc.ordinal), <span class="op">!</span><span class="kw">is.na</span>(babyloc.onset), <span class="op">!</span><span class="kw">is.na</span>(babyloc.offset)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">gather</span>(., <span class="dt">key =</span> event, <span class="dt">value =</span> time.ms, <span class="op">-</span>babyloc.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">event =</span> <span class="kw">str_extract</span>(event, <span class="st">&quot;[onsetf]+$&quot;</span>)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">ordinal =</span> <span class="kw">paste0</span>(<span class="st">'b.loc.'</span>, babyloc.ordinal)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">person =</span> <span class="st">&quot;infant&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(<span class="op">-</span>babyloc.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">arrange</span>(., time.ms) -&gt;
<span class="st">  </span>dv.babyloc

dv <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(., momloc.ordinal, momloc.onset, momloc.offset) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(., <span class="op">!</span><span class="kw">is.na</span>(momloc.ordinal), <span class="op">!</span><span class="kw">is.na</span>(momloc.onset), <span class="op">!</span><span class="kw">is.na</span>(momloc.offset)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">gather</span>(., <span class="dt">key =</span> event, <span class="dt">value =</span> time.ms, <span class="op">-</span>momloc.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">event =</span> <span class="kw">str_extract</span>(event, <span class="st">&quot;[onsetf]+$&quot;</span>)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">ordinal =</span> <span class="kw">paste0</span>(<span class="st">'m.loc.'</span>, momloc.ordinal)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">person =</span> <span class="st">&quot;mother&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(<span class="op">-</span>momloc.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">arrange</span>(., time.ms) -&gt;
<span class="st">  </span>dv.momloc

dv.loc &lt;-<span class="st"> </span><span class="kw">rbind</span>(dv.babyloc, dv.momloc)
dv.loc<span class="op">$</span>domain =<span class="st"> &quot;locomotion&quot;</span>

<span class="co"># Objects</span>
dv <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(., babyobject.ordinal, babyobject.onset, babyobject.offset) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(., <span class="op">!</span><span class="kw">is.na</span>(babyobject.ordinal), <span class="op">!</span><span class="kw">is.na</span>(babyobject.onset), <span class="op">!</span><span class="kw">is.na</span>(babyobject.offset)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">gather</span>(., <span class="dt">key =</span> event, <span class="dt">value =</span> time.ms, <span class="op">-</span>babyobject.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">event =</span> <span class="kw">str_extract</span>(event, <span class="st">&quot;[onsetf]+$&quot;</span>)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">ordinal =</span> <span class="kw">paste0</span>(<span class="st">'b.obj.'</span>, babyobject.ordinal)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">person =</span> <span class="st">&quot;infant&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(<span class="op">-</span>babyobject.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">arrange</span>(., time.ms) -&gt;
<span class="st">  </span>dv.babyobj

dv <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(., momobject.ordinal, momobject.onset, momobject.offset) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(., <span class="op">!</span><span class="kw">is.na</span>(momobject.ordinal), <span class="op">!</span><span class="kw">is.na</span>(momobject.onset), <span class="op">!</span><span class="kw">is.na</span>(momobject.offset)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">gather</span>(., <span class="dt">key =</span> event, <span class="dt">value =</span> time.ms, <span class="op">-</span>momobject.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">event =</span> <span class="kw">str_extract</span>(event, <span class="st">&quot;[onsetf]+$&quot;</span>)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">ordinal =</span> <span class="kw">paste0</span>(<span class="st">'m.obj.'</span>, momobject.ordinal)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">person =</span> <span class="st">&quot;mother&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(<span class="op">-</span>momobject.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">arrange</span>(., time.ms) -&gt;
<span class="st">  </span>dv.momobj

dv.obj &lt;-<span class="st"> </span><span class="kw">rbind</span>(dv.babyobj, dv.momobj)
dv.obj<span class="op">$</span>domain =<span class="st"> &quot;objects&quot;</span>

<span class="co"># Speech</span>
dv <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(., babyvoc.ordinal, babyvoc.onset, babyvoc.offset) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(., <span class="op">!</span><span class="kw">is.na</span>(babyvoc.ordinal), <span class="op">!</span><span class="kw">is.na</span>(babyvoc.onset), <span class="op">!</span><span class="kw">is.na</span>(babyvoc.offset)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">gather</span>(., <span class="dt">key =</span> event, <span class="dt">value =</span> time.ms, <span class="op">-</span>babyvoc.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">event =</span> <span class="kw">str_extract</span>(event, <span class="st">&quot;[onsetf]+$&quot;</span>)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">ordinal =</span> <span class="kw">paste0</span>(<span class="st">'b.voc.'</span>, babyvoc.ordinal)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">person =</span> <span class="st">&quot;infant&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(<span class="op">-</span>babyvoc.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">arrange</span>(., time.ms) -&gt;
<span class="st">  </span>dv.babyvoc

dv <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(., momspeech.ordinal, momspeech.onset, momspeech.offset) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(., <span class="op">!</span><span class="kw">is.na</span>(momspeech.ordinal), <span class="op">!</span><span class="kw">is.na</span>(momspeech.onset), <span class="op">!</span><span class="kw">is.na</span>(momspeech.offset)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">gather</span>(., <span class="dt">key =</span> event, <span class="dt">value =</span> time.ms, <span class="op">-</span>momspeech.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">event =</span> <span class="kw">str_extract</span>(event, <span class="st">&quot;[onsetf]+$&quot;</span>)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">ordinal =</span> <span class="kw">paste0</span>(<span class="st">'m.voc.'</span>, momspeech.ordinal)) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(., <span class="dt">person =</span> <span class="st">&quot;mother&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">select</span>(<span class="op">-</span>momspeech.ordinal) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">arrange</span>(., time.ms) -&gt;
<span class="st">  </span>dv.momspeech

dv.voc &lt;-<span class="st"> </span><span class="kw">rbind</span>(dv.babyvoc, dv.momspeech)
dv.voc<span class="op">$</span>domain =<span class="st"> &quot;speech&quot;</span>

dv.combined &lt;-<span class="st"> </span><span class="kw">rbind</span>(dv.loc, dv.obj, dv.voc)
dv.combined <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">arrange</span>(time.ms) -&gt;
<span class="st">  </span>dv.combined

<span class="co"># Cut by 10 min segments</span>
ms.sec &lt;-<span class="st"> </span><span class="dv">1000</span>
sec.min &lt;-<span class="st"> </span><span class="dv">60</span>
dv.combined <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">mutate</span>(<span class="dt">minute.block =</span> <span class="kw">cut</span>(time.ms, <span class="kw">c</span>(<span class="dv">0</span>, <span class="dv">10</span><span class="op">*</span>sec.min<span class="op">*</span>ms.sec,
                                       <span class="dv">20</span><span class="op">*</span>sec.min<span class="op">*</span>ms.sec,
                                       <span class="dv">30</span><span class="op">*</span>sec.min<span class="op">*</span>ms.sec,
                                       <span class="dv">40</span><span class="op">*</span>sec.min<span class="op">*</span>ms.sec,
                                       <span class="dv">50</span><span class="op">*</span>sec.min<span class="op">*</span>ms.sec,
                                       <span class="dv">60</span><span class="op">*</span>sec.min<span class="op">*</span>ms.sec,
                                       <span class="kw">max</span>(time.ms)),
                            <span class="dt">labels =</span> <span class="kw">c</span>(<span class="st">&quot;0-10min&quot;</span>, <span class="st">&quot;10-20min&quot;</span>,<span class="st">&quot;20-30min&quot;</span>,
                                       <span class="st">&quot;30-40min&quot;</span>, <span class="st">&quot;40-50min&quot;</span>, <span class="st">&quot;50-60min&quot;</span>, <span class="st">&quot;60min+&quot;</span>))) -&gt;
<span class="st">  </span>dv.combined</code></pre></div>
<h2 id="plot-of-nyu018-full-session">Plot of NYU018 full session</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># http://sape.inf.usi.ch/quick-reference/ggplot2/shape for shape codes</span>

dv.combined <span class="op">%&gt;%</span>
<span class="st">  </span><span class="co"># filter(minute.block == &quot;2nd10&quot;) %&gt;%</span>
<span class="st">  </span><span class="kw">ggplot</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">aes</span>(<span class="dt">x =</span> (time.ms)<span class="op">/</span>(<span class="dv">60</span><span class="op">*</span><span class="dv">1000</span>), <span class="dt">y =</span> person, <span class="dt">group =</span> ordinal, <span class="dt">color =</span> domain) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">shape =</span> <span class="dv">124</span>, <span class="dt">size=</span><span class="dv">6</span>, <span class="dt">alpha =</span> <span class="fl">0.2</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_line</span>(<span class="kw">aes</span>(<span class="dt">size =</span> <span class="dv">1</span>)) <span class="op">+</span>
<span class="st">  </span><span class="kw">facet_grid</span>(domain <span class="op">~</span><span class="st"> </span>.) <span class="op">+</span>
<span class="st">  </span><span class="kw">xlab</span>(<span class="st">&quot;Minutes&quot;</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">scale_shape_identity</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">guides</span>(<span class="dt">size =</span> <span class="ot">FALSE</span>) <span class="op">+</span>
<span class="st">  </span>timeline.theme <span class="op">+</span>
<span class="st">  </span>color.palette</code></pre></div>
<p><img 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" /></p>
<h2 id="plot-of-nyu018-0-10-min">Plot of NYU018 0-10 min</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># http://sape.inf.usi.ch/quick-reference/ggplot2/shape for shape codes</span>

dv.combined <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(minute.block <span class="op">==</span><span class="st"> &quot;0-10min&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">ggplot</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">aes</span>(<span class="dt">x =</span> (time.ms)<span class="op">/</span>(<span class="dv">60</span><span class="op">*</span><span class="dv">1000</span>), <span class="dt">y =</span> person, <span class="dt">group =</span> ordinal, <span class="dt">color =</span> domain) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">shape =</span> <span class="dv">124</span>, <span class="dt">size=</span><span class="dv">6</span>, <span class="dt">alpha =</span> <span class="fl">0.2</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_line</span>(<span class="kw">aes</span>(<span class="dt">size =</span> <span class="dv">1</span>)) <span class="op">+</span>
<span class="st">  </span><span class="kw">facet_grid</span>(domain <span class="op">~</span><span class="st"> </span>.) <span class="op">+</span>
<span class="st">  </span><span class="kw">xlab</span>(<span class="st">&quot;Minutes&quot;</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">scale_shape_identity</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">guides</span>(<span class="dt">size =</span> <span class="ot">FALSE</span>) <span class="op">+</span>
<span class="st">  </span>timeline.theme <span class="op">+</span>
<span class="st">  </span>color.palette</code></pre></div>
<p><img src="data:image/png;base64,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" /></p>
<h2 id="plot-of-nyu018-10-20-min">Plot of NYU018 10-20 min</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># http://sape.inf.usi.ch/quick-reference/ggplot2/shape for shape codes</span>

