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<title>Clustering Graphics</title>



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<h1 class="title toc-ignore">Clustering Graphics</h1>
<h4 class="author"><em>Catherine Hurley</em></h4>
<h4 class="date"><em>2019-01-07</em></h4>



<p>This package will order panels in scatterplot matrices and parallel coordinate displays by some merit index. The package contains various indices of merit, ordering functions, and enhanced versions of pairs and parcoord which color panels according to their merit level. For details on the methods used, consult “Clustering Visualisations of Multidimensional Data”, Journal of Computational and Graphical Statistics, vol. 13, (4), pp 788-806, 2004.</p>
<div id="displaying-a-correlation-matrix" class="section level2">
<h2>Displaying a correlation matrix</h2>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">library</span>(gclus)
<span class="co">#&gt; Loading required package: cluster</span>
<span class="kw">data</span>(longley)
longley.cor &lt;-<span class="st"> </span><span class="kw">cor</span>(longley)
longley.color &lt;-<span class="st"> </span><span class="kw">dmat.color</span>(longley.cor)</code></pre></div>
<p><code>dmat.color</code> assigns three colours to the correlations according to the correlation magnitude. High correlations are in pink, the middle third are in blue, and the botom third are in yellow.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">par</span>(<span class="dt">mar=</span><span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>))
<span class="kw">plotcolors</span>(longley.color,<span class="dt">dlabels=</span><span class="kw">rownames</span>(longley.color))</code></pre></div>
<p><img src="data:image/png;base64,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" style="display: block; margin: auto;" /></p>
<p>If you want to change the colour scheme:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">longley.color &lt;-<span class="st"> </span><span class="kw">dmat.color</span>(longley.cor, <span class="dt">byrank=</span><span class="ot">FALSE</span>)
longley.color &lt;-<span class="st"> </span><span class="kw">dmat.color</span>(longley.cor, <span class="dt">breaks=</span><span class="kw">c</span>(<span class="op">-</span><span class="dv">1</span>,<span class="dv">0</span>,.<span class="dv">5</span>,.<span class="dv">8</span>,<span class="dv">1</span>), 
                            <span class="kw">cm.colors</span>(<span class="dv">4</span>))</code></pre></div>
<p>The plot is easier to interpret if variables are reorded prior to plotting.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">par</span>(<span class="dt">mar=</span><span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>))
longley.o &lt;-<span class="st"> </span><span class="kw">order.hclust</span>(longley.cor)
longley.color1 &lt;-<span class="st"> </span>longley.color[longley.o,longley.o]
<span class="kw">plotcolors</span>(longley.color1,<span class="dt">dlabels=</span><span class="kw">rownames</span>(longley.color1))</code></pre></div>
<p><img src="data:image/png;base64,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" style="display: block; margin: auto;" /></p>
</div>
<div id="displaying-a-pairs-plot-with-coloured-panels" class="section level2">
<h2>Displaying a pairs plot with coloured panels</h2>
<p><code>cpairs</code> is a version of <code>pairs</code> All the high-correlation panels appear together in a block.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">par</span>(<span class="dt">mar=</span><span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>))
<span class="kw">cpairs</span>(longley, <span class="dt">order=</span> longley.o,<span class="dt">panel.color=</span> longley.color)</code></pre></div>
<p><img 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" style="display: block; margin: auto;" /></p>
<p>If the <code>order</code> is not supplied, then the variables are plotted in default dataset order.</p>
</div>
<div id="displaying-a-pcp-plot-with-coloured-panels" class="section level2">
<h2>Displaying a PCP plot with coloured panels</h2>
<p><code>cparcoord</code> is a versions of <code>`parcoord</code> where panels can be coloured. Again, the pink panels have high correlation, blue panels have middling correlation, and yellow panels have low correlation.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">cparcoord</span>(longley, <span class="dt">order=</span> longley.o,<span class="dt">panel.color=</span> longley.color, 
          <span class="dt">horizontal=</span><span class="ot">TRUE</span>, <span class="dt">mar=</span><span class="kw">c</span>(<span class="dv">2</span>,<span class="dv">4</span>,<span class="dv">1</span>,<span class="dv">1</span>))</code></pre></div>
<p><img 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" width="100%" style="display: block; margin: auto;" /></p>
</div>
<div id="plotting-re-ordered-dendrograms." class="section level2">
<h2>Plotting re-ordered dendrograms.</h2>
<p><code>eurodist</code> is a built-in distance matrix giving the distance between European cities.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">par</span>(<span class="dt">mar=</span><span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>))
<span class="kw">data</span>(eurodist)
dis &lt;-<span class="st"> </span><span class="kw">as.dist</span>(eurodist)
hc &lt;-<span class="st"> </span><span class="kw">hclust</span>(dis, <span class="st">&quot;ave&quot;</span>)
<span class="kw">plot</span>(hc)</code></pre></div>
<p><img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAkAAAAGACAYAAABFmt0fAAAEGWlDQ1BrQ0dDb2xvclNwYWNlR2VuZXJpY1JHQgAAOI2NVV1oHFUUPrtzZyMkzlNsNIV0qD8NJQ2TVjShtLp/3d02bpZJNtoi6GT27s6Yyc44M7v9oU9FUHwx6psUxL+3gCAo9Q/bPrQvlQol2tQgKD60+INQ6Ium65k7M5lpurHeZe58853vnnvuuWfvBei5qliWkRQBFpquLRcy4nOHj4g9K5CEh6AXBqFXUR0rXalMAjZPC3e1W99Dwntf2dXd/p+tt0YdFSBxH2Kz5qgLiI8B8KdVy3YBevqRHz/qWh72Yui3MUDEL3q44WPXw3M+fo1pZuQs4tOIBVVTaoiXEI/MxfhGDPsxsNZfoE1q66ro5aJim3XdoLFw72H+n23BaIXzbcOnz5mfPoTvYVz7KzUl5+FRxEuqkp9G/Ajia219thzg25abkRE/BpDc3pqvphHvRFys2weqvp+krbWKIX7nhDbzLOItiM8358pTwdirqpPFnMF2xLc1WvLyOwTAibpbmvHHcvttU57y5+XqNZrLe3lE/Pq8eUj2fXKfOe3pfOjzhJYtB/yll5SDFcSDiH+hRkH25+L+sdxKEAMZahrlSX8ukqMOWy/jXW2m6M9LDBc31B9LFuv6gVKg/0Szi3KAr1kGq1GMjU/aLbnq6/lRxc4XfJ98hTargX++DbMJBSiYMIe9Ck1YAxFkKEAG3xbYaKmDDgYyFK0UGYpfoWYXG+fAPPI6tJnNwb7ClP7IyF+D+bjOtCpkhz6CFrIa/I6sFtNl8auFXGMTP34sNwI/JhkgEtmDz14ySfaRcTIBInmKPE32kxyyE2Tv+thKbEVePDfW/byMM1Kmm0XdObS7oGD/MypMXFPXrCwOtoYjyyn7BV29/MZfsVzpLDdRtuIZnbpXzvlf+ev8MvYr/Gqk4H/kV/G3csdazLuyTMPsbFhzd1UabQbjFvDRmcWJxR3zcfHkVw9GfpbJmeev9F08WW8uDkaslwX6avlWGU6NRKz0g/SHtCy9J30o/ca9zX3Kfc19zn3BXQKRO8ud477hLnAfc1/G9mrzGlrfexZ5GLdn6ZZrrEohI2wVHhZywjbhUWEy8icMCGNCUdiBlq3r+xafL549HQ5jH+an+1y+LlYBifuxAvRN/lVVVOlwlCkdVm9NOL5BE4wkQ2SMlDZU97hX86EilU/lUmkQUztTE6mx1EEPh7OmdqBtAvv8HdWpbrJS6tJj3n0CWdM6busNzRV3S9KTYhqvNiqWmuroiKgYhshMjmhTh9ptWhsF7970j/SbMrsPE1suR5z7DMC+P/Hs+y7ijrQAlhyAgccjbhjPygfeBTjzhNqy28EdkUh8C+DU9+z2v/oyeH791OncxHOs5y2AtTc7nb/f73TWPkD/qwBnjX8BoJ98VQNcC+8AAEAASURBVHgB7J0J/G1j9f8fkiFzKfOYBkMDyfxTZlKGKIqKa0xIlzKEyFiGFJlFZonCRaQIUeTPTVyzQmZXXTJd7P96P/Uc+7u/Z9j7PHuf7z7nfNbrdb7fc/bw7Gd/nj2sZ63PWmuaxMRJhIAQEAJCQAgIASEwRAhMO0TnqlMVAkJACAgBISAEhIBHQAqQLgQhIASEgBAQAkJg6BCYbujOWCcsBHIicMkllzg+EydOdP/85z/d4osv7pZddln33e9+1y244IIjWvnhD3/ofvOb3/hl1157rZt22urnFm+99Zb729/+5j760Y+O6EtVP5599lm3+eabj2p++umnd3PMMYdbbrnl3M477+ze9a53jdqm1wvS4/G73/3OTTPNNL3ugo4nBIRAzRGYRhygmo+QutdzBP7973/7F/l5553X9NizzDKLO/30090Xv/jFxvptttnGnXnmmf73G2+84d7xjnc01lXx5eabb3a77bab+/CHP+zOOeecKg4xqs3HH398lOKX3WjhhRd2J598slt33XWzq3r6Oz0eb775Zk8U0p6eoA4mBIRANAKyAEVDqAYGDYEdd9zRXXjhhf603v/+97vNNtvMzTjjjN4adNddd7mXXnrJK0jrrLOOt3yMxfmvssoq/rAoQGMhWMNQclD2/vOf/7hbbrnFPfTQQ+4f//iH23TTTd29997rFlhggbHomo4pBISAEMiFQPV2+lzd0EZCoB4I3HjjjQ3lZ9VVV3V33HGHO+KII9yBBx7o/vrXv7qvfe1rvqPPP/+8O+ywwyrpNEoFisTDDz/sXn755a6PMWXKFPfYY4/l3h8LT17BFXj88ce7k046yZ199tnuvvvuc/vuu6/fHYVozz33bNoUQad///vfC50X5/Hkk082bS8sBDPaxS1YRNqdMy4/xrmThGMXDahtdmysVU888YRXIJ9++ulOh/brX3nlFb9PdmNwe+6557KL9VsICIGAAC4wiRAQAv9FYJNNNiEthP+YVWMULPZSSsxClJx11lmJvXAb67feeuvGfvZC9Mu/9KUvJTPPPHPy3ve+t7EdX/7whz/45awz5aGx7qmnnkq+8pWvJNNNN12jLeOuJGuttVby6KOP+u3+8pe/+H1DH9mWdo477rhGO+YeSz7ykY8k7Mt2xs9JvvnNbyavvvrqiG3Yj8+ECROSD37wg35b4zYl9tJvbJf+YspUo1/m/kuv8t+nTp2amGXIb8Ox7cXc2IZj77777smss87q1xtHKvnYxz6W0Ne0bLvttr5PK6+8cjJp0qRk+eWXT9iW8zD3WnLNNdekN09M2Uq23377xCx0fhvaP/TQQ5OvfvWr/jf7mVLh9+FYnc7ZFM5k1113Tcyy1th//vnnT44++uhGO6EDbLvTTjs1jj3nnHMmphT7bcNxwrZ5jv3973/fj1UYW/4vssgiiXGYQjPJpZde2jgHs0YmG220UfLOd77T93XRRRdNbr311sT4asnqq6+emBvWXwNLLrlkYsp7ow19EQJC4L8IOAEhBITA2wgsscQS/mUy22yzvb0wx7dmCtDnP/953xYvw7T8/ve/b7xczzjjjMaq1VZbzS9HqUGBSSsxvNDMuuFfcOkXZPh+zDHH+HZomxdfWD777LM3vn/qU59qHOumm25qLJ977rkb343I3Ngm+6WTAsT2X/7ylxtt3X333Y0m1lxzzcZylJSg1HCuaaVmq6228tuhNKJQ8HJ/97vf3djXCNaJWWYa7a633nqNdShdQcGaYYYZGsuDAtTpnFHYUDYDdtn/n/3sZxvH5Qu/wzacj3HD/G8UprA87NDp2JdffnljH84xfc5gYC5F35SR8hvbzTvvvB7H9PiBGccHi/TYmzsyQWGTCAEh8DYCcoHZk0oiBEAA9wluJyQb5eUXVvgHF88NN9zgj/DTn/7Uu9twuZ177rlumWWWcWb98C4eIr4eeOCBRk823HBD/xvSL+4TiNH8n2eeeZxZi7wL5Nhjj/Xbm+XJ2Yu2sW/4gquFbcy64A4++OCwuKv/adzgBCG/+MUvHJFYiFmBvDuLc+BccB/ts88+fl36D+6nFVZYwfGfT3A94hLkPBBT9hqRdyuttJKPiCNa74ADDnCvvfZaurlR35ud8x577OGI4EPMguTMAuVwia6xxhp+mVnK3Gmnnea/X3fddY7fCHyse+65x7uh9ttvPx8x6Fe0+NPs2HDOTOlx8Mr+9a9/+XH78Y9/7Fswy5r74x//OKo1U3L8NWGWQ/f1r3/dr3/hhRf8uT/44IOO5WaF9Mtxt4XxGNWQFgiBYUXgbV1I34TAcCNg5ObG7NpezoXAiLUAGV+jYbnBioEL5+c//3liilHTftjzyvd1yy23bKzHZRSW48YJgmtqrrnm8uuC6yptkdhggw3Cpm3/57EAfe9732v0ATchYqHzfhmWqWeeeaZxDHvBN7Y1BcIvDxYgziNYPVjx29/+trHtiSee6Lc1ZaOxzCL2/LLwJ1jyaKeZBajZOS+00EK+vfe85z1JcGPSnikOjeOsuOKK/hDpY59//vnhsMnrr7/esARx7CB58WZ/BDfWUUcd1TguLjgkbQE68sgj/TL+mALV2Na4WI3lpkA3lmNlkggBIfA2ArIA2VNKIgRAwFxVztwKHgyIqK3Ebp9Wq5ouz27fjKhrSo8zpcXv/+KLLzpTHrzVY7755vOWkMsuu6xp2+mFacvQxRdf7JZeemn/+fjHP+4gyiLNSNGf/OQn081EfU8Te4mgQ0K/zE3kzJXX6FewTLFNs34Z/4VVXswlGb42rDvBWscKLCdpMd5L+ueo79lzfuSRR5zxrPx2phyNSGOw2GKLOXNH+nXkXWI809YUc5s12jd3lT/HxoImX7LHDptgncOSY4qYMzfWCCJ59hpin3SU3UwzzRSaGWG95JoO0skqFrbTfyEwLAhIARqWkdZ55kLgQx/6kN+O6BkjOY/ahwgn3DxGVnZXXnnlqPXNFuDmSUurF5HxeNxFF13k1l57bWccFr8LLz4jtjoju7pf/vKX6WZGfQ9KDitIRki+ovBBGcKlFBS89M4kMSxL0ooBofJI6Be5kUJ/+P++973P94l+4bZLC+6dgAHL2TcrbBMk/aJnGW6kdpI957QCYbykUbuGY2X/s2F2+06RY9lj08Y3vvENhzuT/FIoUUZad7hCg6A8ZoXUDEFCv/iNK00iBIRAZwRG3+md99EWQmBgEdh4443d9ddf78/PooncqaeeOuJcCf2GZ0LyQaw2n/nMZ0asT/8IL1Vzazg+ZExGWoV0owRgafj1r3/tE/dZ5JBXeszl4/e74IILfE4i/+N/f9KWAYsCaqwygq770Y9+1PgN78TIso3f6S+hX+ll3Xy/7bbbGvwci97yCg7t0C/4NCiC8GbMHeebJ0ybl33Aqegxg4LFflhmyESNwBMyl5P/3upP9pzhTGFxQunFEoOVLigdpCSAj4UstdRSPqs0VqEgHAu8ERTnP/3pT2FV0//ZY3M9nXDCCX7b7bbbrnHN3XnnnY39Q18aC9p8SStDbTbTKiEw9AiMnlYMPSQCYJgRYCaOtQSB8GocG0+MtUglb/WB5Ipgkdhll13891Z/gjWJ9RCMEePAOMo0ZAWXFYoAiQ0POuggn3gR8i2k5PDCTFsOUBwQXHUWYu4mT57scHXhPkFQllA6EMjCvODZP7xo/Yr//WlmXUmvb/adlzaK2q9+9St3pmXAhsiMGwqFjJd1+jhYrxAUIOOteBcWCgbLsQRB8kYZKippt9f48eO91QfLD/mIWlnZwjGanbNF4fnVkK65DlB8yANFeY8gFqbvv0IuDoqGheE7S0Pg8UARaubiDPvzP3vs+++/v7Ha+EeN74FwzQKSb0qEgBAoGQF7YEmEgBBIIXD77bcngRBrt1uDRJr+fsopp6T2SJJmJGhC0u0l2difHDn28kuMG9NYFsLgCcEm7D0cg5w3//d//5eYUuSXmRKU/PnPf24cM52nhmNAykUgA3OM0A5kYFNI/G++kzcHSZNyrXSFX9bpT5oEHdrP/udYFoU1oilTRhJTchp9IsQ9HbodMGCnQILmnNJC/qNwLOMONVZZlu7GckLqSTnAduAXtm9Ggm52zhZBlZg7rrFfGkfaMmtf47h8MaWrsW04FsdPE7DDDu3wNuW1EbLOeZMOIfQ/XD/kcULSJGhTPkPzCQTn0AeLumssNyW1sdxcqI3l+iIEhECSyAJkTw2JEEgjQJZjXB7jxo1ruGvC+k984hPejcOsv5NA+P3JT37iLB+L3xSS7ec+9zlnEU2jdoXPgaWGcHa4L1gfCMGGP4NlB74RbqUgljRvhOsItw+CZYKirJbY0FsosAJZbhi3xRZbeHdaFYVKseJAOqYEBqH3WLDSggULNxGh7LgNQ2g7LiusYaY8pjcv9B1X5A477OB5OFiYsD4dfvjhPty+UEO2MRYyxoYxgGAceEngR9bvLBHdIrN8+gBIzewLd4sxDK64YLnr1A/aJ1UAhHd7Kfl0CBwbq2EIwc/LN+t0LK0XAkLgbQRUDPVtLPRNCDRFAHcP3A64LOlopKYbN1mISwQ3h83qRygtTTb1i3BpEU2FUoNLK+36Su+DckS+F9pt1i+iyWgHVxyKQR2EFzxEac4pcIHK6BdYEMmF4pclJXfbPnwgcAtuxXQ7KLMoqWBPxFbarYWSC9cJkjfcq7yCAkdkGwow7UqEgBCoFgEpQNXiq9aFgBAYQASw9Fh2a39mkLGvvvpqr/Bg6frCF77gOTvwgSBUS4SAEKgnAlKA6jku6pUQEAI1RgArHeH7ITos21UsQkTFQfCWCAEhUE8E6mEXryc26pUQEAJCoCkCcLbgC1H1noSPRPDhLiNHFJYfQuGl/DSFTguFQG0QyGUBguBIXZl2Qr0aEnDhF5cIASEgBIYNAYjLaS7QsJ2/zlcI9BsCuRIh3nLLLR1zW+ADt9pF/Xb+6q8QEAJCoBQEpPyUAqMaEQI9QyCXAhTCeNv1ilDYsqIv2h1H64SAEBACQkAICAEhEIuAOECxCGp/ISAEhIAQEAJCoO8QkALUd0OmDgsBISAEhIAQEAKxCEgBikVQ+wsBISAEhIAQEAJ9h4AUoL4bMnVYCAgBISAEhIAQiEVAClAsgtpfCAgBISAEhIAQ6DsEpAD13ZCpw0JACAgBISAEhEAsAlKAYhHU/kJACAgBISAEhEDfIZArD1C/nBXp56+66qp+6a76OSAIrL/++m7FFVcckLPRaQgBISAEhgOBgVKAVlppJbfffvspIeNwXLu1OMspU6Y4rrskSWrRH3VCCAgBISAE8iEwUArQbLPN5osT5slcnQ8ebSUE2iOAAnTqqae230hrhYAQEAJCoHYIiANUuyFRh4SAEBACQkAICIGqEZACVDXCal8ICAEhIASEgBCoHQJSgGo3JOqQEBACQkAICAEhUDUCUoCqRljtCwEhIASEgBAQArVDQApQ7YZEHRICQkAICAEhIASqRkAKUNUIq30hIASEgBAQAkKgdghIAardkKhDQkAICAEhIASEQNUISAGqGmG1LwSEgBAQAkJACNQOASlAtRsSdUgICAEhIASEgBCoGgEpQFUjrPaFgBAQAkJACAiB2iEgBah2Q6IOCQEhIASEgBAQAlUjIAWoaoTVvhAQAkJACAgBIVA7BKQA1W5I1CEhIASEgBAQAkKgagSkAFWNsNoXAkJACAgBISAEaoeAFKDaDYk6JASEgBAQAkJACFSNgBSgqhFW+0JACAgBISAEhEDtEJACVLshUYeEgBAQAkJACAiBqhGQAlQ1wmpfCAgBISAEhIAQqB0CUoBqNyTqkBAQAkJACAgBIVA1AlKAqkZY7QsBISAEhIAQEAK1Q0AKUO2GRB0SAkJACAgBISAEqkZAClDVCKt9ISAEhIAQEAJCoHYISAGq3ZCoQ0JACAgBISAEhEDVCEgBqhphtS8EhIAQEAJCQAjUDgEpQLUbEnVICAgBISAEhIAQqBoBKUBVI6z2hYAQEAJCQAgIgdohIAWodkOiDgkBISAEhIAQEAJVIyAFqGqE1b4QEAJCQAgIASFQOwSmy9Ojk08+2b300kttN73nnnvcU0891XYbrRQCQkAICAEhIASEQB0QyKUAPf30027KlClt+zt58mT3+uuvt91GK4WAEBACQkAICAEhUAcEcilABxxwQMe+TpgwwWEpktQfgddee83tv//+7oUXXqh/Z2vew6lTp7ppp53Wbb/99jXvaX90b5FFFnF77bWXm266XI+m/jgp9VIICIFaIqCnTC2HpdpOXX/99e7II490p5xySrUHGpLWV1lllSE50+pP83vf+57beOON3VJLLVX9wXQEISAEhhoBKUBDOvzrrLOOrBZDOvZ1Pu1jjz22zt1T34SAEBggBBQFNkCDqVMRAkJACAgBISAE8iEgBSgfTtpKCAgBISAEhIAQGCAEpAAN0GDqVISAEBACQkAICIF8CEgByoeTthICQkAICAEhIAQGCAEpQAM0mDoVISAEhIAQEAJCIB8CUoDy4aSthIAQEAJCQAgIgQFCQArQAA2mTkUICAEhIASEgBDIh4AUoHw4aSshIASEgBAQAkJggBCQAjRAg6lTEQJCQAgIASEgBPIhIAUoH07aSggIASEgBISAEBggBKQADdBg6lSEgBAQAkJACAiBfAhIAcqHk7YSAkJACAgBISAEBggBKUADNJg6FSEgBISAEBACQiAfAlKA8uGkrYSAEBACQkAICIEBQkAK0AANpk5FCAgBISAEhIAQyIeAFKB8OGkrISAEhIAQEAJCYIAQkAI0QIOpUxECQkAICAEhIATyISAFKB9O2koICAEhIASEgBAYIASkAA3QYOpUhIAQEAJCQAgIgXwISAHKh5O2EgJCQAgIASEgBAYIASlAAzSYOhUhIASEgBAQAkIgHwJSgPLhpK2EgBAQAkJACAiBAUJACtAADaZORQgIASEgBISAEMiHgBSgfDhpKyEgBISAEBACQmCAEJACNECDqVMRAkJACAgBISAE8iEgBSgfTtpKCAgBISAEhIAQGCAEpAAN0GDqVISAEBACQkAICIF8CEgByoeTthICQkAICAEhIAQGCAEpQAM0mDoVISAEhIAQEAJCIB8CUoDy4aSthIAQEAJCQAgIgQFCQArQAA2mTkUICAEhIASEgBDIh4AUoHw4aSshIASEgBAQAkJggBCQAjRAg6lTEQJCQAgIASEgBPIhIAUoH07aSggIASEgBISAEBggBKQADdBg6lSEgBAQAkJACAiBfAhIAcqHk7YSAkJACAgBISAEBggBKUADNJg6FSEgBISAEBACQiAfAtPl2WzRRRd1Tz75ZNtN33zzTTfXXHO13UYrhYAQEAJCQAgIASFQBwRyKUD33XefS5KkbX+vvPJKd9ppp7XdRiuFgBAQAkJACAgBIVAHBHIpQNNPP33Hvr7zne90004rj1pHoLSBEBACQkAICAEhMOYISGMZ8yFQB4SAEBACQkAICIFeIyAFqNeI63hCQAgIASEgBITAmCMgBWjMh0AdEAJCQAgIASEgBHqNgBSgXiOu4wkBISAEhIAQEAJjjoAUoDEfAnVACAgBISAEhIAQ6DUCUoB6jbiOJwSEgBAQAkJACIw5AlKAxnwI1AEhIASEgBAQAkKg1whIAeo14jqeEBACQkAICAEhMOYI5EqEOOa9VAeEQA0ReOaZZxwlYCTlITB16lT37LPPdiy9U94Rh6MlyhSRrFYiBITA2whIAXobC30TArkRuPnmm90qq6zi5plnntz7aMPOCLz66qtu8803V1b5zlDl3uKpp55yW2+9tTvjjDNy76MNhcAwICAFaBhGWedYOgKTJk1y48aNc6effnrpbatBIVAmAldffbU75phjymxSbQmBgUBAHKCBGEadhBAQAkJACAgBIVAEASlARdDStkJACAgBISAEhMBAICAFaCCGUSchBISAEBACQkAIFEFAClARtLStEBACQkAICAEhMBAISAEaiGHUSQgBISAEhIAQEAJFEJACVAQtbSsEhIAQEAJCQAgMBAJSgAZiGHUSQkAICAEhIASEQBEEpAAVQUvbCgEhIASEgBAQAgOBgBSggRhGnYQQEAJCQAgIASFQBAEpQEXQ0rZCQAgIASEgBITAQCAgBWgghlEnIQSEgBAQAkJACBRBQApQEbS0rRAQAkJACAgBITAQCEgBGohh1EkIASEgBISAEBACRRCQAlQELW0rBISAEBACQkAIDAQCUoAGYhh1EkJACAgBISAEhEARBKQAFUFL2woBISAEhIAQEAIDgYAUoIEYRp2EEBACQkAICAEhUAQBKUBF0NK2QkAICAEhIASEwEAgIAVoIIZRJyEEhIAQEAJCQAgUQUAKUBG0tK0QEAJCQAgIASEwEAhIARqIYdRJCAEhIASEgBAQAkUQkAJUBC1tKwSEgBAQAkJACAwEAlKABmIYdRJCQAgIASEgBIRAEQSkABVBS9sKASEgBISAEBACA4GAFKCBGEadhBAQAkJACAgBIVAEASlARdDStkJACAgBISAEhMBAICAFaCCGUSchBISAEBACQkAIFEFgujwbH3vsse7FF19su+l9993nnnjiibbbaKUQEAJCQAgIASEgBOqAQC4FaOrUqY5PO3njjTfcW2+91W4TrRMCQkAICAEhIASEQC0QyKUAffvb3+7Y2QkTJriTTz6543baQAgIASEgBISAEBACY41ALgVorDs5bMe/99573bPPPlvZad91113uhRdecDfeeGNlx6DhFVZYwU0//fSVHkONDycCDz300HCeeBdnDTXh5ZdfdsIsP3hzzTWXm3322fPvoC37EgEpQDUbtkcffdQtscQSbtVVV62sZ8Glue+++1Z2jJtuusnttdde7ogjjqjsGGp4OBH49a9/7TbZZBO32GKLDScABc8aegL3/DrrrFNwz+Hc/NVXX/UT0Ndff304ARiis5YCVLPBfumll7wCVLV1purTPv30093NN99c9WHU/hAiMHHiRHfAAQe4gw46aAjPXqdcNQJTpkxxCyywQNWHUfs1QEBh8DUYBHVBCAgBISAEhIAQ6C0CUoB6i7eOJgSEgBAQAkJACNQAAbnAajAI6oIQEAJCQAiMRuDNN9/seX45ct6R0uWxxx4b3aGKlyy44IIVH0HNpxGQApRGQ9+FgBAQAkKgNggcddRR7tBDD+1pRFaSJD56deWVV+4pDo8//ri79NJL3YYbbtjT4w7zwaQADfPo69yFgBAQAjVG4IEHHnDHHHOM22677Wrcy3K6Bqn/9ttvlwJUDpy5WhEHKBdM2kgICAEhIASEgBAYJASkAA3SaOpchIAQEAJCQAgIgVwISAHKBZM2EgJCQAgIASEgBAYJASlAgzSaOhchIASEgBAQAkIgFwK1JkFfc801voZNrjOxjUj3TlHWmWeeOe8ubuONN869rTYUAkJACAgBISAEBgOB2ipAod7PRhttlBvpFVdc0f3iF79w00wzTa59CDk88cQT3U477ZRre20kBISAEBACQkAIDAYCtVWAnn/+eTdu3DhHTamqhLDDJ598sqrm1W7NEKAo5HLLLeeotxYrr7zyirc4Lr744rFNuX/961/urrvucvPOO290W2pACAgBISAE8iFQWwUoX/e1lRDIj8DLL7/sKKRJbpE6yfbbb+/7JQWoTqOivggBITDoCEgBGvQR1vmNQGDWWWd1ZVhtRjQa+WOGGWaIbEG7CwEhIASEQFEEFAVWFDFtLwSEgBAQAkJACPQ9AlKA+n4IdQJCQAgIASEgBIRAUQSkABVFTNsLASEgBISAEBACfY+AFKC+H0KdgBAQAkJACAgBIVAUASlARRHT9kJACAgBISAEhEDfIyAFqO+HUCcgBISAEBACQkAIFEVAClBRxLS9EBACQkAICAEh0PcIKA9Q3w9hb07giiuucBdffHHuMiMPP/ywe+6559y2226bu4NLL72023333XMfI3fD2lAICAEhIASEQAYBKUAZQPSzOQJf/OIX3eGHH5670OzKK6/cvKE2S7fbbjtf/mT22Wdvs5VWCQEhIASEgBCIR0AKUDyGQ9HCIoss4tZcc0231FJLVXa+48ePr6xtNSwEhIAQEAJCII2AFKA0GhV8f/XVV921116bu+VHH33Uvfjii27ChAm595lzzjndKqusknt7bSgEhIAQEAJCYNgRkAJU8RWw7777uptvvtnNNddcuY705ptvusUWW8yddNJJubZnI/g5HGOllVbKvY82FAJCQAgIASEwzAhIAap49KdMmeLgtvCpStZbbz3373//u6rm1a4QEAJCQAgIgYFDQGHwAzekOiEhIASEgBAQAkKgEwK1tQBBtp1pppk69T9q/QorrODeeuutqDa0sxAQAkJACAgBIdB/CNRWAVpxxRUdnyoF15FECAiB0Qi89NJL7utf/3otczJNmjTJd/iRRx4Z3fExXpIkiTvxxBPdLLPMMsY90eGFgBDohEBtFaBOHdd6IVAUgdlmm80nZyy63zBuf+GFF7rLL7/c/eQnP6nd6a+11lq161PoEMlCL7jggko5f+FY+i8EhEAcAlKA4vDT3n2GwPTTT99nPR677m666abuq1/96th1oA+PfMMNN/Rhr9VlITCcCIgEPZzjrrMWAkJACAgBITDUCEgBGurh18kLASEgBISAEBhOBKQADee466yFgBAQAkJACAw1Ark4QEQ28GknhJN32qbd/lonBISAEBACQkAICIFeIZBLAVpwwQXdk08+2bZPKD/ve9/72m6jlUJACAgBISAEhIAQqAMCuVxgjz/+uKNGVbvPZZdd5j75yU/W4ZzUByEgBISAEBACQkAItEUglwLUtgWtFAJCQAgIASEgBIRAnyGQywXWZ+ek7gqBMUPg1VdfdTvvvHOhhIv33XefO+SQQ9wJJ5yQq98vvvii+853vuPWX3/9XNtrIyEgBMpF4G9/+5vjPixTHnvsMV+a6ZZbbimzWTfrrLO6pZdeutQ2B6UxKUCDMpIVn8epp57qFllkkUqP8utf/9rNPPPMlR6j6sYffvhhd8YZZ7hLL720skNNnjzZHXXUUVKAKkNYDQuB1gjcfvvtbrnlliu9VBOTJ2T8+PGtD97Fmj/96U/uL3/5i/vEJz7Rxd6DvYsUoMEe39LObuWVVy6trVYNrb766q1W9dXyJZZYwm244YaV9fnqq692002nW7cygNVwZQhMnTrV8ckrb7zxhnvttdfcyy+/nHcXN8MMM7h3vOMdubcvuuFzzz3n1llnHcd92A9Czctnn322H7ra8z7W7ilKNNk000zjL/obb7zRvfvd73bLLrtsqcBA5v773//uXyLzzjuve+c731nLoo+lnrQaEwJCQAiMIQIoMjPOOKObaaaZcveCZzW11b797W/n2ueVV15xq666quPdIRECnRCoDQl64sSJ7uMf/7i7/vrrvR/0s5/9rFt77bW92W6HHXbodB651nMzHXbYYW6OOeZwiy++uDv++OMd5sFPf/rT7v7778/VRtGNaHvJJZcsuluh7cFqoYUWKrSPNhYCQkAI9BIBFCD4KFhz8n7YB9dQ3u3vvvtu9/zzz/fytHSsPkagNhagcePGOQpVknPouuuuc9dee6079thjvaKy8cYbu2222cattNJKUVBDNKXNHXfc0d15552+rYUXXtiT2XDxPP3006WbTrfaaquoPufZeZdddsmz2dBu88ADDziIxlmZb775SrcuZo+h30JACAgBIVBPBGqhAKHd33HHHV4pCZaZ97znPW7XXXd10047rSeb3XbbbVEKEK41iKPnnnuu52dst912fkRQgP785z+7+eef38G+x3wqGQwE7r33XkdF83vuuafpCX3hC19wv/jFL5qu00IhIASEgBAYbARqoQD961//8mU0Qibpq666yru/UH4QTKCzzz571EiQyfqll15yzci8cIBwv918881SgKJQrtfOP/vZz3yHGFcsi+F6Cr0swkUI++i/EBACQkAIDAYCtVCAICK/973v9XlQllpqKc/HOfDAA71SdPHFFzvCDuEDxcg888zjyXeEWgfrT2jvqaee8tyjbbfdNizS/wFA4P/9v//nvvzlL0dZDgcAhqE4BaJc7rrrrjE/1yeeeMJNmjTJ/f73vx/zvqyyyio+ImrMO6IOCIGaIlALBYiorx/96Edu6623doQ9rrnmmm6zzTZzv/nNb9wWW2zhE8vB14gRZv8oOPvuu6+va0YoI6GSp512mjvppJPcXHPN5dZdd92YQ2jfmiGw1lprucsvv9x997vfrVnP6t+dz3zmM31lDV1++eUdEymijMZScOcTWIFLfywFHiWRUz/84Q/Hshs6thCoNQK1UIBAaMstt3S8sLDGfPSjH/Vh6SRuIjoMq1AZwsMAN9j3vve9RuX6U045xX3gAx9wv/zlL310WBnHURv1QIAXAO4v0iiQl2eBBRYY0bHFFlvMrbHGGiOW6cd/EUCZ4NMv8q53vcuRrLOsZ0W/nHerfp5++un+2m+1XsuFgBBwrjYKEIMx99xz+08YGDhBgRcUlsX8h/NBlt4DDjjAkcr8hRde8FFmZPUkAk0yWAhAar/pppv8ODebkUOClgI0WGOusxECg4AAEclYYWO5r2Dx4IMPuv322y/aGkgaGQqeE0w0KFIbBQgfPjl64G1gRiZqKy0/+MEPvGssvazb74suuqjjIxlsBE488USH6/Saa67xVsUsCTr7e7DR0NkJASHQLwhMmDDBvwePPPLI2nQZesrnPvc5KUBVjAgusBtuuMErOYTCwwtKSxmaMO2hxeKjx/qTFVxu/WT2z/Zfv0cigFINhwwLn0QICAEh0E8IELFcJwv1lClTBo5UXwsLEFV1SXx4/vnnu80337yyaxS+DyToVplCyQmDW2TYhbQEpCL4/Oc/39cXPCZkov722msvX+5k2MdV5y8EhIAQEAJvI1ALBSjU/4L8XJVwjMMPP9wnxtttt93cnHPOOepQ1B2TOHfFFVc4Mlg/9thjo4jD/YQPSS1xg+G3Xm211bw7LO32+vCHP1xp0dJ+wkp9rTcCBHCgzOct8jl58mTvQvm///u/3CeG9ZtJaN5j5G5YGwqBmiJQCwVottlm8yG3FL076KCDKoEKlxcFUPfcc08f9VXJQQakUVICIP/+978rVYBQTn71q1/54+CaTAsRgUcccUR6UeHvpDggqhB55JFHRu1PiZUqq7aPOqAWCIEuETj66KPdz3/+czfzzDN32ULn3bjniJIti27Q+YjaQgiMLQK1UICAAA7QN7/5TV+2gFBWwlrTstFGG7kPfehD6UWFvoeq8ldeeaU/TqGdh2xjsmKTQBCrySabbOLe//73j3KFjR8/PgoVQpZ33nlnb53BEpONwltkkUWi2mdn8jvxkQiBfkeASQnZzKsM8x/rHEr9Pkbqf/8hUBsFaP/99/cvQSJ2+GTlgx/8YJQCRHtklcYk/Nvf/tats846o5QsEjBWGR2GFaqZ6y17rmP9m5BxzO0IJvFmEqsAYfmhThf5lyTDiwBpCsoQIkeJIG0W3FC0/SWWWMJRi1AiBITAYCNQGwWIvAdVCzmAHn/8cf+B55IVSNCxChBk7p/+9KeOTNPBrcN/HtD333+/e+2117KH7fibfhWxZMSm4V9vvfXcf/7zn479it3gIx/5SGwTo/YHq+D2GrUys4AEmOuvv35madxPkitecsklcY102JvoECIl+13OOecc95WvfMVRsiFWcKOfcMIJ0fyVRx991BPmH3roodguaf8BRYCySp/61KcG9OyG67RqowAF2FEW4OpMN910PiSdQqXZkPiwbZH/U6dO9fkLdtppJ7f33nv76u/Z/WPJf5CG4ZTMOuus3lSNJQVL09133+2VH/z43QjuQJJEBiGJI59Pf/rTDvcRL/zf/e53jmg6XihVSxmWLCK0UOqw/KWJybF9/8lPfuJuu+22XM1ggSpbAcKNwJhUKVxffPpdUDJISloV768bfO655x5fhqebfbXPcCDwsY99zPGR9D8CtVGAUHxIdkikFkQ8yMokXeIFCV8EF1iM0OYrr7zidt99d7fwwgvHNNVyX8z5b731luPBzvlQ4PWss87yxMWvf/3r7uGHH265b7sVn/3sZx0fhKr2WE6YPcObCoKC941vfMNzqMKymP9VWLLS/VlxxRUbEVqQL7Muh24jtMpyqaT7qu9CQAjEI8AEE6trlTLDDDNEW/Gr7J/arhcCtVGADjnkEHfssce6HXfc0d15550eJRQVrBqY/HGRxVho4N7w0iW/TQyZut3woZyssMIKbpZZZvGbEVb65z//2Sd3pP4YxF6KvmLV6lauvvpqX7gVknJaaJOinxwDixBm2m6lKktWuj9EaOGOREjVnpUyI7RQDh944AF/DcHviMEm20/9FgJCIB8CRLDdfvvt+TbucisCNprRG7psTrsNOAK1UIDI0UN9kXPPPde7kLbbbjsPOwoQCsT888/vqOtEXpcY+epXv+ojwK6//nrHizBLSI6NNIM/lA63xorxxz/+0StA4Vi89GN4RnAdnnjiCUeywtBmwIQM19Q7iw1jrcqSFfrJ/15FaEHmxjIGZkFQTH/2s585uE4SISAEhIAQGE4EaqEAYTnBRYWlJytYNgjLpqp3rAKEFQaOxnXXXec/2WPFRpqttNJKXjHZeuutvaWH37jAsGbwIsYlhoUmRtZee23vXtt22209dwKTMq49FC0yHuMqQwmKkV5YskL/qrTOMNskszeRf2BDWD/k9DAmkMWbXXOhb8P0n3Ihr776atNT5h6cY4453DLLLOOtjFl3ZdOdarIQVy5ub1wjeeT11193lFChLE5eATcmVdzfEiEgBPoHgVooQLgkeGmjJATrT4AQdw4PF174sVJ1pBnncfrpp7tdd93Vv3Dh/fCyhTAH0ffAAw+MJnRDfsVCQ36ebOZsXvYkS4uVXliy6GPV1pnjjz/ec8cgiKeJ9HCOJk2a5M477zwpQP+7WCDUQ9JH0cEyhvX1rrvu8i5jlESssPDOUCi4H/sla/rZZ5/tnx0ov1XJt771Le/akUWxKoTVbhUIEMxCxv+sJ6HVsZisEpzEPnkFTuzJJ59c26CNWihAKAcoONTpwvrALB2+DzwRXCUkAVt33XXzYt5xOzIc33vvvb7iPEpENulixwbabIASgiuN/vMhNwl5h5hREiJdhjATv++++/wL6q9//at/aTGDX2ihhcpo3vXCktUL6wxpB772ta+NUH4CQFjpzjzzzPBz6P//5S9/8ckvUaB5yAU57rjjvGJEbi5SOcBxQ3EdN25c2KTW/7FeMWkoYtEpekJlPj+KHlvbC4FuESBilvdgkShMApOKCHneLrzwwlGGjSJtVLnt20+6Ko+So21q3eAGw00FJwiheCkuHkBkZhoraLAQhSEiv/HGG745lC8e6iTmS4eaxxwrndWYfldRYBWTPkpPFZXOe2HJ6oV1Zr755nOXX365+853vjNqOFmOVUPivNv2hhtu8Ap1WvkBGyyy++23n0NBwopC+gK4Zv2iAGl8hYAQaI0A1pwiFp3WLTVfg7W4zlIbBQgXGIkKyQtCjhvMcyR74wWfVihiwETTJUkhEVRosrSPBkzo/eqrr+7I25OXK9CqH3CViGaD7AyfICu8SIrKrbfe6uCrbL/99v5lddFFF7VtgjxHsVK1JasX1hmsPHCivv/973sLI4rdM888492SRNORNFHivAWUCJ2JEyeOKrVASocpU6Y0eGUkyAy14oSdEBACQqCfEaiNAhRAhH8SEyUV2sn+x6r04x//2OcXSpv8IFhTLRwCNDPbmAyfhI/DAyAKCzcSEVtlCAoQOZLg/fzdkkTyvZ3EKkCQqokyI1oqSLBkse4Pf/hDFE602QvrzAYbbOCjC7H6YVmEB8R1gEKNol2FZS7g1U//wQMXMzih7GDlYexJ4El9Poj7uIp/85vfuMsuu0yKYz8NrvoqBIRASwRqowDh/kIxgXgJWTm4wULPjzzySEcEVLdCGDTHwCqQFXJHEClEyH2MAgTZFpcavJy8xLJsX5r93mWXXRwfBDcdKf8///nPR1urmh2LZVibUBiaWatY9mkjzD7//PNRRNheWWf22GMPt8UWW3iSKsojbi8U3rL4Uq0w7LflWF/JIg5xH+E6hsBIziyUHiyjrGPCEBuN2W/YqL9CoNcIMDkryrfpdR8H4Xi1UYAYcMjCWE7g5GQlNvT2fe97nyd3TpgwwUdppdvHLYLyg4spRlDaFlhggVKVn2x/SPKFzxZrE8cqSwjlJU8SSiJhwCQnxBKQFs4PlyGWrVgFr5fWGZQe8X3SIzn6OwlC4WXhDoa4P3nyZF/SY4011vBkfva48cYbS73mRvdCS4SAEAABnrFleRCEaGsEaqEAEV1CeC1RX80sNK27n38N0SBwf3jAL7jggp7zA++IaCqiz8jeTN2uGIFHRNI9XAdLLbVUTFMt9w38CyLZylSAyI+E+47ZPkRY3EVZ7hXLmP23iqxq2ekWK3phnSEtAa4bElQG4nvoDuMN+X7YBaUX6w+uVXLmkCS0mZR5vTVrX8uEgBAQAr1EoBYKEGRhamdVbVon+otwe7g0SOCEoBARqhebyAwlAiULN9rmm2/uFRRC4dPSLCIpvb7Td1wQHIOIHM4D912WuD1+/PhOzTRdT2QPHzhH5HwhTLJqgQuEZYn/uKWw1JUluHWIYiL9AGOSVeiqrktU1nlU3Q7XD7NNeF8SISAEmiPAc4p3xmuvveatoeTCWnbZZZtvrKV9gUAtFCAItig/RDfts88+lQHHBUu4O7XGsNLwwCcSDP4PLwHyDwULSzedIIomRGihQDSTWAWISDXysCDnn39+s0O4bhQg2sXFEQRc2ilAu+22W9i06/9gBWE7XSQW6wNRdLHWODoFTrjxqq4NdOKJJ/rrCqscinxaSLp4xBFHpBcV/k4kZJVZmrGOEurOvce9QbHdrIsTPoIUxsJDV9oO0ANiJ2idOgP/Um6X0SjxXMfqzQSaiRSRpXgsEGgTpGuR9CcCY6YAEW1CksMgRJngisL6wAM4FBQN62PqdPHyIM8JCdHgGGFF4ROElz+WAl7GMZFBRNLwEqxScFMRily2kK+hSPRYrAIE0RpyMniTgRjllHIecFHgBzFejFWMMO4QtquUU0891e28886eWE3tt6yViQiqWOEcqs7SfPDBB/vZLS9aPlkhMlMKUBaV3v3GQlq1KDCgOcJYxbmv8RRQRgnlh0kak0TKHG2zzTbRz6rmR9bSqhEYUwXo0EMPHXF+zD54MfLJSrd1uih5sMoqq/i8QrSJhQHLAxwdEiMy8+XlggWIC7wsgaQMkZhwYvpOVE2dhXT+fHolKA5EY11wwQWNQ+LWwwrBbIsxIQFmjGC1oMAuFrGsmzCm3fS+WBQ33XTT6L6m28x+J/IOt2eVWZqxfkqEwKAhQD65rDWzyDnCT2WCjGUUhYdAAQJyKHfEM33FFVd0t912mxSgIqDWaNsxU4AgVFZtLQFnXqZYfjBf4t7CcsHFy8uVFxeWDyw3WKPKmK3jzsGaxEwhCKnyd9xxR/9Sx4dcVEjYl7aWddq/mQLZaZ8i62MfKhyLkicQb5sJbiNKMHQjuB5D5Xd89pDceUhBUCcRYlqw2Gy44YbpRV19x2JZleCmHdQszeBGqL1kcBGoOgiB6+eoo47yVhks49zzfAh4IJKREigxCU+5/2gvcBOxUJOOJUxosTKT903SnwjkUoCInMJl1U6wdmD16FYeffRRT4TNpuKnPXyw+L+7MQOTVZpMwChCQTBbfulLX/K5YX72s595E2ZYF/MfMjdtE1VD9XFcOZwPLzAwxIzaDR8EBSpdpoNz4oNrhJc4BWPJQfTiiy+2VCqKnhdmXrJmYxkIvBb+MyMiizNEwBiB43PxxRe7nXbaqRFmTXs8bODucG7dCONJnbG0oJSmeUZhHWMVqwDBMUI53X///RsPxdB+Gf8Z+15kaca12opnxHmQoysmR1YzLMhlJRlcBHoRhEChTZ61FJzmmcQEE0s+zwDuHaIaYwQLPu8ecq/hNeDZd+CBB/rnFM8vjhOTny6mb9o3HoFcChAWlE6WC6wnMT5kXuQQk5tlgcZCwwMYK0oRIaEimYvJZRKEi5jZAQoErgXcU2UJSgNEQj5LL710o1m4LOCHW6cbBQjSHR8EywkzZywdW265ZeMYuPMIwb/nnnsay7r9giKLYsC4gxcmYBQWxocHAOfRjeCOov8I0XHgz8MKJQISPAocyg8KL7yabqRq61e2T1iXIEHjzsNylc1XFWtlQmnuRZZmFOx06Raup79b4kiSeuJKjAkOyGKm38OBQC+CEOCrwQ/lWFib+E+dPyaFPPfT13Q3qPPcxntAehbeG2uuuabbbLPNfGoNOIw8p7qZmHfTF+1TPgK5FKCQhbjsw5PdObiK0N4hm5GbJy2YMVFkFl544fTiXN+DlYIXeZBQVBXSZ5nKD+2jHBCxk1Z+wnG5gZipkI+mmZIXtuv0nxpWvIzghKSFSB5KGaCIcvNn3T3pbTt9v+mmm7xrgjpQWH2YAZ111lneEkE24GbWlE5tsp48Tyg9aUHpIQUBn7TAd+FhEyMoUswMmwkvdpJiQryPEc6Jum8IVtCslGFl6kWWZvBuJlgWuXarjkBqdmwt628EehGEwIQqTASZGBJlixWZ5x/WZSYn3VqTA/q0z+SG5yrBOihFuNZ4vjBBlPQvAmPKzMXKwAyXD8JLPPzmP8RVFB+S1TELLlNilJBW/SDbMGS5Zq5AXrZYPWIUE44LURyOS7OcLdQyQ4GM9UnzUCEbN5F4tIUZmEzZ3PiUyIDAjIWgqKDsovDk+aBwxcoxxxzj+QHpdpjFHXLIId5iQ1brWMH9BZet1aeVYlHkuCFLM9Y9LH9EoFxzzTXeIhf4R6QwwAIZ7qUi7bfbFiWUa5ZkkhIhUAQBLIckVg0T0SL75t2W5ziWSgRrKxPmcF9z3XY7WfMNpv5gIWViS3v/+Mc/HBPpJZdcMrWFvvYjArksQFWdGHWGMFkimDHJp5DmurCcmwdfK5YD3AxlSSCxldUe7aCk4QIh2SJKGxFn9J+XEy48EhdmLVxFj4+/GasMx6BNQpNx8xFCjoUJV1nsMXioYKkKwoOF9nkZhogKrB5lKJHM1lCsEFyH//znP/2MjaSSscI1RUJKFGmI77g94YIxc4MbADesTKGkCspj4COUEXk21lmaGR/Oi9pvEiHQCYFeByHgmude5lkEBYBnLp4FIlqZnBABHCs8b8mSDo+T+3HPPff0bmF4f0wGy/YkxPZX+xdAwB5wtRRzvyRmzkzM9J7Y6STG5C/cT9PU/b7LLLNMYjwc/1l++eX9MjNdNpaFdcYfKXyM7A4333xzYpmH/THsxe7/038zoSb2Islu3tVvq9WUmGWs0Tbt87GcOomRlLtqM72TvcQTcxsmpiwkNqNKzOqTWMbpxBSHxJSuxCxdiUVfpHcp/N0Uw+SLX/xiYlF5fl8zVTfOB/zshVu4zWY7cN2YZTEx0nti1pHELCaJ5ZpqtmnXy8wak5iS6PvPuCBmKu/qmvU7p/4YhyExl6cfg9Ti0r8ayTP58Y9/POJjaSoSSxKa2GQhMR5Y6cfsRYMWvJHYBKHSQ5k1NuF6liSJRVsmZqXO9bHag6VAZq6uhGc8YhPqxAJP/L1oVppS7nUjPSe0ZaV7EpsEJqYAJWZ18se0CW9iVuVSzqPXjXBeBxxwQKWHtYl6YkpipceIaXwadraXZy0ETZusvfht4bogENngBhExUtQqwMyVaK+8YhdDKZEuREqR0BFTLH3GVGqKV95u5NoOyxIWE7gsmGPhHsWQ0LMHJVcSVhPcViQphMiNVQjLGVEQzH5ihBkVVjLGmnQEuNmw8GGV2WGHHfw44MIqQy655BKfdBEuANcXrtayBJcn7kLM/YsY/4r0CpjkIexj0YSkCX8gRkwx8fmRmO3i8gpWuNAmx45NUsg1hCUxLeBEugosiyR7kwiBuiLAM5eoL4TUFzwXCa4ggjJGeD1COyCAA8oGKU64/7AyQQOA9sDzpeoyTjHn0GpfXHkINJOqBF4s+MVSP6rqXy0UINwGkEkxJ8KfwYUDcRlOSxlulqrAq2O7ZeToCedFBAW8JT5wjniZQ/6jtlas8NImGzdkdNxrPECCskAJDhSwdGmOvMeDOxTyAKX3QaEmHQFJEUOkFq49SMoxgmLAgxDTP8dA8UEBQlDkuJZRYGIE0ntWOUm3x7FDfbv0cn0XAmONANy4M888033zm9/0XSFsnEkILqp0cEpMP5lEkZCUYzGJTguTj24ib0MbPEtQcp599lkffJJWgNiGSQnHiC1xRPuHHXaYM+u+TzWStUswYYwNCgnnpP9vIzCmHCBClrl44QFB3sTKs7VFnKAE8WLsB+WHEPEiL+rYEhIMXdU5elB2IN4yHig/CBaCmDIhvpHUH8iKIbIIgi2zN2qyIVi3mDV0IyhA2TxAoR3aRNEOgvITqwAxw9lqq61CkyP+Y9EiT0ms9DJLMy8RLJc8gIl4CbPq2HPQ/sOHwAMPPOA5OFhhggJE4kK4OSQ6vd6S0MZGUTFprrIUDZYLJjG8o1B+0kJUGOcAHzNWiDRjgoaSQ8bpwIsM7cYGtoR29D+DgD3oxkQCP8fKHyQ2g03w1QexyBnPowm/6/zf3DSeWwK/JM8n9lwsYWRiN2RimUm9v90eLonN/hMj4nm/t+XoiT2EHw+7TBJTRKPbatWAhdMnRlBMTFlJzHXnz4FtLdIpMZdhYpFOrXat1XJTfhIjpvs+mSKXBA4QC8x9m5gSWav+tuoMXKNvf/vbDf4E4w/3B36cPehb7ablQqAlAnDIzO2cWIbmEdvAl+LegJcXK+uvv35iLvTYZtrub2lgPBfV3POJBVYkZtn1vBazhifmuk/M6t52/04reffBF7WyQJ021fqSERgzCxCzAjRdIw17lQxtGi24rr7CjN7Y+NnrGlpV5ehpnJB9CUnvsAbAAalCMBmTWRiXGj51zL8IXCkiOeAFlSFVm+CZ/WECN8K47zczXCx0hL9j4SQpW6z0IkszEYVk/ia/FO5J7k0sQUS+UEYES2cZUW2xWAzT/vasb1gC4DPecsst/v6AL1eWpI9RdhQmOaSwsGatiFj7LQCiUHmfducbUkG02yZmHVxFor9IAQJeCPw+eHdw/rCOx0gYAyyukh4jYOCPmRBJZCbEhGgAu0n87NPKRyTmBusbC1Ar8OyG8VFTlvMmsYRgrTYrvBwLD1azIFhP7IXrf5q/2luhmM3HCDN+exEmRn5OYPGbcpJw3PQnpv2wL9E5RGSBVRAjXUdHmIW2zD3lZ25GTg6L/PGYtRFZZWHxjeUxX8ytlpgS5y1wdvv6/1zPRpSMabaxL/eHZZ1tfJjxMvskug0LU+x5cB9azqemESGW3NFbgrhPJb1DwJRRH1nIERkDe8n668pc0om5p6M7ghWm6ihMrLzG7WvaV0vXkRipuOm6IgvNlZYQ0WvcnyK7dbWt5QBKLK9RgofCeIulRv7xTK86Iqurkx7wnWpBgkbno9YYlcGp5UTSPWYJcCsomImlIOsT7bGemPtw5MchLwW5ixDO5bzzzvM1wYhwys6Gcjf8vw0h++FPp3YaQu4hcl0QwRYK8zFzj+FPwcnpZIGh8GBRgZ8DYRirCURIZpytpAyCMlYliNUcK4075G4znfucU4xNGYKlCQIjkRXM0C0st1FAsYz2m7URsjTDeQrFGptt12kZuZew9JHkrdl1Q/QcETWxRM9O/dD6/yIArwxuDPcJHEmyr/M8Iakgz0iijpq2PWUeAAA8Z0lEQVQlWy2CXy+iMLGEYr0k8ADLIjneIPvyDMPiyDnFkvfJD4f1lWhbLLEhwCFgwXOE6K26CxYlnuvkcWPs088r+k5OM/LmSUpGoI4KHjNau2k8z8VO13NELCKsjl0d0SdmVeSjINeM1Y/xVi1TgBIzkyZGYku23377Edt386MXOXrS/SLHCTwd8jLF5rsgh4bVzvLNk7uDWW2rD1bAWIFn0IpLZETMxKLQYg8x5vtb+gM/I43pCBZDcqdY9N2oZqwMTWIvF88LG7WyywVcR1g1LFrOz6KxQEneRsAmCom97BoLrNaU552wACsvz0SeAzGCBWa//fbzTZhb3bdpkwX/m3xQrSw3RY9pyk4CT5E+hw/WRqvgXrSppttb1GXbnEPd5BqCk5PNidXut5G9m/atyEI4nRak0fIDjpLyEcCnWVvhwWyznYSblf91F7M0eKUNpQHhgkYBQkiWh+uljIc9yf1sNuUJw7irbNbuHy6QViHqlSGWSyOx2VvjocXDi+SIVkYiMStOGYeovI1emOCtlpg3wWOGz35QhFdeeeXEuG0JL5myhWsJFyhE/FjhRcH1yYOW6xdl3nKp+HsPd2EZSTxRfCDG8gLkeiKh3B/+8Afv0uV6k/wXASZPQQEh+ShYmbXEr3zkkUe8smoWxyi4uC55qSMoQrhsg6veOC+JWfyi2k/vzPOCa8lSWyQW6eSTq6bX1+07gSZ5AlrCNkxwJf2JwJiRoO2m7igkYsNEGmsm7XigkjYg7BPzZbOQRUKiyXdEjphmboYiXSAcHZNoyNGD66XMHD3U6sLlgVmZCsuQ/Sj0iWsMUizuHoiBVQlkT1yeVFqPEcL4MS3jusma4HGLBTdlzDFIEEkoLvmXcEXym+K9uCkg+kPyJlkiJUwgRHeTywM3CK7DtEDKZDxwuUJSjhUqXuNyCfca+NsjzS244IK+UG1IWRBzHGqwUceMXElggljUnK8NZy9kj1tIuxBznH7fl1Iq++yzjzPl0FMCCMPm+oEmYAqkT7zZbZqIgA3HsImUz7+FaxpXOiT3SZMm+bw95LDqRjq5uXmOkPcLKcPN3U0fO+3DNW8TgE6b9Ww9uY1I9FhW3qSedbwPDlQbDlAfYNWxi/joUU54KfHCQBFCMSGyidwXZFaGOwO/qYigkPCCzSuxGaHx0ROlQUbVbNJDirqiWNCnqqKCeAmj/PKAjhXyd8AlS3OWKPJKNmtLbR/bvLMSEj46BN5Vmn8ARwuf/ZVXXuk5bFSmhrdBfqWiQpRJNhFiVVmaUUzuvvtun/iSSDByM2X5CEX7z/YoU7y0BzGjbjd4dNqH5wgRRgg5cywU22fER4lGqQ+Kaqd2Wq1nIga3kuuUKEyicVFIeMkShYkC300EKDwc7jUmMXCX4Cy1EiLEzjjjjFarcy8vOxEiz7Yi/WKyyL0SI7wzyH0H/ysoX2bhdfAVGSPOscw8bDF9HaR9a20B6jegKdvBQ4MbAuIfFzBWIR5aKEBYIYoqP2DAA48CfHmFl02MYKnCmpFVfmgTCwbWCNIWMHuvu/CQhXhJlmZe7mSf5sHPQ78MQcEiEVta+aFdlFCI5FiZsNCghGG1Y2yKEvpJTNkroWwLlj8evFb/rRTlh75zTWG1wtKTFZQ5xoWXMBnBJc4r/5YTy0+igiJCsU8saLHWH/C1yEg/wSEQgTHHWonwrOL+KHqN+p3tD8TnILy0+VQpVSRC5H6znFi5u02m6FgFyFzQ3jLGs4IySjx/UcQo4ExaCt0XuYej0IZSgArB1X5jLAtYT4zA65UdtubFh/AiNp+7/170D/W3ECxKzPxQQnhpVCVE/VDry4jP/iWYPg7nx8OzH5Qf+o2CwosjXR6DKC2iDYlQiRWir6g7lBUUHRQuos0QZsVYcrp9sdAGSgmRWkE5CS8t1sUKs07jgvhcQGlr02abbeaoyYZbIEZ6lVE3po912pfrBHd6WnCnlikourjm08K930/C84iJRrCWldH3XrvAuJ9xd5599tn+vcFziZx4REBjQSaquBmtooxzHfY2pACVfAWQzIrQTEKTsf5g8eFBhlm5WyE8ctlll/XmZG50+CuYQyn0ykwh5qUa+kSfr7/++vDTWWZpX3iTGQk3JDwEuEaUkigyO2o0OAZfGANwwo1DQU/LteEoKwFPAYWURIXNLBJFusrsjHFAYeQ7LymS1lHPDD4FLjLcDYQdw7PoRqpWTugTFksewOAEJlj5sJrh1mX8b7vttihrEEo8HCMjjXtrEOMA34frCesoyTe7xSeLadrKVlUCwewxY38z6+d6tEhR736kFl472XvvvdutbrquEz8nvVNZ/Jyy3VPpPobvVSdCDMep6j/XKN4C3IcI5wNPCgUIbwK8SxQhJiOSchEQB6hcPL2L4/zzz/cE3uBCwkVCDTAeKrFikTTezIxvHesG5vDNN9/cv4RRkroVXtjf/e53c++OebYqKYsDRKFSXiyYkbNKIjNfqrgff/zx0acBRwMFgrHhRc/DDGsgFaPh/kDC5uWDQgH5tKhgwUI5gbOUVU7g58QqJyg7XEeQlLO8KNwBuEggSXOdxQiWJe4FsmSn3bSQ7M+0gpmxyih9Q+FkPFA+sWBamgCvUKBswV/rxuoHFw0lLa+gyBQVrkOUaApAozBb4su2TRThBIaGes3PwT0FmZp7jWdf1v3P2HB/xAi4MTZYYYOlPKY99oVsznXExIkJpiWAHRWEkD4Gz6uYHD2QnLmPqQXGM4nAE1ydIU8aig880irzcJVJtO6nCYgUoPSVXMJ3qgNjSeHDA52LAf8tCREt94U3Z5ZwGN8ElgFItShDPNzxRWONgOBbR+EGhuTXSVBawCyWBM3DC95NswcHZR946aI8lCFEfmFF4/zgbGA5CyVFWAfnKPsCyHPcXigncKRw5dHPZgkVSSTHy6Asy5+FcnullJc43AlehN1gk8WvqgSC3FuQt4OgUPPBXcSLHT4cSSmZFDBrR9mtUsAtlsOGooXERlq2O0+sF7zYy3RPZY9XRSJECMlYYbCyYRHFZU6S2VbCc4TnTIxYBQRHQlL4nri28SRwzXE/EnSCBSh2gtALonUVE5AYXDvuay9oSUkI2APY549oltOEnBv2MCg1fXroNrlByP9D+zbgYXHt/lP8cOmll871IRFmrNjMqZFPJduWuVt8YcPs8rJ/W9X7qCbJv8OYmnLStB1zuyXkbYkVs0wllBXICon3LKIx6YdEpKZ4VJ5AEDyM8D4qMaTxOHyiU1O6sxB29ZukhOam9dcvBWn5mBXA3zumLHbVZnone2H7NtPLyv5OoVKbjJXd7Ij2qkiEOOIAPfpBcXDGN+Bl2a39fc+9T3LdMkp92KTMv5949vGuoIgziWmNT+pL6nBtxwjvPRKqMiZmBff/ySFmwQ2JeUASmxjGNF/JvvV9W1ZyutU2av5un/iu2VGef/55f0EbL6jZ6sLLUHp48Zl52bdrxL3E3Be+1lXhxmwHEjaarzkxbobP0sv3dp9ujtHrfWzm7rGxtPuJzX58Jmtu8iOOOMIvNwtTdJd4MBm/xz9MbIbmXyo8VMjQbC7QxDhI0ceoQjkh2y21ysKHh5a5Cf3D1lyhPrs0uJFokQzeJIeLFZQ5I3T6xIfgQz2z9CfUtOv2OL1IIGjh0V7J4gGfFXNd+esqNkszWBvnzidV5aVlFoHE3CyJ8fJ8+9TkixXjY/mM9SSnrEpQqEkOWsbLu6o+FmkXrKrOYG7BEr5LXF9mVWzUeSzSz2bbmrfA1/Qzq5JfjRLEhAEhga+5oZNwbL+wiz+9mIB00a22u4gE3dFGln8DzOG4b8j3ko2awYwODwE3VbdCnSnIkbiGcN1gmoXki7+YBHxZnkuR49BviLr4s+Eg8L2ddEPCbNdeFeswK+N2hNtEJWfwsbvBu1uonQZ2sXLyySd7MzncHlySHIOxh4CN+Z8IjqKCK4V2g+CmgENG5BpuBQjqjBFcAUzlViohbJr7P9we6jGlBdM7xP1stCLuW1wN2Ws6vW+e70S2wHMgihHXV/Z6jY10YQyqTiAIV8qUaM8ryrqhcCsRLBB7HpY13PPI4DDBzSCnGG41xofcOkQCxsp2223nbrzxRk/ax5XH2KbHg2uMulQxwnULCRoOUC/qdEEmJt1CuBfLylPGGPA8hIxMKgdSkhDwAGcLnhNYFRXu8by5hsjLxX0fE2rfC6K1TfL9tQoWcLK4T0JgA89Gsw5FBVIUxTjX9m3VI60shADVzTHzWR4Nr72bIpRg8bGCm4k9YHw170IN/m9j4xN586gNqJ8VUuKBZYMys+oGkyL7YP259NJLfep/4yMkmJvLEmbmuBMQqsJTtgXBCmCRfwnV7YsKFgDKReT9lFEm5sILL/RWsqJ9zbs9Fid7wSbGV8u7S1fb4fbkPuETXHpGhk8wxZeBE+eB+4Bxp7wD9zxuTsufk1hqiFIsflh4qA4eBCtcsI5hwcQFhsstRqhLyHm0+lj6jpjm/b69ck9RZsgmn37MGQPEJgZJGRZe2sItRc1CLOxYQynhYhMQby3FHdqNFY17nHHM++G5FSP0kWMFVzbPKugIQSyVgLdkh9/d/Dfyv68byLuJ0jpYMblfKNtiCndSlnu4m7612kcusFbIdLmcC5saUOEhHP7zYO6WD0LhQNqxXCqJZWhOLKFi20+XXW/sRn2xIDZLSXgghw+1fPpFjNzrb75m/eVFYnl6mq0qtAx3V3jR4kZ897vf3aj3Bu+L8aq72GzUPxxxIVUlPAQtSsfXr6vqGLSL68AIygmTjyBmvWp5HYRtivy3dBBe2Qn3dviPu9NKFhRpqum2KGpMmIJYYEWCOxJB4eJFZlagsHqo/99xxx0eD17gKChBAbLoM//MDAVeuwWJ64mJCBMoBNchChCCEgo/zixp/nfd/5gVKcGdznOKe4T70SKW/WTdrJaJhd5Hn0LVE5DoDmYakAvMnl5lCW4FzNe4p4isIREebi9cYzH1vzCBkykXyRNF1e35ECVAyDVJucjTgskS0y9lHoKQ0I4+9ENdGkK6ycHULArssMMO86HS6cy14RyL/GdccUchjLMpuR4v8j6BVRnuCtrGDI+LpVn4M7mHcId2K7gKcO1w/VYltE9kHxGLWddbzDHtBehdOZ3aCPWncCXGipFSG1mUMfWT4JJIttgSNKFfuLMZi60toSrpB/iNC4zcVaS+4HmwiCUjrVLKiDSrsn+hbdy1uLLPOeccn2YiRJzhQrZ3nc9sHfLrhH2K/B+kDOa4I8GKyGEoAUQsEjWMcE3jsowV6BlVZjCP7V92fylAWUQifpOgkMzPcIAIheZThpAmnU+VYjMdn4WUFzaZf9N8AHgVZAnmvPCvU5DRiMRVdqfrtqlBRE0dhJcT/BUzyfrf4Q+h5WxHvbNYIe0BPB8UIZRHFB/y/3zrW9/y+UkIxY8VQmNJIIiPvZnw0InhM5FVnPFlnFHaCQHO8lvgPJCvJ0bgAJHUkwckiikcqbQQSlw0nwpjW4SPVoYCRJ9RGlF6+JQtKM7wu6gdSBg2vB8UIO49ct2YS2bE/dnN8bnf4ccxASBLOcoCH3OVeCUepZrrKkZ4RlCwt5XAPeJcYoTJWMi2n20H7lGaS5ddn+c3YwGvC8UT3lRaSH/A9UeCz6JirqGe5hqifyjoPA8prIrAQeK9wrjDyytDeG9wb6eFa6muojxAJY4Mie5ItEaOkOxFUOJhKmkKkjYzTOoxkXQrCEnwzKzpLMzeL+Ilz0MNgmYdhQc7ydUg/ZG5GktV9sWNZYv8GhChecDFCi8oHiwcz0zlHi9eJFgGjJ8wqtxAkePxcCKhJooWL++sYkJb5nbz9buKtJvdlpxFJCpsJcywIcjHyNxzz902nwoJErkG6y7cIwQeYDE1N8io7kIYL0NoGwsyHyxCFFbmZRISrMYcA2sASSkDYZgXF0ToQN7HUhebd4ZjQHoPwrWM0kCCP+4/LIGxkxCsGOSv4j7j+Wu8I/f3/1lkealzD1KPL0ZQRI0j5xVS8OE6RrkiASNEXxR6jlNEuHZ6nWuILONYfMhRlp7gFul3p217dW906kfe9bIA5UUqx3a4qSh4SskFXhYUk8xGIpAxuI7CzB9lJ638NOsnCfF4sBHFUEc3GDNkLCaI8Zb8rCfGOtIMg+wy8AizKqwYKMBYn4jcIHInRnBF8EAn8iSryMW0m90Xl2fVwouqV4JVAyUdZQELV/Y+7LYfWEGZ5BDphWsK115VYlyfRtO8YMu8jlGmuFaxbGBt4j+FUFFQKOrcTLFrdCbnFyYGfLICPYCXMIpdrGB9wcVleXO89ZUJEFYtlGkycnNOsWLpRnz0F24jlDiEZwz3Iy63osoP++MdSLuzcbVVLTyXUApxn4LX1ltv7b+Xddxe3htl9VkWoLKQtHawjFCYr53wYK6j8KBiNoMFIy2YwXmJBFM/XAq4HLjKYnhN6WPoe3sEmPVjqsZ9VLXANULhwkoGrwjloarZYhXnwswal2SY9WOZsyhMfz5YMbNut6J9IOsv7T9i2aybWeOKthe2z8tlCtvHuvJQ3nBJ7rLLLj51B0V7UYIZa8ricJ9j9ahKcBNjHSpDQUGBI0t5WqFgnLEwMXEoSxhzlAiOE5vBnPuMzM95Bd4XrrhYwVpFWR2yTHOv4IakZBDvrbreG7Hn3G5/WYDaoVNwHTPDuio4nU6FOmL4s7OSNVEHE3DdlR/cUUioj8ZLHbcFyy1NgX/wY8ouQ3gAo/zygMT1lRZcV8wgY4SXOZY3Zu20l31QMauLHQ8eyGXnOsmeM0p0q5ICKFrMpCFjkrfJwouzu3f8jdWCsh2MAeThUNsO7LAUwLsI1sGOjbXYAAsAs/cylR8Oxb3XSy4T1wv3BFIled8foMkfLE2tOG1NNm+7iLHFTc+9Ta40FHeuo2ZlXdo21GEllhNwI6cNOZRQhsLzpcOuo1aj/FjE2qjlrRbE8vxCu1j5yWcEj5NrjrqV8BWhNkCDwHvRrVR1b3Tbnzz7SQHKg1JJ2zBzKPvBWVLXvFUH7gyusBBxlm0b8zIWojKIvdm2y/pNH+GRMLOE2MsDCqWUpG48HLnBcVmhsDADjZ1VQSSEHImVDMUq7bbgnMpwW3EMZmt8INpnhYdjrAJEIVQURDgUXAMID2hcnXBBcF/FuiyYbeKWRNFhskD78EGISuEYJAmFa4QLg4cz3KYiwn68WCDG4qLCZYEwu8VVhdmfh3SMRQvXDS8LktOVyfPjJcSnV9IL8j4KO0Vp04LyQLJNknpC7C9LGG/GpgqZOHGiv3ZQqrnHeZZwrSHwarpRqnHVI/z/tN0XXKPtlP4yIrT8Af/3h+ckY0FACPcEE5DQp/R2Rb5XdW8U6UPRbeUCK4pYh+25MSi0iTmZWTXCfzgiPJi56Ooo3ATwf1AWfvWrX42KxuGGwWeMOwG+QGyW2KowwLQOuZnoEkie8JRwffAbTgAPG2a+kD+xEDQLkS/SN3gUWByaKSZF2mm1LQ8oFAZcYFgImmUSRzGJeakz9igImMWxoKDQoaiDJcfnmJabxivJrfqZZznY0xb8DFxsQSyPkleMMM9zn1ARm7EZN25c2CTXf0KiUdBDNXZeiryEua4hEXNOsa5bLBco1twDm2++ubcGZRXD2Guq08mWNZGqkrzPOWCZQaFNCy9ZrmeuM1xt3XCziIjjuqR97rtQNT19nPAd61YssR4XNGPMs49JFJwjJgu4wWibiRQuxaICRw03I4RzUo2QNRmSMs+UWO5gq76Q8Z8x4bi8o1CEcYFxzG7GIn2cOtwb6f7k+m4PP0lJCPSihk9JXW3aDMnqbIaT2I2QmDafUJDUTKWJzU58YjZ7CPjEWU13rslCI3A2sjGHLpkVyBf9C7/5T4JCq7KcXtTVd3uAJJZTqKt98+xE8kxTbhJ7QObZvKttzGrik8aROBKxF0sj2Ru/KZpo7jG+di320vbnYW6DUW2Y0pOYApZY/im/zngpvrDoqA07LDDlxyfFo+YYQpvGAfLfzernCzXaBMT/7vaPWQ59u7Td6tNt2+n9THGrtBhqOJZNeMJXf42ZNTGxcg+NZXX8Yi7fxv1sVmufpdmUqqb/bdIWdQrgw/1nViDfjvHwfDFcm9T638aH9Bnmow5iO5tFMbHSGr4ml7m4E1OuE1OyE3MZxzbd2J/Mz6YUJKa4+ee6kZYb68r40qt7o4y+hjYwf0lKQoCSFygPZNa1Gaevsst3s574yrhmOi/pSNU1Q6ZZs5YkKBJkQOWGMVdFQiX3K6+8sroDl9QymVnTGY1RIGzW6R8u6UMYadJnRU0v6+Y7WaDJBl3mgyrbD5tdjjin7PrY3zzMSVtvdY18U2kFiJIeZh6PLmGB4sH1FIoxpvtsM3h/ndns1C+mdAXjU1S418wV6QvRci9yPJvtJmax8aUwzIpWtMkx2b7KiRQFNs0S5zOWG09mVFX72BM2K4AvNUO5mU6foHAXPSaKAcWleyFhcsB9gFCQdosttmgc2nhtiRHjG7/L+ELmcrJN89xFseN+MH5hdNMoi2atim5nkBp42w6dy16kjdohQCgj5nt78PrNIOMRhQJJFT4CJDr8yPhb6yozzjhjgzuB647MxkQg9ItgXocHEsQe+L6wJGOQFkzO3fJzMCETMYfYw8BnBcZHjw88m1cIEzzm/hgJEWDwYki0mOWRYb4umkAw3R/cErgT4GRwDWMax+Rv9YJ8rhNyBIWihun9inyHG0UbuLYgI5MigPsDLg3RbdwbFHaFm3XZZZd1lYSP+w73rc36fToK+heS5OGqyBZ5LdL/vNuW4Z6qqhgq+YkYA+5nQt1xFYIPpPrYHE8BH6513Cx5hLB++GtFhSzu8HLMguvdtdx3MS7gdsfnGgWvE044wXO+oDHgTue+JziBoBCzkLZrovA6XG7cz/znWHAAidLjHokRuI8Iz3VoAFVGehIS/+CDD/p7nGKxsfyimPNuu+8gaXNjfS6q4TPWI5D4YpTG72lYZOyB7E3WFiHU6Jzd/InxQ7ylq7GwwBfcg63cH9nlZVgdLJql7fHspV+g9803xQ2FuwBzvz0wGh9TEkupEcRRKYxoylqjbSxzHMse9r6wKNvYQ94XnIxxVWHRwpqEtemiiy4qvf5Y1e4p6u5VUQzVOHG+WDNWUQSrJS5vI6D732X8wVrJmHLdGBfPWw4pgNvs023tKSxkuOaxxnAsy7fmf1PfrwrBimjKgj8W7jeeJVjDoQSUadXHgkltLgrt2kTUF6rFVW+Klq8BF3tuxlX0OGEZBTesTLidudbuu+++2Ob9/sZr8vQJ2g8fXHpG8G/USCzlQCU1IhdYSUDSDGZSI90mFm3iC5+a1cffnPiPKWZoBNBaXgQlQjDmTcExMQKh5yxh4ucmtNmb7xcPLsuBkVj0TjLffPMlmLclIxEwknBiFpjEiMpe8YlRREa2/N9fuION7OxdL0aCTajkzYM5SBm8BI4RxKLXPJeirJdjle6p0OeqJlJwuVBy08IYoGCXJSi5RlJOKLyJ65TJiIVdl+LCadZHK2mTBB4QCgkTHq7f9DXVbL8iy4wwnFB01aIjG89vrqtmfLYi7bJtUHrgI+KGRvFBAUJhLJuLZdak0qvap8+XZwWFwC0iNbESLt7dZpmhEyuJ4iecLKubSAEqeUQgEVp+Gf+Qxx/OxcBLmNmuRSOVfDQ11wwBqjObad/PRKwWUGMTOAeMhblaEitY21ge+wUFi5eLRRslZrYe8an6pudBz0unnwR+nBV2TXh5pUm4ZZyDRWAm5nb0TZkJ3j/wGXNejhZuH32IXvD8qppIwVWzBIojMMDiAD5YzcoWeDoWIu75hOCPdQiFi+di2YI1C0UFxYtjMcExd2u04oWCYu7b0jl4BJwQXILSQ/sWVesnZ1Xdy0wKsPwQKICkeX5MDOFOxla1t4g8fy3B6csKQRRlKtrZ9rv9LQWoW+Ta7IcmHGYgRL+gFGEalIwtAjwEHimBTJg+Cx7wvECsNlBidYn8g4WHS/gQfRQrWEV22GEHT17lJcLHuGYJFi7LHeKvr9hj8KDHJG4ckcTyQPmZO7P38MFSEys8aCE3B3cCuDEx4HzKeClixqdty2XUCDww/lLCLJQXvyUwjD2FpCr3VLZjVUykUNCJYkoLloaqFKD0cVDqUH4sh5gfIwslTyzxXnqT0r5zLVmhV2+NN55RVLtcs1xDWPPLFAji4E7QjPF7Eiuh1PbDhCFGApk7EM/TChDtlhHpSfAJpPBmgsWM88XCXCcRCdpGpQyxG8UTOi3U0CfDo7AklYjJUwGRjg/J8iRjhwBESeOYlNoBSLckMaMmUFUCCZrSBJA9IZiSiNIUFp+JlirtlCaJFQip5MwxZcQT+bPttUvSlt221W9KE5Aji3p59Js8KpDRyUzLuVEOIiYXCQEH1N+jSCVCMkyIspwT424vYF/rKktUb9XfZstJOGlKdGMVJHfGBpJ9IKeTsDI2MSXjAbndrBn+Q5ZjxgdibD8+R8CcshtkaGYcjJvl8dpggw0aWMZ+4RnM85Z8PcbR8eRuck/FCAEr5H3aZ599fIJQCpiGcQ7tci0XDaggKCAknCXwgE87MctQu9Ud14E/SV/JX1VmVfv0gcnxRRJVCNAU1k0LWaa5lmPuvXR7pX2vkzbWr32BhBqIZZBr0db32GMPTyiFb0IoIzPTMmbR/YrRoPab2Ru+9aoEayJWkhA+joUGjgWCyRmyaawbif25Ps844wzfbhV/ggkeYmxWcFVxjhblll1V6DczUPKyIPDu7CHpCaT8xvLHOeJ6iJGq3FOhT/TPFLjws/HfXlo+F1PMWGMBgof4KSM+h4+VRvA4hd/hf1kWD8Yd1woWONxSkOyx+FkiwVI4eLQPkdcyMiemmPjriHsE8jv3ThmClRUib6sPnK1+EPJr4eqCikEwAlZlUl/gtrcJeoK3Ika4dqF/YE2CM4VbkmVY+hZaaKHEypXENF/JvnKBRcLKA5Ebgxch5DvcCJbC3xMAr776at867gWS8WH2lQwWAuQBQsmtgkMBUri/eJFjQka4vnDxBOGFz8M+RkKSQitRENNM233NKuLPo5UJnBdvbLJFC+v2JFIUKaLv4FfAqeAhjAKB+6UMqcI9Rb+YINnM2bs1ebGnBd4a1wGuVktTkF6V+ztKAtdLng9J+boV+m6h/A2lh37jGrHM4j43ULftpveDgGyZ0f2LlfbNwucDTSCpS5oj0ItIT9zN5OJiTNIRpbz7QoLS5r0bm6VSgCJxh1jJYKe1Z7gZhPamxXKQeC07vUzf+x8ByNTMolFwrQSCf4nzIg+fQDrs9kzhkkGSDBwAy82TkNE1CETKWMWBtqxgaKUZreFSYIGBB5IVlDuiXwg3jhVmmdyPfFBOERLJweMoc6ZeNs8PjgYYkGKhmSIKfpwPlmainuoqRHxhZQJ/+GNkSS+b/xjGGP4MSQlJS5BVGHuFTz8GIVQd6YmV8rrrrkvgP2JVDtnYezUmRY6jWmB2p8aIPZQayd1CO1QmpvZQKJjHcuosweUgCZVkcBCwl5GvqNzqjEjAR+2rGIEnQXJHii5SI4iEgVxPVLuG4wLfgWKiRQROQeDKsJ/NnD0/h/7Cc7AX7YjmYpMt0tjXrBgpPBaSysH5gZNgxGWfgNEUPEctMJLOxYg9/Hw71AGjajtCsjo4Gpajqaum4SZR/TuvmLsn76aN7ai7RiJKI6n6WlmNFZkv1O+ikKi9ZEbUU8tsNmY/SQQLT40ixPCj2gnbdoMVHBbuAZI4Fi2Y264/rdbB6Tr44INH1HI0hcvBOeK+IcEgnK1hF+4Rm2Q4S7Xgay32Ax4iQUeOEjcBBTfTwoMdEnRajOPgMxKnl+l7/yOAEpFWJKo4o/CApWq6cTOcRZv5ookcC1JpN5WiUYAsmdyI7qIgkB04FBNNrySba0y2adoiC7pFnzSyDkNKR2GBMElxxljlh2PQplnkGpmBzezueIEZ/6RrBchcar4QLe3nkW5e6mTNRYklk3k7oQAr1xuZfCGR1024TngmoiCg0LYTSLPdCBnKeym9CELoxfmgXJNFG0I9RYe599JilmRP5k8vK/Kda9doH75QrFn/vCK05ZZblnJfF+lHkW2lABVBq8W22QuJzZota7G7Fg8IArxsiebg5jcXSVREUxoSIxD6kio8tBAzK3trItdYtsRHer9237GOGDem3Salr2O2TtQckSKUwMBKykvc3G8+YqeMA2Jdwio7adIkR7Vt45744xCBQiTKeuutV/gwlsXW8alSiFKjqngnYcyJTCKqtI5iiUbr2K2u+4QyZyRrx3kRvcj1w0udSQiW1913391hbewHod9cYzwzuO+YLKQl9jywHKP0UnLFAjX8BMtoAb7sDdZfy3VUvzJQdkNJIhAg3wS+e1j14UO+Edjw4Tf/YdrbxRZxJO1aVwQgr5J8j/Fd2AoYIpBWIctKeodAL/IAVXU2kEe5fh6xaLV2As+MKCpJbxDoRRBCL86EYABIyeR96pWY8phYKopk3LhxvpQPPDzyUNnkpFdd6HgcWYDSKnAX321QvTbNbDNIMGOnl7GOHEGSwUIAawYzG3KBwNUJ+YBwS1kdH895sQiIQidt4aOOgph5BT4EfKBuBYsSRSzTuX6Y8dIHS+fgcGt0I+Qqou28QoHUGLdOVXmAesEBwlKFK9BIvZ5T1iyPEK5Q3IgW/ZQXUm0XiQCWNnL2mGLq7zF4TRbC32jVJrrOSMWN33X9YpqAt/jwrOiVwI/i3sHlhsvd0jB4SzZ5oCiKDK9qzKWjiqQNhIAQaImAEf4SMy379VbJvGEBYgFhx+Q/KSohS6w9HLxVoNP/bi1NhKabSd8f43e/+92IbtrDyS+nuCvh5d0IIclEsOX9mPLYzWEa+1SVB+iYY47JfQ6ca7eC9YcQYnKJkVWciKrjjz/eF9ykYCnXARFgzKwlvUOA8hpEtBHNRPg9OasoIcI9w1h1W9S1d2fw3yNR9LRZHq4y+0Gmaa5Zyq5wveIJIXVHum4azyvWWXBCmYfuqi1FgdlISIRAtwiQlZloFKJzIABajh5PUKU9SzLms4HjEy8i8IeIikoLGVwhf8JjyQqk324IxFim8NmTndkKMGab9XyBXXfd1VlNJwdJ11y9o7ap0wILvfV8A1NEfaQU2YYtxN7z8bBkwQsqYlkbi3Mj2g+iu9VJ8/21p7rnmEB2h4xrIf1j0a2hPiaWDKK8sFAyNjbpaUR2Mi7c3wS51F2IIjUXlLdYW+6yUbw7o2pEBTrALwrWbqziXKuWH29UtCIRjESZwqFi/ZhKV2qTdhICQsAjQNFVMp8iWQvQGmuskVDluQyhyCcZxcsSrA324EkspLptk8xy2S7WOpM+SJXFUEOOGPpcZR4gzgcLF9YxOA1VJMIEJ3LojFWOm/SY6XvSyLjOeHBfWJqTvoKFYqRYdFt9qGgQI+REwwrbKeHh1KlTS6n9F9PXsK9YuQEJ/RcCXSBAwi+qT5N5GJcFmXxJzIZixEsYEmAZUrYCRB/pX6cipCR6w4xNQrtYwXVTZTFU+sfLCXM75NUgNkOPLoER2uI/SgkJC8EvfMgGb5FiUlbSQOm7EPgfAkwWYjPWVwGmSND2BJMIgW4RoNgiRW/txe5DP2nHLELevExyO0zBdZRAsiU3CETOVhLyVxGKHytVF0Olf4T2Yt5PCwVEyxLCokkW+dJLL7m99trLE98tw7V3F1LUFcLsEUccUdbh1M4YIECyWlyReQX3M7nf+kU4P/JIcd1C8iatQjYkvuxzwfVMGgFTYspuOqo9KUBR8GlnIeB8cj+yfxPtYARm/1CBGxATmVU1rlRNJxEdfvh20YlkUUZJQtGLER58Vg7GGSHSoQgFoSK21bfykWbwnqwmWFhV+D/7d4qQIqlhjJDd/a677vKfNG5UnOclcvTRR0sBigG4Bvui/Fg6i9w9MVJvX2SCRvEh2SGKOgo89yLRq1b3zfMVu432zA1UDTeUAlTDQVGX+g8BkogRYgq5j4zJZFWuu1BGA2sFZSKakaD/+te/+gc759Nt1t6AwRNPPOEfuhBIs4IyRjJEwthjFCCrDTUqQSDht/fee6/PBk3Suli5//77fXLFtPIT2uTcsAoZv8oFC1tYp//9g0AgNPMfxd/q7Y1IEZE9k24ysWfb6MXvQw45xIfwE6hB+g4ERY90FWQhJ2CAhKHDJFKAhmm0da6VIECmWEv21cgHgiWAyKwzzzzTvyyLHtR4OaNcZ1hheFCRLyYr3aawt/BuH+GFIkSGW6xWi1hGYszjRIdh7UA5IQItVrCGYXInio3IsrSQQRvlx9IGpBcX/k7/LTx51H5Ynzgm0TyxgiLIy8M4Rj5vT7o9zo0XyDzzzJNerO99hgBZ0ol6pDyLJQ702Z7XXXddX36GSCnq8fWbcA9Y0l5fQ5CcX9RTQ1CAuPe4rok8XHXVVfvt1KL6O23U3tpZCAw5ArhUCP3EikKSOsvo66wCvC8oijUjG86eBy5mnvAK0h8UKrhF6WXhO7yTbgSFhISHzAwJTSXBG7NDHpQoQTwkOZ8yrBnwDOAAYH5HoaIMB3wa3EnUB8Nyts4663RzGh33QSHF3E9YPKb/GOFFSMJI+owiRMoCrExXXHGFd+1hSesnPkgMFoO8L4o/xWmxgjLOKNcHHnigd2uTrJJ7nLHvF6FED9d+s6LJ3Ju4ornXh02UB2jYRlznWyoCVINntoi1JCvkCMJVAkm6H8QivrwVi1kh7qSyZfLkyV5xCBYlFBNmpmRAxlpmaQPKPmSjPWa5uCoojBrrzmOmTO4nMgCHc+BAKMLnnXdeVzmZGh3Vl1ojACcOqxDKNEo8Cq8lF/SW0zp3nOK0TDLIwszEhs+cc87pCNTA4kyQA5Mhiu0WERTBPNneue/Ajvu9TiIXWJ1GQ33pOwTghMD9aCZf+tKX/EOl2bo6LsMiVCURsupiqFitLrvsshHQQvxE8SIpJWUMYpUfGofwjOXq1ltv9fwiEkRioSPVv2SwESCiEE4c/7EI8fInmd8i5jqus2BVxmqJVQtr0HPPPefdtSRXPemkkxwlnbBuFhUKGmdLPrVqoxlvrtW2vVouC1CvkNZxBhIB3EeEeOICyRIIMZtjFWCWNezCi6KKemNpXIloa0bmhrOBiZ8oNCpWFxW4Qyi6eSVkw827vbarPwK4j+B4EfF11VVX+czPpLjAYkKG6LpnSQfhV155xe28884+i3XaEoP7HgtsM/dY/UcmrodSgOLw095DjgB+c4qe4j5iBgXvB7LyxRdf7Pk/FP0LnJDAHRkmyAgpxtxOeQrLnjvCzYXySAguEXO4xSy5YC2hIbQdDlFeSb9c8u6j7eqHQFB6cHeh9DCuWHtQelB++pEMDcpEKVqyUPfCCy/44sMEVnTLI6zfqBXrkRSgYnhpayEwAgE4QM0ij0Zs9L8fzLSK1gVr1k4/LcMa0qt6Y5jjeVER1VYmhwn+QtbMT0g90ULNFKOYUP5+GttB7SukdqI6sSjiQoWcj9JDBNiss87al6cNX4l7AksVk7Z0cAYpPHCPDaNIARrGUdc5C4EeIAAnhwgyqzfWtoin1dNya665prN6Yz7nSrddO/fccz05mRB1lJMqBWsVCi0FJiWDhQAuzxAIADEfsnA72W233dwKK6zQbpMxW4fVar/99nNWod0T9DfYYANP2j744INH9AkXPq68YRORoIdtxHW+lSBgBf7cAw884JOJLbHEEsoFYygTHYd0erBiMaEcRxGejW848wciJ8Jst2oFKHNo/RwgBHAHwRlDIAzzaSdYjOoqRH2R7HT8+PGNHGJELkLkJnM9guve6th5SxeBEMMkw3W2wzSyOteeIQB/5Rvf+IYj23EQauxg+SDB4LBKyB/Uq3pjvLTINbTaaqt5MjS5XLKuMF4EEiHQDgESWd5xxx3tNumLdYS+w0H8zne+4/NvpTuNEmQFfP0iuHhkvCbn0bLLLpvebOC/SwEa+CHWCVaJALktvvCFL/hSDpRB4OVLiOlZZ53li2bi3hnG6AowRwEh7LxX9cZ4aYUcQ614WVKAqrwb1HadEMACS4LTVmk6Ql9x32H5mThxohSgAIr+CwEh0BkBfOvkziHCiVlVEMi/kyZN8n73YVWAwKKX9cawtvHAlwgBIeB80k9wWCSTo4gCqOStCgIxmlI1WGqHTWQBGrYR1/mWigC8la997WsjlJ9wAGZe5NcYZulVvTHKatx9990+8zap/cl5QgZuyJ24I3fYYYeu6xydc845vkxIehwZd0KJA48ivW7YIv3S567v9UGAPGRMyuAmppMQEvaerikIxwn3fb8UdS0TYSlAZaKptoYOgfnmm89dfvnl3s+ePXmWl5F5ONtuP/0O9caYcV599dVekUA5QUlhGTmCDj300KicKri9vvKVr/haR4T0chxyt6B8cQwUElxiuOKop1ZUyONE3bW0ZH+n1+m7EKgDAkSvcf2TvDGtAGX7dskll/g8QEOZydzC5CRCQAh0iYBlh6W4TXLQQQclli8msYSIic2mEou88Mvt4dNly4O5m0XLJffdd1/y6quvlnKCNntNjMyZWIK6xMpgJJaXJ7GSG4kpWIkpQv4YlpgyMXJnYm7JUo6pRoRAvyDAc8gmIYlNAJp22SYKfv0222zTdP2gL1QeoKw6rN9CoCACZAom2oLq0Jic7aHhZ1R77723rxBesDltXgABMkyTnZestnPMMYffk0iWl19+2dfpCk2FcOB0pF5Yp/9CYJAROOyww/zziTIwn/zkJ30IPG4xLKPUtCOTPYVQs6V8BhmTcG5ygQUk9F8IdInAHnvs4bbYYgtf7Zjkf7i9eNBQYVlSLQI8yMnOG5QfjrbYYos5skKnhTIkTz/9dHqRvguBoUCAAqiLL764L89zzTXX+PQclJ+B84NyxPNrGJUfBl8K0FDcAjrJqhFA6Rl2vk/VGDdrH/JztjwBnB14RmmhGjZ5USRCYBgRwMrDB3nmmWd89XfuiWEXITDsV4DOv2sESBwG4TYt5ACCaAsBWtIbBHA5ZqXZsuw2+i0EhhEBQt6l/Px35GUBGsY7QOcchQCV3zEdk0GVIoKkkg9CHSGKDV577bWOxIikoZdUiwD8n4033rhxEJJTUpokvYyCpt0KmXTJL/TTn/7UMb5wJ8hvJBECQqC/EZAFqL/HT70fAwROP/109/3vf9/X1yHUOi0QcMnASm6gH/zgB45M0JLqEKD+F/wGqrWHD3wgwtTDb/5DUG8XCtyuhy+99JLnd7ENpFGUX4kQEAL9j4CiwPp/DHUGPUYAgjMvWPLKtJI333zTkSOIGjsXXnhhq820vA8QIKcQ/AkSKsI3+uc//zkik272FG699dbsIv0WAkKghgjIBVbDQVGX6o0AFgUsPO2EqIpNN93U/elPf2q3mdb1AQLUekOJ/eMf/+hD6ydPnuw++tGP9kHP1UUhIATaISAFqB06WicEmiBAbR0iKfLIggsumGczbVNzBEIUzfXXX++OO+44d9ppp9W8x+qeEBACnRAQB6gTQlovBDII4Na66qqrMktH/iQKiQgxtpUMDgKM58UXX+xP6LHHHnPXXXedtwopxH5wxlhnMjwISAEanrHWmZaEwEYbbeTuuOMO961vfcuRhyYrRAxtttlm7pFHHnFrrrlmdrV+9zkCDz/8sFtjjTV8okv+L7HEEp4bNH78eJ8FvM9PT90XAkODgEjQQzPUOtEyEbjgggt8Ac4PfOAD/mXIS5BoISqS33jjje7ZZ591P//5zz0PqMzjqq2xRQCFl0rajDVusQ022MBR8PWGG25whx9+uNtpp52U+mBsh0hHFwK5EZAClBsqbSgERiKAG+yUU07xROennnrKr1x44YUdofBWHNVRe0cyWAgQ+YfSQzh8Nqz+hz/8oaMunEpuDNaY62wGFwEpQIM7tjqzHiLwj3/8w80yyyyOmlOSwUXg2GOPdeeee6677bbbRp0kxPi5557b4SJbdNFFR63XAiEgBOqFgDhA9RoP9aZPEcDyI+WnTwevQLep93bnnXc6CNBZmTBhgi8qOc8882RX6bcQEAI1REAKUA0HRV0SAkKgnghQ9gRFlxIoKEJkmJ4yZYq74oorvNtzk002cRRjlQgBIVB/BOQCq/8YqYdCQAjUCIFbbrnFbbXVVt7VNc000zQiv9Zaay133nnn+SzhNequuiIEhEALBKQAtQBGi4WAEBACrRB4+eWXHSUv7r33XjfjjDP60hjLL798q821XAgIgRoiIAWohoOiLgkBISAEhIAQEALVIiAOULX4qnUhIASEgBAQAkKghghIAarhoKhLQkAICAEhIASEQLUISAGqFl+1LgSEgBAQAkJACNQQASlANRwUdUkICIF6IvDQQw/5MhjNevfiiy+6HXbYodkqLRMCQqCGCEgBquGgqEtCQAjUEwGivj73uc+5V155ZUQHr732Wl8a4+yzzx6xXD+EgBCoLwJSgOo7NuqZEBACNUNgmWWWcZQ92WijjXwSRIqiUgB17bXXdmQDnzhxYs16rO4IASHQCgGFwbdCRsuFgBAQAk0QePTRR93qq6/uFR7qfk2ePNn94Ac/8IoQiRElQkAI9AcCUoD6Y5zUSyEgBGqEwOOPP+6VoKeeespbfRZbbLEa9U5dEQJCIA8CUoDyoKRthIAQGFoEyPj8+9//ftT5P/HEE+64445z66+/vltttdUa6/fee+/Gd30RAkKgvghIAarv2KhnQkAI1ACB448/3u2///65e/LCCy/k3lYbCgEhMHYISAEaO+x1ZCEgBISAEBACQmCMEJhujI6rwwoBISAE+hqBxx57zD344INu3nnndR/84AfdtNMqqLavB1SdHzoEdMcO3ZDrhIWAEIhBgMivNdZYwy200EL+/xJLLOFmnXVWN378eJckSUzT2lcICIEeIiALUA/B1qGEgBDobwRef/11t/HGG/ts0HvttZfbYIMN3HTTTeduuOEGd/jhh7vpp5/eHXHEEf19kuq9EBgSBKQADclA6zSFgBCIR4CMz3fddZf/LL300o0GV1ppJUcOoKOPPloKUAMVfREC9UZALrB6j496JwSEQI0QuP/++91yyy3ny15ku7X11lu7Z555xj3yyCPZVfotBIRADRGQAlTDQVGXhIAQqCcC888/v7vzzjsdBOisTJgwwb3jHe9w88wzT3aVfgsBIVBDBKQA1XBQ1CUhIATqicC6667r3vOe97htt93WK0KvvfaamzJlirviiivcQQcd5DbZZBM300wz1bPz6pUQEAIjEFAeoBFw6IcQEAJCoD0Ct9xyi9tqq60c0WDwfkLk11prreXOO+889973vrd9A1orBIRALRCQAlSLYVAnhIAQ6CcEXn75ZUeJjHvvvdfNOOOMbskll3TLL798P52C+ioEhh4BRYEN/SUgAISAECiKwLve9S73/ve/31t/QiLEom1oeyEgBMYWAXGAxhZ/HV0ICIE+Q0CJEPtswNRdIdACAVmAWgCjxUJACAiBLAJKhJhFRL+FQP8iIAWof8dOPRcCQqDHCCgRYo8B1+GEQIUIyAVWIbhqWggIgcFCQIkQB2s8dTbDjYAUoOEef529EBACBRBQIsQCYGlTIVBzBKQA1XyA1D0hIATqg4ASIdZnLNQTIRCLgPIAxSKo/YWAEBgqBJQIcaiGWyc7wAhIARrgwdWpCQEhUA0CSoRYDa5qVQj0EgEpQL1EW8cSAkJACAgBISAEaoGAwuBrMQzqhBAQAnVF4NFHH3VEf+UVaoJJhIAQqD8CUoDqP0bqoRAQAmOIwEUXXeT23HPP3D0IxVFz76ANhYAQGBME5AIbE9h1UCEgBPoFgccff9w99NBDI7q7++67uwUWWKCpYvSpT31qxLb6IQSEQD0RkAWonuOiXgkBIVATBFB0+KRljjnmcBRBlbKTRkXfhUB/IaA8QP01XuqtEBACQkAICAEhUAICUoBKAFFNCAEhIASEgBAQAv2FgBSg/hov9VYICAEhIASEgBAoAQEpQCWAqCaEgBAQAkJACAiB/kJAUWD9NV7qrRAQAj1G4JxzznHHHvv/27lj3IZhKAag3gQdwLOunIPpUIFHJSsHE3ijXeCHeFyIounn+NTn/wKNMa611vH+edh7/73zggCB9wn4Ftj7OpGIAIEXCcw5r/u+j0S/z8cPPRAgUCHgN0AVNQlJgAABAgQIJAX8DVBS0y0CBAgQIECgQsAAqqhJSAIECBAgQCApYAAlNd0iQIAAAQIEKgQMoIqahCRAgAABAgSSAgZQUtMtAgQIECBAoELAAKqoSUgCBAgQIEAgKWAAJTXdIkCAAAECBCoEDKCKmoQkQIAAAQIEkgIGUFLTLQIECBAgQKBCwACqqElIAgQIECBAIClgACU13SJAgAABAgQqBAygipqEJECAAAECBJICBlBS0y0CBAgQIECgQsAAqqhJSAIECBAgQCApYAAlNd0iQIAAAQIEKgQMoIqahCRAgAABAgSSAgZQUtMtAgQIECBAoELAAKqoSUgCBAgQIEAgKWAAJTXdIkCAAAECBCoEDKCKmoQkQIAAAQIEkgIGUFLTLQIECBAgQKBCwACqqElIAgQIECBAIClgACU13SJAgAABAgQqBL7M0d9m4DWRIAAAAABJRU5ErkJggg==" style="display: block; margin: auto;" /></p>
<p><code>order.hclust</code> re-orders a dendrogram to improve the similarity between nearby leaves. Applying it to the <code>hc</code> object:</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r"><span class="kw">par</span>(<span class="dt">mar=</span><span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>,<span class="dv">1</span>))
hc1 &lt;-<span class="st"> </span><span class="kw">reorder.hclust</span>(hc, dis)
<span class="kw">plot</span>(hc1)</code></pre></div>
<p><img 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" style="display: block; margin: auto;" /></p>
<p>Both dendrograms correspond to the same tree structure, but the second one shows that Paris is closer to Cherbourg than Munich, and Rome is closer to Gibralter than to Barcelona.</p>
<p>We can also compare both orderings with an image plot of the colors. The second ordering seems to place nearby cities closer to each other.</p>
<div class="sourceCode"><pre class="sourceCode r"><code class="sourceCode r">
<span class="kw">layout</span>(<span class="kw">matrix</span>(<span class="dv">1</span><span class="op">:</span><span class="dv">2</span>,<span class="dt">nrow=</span><span class="dv">1</span>,<span class="dt">ncol=</span><span class="dv">2</span>))
<span class="kw">par</span>(<span class="dt">mar=</span><span class="kw">c</span>(<span class="dv">1</span>,<span class="dv">6</span>,<span class="dv">1</span>,<span class="dv">1</span>))
cmat &lt;-<span class="st"> </span><span class="kw">dmat.color</span>(eurodist, <span class="kw">rev</span>(<span class="kw">cm.colors</span>(<span class="dv">5</span>)))
<span class="kw">plotcolors</span>(cmat[hc<span class="op">$</span>order,hc<span class="op">$</span>order], <span class="dt">rlabels=</span><span class="kw">labels</span>(eurodist)[hc<span class="op">$</span>order])

<span class="kw">plotcolors</span>(cmat[hc1<span class="op">$</span>order,hc1<span class="op">$</span>order], <span class="dt">rlabels=</span><span class="kw">labels</span>(eurodist)[hc1<span class="op">$</span>order])</code></pre></div>
<p><img 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" 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