dv.combined <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(minute.block <span class="op">==</span><span class="st"> &quot;10-20min&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">ggplot</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">aes</span>(<span class="dt">x =</span> (time.ms)<span class="op">/</span>(<span class="dv">60</span><span class="op">*</span><span class="dv">1000</span>), <span class="dt">y =</span> person, <span class="dt">group =</span> ordinal, <span class="dt">color =</span> domain) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">shape =</span> <span class="dv">124</span>, <span class="dt">size=</span><span class="dv">6</span>, <span class="dt">alpha =</span> <span class="fl">0.2</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_line</span>(<span class="kw">aes</span>(<span class="dt">size =</span> <span class="dv">1</span>)) <span class="op">+</span>
<span class="st">  </span><span class="kw">facet_grid</span>(domain <span class="op">~</span><span class="st"> </span>.) <span class="op">+</span>
<span class="st">  </span><span class="kw">xlab</span>(<span class="st">&quot;Minutes&quot;</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">scale_shape_identity</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">guides</span>(<span class="dt">size =</span> <span class="ot">FALSE</span>) <span class="op">+</span>
<span class="st">  </span>timeline.theme <span class="op">+</span>
<span class="st">  </span>color.palette</code></pre></div>
<p><img 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VR27dqlx4riqyW+fpoFTGFNm+7xSIrjSyjGcWKy08aNG/XX0Pnz5+tPw5iVRUcCJEACJEACJEACJOAMAaxsBCPTbnxCOnZCGjZsWHAyuRM5OmqAwsDEhCGMCcWm9TfddJMeE2omAOGrJja3v/3229XOHfNi6o9udExCwqx3fPp9++235cEHHyy37FNMQYxAAiRAAiRAAiRAAiQQkQCWWMKylpHc999/L02bNo0UnLB/1DGg+GppHYgK6c8//3xIJrCI8Wdct27dtKGI8aCYNZWdfWqPVnzVxBJLWN4pNzdXT1LCbHerM8Yq/GBxP/roo/K73/1OMIbUOvYU4S+99BIOdCRAAiRAAiRAAiRAAikQuOSSS/RmQbDD8OHP2FzosZ4yZYpejH7SpEkp5BCaNKoBGho1sSujeLhUiS5kCiPWasiGk5kOfg89VFsb3emgK3VMbwL9+mXK/Pn5qjeiVP3g88vPfpalVqEIlGnFilK1fJlP2rQ5dfsPGZIlgwZlqmXR0rvcNVH7+vXd6sd4nhry5FPj492q1+hUvdp57NvnlXXrytRqIhnqI4Ar7POoTZtTy9nZ0/OaBE43gTp1XOojV121wY1bbW5TJj/+6D3dKlWb/C+99FI9vvOVV14RbMf58ccf67Khax4fA0ePHq2X2HSqwJGfVE7lQDlBAl27EncQBk8qlMAZZ7jVbmMetbYu1sr1qYdGlprUF8gSq5Pt2uVVy2pkBnVo2jRDzWx0qx3OfEE/nqQHgawsl/TunalWB/Gq5ek8are6yM+Z778vU6uMuKRFiww1Jt8VtoB5eeH9w0amJwlUMgGPx6WWesxSK+641Y9ql1rv21/JGlTv7DDM8de//rWevzN79mw9Ix5Lb2IOjnUHSycoRH5SOSGdMkiABEiABEiABEiABNKCwJo1a+Tee+/V67pbFcZulNh4qE+fPlbvlM5pgKaEj4lJgARIgARIgARIIP0JYAlNdLNjCcwnn3xSTxrH+ebNmwXd8phcvnTp0qq5Dmj642cJSIAESIAESIAESKDmEZg5c6ZeInPBggWCdd2N6927t94eHVuswxB99tlnTVBKR0eXYUpJEyYmARIgARIgARIgARI4LQQw2WjQoEEhxqdRBKsSYYvzb775xnilfGQXfMoIYwuoV8+tBk271WL6ImonUzoSqFACHTsGZjGjrQ0enKXzMhOQcGH8EK62+NXtEv64Pvdct/bDNV3VJ4Bni6mznj0zYz5fWrb0yPXXe4LxUP9Wd955Hj15zayYYA3jOQmcbgLW9g5dLrooU7Dih/X5drp1TOf8GzVqJFu2bIlYhGPHjgU3FIoYKYEAmkMJwEolKl7ueKjbH/ipyGRaEghHAG0Nf3B4MNsfzsYPcdAerfGNXyA1/08HAqbOUK84j+VMPJPOGh9+COdzykqF51WJgLXd4jxL/cbGkS51Av379xd0v2MJJrtbt26dzJo1S62y0cselPQ1v4AmjY4JSYAESIAESIAESKB6EBgwYIAMGTJERo4cqdf77Ny5szLws2TTpk16EfpWrVrJuHHjHCssDVDHUFIQCZAACZAACZAACaQngczMTJk2bZo89thjehfMxYsXq7Wky6RevXoyatQomTBhgiS6kVA0EjRAo9FhGAmQAAmQAAmQAAnUEAJYdgkGKBy24MS4zwYNGlRI6TlyokKwUigJkAAJkAAJkAAJpC8BdL9XlPEJKvwCmr5tg5qTAAmQAAmQAAmQgCMEpk6dKlOmTIkq6/LLL5eHH344apx4A2mAxkuK8UiABEiABEiABEigmhLIz8+XNm3ahJSusLBQvv/+e9m1a5d069ZNMDHJKUcD1CmSlEMCJEACJEACJEACaUpgxIgRgr9wDltw3nzzzWEXqQ8XPx4/jgGNhxLjkAAJkAAJkAAJkEANJYA1QgcOHChvvvmmYwT4BdQxlBREAiRAAiRAAiRAAtWTwE8//STFxcWOFY4GqGMoKYgESIAESIAESIAE0pPAqlWrBH92h3GgX3zxhWBd0LvuussenPQ1DdCk0TEhCZAACZAACZAACVQPAv/4xz/kmWeeiVgY7JJ0zz33RAxPNIAGaKLEGJ8ESIAESIAESIAEqhmB2267Ta677rqQUvn9fvnqq69kzpw5snfvXnG5XCHhqVzQAE2FHtOSAAmQAAmQAAmQQDUggC038Wd3rVu3lquvvlr69u0rL774ovz+97+3R0nqmrPgk8LGRCRAAiRAAiRAAiRQcwhceOGFsmLFCscKTAPUMZQURAIkQAIkQAIkQALpSQDd7V6vt9zfiRMndDf8vHnzpHv37o4Vjl3wjqGkIBIgARIgARIgARJITwKYgBRtEpLH4yk3RjSVktIATYUe05IACZAACZAACZBANSCAMZ533313uZJg4lGjRo1k0KBB0q5du3LhyXrQAE2WHNORAAmQAAmQAAmQQDUh8LOf/UzwV1mOBmhlkWY+JEACJEACJEACJFDFCfh8Plm/fr1s27ZNjwft2LGj4C8rK8tRzWmAOoqTwkiABEiABEiABEggPQmsWbNG7r33Xlm7dm1IAbAU08SJE6VPnz4h/qlc0ABNhR7TkgAJkAAJkAAJkEA1IHDo0CEZPXq0YLLRk08+KZ06ddLnmzdvlldeeUWGDx8uS5culbZt2zpSWhqgjmCkEBIgARIgARIgARJIXwIzZ86UkpISWbBggTRp0iRYkN69e8tVV10lF198sTZEn3322WBYKidcBzQVekxLAiRAAiRAAiRAAtWAAMZ9Yqa71fg0xcrLy5OhQ4fKN998Y7xSPtIATRkhBZAACZAACZAACZBAehPAUkvHjh2LWAiE1alTJ2J4ogE0QBMlxvgkQAIkQAIkQAIkUM0I9O/fX3e/L1q0qFzJ1q1bJ7NmzZJevXqVC0vWg2NAkyXHdCRAAiRAAiRAAiRQTQgMGDBAhgwZIiNHjtTjPTt37qyXXtq0aZPMnTtXWrVqJePGjXOstDRAHUNJQSRAAiRAAiRAAiSQngQyMzNl2rRp8thjj8mSJUtk8eLFUlZWJvXq1ZNRo0bJhAkTpFatWo4VjgaoYygpiARIgARIgARIgATSlwCWYIIBCocZ8Rj32aBBgwopEMeAVghWCiUBEiABEiABEiCB9CWAnY+sxueMGTPktddec6xA/ALqGMrygo4e9cm333rlxAmRFi3c6tO1yObNPmnYUKR+fbf6deGS7GxRSx64xOVyyY8/+mTXLq/k57vE73fJyZN+teCrW+rWdUtxsV+2bPGp8Rgi7du7dfzyOUb2OXDAL99/71UR/NKuXYaWCb+SEr8UFIio9WclL8+lrvGrxx/UCRKR9zffeKWw0K+243Lr8pw44Ve6uFQ8t5oV54qccYIhdp1Uj4CUloocPeoP8jh+XGTfPp80b+5S3QMurbfRAboePOiP6WdVC3Vy6JBXy6tbN6NceYxMqw7Z2a6QfEwco29xsYTULfIzZTP1jTQ7dnjlp5/80qZNhjRrFqhnq/5G7p49flXn/mCZjQxrOcy5PR/4GzmoY8PKxMcRaX76KVDHjRsHdLGG49zenk07tMu2X9vl4BrMT5zwSbdubnG7I/8OtpYFbdO0w65dA20YsqxxDh4U3c5LSnyqXbv1fYb2E67cRk/U2fHjft3OCgpc+mitP+Rr6gT3H+5DtP8WLVxKvit47xiukGvuVciDbPyhzURiFi8PlBf1sG2bTy0Q7VIvB9yDgfsWOvp8fvnhB596fgSeMZmZgWeMKSP0r1MncM8abrj/0b7AKZ77GemOHQs8i4ws6GV4GnbHjvn1M+Oss1xy+HDofYr4VmfSop6QLtL9bU2Dc7su4Z5f1jQm/sGDPjlyxK+eyQG9wEs9glWbcennmmkzkBeurFaZRo89e9DmRJo2DTyfrWWKRy/rsxj1tXevP9jOjExTZ9Huf7tu8VwbXU3dmTa1e7cvpF2Eyx9+KHutWoE2bn+vWfPHOw51i3cc7gfruwf3j9Ej3P0KOdu3e+Wrr8rU89It557rUfcl2m4od8Qzepq2jfsVDu9i1DH+wNfojHaMOsL7Gn5nnOFS97A/+K5GuLn3Dx0Ck0DbOfNMd7C+Id+Uz7y34Zdu7r333pMNGzYoHgqIzWERevjv3LlTP7cffPBBxSv5LnkaoDbATl4ePuyT1avL1AvKL0VFHv0y/PzzUmndOkPdQC71cPbpF2Pjxh798MOLA/GbN8/QaqChN2iQpYxFUen9/7o5RBuQeFgm4vbv98nXXwcM0IYN8fIWgR9uzJwct75x8PLBwx9+RifkgbyRFuXJz8/UBhPS1q7tUo0vvEGTiG7WuHad0LYLCwMPGcMDD5yNG8skM9OjdbO+NKErHgKx/Kx5bt5cpg1/vz9TGRX+cgaakYl8jQ5164bmY+IYfWFw4CFq5WjKZvyQBobK1q1e/TCGAWrkGP3N9fr1XnXD+5XRkake0r4Quday4NyeD/yMHCMXflaHNFu3+tSD26f2/nVpY9gajnN7e8YPGbRDu2z7tV0OrsEcRkCXLjmqXOFiBPysZSkqCrRh6NGyZaANI5Y1zv79Xt1WcW+deaaoH3CB9hOu3EZP1Nm+fQFjqXVrt25v1vpDvqZNqaXw9H0ITi6XR3JzAz8crfIhN/AiEzVoP0PrB/lIG4lZvDxQXpR/3boyfd/iRYz2ZHT0ev36GQKDCoyMgQU9wQnXzZoF2rjhhvv/u+982liM535Gur17Q2VBL8PTsIPxAl3PPDMryM8Y6YhvdSYtOIJ1pPvbmgbndl3CPb+saUz8HTt8ynDxqrFtbmVkBH7w4wce6isvD20hYIxDXriyWmUaPVDnLVu69Q8C+30Rj17WZzHa5LffBu5HtLOAwRna1hN9B9h1tl4b/qbuTJuytwvTZswzzFp2/BhDG7e/16z54B2HusU7rm5dV8i7B23D6GG9n6zpUW+LF5eqd5RHevTIVPXv1fealbvRyfBEGaA3HH6kwWhEPaO+jM64J1BHX35Zpt5xIh06eMT6rka4uffxkQgfh/Lz8eM58APQ1IUpn3lv60zT6L93331X7rjjDq1xRkbADrGq7/XChhD1rtiqj7m5uTJ+/Hh9nsx/NECTocY0JEACJEACJEACJFCNCHz55Zfq6+8Zsnz5cvUDQX2lsjkYm8dVFyT2hHfC0QB1giJlkAAJkAAJkAAJkEAaE+jWrZv60psX1vhEsS666CLVA6fGlznkaIA6BDKSGHTZ4tP+Tz/5dBf8Dz94VXeXV3WTudR6W9kyf36xLFxYrLshd+5El7tL1qwpk8suy1ZdiWWqwtWgLYvbtKlMpQv1swRHPf3661LV5SECGRiDg27Biy/O0uNMt24tkw8/LFONS2TgwPLyMT4JXRozZhTp8Zj9+mXK//1fqRrD53wTWr26VK05hrE4brn88izdNfj++0W622Tr1pO66xZjdBBPrRAhd9+t+qssDl1rH35YpLrXAuMU0F2CcaN33RUaz5JEd7PhesqUk2pogTVEdHcLxpr27p0p//xnaUidzJhxUg0FCMSBvpddFmCH/Dt29OhxSlZp335bFqxv6IU6aNAgtA8aY6SM/oiDbsL8/Iygjlu2nJJhlW3OIRNjSjFGyuowPnDSpMIgF2sY0rRtm6HH/1r9w52XlfnVGKBAV4wJR1erVWeMwbrnnsi8kW737lAZRpb9aJhhfBjGKqtJmuXc0qUlmivG02K8Frqk0e28aFGx6mLNkF/9SjX8MA5tZdGiEh0H40qnTTupeV94YZbuKsS9iXxRnv/4j1rq4Ywxn4FuROTx8ceB+3r48FD5R44Exhiiq2/t2jJ9z2PcGO5BDDkI1ya3bYuPB4oBvTEG+u9/Dzw/oCO6A3/+8yw9jAJ5rFxZKjfckKvrpago0KWMNjFpUuDesN7/6GaGbvHezxgysHmzN+w99be/Fan7Vg1uVw7jJ+Hs96T2tPwHHhgK8MtfBjji3oauaGuR2iySowy9emXq9o57EcOdwrV9S1ayYkWpHkuIYQqtWmFsNcYKZ6huxTL9/P3rX4tVN22GjBgR0AVlRdf0yJGhdWyViXO00/z80MaJ+wT3BZ6rKI/9nrTKWL++TD33MDTFLzfdFMgLbW327GL57LPAOwLl/cUvyj+frXKSPUddzZpVrNuQ0RPt6osvQtvF4sWBe80MnYFOzZplqO5rdE2LDBuWLatWlQafc1Z98I5r2tQlS5eWqm0dA+8eDMWxPzt++1vbQ9giBEwx/to4zG04ftwn550Xyv6zz0oUT7x/RQ318Sh9SqR7d48eaoT7Eu9BdMFj6NOcOYE6wpjpI0cCXfA//ojx+T5VrtJgOwcP6ItnNPLF+9qeb7zPNaN/VToWqQfFvHnz9F8kvS699FJVx8PkoYce0ss0zZ49W3FIbpZ8aI1FypH+SRNAA8ZNifGDHTuKnnSyalXA0IMB+u67xXrMlsng1ltztB8MULxA7A5GabIO8ho1cin5pwYXd+oUaAKY3PH442rgk3IdO5Yf+wEDFA+oF14o1IO18YD68MNiuffe6EZGMrrCsJ06tUj698/UBige/tOmFal1yLLVg6JEG8I33ZQt//M/gV9it92WG5LN99/7gmUxATBGoxmgGNcD99RTJ5TxYlKdOmJsIAzQTz4plt///tTD8bnnCvWYWMQcMCAzaIBOn16kH+R23TCAHmmMgyF9zTWhLzb8SDF1gXgwwq+9NldNLgnoiPGgf/iDGk0fxY0cmS32vH3KFrDKtSe///5aeoyg3d9+jQkaW7aEGkto53bZd9wRvW3gZRSPww+yZ54JMEMdYLyX3c2bV6IemoF2feONOdpoxOS9Z589qerNE9EA3bXLp+PAcOvcOVefd+6cITBAYTg+/fSpuhozBu3MpQ08jNVWazMrA7BEv0jtBigMIbwU+/YVPZYMYzYxJhKGnnEYA2dtkzBg4nVg17ChX958syhYF127enSbQx74oYl7CIb3668XqTHOPq0njDNrPXXuHLj/8VL/xz9K5Pbbo9eZ0Q/PIeRt1d+E4Udcz56ZSj+3Ngjhj/yt+Zq41iN+1BoDFD/0YIThB2asdM89l6eNTnMvhmv71nw+/bRETeKCAe9WP1Jg5GLCVobgvjrrLI9uA/ghaQxQlHXTJm9MA3TNmlKVPvTZifvE6D9+fC257jqrJqHnMPReekm9LJRDGeAwdnHWrED9aQ/1X58+6hdvBTi02UmTTgrmKBiHHwYwOANtP+A7d26xfPpp6Ltp3Lhc3X4wnh0GKOoP7S6cGzs2R159tUiN4Qy0PRhzhpGJH80ANXVn4uIHAj4C3HBD6HMUhjsMXUzgeuih2vLGG0Xq2VFLt0m13bm+v2GAlpV5gvn/+te5agy8Xy65JPCuDsw3OPVDC2NUUSf48YUf3TBe1XRTo4o+4v2Trg7d7s2bN4+qfgFmdilXv359HTfaJNKoglRgoAXEihUjHJ9kMTMq3j1CS9UbbNu2berXYr4aQN84hnQGkwAJkAAJkAAJkAAJVCSBa665Rn0QuSauLO6777644kWLVP5TQrTYEcLmz58vY8eOjRAa6r137165+uqr9XZOM2fODA1M4grLAmDALB0JkAAJkAAJkAAJkEBqBHyqu+zrr79Wwz9my/vvv69W3VinPzKmJrV8ake+gJ533nmqa7dReelhfD7//HO1Rp1fPvroI7WuVupjWV555RUZPXp0mJzoRQIkQAIkQAIkQAIkEC+BNWvWqKF196ohCmtDkrRu3VrPfu/Tp0+IfyoXjhig2LopOzswDmLPnj1qkO5BPTZg5cqVasHWUjUGq7cepLpjxw41zma9nmGFMMy4Qrf9Tz/9pK1tpGvatKmOD5lwiI9lAU6oFWQBBINd+6qBVQiHhX5SDbDcvHmz/uvQoUMqLJiWBEiABEiABEiABGokgUNqlic+6MG+evLJJ6VTp076HDYWPvYNHz5cjatdqiastnWEjyMG6IoVK+Svf/2rGpT+ppphuEJ/ssVsqhYtWqgBu/u11Tx16lRtJG7cuFEN3j2sZn/PV4OdW+tPu3/4wx90QbGi/pQpU3ThXn75ZV1AbPuUqUYYI13Xrl3VDPE1cs4556iB4s+qSTortWEKI7Vly5Zq8dhTBuh//Md/qIkIgUkqMHTvvPNOR4BRCAmQAAmQAAmQAAlUNwIYFon5PAsWLFCbHzQJFg8fEa+66iq1as7F2hCF/eWEc8QAtSuCCUYwJM866yxdmFGjRqmlThbJ9ddfr7+OLly4MLjZ/auvvqoHvY4ZM0aLWbVqlZpZeZeaMbpbfw2FJ8aN/u1vf9Nd9qtXr9bGJPyQBqCwJMDll18eoga2tqQjARIgARIgARIgARKITQAf8wapJQKsxqdJhfVBhw4dKsuWLTNeKR8rxABtqDY7h/EJh3Ge+Dp59OjRsMo+9thjahmEMj0rfsuWLfqLKCLiC6px559/fnC8aLt27bT3MbW4V7QZ9C+99JJJziMJkAAJkAAJkAAJkEAUApjLAzsskoPdFe9qR5FkWP0dmQVvFYhzWMpWh/EEmFUVzn3yySdy5ZVX6kGvGFuAtaXgMFHJOKs8dMfDRZJn0vBIAiRAAiRAAiRAAiQQH4H+/fvrXmX0WNsdZsLPmjVLbfzQyx6U9HWFfAGNVxuM0cRAV4zPxNJMcJvU6s4YLxqvgcmu9nhpMx4JkAAJkAAJkAAJhCcwYMAAtdPiELURwkg93rNz58669xl22dy5c9XOYa30EprhUyfue1oNUHzlzM3N1bOsoDpmtGPsKBxmz8fj8HV0586darvGQrWLS3y7eMQjl3FIgARIgARIgARIoKYQQA/ztGnT9BydJUuW6K02MUSyXr16aifCUTJhwgRH7azTaoDmqP3ibr31Vpk+fbraVvF/9ISlm266Se2b/J3ar3Wrnu0eq+LxyRhfTDFL/vnnn48VneEkQAIkQAIkQAIkQAJhCGDIJObmwGFGPMZ9JrvXexjxIV6OGKAYw4k/OEzVx5/VPfPMM8HL69RmuPgzDjPYER9rgWLyErrUrVtB/eUvfzFR9RFGKyxz42644Qa1T/a1Op3xq0pH7Id87JhfzSoLDLfFXswtWmSoXxSBWfrXXput9z92q+Dvv/eqinYF90M+//zAeFdrebp1S77KsI829oh++GGP2gbVLdiDF/vkwnXqlKF+3dRSS1eJWsP11F7AJu+sLJcafOyW//zPWmpCmV/vGT58eOgeuCZuqsd/+7dM9akf+zQHdMvLc6kVD3LUsl0ZcvbZHr0XN/ZQv//+XL2Pc05O6IoH2CscZalXL5D+5Emf2pc7ulaoE7jf/a621K4dKg/py8oCfkOGhJb5vvtqqWXCXOrrvU8xCeQHOf/+77nSsWN5jj17euRPf8oT1DfS7N3rV3V+Kh3Sgr/RH3FMOYyO2KvcyEB8u0O9op3ZHfI0cu1hJk1Jyamx1/Y45hrDsNu3D5WPdm5kQ+cDB/yq68akCH8Mt6d7uJjYMxrlLS72qVU01P7BYW6BX/wiS83ezFLPEZ9up9AB99xvf5ur+Ibqas3jzDMzdJyGDTN0nSC+4d29+6l8UZ5atQJtAGWFTmij2Ge+oCC0/iC/oMClxrMH/LF3d+PGbtWr49f3vql7e5s855wwBbMqazmH3tnZLr3XO/QCGzMcCXkhj5tvztF+2N8ae1iDR36+K1hPqHPzXIK8wYND27Ylu3Kn2Hf+lltyy/nD4ze/ydXPFXRigQMc5Jv2oT1s/6G+cnJOccS+8G63S9W1P2o6lMHcF7gXsZ95uLZvzQ7tpG1br5pnIGoDFXewnjp39ui6RxswMpEOZW3bNnIbMrJ79MgMltf44T5BufFcjfXs7tUrU734XaqNm7bmV2tguwX1V7euS9cpymuYmjycOkLu2LGhz63cXJdcdFHojXzFFdnyi19ka32QN3Rq2jTwTlOdmNr175+p3imeYJyAb+Ad17SpS26/PVe1iUB9ow5M2zDPDhM/3LFduww1sflUW+nQwaPfm/a42JN+8OBM9f7FvBSX3ise9yryh0N9YC947Odu6gjP8n8taa7fNx07elT5T0nGuwZ1grbjcmWoydbl71mrbqdSpucZJpFXlPEJIuXpnQZOeHBisflknVkEP9n0FZku8HLyK+M6cMM0a5ahGzYekoWFfv3QP/fcwI26cmWZrFpVKuedF3jY4cFnd7jZknVdusCg9cvAgVn65v/2W69aRzVgcLRr55F+/bK0sWz8rPnAAIVhduWVOeol71fru/rUGJHQB5M1firneJBffXW2WhkhMHENL9irr85RLxeffhju2eNTX7zLBNywWAJ0s7omTTLkttsylSEXYH7kiE/N7As/Cc6kw0sb7uabc4PpTJhJj3wvuCD0R8ENNwTimzgmDR5+eOjZHQzoUaMC9Y00S5eWqa/93pBoeCDfdlstrYeRu369V78sEbF9e48ao1P+4W6EWOvV+OGIF7qRa/XHOdJAjwMHonNCXI/HpQ0KnBuHHzRGttEZD/NoDvUUj8ND/vrrPapt+tTWcKVqHeHyOvbvn6Xbw6ZNXvn88zJ1b7n0PYcfAmp0TkSHekecffv8+n408Y8f96sfEB71YzmQL9oPXsZwKCt0Qvtr394dbKfWTGDEmhFBuI8bN85Q7UHU+Kos/VI2jKxpYhlO1rgwHMEXxgD0ABvo6PUGftDgBTliRKCtoi1Cd9yzuJdMPVnbCTjUqRPatq352c/xHOrePXz8ESNydNvfvTvwYwBpId/ka5eFazsPPAPg0NaipUMZ9u4NtAfci/ixH+75pYX967/AD4IM2bPHqw1O/OgHLxg2uGdNGzBpUFbz48P4hTuiTdSte8owQhwY3viQEI9eMICHDs3S7QkfCvCsxvtj0CCPeicE7ndrnSGGkw4fGK67LlB3Ri5+5MAwtrqf/Sxwr+FHDhx0wvMJP9jAD+811J95rwViBf7HOw7P7j59MrRRDV/8UDN1bG8H1rTmHD8OrM+Oli1DDVITb8AA/NBwqw1svLrtX3lltjbujeGL+xsGKHTG+wJ19Mknper+DkiwvquNTPCAvrif8BzARxG7gzGerg69yWYYZKQyYMnLhx9+OFJwQv7JWzMJZcPIJEACJEACJEACJEACVZVAvrK+27RpE6Ie5uNgXXYMc+zRo4feNCgkQgoXNEBTgMekJEACJEACJEACJFAdCIwYMUL1nIwIWxTsconhjljX3SkX2l/glFTKIQESIAESIAESIAESqBYE+vTpIz179pQZM2Y4Vh4aoI6hpCASIAESIAESIAESqJ4EWrdurddqd6p0LrUWZ2AWilMSKSeEgFpCSy2qL5KhxiWruVZ61rY5D8ykw+SQQBLEwx/iwSHcxMU1ZCEMfok6IxvpjEz4wSF/k69pDUanQIxA3gjDDGQcrfGMviZuKsdIOpk8oTvOEc+cI3+rDqYssfyMnuAKhzLbZQVCAvlZdUA8ez7m2sRDHCtHhMPZ/bxqDhLKYvyNHKM/rhHHKs/EDUgM/T9cPohhl2tNZdLgCNmR5FvbM3Q2zi7bfm3imaNhHm5Gu4mDo9HL6IN04It0Vj6IiziIb9IYXoiPcxMfcY0zepo6gwxzbtIjrokHP6ODqTNrmJGLONY8TZxIzOLlYZWPc+hr2Jg80FbgTHnNMeB7Si/EhzPcUG6c2+MHYp3636SDj7WMuEaY4W3ioa5wbo+L+FZn4iA9zsHKyIqkk8kDchAH8eEMk8DVqf9NfBytca35GDnmaFLjGn/hHOThD/la84afVY41zCoH8eAQbtKgHqGXaWcIt8bDtZMOsg0Ho6fxwzXKES5/+OHPpLHLsOpo4hqW1vIatohjwq1pcY4wtTKQvv9NuzJ5m/xNPByNfOgEZ+Kaspg0uEYc3Ifwwx/Owd7ogiP8EM+U0Vo3Rj7yMOl0plXsP6zlOXnyZDUJb0/cmmFr9JUrV6oJev+uVkD4hUycODFm2sGDB6vJWrlq4ujsiHE5BjQiGmcC7C/YaEvTmIYfKWe7rEjxwvmHkw0/48w5brJwzpp3pDjh0iXqZ/RAOnNuzw/XkcKs6ax5m/hWP3NuLZvxsx/Dpbf7mWu7vkaWCTfXOMLP7h/u2u5nlWE/jxQ3kr/Rw3q0yzTXkVjZZduvTXpzjCTHhJujXU64dNY4OLdeQ06k+kCYiWuNYz1HHDgTD+d2HaxhCIeLJ441nT1+QErk/8PFN/LChYWTZOIjzHoeLq7VL1pca1ikc6ss67mJD/7Wc2sc+7mJZ/zD1Z0Jw9HEN0drmPXcyDFHa1i4c8gLJ9P4xZJj4kG2OQ9XjyYsnA6p+oWTbfezXxt9w/mH0wfx7HFjXVvlIG5ghYCAbzh5RieTziofhqFxVn/4oY6s72fruUkTrk5MGI6R9LHGqcrnf/7zn+W5554rpyLWA4XDMph33HFHufBkPWiAJkuO6UiABEiABEiABEigmhDo3r27Wi/1hnKlMeuBDh8+3NFJSDRAy6GmBwmQAAmQAAmQAAnULAKXXHKJ4K+ynPqgTUcCJEACJEACJEACJEAClUeABmjlsWZOJEACJEACJEACJEACigANUDYDEiABEiABEiABEiCBSiVAA7RScTMzEiABEiABEiABEiABGqBsAyRAAiRAAiRAAiRAApVKgAZopeJmZiRAAiRAAiRAAiRAAjRA2QZIgARIgARIgARIgAQqlQAN0ErFzcxIgARIgARIgARIgARogLINkAAJkAAJkAAJkAAJVCoBGqCVipuZkQAJkAAJkAAJkAAJ0ABlGyABEiABEiABEiABEqhUAjRAKxU3MyMBEiABEiABEiABEqAByjZAAiRAAiRAAiRAAiRQqQRogFYqbmZGAiRAAiRAAiRAAiRAA5RtgARIgARIgARIgARIoFIJeCo1N2ZGAiRAAiRAAiRAAiRw2gjs379fGjVqVKH5Hz58WC699NKoedAAjYqHgSRAAiRAAiRAAiRQPQgMHDhQ3O7K6fw+++yzo0Jz+ZWLGoOBJEACJEACJEACJEACJOAggcoxgx1UmKJIgARIgARIgARIgATSmwAN0PSuP2pPAiRAAiRAAiRAAmlHgAZo2lUZFSYBEiABEiABEiCB9CZAAzS964/akwAJkAAJkAAJkEDaEaABmnZVRoVJgARIgARIgARIIL0JcBmm9K4/ak8CJEACJEACJEACcRHYs2eP7N27N664qUaqV6+etG7dOqIYGqAR0TCABEiABEiABEiABKoPgZdfflkef/zxSinQlVdeKbNnz46YFw3QiGgYQAIkQAIkQAIkQALVi0D9+vWjGoZOlPbee++NKYYGaExEjEACJEACJEACJEAC1YNAZmam9O/fv0ILk5+fH1M+JyHFRMQIJEACJEACJEACJEACThKgAeokTcoiARIgARIgARIgARKISYAGaExEjEACJEACJEACJEACJOAkARqgTtKkLBIgARIgARIgARIggZgEaIDGRMQIJEACJEACJEACJEACThKgAeokTcoiARIgARIgARIgARKISYAGaExEjEACJEACJEACJEACJOAkARqgTtKkLBIgARIgARIgARIggZgEaIDGRMQIJEACJEACJEACJEACThKgAeokTcoiARIgARIgARIgARKISYAGaExEjEACJEACJEACJEACJOAkARqgTtKkLBIgARIgARIgARIggZgEaIDGRMQIJEACJEACJEACJEACThKgAeokTcoiARIgARIgARIgARKISYAGaExEjEACJEACJEACJEACJOAkARqgTtKkLBIgARIgARIgARIggZgEaIDGRMQIJEACJEACJEACJEACThKgAeokTcoiARIgARIgARIgARKIScATMwYjpETAX1wsvkNHxJ1XS1x5eVFlhYvrO3hI/CWl4m58hrhcrmD6SP7BCDFOwuUVI0m5YCdklBNq86iMPGxZOn4ZT13Z4+Dad/yESFamZOTVjtl2jNKGl5SWiGRmqT91i5eWhbQf79bt4i08KZ7OZ4vbXf1/g9rZGlbV7RhPOX1Hj0nZdzvFc0YDcTdpHILAtB37s8rIdeXXE//h+J5lIYJjXBj5eMZJSUnU56VVR8nMjBo3RrZRg6FTMvdfVKEMrHIEot0PdmWtbS/Wu9yeltfhCVT/t0/4clear79YPVD37hP/seMx8wwX13fgoE4vfn9I+kj+IZGiXITLK0r0sEFOyAgr2OJZGXlYsquQ03jqyh4H196dP4hv99642o5R3PDSaVW78/10oFz7Kdv2nXi/3STi85lk1fpoZ1tdCxtPOX3Hjum69+3ZVw6DaTv2Z5WR6y8qivtZVk54FA8jH8+4SDqY5NZw67kJd+oInZK5/5zKn3Iqh0C0+8GuQUW2N3teNeWaBmhNqWmWkwRIgARIgARIgASqCAEaoFWkIqgGCZAACZAACZAACdQUAhwDWgVr2vvjHvGpcZ9w3h93iys7O6yW3v0HxKXGc6mBfGHDo3n61fhCr+redauxYKk4/8mT4t31Y1DfVGSFSws90R2W0ahhuOC08fOdKBRvlLrS9ZybG1Ievxqn6T+hxoE2aRTiH+vCX1YmXtXFijF17pxsseft3bdf/GosIPTxear/IwBsxZ0RC1u1CPcdPBy9ne3ZK96fDqox6Wo8ekF+SJmDz4SG9UP8ceEvVO1XDQnxK/kVcS9ivCXaI9q8fi41KCing9UDz0jJyRGUtyL0QV4+Nd7VpcbwJ3r/WfXkedUngOcl3ekhUP3fPqeHa0q5HrhilB6Mb4TUfuAuyex9nrkMHo898F+Bl03QJ/GTM1YuTDyRJUXx4mVy4k8vWnycP/V0Okvq/3Wa84IrUWLx3E+kcNL0qDnWefpRyex1bjBOyeJ/StH/N08azns36BfPiXfnj3Lklnsk94ZrpdbYMVL88QIpfGVqSNKMDm3l2MNPhPhV54uc4ZdLVr8+1bmIumzHn3lJSld8Eb2calKbYIJbBNfwnx+XCyn+x2I58ZdJknn+uVIwfWK58FQ9iv8+Xwpf+5+gmAYLP5SMFs2D1/aTg8Nu0EYx7peC153XB/kV/j91v3rckvX//mzPntfViAA+oMg5Z1WjEqVPURL/dOZg2YrVr8tjalA8HQmQAAmQAAmQAAmQQM0hUKkGaIlaYmPy5MlyUnXbws2bN0/uuOOOmkObJSUBEiABEiABEiABEpBKNUB37twpM2bMUKtthC4pxHogARIgARIgARIgARKoOQSijgEtU4NzV6xYIeeff76sWrVK9u/fL7169ZImTZrItm3bZP369XLeeedJs2bNQoht375dvv76azVGPEd69uwpDRs2lNLSUlm9erWOt3z5cjn33FNj3Y4cOaLzQSDkNWhwamLMCTUJY+XKlXL48GHp1KmTdOzYMZgX8oAuGzZsUGsSZ2o9PTVgUkUQAE9IgARIgARIgARIIA0JRDVAC9XMx/Hjx0ufPn20AXno0CF5+eWXZdSoUfLBBx/I2WefLc8995w88sgjMnDgQF38t956S1599VXp0aOHHDx4UIc/+uij0rVrV1m2bJmOs3DhQmnePDDAHDLHjh0rrVq1kq1bt2r5SA/DcseOHXLfffdJVlaWtG7dWl544QUZPXq03HLLLVrOa6+9po9Il5GRIbNmzRJjgH744YdaZ0SAgdyvXz8dl/+RAAmQAAmQAAmQAAmcXgJRDVCjWps2bWTcuHH6cujQoQLj7t1339XG3sSJE+Wzzz7TBigMRhiFMEgvvvhi3dX+4osvylNPPaWNQ4z3/Pzzz+Whhx6SWrVqybfffiv4+onwLl26CL64Qj6+ul511VXaeMUXzz/+8Y96G8otW7bImDFj5MILL9TGLxSCkQt9YIDiz7j//u//FhjQcAMGDKABasDwSAIkQAIkQAIkQAIRCPjULnno4UZPt9fr1T3PsMXwMdBJF5cB2rdv32Cebdu2lTPPPDP4pRFfF9FFDrd27VrdFQ4DEQ57lw8ZMkTee+89+e6770IMRB1B/VdQUKCNT1zj62Xnzp1l9+7dakvgEt1lP2LECFmwYIGJrrvnv/rqq6ABii77cFBgxJqxpjVhv+sgIJ6QAAmQAAmQAAmQQBIE1qxZI/fee6+256zJ0QuND47oEXfKxWWA1q9/amFiGHP2a6MMvkaia91qELZs2VIHYyxn3bp1TdTgsV69esFznOArJqxvjPmEAYmvqgcOHAjGQVd+fv6pBZSt40WDkdSJVQerP89JgARIgARIgARIgARCCWBIJIY54mPgk08+qefd4Hzz5s3yyiuvyPDhw2Xp0qWCD5FOuLgM0HgzMpOTUAh82YTD10q4du3a6UlM+iKO/2BYouAXXHCBjBw5Mpjiiy++EGPUBj15QgIkQAIkQAIkQAIkkDSBmTNn6t5n9DrDnjOud+/eelgkhlbCEH322WdNUEpHR5dhwkQffOWcPn26HD16VHbt2qXHiuKrJfzr1KmjlcUseXSxR3P4Ejp48GA92Wnjxo36a+j8+fP1pCiMFaUjARIgARIgARIgARJwhgDGfQ4aNCjE+DSS89T2vZij88033xivlI+OGqAwMDFhCGNC8an2pptu0mNCn376aa0ovmpiKaXbb79dL0IfS/s777xTD37FrPfLLrtM3n77bXnwwQfLLfsUSw7DSYAESIAESIAESIAEIhNo1KhR1N0psXOl+ZAYWUr8IVG74PHVcsmSJSHSnn/++ZDrYcOGCf6M69atmzYUMR60du3akp2dbYL0+E4ssYTZ6bm5uXqSEma7W50xVuEHi/vRRx+V3/3ud4IxpNaxpwh/6aWXcKh2LrN7Z5F/rdXvLyoSd37oOFlT4Iz2bcR9BtZMdRmvuI9+NbNN1FaokpHabxDo5uneRVxqHdaKcNAzo/mproCKyKMyZLob1Ff7vPdQWYWvK9SzC3t0W5yrQLFVdZyoc+Vki+fsDuJudIZOas/bd+SouBsUiKteXaVNeH0SzbMqx9f3UJPGVVlFx3TLaNVCxIseovD16lc9T37Vg4RQl1qJxOqCzwTPqdVETLirfr54zu0mGa3ONF6OHt0NG+j7w+/16eeSKyv688TTrZP4i0sko3XF6IPCZbRoipmxjpaTwqoeAZfFRql62lWuRv3795dJkybJokWL9OpB1tzXrVunVzMyKyJZw5I9r7C7y24sWhXEEkyJOBixVkM2kbTpGLdg+kRxNw0YXWWbt4q/MLB1qb0sdR66TzxdO4lLTQxL1PmOHhPv9u/EleKyCll9e0nulb8I6puoHrHiGz1jxavq4dkX/0xq33N7xLoKV89Zfc+X7EE/S7hoGU0bS91n/ltc6gcgXPbA/lL7rluDeRf/Y5H41CS/7OFXiLsGvGDDsU0YapokqH37v0d9JpT98KOULvtcMju0E0+PriGlMvea+1/txhqYfeG/Se6vrhXfdzut3o6dZ19ykdT+z7HiP35CP5fcBacmmobLpGDKX0R94dBxw4U74Zd7w3XKSM91QhRlVGECeF7SBQhgyUqsXIR5NxjviVWJMKF706ZNMnfuXL1ee1oYoKxQEiABEiABEiABEiCB9CCAHSWnTZsmjz32mO79Xrx4sV6fHasVYQOiCRMm6DXcnSpNhX0BdUpByiEBEiABEiABEiABEqh4Alh9CAYoHCaLY9xnpOUuU9Um8b7bVHNkehIgARIgARIgARIggSpNAN3vFWV8ouD8Alqlq5/KkQAJkAAJkAAJkEDFE5gyZYrgLxH397//XRo2bJhIkmBcl9pt6F/zrYN+PHGagNrZSU35D/zFkm2L61fXej6rbaJRJP9Y4kPCbXmFhMV74YSMWHlVRh6xdEghPJ66sscJXiPfeNuO0VHxwm2NrXBxc9vbj0/NgtZdHzVgAhKQBFna7iGDq7oc4y4n1lEGi3A8wtxrIXLDhKfKL0Q+hMXKwxpuPU9VEUv6oE7wS/T+s8jhaRoQiHY/2NWvoPZmz6YirzGOc/LkybJnz55y2XzyySd6KU2sB4rF57GBENZ0x1jQ48eP66+h2P7c6l5++eWQ3SlNGNZxx2pHs2fPNl7ljvwCWg5JBXiEe9BHysYWN9IM90j+kcSG9bflFTZOLE8nZFSFPGLpkEJ4PHVlj2O/Tih7VSfa6FSJzNGavibMfLeWNyWWVkFV/Dzuckb74RHmfg6RGyY8VSwh8iEsVh7WcOt5qopY0pfTyRLG02pGINr9YC9qBbU3ezan6xrrgO7cuVPeeust+fnPfx5Uo7S0VD799FO57bbb5NZbb5WLLrooGJbKCceApkKPaUmABEiABEiABEigGhB47733pG/fviHGJ4qF2fFYngkz4bHTpVOOBqhTJCmHBEiABEiABEiABNKUwJEjR/SGQZHUx3q99hQ4AABAAElEQVTsBw4ciBScsD8N0ISRMQEJkAAJkAAJkAAJVC8CF1xwgWAc6Pz588sVbOPGjTJz5kzp2bNnubBkPTgGNFlyTEcCJEACJEACJEAC1YTA9ddfLx988IH86le/kj59+kinTp109/v27dtl4cKF0qxZM7nnnnscKy0NUMdQUhAJkAAJkAAJkAAJpCcBrJyCCUgY5zljxgx5++23pbi4WFq0aCG/+c1v5O6775aCggLHCkcD1DGUFEQCJEACJEACJEAC6UHg4MGD2qh84oknpGXLllpp7IR0yy236D8s54cZ8FiQviIcx4BWBFXKJAESIAESIAESIIEqTAATiubNmycbNmwIqyW+iFaU8YkM+QU0LHZ6kgAJkAAJkAAJkED1JdC6dWtp0qSJ3HjjjdK0aVPJycmJWdjLLrtMHnnkEbn//vtl6dKlkspOSDRAY+JmBBIgARIgARIgARKoXgSwvuecOXP0eM9du3ZJYWFhzAJisXo4GKzYKQld9sm65FMmmyPTkQAJkAAJkAAJkAAJnHYCbdq0kf/6r/9KWI/77rsv4TT2BDRA7UR4TQIkQAIkQAIkQAI1mMCOHTtk69atgnGgbdu2lVatWulzJ5HQAHWSJmWRAAmQAAmQAAmQQJoS2LRpk+Dr5vLly0NKgAXo//SnP0n37t1D/FO54Cz4VOgxLQmQAAmQAAmQAAlUAwLHjx+X6667Tr788ku54oor5Oabb5bc3Fy59dZbZfPmzXLNNdfInj17HCspDVDHUFIQCZAACZAACZAACaQngTfffFMwGemjjz7Si9Fja05MMsI6oV999ZWUlJTIxIkTHSscDVDHUFIQCZAACZAACZAACaQngfXr10uvXr2kR48e5QqQn58vw4cPl7Vr15YLS9aDBmiy5JiOBEiABEiABEiABKoJARiZderUiViavLy8uNYKjSjAFkAD1AaElyRAAiRAAiRAAiRQ0wgMHjxYLy6/YsWKckXH5KR33nlH+vTpUy4sWQ8aoMmSYzoSIAESIAESIAESqCYE+vbtq/eEHzp0qMyfP1+XqqioSE9I6tevn158fty4cY6VlgaoYygpiARIgARIgARIgATSkwB2Rlq0aJHceeedkpGRoQvh9/tl//79cvfdd8vHH3/saBc81wFNz3ZCrUmABEiABEiABEjAUQLYD37ChAmyd+9e2bJli3zwwQfStWtXqV27tqP5QBgNUMeRUiAJkAAJkAAJkAAJpB8BjPUcP368LFmyJKg8dkPCAvRTp07VXfTBgBRPaICmCJDJSYAESIAESIAESCDdCRw5ckRGjhwpXq9XHnjgAWnfvr1eB3T79u3y+uuvy2WXXSZz5szRW3M6UVYaoE5QpAwSIAESIAESIAESSGMCb7zxhhQXF8vixYulcePGISUZM2aMDBw4UN5//325//77Q8KSveAkpGTJMR0JkAAJkAAJkAAJVBMCWIgeRqbd+ETxsAbosGHDZNmyZY6VlgaoYygpiARIgARIgARIgATSk0CtWrVkw4YNEZX//vvv9VJMESMkGEADNEFgjE4CJEACJEACJEAC1Y3AJZdcIvgK+vTTT8vBgweDxcMe8K+88orMnTtXLr300qB/qic0QFMlyPQkQAIkQAIkQAIkkOYEYFxifCeMzdGjRwdLA6P00Ucf1ROULr744qB/qiechJQqQaYnARIgARIgARIggWpA4MEHHxRMOPq///u/YGk6duwon376qXTp0iXo58QJv4A6QZEySIAESIAESIAESKAaEDjjjDPkyiuvDJYEi9DD+JwxY4a89tprQf9UT/gFNFWCTE8CJEACJEACJEAC1YDAe++9pyciYdyn3S1dulTgv3PnTnG73YKvpZi4lKyjAZosOaYjARIgARIgARIggWpC4N1335U77rhDl8bsBW8tGhaoh9u6das+5ubm6l2T9EUS/9EATQIak5AACZAACZAACZBAdSLw5ZdfCrrfly9fLnXr1i1XNGzRefz4cZk4cWK5sGQ8aIAmQ41pSIAESIAESIAESKAaEejWrZtecD6c8YliXnTRRXqnJKeKTAPUKZKUQwIkQAIkQAIkQAJpSuCXv/yl1nzPnj3i9/uDi86fPHlSrwvq5BqgyIiz4NO0oVBtEiABEiABEiABEnCKgM/nkyeeeELOP/98vR885H7wwQfSoUMH6dGjhwwfPlyOHTvmVHbOGKDYvD4RpUpLS2Xjxo2yd+9exwpCQSRAAiRAAiRAAiRAAskRmDNnjrzwwgty4403ChacP3r0qNx9993Stm1befLJJ2XdunUyadKk5ISHSeXIF9D58+fL2LFjw4gv7wWj8+qrr5Zx48bJzJkzy0dI0AfLAmDALB0JkAAJkAAJkAAJkEByBJYsWSLt27fXX0ExGemTTz4RdL8/9NBD8pvf/EZvw7ls2bLkhIdJ5cgY0PPOO08aNWoURnx5r88//1yPLfjoo48kKyurfIQEfexbRiWYnNFJgARIgARIgARIoMYTOHz4sO5qNyCw+xHstP79+2uvxo0by5YtW0xwykdHDFCPxyPZ2dlaGQxexSb2zZs3l5UrVwq623v37i0NGjSQHTt26I3uMcMKYZhxVadOHfnpp5/k66+/1umaNm2q40MmHPYghSV+4sQJWbt2rZbTt29fQTjSwDrfvHmz/sM4BToSIAESIAESIAESIIHECJx11lmChejhysrK9PabsLewExKWX8IX0XPPPTcxoVFiO2KArlixQv7617/Km2++KTh///33paioSFq0aCH79+/Xa0ZNnTpVG4kY+wkrG932rVu31mMK/vCHP0inTp30ivpTpkzR4w1efvllrTa2fcrMzNRjRrt27Spr1qyRc845R5599lltxMIwhZHasmVLPVDWlPWbb74Rs2gqDN5WrVqZIB5JgARIgARIgARIgAQsBAYPHizPP/+8jBgxQjAh6cCBA3rIJKIMGTJEf/3885//bEmR2qkjBqhdhW3btgkMSVjT2LZp1KhRsmjRIrn++uv1V86FCxfKY489ppO9+uqrcs0118iYMWP09apVq+Suu+6S3bt3B5cAwLjRv/3tb/pT8OrVq+XOO+/UE5iQZsGCBTJs2DC5/PLLQ9QYPXq0FBYWar8BAwYI8qEjARIgARIgARIgARIoTwAz3Z977jl5/PHHta02cuRIMUszYW949Gb36tWrfMIkfSrEAG3YsKE2PqETxg/g6yRmU4VzMETxqRdGK8YWYJYVHL6gGoclAcx40Xbt2mlvzLrHeIRIbsaMGdqCR3ikRVUjpaU/CZAACZAACZAACdQ0AvhgiI+F+ICHrnfjsO+7065CDNC8vLwQPTFeE59zwzmMKcC0fxiYGBOK6f5wWATVOKs8dMfDRZJn0qC7no4ESIAESIAESIAESCB+Ai6XK8T4jD9lYjErxACNVwWsH4q1pdCljqWZ4DZt2iQYLxrLwDR5ABQdCZAACZAACZAACZBA+hBwn05V8ZUzNzdXz2iHHpjRjrGjcJg9H4/D19GdO3cGx3vGk4ZxSIAESIAESIAESIAETh+B02qA5uTkyK233irTp0/Xs66uvfZaPci1WbNmsnXr1rioYH2qd955Ry+UGlcCRiIBEiABEiABEiABEjitBFzqK+SpwZanSRWogLVAMXkpmS51dOUjnZmodJqKwWxJgARIgARIgARIoMoSmDBhgkyePFmwZntFOizphB7u2bNnR8zmtI4BNVrBeMRi88k6swh+sumZjgRIgARIgARIgARIoPIInNYu+MorJnMiARIgARIgARIgARKoKgRogFaVmqAeJEACJEACJEACJFBDCNAArSEVzWKSAAmQAAmQAAmQQFUhQAO0qtQE9SABEiABEiABEiCBGkKABmgNqWgWkwRIgARIgARIgASqCgEaoFWlJqgHCZAACZAACZAACdQQAjRAa0hFs5gkQAIkQAIkQAIkUFUI0ACtKjVBPUiABEiABEiABEighhCgAVpDKprFJAESIAESIAESIIGqQoAGaFWpCepBAiRAAiRAAiRAAjWEAA3QGlLRLCYJkAAJkAAJkAAJVBUCNECrSk1QDxIgARIgARIgARKoIQRogNaQimYxSYAESIAESIAESKCqEKABWlVqgnqQAAmQAAmQAAmQQA0hQAO0hlQ0i0kCJEACJEACJEACVYUADdCqUhPUgwRIgARIgARIgARqCAEaoDWkollMEiABEiABEiABEqgqBGiAVpWaoB4kQAIkQAIkQAIkUEMI0ACtIRXNYpIACZAACZAACZBAVSFAA7Sq1AT1IAESIAESIAESIIEaQoAGaA2paBaTBEiABEiABEiABKoKARqgVaUmqAcJkAAJkAAJkAAJ1BACNEBrSEWzmCRAAiRAAiRAAiRQVQh4qooi1IMESIAESIAESIAESKBiCZw8eVImTZpUoZns2rVLOnToEDUPGqBR8TCQBEiABEiABEiABKoPgaNHj8rYsWMrvECxDFCXX7kK14IZkAAJkAAJkAAJkAAJnFYCMPl8Pl+l6OByucTtjjzSkwZopVQDMyEBEiABEiABEiABEjAEIpumJgaPJEACJEACJEACJEACJOAgARqgDsKkKBIgARIgARIgARIggdgEaIDGZsQYJEACJEACJEACJEACDhKgAeogTIoiARIgARIgARIgARKITYAGaGxGjEECJEACJEACJEACJOAgAa4D6iBMiiIBEiABEiABEiCBqkrgnXfekXfffbdS1Dv//PNl/PjxEfOiARoRDQNIgARIgARIgARIoPoQWL9+vfz973+Xfv36VWihVq9eLWVlZVHzoAEaFQ8DSYAESIAESIAESKD6ECgoKJBPP/20Qgs0ePDgmPI5BjQmIkYgARIgARIgARIgARJwkgANUCdpUhYJkAAJkAAJkAAJkEBMAjRAYyJiBBIgARIgARIgARIgAScJ0AB1kiZlkQAJkAAJkAAJkAAJxCRAAzQmIkYgARIgARIgARIgARJwkgANUCdpUhYJkAAJkAAJkAAJkEBMAjRAYyJiBBIgARIgARIgARIgAScJ0AB1kiZlkQAJkAAJkAAJkAAJxCRAAzQmIkYgARIgARIgARIgARJwkgANUCdpUhYJkAAJkAAJkAAJkEBMAjRAYyJiBBIgARIgARIgARIgAScJ0AB1kiZlkQAJkAAJkAAJkAAJxCRAAzQmIkYgARIgARIgARIgARJwkgANUCdpUhYJkAAJkAAJkAAJkEBMAjRAYyJiBBIgARIgARIgARIgAScJ0AB1kiZlkQAJkAAJkAAJkAAJxCRAAzQmIkYgARIgARIgARIgARJwkgANUCdpUhYJkAAJkAAJkAAJkEBMAjRAYyJiBBIgARIgARIgARIgAScJeJwUVpNlnfQdlZ9826RUTkim1Jbm7m7idgfsexNW191IsiRPdpWtlTIpkmx3ro7bQFrLAdkhCK/nbpYwRsjf5F0khf5D0ky6yZme7vKTbJVi3wkxsrMkV0rkpMo/V/b4N0qWv5ac5RkU1DFSpkZ3k96UAWXFebEqL/KxltfIMmkjlWufb3PYtPDf7d0gOd4CyXHnSb6ncVJcjB5GXr7/TM0G9WJ0s9aXYWYvC9IfKdsrPp9ffO7iYL0ZJvb4Jt9wx0hlNnGNXpGYmXjWo5Fp6tpaJtMGrfHt5+HyNH6Qdcx/QKzskN6EJ6KnPd9Er2PlaTjEqg9Tn1nqPjVtK5psE2bqO9Eyx6uX4YH8cD/HukdT1cvkZz9CrnlGNfN00vc47kd7G7CmM7oYNomW2SrLqXNrPXvdheWey4nmYy9jounDxXeCk7Wcpj2Hy8vqd6hsl2z1LpPGGR3UM/Fca1Bc55FY2NuO/X2WaHmt8sz7EvfhUd9+9S6rLYWyTw55dyufAnG7XJLlrhV8Ptf21ZfV/g+krjSRThlDQt6xRu6Pvq/FJW7p6rlCCjzNg2WHntY2XyzH9T152PuDyqu+dPD01/ENBzwnver9YJ4peM+bd6SdQTATdWLy8ftFleDU+8kapzqf0wB1qHZPyhHZ7ftGNcOf1G3RUJp6uqhm/S8D9F9hfrdXNctGstO3SopcRyXXV0fHzfbUk91l3wjC6ykTMlGHvLd6l8pR/z7xZ7iUMdhV9pVtkULfITGyc935ymg4LDgibo6rnnRwDwjqGClPUy6T3pQBZcX5Ud8+nY+1vEaWSRupXPt8AR3taeEPHfOkqfproB4QvqS4GD2MvCbuLpoN6sXoZq0vwyycPpBRhn/+wlP15q6rDOijIXVt8ox0jFRmE9/oFYmZiWc9Gpmmrq1lMm3QGt9+Hi5P4wdZh3y7xMoO6U14Inra8030OlaehoO9/uz5IB7+ctz1gm0rmmwTZr0HErlP49XL6In84rlHU9XL5Gc/Qq55RtVWr0Xc49DH3gas6Ywupj0kWmarLKfOrfVcrJ599udyovnYy5ho+nDxneBkLWe8z8pD8oMyqP5XfBklyuxJwgC1vNOs94K97VjDUP5Ey2uVF3xfqufuAd92ff8eUse93u2Sl9FA3P4MqeWvF3w+57tbyzdFC6V+Rgtpmdk75B1r5G5WDFzqX4usHqqlWw3QwDvItPmTvsA9uV/lVdvVUBoq2Yhv2gSek36fK/hMwXvevCPtDKztADxwb3nVOw4/nPHujueZbZWRzufsgk/n2qPuJEACJEACJEACJJCGBGiApmGlUWUSIAESIAESIAESSGcCNEDTufaoOwmQAAmQAAmQAAmkIYHTaoAWFxfLsWPH0hAbVSYBEiABEiABEiABEkiWQKUaoCUlJTJ58mQ5efKk1nfevHlyxx13JKs705EACZAACZAACZAACaQhgUo1QHfu3CkzZswQP9YcoCMBEiABEiABEiABEqiRBKIuw1RWViYrVqyQ888/X1atWiX79++XXr16SZMmTWTbtm2yfv16Oe+886RZs9Clg7Zv3y5ff/215OTkSM+ePaVhw4ZSWloqq1ev1pCXL18u5557aumHI0eO6HwQCHkNGjQIVsaJEydk5cqVcvjwYenUqZN07NgxGIY8oMuGDRskMzNT6+nxRC1SMC1PSIAESIAESIAESIAETg+BqNZaYWGhjB8/Xvr06aMNyEOHDsnLL78so0aNkg8++EDOPvtsee655+SRRx6RgQMH6hK89dZb8uqrr0qPHj3k4MGDOvzRRx+Vrl27yrJly3SchQsXSvPmgTW3IHPs2LHSqlUr2bp1q5aP9DAsd+zYIffdd59kZWVJ69at5YUXXpDRo0fLLbfcouW89tpr+oh0GRkZMmvWLKEBqpHwPxIgARIgARIgARKosgSiGqBG6zZt2si4ceP05dChQ+XDDz+Ud999Vxt7EydOlM8++0wboDAYYRTCIL344ot1V/uLL74oTz31lDYOMd7z888/l4ceekhq1aol3377reDrJ8K7dOki+OIK+fjqetVVV2njFV88//jHP4pL7XKwZcsWGTNmjFx44YXa+IVCMHKhDwxQ/Bl36aWXBseaXnDBBVqGCeORBEiABEiABEiABEigPIE9e/Zo+61p06Y6EPN2YGuZD4flUyTnE9cY0L59+walt23bVmDQmS+N6H7/7rvvdPjatWt1VzgMRDgYjUOGqC2wDhwIxtEBlv8KCgq08QkvyOzcubPs3r1bMGEJXfb4ErpgwQL5xz/+IejaR/f8V199FZSALnt8IbUanwhEvpdddpn+w7ABOhIgARIgARIgARIggfAEfD6fPPHEE3o44+LFi3Uk9HZ36NBB92oPHz7c0ZWL4voCWr9+/aC22Fvafm0CjYUMg9C4li1b6lOM5axbt67xDh7r1asXPMcJDElAwJhPTFbCV1UYsMahKz8/P99chowXDXqqk3vuucd6yXMSIAESIAESIAESIIEIBObMmaOHOt566626F/vo0aNy9913Cz483njjjfL000/LpEmT5Le//W0ECYl5x2WAxivSTE7CuE582YQzXyvbtWunJzHFKwtfOvFFFF9bR44cGUz2xRdfiDFqg548IQESIAESIAESIAESSJrAkiVLpH379vorKIS89957eigjhk2iVxm93GYuT9KZWBLG1QVviR/1tF+/fvor5/Tp0wWW865du/RYUXy1xNfPOnXq6PToSkcXezSHL6GDBw/Wk502btyov4bOnz9fT4rCWFE6EiABEiABEiABEiABZwig5xkTyI379NNP9RDH/v37a6/GjRsLNhByyjlqgMLAxIQhLJuEsQI33XSTHhOKz7Zw+KqJpZRuv/12wSL0sdydd96pl13CrHeM53z77bflwQcfLLfsUyw5DCcBEiABEiABEiABEohM4KyzzpIvv/xSR8CHPhigmANUu3ZtOX78uHzyySchS2FGlhRfSNQueHy1xCdZq3v++eetlzJs2DD9Zzy7deumDUWMB4XS2dnZJkiP78QSS1jeKTc3V09Swmx3qzPGKvzy8vIESzj97ne/E4whtY49RfhLL72EAx0JkAAJkAAJkAAJkEAKBNDrDBtvxIgRei4O5t9cffXVWiK64LES0Z///OcUcghNGtUADY2a2JXdWLSmxhJMiTgYsVZDNpG0jEsCJEACJEACJEACJBCdALrfsbb7448/rpddwvybX/7ylzrRlVdeKb1799abEUWXEn9ohRmg8avAmCRAAiRAAiRAAiRAAqebADYauv7663VPNXqxjcPwR6edo2NAnVaO8kiABEiABEiABEiABCqPANZwtxqfFZUzv4BWFFnKJQESIAESIAESIIEqTABLXWLN9Xjd5ZdfLg8//HC80aPGowEaFQ8DSYAESIAESIAESKB6EmjdunVIwdasWSP79u0T7DKJrdDhNm3apGfHYz33s88+OyR+Khc0QFOhx7QkQAIkQAIkQAIkkKYE3nrrraDm2P4cKxPB7+c//3nQHyf//Oc/5Ve/+lXITpQhEZK4cKlPr/F/e00ig5qUxCdl6p9PPOJW/0Jte4SJ9nerGIiFfxKMaw1PhlmJFGmJWZKl84YmGOALPYxs0Tm6VUiJ1sSj4sbj7OlROuOHUph8wsky8ZDG7qw6WsMCFMuU5oYhUpdPb00T7dwqz1ov0M1aX9H0Mblb6w31F63s4XSKlIc1bjRm1njm3CrTXiYTJ9YxXJ5GFtoN6sLKDvLCpYmVT6rh0fK0coiWj4kXiHOqbUWTbcLMPZRIezT52flF0xH3M/KIdY+mole0/CE3cG/j+YF/gfsxWhmMLtA7mTJH0yeZMKMD0lrv82RkmTTWMhq/VI5Gx2hcY8k3MgLxTrXn2OmKVBTc2eY5GytFaHgkFvA3bcd+nxhdEymvkWfel+a5C22QE95GgSdxQD8TD3kUyfF/3UU5ug2bdzBiQm6JfheCQo6KZ57ykAvJoW3evGMD73e8ZwPxEc+0r4AGgTqAvzW/QFjo/yYf+IZ7xobGduZqwoQJMnnyZNmzZ085gdjx6IcffpDXX3+9XBg8Hn/8cdm2bZtMmzYtbLjVE0s6YbnN2bNnW71DzpNreSEieGEIoMFHMumsNxzOTzX1QGpruJGXyDFL3UBWZ32onJIdyNUe15ou3Lk9PeIYP3MThktnjRcu3KqjNTzg71zTjCQPZbDWV3R9Ahpa6816btU/2nmkPKxpDFurX7Rzq0x7maKls4aFyzOWrHBprDIr4jxanlYO0fKOFC+a7FNhidd6pPyi6RjvPZqKXtHyh1xT0sA9Hvt+PKVL4GUaTX5lhFm5W+/zVPK2ljEVOSatVUfjl+gxWRkwulJxkVhY245dfjK62uWZdgnZseo1R/KCKtj1xXWO+gvnAnqGhkW6JyEnnB72/OLNJ1y8yvKLtUMlltDEbklOOWtdOiWTckiABEiABEiABEiABNKIAL5aYsvzzz77rJzW2EJ96tSpMmjQoHJhyXqEmvjJSmE6EiABEiABEiABEiCBtCUwYMAAvY36tddeK/369ZNzzjlHbwK0Y8cOvQ1nhw4dBIvTO+VogDpFknJIgARIgARIgARIIE0JZGZmyiuvvCLYUn3u3Ll6W/WioiI9G/7Xv/61Xn4p0Z0so6GgARqNDsNIgARIgARIgARIoAYRuP322wV/Pp9PSktLK2wrdBqgNahRsagkQAIkQAIkQAIkEIsAut23bt0q2BWpbdu20qpVK30eK10i4TRAE6HFuCRAAiRAAiRAAiRQTQlg0fn77rtPli9fHlLCnj17yp/+9Cfp3r17iH8qF5wFnwo9piUBEiABEiABEiCBakDg+PHjct111+ldj6644gq5+eab9Vqet956q2zevFmuueaasOuHJlt0GqDJkmM6EiABEiABEiABEqgmBN58803ZtWuXfPTRRzJ9+nTBPvEej0eeeOIJ+eqrrwTrhE6cONGx0tIAdQwlBZEACZAACZAACZBAehJYv3699OrVS3r06FGuAPn5+XqJprVr15YLS9aDBmiy5JiOBEiABEiABEiABKoJARiZderUiViavLw8yclJbQctq3AaoFYaPCcBEiABEiABEiCBGkgAOyEtXbpUVqxYUa70mJz0zjvvSJ8+fcqFJetBAzRZckxHAiRAAiRAAiRAAtWEQN++faVly5YydOhQvSUnioWF6DEhCTsjNW3aVMaNG+dYaWmAOoaSgkiABEiABEiABEggPQlgJ6RFixbJnXfeKRkZGboQfr9f9u/fL3fffbd8/PHHjnbBcx3Q9Gwn1JoESIAESIAESIAEHCWAMZ4TJkwQLESPbvcZM2YI9oDnQvSOYqYwEiABEiABEiABEiABQ4AL0RsSPJIACZAACZAACZAACVQ4AS5EX+GImQEJkAAJkAAJkAAJkICVABeit9LgOQmQAAmQAAmQAAmQQIUT4EL0FY6YGZAACZAACZAACZAACVgJcCF6Kw2ekwAJkAAJkAAJkAAJVDgBLkRf4YiZAQmQAAmQAAmQAAmQgJUAF6K30uA5CZAACZAACZAACZBAhRPgQvQVjpgZkAAJkAAJkAAJkAAJ2AmYhejhX1ZWJjt37hSPp2L2LKoYqfYS8ZoESIAESIAESIAESCAtCOzdu1e2b9+ut+Ts1KmT1K5d23G9aYA6jpQCSYAESIAESIAESCD9CGAnpPHjx8uSJUuCyrtcLunevbtMnTpVWrZsGfRP9YQGaKoEmZ4ESIAESIAESIAE0pzAkSNHZOTIkeL1euWBBx6Q9u3b6+53fAl9/fXX5bLLLpM5c+ZI27ZtHSkpDVBHMFIICZAACZAACZAACaQvgTfeeEOKi4tl8eLF0rhx45CCjBkzRgYOHCjvv/++3H///SFhyV64k03IdCRAAiRAAiRAAiRAAtWDAHZCgpFpNz5Rury8PBk2bJgsW7bMscLSAHUMJQWRAAmQAAmQAAmQQHoSqFWrlmzYsCGi8t9//700bdo0YniiAeyCT5RYgvG/L1sl+7ybpV1GPynwNBdcb/H+rxT4Wkv9jJaS72ks9dzNYko96Tsqu8rWSpkUSTNPJ50Gfj/5tkldd6OoMvb5Nstu7wY57N8tub586ekZUW5ZhWiyTFiW5MpR3/6gDsVyQop9J6S5u5u43ZF/yyD/eOIBgskrVpkQ184Wfqasfr9IgZwpZ7jbyA++dVrnbHeuZEptre9PslXr1EBay2b//4p4RfLdZyZUH9HYRyuzCTN5Z/lrSX2Vd4mcDNEtHFdTvnz/mZLjrqXTQM4B2RG1HSDdd6VfqjKflAJ3C8nNqFWORbj8EqkP8D+dLh5dTZxS1XbRFtCmDXdrGzacc7wFinNesF2YNpev7tlsV15I2zf1auUYzi8co3DxjK72ewH+m7yLBO3mLM8gfe9Br12la1RplL4ZtYPPCOQVSU44PWL5JSPLpDHMrXzs+Zm41jIbNpHqyioD6e3PSRNuZXTU9aO4xC1dPVeo+q1T7jmKPPHMxH12pqe7FMvxoFzrcwT+5jmQJXn63P6cjOf5bnQ0ZQUj84zCuTV/PP/Ns9fOxJre2p7DyUe4iR/rGRKuXuwyjYx46xn1VOg7KFnqOQamXp9f3Y+1g/eakW89RtPDxLPGQZ2Y9mDq7Zh/n8r3sPTIuFq/Bw0Dw9KUw7RBI8+EG3/kZ9Ja27SJDw4HvDvF73fJme7uaCm6Tkt8heo+rS8dPP21TWD0rgrHSy65RGbMmCFPP/203HLLLVK/fn2tVklJiUyZMkXmzp0rkyZNckxVGqCOoQwv6Aff17Ld+7nUz2ylXg3NlTH0tXxTulAaZXSQFtJdPQR9Uk/iMEDliOz0rZIi11F1ixboNCeV327fN+J3e6PK2OfbIlu9S9XNslXdjo2km+cq8ah/VhdNlgnLdefLfiXD6HDUhxv5kDT1dFGP8mgG6Ja44kEfk1esMiGunS38TFm9iiseCtB5p3o5Q+dcXx3FrqHWd19ZQKdsTz3ZWrJU1LNP1UKXhOojGnvoEYmNCTN557jqKSOoSBmHR0N0C8fVlK+Ju4sqS32dBnJ2l0VvB0i3WRkt/3975wEnRZG28XcXJItIVECPqJKUIIgJENATAwpIMKCicioo+mEWI6JnPETBAJ4JVMSAiJJEQFAJSjCAZAkiKyA5s7v91VNz1dvT2z07szszOzP71P5mu7py/au6++0Kb+9XLwzV0utLOfUi4mbhlV8k7QH+hWnCKasJs089ClD/kunlbe7OPmw4l5Pj1TVTye4Xps9VTasn5a2qQX3ftKuTo5ebFyOvcKas7msB7rie0W/qp7fT1x7KtVy1b7lilaScVVHVLXCPQF5+6XiVIy+3/KRl4hjmTj7u/ExYZ50NG7+2cqaB+O77pPF3MtqRtUG1aZrULNFUKqgr330tI08wxnVWI72JEuJz0nXeR+Bu4uLeCrv7PhnO/d2U0dQVjMw9CnZn/mhbc+91M3HGd/Znr/Thb8LndQ/xahd3miaNcNsZ7bTd2ihlrGP0vdnKTlMvA8fY15pJ33kMVQ4TzhkGbWL6g2m3v6xVsidrqzQu2Vk/B20G/7sXmHqYPmjSQ7seUIKrcUd+Jq6zT5vw4LA5a5l6EqVJieKlZXvmetlgYRBgn5RNqyyV02tpmcCUOxGOnTp10us7X3nlFZk1a5ZMnjxZFwtT84899phcffXV0qFDh6gVNVgKiVqyTIgESIAESIAESIAESCCZCNx3332CDUdz5861i33SSSfJjBkzpHHjxrZbNCz+w1bRSJ1pkAAJkAAJkAAJkAAJJA2BKlWqSOfOne3yQgl9tIVPJM4RUBsxLSRAAiRAAiRAAiRQNAlA0TzWekZiJk6cKJUrV44kih2WAqiNghYSIAESIAESIAESKJoEKlSoILVr1w6q/JEjR2TdunWyfv16LWg2bdo0yL8g34mPigAKxaXYJXX00UcHFczvBBVau3atoLJe+qb84tGdBEiABEiABEiABEgg+gS6desm+HmZmTNnyk033aQ3KTVv3twrSMRuUVkDOnXqVLn11lvDyhwfuO/atav0799f3nvvvbDihAr07bffyrx580IFoR8JkAAJkAAJkAAJkEA+CUBBfdu2bWXUqFH5TCF3tKiMgLZo0UKqVq2aO3UPlwULFii9WJZMmjRJSpQo4REiMieoC4BqABoSIAESIAESIAESIIHYEDjqqKP0dHy0Uo+KAIo1ACVLltRlysjIkO3bt0uNGjXkhx9+EEy3t2rVSipVqqQLDn1S5cuX136nnnqqnrbftm2b/PLLLzoetOwjvFlXgPDYkbVv3z75+eefdTqtW7fW/ohz4MABWbVqlf7Vr18/WlyYDgmQAAmQAAmQAAkUeQKQv4xe0B49ekSNR1QE0Pnz58u4ceNkzJgxAjs+Vn/w4EGpWbOmbN26VYYPHy7YXQVBccWKFbJz507BtH2tWrXk119/lSeeeEIaNmwo+AwUdmDVqVNHRowYoSs5cuRIgdSNeE2aNJGffvpJGjRoIM8//7wWYgEGQuqJJ54oTgH0zjvv1GVAIhB0+/XrFzVoTIgESIAESIAESIAEUonA0KFD5cUXX8xVJezzycrK0vt2+vTpk8s/vw5REUDdmWODEQTJk08+WW9OuvLKK7X03KtXLz3K+fXXX8vgwYN1tNdff12uuOIKrfgUDosXL5YBAwbI5s2b7W+OYt3oJ598oqfslyxZIrfffrvADcpSp0+fLpdffrlcfPHFQcXApij8YDIzM4P8eEICJEACJEACJEACJJBDoFGjRtK9e/cch//ZMDhYr149adOmjR44zBUgnw4xEUChEwrCJwzWeWJ0cvfu3Z5FhCAKARFC6+rVq/WIKAJiBNWYli1b2utF69atq5337NkTcgc91obSkAAJkAAJkAAJkAAJ5E3gggsuEPziZWIigJYrVy6o/FjPmZ2dHeRmTqZNm6aHfCGoYqoc0+8w2KhkjDM9TMfD+KVn4vBIAiRAAiRAAiRAAiSQmARiIoCGW1WsK/j3v/+tp9Shmglm5cqVer1ouAJmWlpauNkxHAmQAAmQAAmQAAmQQAIQiIoe0PzWA6OcpUuXtne8Y0e7+QwUds+HYzA6unHjRtm/f384wRmGBEiABEiABEiABEigkAkUqgBaqlQp+de//iVvvfWW1r6P7f1QwVS9enVZs2ZNWGjOOeccGTt2rAwaNCis8AxEAiRAAiRAAiRAAiRQuASiMgXfuXNnwQ/msssu0z9ntZ577jn7tGfPnoKfMdjBjjjQBYrNS5hSx654Y4YNG2as+gihdc6cObZb7969BYIrp+JtJLSQAAmQAAmQAAmQQEITiIoAWtAaQniEsvn8GqMEP7/xGY8ESIAESIAESIAESCB+BAp1Cj5+1WROJEACJEACJEACJEACiUKAAmiitATLQQIkQAIkQAIkQAJFhAAF0CLS0KwmCZAACZAACZAACSQKAQqgidISLAcJkAAJkAAJkAAJFBECaUoXZ84nh4pIpeNZzUzBd+gzJV1KqF+6suHvoBT/37lo1/DeA7JVzGz1l65iIy0YuOWVBnJEOPyVUHGLSykd1/0vVFrGDzmaMgSOyD30Xjbki9LmFc6Ux+Rl6mjc3Uek62QLf7gF4ouuKfLEeaDUcEOqxXU4U6bDqj3gGsjPHN255T4PVc5QdXb6mbwDbRhg5PR352rqh1bEt8VMHUKVBWmYeIFek67jerFw54fzvNL2ilNYbuGUFWHQI1B/J0NnmQ0vcA6YQL+AO2jmXIXGP8DYtIdJC+HdbsbPefQL51cf029wH4Ex5Qr0iEA/CvTnQC5+6QR8I/ufn7SczPO6D7jTN2z82spdesQ39ygnAycjkybuhQjjlSfc0P6mvCZdlMNcO8jbGdfYnfdJZxncZXWfm3K571EmH1Mvc+91M3HGd6eNc7e/89yU3a+8fv7uNMy1Zbh5lQNuSA/1CNgDTPWJbpHAnSpwHvzfrxzOUM4wJh/Tbod1uyK/wHPQlN/J0hkf6Zpz2HB1GUYmrruuCI/aIXzg+sd1mi2H1R9MoP8EZALtEMd/Dz/8sIwaNUoyMjJimis+6Qk97xMmTPDNJ+fu6RuEHgUhEHiA5WDGeXEJ/lRpuOmjk7svS3fH90rLlCHwqPIKEXALlVaOn7n0Apehf2o5PoH8c87zsuXkFTqkqZczlJcb0nNzc5aphI9A7kzXyx6qnM703XGdfl55O/294wb6k7NOocqCNAJp5vRDZ7qh8kO4vNJ2plXY9nDKijDmWnAydJbdj5efO+J6cfRyc+Zj7H7h/Orj7jehyoU8/NIx+UdyzE9aTuZ55eVO37Dxayt3eojvFdbJKKcHBGJ75xl8vfil64ybY8+5T7rLF+rc1BVhnHacO/M3qbvr6Y6DeE7j9nee55TdGSPH7ufvTsNcWzkxvW3O+niH8Hb1K4cztDOMO59SiqzTmPI7WTrjI2zOuTNU7jYy6SJ8bg7p6kkTnLcJX1SPwTSLKgXWmwRIgARIgARIgARIIG4EKIDGDTUzIgESIAESIAESIAESAAEKoOwHJEACJEACJEACJEACcSVAATSuuJkZCZAACZAACZAACZAABVD2ARIgARIgARIgARIggbgSoAAaV9zMjARIgARIgARIgARIgAIo+wAJkAAJkAAJkAAJkEBcCVAAjStuZkYCJEACJEACJEACJEABlH2ABEiABEiABEiABEggrgQogMYVNzMjARIgARIgARIgARKgAMo+QAIkQAIkQAIkQAIkEFcCFEDjipuZkQAJkAAJkAAJkAAJUABlHyABEiABEiABEiABEogrAQqgccXNzEiABEiABEiABEiABCiAsg+QAAmQAAmQAAmQAAnElQAF0LjiZmYkQAIkQAIkQAIkQAIUQNkHSIAESIAESIAESIAE4kqgeFxzY2YkQAIkQAIkQAIkQAKFRmDr1q1SvXr1mOb/999/y4UXXhgyDwqgIfGE53ngwAF555135Pzzz5e6deuGF4mhUprAuHHjpFq1atK2bduUricrFx6B77//XtatWydXXXVVeBEYKqUJrF+/XiZPnizXXHONlCtXLqXrysrlTSAzM1PeeOMNadeunZxyyil5RyhACDyTsrOzC5BC+FEbNGgQMjAF0JB4wvOEADp06FA58cQTKYCGhyzlQ40ePVqaNm1KATTlWzq8Cs6aNUtmzJhBATQ8XCkfas2aNfqZcemll1IATfnWzruCR44c0f2hSpUqMRdAO3bsKPglguEa0ERoBZaBBEiABEiABEiABIoQAQqgRaixWVUSIAESIAESIAESSAQCaZYyiVCQZC5DVlaWYEoFi3q5nieZWzJ6Zccar1KlSul1oNFLlSklKwEs+t+3b5/UqlUrWavAckeRwN69e+XPP/+U2rVry1FHHRXFlJlUMhKAGLZq1So57rjjpHz58slYhXyVmQJovrAxEgmQAAmQAAmQAAmQQH4JcAo+v+QYjwRIgARIgARIgARIIF8EKICGgW3btm2+ofbv3+/r5/bAMHsk4d3xeZ4YBHbv3i2HDx/2LAzcDx486OlHx9QkcOjQIdmzZ09UKoe0oJKFJrkJhHpmJHfNWPpICWDpTSi1R5HIBKkmQ3AKPo/eNHHiRBk5cqTg6DSLFi2S119/XVavXi1HH3203H333XLOOec4gwTZoSd0woQJsmvXLqlfv7488cQTApULNMlFAOu2+vbtK08++aRWs2RKj34wZswYWbBggWB9F1QwPfjgg3pNjwnjPD777LNaLY/T7cYbb5Tu3bs7nWhPcAJ4sNx77716/ffAgQPt0s6dO1cef/xx+xyWk046SV566aUgN3MCAfaZZ56RH3/8UT+sLrroIhkwYICkp3OMwDBKlqPXM+OCCy7wLH6vXr3khhtuyOUXaf/JlQAdCp3AlClTtNywfPlyXZYuXbpIv3797GuaMoQI9YD6dFM8WD755BN55ZVXcm0sgoAxePBg6datm36gzJ8/Xx5++GF5//335fjjj8+VIm4m48ePl0GDBmnB5Pnnn9fhX3vttVxh6ZC4BH755RcZMmSIYATUbYYNG6b1wKIPQC/sU089pV8yRowY4Q6qz3/99Vfdf1q1amX7e/Ud25OWhCOwY8cOeeGFFwTXPx4uTrNixQqpU6eO3HzzzbZzmTJlbLvb8vLLL+uR87ffflvS0tLkjjvu0PeSnj17uoPyPEEJhHpmPPfcc0GlXrJkibz11lty1llnBbmbk0j7j4nHY2IQwKZDvFA+8sgjemAK93u8qOIeD7mBMkSgnfh67dNfH330US1QXn755blCTJs2TcqWLSu9e/eWkiVLSps2baRRo0byxRdf5AoLBwgll1xyibRs2VLveMQI2rJly/ToqWcEOiYcgenTp+sRKYxMuQ1GRTMyMqRPnz5SoUIFfZPp0aOHQGD1mqqH24YNG+S8886T0047zf5VrVrVnTTPE5QAhE9c/3jZaN68ea5Srly5Upo1a2a3LdoZMx9eBmnhqzi33nqrHjHHF7QwEo4ZE5rkIRDqmeG8zjESPmnSJH2/8PvqTST9J3kIFZ2SzpkzR8444wx9j4eWA9wLzj33XFm4cKGGQBki0BcogPpcEx06dNCCI24cbgOBw33jOPnkk/Wn9txhcb5p06ag8JUrVxb81qlP89EkBwEIBe+++65cd911eoTKWWqo3/roo490mxp3vGBUrFhRSpQoYZzs4++//67T2Llzp7z44osyfPhwgdommuQhgKlxLLHACCheOtwGSzKgkg3LMjAS8s0337iD2Oe4n+Ah5fyML+4vGzdu5HpQm1LiW0I9M5ylf/XVV3WfwWc4/Uwk/ccvDboXHoGuXbvK008/HVQAPBPwHIGhDBFAQwE0wCHXf3yTtXTp0rnc4YDO49bVhfPt27fnCo9PbGFB+jHHHBPk5xc+KBBPEoZAkyZN5IQTTgirPBAwP/vsMz3C4RUB+t6w0QTfi0e/wLo/rAPDDYomOQig3fymTzG9tnnzZr3+C6PdWPeN0TF869nLeN1PsK4cBqOjNMlBINQzw9QAzwKMbF977bVSrFgx4xx0jLT/BEXmSUIS+PDDD7V8YJbUeF3zfjJBKssQXAOaj+4KxfNemwOwdsttsC4IO9fCDe+Oz/PkIoAF51jrc+GFF0rnzp09C4/pGLwdn3322dofU/cQQEeNGqW/B+wZiY5JQwCCBTYZtmjRQm9QRMExEor2xdS6+2XU635i7iVe942kAcGC5iLw5Zdf6lGwM888M5efcYi0/5h4PCYmgbFjx8qbb76p7wlQNA/jdc3D3Vz3sBuTyjIER0BNK0dwxPS5eyMKdrFiKtZtsEYUoxnhhnfH53nyEMAO+Ntvv12wbhibSLxuJqhNjRo1bOHT1K5t27byxx9/mFMek5gAZk4wGmZGMVEVtC8eJBj5cBuv+wnuF1i+gWUcNKlBAAMREEAvu+wyzwEJU8tI+4+Jx2NiEUB7Q+sFNOBgqQ7WhBrjdc0XRRmCAqjpEREcMRWLNTpOg2lVv13MCA9/YzCthqkYv/AmHI/JQ2D27Nl6TeBtt93mqVbFWRNMwbk1IKxdu1YvVHeGoz05CaAt77vvPr3T1dQAn+rFmtB69eoZJ/uI+wP0f2LNpzG4v+D+4PcSY8LxmDwE0AewNKNjx44hCx1p/wmZGD0LhQCET8xyYe03NOlgCZfTUIYI0KAA6uwVYdo7deqkHxZmYwF2tkFtBna6w2BDCdYAYsQDBipaIHRs2bJFT8dD1Qp2zkJNC03yE/j777+1XtBLL71UGjZsqF828MJh1npivSf6gxEwsMHkgw8+0DsicaP6/vvv5bvvvpP27dsnPwzWQH/vHW2N6xyCJTQeYBoO2jLMd7/R5vPmzdO0sDEB60mhlgdTc9ichk1t0KRAkzoEsOkULyFmI4qzZs5nRq1atfS9IlT/ccalPfEIQAfo1KlT9UwY7v/meWBmuShDBNqMa0Dz0Xexhgt6P/GGA52eUMl0zz332DcWqN/BkDsEUqzhwhvv0qVL5corrxToAsQN5oEHHshHzoySiASgfgtfs/j444/1z1nGzz//XKvqQn+ATji8+UJjQv/+/fUOeLyU4EUFa0Bbt27tjEp7khLANY8R0NGjR+uXT/QNtC1Gx42BjmFMsZs2v/POO/U9BfeM4sWL6yl8vNDQpA4BCKC1a9f2rJDzmYH2z6v/eCZCx4QhgE1HeJmE7m+ngVYdaD2hDBGgwi8hOXtHhHYIDhj9CveLRvhEI0ZE3JsQIsyWwVOIAJZiYJ0fN5ukUKM6qoJ1XRAo/DRqOIJqKzRpYO2oGSl1+/O8aBGItP8ULTrJX9uiLkNQAE3+PswakAAJkAAJkAAJkEBSEeAa0KRqLhaWBEiABEiABEiABJKfAAXQ5G9D1oAESIAESIAESIAEkooABdCkai4WlgRIgARIgARIgASSnwAF0ORvQ9aABEiABEiABEiABJKKAAXQpGouFpYESIAESIAESIAEkp8A9YAmfxuyBiRAAooA9LCOGDEiiAX0a+LTh04D1WlXXHGF00kaN24sL7/8snbDRwOGDRum7dDFOXDgwKCw8T757bffpEGDBvHOlvmRAAmQQEwJUACNKV4mTgIkEC8C+PrQrFmzgrLD5yzdAujMmTNzhTty5Igdb9OmTbY/PhpQWGblypUCAfrAgQOCMtOQAAmQQCoR4BR8KrUm60ICJBBEYMaMGfrzt07Hr7/+2nmakPYFCxboUdnJkycnZPlYKBIgARIoKAEKoAUlyPgkQAIJR8B8Seivv/4SfObQaYwAasI4/WC/+eabZe/evfr30ksvub3jcr5jxw5xjsrGJVNmQgIkQAJxJMAp+DjCZlYkQALxIXD66afL3LlzdWbTp0+XU089Vds3bNggq1at0vaWLVvK999/n6tAK1askDlz5mj3hg0bSps2bbT9559/tsN36NBB6tatK1OnTpVvv/1WIDA2b95cevXqJeXKlQtKc+TIkYJP7sH07dtXihUrZvtjah35wbRr105OOeUU+eqrr+SLL76ww/z555/y2muvSeXKlXOtXcUIL+qwdu1awXIB1Kl9+/Z2XKfl999/1+tk169fL7t375aqVavqUdbu3btL2bJlnUFpJwESIIHYE7BoSIAESCAFCPznP/+x1B1T/+666y6rRIkS2t6pUye7dm+++aYd5sEHH7TtZ599th1m+PDhtrsaDbXdnem/+uqr1iWXXGKHM/nWr1/fUoKeHQcWJXDa4dR6ziC/6667zvYbNWqU9lMCoe1m0sWxadOmdtxdu3ZZV111lWc4tcHKUgKxHRaWp59+2lIjvp7hjzvuOGvLli1B4XlCAiRAArEmwCl4dWenIQESSC0CZcqUkTPOOENXavbs2XL48GFtN9PvOMGIY36NEnD1KCVGVpXwKunpgVspRleHDBmS32TDjnfrrbfK+++/r8Mj73PPPVdQZxhoA1CCrbbj37x58+SBBx7QU/rVqlWTnj17yu23326PCmdkZOiRWTsCLSRAAiQQBwIUQOMAmVmQAAnEn4ARMPft26eFMJTACKCNGjXSU9D5LdX+/fu1APjTTz/pKfjBgwfbSX333Xe2PT+WcePGyZQpU+yoqIcaiZDFixdrNywtMMInpuUxhQ8h+48//hAsPYD5/PPP5YcfftB2LEFAfBg1Eipjx44VrG1duHChXHTRRdKlSxdp1qyZ7Ny5U4fhPxIgARKIBwEKoPGgzDxIgATiTsAIoMgYQtjSpUsFo30wTj/tEOG/s846S6688ko7Vo8ePWz7tm3bbHssLBMnTrSThYqpevXq6fNjjz1Wrr/+ettvzJgx2l6pUiXbrX///nLNNdfIO++8o1l8+eWX8umnn8qjjz4qFSpUsMPRQgIkQAKxJsBNSLEmzPRJgAQKhQCExJIlS8qhQ4e0AIrRQmPOO+88Y83XUa31DIrnFN6gtzNcY0Ymww2PcNAPasyiRYuka9eu5jRoFBMjojCdO3cWjNBC+MbI7Xvvvad/8DvttNP0xqkBAwbYU/hwpyEBEiCBWBOgABprwkyfBEigUAiUKlVKrwPF9DSmo9WmJF2OtLQ0adu2rUDhfH6NWW9p4vupdDL+5piZmWms+gjhOFJjRnERD9PyZmrenY6pX40aNbQAft999wn0ipod+QiPJQT4qQ1QmlHFihXdyfCcBEiABGJCgAJoTLAyURIggUQggKl2CKAQ/L755htdJHx2E6OhRkDLTzmdqpQQH0Ktn3H6mc1QJuyePXuMNexjzZo17bD333+/9O7d2z53WjD6awzWvEK1E0ZFoeYJ6puwLMEIs1DjpHb/yyOPPGKi8EgCJEACMSXANaAxxcvESYAECpOA11R7Qdd/Rlofp8DoFHqxOWrJkiWeyZld9fB0j5pCmDQGG56gq9T8Vq9erXfB4/vxxYsHxhcmTJggTz75pFx77bWyfft26dOnj4wePVoLo3fccYdJStatW2fbaSEBEiCBWiUiZwAAFFZJREFUWBOgABprwkyfBEig0Ai0bt1arwN1FsBLKHX6R9veoEEDO8m7775bIBzOnz9fq0OCknkvU7p0adt52bJlMn78eHn33Xe1G5TZY3kBDJTg33vvvQIl81Cef9NNN+kNRdgUZQRK7Kp/6KGHtNB5yy236Cl7TMMvX75cb8zSCal/2AlPQwIkQALxIkABNF6kmQ8JkEDcCUBQgxBqDKbDzZeNjFusj/jSkDHTpk3To5UoE+z4opKXwTIBs2YVo5bYaHTPPffooEpxvLzwwgv6i0rYxPTcc89JnTp1dL22bt2qwwwaNEivc8UJRj/NKCxUOOGLTeCCPDANDwN9pjfeeKO28x8JkAAJxIMABdB4UGYeJEAChUbAOeIJQcupligehcKU9zPPPCNQk2QMPrk5adIk6datm3EKOmJX/bPPPmtPo8MTwrOZju/Xr5/eUISpd+d6VHwGdODAgXoU1CRYq1YtPVIK5fRGqDXfmcc5VDNhXah7Y5WJzyMJkAAJxIJAmnqDDmgojkXqTJMESIAESEATwK0WukirVKki+CJROGbv3r16qhw72Y8//njPKFD7hGl6CJC1a9e2p+e9Ah88eFA2btwoGClFeieccEKQkOsVh24kQAIkEAsCFEBjQZVpkgAJkAAJkAAJkAAJ+BLgFLwvGnqQAAmQAAmQAAmQAAnEggAF0FhQZZokQAIkQAIkQAIkQAK+BCiA+qKhBwmQAAmQAAmQAAmQQCwIUACNBVWmSQIkQAIkQAIkQAIk4EuAAqgvGnqQAAmQAAmQAAmQAAnEggAF0FhQZZokQAIkQAIkQAIkQAK+BCiA+qKhBwmQAAmQAAmQAAmQQCwIUACNBVWmSQIkQAIkQAIkQAIk4EuAAqgvGnqQAAmQAAmQAAmQAAnEggAF0FhQZZokQAIkQAIkQAIkQAK+BCiA+qKhBwmQAAmQAAmQAAmQQCwIUACNBVWmSQIkQAIkQAIkQAIk4EuAAqgvGnqQAAmQAAmQAAmQAAnEggAF0FhQZZokQAIkQAIkQAIkQAK+BCiA+qKhBwmQAAmQAAmQAAmQQCwIUACNBVWmSQIkQAIkQAIkQAIk4EuAAqgvGnqQAAmQAAmQAAmQAAnEggAF0FhQZZokQAIkQAIkQAIkQAK+BCiA+qKhBwmQAAmQAAmQAAmQQCwIUACNBVWmSQIkQAIkQAIkQAIk4EuAAqgvGnqQQPQJ/P23JZs3Z4tlWdFPnCnGjUD29h2SlbGF7Rgl4kesQ7Ire7MctPZEKUUmQwIkkOgEKIAmeguxfClFYOvWbPnzTwigaSlVr6JWmey/t0v2X1tENWRRq3pM6pspB2WXpQRQ2R2T9JkoCZBA4hGgAJp4bcISkQAJkAAJkAAJkEBKE6AAmtLNy8qRAAmQAAmQAAmQQOIRoACaeG3CEpEACZAACZAACZBAShOgAJrSzcvKpRqBuXPnys0336zWkf6ZalXLVZ9t27bZbo8//ri8/PLL9nlRsfzwww+6vTds2BCyyo8++qi88sorIcMUxNPZFgVJh3G9CTz22GMyfPhwb0+6kkCKEqAAmqINy2qlJoGVK1fKyJEjZfv27alZQVWrI0eOyIUXXiivv/66XcePPvpIJk2aZJ8XFcvq1at1e+clAI4dO1amTJkSdSxebRH1TJigjBs3LibtR7QkkMgEiidy4Vg2EiCBokfgwIEDMnXqVDn33HPtyn/66ady1FFH2ee0BBMYP368lCxZMtgxCmdebRGFZJkECZAACQhHQNkJSCAFCBw+fFgWL14skydPlnXr1oWsEaZzZ82aJYcOHfIMt3nzZvnqq69k/vz5sm/fvlxhNm3aJDt27NDuyGvGjBmyd+9eOxzizJw503eUNlRZ4Wemm5EH0ofO1HLlykmZMmXsPIwlkrIiXQi2SDNRTCgW7jKCx/Tp0+W3336T7OzsIO9jjjlGjj766CA3nGCkHG0xb9482b9/fy5/44ByfPvtt/L7778bJ/FrCxNgxYoV8uWXX+p+B0E1EcyePXtkzpw5uv/+8ccfuYqEvgsm6FNLly7Vdc7MzMwVDg5ZWVmybNkyPTIZqs+EG86LsVfGa9askWnTpslff/3l5U03EkgdAupCpCEBEogTgd9+y7R+/PGIlZWVvwzffvttKJ60fvnlFzsB9bCyatWqpd2LFSumjx07drQ2btxoh4FFCS7WSSedZIdTAot17bXXqrIECqMEFOuGG26w0tLSLJMOwqgp/6B0GjRoYPXr18/q1KmTTgvlKV68uDVx4kRLTSVaJUqU0O449uzZ01IPeDt+XmVVQrSdJtLFD+Vq1KiRpabl7XQiLWuXLl2C0r366qstNb1spxep5cjK1dbhJb9Y2fltSJVhXixQpvfff1+X+6677rJKlSqlOYNJ8+bNrbVr19rFRrteeuml9rkSdqz777/fSk9P1z+0afny5a13333XDmMsd999t1W6dGm7zZs0aaLL5tcW6gXDQv9COUw/UQKw9eGHH5okIz7uz95prc9caO3I/iPiuCaCWqah6+gs18UXX2z9rb7+YAz6Lvr8OeecY6kRdUu91Fgo+0svvWSC6OPChQutU045JaiO6H8ZGRn5CufH2CSGcqFMl19+eVA/vemmmyz1smGC8UgCKUUAb4I0JEACUSKwbVuWtXlzpu9v9uzD1pQph6xNm/zDIP7Ond4SqlsAXb9+vX7onn322ZYakdJClVoLaFWtWtU6/fTTbeFSjRRa//jHP6xWrVrpcGrEynrrrbf0w27UqFG69nfccYd+KL/22mta6NuyZYt1/fXX6zATJkywCeFhCcGje/fu1qpVq6zvvvvOqlOnjgVhFYLwe++9Z6nRGwsPXQgDEAxgwikrhFU1CqfjPfjgg5Za+6jjugXQSMoK4fiyyy6zZs+ebalRMeu6667T6X/88cc6ba9/WVu3WZkZW3x/h+YusA7OmG0d+TPDNwziZ+3e45V8WCwQ0QigYAsBH3zA+/jjj9dCqBFO3AKo2rSl6/jAAw/ovNToqXXbbbdpN3Aw5qmnntIC6ogRI3Sbow+ppQ+6PSFoerUF0gZTNdpuHTx40FLrkrXwVLZsWUuNQJqkg46Hsw9aO7M2+/4yMldaSw9PszZkLvYNY+JnZee+NtCfIUR37dpV1xcvKOZaURu07LKg76JP9ujRQ5fVCOroz3ghgIHAWqlSJevUU0+10O8RBsxq1KhhdejQwU4r3HChGIMfjCnXJZdcYv3666+aaa9evXRZP/vsMztPWkgglQhQAE2l1mRdCp1AixbqW5vyV4F/vXvv8qyLeaiaEdBbbrnFUmv/co12jh49Wj+8jJA1dOhQLWgsX748KN2BAwda9957r6V21euRz/79+wf5Q+A5+eSTrcaNG9vueFhiNA0PeWP+7//+T+fnfNhD6MXDfvDgwTpYuGXdtWuXjjdkyBCTfNAIaKRlhTDhLCtGsVAuCGd+5q/GZ1ubK9Yp8G/Xw095ZhEuCyOA3njjjUHpmJcHNSWv3Z0CKPhBGDvzzDOD4mDEt3LlytZ5551nu1eoUMG66qqr7HNYfvrpJ+uiiy6y1A58y6st8FKCdLZu3WrHg+CK0e+dO3fabk7LosPjrVt2lozKb3tW8Mg+8lFT5LpN1W5yZ7a6TAsWLLDd0HdRdqegjBkAuJ9//vk63EMPPaTTUss17HiwvPjii9r9m2++iShcXoyRGPLHSKyzn6olAjo/53WgM+Y/EkgRAtyEpJ5ENCQQLQLPPltOrY8MXp/nTHvTpmw5eFCkdu10SQ+xAvsf/yjmjOZrV4KoqJEaqVmzZlAYNfWoz5UwId26dZMlS5aIGsERJUwGhXvhhRf0OdYWqnuaKMEjyF+NDMk///lPUSNkek2gmlbX/nXr1hUl5Nhh69Wrp+1qBMd2q1Klirab9YHhltVOwMeCtXuRlBV1dpa1WrVqekOTc92qO6tjhg5Rc/+qoXxM1uYMUUNjUuzEmpKW5t+QxerV9kwhUhbudmnfvr1OF+2rRuWC8sDaTDBXo+CihKYgP/SBn3/+WbthXaMSGHPFR3/C2k6Y3btzfxpTLasQ9YIjaHNoK8AP5VMj4jqO17/axVpJ3zIfeHlpt8PWftltZUiZtArqV9E3HDzKplXK5a9G90XNAgjUGX3++eeilofoH/q+WoYQFB6b27Cm2Bj4ww0b3WAWLVokarmDXiOKNaDGqBcXbQW/Nm3ahBXuxBNPzJOxSV9N+Qf104YNG+p1z1i3SkMCqUiAAmgqtirrVGgE2rcPCGh+BVi+PEtt7LGkWbPiIQVQv/hud2y0UKOTbmc59thjRU2Tipom1H5qqlzUyE+ucMbBbNiA0OI2ECSx0QLCiEnjuOOOcwfT52q00XZX6w5tOyzhljUoksdJpGUFC7eB0AEh1s+U7NjOz0u7Z65aowTUA1K8SUNJcwk4ISP+zzNSFq1btw5K1nD2Us9k+OClA+3uNmg7NfVr+5k2dYfzO4fAiRcWvLxA2FNrPwUvKn379pVhw4aJeUlxxq+QXl2ap3dxOgXZD1i7ZGv2GimfXk0qpNUI8gv3RE2hy5NPPqlVGuGIHwRTNYosZ511lp0MXkDcpmLFivpageAOfui7b7zxhjuYQCg0m/fCCWf4h8PYK0xe/TRXAelAAklEgAJoEjUWi0oCbgInnHCCp1J67KBV0+eiNpToKBj5UmsH3dEFekUhxFSvXl37eSm4xwgMHtrOB6R7VClXwh4O4ZbVI2qQE9KBCbesQZET5CRSFhipNG3krLtac5urRmY0XE3by8MPP5zL3zigT8B47baGtgAIW9hd72XatWsn+EGQVesj9UcC1NphadGihaiNM15RYu4GLQlG8FQbtOSLL76QRx55RDBiqzbk2fmrtc223VjQl8yoPvipta+CjwB4aV4wccIJZ0ZQQzE2/dmkyyMJFBUCwXMTRaXWrCcJpAiBli1b6ilVtbYzqEYYlYJp1qyZPqpd01pgg6omp4GQMmDAAGnatKnWIwmF2E4DAQOjXCYdp1+k9nDLaoRbCNBeBkI1dF7Gsqxe+UbTLVwWJk+o13IatbZXj9K5R0YRBlO5mGJWO96dUfS0PPJVm7C0OwQuCJhmut0E/vrrr/W0OkZQvdqiT58+egoaI8iYqr7gggvsjwZAcX5hmB9//FEta6mt+yryV5vidL+G8AlVXc7lFlBBBnVNxqh1l1rVktq0p53ACP7Qreo0at2tFlLVmtKww4XD2JkH7SRQpAiomwgNCZBAnAhEWw0TdqpjkwM2CindnXozBtQmKQFE7wjGJiIYbLrAzmmollF6Oy01MmNhl7m62endzAgzaNAgvREJm3Owu1091C21/tPC7malWxFBtMGGCai3cRrsokZaTtVA2NwBN7PZJ9yyIh5UOGHHPnbUqynPoE1IyLcgZUV8bNzCrvD8moKqYQqXhdmEBHVB//3vf/WudGgtwCYjqJIyxrkJCW7PPPOMZo9d1dhMoz7hqrUWKIHSUjpBTTTr+eef122OjTdKeLSU0KV3f59xxhk6jFdbqJFFnTY2nkFdEdJGWaDqydlP7EzCsBRUDRO0ASjBUasZ++CDD3RdxowZY6mpda0yyhQBfRd9Ev1areXUP6gTw0Y11B8GG6/UMgVLjfpbTzzxhFZfhs1/2Hjn7PfhhsuLMfL0uqbgjusYG9ZoSCAVCWAdFA0JkECcCERbAEWxsVsWO57xYMVPrdnUDy2oj3Eaoy7HhIMQBsHDGAirUBmDhx7CQDUNHuozZ840QfTR62EZjgCKyOGWFQImhFCUA7uy3WqYClJWlKOwBdBwWRgBFII4hCTwgAoktd4yaMe0WwCFQKbWY+qXE9OWUK+kRvGQtW0QDgKSaXOEVaPdWjAzgdxtAfc777zTbh/EUcsDrE8++cREifhYUAEUGeKFSS0b0IxQJvQf6H+FCipj0HfVBiL9cgaBGT/0caWE3wTRRwij0BYAf6QFgRSaCNS6z4jDhcPY65pCRhRAg3DzJMUIpKE+6gKjIQESiAOBaG9CchYZm4Swvg3TfurB6fQKsiMc1nVimhJT2W6jHph6DRw2H6lRH7d3VM7DKasSoPXUKTaI+Jl4lNUr74JuQnKmGQ4LhEdd8ZUcrD107uqHX/369UUJ6aJ0RuI0yCj9q/orSeFwxJpHNVIeFB8nXm2BDTv4uhT6iFecXImEcIjGJiSTPHar42tH2KXv3hCFda3o91gfii9LoV5em5JMWpiex7WCtEJdU+GEM33Vj7HJk0cSKCoEKIAWlZZmPROCQCwF0ISoYBEpRDQF0IIig2CDXfFqtE/efPPNgiZXKPGjKYCGqoBTAA0Vjn4kQAKxJ8BNSLFnzBxIgARIICYE1AcGRK3X1Lom27ZtG5M8mCgJkAAJxIIA1TDFgirTJAESIIE4EMAKKiy5uOGGG+zd7XHINmmzUBvPtI7cpK0AC04CKUSAU/Ap1JisSuIT4BR84rdROCVMpCn4cMqb6GHiNQWf6BxYPhIoSgQogBal1mZdC52AWq6nTT4+nlPoZWcBcghYqiH1Ni82ZA6UAtoswcWRpv8KmBSjkwAJJAEBCqBJ0EgsIgmQAAmQAAmQAAmkEgFuQkql1mRdSIAESIAESIAESCAJCFAATYJGYhFJgARIgARIgARIIJUIUABNpdZkXUiABEiABEiABEggCQhQAE2CRmIRSYAESIAESIAESCCVCFAATaXWZF1IgARIgARIgARIIAkIUABNgkZiEUmABEiABEiABEgglQhQAE2l1mRdSIAESIAESIAESCAJCFAATYJGYhFJgARIgARIgARIIJUIUABNpdZkXUiABEiABEiABEggCQhQAE2CRmIRSYAESIAESIAESCCVCFAATaXWZF1IgARIgARIgARIIAkIUABNgkZiEUmABEiABEiABEgglQhQAE2l1mRdSIAESIAESIAESCAJCPw/8EW0c2QKAvEAAAAASUVORK5CYII=" /></p>
<h2 id="plot-of-nyu018-20-30-min">Plot of NYU018 20-30 min</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># http://sape.inf.usi.ch/quick-reference/ggplot2/shape for shape codes</span>

dv.combined <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(minute.block <span class="op">==</span><span class="st"> &quot;20-30min&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">ggplot</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">aes</span>(<span class="dt">x =</span> (time.ms)<span class="op">/</span>(<span class="dv">60</span><span class="op">*</span><span class="dv">1000</span>), <span class="dt">y =</span> person, <span class="dt">group =</span> ordinal, <span class="dt">color =</span> domain) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">shape =</span> <span class="dv">124</span>, <span class="dt">size=</span><span class="dv">6</span>, <span class="dt">alpha =</span> <span class="fl">0.2</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_line</span>(<span class="kw">aes</span>(<span class="dt">size =</span> <span class="dv">1</span>)) <span class="op">+</span>
<span class="st">  </span><span class="kw">facet_grid</span>(domain <span class="op">~</span><span class="st"> </span>.) <span class="op">+</span>
<span class="st">  </span><span class="kw">xlab</span>(<span class="st">&quot;Minutes&quot;</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">scale_shape_identity</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">guides</span>(<span class="dt">size =</span> <span class="ot">FALSE</span>) <span class="op">+</span>
<span class="st">  </span>timeline.theme <span class="op">+</span>
<span class="st">  </span>color.palette</code></pre></div>
<p><img 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" /></p>
<h2 id="plot-of-nyu018-30-40-min">Plot of NYU018 30-40 min</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># http://sape.inf.usi.ch/quick-reference/ggplot2/shape for shape codes</span>

dv.combined <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(minute.block <span class="op">==</span><span class="st"> &quot;30-40min&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">ggplot</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">aes</span>(<span class="dt">x =</span> (time.ms)<span class="op">/</span>(<span class="dv">60</span><span class="op">*</span><span class="dv">1000</span>), <span class="dt">y =</span> person, <span class="dt">group =</span> ordinal, <span class="dt">color =</span> domain) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">shape =</span> <span class="dv">124</span>, <span class="dt">size=</span><span class="dv">6</span>, <span class="dt">alpha =</span> <span class="fl">0.2</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_line</span>(<span class="kw">aes</span>(<span class="dt">size =</span> <span class="dv">1</span>)) <span class="op">+</span>
<span class="st">  </span><span class="kw">facet_grid</span>(domain <span class="op">~</span><span class="st"> </span>.) <span class="op">+</span>
<span class="st">  </span><span class="kw">xlab</span>(<span class="st">&quot;Minutes&quot;</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">scale_shape_identity</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">guides</span>(<span class="dt">size =</span> <span class="ot">FALSE</span>) <span class="op">+</span>
<span class="st">  </span>timeline.theme <span class="op">+</span>
<span class="st">  </span>color.palette</code></pre></div>
<p><img 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" /></p>
<h2 id="plot-of-nyu018-40-50-min">Plot of NYU018 40-50 min</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># http://sape.inf.usi.ch/quick-reference/ggplot2/shape for shape codes</span>

dv.combined <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(minute.block <span class="op">==</span><span class="st"> &quot;40-50min&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">ggplot</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">aes</span>(<span class="dt">x =</span> (time.ms)<span class="op">/</span>(<span class="dv">60</span><span class="op">*</span><span class="dv">1000</span>), <span class="dt">y =</span> person, <span class="dt">group =</span> ordinal, <span class="dt">color =</span> domain) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">shape =</span> <span class="dv">124</span>, <span class="dt">size=</span><span class="dv">6</span>, <span class="dt">alpha =</span> <span class="fl">0.2</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_line</span>(<span class="kw">aes</span>(<span class="dt">size =</span> <span class="dv">1</span>)) <span class="op">+</span>
<span class="st">  </span><span class="kw">facet_grid</span>(domain <span class="op">~</span><span class="st"> </span>.) <span class="op">+</span>
<span class="st">  </span><span class="kw">xlab</span>(<span class="st">&quot;Minutes&quot;</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">scale_shape_identity</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">guides</span>(<span class="dt">size =</span> <span class="ot">FALSE</span>) <span class="op">+</span>
<span class="st">  </span>timeline.theme <span class="op">+</span>
<span class="st">  </span>color.palette</code></pre></div>
<p><img 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" /></p>
<h2 id="plot-of-nyu018-50-60-min">Plot of NYU018 50-60 min</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># http://sape.inf.usi.ch/quick-reference/ggplot2/shape for shape codes</span>

dv.combined <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(minute.block <span class="op">==</span><span class="st"> &quot;50-60min&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">ggplot</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">aes</span>(<span class="dt">x =</span> (time.ms)<span class="op">/</span>(<span class="dv">60</span><span class="op">*</span><span class="dv">1000</span>), <span class="dt">y =</span> person, <span class="dt">group =</span> ordinal, <span class="dt">color =</span> domain) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">shape =</span> <span class="dv">124</span>, <span class="dt">size=</span><span class="dv">6</span>, <span class="dt">alpha =</span> <span class="fl">0.2</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_line</span>(<span class="kw">aes</span>(<span class="dt">size =</span> <span class="dv">1</span>)) <span class="op">+</span>
<span class="st">  </span><span class="kw">facet_grid</span>(domain <span class="op">~</span><span class="st"> </span>.) <span class="op">+</span>
<span class="st">  </span><span class="kw">xlab</span>(<span class="st">&quot;Minutes&quot;</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">scale_shape_identity</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">guides</span>(<span class="dt">size =</span> <span class="ot">FALSE</span>) <span class="op">+</span>
<span class="st">  </span>timeline.theme <span class="op">+</span>
<span class="st">  </span>color.palette</code></pre></div>
<p><img 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" /></p>
<h2 id="plot-of-nyu018-60-min">Plot of NYU018 60+ min</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="co"># http://sape.inf.usi.ch/quick-reference/ggplot2/shape for shape codes</span>

dv.combined <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">filter</span>(minute.block <span class="op">==</span><span class="st"> &quot;60min+&quot;</span>) <span class="op">%&gt;%</span>
<span class="st">  </span><span class="kw">ggplot</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">aes</span>(<span class="dt">x =</span> (time.ms)<span class="op">/</span>(<span class="dv">60</span><span class="op">*</span><span class="dv">1000</span>), <span class="dt">y =</span> person, <span class="dt">group =</span> ordinal, <span class="dt">color =</span> domain) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_point</span>(<span class="dt">shape =</span> <span class="dv">124</span>, <span class="dt">size=</span><span class="dv">6</span>, <span class="dt">alpha =</span> <span class="fl">0.2</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">geom_line</span>(<span class="kw">aes</span>(<span class="dt">size =</span> <span class="dv">1</span>)) <span class="op">+</span>
<span class="st">  </span><span class="kw">facet_grid</span>(domain <span class="op">~</span><span class="st"> </span>.) <span class="op">+</span>
<span class="st">  </span><span class="kw">xlab</span>(<span class="st">&quot;Minutes&quot;</span>) <span class="op">+</span>
<span class="st">  </span><span class="kw">scale_shape_identity</span>() <span class="op">+</span>
<span class="st">  </span><span class="kw">guides</span>(<span class="dt">size =</span> <span class="ot">FALSE</span>) <span class="op">+</span>
<span class="st">  </span>timeline.theme <span class="op">+</span>
<span class="st">  </span>color.palette</code></pre></div>
<p><img 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G23M+r0HXfcIR07djQB5K/OoIRPPfWUXHLJJfL2229L8+bN5bHHHpN77rlHzjzzTNOCcePGyd///ndp27atbNmyxay/99575YQTTpAvvvjC5Pn444+lXr16ZlrLvPHGG+W4446TlStXmvJ1ew0sVzsjog8bNkzKly8vDZyRqkeNGiWXXXaZXH/99WbbMWPGmFfdrmzZsvLaa68JAagh4RcCCCCAAAIIIBBYgYQBqK11w4YNZfDgwWa2V69e8s4778gbb7xhgr3Ro0fLtGnTTACqAaMGhRqQduvWzZxqf/LJJ+Whhx4ywaFe7zlnzhwZMWKE85SHyrJkyRLRo5+6vnXr1qJHXLV8Perau3dvE7zqEc+//OUvUqZMGVmxYoVce+21ctppp5ngVyukQa7WRwNQ/bHpnHPOcZ7a4jy2xUmdO3eWhx9+2K7iFQEEEEAAAQQQQKAEBZIKQDt16hStYqNGjeTYY4+NHmnU0+96ilzTokWLzKlwDRA1adCogeCECRNkzZo1eQJEk8H5dcQRR5jgU+f16GWrVq1kw4YNojcs6Sn7vn37ykcffWSzm9Pz8+fPjwagespej5DGpp49e5oydHnjxo1jVzOPAAIIIIAAAgggUEICSQWgRx55ZLR6+jzy2Hm7Uo9G6ql1d0BYv359s1qv5TzssMNs1ujr4YcfHp3WCT2KmZuba6751JuV9KjqL7/8Es2jp/KrV68enXdfLxpd6EwMGTLEPcs0AggggAACCCCAQEAEkgpAk62rvTlJr+vUI5ua9GilJj0KqTcxJZs0sNQjonr6vF+/ftHNvvzyS7FBbXQhEwgggAACCCCAAAIZI+DrMExdunQxRzmff/552b59u6xbt85cK6pHLfXoZ7Vq1QyM3iWvp9gTJT0S2r17d3Oz09KlS831pFOmTDE3Rem1oiQEEEAAAQQQQACBzBTwNQDVAFNvGNJrQvv06SNXXXWVuSbU3gCkRzV1KKVBgwaZQei9yPQ0ut6EpHe99+jRQ1599VUZPnx4vmGfvMphPQIIIIAAAggggEBwBBKegtejljNmzMhT28cffzzP/IUXXij6Y1ObNm1MoKjXg1apUkUqVKhgV5nrO3WIJb07vVKlSuYmJb3b3Z1ssKrLqlatKjqE05133il6Dan72lNd/7e//U1fSAgggAACCCCAAAIZJJAwAC1OO2KDRXdZOgRTYZIGse5AtjDbkhcBBBBAAAEEEEAgWAK+noIPVtOoDQIIIIAAAggggEAQBQhAg9gr1AkBBBBAAAEEEAixAAFoiDuXpiGAAAIIIIAAAkEUIAANYq9QJwQQQAABBBBAIMQCBKAh7lyahgACCCCAAAIIBFGgjPO4y0gQKxbGOun4+c6TTM1Psu2zY+47D4WKm4pSbmxh7v34UV5s+emad7fD733asrVc52mxph8T9UtB+/eyteu1fE1avntZYd8/h0rx57fWQ+ulddJ6FCXZttjtdV6TbWdRXQ+Vcui33Yfb0L2+oGl3PQpab5fZsm397XL3azJ53PmLMx2v3umsQ6L6x6tfom2Ks64k9ufHe9a2Wetvy9NlJfn3buvE638F7PvLLins57/dLvbVlutXebHlu+dHjhwpY8eOlY0bN7oX+z6tDxLS4TYnTpwYt+wEYU3cbVhRRIGivLmS2SaZPF5VdpfhnvbaLmjrU1l3P8r2KsOudwc4BS0rCXdbj+LsO7YM97x72o99uA29ykt238nkSyaPV32SXR9vX/GWJ1uuX/nSXY9M31+66+9XP5eWclLVP6kqN+j9UsTjGEFvFvVDAAEEEEAAAQQQCKoAAWhQe4Z6IYAAAggggAACIRUgAA1px9IsBBBAAAEEEEAgqAIEoEHtGeqFAAIIIIAAAgiEVIAANKQdS7MQQAABBBBAAIGgChCABrVnqBcCCCCAAAIIIBBSAQLQkHYszUIAAQQQQAABBIIqQAAa1J6hXggggAACCCCAQEgFCEBD2rE0CwEEEEAAAQQQCKoAAWhQe4Z6IYAAAggggAACIRUgAA1px9IsBBBAAAEEEEAgqAIEoEHtGeqFAAIIIIAAAgiEVIAANKQdS7MQQAABBBBAAIGgChCABrVnqBcCCCCAAAIIIBBSAQLQkHYszUIAAQQQQAABBIIqQAAa1J6hXggggAACCCCAQEgFCEBD2rE0CwEEEEAAAQQQCKoAAWhQe4Z6IYAAAggggAACIRUgAA1px9IsBBBAAAEEEEAgqAIEoEHtGeqFAAIIIIAAAgiEVIAANKQdS7MQQAABBBBAAIGgChCABrVnqBcCCCCAAAIIIBBSAQLQkHYszUIAAQQQQAABBIIqQAAa1J6hXggggAACCCCAQEgFCEBD2rE0CwEEEEAAAQQQCKoAAWhQe4Z6IYAAAggggAACIRUgAA1px9IsBBBAAAEEEEAgqAIEoEHtGeqFAAIIIIAAAgiEVIAANKQdS7MQQAABBBBAAIGgChCABrVnqBcCCCCAAAIIIBBSAQLQkHYszUIAAQQQQAABBIIqQAAa1J6hXggggAACCCCAQEgFCEBD2rE0CwEEEEAAAQQQCKoAAWhQe4Z6IYAAAggggAACIRUgAA1px9IsBBBAAAEEEEAgqAIEoEHtGeqFAAIIIIAAAgiEVIAANKQdS7MQQAABBBBAAIGgChCABrVnqBcCCCCAAAIIIBBSAQLQkHYszUIAAQQQQAABBIIqQAAa1J6hXggggAACCCCAQEgFCEBD2rE0CwEEEEAAAQQQCKoAAWhQe4Z6IYAAAggggAACIRUgAA1px9IsBBBAAAEEEEAgqAIEoEHtGeqFAAIIIIAAAgikWWDjxo2yYcOG6F737NkjP/74Y3TerwkCUL8kKQcBBBBAAAEEEMhQgdzcXHnggQekQ4cOMn36dNOKt99+W5o2bSpt27aVPn36yI4dO3xrHQGob5QUhAACCCCAAAIIZKbApEmTZNSoUXLllVdKt27dZPv27TJ06FBp1KiRPPjgg/LNN9/IM88841vjsn0riYIQQAABBBBAAAEEMlJgxowZ0qRJE3MUVBswYcIE0dPvI0aMkHPOOUcWLVokX3zxhW9t4wiob5QUhAACCCCAAAIIZKbA1q1bzal2W/tPPvlEypcvL6eeeqpZVKtWLdm3b59dXexXAtBiE1IAAggggAACCCCQ2QLNmjWTefPmmUbk5OSIBqCdOnWSKlWqyM6dO2Xq1Kly/PHH+9ZIAlDfKCkIAQQQQAABBBDITIHu3bvL2rVrpW/fvtKvXz/55Zdf5KKLLjKN0VPwS5Yskcsvv9y3xhGA+kZJQQgggAACCCCAQGYK6J3ujz32mAk0Z82aZYLQSy+91DTmggsukPHjx0v79u19axw3IflGSUEIIIAAAggggEDmClxyySUycOBA2b17tzn1blsyfPhwO+nbKwGob5QUhAACCCCAAAIIZI5A586dJRKJJF3h888/X+6+++6k8yfKSACaSId1CCCAAAIIIIBASAUaNGiQp2VfffWV/PTTT3LyySdHbzhatmyZuTmpcePG0rx58zz5izNDAFocPbZFAAEEEEAAAQQyVGDcuHHRmi9cuFB69+4tuuy3v/1tdLlOfP755+YGpOrVq+dZXpwZbkIqjh7bIoAAAggggAACIRB444035Mwzz8wXfGrTunTpItddd50JTv1qKgGoX5KUgwACCCCAAAIIZKjA/v37E9a8cuXKooPV+5UIQP2SpBwEEEAAAQQQQCBDBXQc0ClTpsi0adPytWDVqlXy3HPPyVlnnZVvXVEXcA1oUeXYDgEEEEAAAQQQCInAGWecIX369JH+/fubU+4tWrSQChUqyOrVq81TkJo2bWrGBvWruQSgfklSDgIIIIAAAgggkKEC5cqVk6efflratGkjkydPlldffVX27t1r7oa/+uqrzfBLehrer0QA6pck5SCAAAIIIIAAAhkuMGjQINGf3NxcOXDggDkKmoomEYCmQpUyEUAAAQQQQACBDBXQ0+4rV66UMmXKSKNGjeS4444z0342hwDUT03KQgABBBBAAAEEMlRAB50fNmyY6LPg3aldu3byyCOPyIknnuheXKxp7oIvFh8bI4AAAggggAACmS+wc+dOGTBggHnqUc+ePc24n5UqVZIbbrhBli9fLhdffLFs3LjRt4YSgPpGSUEIIIAAAggggEBmCrz88suybt06ef/99+X5558XfU58dna2PPDAAzJ//nzRcUJHjx7tW+MIQH2jpCAEEEAAAQQQQCAzBRYvXizt27eXtm3b5muAPoJTh2hatGhRvnVFXUAAWlQ5tkMAAQQQQAABBEIioEFmtWrV4ramatWqUrFixbjrC7uCALSwYuRHAAEEEEAAAQRCJqBPQpo5c6bMnj07X8v05qTx48dLx44d860r6gIC0KLKsR0CCCCAAAIIIBASgU6dOkn9+vWlV69e5pGc2iwdiF5vSOrSpYvUqVNHBg8e7FtrCUB9o6QgBBBAAAEEEEAgMwX0SUiffvqpDBkyRMqWLWsaEYlEZPPmzTJ06FD54IMPfD0Fzzigmfk+odYIIIAAAggggICvAnqN58iRI02ZOTk5snbtWnMnvK87+U9hBKCpUKVMBBBAAAEEEEAgQwV4ElKGdhzVRgABBBBAAAEEMk2AJyFlWo9RXwQQQAABBBBAIIMFeBJSBnceVUcAAQQQQAABBDJRgCchZWKvUWcEEEAAAQQQQCCDBXgSUgZ3HlVHAAEEEEAAAQQyUYAnIWVir1FnBBBAAAEEEEAggwV4ElIGdx5VRwABBBBAAAEEMlGAJyFlYq9RZwQQQAABBBBAIIMFeBJSBnceVUcAAQQQQAABBDJVgCchZWrPUW8EEEAAAQQQQCDDBTZt2iSrVq0yz4Rv2bKlVKlSxfcW8ShO30kpEAEEEEAAAQQQyDwBfRLSHXfcITNmzIhWvkyZMnLiiSfKc889J/Xr148uL+4EAWhxBdkeAQQQQAABBBDIcIFt27ZJv3795ODBg3L77bdLkyZNJDs72xwJ/ec//yk9evSQSZMmSaNGjXxpKQGoL4wUggACCCCAAAIIZK7ASy+9JPv27ZPp06dLrVq18jTk2muvlTPPPFPeeust+cMf/pBnXVFnsoq6IdshgAACCCCAAAIIhENAn4SkQWZs8Kmtq1q1qlx44YXyxRdf+NZYAlDfKCkIAQQQQAABBBDITIHKlSvLd999F7fyP/zwg9SpUyfu+sKuIAAtrBj5EUAAAQQQQACBkAmcffbZokdBH374YdmyZUu0dfv375enn35aJk+eLOedd150eXEnCECLK8j2CCCAAAIIIIBAhgtocKnXd2qwedlll0Vbo0Hpvffea25Q6tatW3R5cSe4Cam4gmyPAAIIIIAAAgiEQGD48OGiNxz9+9//jrbm+OOPl08++URat24dXebHBEdA/VCkDAQQQAABBBBAIAQCRx11lFxwwQXRlugg9H4Hn1o4R0CjxEwggAACCCCAAAKlU0AHmn/22WcL1fh3331XatasWahtbGYCUCvBKwIIIIAAAgggUEoFqlevLg0bNszT+gMHDsjq1atlzZo1JtBs27ZtnvU6UH1RU9G3LOoe2Q4BBBBAAAEEEEAgUAJ9+/YV/SkoTZs2TX73u9+Zm5TatWtXUJZCL+Ma0EKTsQECCCCAAAIIIFB6BHSA+q5du8rYsWN9azQBqG+UFIQAAggggAACCIRToFy5cuZ0vF+tIwD1S5JyEEAAAQQQQACBkAns2rXLDEL/wQcfSKtWrXxrHdeA+kZJQQgggAACCCCAQGYKPP744zJq1Kh8ld+3b58cPHhQ9Cala665Jt/6oi4gAC2qHNshgAACCCCAAAIhEdCjm/369cvXGn1GfJMmTeT000+XBg0a5Ftf1AUEoEWVYzsEEEAAAQQQQCAkAt27dxf9SVfiGtB0SbMfBBBAAAEEEEAAASNAAMobAQEEEEAAAQQQQCCtAgSgaeVmZwgggAACCCCAAAIEoLwHEEAAAQQQQAABBNIqQACaVm52hgACCCCAAAIIIEAAynsAAQQQQAABBBBAIK0CBKBp5WZnCCCAAAIIIIAAAgSgvAcQQAABBBBAAAEE0ipAAJpWbnaGAAIIIIAAAgggQADKewABBBBAAAEEEEAgrQIEoGnlZmcIIIAAAggggAACBKC8BxBAAAEEEEAAAQTSKkAAmlZudoYAAggggAACCCBAAMp7AAEEEEAAAQQQQCCtAgSgaeVmZwgggAACCCCAAAIEoLwHEEAAAQQQQAABBNIqQACaVm52hgACCCCAAAIIIEAAynsAAQQQQAABBBBAIK0CBKBp5WZnCCCAAAIIIIAAAgSgvAcQQAABBBBAAAEE0ipAAJpWbnaGAAIIIIAAAgggQADKewABBBBAAAEEEEAgrQIEoGnlZmcIIIAAAggggAACBKC8BxBAAAEEEEAAAQTSKkAAmlZudoYAAggggAACCCBAAMp7AAEEEEAAAQQQQCCtAgSgaeVmZwgggAACCCCAAAIEoLwHEEAAAQQQQAABBNIqQACaVm52hgACCCCAAAIIIEAAynsAAQQQQAABBBBAIK0CBKBp5WZnCCCAAAIIIIAAAgSgvAcQQAABBBBAAAEE0ipAAJpWbnaGAAIIIIAAAgggQADKewABBBBAAAEEEEAgrQIEoGnlZmcIIIAAAggggAACBKC8BxBAAAEEEEAAAQTSKkAAmlZudoYAAggggAACCCBAAMp7AAEEEEAAAQQQQCCtAgSgaeVmZwgggAACCCCAAAIEoLwHEEAAAQQQQAABBNIqQACaVm52hgACCCCAAAIIIEAAynsAAQQQQAABBBBAIK0CBKBp5WZnCCCAAAIIIIAAAgSgvAcQQAABBBBAAAEE0iqQnda9hXhn27fnyqJFObJ7t0j9+lmydGmubNmSKyeemCVt22bLypUiu3blSps2WZKVlTfuX748N+66kiLT9nz/fa4cfXSW1K2bJbaOlSqJbN6cK7m5ubJ3b5ZUrpwlv/xyaP644w61dedOMdvqq0iuk0cclyypWlVEt9+z57+vsR6x+43X/mTzxdveLneXo/Wzbd6161B/2frG1tNuX9RX937VN5mUzDbaT5s25Rjz2rWznfdV3vedLUP7Rvvt2GNFqlTJMn3idxvte6ZBA5HVqyX6XkqmrZrH1tW+B2PnkylHt7F/l61bZ5v3cjLl2DwVK4rzPk+u7nYbW19bP+uQyDfetrYM96vm1TZpufXqZckpp2QV6JuoTFsn+/esf6P6fol9LyYqI9E6d31jp+12hbGNLSN23rYnkXHsNnbe1ie235Jdb/Ol8tWrjqncd2zZam0/Y/Tz3/33YfvB/blpvw+s74IFOc73Y45571arlmW+E2PzxO4zHfOpMLZl6nv9559zzXenft46X5+yfv0hgxNOKJ/v7y4d7Q3CPghAfeqFrVtzZd68HNm2LSL795eTGTP2y8aNESfYLGf+wJYv328C0tatKzrL8u50+fKcuOvy5kzfnLbnm29ypHnzQ19Kto6HHZYlq1blyMGDIjt3HpTDDy8ra9cemtdAW78Atm7NMdv+8ovWN1eqV9dluVKjhohur3+U9jXWI3a/8VqcbL5429vl7nKOPlqibf7pp0P/QMSrp92+qK/u/cZ+6ccrM5lttJ/0R831nwTbDutsy9C+0X474YRsOeKIQ8GezRNv/4Vdbt8zhx+eHXVNtq26L1tX+x6MnU+mPrqN/bs88shD/0wlU47NY9+7tg6J9mm3ic1rHRL5xtu2oP1pXm3T3LkH5fjjs6Rp0woF+iYq09bJ/j3b90ts/yQqI9G6guptl9ntCmNrt433atuTyDjetrY+sf1m83utt/lS+RqEOtj2qbX+aP/pZ7rWzdrZfnB/btrvA5tH/3maNeuA874t5/xTmivaZ7F57L7S+ZoKY1umWq1cmSNr1hz8z2dzGVmxQg2yHcPcUhuAxoRC6exu9oUAAggggAACCCBQGgUIQEtjr9NmBBBAAAEEEECgBAUIQEsQn10jgAACCCCAAAKlUYAAtDT2Om1GAAEEEEAAAQRKUMCXAHTfvn2yY8eOpJtx4MAB5y64pc6ddJuS3oaMCCCAAAIIIIAAAuEQ8CUAnTJlitx4441JiWjQedFFF8ngwYPllVdeSWqbRJlmzpzp3FE3K1EW1iGAAAIIIIAAAggESMCXYZhOPvlkZzgFZwybJNKcOXMkEonI+++/L+XLl09ii8RZnn76abnssssSZ2ItAggggAACCCCAQGAEfAlAs7OzpUKFCqZRGzdudMa03OIMMlvPGadurujp9lNOOcUZ66qGM1jyalm8eLEzBuRhZl2bNm2kWrVqzgCtP8vXX39ttqtTp47Jr2Vq0vxHHXWUM6D2Lmfw5UWmnE6dOomu1232OKOaL1++3Pw0bdrUbMMvBBBAAAEEEEAAgeAK+BKAzp49W15//XV5+eWXRaffeust5+kIe+WYY45xRv7fLKNHj5bnnnvOBIl67efWrVtFT9s3cB6R8s0338if//xnadmypfP0lsry7LPPSqNGjeSpp54yamPGjJFy5cqZa0ZPOOEE+eqrr6RFixby17/+1QSxGphqkFq/fn1nUNf/BqBDhw41ddBCNNDVU/4kBBBAAAEEEEAAgZIX8CUAjW3G999/bwLJZs2aOU8F2i+XXHKJfPrppzJw4EBzlPPjjz+W++67z2z297//XS6++GK59tprzfyCBQvk5ptvlg0bNogeDdWk142++eab5pT9woULZciQIWaZbvPRRx/JhRdeKOeff77Ja3/l5OSI/mg6qI/tISGAAAIIIIAAAggEQiAlAWjNmjVFg09Nep2nHp3cvn17gQ3WQFQDRQ1aV6xYYY6IakY9gmpThw4doteLNm7c2CzWu+5r1apls+R7tUdQ861gAQIIIIAAAggggECJCqQkAK1atWqeRun1mvpc6oLS1KlTZdSoUSbA1FPlevpdk96oZJO7PD0dryleeXYbXhFAAAEEEEAAAQSCKZCSADTZpur4oQ8++KA5pa5DM2latmyZuV402QCzTJkyye6OfAgggAACCCCAAAIBEPBlHNCitkOPclaqVMnc0a5l6B3tehOSJr17PpmkR0fXrl0ru3fvTiY7eRBAAAEEEEAAAQRKWKBEA9CKFSvKDTfcIM8//7z07dtX+vfvb4Zgqlu3rqxcuTIpmlNPPVXGjx8vI0aMSCo/mRBAAAEEEEAAAQRKVsCXU/AXXHCB6I+m3r17mx93sx599NHo7IABA0R/bNI72HUbHQtUb17SU+p6V7xNTzzxhJ00rxq0zpgxI7rsiiuuMIErp+KjJEwggAACCCCAAAKBFvAlAC1uCzV41MHmi5rsIPhF3Z7tEEAAAQQQQAABBNInUKKn4NPXTPaEAAIIIIAAAgggEBQBAtCg9AT1QAABBBBAAAEESokAAWgp6WiaiQACCCCAAAIIBEWAADQoPUE9EEAAAQQQQACBUiJQxhmL87+PHColjU5VM/XR8/rAJ+fBT7J//6Fp50mkZv4/j6U307H7T7QuNm8657VeWc6/KPpj6+jev324lX3VduuPJs2vy3VbTe7pQ0sO/bb53cvc+3Uvj51ONl/sdrHz7nLstG2TzVtQPe26or7afVmjZMrx2kbX26Tl2na46695dLn+uJe7p20ZxXm1ddFyveodbz+x28XOx9vOvVy3sW211smUY/Potrqd3dZdduy03cadV5dp8vItaNtDW+b/rXn1M0bL1M+YeNsmWh5barw2xitDt0+0LrZ897zdrjC27u1jp7U8TV7Gh3Ll/23r4+43dy6v9e68qZoOQh20bdZap9XL3Yfudbre9oe77jrtni8oj25bEsldL7/2b8tUJ/2xybpp++O972xeP19HjhwpY8eOlY0bN/pZbL6yunfvbsZ5nzhxYr51dsF/wgU7y2txBOwfkpbhjBaVJ7nX5VnhzCRaF5s3nfPuermnk6lDYfO7y0x222TzucsuaNpdjp1OxweC3VdBd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" 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